{ "cells": [ { "cell_type": "markdown", "id": "623a0735", "metadata": {}, "source": [ "# Predicting the value of UKRI grants to an institution based on its league table scores.\n", "- Both the institute rankings and the UKRI spending is imported from the github repository.\n", "- NaN values are replaced using nearest neighbours interpolation.\n", "- An initial investigation into this data is run before some scikit-learn models are compared to traditional regression models for predicting the grant value.\n", "N.B. A Neural Network model would not be valid with such a small dataset." ] }, { "cell_type": "code", "execution_count": 1, "id": "54e1f74a", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "id": "0b5e421d", "metadata": {}, "outputs": [], "source": [ "github_data_url = \"https://github.com/md12g12/ML_UK_university_funding_project/blob/main/funding_ML_df.csv?raw=true\"\n", "\n", "uni_df = pd.read_csv(github_data_url, index_col=[0])" ] }, { "cell_type": "code", "execution_count": 3, "id": "a3d102b9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Overall scoreEntry standardsStudent satisfactionResearch qualityResearch intensityAcademic services spendFacilities spendDegree completionStudent -staff ratioGraduate prospects – outcomesGraduate prospects – on trackAmount
oxford1000200NaN3.340.87284259999.110.190.484.72.734851e+08
cambridge989205NaN3.330.952718104399.111.490.086.02.288673e+08
school economics and political science9631773.983.350.85205185396.512.490.683.33.923843e+07
st andrews9472084.303.130.82265074695.711.179.979.61.328509e+07
imperial8951943.993.360.92298275597.511.195.186.71.611291e+08
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" ], "text/plain": [ " Overall score Entry standards \\\n", "oxford 1000 200 \n", "cambridge 989 205 \n", "school economics and political science 963 177 \n", "st andrews 947 208 \n", "imperial 895 194 \n", "\n", " Student satisfaction \\\n", "oxford NaN \n", "cambridge NaN \n", "school economics and political science 3.98 \n", "st andrews 4.30 \n", "imperial 3.99 \n", "\n", " Research quality Research intensity \\\n", "oxford 3.34 0.87 \n", "cambridge 3.33 0.95 \n", "school economics and political science 3.35 0.85 \n", "st andrews 3.13 0.82 \n", "imperial 3.36 0.92 \n", "\n", " Academic services spend \\\n", "oxford 2842 \n", "cambridge 2718 \n", "school economics and political science 2051 \n", "st andrews 2650 \n", "imperial 2982 \n", "\n", " Facilities spend Degree completion \\\n", "oxford 599 99.1 \n", "cambridge 1043 99.1 \n", "school economics and political science 853 96.5 \n", "st andrews 746 95.7 \n", "imperial 755 97.5 \n", "\n", " Student -staff ratio \\\n", "oxford 10.1 \n", "cambridge 11.4 \n", "school economics and political science 12.4 \n", "st andrews 11.1 \n", "imperial 11.1 \n", "\n", " Graduate prospects – outcomes \\\n", "oxford 90.4 \n", "cambridge 90.0 \n", "school economics and political science 90.6 \n", "st andrews 79.9 \n", "imperial 95.1 \n", "\n", " Graduate prospects – on track \\\n", "oxford 84.7 \n", "cambridge 86.0 \n", "school economics and political science 83.3 \n", "st andrews 79.6 \n", "imperial 86.7 \n", "\n", " Amount \n", "oxford 2.734851e+08 \n", "cambridge 2.288673e+08 \n", "school economics and political science 3.923843e+07 \n", "st andrews 1.328509e+07 \n", "imperial 1.611291e+08 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uni_df.head()" ] }, { "cell_type": "markdown", "id": "e33c9ef2", "metadata": {}, "source": [ "### NaN's\n", "- Replace NaNs using nearest neighbour imputation as scores are generally clustered. (The funding column is omitted as it is the target feature and the distribution is not known.)" ] }, { "cell_type": "code", "execution_count": 4, "id": "58a59798", "metadata": {}, "outputs": [], "source": [ "from sklearn.impute import KNNImputer\n", "imputer = KNNImputer(n_neighbors=5, weights=\"distance\")\n", "imputed_values = imputer.fit_transform(uni_df.drop(['Amount'], axis=1))\n", "model_data = pd.DataFrame(imputed_values, index=uni_df.index, columns=uni_df.drop([\"Amount\"], axis=1).columns)\n", "model_data[\"Amount\"] = uni_df[\"Amount\"]\n", "model_data.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "71551f0e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Overall scoreEntry standardsStudent satisfactionResearch qualityResearch intensityAcademic services spendFacilities spendDegree completionStudent -staff ratioGraduate prospects – outcomesGraduate prospects – on trackAmount
oxford1000.0200.04.0540833.340.872842.0599.099.110.190.484.72.734851e+08
cambridge989.0205.04.0629153.330.952718.01043.099.111.490.086.02.288673e+08
school economics and political science963.0177.03.9800003.350.852051.0853.096.512.490.683.33.923843e+07
st andrews947.0208.04.3000003.130.822650.0746.095.711.179.979.61.328509e+07
imperial895.0194.03.9900003.360.922982.0755.097.511.195.186.71.611291e+08
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" ], "text/plain": [ " Overall score Entry standards \\\n", "oxford 1000.0 200.0 \n", "cambridge 989.0 205.0 \n", "school economics and political science 963.0 177.0 \n", "st andrews 947.0 208.0 \n", "imperial 895.0 194.0 \n", "\n", " Student satisfaction \\\n", "oxford 4.054083 \n", "cambridge 4.062915 \n", "school economics and political science 3.980000 \n", "st andrews 4.300000 \n", "imperial 3.990000 \n", "\n", " Research quality Research intensity \\\n", "oxford 3.34 0.87 \n", "cambridge 3.33 0.95 \n", "school economics and political science 3.35 0.85 \n", "st andrews 3.13 0.82 \n", "imperial 3.36 0.92 \n", "\n", " Academic services spend \\\n", "oxford 2842.0 \n", "cambridge 2718.0 \n", "school economics and political science 2051.0 \n", "st andrews 2650.0 \n", "imperial 2982.0 \n", "\n", " Facilities spend Degree completion \\\n", "oxford 599.0 99.1 \n", "cambridge 1043.0 99.1 \n", "school economics and political science 853.0 96.5 \n", "st andrews 746.0 95.7 \n", "imperial 755.0 97.5 \n", "\n", " Student -staff ratio \\\n", "oxford 10.1 \n", "cambridge 11.4 \n", "school economics and political science 12.4 \n", "st andrews 11.1 \n", "imperial 11.1 \n", "\n", " Graduate prospects – outcomes \\\n", "oxford 90.4 \n", "cambridge 90.0 \n", "school economics and political science 90.6 \n", "st andrews 79.9 \n", "imperial 95.1 \n", "\n", " Graduate prospects – on track \\\n", "oxford 84.7 \n", "cambridge 86.0 \n", "school economics and political science 83.3 \n", "st andrews 79.6 \n", "imperial 86.7 \n", "\n", " Amount \n", "oxford 2.734851e+08 \n", "cambridge 2.288673e+08 \n", "school economics and political science 3.923843e+07 \n", "st andrews 1.328509e+07 \n", "imperial 1.611291e+08 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_data.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "61153f72", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total grants awarded in 2022 = £ 3,384,888,591.0\n" ] } ], "source": [ "total = model_data['Amount'].sum()\n", "print(\"Total grants awarded in 2022 = £\", f\"{np.round(total):,}\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "2bddfb5c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total grants to the top 10 institutes = £ 1,196,473,009.0 : 35.0 % of the total value awarded\n" ] } ], "source": [ "no_of_institutes = 10\n", "top_grants = model_data[0:no_of_institutes][\"Amount\"].sum()\n", "print(\"Total grants to the top\", no_of_institutes, \"institutes = £\", f\"{np.round(top_grants):,}\",\":\", np.round((top_grants/total)*100), \"% of the total value awarded\")" ] }, { "cell_type": "markdown", "id": "35e7b8eb", "metadata": {}, "source": [ "Top 10% of institutions account for 35% of the grants awarded suggesting an exponential distribution." ] }, { "cell_type": "code", "execution_count": 8, "id": "2a21f6e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Cumulitive grant distribution')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 6))\n", "plt.bar(np.arange(0, len(model_data.index)), model_data['Amount'].sort_values(ascending=False).cumsum()/total*100)\n", "plt.ylabel(\"Cumulative grant value / %\")\n", "plt.xlabel(\"Cumulitive number of institutes\")\n", "plt.title(\"Cumulitive grant distribution\")" ] }, { "cell_type": "markdown", "id": "a3f90cc3", "metadata": {}, "source": [ "# Has a clearly exponential relationship, could be exploited using log + linear regression" ] }, { "cell_type": "code", "execution_count": 9, "id": "80a490c8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Overall scoreEntry standardsStudent satisfactionResearch qualityResearch intensityAcademic services spendFacilities spendDegree completionStudent -staff ratioGraduate prospects – outcomesGraduate prospects – on trackAmount
Overall score1.0000000.830395-0.0480850.7916320.7860270.4645680.3093950.860164-0.7392970.7781880.6370870.692222
Entry standards0.8303951.000000-0.0252280.6618940.6623920.3753190.0442690.687244-0.5172940.6993120.5392260.634056
Student satisfaction-0.048085-0.0252281.000000-0.344004-0.244334-0.1824840.061939-0.1030810.076510-0.225550-0.150424-0.210969
Research quality0.7916320.661894-0.3440041.0000000.7535890.3982240.1208180.643021-0.5436580.6593210.4306530.578435
Research intensity0.7860270.662392-0.2443340.7535891.0000000.3206250.2551440.667069-0.5267070.6635370.4706250.598534
Academic services spend0.4645680.375319-0.1824840.3982240.3206251.0000000.0280730.273375-0.4648460.2867510.1991920.484833
Facilities spend0.3093950.0442690.0619390.1208180.2551440.0280731.0000000.202390-0.1296270.1733680.2767510.050622
Degree completion0.8601640.687244-0.1030810.6430210.6670690.2733750.2023901.000000-0.6252220.7087960.6247100.592201
Student -staff ratio-0.739297-0.5172940.076510-0.543658-0.526707-0.464846-0.129627-0.6252221.000000-0.446725-0.359070-0.561956
Graduate prospects – outcomes0.7781880.699312-0.2255500.6593210.6635370.2867510.1733680.708796-0.4467251.0000000.8995970.638724
Graduate prospects – on track0.6370870.539226-0.1504240.4306530.4706250.1991920.2767510.624710-0.3590700.8995971.0000000.506158
Amount0.6922220.634056-0.2109690.5784350.5985340.4848330.0506220.592201-0.5619560.6387240.5061581.000000
\n", "
" ], "text/plain": [ " Overall score Entry standards \\\n", "Overall score 1.000000 0.830395 \n", "Entry standards 0.830395 1.000000 \n", "Student satisfaction -0.048085 -0.025228 \n", "Research quality 0.791632 0.661894 \n", "Research intensity 0.786027 0.662392 \n", "Academic services spend 0.464568 0.375319 \n", "Facilities spend 0.309395 0.044269 \n", "Degree completion 0.860164 0.687244 \n", "Student -staff ratio -0.739297 -0.517294 \n", "Graduate prospects – outcomes 0.778188 0.699312 \n", "Graduate prospects – on track 0.637087 0.539226 \n", "Amount 0.692222 0.634056 \n", "\n", " Student satisfaction Research quality \\\n", "Overall score -0.048085 0.791632 \n", "Entry standards -0.025228 0.661894 \n", "Student satisfaction 1.000000 -0.344004 \n", "Research quality -0.344004 1.000000 \n", "Research intensity -0.244334 0.753589 \n", "Academic services spend -0.182484 0.398224 \n", "Facilities spend 0.061939 0.120818 \n", "Degree completion -0.103081 0.643021 \n", "Student -staff ratio 0.076510 -0.543658 \n", "Graduate prospects – outcomes -0.225550 0.659321 \n", "Graduate prospects – on track -0.150424 0.430653 \n", "Amount -0.210969 0.578435 \n", "\n", " Research intensity Academic services spend \\\n", "Overall score 0.786027 0.464568 \n", "Entry standards 0.662392 0.375319 \n", "Student satisfaction -0.244334 -0.182484 \n", "Research quality 0.753589 0.398224 \n", "Research intensity 1.000000 0.320625 \n", "Academic services spend 0.320625 1.000000 \n", "Facilities spend 0.255144 0.028073 \n", "Degree completion 0.667069 0.273375 \n", "Student -staff ratio -0.526707 -0.464846 \n", "Graduate prospects – outcomes 0.663537 0.286751 \n", "Graduate prospects – on track 0.470625 0.199192 \n", "Amount 0.598534 0.484833 \n", "\n", " Facilities spend Degree completion \\\n", "Overall score 0.309395 0.860164 \n", "Entry standards 0.044269 0.687244 \n", "Student satisfaction 0.061939 -0.103081 \n", "Research quality 0.120818 0.643021 \n", "Research intensity 0.255144 0.667069 \n", "Academic services spend 0.028073 0.273375 \n", "Facilities spend 1.000000 0.202390 \n", "Degree completion 0.202390 1.000000 \n", "Student -staff ratio -0.129627 -0.625222 \n", "Graduate prospects – outcomes 0.173368 0.708796 \n", "Graduate prospects – on track 0.276751 0.624710 \n", "Amount 0.050622 0.592201 \n", "\n", " Student -staff ratio \\\n", "Overall score -0.739297 \n", "Entry standards -0.517294 \n", "Student satisfaction 0.076510 \n", "Research quality -0.543658 \n", "Research intensity -0.526707 \n", "Academic services spend -0.464846 \n", "Facilities spend -0.129627 \n", "Degree completion -0.625222 \n", "Student -staff ratio 1.000000 \n", "Graduate prospects – outcomes -0.446725 \n", "Graduate prospects – on track -0.359070 \n", "Amount -0.561956 \n", "\n", " Graduate prospects – outcomes \\\n", "Overall score 0.778188 \n", "Entry standards 0.699312 \n", "Student satisfaction -0.225550 \n", "Research quality 0.659321 \n", "Research intensity 0.663537 \n", "Academic services spend 0.286751 \n", "Facilities spend 0.173368 \n", "Degree completion 0.708796 \n", "Student -staff ratio -0.446725 \n", "Graduate prospects – outcomes 1.000000 \n", "Graduate prospects – on track 0.899597 \n", "Amount 0.638724 \n", "\n", " Graduate prospects – on track Amount \n", "Overall score 0.637087 0.692222 \n", "Entry standards 0.539226 0.634056 \n", "Student satisfaction -0.150424 -0.210969 \n", "Research quality 0.430653 0.578435 \n", "Research intensity 0.470625 0.598534 \n", "Academic services spend 0.199192 0.484833 \n", "Facilities spend 0.276751 0.050622 \n", "Degree completion 0.624710 0.592201 \n", "Student -staff ratio -0.359070 -0.561956 \n", "Graduate prospects – outcomes 0.899597 0.638724 \n", "Graduate prospects – on track 1.000000 0.506158 \n", "Amount 0.506158 1.000000 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_data.corr()" ] }, { "cell_type": "code", "execution_count": 10, "id": "ff4e5055", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j7+jg9oIgCMoTPfoBRDZYN9r+KfBN4IvtTi18nquLYw0EHJ17usNsf9T2X/Kx9wrnTaIzn4nPAH8kvZiMkjQbcCRwg+3VgM+1aNf0N2HvB/wIWBoYK2mRFqedBnwz98R/1oluG7r6H9DRM7A9wvZw28MXGrZBL5sRBEHQMyYzqOOtEyRtLekhSY+2c46WtFmeBr1P0k1l7yEMPZDntIcWioaRep0AbwDzFY49L+ljkgYBOxTKbwO+nD8X88VfBewpad5c15KSPtJNk5rrbLRzELC07RuA75Ic4OYl9ej/nU/bvTudrLWC7bts/wR4iWTwm5kPeE7S7E33dB2wf9YZLGn+ruoCbm5cL2lFYBngoTbnBkEQ9BsmWR1v3SFpMKmjtg2wCrCLpFWazlmQ5NT8+Tytu1PZewhDn5iXNG98v6TxpD/AEfnYCOCfDWc80lz0ZcD1wHMFjUOAAyWNJBleAGxfDfwVuCMPgV9Ae4PY4DTgxBbOeIOBs7LOGOC3tl8FfgUcLek2ph2GvwFYpeGM11THsdk57l6SIR7Xoh0/Bu4CriH5ARTvdfPcjlHAqrZfBm7LDn7HNun8CRiczz8X2L3h+BgEQdCfmTh5cMdbB6wLPGr78exHdQ6wXdM5XyH5R/0LwPYLZe9Bdk3JBIKgJlY9/Le1fGkjqc1U6kpq80FNSW1erzGpzdylf2Zb8/bi9egufF99v+l1JbWZraakNiNP/XbpBh8w+qsdN+5Pa53VZX15VdXWtr+R978GrGf7m4VzfgfMTvKJmg84zvYZvWj6FGIdfRAEQRC0oSdOdpL2ITl1Nxhhe0TxlBaXNb9IzEbywfokMDdpNPhO2w933JAWgkEQBEEQtKAnIXCzUR/RxSnPMK0/1FJMHxjtGVJcl7eAt3KckzWAXhv6mKMPgiAIgjZMRh1vHTASGKoUYG0OkgN3c7TSfwCbSJotBylbjxTHpNdEjz4IgiAI2vBBZ052HWF7oqRvklZjDQZOsX2fpP3y8RNtPyDpSlLMlMnAybbvLVNvGPpgpuOofU6vRXfM270J8d89dTnMAdxw0km16J75xodr0T3ukS1q0Z308MK16AJsu8ftteiO23lo9yf1guHnPdj9Sb3k2udWqkV35YWer0W3CqoOhGP7CnL+kULZiU37xwLNq5d6TRj6IAiCIGhDh0Py/Zow9EEQBEHQhv4c2rZTwtAHQRAEQRt64nXfXwlDHwRBEARtGAg9+pn/VaUfIWlSDjd7r6RLc8zifoGkGyUNn4H1bSbpsvz5843kDZK2b47tHARB0F+Z6EEdb/2V/tuymZN3coa61YBXyHnYZxRK9Lu/qe1LbB+Td7cn5RIIgiDo90Sa2qAr7gCWhJQpTtKVkkbl/O4r5/Kdcu9/XI5+1MgGd6ykkZLGS9o3l88r6TpJo3Mymu1y+RBJD0j6Eynf/dKSvpvPGSfpmEKbdpJ0t6SHJW3S3OD8ovCHnNzncklX5NjMSHpS0ofz5+GSbsyf15V0u6Qx+d/p1t9I2j3rbgh8npRQZ2x+LqML5w2VNKr0kw+CIKiIgWDoY46+BnIqwk8CjbzzI4D9bD8iaT1SNrctgJ8An7b978Iw/17Aa7bXkTQnKSPc1cDTwA62X88G905JjYhKKwF72D5A0jakXvN6tt+WVFxgPJvtdSVtC/wU2LKp6TtkrY8DiwH3A6d0c7sPApvmQBBbAkcBX2x1ou3bc5svs31BflavSRpmeyywBylzXxAEQb+gPxvwTglDXy1zSxoLDCGlb71GKQ/9hsD50pQvzJz539uA0ySdB1yUyz4FrN7oSZNS3g4lxT8+StKmpGhJS5KMMcBTtu/Mn7cETrX9NoDtVwrta9QxKrexmU2Bv9meBDwr6foO7nkBUorfoaTkDLN3cE2Rk4E9JH0b2JmUxnE6iski9v/fpfj0Lov0sJogCIKeE+vog2besT1M0gKknPUHknqor9oe1nyy7f1yD/8zwFhJw0jZjQ6yfVXxXEm7A4sCa9v+QNKTwFz58FvFU5k+G1KDRg74SbT/27e7diJTp3rmKpQfCdxgewdJQ4Ab21zfjgtJowvXA6NyXvvpG1VIFvGPx4dFbuUgCGYIA6FHH3P0NWD7NeBg4DDgHeAJSTvBlHnwNfLnFWzfZfsnwEukrEZXAftLmj2fs6KkeUg95xeykd8caBev9Wpgz5wMgaah++64Gfhy9hNYHNi8cOxJUupEmHZofgHg3/nz7h3U8QYpxzIAtt8l3fMJwKk9aGsQBEHtTJw8qOOtv9J/WzaTY3sMMI6UnWhXYC9J44D7gO3yacdmp7l7SUZ2HGko+35gdC7/M6n3fTYwXNI9Wa9lQGvbV5KyId2TpxEO60GzLwYeASaQDO9NhWM/A46TdAtpRKDBr4CjJd1GStLQHecA38nOeyvksrNJIwlX96CtQRAEtRPOeME02J63af9zhd2tW5z/hVYywA/y1swGbaperUn3GOCYprLNCp9fosUcvW0D32zsSzqtcOwWYMUW19zRVP7jXH4jeRjf9mlkJzvbtzH98rqNSVmcJhEEQdCPcD824J0Shj7oUyRdDKxAWoUQBEHQrwhnvGBAY3v3GVDHDnXXEQRB0Fv685B8p4ShD4IgCII2TOrHTnadMvPfQRAEQRDUhK2Ot06QtLWkhyQ9qpwDpM156yjlT9mx3TmdEj36YKZj0kw2lPbeAp0sRugdZ77x4Vp0vzbfS7Xo/uLtObs/qRdMXvj9WnQB5hr0QS26nq2eftZgTa5FF+BDs9fznOccNLEW3Sqocug+R039I7AVKQjaSEmX2L6/xXm/JC09Lk306IMgCIKgDXbnWwesCzxq+3Hb75OWG2/X4ryDSMHEXqjiHsLQB0EQBEEbJqOOtw5YkpS3pMEzuWwKkpYk5R05sap7CEMfBEEQBG3oyRy9pH0k3VPY9mmSa/U20DwW8Dvge1XGFYk5+iAIgiBow6TJnc/RF3NytOEZUqjzBksBzzadMxw4JydB+zCwraSJtv/ecUOaiB59h2Tvx7FK+eMvLaSV7XMk3ShpeDfnLCHpgg60WkXkK0XOX//7/HmznJc+CIKg31Ox1/1IYKik5STNQQqRfknxBNvL2R5iewhwAXBAGSMPYeh7wju2h9leDXiFlJluhpGT4fT672X7WdudLNOo3NDbvsf2wXl3M1La3iAIgn5PlYbe9kRSmPGrgAeA82zfJ2k/SfvVdQ9h6HvHHWQHCkkrSLpS0ihJt0haOZfvlHv/4yTdnMsGSzpW0khJ4yXtm8vnlXSdpNE5yc12uXyIpAck/QkYDSwt6bv5nHGSivHsd5J0t6SHJW3S3OCsdW/+vLuki3K7H5H0q1x+DDB3Hrk4O5d9NeuOlfTnvOwDSW9K+kVux52SFuvivjeTdJlSGtv9gG9lvU0kPVHI1De/pCcb+0EQBH1N1UltbF9he0XbK9j+RS470fZ0zne2d7fd7Uhsd4Sh7yHZ0H2SqcMtI0j549cmZYr7Uy7/CfBp22sAn89lewGv2V4HWAfYW9JywLvADrbXIqWG/Y3yBA2wEnCG7TVJyWC2B9bLur8qNG022+sCh5Lyu3fHMGBn4OPAzpKWtn04U0cudpX0sXzORraHkbLW7Zqvnwe4M7fjZmDvLu4bANtPkjxJf5vruIWU+OYz+ZQvAxfarmfhchAEQQ+peHldnxDOeJ0zd077OgQYBVwjaV7SMPT5U+0yjYggtwGnSToPuCiXfQpYvRDpaAFgKMlB4yhJmwKTSaMFi+VznrJ9Z/68JXCq7bcBbL9SaF+jjlG0yEzXgutsvwYg6X5Sfvunm875JCkH/ch8f3MzdV3n+8BlhTq36uK+u+Jk4LvA34E9mPrCEARB0OdE9rpZi3dsD5O0AMnAHUhKvfpq7u1Og+39JK1H6q2OlTSMtLTiINvTRDuStDuwKLC27Q8kPQnMlQ+/VTyV6ZdiNHgv/zuJzv6u7xU+t7tGwOm2v9/i2Ac5re0017e577bYvi1PK3wCGGz73lbn5WUq+wDs+79L8akv1xMRLgiCoMhASGoTQ/c9JPeCDyYN078DPCFpJ5jiMLdG/ryC7bts/wR4ibSk4ipg/8Kc9IqS5iH17F/IRn5zUu+6FVcDe0r6UL5+4Rpu8YPCHPl1wI6SPtKoT1K7tpHPaXXfRd4A5msqOwP4G3BqO13bI2wPtz08jHwQBDOKqmPd9wVh6HuB7THAONKc8q7AXpLGAfcxNZzhsdlp7l7SHPY40jD1/cDoXP5nUk/4bGC4pHuy3oNt6r2S5BtwT55GOKyG2xsBjJd0do6//CPgaknjgWuAxbu5vtV9F7kU2KHhjJfLzgYWIhn7IAiC/oN7sPVTYui+Q2zP27T/ucLu1i3O/0IrGdLytVZL2DZoU/VqTbrHAMc0lW1W+PwSLebosyPcavnzaaRph8axzxY+fw/4XmH/XODcFnrzFj5fQFrv2e6+b8wbth8GVm86vjFwge1XW1wbBEHQZ/TnnnqnhKEP+hRJxwPbANv2dVuCIAia6c/e9J0Shj7oU2wf1NdtCIIgaIcnz/wz3GHogyAIgqAN0aMPgiAIgoFMGPogCIIgGLiEM14Q9AHHP7VFLbovvzVPLbqzz13fD8Vxj9TzLH7x9pzdn9QLHtz4zFp0P3bS/rXoApw+eP1adIfOU0+k5zMmrFeLLsDkN+tJQzHbipNr0a2E6NEHQRAEwcAlevRBEARBMJAJQx8EQRAEA5gBMHQ/UywQlLSDJDdyvVegNyU3ewVa+0narQqtEm34uaQt+7INVdDIW9/X7QiCIJjCAAiBO1MYemAX4FZSbPl+he0TbZ9Rdz2S2o6+2P6J7WvrbkMQBMEsh9X51gGStpb0kKRHJR3e4viuksbn7fZGorQy9HtDn3O+bwTsRcHQSxos6dc5gcp4SQfl8p9IGinpXkkjlBOpS1pb0jhJd5BSzBZ1js3XjJe0by7fTNJNks6T9LCkY/If4O5c5wr5vCMkHZY/f1TStbme0Y1zCnXNI+nyfPxeSTsX2naTpFGSrpK0eC6/UdJRkm4CfijpSUmD8rEPSXpa0uySTlPOcS9pnfzlGJfbOl8X97i4pJtzgpl7C0lmim0+RtL9+bpf57LTJJ0o6Zb8bD7bwbO8UdIFkh6UdHbh77J1LrsVaBUnPwiCoM+wO9+6Q9Jg4I+ksN+rALtIWqXptCeAT9heHTiSlGisFDPDHP32wJW2H5b0iqS1bI8m5SZfDljT9kRNTdn6B9s/B5B0JvBZUsa0U0m54G+SdGxBfy/gNdvrSJoTuE3S1fnYGsDHgFeAx4GTba8r6RDgIODQpraeDRxj+2JJczH9i9TWwLO2P5Pbt4BSStjjge1sv5iN/y+APfM1C9r+RD5/LeATwA3A54Crcmpb8vE5SAlodrY9UtL8pFS67e7xC1njF/kL+KFiY/Mz3QFY2bYlLVg4PCS3ZQXgBkkfBXbr4lmuCawKPAvcBmyklK3vJGAL4FFaJM8JgiDoU6odkl8XeNT24wCSziFlPL1/SnX27YXz7wSWKltpv+/Rk4btz8mfz8n7AFsCJ9qeCGD7lVy+uaS7JE0gGZBVJS1AMpg35XOKi3k/BeymlPb1LmARYGg+NtL2c7bfAx4j5YMHmEBThjhJ8wFL2r44t+dd22833csEYEtJv5S0Sc5tvxIpq9w1uQ0/Yto/7LlNn3fOn7/M9IZxJeA52yNzG17Pz6fdPY4E9pB0BPBx22806b0OvAucLOkLQPF+zrM92fYjpJeglbuoB+Bu28/YngyMzc9vZeAJ24/YNnAWQRAE/QhNVsdbBywJPF3YfyaXtWMv4J8lmg/08x69pEVIxno1SQYGA5b0XUA0vWvlXvSfgOG2n84GbK5W5xYvI/X0r2rS2gx4r1A0ubA/memfXbd/5TwqsTYpU9vRubd7MXCf7XZpat8qfL4kX7cwsDZwfYs2tLrPlvcIIGlT4DPAmZKOLfob5JGSdYFPkl4svkn6e9CiHrerp8WznMTU59fR+7KkfUijOKz4rS1Z4rPNmW6DIAhqoAc9+uLvVGaE7eLQeys70bIGSZuTDP3GnbegNf29R78jcIbtZW0Psb00af5iY1Lvej9lJ7Vs/ObK172kNLe/I0DOc/6apMYD27VQx1XA/nkIHUkrSupxiDTbrwPPSNo+68wpqXkofAngbdtnAb8G1gIeAhaVtEE+Z3ZJq7ap403gbuA44DLbk5pOeRBYQtI6WWu+/Hxa3qOkZYEXbJ8E/CW3p9jeeYEFbF9BmqYYVji8k6RBSn4Iy+f76OmzfBBYTlN9GXZpd6LtEbaH2x4eRj4IghlGD5zxir9TeWueX38GWLqwvxRpOnMaJK0OnEya0n257C306x496Yf/mKayC4GvkObIVwTGS/oAOMn2HySdRBoif5I0NN1gD+AUSW+TDFKDk0nDyKOzg9iLJL+A3vA14M+Sfg58AOxEGtZu8HHgWEmT8/H9bb+v5Ej3+zzFMBvwO+C+NnWcC5wPbNZ8IGvtDBwvaW7S/PyWXdzjZsB38vN7kzTHXmQ+4B95pETAtwrHHgJuAhYD9rP9rqQePct8zT7A5ZJeIq2sWK3d+UEQBDOcaufoRwJDJS0H/Js0UvqV4gmSlgEuAr5m++EqKpUHQg6+YIYi6TTSiMIFfVH/5tf/v1q+tLXFur9koVp0AbxD6Zf9lrwZse6n8P7y79aiO/T4emLdP3pIff23umLdr7Tiv2vRveoTvysd1m7ICb/u+Pfmyf0P67Y+SduSOnODgVOyM/R+kJZr5w7TF4Gn8iUTbQ/vccML9PcefRAEQRD0HZ052XVMngq9oqnsxMLnbwDfqLLOMPRBj7G9e1+3IQiCYEagATDoHYY+CIIgCNoxAAx9f/e6D4IgCIKgBNGjD4IgCII2xNB9EPQBT79Ujxf7oEfq8bp/Z/laZAGY9PDC3Z/UCyYv/H4tunV5xz+w9wm16AIsf+netei+sM5c3Z/UCya/2hxeozo0fz0rBZ64bdladPlEBRqRjz4IgiAIBjCT+7oB5QlDHwRBEARtiKH7IAiCIBjIDABDH173MwhJk5Tyvje2IT28fj9Ju+XPxfzzJzfyGUv6QdM1t0+v1H+RNETSvX3djiAIgim4B1s/JXr0M453bA/r7cXFyElN5cUISj8Ajioc27C39QVBEAQDY+g+evR9hKR5JV0nabSkCZK2KxzbTdJ4SeMknZnLjpB0WAudGyUNl3QMMHceLTg7H3uzcN53JI3Muj/LZfNIujzXc29OiNOsf7Ck+/N15xTacqak6yU9ImnvbuoZIukBSSdJuk/S1TnpDpLWzvXfARxYzdMNgiCoiMnqfOunRI9+xjG3pLH58xOkzHY72H5d0oeBOyVdAqwC/BDYyPZLOf1ut9g+XNI3W40aSPoUMBRYl5SF7hKlPPSLAs/a/kw+b4EW0ocDy9l+T9KChfLVgfWBeYAxki4nZZ5rVc+/cvkutveWdB4pacNZwKmkHPY3STq2k3sNgiCYUQyEHn0Y+hnHNEP3OWf7UdkQTgaWJKV83QK4wPZLALZfqaDuT+VtTN6fl2R4bwF+LemXpGx0t7S4djxwtqS/A38vlP/D9jvAO5JuIBn3jdvU8y/gCdtjc/koYEh+sVjQ9k25/Exgm3K3GgRBUCEDwNDH0H3fsSupR712fgF4Hmjkfa/6qyXgaNvD8vZR23/JuY7XBiYAR0v6SYtrPwP8MZ83SlLj5bC5jW5XTz7+XuHcSaSXzI7vVdI+ku6RdM/r147s5JIgCILSyJ1v/ZUw9H3HAsALtj+QtDnQCA11HfAlSYsAdDp0n/kgjxQ0cxWwp6R5s+aSkj4iaQngbdtnAb8G1ipeJGkQsLTtG4DvAguSeukA20maK7dzM2Bku3raNdb2q8BrkjbORbt2ce4I28NtD59/y3W6fAhBEASVEV73QQnOBi6VdA8wFngQwPZ9kn4B3CRpEmkYfPcONUcA4yWNtj3FaNq+WtLHgDskAbwJfBX4KHCspMnAB0BzfNLBwFl5iF3Ab22/mjXuBi4HlgGOtP0s8GyberqKybkHcIqkt0kvCkEQBP2HfmzAOyUM/QzC9rxN+y8BG7Q593Tg9KayIwqfdy983qzw+XvA91rVafs44Limqh6jC+Nq+wPSvHsrHra9T4trWtUDyVGvcc6vC59HAWsUzjuiXXuCIAhmNFUPyUvamvQbORg42fYxTceVj28LvA3sbnt0mTpj6D4IgiAI2lHh0L2kwSSfp21IK6x2aQQ8K7ANyYl5KLAPUDpjU/Togx5THF0IgiAYyFTco18XeNT24wA5Nsl2wP2Fc7YDzrBt0rLrBSUtbvu53lYaPfogCIIgaEe1znhLAk8X9p/JZT09p0eEoQ+CIAiCdvTA0BeXAeet2Y+pVfi85leETs7pETF0HwRBEARt6MnQve0RpNVP7XgGWLqwvxTwbC/O6RFh6IOZjr+tf3Ituteu1uwTUw1/O2mrWnQBtt2jngSFcw36oBbd0wevX4vu8pfu3f1JveTxz51Ui+5nflLP92KPGx6qRRfgyXc/XIvuWyvNWYtuFWhypXIjgaGSlgP+DXwZ+ErTOZcA38zz9+sBr5WZn4cw9EEQBEHQngqd8WxPlPRN0rLmwcApOXbKfvn4icAVpKV1j5KW1+1Rtt4w9EEQBEHQjorX0du+gmTMi2UnFj6bijN5hqEPgiAIgjb05xj2nRJe990gaVLO8X5fzpv+7RwDfpYi55S/t4NzvlLYHy7p9/W3LgiCoCYi1v0swZT0sjlBy19JCWl+WlZY0mDbXcWBn9kYQnIs+SuA7XuAe/qyQUEQBGWo2BmvT5jleqZlsP0CKSThN5UYLOlYSSMljZe0L6Ssb5L+lEcBLpN0haQd87EnJf1E0q3ATpI+JekOSaMlnV/I/La2pJskjZJ0laTFm9sjaTFJF+eRhnGSNszl35Z0b94OzWVDJD0o6eRcfrakLSXdJukRSevm846QdKak63P5dO7M7e4bOAbYJI+AfEvSZpIuy9csLOnv+fw7Ja1eqO8USTdKelzSwVX+zYIgCEoRPfpZD9uP56H7j5BCFb5mex1JcwK3SbqalLt9CPDxfN4DwCkFmXdtbyzpw8BFwJa235L0PeDbko4Gjge2s/2ipJ2BXwB7NjXn98BNtnfIMZTnlbQ2yUtzPVLghbsk3QT8l5StbifSy8pIUu97Y+DzwA+A7bPu6sD6wDzAGEmXN9W7V5v7Phw4zPZnASRtVrjmZ8AY29tL2gI4AxiWj60MbA7MBzwk6YScUCcIgqBPGQhz9GHoe0cjctGngNUbvXXSkP5QkvE83/Zk4D+Sbmi6/tz87/qkxAa35bSucwB3ACuRsr1dk8sHA63WUW4B7AaQpwBeU8rtfrHttwAkXQRsQlqb+YTtCbn8PuA625Y0gfRi0uAftt8B3sltX5eUSrdBu/t+v90Dy8/ki7mt10taRCn9LcDltt8D3pP0ArAYKWhEEARB3xKGftZD0vKk/OovkAz+QbavajrnM93IvNU4FbjG9i5N138cuM92yzS23TWxi2PvFT5PLuxPZtrvQvNXu1WIxlb3vVkP29XQLbZrEi2+l0qhJPcB+P7RC7PDV+broqogCIKKGACGPuboe4CkRYETgT/ktY5XAftLmj0fX1HSPMCtwBfzXP1iwGZtJO8ENpL00Xz9hyStCDwELCppg1w+u6RVW1x/HbB/PmewpPmBm4Hts9Y8wA7ALT281e0kzSVpkdz2kU3H2933G6Th91bcDOyaz98MeMn26502yPYI28NtDw8jHwTBjEI92Por0aPvnrkljQVmByYCZwL/l4+dTBryHq00xv4iaZ77QuCTwL3Aw8BdwGvNwnn+fXfgb3muG+BHth/Ow+K/z8PbswG/A+5rkjgEGCFpL1JPeH/bd0g6Dbi70UbbYyQN6cE93w1cDiwDHGn72abr2933eGCipHHAacCYwjVHAKdKGk+K9vT1HrQnCIKgTxgIXvdh6LvB9uAujk0mObH9oPmYpMNsv5l7xXcDE/I1Q5o0rgfWaaE9Fti0m7Y9T3IIbC7/P6a+jDTKniTN+zf2d293DHjY9jRZl4rndHXfpBecIjfma15p09YjmvZXaz4nCIKgzxgAQ/dh6OvjMkkLkhzsjrT9nz5uTxAEQdBTwtAH7bC9WV+3oTc097CDIAhmZWJ5XRAEQRAMZMLQB0EQBMHAJXr0QRAEQTCACa/7IOgDfjBkukUKlTB4tZVq0X37q7XIAjBu56G16Hq2ekJsDJ2nnsjGL6wzVy26AJ/5yVa16F4+5ppadD/9xd1q0QX4YP45atGd+7GXa9Hl4Qo0BkCPPgLmBEEQBEE7ZlBSm5z465qcTOwaSQu1OGdpSTdIekApadohnWiHoQ+CIAiCNsidbyU5nJR/ZCgp6unhLc6ZCPw/2x8j5Uo5UNIq3QmHoQ+CIAiCdsy4NLXbAafnz6czNZvo1KbYz9kenT+/QcqMumR3wmHou0HSD/MQyficZ329XH6opA/1Qu/NEm3ZXdISJa7vqM2SNsn3PFbS3Dn3/H2Sju1lvUMkfaWwP1zS73ujFQRBMCPRZHe8lWQx289BMuikFOft25XCkq9JCrHeJeGM1wU5qcxngbVsv5fzxze8UQ4FziLFbZ9R7E6Kn/9sL68/lM7avCvwa9unAkjaF1g0p5JtiaTZbE9sc3gI8BXgrwC27wHu6VHLgyAI+oCeDMkXs2xmRtgeUTh+LfA/LS79YY/aJM1LyqlyaCfJwcLQd83ipCxr7wHYfglA0sHAEsANkl6yvbmkN23Pm4/vCHzW9u6SliMZuNmAK4vikr4DfAmYk5RD/qf5Le2fpAx4GwL/Jg3pfAYYDpwt6R1gg5wzfjpyJrnzgKVIueyPJOV4b27zCaQ4+3MDF+T6v5Hb9GlJW5Ky0c0D3CXpaNvnFuo5ImsOAV6S9ANS0p958inftH07cAzwsZwc6HRSspvDbH9W0sLAKcDypBeQfWyP7/YvEwRBMCPogaHPRn1EF8e3bHdM0vOSFrf9nKTFSanQW503O8nIn237ok7aFUP3XXM1sLSkhyX9SdInAGz/ntSr3tz25t1oHAecYHsdYEq8e0mfAoYC6wLDgLUlNZLYDAX+aHtV4FXgi7YvIPWCd7U9rJ2Rz2wNPGt7jZwk5so2bf6h7eHA6sAnJK1u+2TgEuA7tne1/XngnVznuS3qWhvYzvZXSF/MrWyvBewMNIbnDwduyRq/bbr+Z8AY26uTkuSc0cV9BUEQzFBmoDPeJUzN6vl14B/TtSVlC/0L8EBOXtYRYei7wPabJEO2DykV67k5rWxP2Aj4W/58ZqH8U3kbA4wGViYZeIAncvY6gFGkHnNPmABsKemXkjaxPV2K3MyXJI3ObVgV6NZ7swWXFF46ZgdOkjQBOL9DvY3JzyVn8lskp+YNgiDoe2acM94xwFaSHgG2yvtIWkLSFfmcjYCvAVtkH6qxkrbtTjiG7rvB9iRSqtUbswH7OinX+nSnFj43R+9o9RUQcLTtP09TmIbui3Phk0hD622RtDRwad490faJktYGtgWOlnS17Z83XbMccBiwju3/5hz2vYk68lbh87eA54E1SC+R73ZwvVqUTfe8inNfK7MWS2n5nrc0CIKgh8yoELi2X2b6NN/Yfpb0W47tW2n9m9kl0aPvAkkrSSqGHhsGPJU/v0Gav27wvKSPSRoE7FAovw34cv68a6H8KmDP7FSBpCUldell2aJOAGw/nYfFh2UjvwTwtu2zgF8Da7W4fn6SkX5N0mLANt3U3QkLAM/lfPVfI/kHtG135mbyc5G0GcknYjrnEtsjbA+3PTyMfBAEMwpN7nzrr0SPvmvmBY7PeeUnAo8y1aNyBPBPSc/lOe/DgcuAp0me8fPm8w4B/pojGF3YELZ9taSPAXekaRfeBL5K6sG34zTgxO6c8YCPA8dKmgx8AOzfqs2SxgD3AY+TXkjK8ifgQkk7ATcwtbc/HpgoaVy+hzGFa44ATpU0nuSM93WCIAj6C575Y+DKA+AmglmLrQbtVMuXtq5Y949+dZFadAGGntrSMbc0dcW6nzzPnLXovrBOuwGj8ix+waO16Eas+6nUFev+nw//ssfD3M1s8JXfdPx7c8df/1/p+uogevRBEARB0I4B0BcOQx8EQRAEbejPc++dEoY+CIIgCNoRPfogCIIgGLhUEMO+zwlDHwRBEARtmFHr6OskDH0w07HPI4/XovvU+93mhugVrxzz6Vp0AYaf92AtuoNrmpg8Y8J6tehOfrWrVanl2OOGh2rRrcs7/qoL64si/djEXiff7JKTXt6oFt1KCEMfBEEQBAOX6NEHQRAEwUBmAMSaCUMfBEEQBG0YCMvrug1/JWkxSX+V9LikUZLukLRDd9d1o3mEpMN6ee0QSV8pU39/Q9Khkj7Uh/UvKOmAvqo/CIKgvzID09TWRpeGPue+/Ttws+3lba9NStCyVItzZ9TowBCgFkMvaXD3Z9XCoUCfGXpgQSAMfRAEQTOT3fnWT+muR78F8L7tExsFtp+yfTyApN0lnS/pUuBqSfNKuk7SaEkTJG3XuE7SDyU9JOlaYKVC+Y2ShufPH5b0ZP48RNItWWu0pA3zJccAm+Q8vN+SNFjSsZJGShovad/mm8haD0o6PZ9zQaMHLelJST+RdCuwk6RdctvvlfTLfM5gSaflsgmSvlVo++8k3Z6PrZvL55F0Sm7TmMZzyDq/zhrjJR0k6WBgCeAGSTe0q6snSFpY0t9zHXdKWj2XTzOSkusYkp/pCvmZHpuPfTfXP05SIy/ysKw3XtLFkhYqPIffSrpZ0gOS1pF0kaRHJP1vob6vSro71/PnfK+l7zcIgqA2Zlw++trorhe+KjC6m3M2AFa3/Uru1e9g+3VJHwbulHQJKU3ql4E1c52jgVHd6L4AbGX7XaVUsX8DhpOyxB1m+7MwJU/5a7bXkTQncJtS/vUnmvRWAvayfZukU0g92F/nY+/a3lgpveudwNrAf0kvL9uTMtItaXu1XOeCBd15bG8oaVPgFGA14IfA9bb3zOfenV9wdgOWA9a0PVHSwvm5fRvY3PZLSnnk29XVKT8DxtjeXtIWwBmkFLvtOBxYzfawXOc2wPbAerbflrRwPu8M4CDbN0n6OfBT0mgEpBfCTZWy9P2D9AxfAR6T9FvgI8DOwEa2P5D0J1J62vsquN8gCIJa6M9D8p3SoxRVkv6Ye3gjC8XX2H6lcQpwlFLK0WuBJYHFgE2Ai22/nXONX9JBdbMDJ0maAJwPrNLmvE8Bu0kaC9wFLAIMbXHe07YbqVjPAjYuHDs3/7sOcKPtF21PBM4GNiWlcV1e0vGStgaKC67/BmD7ZmD+bKg+BRye23QjMBewDLAlcGLWpvDcinRVV6dsDJyZ67geWETSAj24fkvgVNtvN9qZr1/Q9k35nNNJz6ZB4286AbjP9nO238v3szTwSZLxH5mfyyeB5anmfoMgCOrB7nwrQR6JvSaPhF7TGDFtc+7gPFp8WSfa3Rn6+0i9cQBsH0j6gV60cM5bhc+75mNr597h8yQjB+0HNiYW2jFXofxb+fo1SD35dvkRReplDsvbcravbnFec/3F/cY9tEwxaPu/uR03AgcCJ3ejK+CLhTYtY/uBXN7lt6Gbuhp/4LFNW7NvQav7MNM+a5j2eTdf39Nv7Xv538mFz4392bLm6YVnspLtI7q73ykNkvaRdI+ke64956UeNi0IgqB3aHLnW0kOB66zPRS4Lu+34xDggU6FuzP01wNzSdq/UNaV09gCwAt5aHZzYNlcfjOwg6S5Jc0HfK5wzZOknh7Ajk1az9meDHwNaBizN4Bi8umrgP0lzQ4gaUVJ87Ro2zKSNsifdwFubXHOXcAnlHwFBufzbsrTEINsXwj8mMLLD2k4Gkkbk6YQXsttOkiS8rE187lXA/vlKQ4KQ+JT7qmburA9qWAsG1tzWLCbSS9dSNoMeCmPpDzZ0JO0FmkaYZr6C+3cU1P9GBbO9/VfSZvkc74G3ETnXAfsKOkjDU1Jy3Z3v4X7HmF7uO3hW375wz2oNgiCoPfI7ngryXakkVLyv9u3bI+0FPAZ2nSKWtHlHL1t5znq30r6LvAiqff7vTaXnA1cKukeYCzwYNYZLencXPYUcEvhml8D50n6GunFosGfgAsl7QTcwNRe93hgoqRxwGnAcSRP/NHZsL5I6wf0APB1SX8GHgFOaHG/z0n6fq5PwBW2/yFpDeBUSY0Xo+8XLvuvpNuB+YE9c9mRwO+A8blNTwKfJf1hVszlHwAnAX8ARgD/lPQcac67XV2dckTWGA+8DXw9l1/I1GmOkcDD+b5flnSbpHuBf9r+jqRhwD2S3geuAH6QdU7MLwCPA3t02iDb90v6EcnvYRDwAakH/04F9xsEQVAPM24d/WK2n4Mptugjbc77HfBdpu2cdYk8AKL+dIeSZ/llDYevCnVvJDkG3lOlbtA15z+2di1f2qfer2ek4LwaY91/+rBbuj+pF8x8se7bzeyV51ubX1mL7mV7bVaLbsS6n8qv1ji/5XRsT/jkFkd3/Htz/Q0/2BfYp1A0wvaIxk52yv6fFpf+kDS1uWDh3P/anmaeXtJngW1tH5BHa6c4pndFRMYLgiAIgnb0oFuRjfqILo5v2e6YpOclLZ5784uTVp41sxHweUnbknys5pd0lu2vdtWuHnndz6zYfrLq3nzW3Sx680EQBAOYGeR1T1q51Jhm/TppmXJTU/x920vZHkJasn59d0YeZhFDHwRBEAS9QZPd8VaSY4CtJD0CbJX3kbSEpCvKCMfQfRAEQRC0YUYltbH9Mmn5enP5s8C2LcpvJC1L7pYw9EEQBEHQjgHgsB6GPpjpGPnm8rXoPvX2IrXofjBPacfftlz73Erdn9QLPjT7+7XoTn5z9lp0Nf8HtegCPPluPasxPpi/npUCdXnGA6ww27y16D7weitH9H7CzG/nw9AHQRAEQTsqCITT54ShD4IgCIJ2TApDHwRBEAQDloHQoy+9vE7SYpL+KulxSaMk3SFph5Ka0+RN7+G1QyR9pUz9/Q1JhzbizvcHJP2gQq3dJf2hKr0gCIJKmXHr6GujlKHPcdz/Dtxse3nba5MW8S/V4twZNXowBKjF0LfIEjejOJSukwnNaFoaeiUiNkMQBAOHWd3QA1sA79s+sVFg+ynbx8OU3tr5ki4lJTOZV9J1kkZLmiBpu8Z1kn4o6aEcC3ilQvmNkobnzx+W9GT+PETSLVlrtKQN8yXHAJvk9K3fUkrreqykkZLGS9q3+Say1oOSTs/nXFDI3PakpJ9IuhXYSdIuue33SvplPmewpNNy2QRJ3yq0/XeSbs/H1s3l80g6JbdpTOM5ZJ1fZ43xkg6SdDCwBHCDpBva1dUTlDLH/T3Xcaek1XP5EbldN+YRmoNbXHsMMHd+vmfnZ/eApD8Bo4GlJZ2glFL2Pkk/K1y7Tn4W4yTdrZTJsKj9mTwiFOnpgiDoH0zuwdZPKdvLXpX0494VGwCr234l9+p3sP16/jG/U9IlpNSkXwbWzG0aDYzqRvcFYCvb70oaCvyNlLf+cAqB/iXtQ0ofu46kOYHbJF1t+4kmvZWAvWzfJukU4ABSZj2Ad21vLGkJ4E5SWt3/kl5etgeeBpZshNmVtGBBdx7bG0raFDgFWI2UwOB623vmc+/OLzi7kVLHrml7olJ62FckfRvY3PZLktbuoq5O+Rkwxvb2krYAzgCG5WMrA5uTMiM9JOkE21PWLtk+XNI3bQ/L9Q/Jz24P2wfksh/mdg8GrssvEg8C5wI72x4paX5S5jryNTsA3yYlbPhvL+4pCIKgcmKOvglJf8y9tZGF4mtsv9I4BThKKX3qtcCSwGLAJsDFtt/OedMv6aC62YGTJE0AzgdWaXPep5iamvUuYBFgaIvznrZ9W/58FrBx4di5+d91gBttv2h7Iikt76aklK3LSzpe0tbA64Vr/wZg+2ZSAoIFc5sOz226kZScYBlgS+DErE3huRXpqq5O2Rg4M9dxPbCIpAXyscttv2f7JdLL1GId6D1l+87C/pckjQbGkF4GVyG9DDxne2Su9/XGfZJeLL4HfCaMfBAE/YrJkzvf+illDf19pN44ALYPJIXwW7RwzluFz7vmY2vnHuHzJCMH7cMSTCy0c65C+bfy9WuQevLtok8IOMj2sLwtZ/vqFuc111/cb9xDy8gn2TitQTLaB5LyznelK+CLhTYtY/uBXN7l62M3dTWG/8c2bc2+Ba3uo1Hve4WySXQ26jPlbyxpOeAw4JO2VwcuJ/3durq3x0kjCCu2q0DSPnk64J5xFzzeQZOCIAgqIObouR6YS9L+hbKunMYWAF6w/YGkzYFlc/nNwA6S5s7ztp8rXPMkaagcYMcmredsTwa+BjSM2Rsko9HgKmB/SbMDSFpR0jwt2raMpA3y512AW1uccxfwCSVfgcH5vJvyNMQg2xcCP6bw8gPsnOvdmDSF8Fpu00GSlI+tmc+9GtgvT3EgaeHme+qmLmxPKrxANLZJTfdxM+mlC6Wcxi/lkZRO+aDxPFswP8nwvyZpMWCbXP4gsISkdXK982mqg+ZTwBeAMySt2krU9gjbw20PX2PHeiLjBUEQTMesPkdv23mO+reSvgu8SPqR/16bS84GLpV0DzCW9OOP7dGSzs1lTwG3FK75NXCepK+RXiwa/Am4UNJOwA1M7VWOByZKGgecBhxH8sQfnQ3ri8D2Ldr2APB1SX8GHgFOaHG/z0n6fq5PwBW2/yFpDeBUTfU4/37hsv9Kup1kAPfMZUcCvwPG5zY9CXyW1DtfMZd/AJwE/IGU3/ifkp4jeeC3q6tTjsga44G3mZoasVNG5DaOJvkbTMH2OEljSKM9jwO35fL3Je0MHC9pbtL8/JaF6x6StCtwvqTP2X6sF/cVBEFQKQNhjl4eADdRluxQdlnVOesl3UhyDIyc9RXy3XE71fKlrSvW/cNn1hOPHmCu7Z+vRbeuWPePPbp4Lbr60MTuT+ol2686rhbdMd9fq/uTesFJJ/2uFl2oL9b9do98uhbdSzc5vnSiiW0+9v2Of2/++cDR9SW2KEFExguCIAiCdkzqx2PyHRKGHrD9JGnZW9W6m1WtGQRBEMxABsCod0QxC4IgCIJ2zCCve6VAZtdIeiT/u1Cb8xZUCur2oFKwsg1anVckDH0QBEEQtGOyO9/KcThwne2hwHV5vxXHAVfaXpm01PqB7oTD0AdBEARBOzy5860c2wGn58+n02J1WI4ouinwF0irmWy/2p1wzNEHMx0fnv3NeoRrShv0+Dv1zfGtvFA9XvdzDqrHi322FetxbHritmW7P6mXvLXSnLXozv3Yy7XonvTyRrXoAjzw+v/UovuPoVfVolsJM26OfjHbz6Uq/Zykj7Q4Z3nSEvFT87LuUcAhtt9qce4UokcfBEEQBO2YNLnjrRjBM2/7FKUkXauUkKx5265d9U3MRgqSdoLtNUnxY9oN8U9zURAEQRAErehBj972CFJAsXbHt2x3TNLzkhbPvfnFSblGmnkGeMb2XXn/Ajow9NGjD4IgCIJ2zLhY95cwNUrp14F/TN8U/wd4WlIjCtcngfu7E44efRAEQRC0Y8ZlpTuGFO59L+BfwE4ASunRT7a9bT7vIOBsSXOQwozv0Z1wGPqgkQv+IuBjth/sozYcCoyw/XZf1B8EQdCSGeSMZ/tlUg+9ufxZYNvC/lhSxtaOiaH7AKZm6/tyH7bhUGrzew+CIOglkaY2mNmRNC+wEbAX2dBL2kzSTZLOk/SwpGMk7SrpbkkTJK2Qz1tW0nWSxud/l8nlp0nasVDHmwXdGwtRnc5W4mBgCeAGSTfM4EcQBEHQFk+a1PHWXwlDH2xPirL0MPCKpEZKrTWAQ4CPA18DVrS9LimV7kH5nD8AZ9henZSC+Pcd1Lcmqfe+CmlN6Ea2fw88C2xue/MqbioIgqASZlxkvNoIQx/sApyTP5+T9wFG2n7O9nvAY8DVuXwCMCR/3gD4a/58JrBxB/XdbfsZ25OBsQWtLimuT73rvKc7uSQIgqA8A2DoPpzxZmEkLQJsAawmycBgwMAVwHuFUycX9ifT/nvT+KZPJL9EShIwR+Gcou6kLrSmFS6sT/3V/dv03/9RQRAMLGac131tRI9+1mZH0tD7sraH2F4aeILOeuYAtzPVgW9XkkMfwJPA2vnzdsDsHWi9AczXYb1BEAQzhgHQow9DP2uzC3BxU9mFwFc6vP5gYA9J40nz+Ifk8pOAT0i6G1iPFKaxO0YA/wxnvCAI+hMDwRkvhu5nYWxv1qLs9zQ51RXPs30jcGP+/CRp6L9Z43lg/ULR95uvzfvfLHw+Hji+p/cQBEFQK/3Yya5TwtAHQRAEQTvKp5/tc8LQB0EQBEEbHD36IAiCIBjARI8+CIIgCAYuA6FHL/fjJQFBUBZJ++Q1+LO0bp3aM5tundozm26d2jOb7kAmltcFA519Qrd27ZlNt07tmU23Tu2ZTXfAEoY+CIIgCAYwYeiDIAiCYAAThj4Y6NQ1lzez6dapPbPp1qk9s+nWqT2z6Q5YwhkvCIIgCAYw0aMPgiAIggFMGPogCIIgGMCEoQ8GJJLm6es2DFQkDe7rNswqSJpP0rx93Y5OkLRwi7Ll+qItwbTEHH0woJC0IXAyMK/tZSStAexr+4CSuocApwJvZP01gcNtX11Bm5cElqUQqdL2zRXo3kNq819t/7esXkH3CeAC4FTb91egdynQ9ofI9udLaE/oRnv13moX6hgMLMa0f79/ldT8OHAGsDAg4EXg67bvLaObtWv5Lku6DdjG9ut5fxXgPNurlWxyUJIIgRsMNH4LfBq4BMD2OEmbVqC7p+3jJH0aWBTYg/RjWfbH8ZfAzsD9QCOhtYHShh74MqmdIwtG/2qXf7tfPWufLGkQcApwTuMHvhf8Ov/7BeB/gLPy/i7AkyXaCfDZ/O+B+d8z87+7Am+X1EbSQcBPgeeBRlB0k55RGf4MfNv2DbmezUje5huW1IWavsvAUcClkj4DrER6Udm1pCaSrrP9ye7Kgi6wHVtsA2YD7sr/jimUjatAd3z+9zhgh+Y6Sug+BMxZ8zMZBHwe+DfwNPAzYOGKtDfNum8BpwMfLaF1cydlvdS+rZOyXug+CixSw99suu9sFd/jrFPLdznrbA/cDkwAhpbUmos0ojEOWCh/XhgYAjxQ9TMfyFv06IOBxtN5+N6S5gAOBh6oQHeUpKuB5YDvS5qPqT24MjwOzA68V4HWdEhandRj2xa4EDgb2Bi4HhjWS83BwGey7hDgN1l3E+AKYMVeNndRScvbfjzXsxypx1kF80ja2PatWXtDoAo/jqeB1yrQaeZxST9m6gjEV4EnKtKu9Lss6XimnR6Zn/S9PkgStg/upfS+wKHAEsAo0hQGwOvAH3upOUsSc/TBgELSh0k9lS1JPwxXA4fYfrmk7iCSYXzc9quSFgGWtD2+pO6FwBrAdRSMfYkfx6L2KOBV4C/AhbbfKxy7yPYXeqn7OHAD8Bfbtzcd+31v2y5pa9Lw9OO5aAjJv+Kq3ug1aa9NmmJYIBe9ShrCHl1S9y+kYerLmfbv938ldRcijbxsTPoe3wwc4Qp8Lar+Lkv6elfHbZ/eG92C/kG2jy+jMasThj4YMOSe5um2v1qh5lpdHa/AULT8kSz745i1p/SOC2XL2S7VMyz2jAtlG9m+rYxu1pkTWDnvPlh8OakCSfOTfvcq6YVL+mmrcts/q0K/DiSJNHe+vO2fS1oG+B/bd5fUnQd41/akvD+YNC1VhS/EhqQXv6LD4xlldWcVwtAHAwpJVwGfs/1+RXo35I9zAWsD40k9rNVJ/gAbV1DHHEwd7n7I9gdlNbPuaNtrNZWNsr12DbrTlfVSu5Yf9PwC8cUW2j8vq53150tyfrOkzu9sH9puJYJLrEAo1HECaah+C9sfy6MHV9tep6TuncCWjWeQlwVebbuUA6GkM4EVgLEUHFarGPWaVYg5+mCg8SRwm6RLSA5iQO+HUm1vDiDpHGAf2xPy/mrAYWUbm72pTye1W8DSkr7uEsvrJK0MrAosIKk4PD8/6YWlt7obkLy+F5X07Sbd0mvr2/2gk7y3y/IP0lz6KCr0h8jfgzNJTmJIegnYzfZ9vZRszMn/usuzyrGe7bUkjQGw/d/8slmWuYovOrbflPShCnSHA6s4eqW9Jgx9MNB4Nm+DgPkq1F25YeQBbN8raVgFur8BPmX7IQBJKwJ/I40e9JaVSMvKFgQ+Vyh/A9i7hO4cwLyk343is30d2LGEboM6f9CXsr11DbojmH4Z3En0chmc7VH54zDbxxWP5fXvN/W6pVP5IA+rO+suSjWOpW9JWqsxnZX9It6pQPde0rLL5yrQmiWJoftgQFLVUGpB7xzgTdIab5O8oOe1vUtJ3fFuCtrSqqyX2hvYvqOsTgvdZW0/VYPu+cDBtiv/QZc0Aji++LJWke4422t0V9YL3VbTI2Nsr1lGN+vsSordsBZpNGlH4Ee2zy+puw5wDulFG2BxYOfCy0tvdW8gOQ/ezbQOj6WnMWYVwtAHA4rmoVSg7FBqQ3cuYH/SunFIXtAn2H63pO4ppBeHYiCX2WzvUULzu7Z/1WLZE9B7j/6654/r/EGXdD/wUdIStfdI0yQu+0Il6WJgNNMugxtue/te6u0CfIXkbX9L4dB8wCTbW/a+tdPUszLwSdJzuM52FUtQkTQ7aURJJGfK0v4mkj7Rqtx2FaMbswRh6IMBhaTbgR82DaUeVcYhKA9zXlXVj2yT9pykqG3FZVR/KuNtLulzti+t2qNf0tq2R9X1w1vnD7qkZdtolxqZqHoZXG7ncsDRwOGFQ2+QAt1MLNPeQj0LAUszrWNiqRUkWXc1YBUKviDhHd/3hKEPBhQ1DqVeAnytqmVZA4WGwSgbT6Cgtywpotq12ZFrsO03KtLeOGufmuel5y271HBmRNKRwO7AY0wdmbHtLUrq/hTYjGTorwC2AW61Xcp/Q9IbhXbOQQow9Zbt+cvozkqEM14w0Kgroti7wARJ1zCtN39vh8HPs/0ltUm6UmZIud3QekG77BD7jaSQurORPORflHST7W93dV0HunsD+5CmXVYAlgROJA0xlyIboeGkYeVTScbiLGCjXurVPY2xPnA88DGScRtMdcbtS8AKVS1BLbAjKfjTGNt7SFqMlDSnFLancaqVtD2wblndWYkw9MFAY0/SUOpFef9mUqjWslyet6o4JP/72S7P6h11Ls0CWMD265K+Qcpg91NJVfToDyT9gN8FYPsRSR+pQBdgB1KWttFZ+9nssNlb6l4G9wdS4qDzSS8ou5F8DKrgXtKKjBcq0mvwju3JkibmwEQvAMtXXAe2/y7p8O7PDBqEoQ8GFHlutPJAGr2d1+5Cr+FZfoDt7xWPKWW0+970V3WsXbeT0mySFif1DH9Yoe57tt9PgdtA0mx0MTLRQ963bUmNJWWl4tzPiGVwth+VNNgp0typ2f+kCo4Gxki6l2qdHu+RtCBpeeEo0iqVUtH2AJpiQQwivfjEnHMPCEMfDCjy0PpOtl/N+wuRUqh+uqTuUNIPZLOjUdkey1ZMb9S3aVHWY2ps88+Bq0jzryMlLQ88UlIT4CZJPwDmlrQVcABwaQW6AOdJ+jOwYJ4i2JNkkMrydVJuhSK7tyjrKW/nIDZjJf2KtIa8iiQ8kJbU/ZKUYa6K9fONsLpH5/93J0q6Epi/It+NYiyIiaTgUttVoDvLEM54wYCi1VrjKtYfS7qVlHf8t6Qfnj1I/39axjrvQG9/kiFbgZTqtMF8wO22q8jjXWmb60Yp2cpewKdIHuxXASdXFUAnvzx8Ku9ebfuaElq1LoPLTonPk+bnv0VKxvMn2492eWFn2jfZbrnCoaRu6fDKQT2EoQ8GFEoZ23aw/a+8vyxwcXPwkd7o2l5b0gTbH89lt9jepJd6C5BybE+3jMr2K2XaWqij0jYXdBclRdgbwrTLs/Yso5u15yAltTEp7n9lDmOS/ofkA2BgpO3/lNCqbRmcakjO1KT/f6Qh+0uYdui+bIKmPwKn2R5ZroXT6S5FckzciPS3u5WUkfKZKusZyMTQfTDQ+CFwq6TGHOmmJE/usrybe5yPSPom8G+g145ieZnea5KOA15pLCGTNJ+k9Wzf1d/aXOAfpF7stUyNSV8aSZ8hedk/RurRLydpX9v/rED7G8BPgOuz9vGSfm77lN7o5fX3TwEbNC0JnBuYm2Twe4XtSZIWlTRHDZ7xkJwSAdYvVguUWl4HbA7sK+kp0sqUSoISkVZJ/BXYKe9/NZdtVVJ3liF69MGAQykn/fqkH5o7bL9UgeY6wAMkb+UjSUOpv7J9Z0ndMcBajeHpbJjvKTsCkbXqavNY28PKtq+F7oPAZxvD05JWAC63vXLXV3ak/RCwoe2X8/4ipCmSlUrqTlkSaHuF7Bdxou1SSwKzP8FapF536eRMM4IagxJN932r6zs4UBnU1w0IgiqRtBFpmc9lJMP2g3Y/QD3B9kjbb9p+xvYetr9Q1mBmVJyDtj2ZikbaamzzZZK2rUCnmRea5qAfp7olYM8wbS/7DeDpCnQPJA0pvw5pSSDVjJo8C1zG1ORMja00khaQ9H+S7snbb/JUUln+1/ZTxQ343wp0X5L0VUmD8/ZV4OUKdGcZokcfDCjyeu41SPnizwBOAb7QW+ejGRB85iLgRuCEXHQAsLl7GSu9SfsGWgdzKRsB7Q2SB/j7eWsM0ZYK5qKUJ31Z4DxSu3cCHgJuI1VwUfuru9U+A/g4adrBJK/tu4GHs3avesqS7rK9XsPhMy8JHF3BcHVtSLqQtJa+sWT0a8Aatr/Q/qqOdKdJxJN9DSbYXqWk7jKkuAIbkP52t5Pm6CtPrDRQiTn6YKAxMa+X3g74ve2/qE3M9w5pBET5AilV5ll5fxfSMp+y7Af8HvgR6UfsOqrxKQA4rPB5LuCLpOVJpXBTpLIKmYvkad54KXuRFCXvc6Rn02tDT5r3f6yw/4/8b9l7qXNJYF2sYPuLhf2fSRrbWzFJ3wcaz+D1RjHpJXBEr1uZyY61kamuBNGjDwYU2QnvStJSsk1JxmJsw+u8hO7Ntjftrqy/U8XSqrxmeldgOdtHSloaWNx26eAoM4LsBzGv7de7PbkzrdqWBNaBpDuA79i+Ne9vBPza9gYldY+2/f0q2tikuxxwENOv8gjj3yFh6IMBRV5C9RXS8qlb8rDfZi6ZQUvSA8BnbD+e95cDrrD9sZK6c5EMxapMG9SmiqVqCxd2BwFrk0Y5yjqgnUAKtLKF7Y8pBSW62vY6JXV/RZrTfYf0srYGcKjts7q8sDPtv5JGTyaRorYtAPyf7WPLaleJpF/a/p6knVwyP3wXdQwjDds35uX/C+xue1wd9ZVF0jjgLzQF+HGkqe2YMPRB0AGStiYNQz6ei4YA+9q+qqTu+cCDpJeTn5N6yg/YPqTLCzvTfoI05C3SkP0TwM8bPbkSuqNtr6VCICJVkyFwrO1hknYAticFirmhrG6T9q6kF57vAaN6O5euNsmIGpTUXQu4q4qVF93UNT9AFSMbddLwg+jrdszMxBx9EHSA7Svz0qnGUq8HXSJnfIGP2t5J0na2T889z1IvDw1sL1eFTgs+yI5WjSWBi1JNKNXZ87/bAn+z/Ypy3PsqtCXNTnqB+IPtD5Tj3veSOpIRQRrJeAmYpzDfDRU5PAJIOoq0zPLVvL8Q8P9s/6isdk0cp5R98GoqDPAzKxGGPgg6Z22mzhOuIYmyUwLAB/nfVyWtBvwn11EaTZsMZDpKeLH/HrgY+IikX5DSk/64l1pFLs1r6d8BDsgvEO9WoAvwZ5Lz5Djg5rzkstc92aLHtyqMuAf8yPZ3JP3Ddl3x3Lex/YPGju3/5uWSpQ19fgFcjGnn0v9VUvbjpJUBWzD1hbKKAD+zDDF0HwQdIOlMUlz6sUyNBmf3Mh99QfcbwIWkH7PTgHmBH9v+cxndrH05sCEpGhykyGU3Aq+R2t5rPwBJK5PyxAu4zvYD5Vo7RXch4HWn6HDzAPOVNJzt6hEw2CVC1Wad5oh7nyBNj/Qq4l5hWuRM218r07Yu6hgPrNMYkVKK5neP7VVL6h5Eyq3wPAWDXHapYX75W931RAmcJYgefTAg6GLOtKownMOBVaryppZ0iFN60wecUuveTPW5u01q83O5zsWBP9reo4xowQg92KKsFPlZND6/RSEqXJXkv2PppYbAd4A13RRxjxS/oTfMkZeDbthqRKZMLIECZwHXSTqV9B3ZkxRzoiyHACs1nkWFjCNFd6wqeNIsRxj6YKBQ15xpg3tJ6+if6+7EDtmDlMr0eJLzVR0M8dS895B6WitWoDtNzy8P186qWcuqjri3H8khc0GmTc8K5WMJJBH7V7lXvyXpRfjIsk6lmadJo0VVsxjwoKSRTJ2jd41TGwOOMPTBgGAGRMn6MHC/pLuZ1iGot2t5H5D0JLBo/tFtUNUIBMCNkq4C/kYyEl8GbuitWIvAKA1PuUoCo8yk/Bu4S9I0EfckfRt6HnEvr4i4VdI9tv9SeWuZuoSP5PjXXFaGx0nfucuZ9v9I2fj8xbTKIqUG3qWk5ixFzNEHA4IclrWrofuy4VlbBpkps5Y3O3FdRYuoX1W9uOSlao2gPjfbvrgCzboCo2xECm70llI887WA46p4FpJ2Aq60/YakH2Xt/y3ruZ29wdti+2cltFcDVmHa+Aqlh9ibQ9XmsvEVzKW3fBZlnkFBexhpCeqXSMtEL7J9fFndWYUw9EHQT8iOaEvbHt/tyX2MpCVJcemL3tU3l9Qs5ik4kxQkpdd5Cpq1ba8uaWNSDvlfAz/or+uzs9HcjGTorwC2AW61vWMJzf1JIXqXZ9pwwPMBt9n+aq8bPG0985Fert8sqbMiaRRqF1ISm3OBw2yXTlI1qxGGPhiQSPoI0/aESi3xkbQ+aT79Y8AcwGDgrQpGCm4k9ehnI3n0vwjcZPvbZXTrRNIxpB/g+5l2BULZBD8Nj/OfAP92ylMwXe+zl9pjnJLOHE1KtPLXYsCfErrDgR8y/UtP2d7xBNJLzxjba0hajBRat3nevieaCwALkV50Di8cesP2K2Xam/VXI72gNSIyvgTsZvu+XupNBm4B9vLU1MWP267aaXXAE3P0wYBC0ueB3wBLkLx0lyXlZC+1dIiUPevLwPkkD/zdgKElNQEWsP16XqZ1qu2fNs3Z90d2IHlXVxEwqMgb2Q/ga8Am2clv9m6u6ZR/K+V43xL4paQ5qSZN99kkz/tpwrNWwDu2J0uamCPYvUDJVRm2XwNek9Q8Fz+vpHkrWO8+Avi27RsAJG0GnERa4tkbvkj2K5F0JXAOU/1Cgh4Qhj4YaBwJrA9cm3twm1OR447tRyUNtj0JOFXS7RXIzpaXvX2J1DOcGXicZICrNvQ7k+Zh97T9H6U8BVXFov8SsDUpecur+Zl/pwLdF21fUoFOM/dIWpBkKEcBb5LS6lbB5UwNjTwXsBwpHXDZl+F5GkYewPaNORZCr8j+JBdnje1JIZEXU8q1cLHtq0u2d5YhDH0w0PjA9suSBkkaZPsGSb+sQPdtSXMAY5WSrzxHyslelp+THPJutT1S0vLAIxXoNpzbjmDqsHLDMbHs0OfbpOdwHdN6V5cKHpSN+4VMHSl5iRSBrzS235b0Aslj+xHSGvoqnvNPJZ1MSi9cfBallsHZPiB/PDH3ZuevynfDTZkcJa0F7FuB9OOSfkwavgf4KslxrhQ5nsLZwNlKiZp2Ik09hKHvkJijDwYUkq4lvf0fTVoS9wIpClhvhw8busuS1qHPQepZLEAKPvNYlxf2ITmi2LdIPcLGXDplA5rkgC7TYfv0krp7A/sAC9teQSm3wIm2P1lGN2v/lDTlspLtFSUtAZxve6OSumeR8h/cx7TR4EplH5R0XfN9tyqriip8IbIz6c9IL1OQgkD9rBgEKegbwtAHA4o8zPcOaf51V5JBPrsC43aIUyS7Lst6oPfdHLjkeFosCyzbO851zFRZvySNJcWMv8tTs+JNaO6BltBeExhd0K5iSVkl7SvozQV8iBTvYDOmzknPD/zTJdMi5zqKjp6DSEsNF7H96bLaQf8khu6DAUN23vqH7S1JvatSPcwmvk6KZFdk9xZlndKIDX9PbxvUjjwUC8mJ6VhSNLXSWb8knWf7S2oTbriCID/v2X5fOWOdpNla1dNL3rdt5Yx1ZeaOm7hT0iq2769Ib1/gUJIz6SimGvrXgT9WVMd8hc8TSXP2F1akHfRDokcfDCgkXQJ8LXsYV6G3C8lBbGPSUp8G8wMT80tFGf2dbJ/fXVkPNbuKfmfbvcr6JWlx28/laYxWwqUC22Tfh1dJKxoOIq35vt92aSdFSYeR5v63Ik3r7An8tWzQFUkPkJIdPUF6maoksqGkg+oOCFPVeveg/xOGPhhQSDqP5HV/DYWEKL0dCs9GbTlarD0Gxrt89rNWUcoqWTs+syFpELAX8CmSwbyKtHa8qkRCWxW1bV9TgWZdLz21RPLL2q3Wu3/d9r1ltQt1qKq/W1CeMPTBgKJGR7F5mLq2eUWSA9Y/bX/QzaXt9LYBtiUt+zq3cGh+Usa5dcu0N9dxFPAr26/m/YWA/2e7dN7xOsjP+N28fLExFTOn7bf7tmVdI2kNYJO8e4vtcRVo1hbJLy8L/WHTevejyjqsNtUxS76s9leqCBgRBP2GbNDPA+60fXpjq0D6ZmAupdCv15Gyz51WQu9Z0vz8u6S52MZ2CVCVU9Q2DSMPU1LAbluRdh1cB8xd2J8buLaMoKRb879vSHq9sL2hlJinFJIOIS39+kjezlLKy16WxiqJzwAn2P4HacVHFUy33p1qlooWicA2/YhwxgsGFJI+R+r9zAEsp5QM4+cuGZ6VNPr1tqS9gOOzx/yY3orlXt84SX/t7ahABwyWNGcjgp2kuYE5a6qrCuYqzhfbflPSh8oI2t44/ztfd+f2kr2A9fJab3LMhjtI4ZLLUFckP6hpvXsTMVTcj4gefTDQOIK0ROtVANtjSXPsZZGkDUhL9i7PZVW8KA+RdIGk+yU93tgq0AU4C7hO0l6S9iT5LZQe3ZC0kaRrJD2c2/tERW1+q7BiAElrk5ZKlkbSmZ2U9UaaQoyC/LmK3uyXSD4KW+dRmYWpJpIfJEfERUmrMS4ixZvYoyLtBtGj70dEjz4YaEy0/VpjiVamit7FIcD3SaE371OKYNfr3O4FTiXl2/4tsDnpB7f0j6TSA/gbMJ7UKxRwpO2rymqTsspNF4inAg4Fzpf0bN5fnBQWtwqmCe+al+6tXYHuqaR89I0IftuTnk8psl/CRQCS9rE9ghSNsTR5Cqd0nIZuqOLZBhURznjBgELSX0hzvYeTkmIcDMxue78+bVgbJI2yvXYx8IqkW2xv0t21nWqXb+V0urUF4pE0O7AS6cXkwbLTGkpJcn5Amu9vOPUJeB8YYfv7ZfRzHWuRll8KuNl2r6d02uiHY1tQijD0wYAiz+n+kLSMCtLw5//afrfvWtUeSbeRPLYvAK4H/g0cY3ulCrT/CJxme2RZrazXMDZfIqXprSoQzxa2r5f0hVbHXTJufK7j6CqMegvd9YH7bL+R9+cjrZq4q8I6xrhkOt1g1iYMfTCgkLRm1T2qOpG0DilK3oKkzHsLkJbE3VmB9v3AisBTpJgCpYK51BiI52dO6XlPbaPb67jxkla2/WBx7r9JvNS69OyQuVZjzXiOBXBPlT1wSUvZfqYqvSbtWO8+CxCGPhhQZGO0OClv/Dm276tId2Hbr1Sh1UUdg4B5bZde9pX1agnmUheamgK4Ss2TbO/d5iWl1y8nBf2xtoc1lZWOoT+jqHJaIC81PJUUTOpkUm6Bwx3pZPuc8LoPBhS2NyclA3kRGCFpQo4sVpa7JJ0vaVs1efqVQdJfJc2fg8XcDzwkqRLvattPZaP+DskhsbGVQtJRSrnSG/sLSfrfsrrAE5JGSPpkVc/Y9t75381bbKWMfOZxSQdLmj1vhwBVrZqYEVTpHb9nfkn9FMmrfw/gmAr1g14SPfpgwCLp48B3gZ1tlwo2kg3PlqSlSeuSotmdZvvhkrpjbQ+TtCvJU/l7wKgqeoSSPg/8hpQg5QVSXvoHbK/a5YXd6043Z1xFzzCv8/8c8GVSyNfLSKMyt5bQbDnv36Ds/L+kjwC/B7YgvURdBxxq+4WSulPiH3RVVpaKe/SNaH7HATfavjj8C/oHsbwuGFBI+hhpSdZOpBje5wD/r6xunse8BrhG0uakNeoHSBpHGp68o5fSs2dP8+2BP9j+QDnDWgUcSYr7f63tNXO7d6lAt5ZAPLbfIUU1PE8pXO9xwE0kx7/e8rmuqiQvYest2aB/uYxGG+4gvex0V1aWKnv0oyRdTYpb8f3smDi5Qv2gl4ShDwYap5LWj29l+9nuTu4USYuQIoh9DXielF3tEmAYyR+gt0F5/gw8CYwDbs7z6pXM0QMf2H5Z0iBJg2zfoBS5rSyNQDynkozlnlSUEljSJ0gvatsAI0ke/r3GdtWBYGpF0v8ASwJzS1oTpslHXypKYBuqXH65F+n/w+M5iuQiVB+IJ+gFMXQfDChy73IFkgF6rKpldZIeJoUMPbXZA1rS92xXYUAbUwSDXTIrXta6ljRScAywCGn4fh2XSF6S27cUKQBNIxDP1VUE4pH0BDCW1Ku/pBFWtqTmV22fJenbrY7b/r+ydVSJUlKm3YHhpFwIDd4gTRWVXmpYF5Kus/3J7sqCGU/06IMBQY50dhSpB/EvkqPpUrnX+cMygVeUsqhdZvvIVserMvJZy0BpI5/ZjuSIdygpdO8CwM/LCNq2pL/nQDxXlm5hJj/jU22Xal8LGsla6op1XylOCZhOl/RF2xf2dXs6QdJcpNGGD+cpl+IoxBJ91rBgCtGjDwYEkn5L+jH/ViF4yfykBDfv2D6kpP5M2TPJUwFDbV+bgwkNbjyfEpqVBuIp6N6QV03MNEhajPSCuYTtbSStAmxgu1QYXKUkNl8EhlDokNXwIlSavNLgUJJR/zdTDf3rwEm2/9BHTQsyYeiDAYGkR4AVm4N/5J7ig7aHltT/DTCUNB8/ZUi5Aq/t2ryrJe0N7AMsbHsFSUOBE8u+sFQdiKeg+wvSqMO5TPuMSwW1ydqnA4c4p+3NPc/flAnGk3X+SfIL+aHtNfLI0hjncMYldK8EXqMpn4Dt35TRzdq1rHeXdJDtsln7ghqIoftgoOBWEb5sT6rIi31h4GXSMqop8pT02qZe7+oDSUsB7wKw/UheDlaWbSrQaEXDd6DYazXTPvPesnrDyENK7JKd3cryYdvnKcXUx/ZESVUE/VnK9tYV6LRiT9vHSfo0U9e7nwqUDWwzWdKCTS9Tu9j+U0ndoCRh6IOBwv2SdrN9RrFQ0leBByvQP9n2bU3aG/VWbAZ5V79n+/1G7Jnc2yz90tOIrJdfGuYqq1fQrXPYfpCkhZwytyFpYar5/Xsre5c3QuCuT+qJl+V2SR+3PaECrWYa37VtSX4R4yoKULS37T82dvLL1N5AGPo+Jgx9MFA4ELhIKe/6KNIP7zqkrGU7VKB/PNP3sluVdcqnSd7VSwFFz+83SNnWquAmST8gvUxsBRwAXFpWtF0gHppSwfZCt5b57sxvSMbzgry/E/CLCnS/TVpmuYJSgqJFgR0r0N0Y2D2vRHiPiqZHMnWtdx8kTY2dn6fNSgWqCqoh5uiDAYWkLUgGR6SsYteV1NuANKR8KClnfIP5gR1sr1FSvzbvaqXY+XuRQpKKlMnv5FZTHD3UHUcaTp8mEI/tfUrq1jLfXdBfFdic9Cyus31/RbqzMTW17kNlVngUNGvLU5C/F8NI691fzSMSS9oeX1L3WJLz4ImkF+39gKdtlw5YFZQjDH0QdEEO4LIZ6UfrxMKhN4BLbT9SUn+GeFfnoeqlyv6YZ617bA/PBn9N25Ml3W173ZK6I22vo0LYVLVIGlOyjmmmG2z/q6Teh0i9+mWdkucMBVayfVm5loKkjUkrJk6VtCgp4dETFejWst49v0DsC3ySHF+B9GJZaaKioOfE0H0QdIHtm0hD4KdV0ZtqwT+Y6l1ddRzzG4HPk/6fjwVelHST7ZbBY3rAq5LmBW4Bzpb0AtWs/a9rvru26QbSCMQoYIO8/wxpZUYpQy/pp6SgOSvlOmYnRSQs4xdS63r3/MJ3GnC97YfK6gXVEYY+CDpjTkkjmL7nXdYjvE7v6gVsvy7pGySnq59KKt2jp4ZAPJm65ruhvrj/K9jeWdIukOL1V+TYtgNp2dvorPtsnksvw75MXe8+imnXu/+xzTUdk1+mjiXNyy8naRjwc9ufL6sdlCMMfRB0xvmkofuTKaxrroA6vatnk7Q4KV78D6sStf1WIRDP6Y1APBXojs5TJZXOd2fqivv/vlLY5cYoxApUMzLzvm03loYqpTEuhe3jgONqXO/+U9JyzhtzfWMlDamhnqCHRD76IOiMibZPsH237VGNrQLdjUle0A9JGi9pQkW9bki97KtIMf9HSloeKOVTAFMC8VxASsgDaZng3yvQ3QmY2/Z9pBj950qqKltbY7rhZtJ0w3FUM93wU1Io4KUlnU1KU/vdCnTPk/RnYMH8vK8FTqpAF/J698aOpIUkHVCB7kTblUy1BNUSznhB0AGSjiDN7V5Mocdm+5WSurV5V9eFpLHkQDwFp7kJFUSDa+Qz3xg4mhS++Ae21yuhuYztf+Ue8Tukzk1juuFs2y+X0B5Emlq4jjQtIOBO2y/1VrNJfysKKyZsX1OR7nQOjqogb7ykv5CexeEkB9ODgdlt71dGNyhPGPog6IC8nrkZ216+Au26vKtXBE4AFrO9mqTVgc/b/t+SunfZXq9hHPLystFl13gX9I4GJtj+a1kDJGm07bXy5wttf7FMG1vo32x70yo16yaPGK3RtN59vO2ycRA+RJoiKi7nPNIVZZAMek8Y+iDoQ4re1bZXlLQEcL7tXntXF7RvAr4D/LnQ877X9moldX8FvArsBhxECsRzv+1SfgCSLiMlRdmSlCf9HeDuMrEKmpbqle61ttD/MamdzfH5ezXSI+kNuoheaHv+3ug21VHrenelZFJ2yeRJQXXEHH0QdIGk7xY+79R07KgKqtiBtATuLUje1VSXUvVDtu9uKqtiXvpw4EVgAsmT+wrgRxXofonUC9zaKV76wqQXlTK4zeeq2JMUlfFmkif7KKbNI98jbM+XjfnvSM95SVL0xO8BpUZiCnwPuB7Yn9T2SvwKJK0jaQIwHpggaZyktcvqBuWJHn0QdEHT0O+Uz632e6l/t+11G1p5LvmOssPgWfufwDdJIwRrSdoR2Mt2ZUlpVGEgnjpQSjDTyLA3N/B24xCp11m6h1wHjemR7spK6M8NLFPlevc8JXCg7Vvy/sbAn6r4LgfliOV1QdA1avO51X5vaPau3pPqvKsPBEYAK0v6N/AEyRGtFDUG4qkc26WX/XWFpC+0KH6N5GPwQgnpSZJ2Bc4hjUTsQkXLOmtc7/5Gw8gD2L41T0UEfUwY+iDomq6GfqvIBPfr7F39Omn9+E+q8q62/TiwZR4lGESaS96ZlEe+DHUF4pkZ2YsUFe+GvL8ZcCewoqSf2z6zl7pfAY7Lm4HbclkV1LXe/e780vo3Upt3Bm5sLJG0PbqCOoJeEIY+CLpmDUmvk4d+82fyfiUpWrNhr8S4wxRnqANJ87v/IK3BPhA4DBgHnF2yiloC8UhaDniu4aWdh5cXs/1kVXXUwGTgY7afhykZ+E4A1iPN2/fK0Od73q6iNjYz0fZrqiSA3zQMy//+tKl8Q5LhLxtFMuglYeiDoAvqGvqt2bv6TOC/wB3A3iRHqzmA7W2PLaHboBGI57YqA/GQog9uWNiflMvWqUC7LoY0jHzmBWBF269I6nVUP0mn0uL7YXvP3moWuFfSV4DBSkl4DgZuLytqe/PSLQtqIQx9EPQBtucDkPRz4D8k4yzSHHpZr/vlG8FrJJ0MvERyvKpkvtT2+SQD3Nh/nBQgpSyz2X6/oPu+pP6ez/yWvCyw8Tx2BG7O0yWvltAtJsWZi7Q649kSekUOIo3EvEcaZr+KlAugFJIOISXgeYPkZ7IWcLjtq8tqB+UIr/sg6EPq8K6uY3VAk35dgXiuAY63fUne3w442CXTp9aJ0vj3F0ihjAXcClzoin9YcxS+a10+iVJRs9L17pLG2V5D0qdJU0U/JvlwVPbdC3pHrKMPgr5lkqRdJQ1WSriyK+W9q9eQ9Hre3gBWb3wu+BiU4STg+8AHAHlp3Zcr0N0P+IGkf0l6mrTee98KdGsjG/R7gMttH0qKKTBvDVUNBZapQqjG9e6NSf9tSQZ+HNWsTAlKEkP3QdC3VO5dXfeSMnIgniZnrtKBeGw/BqyvlHxGM0Nktbwkch9ScJ8VSA6QJwKlRiFa+HD8h/TiUwV/AQ5oWu9+KlB2vfsoSVcDywHfV0qrO7mkZlABYeiDoA+p2bu6Ll5SSsfaiJW+I/Bcb8UkfdX2WZK+3VQOgO3/K9HWujmQnOAHwPYjkj5SVrThw1ETda1334vkef+47bclLQLsUYFuUJIw9EHQh9TsXV0XVQfiaeRar9O41cV72WkQAKUEP6Xn5yVd1+yb0Kqsl9Sy3t32ZElLAV/Jz+Mm25dW0N6gJOGMFwR9iKSit/oU72rbB/dRkzqmORCP7bLr82c6VHGCH0lzAR8iBeDZjKlz3PMD/7T9sZJNRtINXRx2bx3+JB1DWgrZ+B7sAtxj+/u90QuqIwx9EPQj6vCuroruAvHYLjUFkQPmHETKrDZltLGC0Ky1kf9eezFtataTe+t1n5eoHQosQcrk1zD0rwMn2f5D2TbXRY6OOMz25Lw/GBgTse77njD0QdCPkLQSyYP7o33dlmYk/YOpgXg+CSxECsRzSBWBeCSNIzmKTaDgxGX7prLadSJpUQDbL1aoeZDt46vSa9KuZb17NvSbOafozQmPbgxD3/fEHH0Q9CE1e1dXTa2BeIB3bf++Iq1ayevnf0rKDqhcNIkUB+DnJXTXIeWGPz7v70YKRvQUcIR7mee+iT1tH5fXu3+E5DB3KlA2sM1RwJg8NSBgU9IyzKCPCUMfBH1Izd7VVTMlpKvtSZKeqHgJ3HGSfkoyOO8V6uqPyVAOBTYC1rH9BEAOBXyCpG/Z/m0vdf8MbJn1NgWOIU1nDCM5QO5YrtlAi/XuKhn4Pk9hTAbWJ83TC/ie7f+UamlQCTF0HwR9SM3e1ZWiqbndYdr87pXkdpd0NPA14DGmDt332jmsTiSNAbay/VJT+aLA1bbX7KXuONtr5M9/BF60fUTeH2t7WKmGM2Wlx5Kk9e5rAINJQ+ylguZIutn2pmXbF1RP9OiDoA8oeFd/WNJCTOtdvUSfNawLZkAgnh1I0wPvd3tm3zN7s5GHNE8vafYSuoMlzWZ7IskPYp/Csap+r+ta736NpMOAc5n6QkhF0w1BCcLQB0HfsC9TvatHMa139R/7qE19zThgQVIGuP5OVy8jZV5U/gbcJOkl0rLFRvS6jwKvldCdQo3r3RuxHw4sVgcsX4F2UIIYug+CPqRO7+qZDUk3ksKwjmTaOfp+t7yuaRpjmkPAXLZ73auXtD6wOGkK4K1ctiIwbxX+CrHefdYjDH0Q9AEF7+r/5P06vKtnKiR9olV5f19eN7NR13r3PB11ACmTn0mjESfafrdkk4OSRPa6IOgb/kwe4i14V59BGp4d0Yft6jOyQX+SNP99E6ln3x897gcCCxY+L1CR5hnAqsDxwB+AVYAzK9IOShBz9EHQNwwu9Np3BkbYvhC4UNLYvmtW31FXJrhgOupa775SY8VA5oYcBCnoY6JHHwR9w+CcAAWSIbu+cGxWfQE/kLQ2/XVImeBIAV2Cimha735R3jawfU4F8mOyf0GjrvVIaZeDPmZW/UEJgr6mdu/qmZBaMsEFU8ke99+0fR5wScXy6wG7SfpX3l8GeEDShFR1hMLtK8IZLwj6iLq9q2c2qs4EF7RG0o9JL5eVrneXtGxXx20/VUY/6D1h6IMg6BdUnQkuaI2kJ1oU23asdx+ghKEPgiAIggFMzNEHQdCnNOZw2x2Pud1qifXusx7Row+CoE8pzO02Qqc21l7vCrxdJu1rMD2SziPloj8rF+0CLGR7pwq0lwWG2r5W0tzAbBVnOAx6QRj6IAj6BZJus71Rd2VBOYoZ8roq64XulDgItleQNJQ0UhBxEPqYWEcfBEF/YR5JGzd2JG0IzNOH7Rmo1LXePeIg9FNijj4Igv7CXsApkhohWV9laka0oDrqWu8ecRD6KWHogyDoF9geBawhaX7StOKsGjiobrauSfcmST8A5pa0Fcnhr4r0t0FJYo4+CIJ+g6TPkBKjzNUoC2e8mYNWcRBsn9S3rQogevRBEPQTJJ0IfAjYHDgZ2BG4u08bFfSEg2wfB0wx7pIOyWVBHxLOeEEQ9Bc2tL0b8F/bPwM2AJbu4zYFnfP1FmW7z+hGBNMTPfogCPoL7+R/35a0BPAysFwftmfAUuV6d0m7AF8BlpNUTJQzH+lvGPQxYeiDIOgvXCZpQeBYYDTJY/vkPm3RAKS43h1YAVgKOJGULrk33A48B3wY+E2h/A1gfO9bGlRFOOMFQdDvkDQnMFd43lePpLHAusBdttfMZRNsf7xPGxbURszRB0HQL5B0YO7RY/s9YJCkA/q2VQOS92y/39ipar27pPUljZT0pqT3JU2S9HpZ3aA8YeiDIOgv7G371caO7f8Ce/ddcwYszevdz6ea9e5/IMXNfwSYG/gGcHwFukFJwtAHQdBfGKRGWDVA0mBgjj5sz0DlcOBFYAKwL3CF7R9WIWz7UWCw7Um2TyUtlQz6mHDGC4Kgv3AVcF5eT29gP+DKvm3SgKSu9e5vS5oDGCvpVyQHvchV0A8IZ7wgCPoFObLaPsCWpMhqVwMn2Z7cpw0bYEgabXutprIxDce8ErrLAi8AswPfAhYA/pR7+UEfEoY+CIJ+Sc5kt4vtA7s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countmeanstdmin25%50%75%max
Overall score113.06.209469e+021.405445e+02304.00521.00599.00715.001.000000e+03
Entry standards113.01.343274e+022.679800e+0195.00115.00126.00149.002.080000e+02
Student satisfaction113.04.026168e+009.300077e-023.723.974.034.074.300000e+00
Research quality113.02.730442e+003.941387e-011.402.512.743.063.360000e+00
Research intensity113.04.950442e-012.791445e-010.080.240.390.789.500000e-01
Academic services spend113.01.749690e+034.289448e+02884.001448.001729.002011.002.982000e+03
Facilities spend113.06.933805e+022.781958e+02189.00505.00683.00808.001.939000e+03
Degree completion113.08.556549e+017.217548e+0053.1081.0085.0091.309.910000e+01
Student -staff ratio113.01.592124e+012.752286e+0010.1014.2015.5017.302.350000e+01
Graduate prospects – outcomes113.07.201770e+019.008361e+0053.1066.0071.0079.009.510000e+01
Graduate prospects – on track113.07.669115e+015.157580e+0060.5073.6077.0080.009.000000e+01
Amount113.02.995477e+075.192786e+0726623.802397769.169099444.1534000459.192.734851e+08
\n", "
" ], "text/plain": [ " count mean std min \\\n", "Overall score 113.0 6.209469e+02 1.405445e+02 304.00 \n", "Entry standards 113.0 1.343274e+02 2.679800e+01 95.00 \n", "Student satisfaction 113.0 4.026168e+00 9.300077e-02 3.72 \n", "Research quality 113.0 2.730442e+00 3.941387e-01 1.40 \n", "Research intensity 113.0 4.950442e-01 2.791445e-01 0.08 \n", "Academic services spend 113.0 1.749690e+03 4.289448e+02 884.00 \n", "Facilities spend 113.0 6.933805e+02 2.781958e+02 189.00 \n", "Degree completion 113.0 8.556549e+01 7.217548e+00 53.10 \n", "Student -staff ratio 113.0 1.592124e+01 2.752286e+00 10.10 \n", "Graduate prospects – outcomes 113.0 7.201770e+01 9.008361e+00 53.10 \n", "Graduate prospects – on track 113.0 7.669115e+01 5.157580e+00 60.50 \n", "Amount 113.0 2.995477e+07 5.192786e+07 26623.80 \n", "\n", " 25% 50% 75% \\\n", "Overall score 521.00 599.00 715.00 \n", "Entry standards 115.00 126.00 149.00 \n", "Student satisfaction 3.97 4.03 4.07 \n", "Research quality 2.51 2.74 3.06 \n", "Research intensity 0.24 0.39 0.78 \n", "Academic services spend 1448.00 1729.00 2011.00 \n", "Facilities spend 505.00 683.00 808.00 \n", "Degree completion 81.00 85.00 91.30 \n", "Student -staff ratio 14.20 15.50 17.30 \n", "Graduate prospects – outcomes 66.00 71.00 79.00 \n", "Graduate prospects – on track 73.60 77.00 80.00 \n", "Amount 2397769.16 9099444.15 34000459.19 \n", "\n", " max \n", "Overall score 1.000000e+03 \n", "Entry standards 2.080000e+02 \n", "Student satisfaction 4.300000e+00 \n", "Research quality 3.360000e+00 \n", "Research intensity 9.500000e-01 \n", "Academic services spend 2.982000e+03 \n", "Facilities spend 1.939000e+03 \n", "Degree completion 9.910000e+01 \n", "Student -staff ratio 2.350000e+01 \n", "Graduate prospects – outcomes 9.510000e+01 \n", "Graduate prospects – on track 9.000000e+01 \n", "Amount 2.734851e+08 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_data.describe().transpose()" ] }, { "cell_type": "markdown", "id": "d56a374d", "metadata": {}, "source": [ "## Overall score shows the strongest correlation with amount, with student satisfaction and facilities spend being the least correlated. \n", "- Student satisfaction has a very low standard deviation over the dataset, implying that student satisfaction is independent of institution. \n", "- Facilities spend on the other hand had a large range, but the lowest correlation.\n", "- Both have a fairly normal distribution around their means, suggesting no underlying trends with Amount." ] }, { "cell_type": "code", "execution_count": 12, "id": "92815972", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KM4rvHQX390haK+mURKoBACAS5xzUedUoBACAQnEWLJxlZj+LFh/cZGY3mtmsahQHAGhccQZJfE/SzcqtCzVT0i+i5wAASEycgJri7t9z9z3R7VpJUxKuCwDQ4OIE1FYze4+ZNUW394hZx4OTzbrWbOnSPX/aqjVbupTNMtASQLrFGcX3fuUmdf1X5YaX3x09h0Bks65bVj+vi29YqZ7erFqaM7rszAVaNH+6MplY66ABQHCGbEG5+zp3f6e7T3H3qe5+qrs/U43iEM/abd194SRJPb1ZXXzDSq3d1l3jygBg5OJcqPsqSReq/5Lvgy63gerZtKOnL5zyenqz2ryzR3OmNNbkkkA9y2QyMjMdOGu2nl2/rtblJC5OF99Nkr6j3Oi97OCbohamTWxRS3OmKKRamjOaOqGlhlUBqLRsNquzrr5by88/vtalVEWcgOpx92WJV4IR62hr1WVnLuh3DqqjrbXWpQHAiMUJqMvN7FJJt6p4Rd0HEqsKw5LJmBbNn655S0/Q5p09mjqhRR1trQyQAJBqcQLqcEnvVW4G83wfkosZzYOSyZjmTBnPOScAdSNOQJ0maY67v5x0McBIZLOutdu6tWlHj6ZNpPUI1Is4AbVK0mRJm5MtBRg+rgED6lecmSSmSXrczH5tZjdHt58nXRgQB9eAAfUrTgvq0oL7JukNks5JphxgeLgGDKhfcWaS+J2k7ZLeLulaSW+WdFWyZQHx5K8BK8Q1YEB9GDCgzOxgM7vEzB5Tbi6+9ZLM3d/k7t+sWoXAIPLXgOVDimvAgPoxWBff45LukvQOd39akszso1WpCoiJa8CA+jVYQJ0u6WxJd5jZLZKuV+4cFBAUrgED6tOAXXzu/jN3P0vSPEm/lfRRSdPM7Eoze2uV6gMANChzj7+wnZntL+ldks5y95rMJLFw4ULv7OysxZcGgKTE6p2yTMblrqbmMdrzck/SNVVT2f2Pcx1UH3d/wd2vrlU4AUBDc9dZV9+tvb27h962DgwroAAAqBYCCgAQJAIKABAkAgoAEKQ4c/EBQWO5DaA+EVBINZbbAOoXXXxINZbbAOoXAYVgZLOuNVu6dM+ftmrNli5ls0NfRD7YchsA0o0uPgRhpF11+eU2CkOK5TaA+kALComL0zIaaVcdy20A9YsWFBIVt2U00pVxWW4DqF+0oJCouC2jfVkZN7/cxuvmHKA5U8YHFU4jOa8GIIeAQqLiDmJIY1fdUOGTbz0uXnaXzvn2vVq87C7dsvp5QgojZ6bl5x+vpuYxta6kKhLr4jOz70o6WdJmdz+szOsm6XJJiyXtknSuuz+QVD2ojbiDGNLWVRen63Kg1uO8pSewuCJGJprNfPn5x9e6kqpIsgV1raRFg7z+Nklzo9sSSVcmWAtqZDgto5C76krF6bpkCDywbxJrQbn7nWbWMcgmp0i6znMrJv7BzCab2Qx335hUTai+tLWM4oozqIMh8MC+qeU5qJmS1hc83hA914+ZLTGzTjPr3LJlS1WKQ+WkqWUUV5xBHWk8r4bwFB7/al1LtdVymHm5o1TZs8fufo2ka6Tcku9JFgXEkQ+f0nNQheFTr61HVFfh8c/MGur4V8uA2iBpdsHjWZKeq1EtwLDEDZ9865FBEcDw1TKgbpZ0gZldL+lYSds5/4Q0IXyAZCU5zPxHkk6UdICZbZB0qaRmSXL3qyStUG6I+dPKDTM/L6laAADpk+QovnOGeN0lfTiprw8ASDdmkgAABImAAgAEiYACAASJgAKAtIgmiz1w1uyht60DBBQApIXnrtN9dv26GhdSHQQUACBIBBQAIEgEFAAgSAQUACBIBBQAIEgEFAAgSAQUACBItVxuA6h72axr7bZubdrRo2kTWbAQGA4CCkhINuu6ZfXz/VbdXTR/OiEFxEAXH5CQtdu6+8JJknp6s7r4hpVau627xpUB6UBAAQnZtKOnL5zyenqz2ryzp0YVAelCF1+D4ZxI9Uyb2KKW5kxRSLU0ZzR1QksNqwLSgxZUA8mfE1m87C6d8+17tXjZXbpl9fPKZr3WpaVSNutas6VL9/xpq9Zs6er3fexoa9VlZy5QS3Pu1yx/DqqjrbUW5aIemEmZUZo5u73WlVSFuafr4LRw4ULv7OysdRmptGZLlxYvu6vfX/Qrlp6gOVPG17Cy9Ik7ACLfYt28s0dTJ9BixYBi/VCYmZ919d1afv7xStuxewhl958WVAPhnEjlxB0AkcmY5kwZr9fNOUBzpownnIBhIKAaSP6cSCHOiYwMYQ8kj4BqIJwTqRzCHkgeo/gaSCZjWjR/uuYtPYFzIvsoH/al56AIe6ByCKgGkz8nwqCIfTd6lGnJG+co61LGco8BVA4BBYzA2m3duuCHDzIiEkgQ56CAEWCQBJA8AgoYAQZJAMkjoIARYEQkkDzOQQEjwIhIIHkEFDBCpSMi83PzMREvUBkEFFABw1mckBnlMWJmWn7+8VJmlMxMB86arWfXr6t1VYkhoBoMB8dkDDQ337ySYeessot94q6zrr677+Hy84+vYTHJY5BEA2G5jeTEHXbOKrtAfARUA+HgmJy4w865fgqIj4BqIBwckxN32DnXTwHxcQ6qgbAEeXLiDjtnklkgPgKqgXBwHLk4g0viTMTL9VNAfARUA+HgODKVHnnHjPJAPJyDajAsQT58DC4BaoOAQurkZ2y4509btWZLV+LD5BlcAtQGXXxIlVpc6MrgEqA2aEEhVWrR3cbM5UBt0IJCqgzW3ZbUoIO4g0uYRgqorEQDyswWSbpcUpOkf3f3fy55/URJP5f05+ipn7r7F5KsCelWq+62oUbeMcceUHnmnswJZjNrkvSkpL+UtEHSfZLOcfdHC7Y5UdLH3f3kuJ+7cOFC7+zsrGyxSI1Qg2DNli4tXnZXv+BcUTJZLDCAWD+8lsm4Co7ZdTSbedn9T7IFdYykp919jSSZ2fWSTpH06KDvAgYR6rVcteh6RAMqmM18+fnH10s4DSjJQRIzJa0veLwheq7UcWa2ysx+ZWbzy32QmS0xs04z69yyZUsStSJFQryWizn2kJTC41+ta6m2JAOq3FGjtD/xAUkHufuRkr4p6aZyH+Tu17j7QndfOGXKlMpWidSp9nVQcTDSD0kpPP7VupZqS7KLb4Ok2QWPZ0l6rnADd99RcH+FmX3LzA5w960J1oUUC/UcVKhdj0CaJdmCuk/SXDN7lZmNlnS2pJsLNzCz6WZm0f1jonq2JVgTUi7kaYdC7HoE0iyxFpS77zGzCyT9Wrlh5t9199Vm9sHo9asknSHpQ2a2R9JLks72pIYVoi4wGAFoHIleB+XuKyStKHnuqoL7V0i6IskaUF+YdghoHEx1hFRhMALQOJjqCKnCYASgcRBQSB0W/EsH5ibEviKgELSRHuQ4ONZWqJcDIF0IKARrpAe50A+OjRCeA10OMI+5CTEMDJJAsEZ6zVPI10rlw3Pxsrt0zrfv1eJld+mW1c8HMRtGJbEKMSqBgEJFVXIaopEe5EI+OIYcnpXE3IQJMdPy84/X8vOPV1PzmFpXkzgCChVT6dbBSA9yIR8cQw7PSuJygIREs5mfdfXd2tu7u9bVJI6AQsVUunUw0EGufb9xg7bSQj44hhyelZS/HGDF0hN0/ZJjtWLpCcGcA0R6MEgCFVPpaYjKXfPUvt843frYpkEHQIR8rVQ+PEvrDyE8K43LAbCvCChUTBLTEJUe5NZs6Yo1OizUg2PI4QmEhi4+VEw1utbq4RwOs54D8dCCQsVUo3XAZLFA46AFhYpKunUQ8gAIAJVFCwqpwjkcoHEQUEidUAdAAKgsuvgAAEGiBQWUqORkro0wMSyQFAIKKFDJmdBDn1UdCJ25p2sW5YULF3pnZ2ety0CdWrOlS4uX3dVvGPt/XXiCzDSsltBAn7WCJSfQX6y/WCyTceWP2ZlRUnZPv20OnDVbz65fV9HiqqDs/tOCAgoMdCHwY8/v0Md/vGpYLaFKT/0E5CeLHczy84+vUjHJY5AEYqvkUhqhGmgy1yc37Rz2JLiNMjEskBQCCrE0ykJ75S4E/vJph+vHnRuKtoszvRIXFQP7hi4+xFKNJbxDGPFW7kLgjEkv7nq5aLs4LSEuKgb2DQGFWJI+n5LNum5/YpMe2rBdWZeaTDp81iSd9NppQx7QKx1spRcCZ7M+4iUyKn1RcQghDlQLAVUnkj5wJT1J67oXuvXUpi5dc+eavhC46M1z9Zop49VxwMAH92oM5a5VS6j0/zTOWlhAPeEcVB2oxvmhpM+nbNqxW5ff9lRRF+Lltz2lTTsGX9a60qv4DqTaS2SU+z+9e822quwrEApaUHWgGueHkm5FdL+8p2wX4q6X+1/nUaheh3KX+z/tfOaFutxXYCAEVB2o1kE6yUlaD9q/tWwXYvv+g7fQ6nV9qHL/p1lXXe4rMBC6+OpAPVxv86oDynchvuqAwQOqXoZyl15jNmNS///TX6x6Vl85/YjU7ysQF1Md1YF6mfMtPyhguF2II31fNcQZvDLQ/9/oUaYLfvhg0XNvPWSa1r24K8h9bWQVGKQUb6ojM48zk0TajusaYP8JqDoR8kF6XyQ9OjHJmcvb9xun3z61ecih80PN/1dv/6f1pkJ/IBJQZXAOqk6EvIjfSEMg6ZZh0jOXf+/c/1126PzcqeO1N/vKxLMDnUPc0tXTN2oQ4arGIKVGRUBhnwwVPvtyAe6+/OLHCcVKHljWbuvWV255TB94wxxZ9GV29uzpN3T++vvWadrEFn36Zw/3hda337uQwQ8pVtWRpGZDTwabGSWz8FvacWZdr/uA4sr75MRpgYz0Alxp5L/4cVtGA33+jpde1qr1L2rj9h7NmDRW82dMVCZjg/4cbeverbMWtmvZ7U/1fc0vvHO+9hs3Whu3vzJn38lHzOwLp/zX+8zPH9ZXTj9Cn7zxoaJ62/cbpzVbuob82S3XtbjuxV3Dfh+/GyNT1ZGkMWYzT4s4s67XdUDVy+CBUMVpgQx0Ae7R7fv1C6jSA2Z+JNtwf/HjtozKHVgWHjRJT23u1md//kjfz8wXTz1Mk8c19xuwUPhzNLop0xdO+a95yc2rteSNc7Tstqf7Pr8po36h+My2lzRzcotWFFxjFnfWiNKf8YPaxurCk+bqMzc9Mqz38bsxcvmRpCOZCguDq+th5tWaZaAWQlj6YrAWTl7cC3DLzZzw6MaduuLdRw17WHWcuqTyQ9Q/9tZ5feGUf99nbnpED23YPujP0a6X95b9mq+ZMr7o84+aPbnsJQH7t44pmqli3Yu7Yv3slv6Mn3zEzL5wGs776ul3o9ryF7GvWHqCrl9yrFYsPYGgr5C6bkHV6ywDofz1G6drY6ALcDvaWou6r9xV9oD5XxeeUNSyyIfTYF1f0ya26KC2sTr5iJl954N+serZfi2vcrNjFK77lNfTm1Vp/pf+HA30vfifXS/rq2ccqZd279G4MaP0oz+uLdudVxq6cX92N+3o0X7jRuuvj54lM+m10yb061Yc6H31+LtRKyEPUkqzug6oep1lIJRRQ3G6NvIX4BZuc8W7j9Jjz+8seu5fzjgy1ki2OOHcvt+4ft1cXzz1MLXvN67fPpQeWHb27Cn7M1Oa+6U/R+W+F19/15Ha8OJL+vJPXlmJd+lJczXngHFavuR10TmuFs2fManfHxZxf3ZnTGrR+447qK8bNX+O77p7nukLqXLvq9ffDdSXug6oeu0bDuWv3zjz85Xbxl16+zfvKgrYpzbvjHXAjBPO617c1a+b6zM3PaKj2/cb8vszf8ZEffHUw4rC7UunHa4Zk0br4KlHqXv3HrW2jNKElqain6NMxvTWQ6YVBY8kfSxaJj5fx7Lbn9L8Ayfq/B/cP2jrN+7P7t6syp7jy5/7Guh99fq7gfpS1wFVrwvGhfTXb5yujdJt7vnT1qJuKUm64/HN+vq7jtQTm3YWDUcfSdfXQNts2tHT93q+a1BSvxFwk8c1a8kb5yjrUsakGZNG69kXd/cbOJHNet/PUjbr/QY1fP1d5VuF9697sV/AvvbCE/Tqqa98Dwf62ZWKuzc37yy/r0fNnqzrlxw7aLdoPf5uoL7UdUBJ9dk3nPa/fst1S138lwdrVMaKhqNfduaCfu+NE87jRo8qu83uPdm+GRvyXY0v7/Gi7+NXTj9Cl/3mCT2z7aW+9x489aiyAyfmTh2vI2fvJ6l8y+7JTeVbhXuL80Q9vVmte6G7KKCk8gsnll5TdtyctrJfY//W0dr18t6+9w00IrD0d4Oh50Pje1Q9dR9Q9SjtLcNy3VKX/eZJLXnjnCHPq8UJ55f37tXSk+YWXZP02ZMP1aU3F4fMQxu29wVi/rlP3viQLnjTa/RSb7avdffy3mz5VtuO3X2tkoxZv8EJN3Ru0JdPO7zootwvn3a4Lr/tyaLPamnOaNzooX8V173QrTVbuotCfOLYZn3jrAX6yPJXvh9fPPUwLb3+QT2z7SW1NGf01dOP0Nd/80TZVpuZilqP5aZmOnHu1FjXVSWtXDBIqmpYhDJAqVEkGlBmtkjS5ZKaJP27u/9zyesWvb5Y0i5J57r7A0nWVC/S3DIcqFtqqJFyUrxwbmsdo9sff75o9Nz2XbuLWkVSbvmKcnXMmNSifyg4B3Xl3xxdtpUypjmjm1Y+23cw/9hb56p1dLN2vNSrcWNG6ft3r9HR7ZOLRiE2ZaQPvP5V2tr9ct/72lpHa8bkMf0uDpak1Ru39z23Z28uyAuD5mu/fkI/+MAxfV9j7KgmLV3+YN++9vRm9YkodP/l1ieL9vOx53fo4z9+ZQDH999ffmqmCS2j9H++e9+wD8h79mSL6p8/Y6JGjRrZlS3lgqFcCzjpsAhlgFKjSCygzKxJ0r9J+ktJGyTdZ2Y3u/ujBZu9TdLc6HaspCujf1HHBuqCG2qkXN5Q4dy+3zidfcxB+kTB6LkvnXq4DmobWxRSTVZ+faVnXthVdAD63C9W67MnH6p//OWjfZ936Tvma+3WV1ozB7WN1Qf/4jX6aMHB8gunHKYDJ47V6NFNfbXu2ZPVuDGjdM2vHi9qVa1av11/95NXhp5ffvYC7XhpT9F5r6+cfkTZQH1xV68WdrRpzpTxuv3xTf2CuKc3q6kTxvT73hYOqe/pzaq7Z2/ZARffevfRwz4g79mT1U2rnu03kvLUI2eOKKT+vLV/MJRrAScdFqEMUGoUSV6oe4ykp919jbu/LOl6SaeUbHOKpOs85w+SJpvZjARrQgDyXXCFF7B+9C0H67XTJlRkraNyo/j+4aaH9alFhxR9fnvbOH30LQcXPffZkw/Vjzs3FH3eM9teUndPrz7whjm64KTX6ANvmKO21tH6chQyUu4C2c//YnXR17zk54/osU07hqzt0z97WE9t7ip6rneP9zvvtWZLV9mLfCe2NPc9bo3Cv3Sb6QXrS+VDsXQ/uwe42Lg7OpdV+FzpRc+lVm/cXnYk5eqN2wd930CeeaG7X20DtYCHqm1f1MPaa2mSZBffTEnrCx5vUP/WUbltZkramGBdqLG21jFa3rmub2JVd+mHf3xG3z/vmH4X5Y6kq2agv3Kz8qLReTMnjdWy254qqqO7p1cv7nq56L0tzRnN2r9Vlw1y3ZZZ+YPl89t7dOTsGLWVdG927+4/A8cNnRv0hXfO1yU3ry7qgps28ZXW0bSJY3TRm+f2uy5q9n7jir63GVO//WxusrItyuaS/4M4B+SN28vvZ+n3I67WMq3ugVrASYZF2gcopU2SAVXuyFI6H0+cbWRmSyQtkaT29vZ9rww11dHWqk8uOqTfL3n7/q193Xf7YqCRfvOmTdQh0ycWzXdXWscV7z6q3wHoy6cdru/+95+KgmxLV0/Zr1H6ePqkeBfIluZwa0v/A/KLu17Wq6a0FoXs3Gnj1b7/KwfH9v1bNXfa+H7bHNRW/L3NZr3ffo4dnel3DdgXTz1MY8dk+mqJe0CeMWlsrO9HXOWCt611tL56+hH6xBCzclRSLQYoFR7/mpqaYk2ymgYHzhr6L5XEFiw0s+Mkfc7d/yp6/PeS5O7/VLDN1ZJ+6+4/ih4/IelEdx+wBcWChfUhyQUWhzPSqlwdkoqea8pIKx5+vujg+Om3zdPkcaP7Do4HtY3Vh980V5f8fPBzLuVq+/q7Fijr2SHPQX3x1MP0zsMP1IbtLw36fYv7vS23XTbrWr1xu57f3qPpBbNcDPf/qtLnoEqH2GdMOqJghGEaR7OWiFV0HR//qruirpmNkvSkpDdLelbSfZLe7e6rC7Z5u6QLlBvFd6ykZe5+zGCfW8f/QaigSgZg3IPjrElj9dimHUUH93IH47jBIKnfcyMdBVcL+VF8laq/XleNjhBQ5Z5McmlgM1ss6RvKDTP/rrt/ycw+KEnuflU0zPwKSYuUG2Z+nrsP+t2v4/8gBKzOD46oPQKqjESvg3L3FZJWlDx3VcF9l/ThJGsAKiHN150BaZWe/gIAQEMhoAAAQSKgAABBIqAAAEEioAAAQSKgAABBIqAAAEEioAAAQSKgAABBSnSqoySY2RZJz5Q8fYCkrTUop1LSXr+U/n1Ie/1S+vch7fVLI9+Hre6+aKiNzOyWONvVi9QFVDlm1unuC2tdx0ilvX4p/fuQ9vql9O9D2uuX6mMfQkIXHwAgSAQUACBI9RJQ19S6gH2U9vql9O9D2uuX0r8Paa9fqo99CEZdnIMCANSfemlBAQDqDAEFAAhSKgLKzFrM7I9mtsrMVpvZ58ts83dmtjK6PWJme81s/1rUW07MfZhkZr8o2Oa8WtRaTsz69zOzn5nZQ9G2h9Wi1sGYWZOZPWhmvyzzmpnZMjN7OtqHo2tR41CG2Id5ZnaPme02s4/Xor6hDFH/30Tf+4fM7G4zO7IWNQ5liH04Jap/pZl1mtkbalFjPUhFQEnaLekkdz9S0gJJi8zsdYUbuPvX3H2Buy+Q9PeSfufuL1S90oENuQ+SPizp0WibEyV93cxGV7XKgcWp/9OSVrr7EZLeJ+ny6pYYy0WSHhvgtbdJmhvdlki6slpFDdNg+/CCpKWS/qV65QzbYPX/WdJfRD9D/6hwBx0Mtg+3SToyOha9X9K/V6uoepOKgPKcruhhc3QbbHTHOZJ+lHhhwxBzH1zSBDMzSeOVO9jsqV6VA4tZ/6HK/XLK3R+X1GFm06pX5eDMbJakt2vgA8Ypkq6L9vUPkiab2YyqFRjDUPvg7pvd/T5JvVUtLKYY9d/t7i9GD/8gaVa1aosrxj50+Sujz1o1+LEKg0hFQEl9TeqVkjZL+o273zvAduMkLZJ0YxXLiyXGPlwh6RBJz0l6WNJF7p6tbpUDi1H/Kkl/HW17jKSDFNYB5huSPiFpoO/pTEnrCx5viJ4LyTc0+D6E7huKX/8HJP0q0WpG5hsaYh/M7DQze1zSfynXisIIpCag3H1v1GSeJemYQc5vvEPS7wPr3pMUax/+StJKSQcq1412hZlNrGaNg4lR/z9L2i8KsQslPahAWoBmdrKkze5+/2CblXkumL9+Y+5DsIZTv5m9SbmA+mTihQ1D3H1w95+5+zxJpyrXVYkRSE1A5bn7/0j6rXKtpHLOVmDde6UG2YfzJP006mJ6Wrn++HnVrW5oA9Xv7jvc/bwoxN4naYpy+xCC10t6p5mtlXS9pJPM7Acl22yQNLvg8SzlWrOhiLMPIYtVv5kdoVz32Snuvq26JQ5pWP8H7n6npFeb2QFVqq+upCKgzGyKmU2O7o+V9BZJj5fZbpKkv5D086oWGEPMfVgn6c3RNtMkvVbSmiqWOaA49ZvZ5IJBHf9X0p3uvqOqhQ7A3f/e3We5e4dyf8Tc7u7vKdnsZknvi0bzvU7SdnffWO1aBxJzH4IVp34za5f0U0nvdfcna1DmoGLuw2ui88iKRoKOlhRa0KbCqFoXENMMSd83syblQvUGd/+lmX1Qktz9qmi70yTd6u7dNapzMHH24R8lXWtmDyvX3fRJdw9l+YE49R8i6Toz2yvpUeW6aIJWUv8KSYslPS1pl3It2uAV7oOZTZfUKWmipKyZfUTSoaH8oVBOyf/BJZLaJH0rOsbvScPs4CX7cLpyf+j0SnpJ0lkFgyYwDEx1BAAIUiq6+AAAjYeAAgAEiYACAASJgAIABImAAgAEiYBCIszsHyw363l+Vudjo+c/Ek1HNdzP6xp6qwHfe66ZHTjS9xd8zgIzW1zw+J1m9qkh3vOj6Hvw0WF+rclm9v8KHh9oZj8ZftVAejHMHBVnZsdJukzSie6+O7qKfrS7Pxddgb9wuNd3mVmXu48fYT2/lfRxd+8cyfsLPudc5Wq/IOb20yXd6+4HjeBrdUj6pbsHt2QJUC20oJCEGZK2uvtuSXL3rVE4LVVunsE7zOwOqbhlZGZnmNm10f1XWW5do/vMrGguM8ut/XVf1DL5fPRch5k9Zmbfjlput5rZWDM7Q9JCSf8ZteTGlnzWUjN7NPqs66PnjrHcWkQPRv++Npoh4wuSzoo+56yoZXZF9J53WW4dslVmdmf08bdKmhptf4KZ/W1U9yozuzHfkjSzaZZbR2tVdDteuXkNXx2992vR/j0Sbd9iZt8zs4ejGt8UPX+umf3UzG4xs6fM7KuV+e8EasTduXGr6E25pUJWSnpS0reUW98n/9paSQcUPO4quH+GpGuj+zdLel90/8P57SS9Vbk1gky5P7B+KemNkjqUm5h2QbTdDZLeE93/rXItn3K1PidpTHR/cvTvREmjovtvkXRjdP9cSVcUvLfvsXKzz88s+ZwOSY8UbN9WcP+Lki6M7i+X9JHofpOkSWXe2/dY0sckfS+6P0+5KbJaonrWRO9vkfSMpNm1/nngxm2kN1pQqDjPrRv1v5Rb9G+LpOVR99hwvF6vTPr7HwXPvzW6PSjpAeUO0HOj1/7s7iuj+/crd1AfykPKta7eo1dmXp8k6cdRi+VfJc2P8Tm/V26aqr9VLmTKOczM7oqmsvqbgs89SdHiiJ6bMX77EF/rDYq+J55bd+sZSQdHr93m7tvdvUe56aaG3b0IhIKAQiKiA+1v3f1SSRcoNz9Z2U0L7rcM8lqeSfonj1ZPdvfXuPt3otd2F2y3V/Hmmny7pH9TLlDvN7NRys2JeIfnzv+8o0xd/XfC/YOSPqPcbOgrzaytzGbXSrrA3Q+X9Pk4nzuAcsuC5I3kewAEiYBCxUXnbOYWPLVAub/yJWmnpAkFr20ys0PMLKPcZL95v1dutmgp19rI+7Wk95vZ+OhrzTSzqUOUVPo183VmlOsCu0O5BegmK9c9OUnSs9Fm5w71OdFnvdrd73X3SyRtVfGyHXkTJG00s+aSfbpN0oeiz2my3BpgA34tSXfm329mB0tql/TEANsCqUVAIQnjlZv5/FEze0i5peA/F712jaRf5QdJSPqUcueRbpdUuLTFRZI+bGb3KRcYkiR3v1XSDyXdE3WV/UQDH8jzrpV0VZlBEk2SfhB9zoOS/tVza119VdI/mdnvVdxdd4ekQ/ODJEq+xteiQQuPKBcgq8rU8VlJ90r6jYqXKrlI0puiOu6XNN9z6yD9Php48bWSz/mWpKZo++WSzvVoQApQTxhmDgAIEi0oAECQCCgAQJAIKABAkAgoAECQCCgAQJAIKABAkAgoAECQ/j9NiC8x3J0XhQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=model_data[\"Student satisfaction\"], y=model_data[\"Amount\"])" ] }, { "cell_type": "code", "execution_count": 13, "id": "2aeae054", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.jointplot(x=model_data[\"Facilities spend\"], y=model_data[\"Amount\"])" ] }, { "cell_type": "code", "execution_count": 14, "id": "29367e26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2JDoHSV8TWpGM9YDkM7fIVpuC5Dh+UvXsslX2CCLbkJurRgMySq+SbiMIIh7SPafJpiWiQT4B/ZBufZEMSBbUQ+02CILIGFiWw7khD/pHfaiwW1DrLNBdySM+Sk+8sEaL0jMYGKxdUIl5bS0YGPOhvEiffxuhDqXxjEc+UkUmzC+CEBOPzCY6B0lfE1qRqCzKyT/Jp37Rep3Vs02RCCTH8ZOqZ5ds2SOblCCUUTtH5Obq6nnlWFRdkjHzKpW6ze20Yl1jNZjpS796+GLGr6sEka1E04XptpXJpiWiES6jVcUW3NVcA68/gO7B8bjkheROGr3ri2RAsqAeCpIgCCIjyJTeUHyUXvh9RovSMxgY1M0opJ5QWYLceMYrH8kmU+YXQfDEK7NazEHS14QWJCKL0eSf5FN/JGOd1atNoQUkx/GTimeXTNkjm5QglIlljsjN1UwKkOBJhW5zOWx4dFU9nnz5mPC8vnn7QrgctqR9J0EQ8aFGF+rBViabllBCLKMOmxn3LXfj6b1dCdvAJHehZIq+SAYkC+pgOI5L9z0khebmZu7QoUPpvg0i+9FsZ0kyq0z34Dhu3XYgIqJvT1uL7hQ9H52o0yg9ktk0o0f50Pn80vThkNxmB4nIbIrmIOlaIirxymKSdDbJbBJJ1jqrR5sihZDMppFkyZ7ObVItILklEiLWOaLBXM0Zmc0B/ZMr5IzM5jJq52uG2Mrk88pheBkdHJvA/c+9nUlrUMbo2izTF0T8yA4mVZIgCCIjUOoNpTdjgY/Sq3UW4NyQB2+dHaJSsVmCFuV/9RjFmUnziyCAxGRWbg5SeW8i1cS7HsjJ/7BnQvg9ybC+SNY6G4sMkY5LHrn4bJNlz5JNShDKhM+RqmIL1jfV4FT/GABE6B897j3F6El/kv4hiMwh1vmapTnCRBbAr9NimebXdoYBBscncmJvkUzU6gu920zENbS2HylIgiCIjCDTekNRqdjsI5vHNNPmF0FoLbPZPL+J7ENK/t1OKy5e9uGzO98mGdYh6V5nScclD3q22pLuuUIQekc8R6qKLdi4zI1t+xIvzZ0O9KY/Sf8QROagZr7qTccQhBK8TDts5pC1/dkD3SS3CULre3aRDN1u0PgeCYIgkgLfG8piCqqtWHtDsSyH7sFxHDxzCd2D42BZLqbfx8q5IY+grIFghOJjL76Hc0OehK5LpI9UjCkvh++cG8LhD0Y0k8doJDq/CCLVaCGzYr1/9OIV/OiNM9h0cx0eWTUbD7bUob2jk3Q2kRCJ2BZKn5WS/6duW4Qtu4+Q3ZEC4hlXqTHbfu9ScBxSstaTXZo80v1sleRR6/1NKiCblCCUEc+R9U01wiEKADhsZpzoG8X/OzOY0r1kvKRDf8ZqXyWyv9DzsyeITCd8vrqdVuzY2Iz+UZ8w99TqGJq3RCqRkzdepu9qDl3bo62NJL/RcTls2LGxGW2rZ+ORVbPhdlo12V/Qs08PybAfqZIEQRAZgcHAYO2CSsxra4m5N1S0CLNkRKBRqcbsI9ljysthe0cnNjS7UpoRlMj8Ioh0kKjMSun9r69bgH/bfxrnh67CYjKgbVU9hj0TpLOJuEjEtoj2WSn5J7sjNcQ7ruFjVmm34HjvGD7+zIGUrPUkH8kjnc9WSR4BZGT2JNmkBKGMeI6c6h8LKc29cZkbuw71wJJnzIjqEqnWn/HYV4nuL/T67Aki0xHP12HPBC5e9qH1+UMhc29GkTmqjqF5S6SSaPK2dkFlRMUDQH5tJPmNDsty+F1nf8gzar+zEWsaKhJ6RvTs00cy7EeqJEEQRMbA94ZaVleGuhmFqhedaBFmyYhA40s5iaFSTplNsseUl8N1jdUxRQ1rRbzziyDSRSIyK6X3v/Hr97GusVr497Z9XTAZyVQm4iMR20LNZ8Pln+yO1JDIuIrHjOWQ0uxZko/kkc5nqySP6a5wkQhkkxKEMvwcmVNRJOgfvqpEuvaS8ZBq/RmPfZXo/kKvz54gsgF+vpYW5EtW1DMbDVF1DM1bIpVEkzeDgUGts0D12kjyGx2pZ7Rl9xH0jHg1vy49+9SQDPuRPL8EQWQ9ShFman4fD1QqNvtI9pjycsgw0FweCYIIRU7vM0zov73+QIrvjMgWErEt4vks2R2pQSubMRm2pxIkH8kjnc9WSY5SLWMEQaQesf7h95CZtJdMtf5Mtl4kvUsQ6UFu7nn9gag6huYtkUrUyFssayPJb3SS9Yzo2aePZNiP1G6DIAhdwfeN6x/1ocKuTXlVPsJMvHiJI8yi/T4eqFRs9pHMMWVZDjazEW2rZ6O+vAhupxXnh64Kv6dsT4LQlqpiC9pWzwbfMnD3uxcw4vWDE7UQtJgMqLDTvCPiQ862qLRb0D04rmjnxGOXkN2RGrSyGZNhe0ZjbkUR/uUzTSjIz0NFUT5cpSQfWpDOuRdNjpIlY8nYrxEEoR7xHJxbUYSOzS3oH5vAswe6ASRv7mtNqvWnWGdWFVuwvqkGRgNgNeWBZbmk+50IgohEC5tCbu5V2C24aZZTUcfQvCUSIVb5VSNvsayNJL/RifaM4tVB9OzTRzLsR6okQRCEbuD7Od267QA+/cO3cOu2A+h4vw8sy0X/sALRIsySlcFApWKzj2SMKS/3G3a8iW17T+NLvziMh1bOhttpBUDZngShNSzL4XjvGHbs78b2fafx7IFu3Lfcje99qhG/PnIRAM07InGkbIvt9y7F8d6xqHZOvHYJ2R3JRyubMZXZs7yd8fFnDuDzPz6E+3/0No73jmn+PblMuuaekhwlS8aStV8jCEId4XPw488cwPHeMfzFTAe23r0Erx6+iLZV9RlTOSiV+pPXi26nFRuXubHzjW5s23saG3YcTInfiSCIULSyKZTmXjQdQ/OWiJd45FetvKldG0l+o6P0jBLRQfTs04vW9iPDcdm5mW1ubuYOHTqU7tsgsh/NdnAks0D34Dhu3XYgIgpvT1sL6mYUJnRtPjJQLsIs2u+zCJJZnSEn9z/bdBMmAyxl6GkoswDJLSE/5379yM0wGBit1gHStUSEbcFxwMefUWfnpMEuIZlViVZjk6oxTqZ9nWZIZqEsR8mQsSyWp1RBckskhNIcrHUW4NyQB8OeCZiMBnj9AS32klklsyzL4ejFy9iw4820+J2IlJBVMpvNaGlTJDL3dDBvyeeVgcQrv1rLWxrlN2N0rdwzSlQH6UB3ELEhOzjUboMgCN2g1M8p0c0qH2Emd51ovyeIZCEn91Msi+XXl6Xprggie5Gbc5c8E0IUMkFoQbhtcfDMJdV2Dtkl+kWrsUnVGCfTvibSj5IcJUPGSJ4IIr1Em4NkOyhjMDDw+gNp8zsRBHENLW2KROYezVsiHuKVX63ljeQ3OnLPKFEdRM8+e0hLkATDMF8E8CAADsBRAA8AsAHYBaAWwDkAd3McNzL9/scBbAIQANDGcdx/p/6uCYJINtnYz4l69qaHTHru2Sj3BKFnkt2PmCDkiEXfZ9I6lmnk2rMlOyO30VreSZ4IIr1U2C1wO61Y11gNZnoqv3r4Yk7PwWT0hCcIIvnIzcVKuwXdg+M5Y6sTmQkvvw6bGeubasAwgJEBKu20lmQK8doDueZPyAVSHiTBMEw1gDYA8zmOu8owzIsA7gEwH8BejuO+yzDMlwF8GcAWhmHmT/9+AYDrAPyeYZg5HMcFUn3vBEEkF76f02MvvgffJJvx/Zz43lbhf8/aBZW0eCaRTHvu2Sb3BKF3+DnX3tGJDc0ubNvXBd8kix37u3WtK4jMR62+z7R1LJPIxWdLdkbukgx5J3kiiPTictjw6Kp6PPnyMWEOfvP2hXA5bOm+tbQQj54jPUYQ+kBqLm6/dymO947llK1OZCa1zgJsv3cpuvrH8fTeLkFe51ba4SqlQ/NMIB57IBf9CbkAw3GcujcyTAHHcZ6EvzAYJPEmgMUARgG8DGAbgGcAfJTjuF6GYaoA/IHjuLnTVSTAcdx3pj//3wD+keO4g0rfQ/2XiBSRMf2XMoVE+zmpjeZLRdSfTnv2Zr3MJvO5ayk34muVF1lgNAB9o9THTALqz0gkhNS8ZVkO7124jP1dg2A5YPe7F9B7xaeljs56XUvEBy+Pcv3C+V7Ze08MJEs25cgJmU20d2ymZoto0adZh397TsisEtHGJlk2sVp50rHspJOcl1siMc5dGscv/3wR7LQrd/e7F2DOY7DtnqURNoVG6FpmE1nXe4Y96B+dgMc/BXdpAWaVaa+jSA+mBV3LLBFKuE3BccDHnzkQUfXxYw0VsFvy0HslK+cS+bwylDMD44K88oSvQXo6p9CYrNC1se5rzg15cPiDy3jxUNBPA+jirCchMlD24kX2j4paSYJhmBUAngVQCMDFMMxiAP+T47i/jedOOI67yDDM9wH0ALgK4Hccx/2OYZgKjuN6p9/TyzBM+fRH+KAKngvTrxEEkYUk0s9JbTRfqqL+qGdvekjWc9dSbijylCBSg9xcM+cxeOTnfxZea1tVj+ffPI/eKz7S0URSMRgY1DoLcKIvMkNqTUMFftfZH/I6yaa2xGMjZMOaHa99nQ1/e7aiZmySZROrkSeSHYLQHpbl8Keey9ixv1uYV4+vnQffFIsNO97MybmWiJ5LdrY66UGCiE64TXHwzCUhQGLjMndI1cfNq+vx04PnMeL101widMHAmPIapLdzCiKSePc1Yj9NJp/1kOwFMah4zz8B+B8AhgCA47jDAFbG+4UMwzgA3AZgFoLtMwoYhvms0kckXpMsf8EwTCvDMIcYhjk0ODgY7y0SRMogmY0fluXQPTiOg2cuoXtwXIh645U6EDRMHnvxPZwbCi2Co/Z9icL3thKT6b0uM0Fmk/XctZSbc0MetHd0YtPNdXhk1Ww82FKH9o5OzWWQCJIJckskB7l52z0wHjL/dh3qwfqmGt3oaJLZ7EZOLt/vvRLx+rZ9XVFlU8omSjWZIrPx2Aipshv1MI7hpOpvTweZIrNySI1Ne0cnjl68LMhQVXH69iLZLDvpJNPllkiMc0MePPHSUThsZjx8S9CGdRbl4+dvn9ftXEu2zMa79+d1lPhZnuwbRc+wds+N9GBmQno2vfBz+r7lbvimAniwJbhnd9jMeHpvcF9EcykSktv0ILUGuZ1WWE1GHDxzCUcvXkF7R6duzin0RCbJrNT48H4aQJ3doce9PpCbsieFmiAJcBz3QdhLgQS+82MAznIcN8hx3CSAXwJYAaB/us0Gpv87MP3+CwBmij5fA+BDmfvcwXFcM8dxzTNmzEjgFgkiNZDMxgcf5XbrtgP49A/fwq3bDqDj/T4MeSZkIzjFKGUbaAnf24o3mLKh12UmyGyynruWcjPkmcCGZhd2vtGN7ftO49kD3djQ7MKwZyKheySkyQS5JZKD1Lx12MwosJgi5l+xxagbHU0ym93IrSd8FkL460YDZGVTziZK9aY7U2Q2HhshFXajXsYxnFTZzOkgU2RWjvCxqSq2YEOzCxt2vCnI0PHeMWy/d2la9iLZLDvpJNPllkiM/lEfHDYzNi5zC3bs3//XYWxodqGq+JpzXk9zLdkyG+/eX+pZ/vv+bvyp57Jmay/pwcyE9Gx6qXUWYPu9S2G3mrBj/7X9+sZlbjhsZjDTqbQ0l0IhuU0P4WuQ22nFo6vqBXt8w46DqtboXFwvMklm5caHYdTZHXrd6wO5KXtSRG23AeCD6ZYbHMMwZgBtADoT+M4eAMsYhrEh2G5jNYBDADwA7gfw3en/vjL9/l8B+DnDMFsRrDxRD+DtBL6fIIgMRy7KbVfrMlhMhoheYOHRfHykZ7T3JYrBwGDtgkrMa2uJqwc0kFN9oTRDi+cuhZZyYzYahLKBQPDQ1jcVwIh3Et2D4zTOBKER/Lx12MxY31QDhgHmVRbhe/99IiIK/GebbkKTy0Fzj0g6cutJVbE15PWqYgvuaq7Boupi1JVJl26Us4nmZXBPzGQSj42g1fqvZNPpdRxTZTMTscGyHGxmI9pWzwbLAbvfvYD1TTUhtiUvQ795tAV7NLaJ1UCyQxDKxLPPr7AH7YLwub5tXxc23VyHH7x+GkBuzbV49/4VdgseWOHGuD+YqQ4EdekTLx3Fkpklmqy9pAcJIjpSunCWs1BojQlc03OtK+sQmJ5ONJcIPcCvQfM3t6B/dAKjvkkcu3gFDptZSIBQs0bTeqE/xLrJZs6D22nF+aGrwu8tJgNaZpdh/dLqqHaHXvf6AMkej5ogiYcAPA2gGsGqDr8D8HC8X8hx3FsMw/wCwJ8ATAH4M4AdAAoBvMgwzCYEAynumn7/+wzDvAjg+PT7H+Y4LpFKFgRBZDhyUW5efwBb714S0UcpPJrP5bBhx8ZmHDo/DJYDXj18EVvWNiQlqyreHtAA9YVKhESeuxx8hHD4eLgcNnQPjsfk4PL6AyGHYOJeizTOBKEdfCZKV/84nt57bY7x/QMBCMETAR1EcRO5gdx6sqDKLrzusJlx33J3iNxKrQ1im6iq2CLI8+D4BAXcyRCrjRA+Xm6nFU/dtgj9oz7h99GeczSbLpGe6slETlb1UHEnV2FZDvtO9uPIhStgOcDIAA+trMPEVEBShgbHfVhWV5ZyOSLZIQh54t3n1zoLMKe8SLbqFB9cOae8CBwX/J5csAPi2fu7HDY4CvKx9ffHhDF4fO08jE1M4VT/GAB167sSpAcJQhk5XTijyCyp51ylNvyf352KyxYniGRyvHcsRI55f1PvlWDVoobKIjyyajaMDLCopjhiHaD1Ql9I6aZv3r4Qz+zrwvmhq8L43FBbqkr3xLrXT2XCLMleEMUgCYZhjAD+meO4z2j5pRzHfR3A18NenkCwqoTU+78F4Fta3gNBEJmFmgi+CrsFN81yKmYRsCyH33X2hyj/9jsbsaahQndGtZ4jDXMRqSwVl8MWIU9qHFziSE2pzL/2jk5Ul1jg9QeogghBJIDBwMhmojzxV/NQVmTBib5RsBzwD7sPY8vaBgpQIjRHapMrl/XIvz44NoH7n3s7qg0grpYiDrh79kB3TgfcaelYEI/LsGcCFy/70Pr8oZjW/Wg2nV4zOJJVnYtQT7gsGw1AV/84duzvFmRw8+p6LK9z6kqGSHYIQp549/kGA4OGKjvcTivWNVYLZedfPXwRa+ZXoNZZgCdeOkqB9yroGfHiq68cC6ns6J0MYPvrp+GwmYVgk4YqO2aVxae7SA8ShDJyuvAXDy0XqmUBwSovI14/5pQX4plPL4nLFieIZCElx7sO9eDxWxtw7pIH9RWF+O5vO0MO18Oh9UJfnBvyoL2jE5turhNsrWf2dWHbPUtxdTIQ8/jEstdPdcIsyV4QxSAJjuMCDMPMYBjGzHGcP1U3RRAEIUZtBB+vxJWyCKSMly27jwRLWess8ECvWYW5TLh8dQ+Ox+XgEkdqMgxke0rTpo8gEmdgLFKXOmxmWM15EdH+7R2dmFdZRDqW0AylTa6UvcKvM2ptAH49OdE3KllqPxcDK5PhWODHBQA+uzN68Eo40cZTzxkcyajORahDSpa/fccivPBOT4gMPr23C00uh+5kiGSHIKRJZJ/vLrXh0VX1ePLlYyG+kQJznhAgwV8vV+0ANYSPwfqmGjy9tysi6DRRG4L0IEHII6ULHTYzTkkEg9ZXFGJhdQnODXnissUJIlmEyzHv0/2HXxyWrCwhJ6+0XuiHIc8ENjS7QmyBtlX1mAywWFZXFvP1YtnrpyNhlmRPXbuNcwD+H8MwvwLg4V/kOG5rsm6KIAhCjNQC8cy+Lvyfu5bg0vgEqoqtWFBlh8HARM0czKTAA71mFWY7sWSf9o8GS6fx5c2BYJR7NHkKyRYen8CzB7qFcZbrKU2bPoKInfC+7ftPDqBlTjlcpVZcGPFK9orU43pAZC5SWQhSwTjha09VsTobgF9Pwt8L6Ne+STbJdCzEa0dGs+lSmcGhxs5JZYnPbCeRZykly0+8dDSkrzH/utc/FdIT2eOfgrs0/UE2BEFEksg+v2fEi2embVbernjh7fNwOWx4sKUOQHA/ytu3uWgHqCF8DPjEBX4vLt7jn+wbxfyqItSWpbckNkFkG1K68K7mGjzx0tGQOeibDOD6ssKIFnXUapDQA+FyfN9yN65OBkLWZN7X9IPXTwtrc62zgNYPnWI2GiL88tv2dWFX67K4rsfv9fl9mj8QgD3fhLfODkWMfSadW2UTaoIkPpz+MQAoSu7tEARBRCIXlfnZnW+FROCtaaiI2vpAbLzwBrXRAFhNebrr2annrEI9oaVjItbs06piS0TP+M2r61Fpj+7g4iM1w8fZaAAZRAShAeHz2e204qGVs/GNX7+v2CvS6w+ge3CcNqmEJshlIQx7JgSdPjXF4o/dQzh0fhgsFyybvWVtA7bfu1RoFaNkAxgMDGqdBRRYOU0yHQvxHmypsen4ceT/Bv5zWuohNXZOqkt8ZjOJPks5WS62GPHwLbNDSu27pgMiwnsi09gRhP5Qu8+X2udK2RVfX7cAX9p9WKiyydu3I15/TtgB8fgDIvbgTHA9ZxhIVpNwOwvgKo1s5UrrJUHEj5QunFNeJDsH3c6CmFoNUhATkQrEcuywmWG3mkJ8xPyazNvtFpMBlXaLJusHyXhy8PoDknswrz+Q0HWP946hvaMzwo4Tj72Uv8HttMJqMuLgmUs0zkmC4ThO3RsZpggAx3HceHJvSRuam5u5Q4cOpfs2iOxHM41EMitP9+A4bt12QFggHr5lNna+0R3hoN7VukxoUSB+fY8oc5DfyEZblPQCb/BomFWYVTKrtWMiXNaASBkSc2ZgHB9/JvL9v3m0BdeXqz+IEY+z1ZSHDTsOqr6HHEDTCakHuSVSg9q1Y9PNdfjlny5EBDwluCZkla4l4ufwByOStsmu1mVYPNMBluXw6pEPsWX3kRBHyq5DPfjR/TeCYaDKBtBgPcwamY11LY+FRJ5zNJsuFYctap5NMp+fxuheZhN9llKfdzutaFs9B1+ZLqvPl9q/fXE1eka8mTJ2uYzu5ZZIDfGuCa5SKz71b5F7RXGFGYvJgNaVdZhXaddiDdG1zGq1LlfaLTjeO4aTfaPgAKHUP4+ULs2g9TLX0LXMEqGE60KOA145fFF2DtY6C9Dxfh9O9I0qztMMC2Iin1eGw8vx4NgE7n/u7Qi5bF1ZhwAL7HwjGMwzt6JI0pccy/qhAxnPWl2bjPWdv+amm+sk/ZJyusvttEa0WdOxLtM7sg/MEPWTDLOQYZg/AzgG4H2GYd5lGGaBlndHEAShBB+VaTEFVZZcpj1fUjL89YExn/BvvsTRtnuWSrY0ODfkgZ7gqw0sqytD3YxCWgDDkCupHe84KmWfSjEwJv3+wXHp98shHudF1cUh8k4VRAgiPsLnM19GV4xvkgXDBMt68gES/Ot6XBOIzCNaFsK5IY8QIMH/btu+LqxrrMbguE+1DcDbN3vaWvBC603Y09aSsxvncLtRy3U0kecczabT2qaRQo2dE6stRMiT6LOUkuWnblskBEjw13vy5WPoGfHS2BFEBhHvmuCZkLYrGCb030tnluSEHZDI2ikeg9qyQqxdUIk7llZj9oxCVbqUdC5BJE64LpxVVoA55UWyc4u3xZfMLFGcf6mwqwmCh5djluMk5bK+vBC3zC0T9o5yvuRY1g+S8eSRDH8CbzPI+SX5sQ/3N2y7Z6kQIMG/l8ZZe9S029gB4DGO414HAIZhPgrghwBWJO+2CIIgrhHep9lqypOMGK4qtqru3y13aEF9wTILrUtqx1pGu8JugdtpxbrG6pCSx4mUNU1lX3KCyGaqii1oWz0b7HTRtMJ8o+T8bpldBo9/SlNdQhA8cutKxXRbJqmWYuubauAqtcbcCox3zuS6zCZ7HVX7nGMtf5qK/qNq7Jx4W4oQkST6LKVkWUlOcm3sqMQwoTe0lEm5ue71T0nOc3GRYL40fS7MBy3XToOBQW1ZIQIsVOnSVOtc0nlENiIl1w1VdsW5pabVYCrsaoIIR25dWHhdMThca6lYVZz4+kEynrx1MRn+BF42gOg2htjfcPDMpZwf51SgJkiigA+QAACO4/7AMAylsxIEkXSkFju+9JBUD88FVXZVvT0BecNFq75gRGrQ2jEh1RNx+71LwXGQ7P3lctgiyl598/aFcDlsCf1ddNBFEInBshyO945hx/5uOGxm3NVcg7LCfOzY+Bf46ivHhJ7NW+9eghtqS3FuyJNTB0tE6lDqO86yHGxmoxDMs//kANYurNJ9K7BMIN3rqLi927rGahgNwA3uUiyvcyIvT7qYYyoOW5TkMZb3EOrQ4llKybKcnCTyfZl2+KaDEsMEEYLWMim3JtQ6C7BjYzMOnR8GywUD9B9dVY9n9nUJ78klnZ2MtXNWmTpdyuvc8LU+UV+AFKTziGxETq7XNFTEbK+6nVY8ddsiTQ+hCSJW5HzKnX1jEfK8/d6leOrXx+NeP3ItODqcZK+LWvsTeNn40RtnsPXuJTjRNyrYcVvWNsjabbk+zqmC4cThxlJvYJiXAPwJwPPTL30WQDPHcbcn99YSQ2+9bIisJWv6L+nFMSa+j6kAhydfOSocZm2/dylmOQuFKD6jAegbDY3oi9bbU/w9UoupFn3BdE7WyCyQHKMovDfp6cFxHLlwBSwHGBlgUU0xVs2tgMHAaN6nbGqKxfu9V9B7xYeqYisWVNllD1NyCOrPSMRM9+A4Hvjx27jrL2aiwm7BhREvXjx0ASNeP9rvbER1iQVlhfkIsBDWi7ND43jk538OcbKYjEy8a2JW6dpcQkt7SHwtmzkPk4EASgvyhQ1w+Pr11XXz8dKfPsBNdTNCqhM997kbU2GDkMzGSbjMuBw2vN97BQe6LuH6GYX4bkenYMu239mITzReF9F3Xs72TcYBiBpbWa09nWYyQmZjed5q9I5Un1rxeuVy2NAz4o1p7DLt8I1lORy9eBl7TwyA5YDd715A7xVfpuzZMkJuidhR2hfGU6lSPC/5gN+5FUVwFpjx5w8uw+MPwMgADVV2rJpTjgtXriZLZ+taZpOlv8T78hqHFZY8IwbHJyLGb2qKxW+O9Qqt08K/Xyu7Mhn90bMYXctsppFMX7GUXLudVmy7Zym8/kDE/incfj57yYPzwx4U5edhyOPHF3aF6gFzHiPs73Vu25DPK8XEI9dqPxNu+3McJM8ZftvWgpP9YzjeOyrpb1bzN6TZfk+rruX1h8NmxvqmGjAMYM83YlmdEx5/QHdB3yzLoXtwHMf7RnFmYDzEP/nxhVWyvn8djHM2IfvA1FSS+DyAbwD45fS/9wN4QIObIghCJ2itcOM1oqXuo21VPZ5/8zwAoKt/PKqBqzbST6500ltnh1SXMdJLYEkuk4wSWGIZOndpHF3940J7F4vJgM2r6zF7RiFqywo1LW82NcXi5cMXI6pS3L64Gnl5Bkl5A0AySBBhsCyHS+MTeOSWelwY8eL5g+fw0XnleOwv52BgzIetr53ETx64Ecd7I6P5Oza34NL4BC5e9qH1+UO0Cckx1NpDavSxy2HD7zr7I67V5CoVguzCe4ju2H8GrSuvx1O/Ph5iBw17JsgBngbU2HlSB9bhFaZ4W7b3ig9bdh/B4ppisFywRGp4gBYfSFFdYpF0CGuBGls53ZU4soloz1JJ7wDSdt7aBZWYv7kFg2MT6B314d3zw4Kjjf9sLGMn19N4ng4P35T2i71XfFR6lkgbcvvCYc8ETkhkkIoP0XuGPegfnYDHPwV3aQFmlYXO9T/1XMYTLx2Fw2bGfcvdeHpvV8je9MPKqzmrs5PhD2BZTrDhpJ45n+neM+IN6ugrV/HILbPhmwqOf3tHJ+ZVFqHWWaCZn43KqhPpINmHc1JtBzc0u9D2wp9Ds+trgtn13YPjsvbz5tX1cNjM6L3iE+yY3zzagj3UxpYIIx65jtVeF6/Jcu0Shj1+nL3kifA315cH2z5F8/PmYqtm8f7cwDBYPqsUd93gwom+UeTnGWAxGXH3jjd158dT2r9s2X0Ei6qLZdfyXBzndBA1SILjuBEAbSm4F4Ig0oSWjrGpKRZ/7B4KKf+4ZW2D5KIU7nw2MIi4j237urDp5joAEDamid4jj5TTUm0Zo1RE8lEQhjqS6cjvH52IkLun93ahyeVAbVlhXGWv+HEd8kzAbDTA6w+gqtiCIY8fPcNePNhSJ2TEPfnyMdSXF2JRdYmkvGVQZDxBpARxift7bnBhbkURFlYXYyrAoWtgHAGWxedXzMLQuF9y3dvT1oLSgnx8dufbGXFYRGiLGntIav3/941NYGAIsX0e+8u52PrayYhrzd/cApYDTvWPheh7AFjXWC0ESACAw2aGbyqAEe8kugfHyQ5IAnK2llo7L1xm1jVWCwESQKgt+4PXT2NOeSHODnnx554RQVbuucEV4tTdsvtIRGYo2YTZBz+m54Y8ONk3ijnlhWiZUw6GAU72jWLBdUV4/0Ppg1UAEYF+vKNNbr1SkqFMOnyT0tP8HNv5RjeVniXShty+0GQ0yNoWtc4C7DvZj67+cbzwTg/WNVbjvQ8uC+2ZAODSuB+TARbf+9RijHgm8O3fnpDdm+YqWvsDxHrmvuVuXJ0M4MGWoE9q97sX0N7RiclAcL3mgyi2v35aCJbcsrYBpwfGMOabQntHpyZ7Cq3KbZM9QcRCz7AHJ/pGQ+Rfq31xeNvB3e9ewPqmGuw61IMNza6Q9oNPb1iCAkse3j47LGs/P733mr0NBOfb4LgPy+rKdGfLEOnl3JAH7R2d2HRznVC9kQ9uk5MVOT/B/M0tITY5X+HNajYI/l6bOQ9upxXnh64K17OYDPBNBSL8zS+804MKuwVPvHRUlZ83FwLb5aouup1W/O1HZ4c8+y+vbcDffnQ2/AFWU30ldz9q11Gl/csPXj8ddc+VC+OcbqIGSTAM8xqAuziOuzz9bweAFziO+x9JvjeCIFKEUtYD/3s1ip9luYhSg22r6kOMDaWSwt++Y5Fg5ALBKOL1TTVwOayw5eeF/I6/R62dd2p7+SY744rKKekDj38qpHRXYb4RUwEOQ54JdA+Ow+WwxdT7WXyAy2/8pLJTxBlxfVd8KLJIy1vryjpZGSQHCKE3kimTfEnci5evwsAw+LuP1ePilQm0//eJCCfL5tX1mOJY2QMhjkPGHBYli1zVH2oOCsPXf4fNjAsjvojqD88fPIu/WzMPp/rHAAQdfwCEbFApfW80XJO9qmILNi5zh8huvHZAro5nNJRsLbXOs3CZYRhp/cEw09lxN7rwj786JmTHfW3dfJwf8uILq+vxweWrQtCMWObIJsw+pCqQPLRyNr7x6/eFMXY7C/D03lOSdh6ACD3kmwoIchRefSZaEHsm9bqV09NGAxRt8FRAuja3kfMjeP0BWdsCAI5cuII/nh7ElrUNQn/qJ185im/evgBTAeDPH1xGfp4BJoMf5XYrvrRmLp5946zgF/FNsvD6p1L+92YzvJ6pKrbAbjUJ+3S304qvrpsPr38K3YPjmFNeiAdXXo/TA8HA1/0nB7B2YZVspRtA3Z5CSpeo9VMpQfYEoQax/E1MsXjlvYuCz5aX50T3xXJZ1XmGYMAxv/8BgjZO9yVPhL/shXd6cN9yN8YnAoKtXphvFPzIRgNgNeWBZTmSbyKEIc9EhI8oWvVGOfuzf3RCkGO+EspXXzkacf3vfaoRF0auCq2yFtUUY2Iy0ie1rrFa8BXw39He0YnqEgu8CbSQyFQbVWoPs6HZheffPI91jdX4lz+cxqab65CfZ0B9eWiby3B9pcUziHcdlZMfhtHvnivXUNNuo4wPkACClSUYhilP3i0RBJFqpBxjbqcVFy/7hGxaNYr/3JBHCJAAQiPjBsZ8kuUGxZvGJ146itaVddi297Tk4cDm1fX46cFrG8xkLCRqyxglO+Mqk8reZjOznAVCAEN4loi41KbaEn78uG66uU6Q7fVNNRHRw+KMuMpii6y8sRwiXpOba+QAIdJJMp1yUq1qvvHJBdjb2RfhZOGzTHbe36x4IJQph0XJIJcdqGoOCsP18fqmmpDqD75JFrsO9aB15fX4h18cjnD8hTs9xPr+Bnep8P3rm2oiZDceOyCXxzMaSraWWueZnMyE/5vjgLuaa7Bj/5mQIEmryRjh9N11qCdE5sgmzD6kKpDwARJAcIyfeOloSEYk/3p4MJ/Unqm+vBBN04cCaoLYtTh8SxVyc271vHIsqi5Jm14jXUvI+RHODXlkbYv+UR9sZiPuaJoZIjtf/NgcjHin8A+/uDZvN6+uR3vHCYx4/SE+FIvJAFep/uZqJsPrGbGNxx9+hQe3iW29r66bjx37z8hmigLqqk7K6ZJEy22TPUFEI1pLq237utC6si7hfbFcVvXPNt2E/V2DEXstKX/Z5tX1IUFMFpMB37pjIT63ohb/9PtgkOmO/d20FhMRmI2GiH32tn1d2NW6TPYzcvanxz8lvMbv38X+XoBPqrga0bapobIw4pripAngWguaDQm0kMhUG1VuD7PrUA/WN9WgyGKU3K9L6SutnkG866ic/BiY9Ad5E0EMKt7DMgzj4v/BMIwbAKfwfoIgMgzeMWYxBVWCxWTAU7ctigh4eOzF93BuyCN7HaXMnvIii6whvL6pRvj3nIoiYUMqdbB1V3ONcI/JWkj4MkZ8WTapBZNf4MRoeYimFIRBpA6Wu9bmRWpz9tiL76FnxBtVXnj4cRVnmsplnRoNwDdvX4gFVcWy8hb+VbwMyhluSvOXIJJJMmXy/d4rEeXtv/6r93HfijrZ+eWfYiPWPX5NkVoTc2njksv6Q83Yh+tjKRkLb5vB2zvzquyS8thYbceethYsr3MK3y8nu7HaAbk8ntFQsrXknGcmY+haHC4zrx6+iG/evjBEhtrvbMQtc8uwZGZJSOCWnNP3qdsWhcgc2YTZh9oKJGHiJth5Yj0ktWfasvuIMMflgtjXNVYLMsQf7u5pa8ELrTdhT1uLbh2ncno6nQESAOlaIoiUH0HJtqiwW1BTYouwGf7p96dwemA8wheyvqkmxIfCX2tWWW7YqKmCHzPxYVW4rpUKbnvq18exrrE65FpiXa5mT6GkS9T4qZQge4KIhlqfbaL7YjlZnAywQtA4j5yNNNMRqTvPD3mFAAn+NVqLiXDkKjx5/QHZz8it5e7SAuE1XlbDZVbOl8xyiLhmuPzLJU7EItOZaqMq7WEYBqgusUnu16X0lVbPIN51VEp+vn3HIqxfWq3bPVeuoaaSxFcAvMEwzP+d/vdKAK3JuyWCIFKNVNaDlOJ32MwYHJuQLU0kFxnX7C5FrbMAb50dklxM+NJoFpMBC6rs2NW6DB+MXI3o1e2bZLF0ZgleaL0prsh5LUl2xlUmlb3NZgbGrs0DsaHbWG3Hgyuvx9WJKVwan4DLYUNeXvS4Q7FTWzy+UmO9sn4GltSUIC/PICtv5jxG+KxYBuXmWi61CyD0RTKr7/B9SHn4Epscy2FuRRGa3cW4qW6GsNa8evgiXKUFmFVWIJuNlWimViaTSb3ptUZNNalwfWxkInV4eAYIEPx3gOUk9f3cyiKwHPDO+WHMrShCx+YWDHn8MDAQKgbtfvcCRrz+mO2AXB7PaCjZWnLPLdx5JiUzLocNTS4Hhj0TME33oi0tyEdZYT7e++Cy0MbL5bBK2romI6PKviabMHORq+LHO/2A4FrVLKouE77X4PWQUkBV3YzCEFnm10eGAeZVFqHSfk2GMqXXrdqqf6mGdC0hh5LM1joL0Nk7Kik7LBc6Z4FgKXn+943VdnRsbkGABd46O5RR5bP1Dj9m1SVW7NjfLXnoFf5voVVsqRWPrJotrO18pZsV1zsV9RVfBvxU/5ikbaCFLiF7goiGUkl4ICgvDZX2hPQMy3KwmY1oWz0bLHetJeFdzTW4OhmA22HDP29Ygi/skt9rWUwGGA1MxL2y1DaTUIGcLqywy+tCuT3f+WEvvv+pxegaGIOz0Iy21bNRXWzF5tWz8eKhoB6Xs9UHx32S1wzxNcj4FWKR6Uy1UZUScQMscH7Io+qMSe3aqqYdR7zrqF73L8Q1ogZJcBzXwTBME4BlABgAX+Q47lLS74wgiJQi5RgTK/6qYgvuW+7G/c/Jt9+QOshtv7MRK+qciv1uOS743+33LkVn35hsaTeLKdifVw+LeLIXuEwqe5vNhMusxWTAnPJCfPpGd0hpzW/evhC3L66OGijBj2t7RyfaVtVj274u7H73Ajavro8ovdbkcgjyJCdvACRbfZADhNAbyZTJqmKrcO3wsuNupxV/+9HZ+Pqv3g+Zr+5Sm+KBUKYcFiWDXNcf0cY+XB9X2i2YW2kPWa//wuWQfIau0si1ffu9S3G8d0wyCI53zPNltusrCmO2A3J9PJWIZmupdZ5JyUytswAn+iLHdWV9mWSLDbGtG/4dZBNmH+Fj+uaZQTx8Sz2+9sqxkLVqWW2pbEs3Xg8Njk/g2QPdsnOc1wEOmzmiLcfWu5fAVZp5Djo9rtGkawkl5GTWYGAwr9IuKTv2fGPEnP3quvmoKrZgxOvH3MoiSfuBMhK1wWBgsKi6WNDVgLRdILX/EJcE37K2IWqlm2gtDrTSJWRPENGI5rNNtHKNlKw/vnYeJgIstr52KkQuOza3oG9Ueq/Vfmcj5pRLtCqQCaigtZgQE68uFK/l4bLsdlrx8C312LH/RMj+/acHzyvKpZR9IPY1WE15gk8g/LNqyVQbVe6+m1wOFOYbYTIahXbY4t/HcsbEPwO17TgSWUf1uH8hrsFwnHLnDIZh/j8A73Ec52EY5rMAmgA8zXHc+VTcYLw0Nzdzhw4dSvdtENmPZrtPvcls+ALRtnq25MK8Z7rvkjjizmbOw2QgmDUnduZJLTrtdzaiusSC0oJ8cBzw8WcORHwH36s70U2/mqjARND6+vz1NA7CyFqZTQZimXXYzLhvuRszHTZ873cnIrL9tt2zFItnOlRd89yQJyTDtKrYggALjHiDr/kDLMzTv4tHljK155wMmt5wLsitHtFaJsPXnPGJSVwcuYoiqwnf/W0nzg9dBQA8fMts7HxDfu1KIhmra7NMf6SE8PXa5bDhD10D6OofR6nNjAJLHsoKzGh2l8JgYELeG277VBVbcFdzDapLrPhg5GpIJuJvHm3B9eWxyW0M46k7mU223Sb+jnBbK955wF/v3JAHhz+4LGQQAUHd88JfL8M9P3wzqq0LIORvdzls6BnxUuZJKLqT2VgQy57VZBR6DfOoWatYlsPZSx509o6ia2AMLx4KVpzZevcSrGmoQM+IF/2jPkwFOHT2XsF/vN0TYb8+97kbyVmnAZmsa4nEiXe9kpvDT29YArvNhINnhoRMa94WaF1Zh3mVdsytKJL0nSTBxs1ZmeXH5/ywB0X5eRjy+IXsdrfTikdX1ePJl48Ja3j4WOxqXRYSICG+XoE5DxX2fLhKg2XAb92WPD9Y+N+UBB+T3shZmU0UqbXsnzcsgbPAjLGJKbinqzEqVUPpHw3KltEQrPgo1ondg+MRsh7N1yy+dnjCUPi9br93KfxTXCbuY8nnlWLEMlVpD/pjB8aCviV/IACn6DxDao0P19tyfqefPHAjKuz5cQc1auGbSaJ/J6m6lr/v9o5OrGushtVkQJPbgTwDg7LCfLgcNvyusz/uM6bt9y7FLGehMO5tL/xJ8CPy75WyqXJkHc1WZAdKTbuNfwWwmGGYxQC+BOBHAH4K4CPa3BtBEHokPFNSrmfXwJgPtc4CyQW3yVUaslBEq75w8Mwlye/ge3UnsvAk+9AnGdenKMP0I5UxfHpgHBuaXRGZIsOeCdXXlBpXluVw8v0xtHd0Rlw/VlmiUl6E3tBSJqX0LR+lP+L144sfm4Mf//GcYmlDvZcWTCekP2InXK+zLIeJSS6kWsDm1fUY909h1dyKkPeKbR+5TEQ+22Fw3BdzkESmjmeqgnWUsntjfW7RMkF9kyz6ZMqGim1dINLpy//tpLeyB7Hsye2BlNYqKXn79h2L0OQqQU1JpNPwW3cswudXzMJ3Ok5E2K8kV4mTqbqWSJxEguqk5vBfuEvw/odjeOC5dyTXkqUzS/CROeXUXjHJyI0rn90ubq91qn9MciyuTgYUE4b4KmHFVlPS/GDhkI+JUELK/3W8dwwbfyRfURiIvj/nPyNVPl9Niww5uZWrtkprMRENXqakzjPElYDWNFRE2NRb716CGUXmELmV8ztx4FBbVghXqXyr12j3mah9mak2qsHAYE1DBSYDLLbsPiI7PnJV95TOmDo2t+B475gQRBFua/HvlbKpaB3NTqI3UAemuGC5idsAbOM47mkARcm9LYIg9ACv+JfVlaHWWQCLKVRl8KWJzg15BIMBCC4kj734Hs4NeRSvWTejULLncvh31FcURbw3VmK5Rz1en0gfIfOgrBAlNrNwgAUEx3rbvi4UWcwJfQ8vQ+saqyOuH48sKc01gkgHWsmklL59em8X1jfVwDfJ4p9+fwrrm2qE98utXYQ8pD8S49yQB3/3X5EyeuTClQhdLrZ91jfVSK4v65tqEpLbTBxPPdhVsT43qXvmxw8I6p6q4ui2rh7+diK1yO2BlOa8lJw88dJRsBzQM+KN+N1XXjqKIa8/Qj5NRjUuIUINmahricSJV2fLzeHL3knZtcRiCrYfFbdXFEM2rnbIjSvLQZjjeXkG1M0oxJyKoqhjIbd/OXLhCsxGQ9L8YAQRK+K1jOWgSr9F25/zn5HSW3wrAjFqdZnUuktrMRELcvu3dY3VeOzF9/B+7xXJOSCnt8P/zctxInKphUxn6rzoGfEKARJA5Pj0jHjjOmOS0m3ifTv/XrKpcgc1O+IxhmEeB/BZAL9hGMYIwJTc2yIIQm/wfZf4BUbcd0kqGpiPuBPDshy6B8dx8MwldA+Og2VD2/2Iv6Oq2IK21bPx/U8tBsch4r2xovYe9Xp9IjaiyVoi7/dPsZJjPRlgZT6hDl6GlDLfCYKQ17cME8zE33RzHVylVjyyajbePDOIb96+UHLtAmLXFQShhv5RHxw2M7asnYtnPr0U7esX4dFVs2EzGyN0udj2kdP/RgNyrmd0Ku0qNXpAzXuUdBOvexZUFcva09GuQ3ZA9qK0z5KDl5OqYgsevmU2Hlk1Gw+21GHYMyErQyyHiPf7E7RfCSLXiVdny32OrzzEw9u2s8pseO5zN2DIM4HuwXG4HLaY9QZxjWjreizjqkaHK+llrz+geixp70KkkiHPBDbdXIdHVgXthqpii+Q8ULKB+f/nqxCHy/qimuKk+YEJQoyU/lSSXaU1ufeKDz/c2Ay30wog2MJOye9ExEe08VGytXh943Za8fAts9G2ejZ+uLEZLodN9rp87DjfvofjQOttjqCm3cYGAPcC2MRxXB/DMC4A30vubREEoTeUyjPx0XniBSY84k5NGUr+O+ZvbsGfei7jiZeOxlSyUgk195gIyb4+oZ5YS57G+v7KYumxrrAnNtbiKFeSJYKQR07fFpiNEa0K2u9sxF/Nr0STyxGxdqWqnD+Re1QVW/A3H6mDxx/Al35xWJCvr39iASrD1gqxfTU4PoFnD0T2Ml09rzykp3UukCq7So0eUKsr5O65ZXYZ1i+tFnRPtHKnZFPmHvGUwa2wW+B2WiNatNWXF2JxTbGkDNnzI9fJ+vJCsCyXU/qFILQkXp0t97mqYqvwulwbLjVlpgl51KzrsYxrImu7gQn+7qZZzqhrAO1diFTCshw+vOzDzje6I/RP+DyQk2+Ou/b/5UUW2bkCICl+YILgkdOf86uKZGVXzZrcfmcjqkssKC3IF1ow0ZqsHUq6JZqtJdeuQ2ncV88rx4rrnUKrIXE7DtJH2U3UShIcx/VxHLeV47gD0//u4Tjup8m/NYIg9IZceSY1kfPnhjxo7+gUopAfbKlDe0dnRJk2g4EBy0EwjAFtygzHk6Glp+sT6om15Gn4+x02M070jeIPpwaiVjwBtBtr/rqvHr6ItlX1JEsEIYPUHNy8uh4BlotoVbBl9xFcuHI1pHXUuSEPDp65hKMXr6C9ozOnStpT9llqCLDAJY8fT+8NlcdvvPo+pJK2efvqBnep5PqSawESQOrsKjU2g1q7Qu6eb6gtDbGbo5U71YNNSbpCmWQ8n1jL4NY6C/DUbYsk170AC0kZml9dLPn+bF73CCLZSOlsNdmHcrp+QZVdeF2uDZeaMtOENCzL4ejFyzjRN4oHW+qEzPjwdT3WtTietX3z6no01hQLB2nRxpLacWU2mWZbnRvySJa5f+q2RRHzQE6+f/mnCxFzR65FRjL8wETmkax5Iqc/pWzmtlX1+PWRi6rW5C27j6C0ID+kBROtydohpVseXzsPhflGVRVnpNp1yI0773eJpdUQkT2oqSRBEAShiJrI+SHPRESmU9uqegx7JlA3ozDkekqlDcPfq+U9JkKyr0+oJ1b5Eb9fKjJYruKJ1mMtXLeyCMOeCexqXQavP4AKO8kSQYgRz8H+UR8KzEZMBjj0jynPfansgbZV9Xj+zfPoveKLeH+2QdlnqWNgzAeWk26dMTjuw/Xl0vJFtsQ1UvUs1NgMau0Kre453XJAukIZvTwfg4GBycjI6hkpGXrr7JDmeyyCyHXCdbba7EMlXc+/fqp/LGqZaZq76om2FxA/T63XYv56cx9tQc+wBzZzHirs+XCVqr9mMvxkRGrQi+0QC3LyZjIyEfccPl9mFFpgNABLXSWq5w7JN5HMeSInX2KbuX/UB5vZiMkAi7ULK1WvySSjySPc91dkycOp/nF8p+OEKhlRM+5Sazzpo9yDgiQIgtAEPhpYbrEwGw2SWRC7WpdFvDdZZYaj3WOiJPv6hDpilR/x+6Uigx978T3Ma2uJOAhJxliTDBGEOqTmSvfguOLcl8oe2LavC5tursMPXj8d8f5sQy57Ily/EYlTYbfAyMTXOonWgWuk4lmosRliLbmtxT2nUw5IVyijp+ejJJtSMkStXAgiOYjnW/fguGodIafr+dcBaVtCTZlpIhKlvcDON7ojnqfWa7HBwOD68kLZYNlokA7PXPRkO6hFTt7k2sxKzZfaMvV/G8k3kcx5EqvNLCbamkwymlzCbSypijNyMhLvuJM+yj2ittsgCIKQI5YyWF5/QDIKz+sPRLxXD2WGicwlVvkRv5/PyhHDR4umkkwrxUgQqURufkSb+3LR4MZpazjb1xqlaHhCW2qdBVhUU4zNqxNrnURrQfJRYzPEW0o9UyFdoYyeno/LYcOOjc1oWz0bj6yaDbfTqtrmBbJ/3SOIdCCnI4Y9EzGv6VJzVlwGnOZubCjtBTLheWqhw8m2TA96sh3UEq+8xStjZKMQyZwnWsgXfw2304qHb5mNttWz8cONzXA5bAnfHyGPWKcMjk3AYTOH/F5JRuIdd9JHuYdsJQmGYY4CkFrJGAAcx3GNSbsrgiDSDstyODfkQf+oT7Lcf6xlsGKJQk53mWEis4lVfsTvHxyfwLMHutMaLRpvibloc5YgUkmy5DHa/FCa+3Lr0Op55VhxvTPr15pYouFJnySGwcBg1dwKzJ5RiCaXA17/FFylBZhVpv45ZmJZ3kwhXL7XNFRgj4LNEG8p9UyFMmeU0cvzYVkOv+vsD9ER7Xc2Yk1DhSqbVyzvQLAaE+l8gkgcKR3hdlpx8bIPn935tjBft9+7FLOchRgYk5934WWmpcqAE+pR2gssqi7R9Hkmw5ZO1E9GtmX60IvtAKiXzXjkLREZIz8wkcx5ola+lOaHwcBgTUMFJgMstuw+Qno0BYTrFLfTiq+tm4+ugXH4Ayx2v3sBI16/rIzEq1dIH+UeDMdJR/QxDONW+iDHceeTckca0dzczB06dCjdt0FkP5ppR73ILMtyOHvJg87eUXQNjOHFQ8EFJ3zR7x4cx63bDkQYL3tkShzRhkw3ZJ3Maoke5DTWuSV332ocbxmCpjedjXKrB8SbyfIiC84OjeORn/9Z83kUz/wQ32MK57fudK3avz+Vz4mCMeRJRNbjRHcyGy9KcqWFfKdhbFKKHmwhlaRFZvXyfKLJoVr9qpe/J4fIGl1LSCM1p3ZsbEbr84eE+dpYbcfffHQ2OvtGwXLAq4cvYsvaBr3Ou6yR2VTpO7nvWdNQgZ4Rb9rs3my3X0ToTmb1staquY9E9mc5JGNaQz4vpH+eqPl+XsYdNjPWN9WAYQAjA9yxtDqm9jJZQtJ1rVinNFbb8dBHZ+OEyHa65wYX6isKsWqufJA4QYiQFRLZShJ6D4IgCEJ7pAyCtlX1eP7N80KPp1pnAc4NeXCqfwwPttRh97sX0HslWNaIL3EkZfzGG4VMhydEKuEjg3e1LkPvFR+qiq1YUGVPWO5ikWWlEnNyG8vw3n0Omxld/ck5pCaIcKTWjs2r6+GwmdF7xRdXL0m5OSOeH1XFFmFjOjg+EXWNyPVocLV/f6p65qbbCZJqYrVpEpH1XCL8uboctojserFcaSHf8azTmYRU5YwAC7x1dojscehnT6OkI6LNAzGZ2CedIPSC3NwO1xHh83XDjS58t6MT6xqrYTQAX17bgJ1vnMG8yiKad0kkWXv9cKT0antHp+rs42T5wbLdftEzqdiHqpEbpTW/1lmgKmFOCZIxIlHmVhThXz7ThIL8PFQU5cNVGv88iVWXqrGJ+0d9cNjM2LjMjW37ugR97nYWJHSvhDS8TuFtp3YJ22nN/CWaBHkRuY1Su40xKLfbsCftrgiCSBniBcRmzkN7R2eIQbBtXxc23VyHH7x+GsOeCZzoG5MMoui94otaBstgYFA3o1CVcZxrhyeEPpAqXSyWu3gMLq1a0yjNrfDN6PqmGjy9t4sc3kRKkNpMPr332trBvzbsmQCAhLJa+fkRvjF99kC3qjUilnUoG1Hz96fKuXVuyIP2jk5surkOzPSQtXd0ZuUBQTw2TaKyngtIPdf2Oxux9bWTsuufGvmOttbrqWRysuB1Ra2zgOxxCfSwp1HSEdHmgVjGDQwjBDXy0IEGQUQn2twO1xH8urG+qQY79p/BhmZXyAHLV9fNx7BnIqZKMERsRNvrq/m8mnGRsjXWNVYLARKA/P48mX6wXLBf9Ewy96Fq5UbODlby9cbiR5KTsUq7hdp6EYrIybCrtEDT6ynpUjX7xAq7BXc11wjrN/+eJ146iiUzSxSr/9K6Hju8ThHbTrsO9WBdYzU6+0bxNx+tx5jPD4DOkYjEMMj9guO4Io7j7BI/RRQgQRDZActy2HeyHy+/dxH/78wQ9p3ox+dXzEJVcXCTVFVswaab6+ByWLF59WxYTMaIg7Bt+7qwvqlGWHz4vraJIhfBeW7Io8n1CUIKJbnjDa5btx3Ap3/4Fm7ddgAd7/eBZaXbVgHBOXb04mWc6BvFgy11qCq2RJXlWmcBtt69BBZTcIkWNgcOG7oHx3HwzCV0D46HfC9vOPIwDGSNe4LQGrnNJCPahzS7i3F1ksU754ZxadyP3x/vw76T/ZLzR2ke8vNDamNKa8Q1WJaT1RfRCNcnQGwOVLXfPeSZwIZmF3a+0Y3t+07j2QPd2NDsEoJpsol4bBqS9ehIPdctu49gXWN1yPvE6180+Vaz1sut02IbmJ8H75wbwuEPRuKai3qA7PHE0eIZSulVl8OGHRub8YWP1WNiKgCHzSxcX2kehMv4/c+9jfuWu4X9H0CHZgShxpYRB3s+smo2HmypQ3tHp+TcFq8bDBM8MA9f25/69XGYjIa49pyEOmLRx+EyMDXFhvjOXnnvouxeRsrWMBrU7c+Tue6qsV+IzESt3MjZwSajQfg87wf2TQXwxK0NcNjMqv1I4TLmdlrx7P3NOHZxFK+8dxGPvXiYdBohida6L57r8fOjqtiCh2+ZjUdWzcbm1bNRab9mE9c6CzCnvCgmf2v42YvS+kGEwusUoyFoO+070YevrpuPhsoiVBdb0dU/hg8v+4QgFNq3EvEiW0kiHIZhygEIWoHjuJ6k3BFBECmjZ9iDrv5x7NjfLUTZbV5dj/uWu/HTg+cly0dJZRo1VtuxZ7o8W7zZ9uFQmTZCLVpG5CrJHYCYyhErta/pveKLqTVNtLLJvOHI/97IQDKCnxzeRDKQyxjhp6HbacW9N9Xir396KGSt+XDkKnqGPRG9G6Pp/7ULKoXsWb68OADsfvcCrRFIPII+XJ/E4kCN5bvNRkPEAcG2fV3Y1bosvj887D70lKkRj03DrwXhc0vNZ3MFuedqDEsDEK9/0eRbTZnVaCWT+XnQ3tEZkSmcaHWqVEP2eOIk+gx5x+qRC1fAcsG+x03uEngmWFkbU2keyFV/al1Zh217T9OhGZHzqLVl+GBPsY5vW1UvVIMQI143BscncLhnJKSSFt/C1OsPUAucJKJWH0vJwP++sxGXvf4I39nsGYURexkpW+MGd6mq/Xks9xirDZHrrQezGbVyI2cHe/0BIUAi3A+8eXV9yCGxEmIZG73qx+WrU3j77DBYDnj18EVsXOaOuToFkRtoveeI53q1zgJsv3cpuvrHhcq8FpMBcyvtQisNg4FBQ5VdVp9L6Wa5sxep9YMIhdcp1SVWvNV9CZ++yR0yPm6nFY//VQP+76kB2Mx5VB2PiJuoQRIMw3wSwP8BcB2AAQBuAJ0AFiT31giCSDb9oxMRJfmf3tuF739qMdY3SZeP4h1oPG6nFZXFwT6bAGLqgasElQIk1KB1OS0luYvVyJZycPHta3a+0R0iy1KGtLgUY/fguKKzTKp/+NxKe1yHnAQRK3LOlvlVRVhxvRNWkxEbdrwpeSAzNO4Hy4WW3oym/w0GBnVlBbhvuTtk8xqLAyebSdS5LtYnw54JmIwGwWmvRR9PHt4ZJ8Y3ycLrD8T6J4egxzKL8do0fBAc2UPSyD3XZtFBRPj6F+2AQO1ar1QymZ8Hm26uk6wCwvd9lpNT/hp6CJ4gezxxEn2GUo7Vr66bjx37z0jamL/80wXc1VyDhko7Nq+eHdJTvNZZgLfODknK+NKZJXih9SY6NCNyHrW2jFKwp9wBdt2MQrgcNlwYuYqtvz8aElyx61APKuyx7zkJ9ajVx1Iy8A+7j6B1ZV3EfqbJ5Yg45JJLehDvl9xOK566bZHgR+NlRM09JmLr5nrrwWylqtiCttWzwSem7343uPaHy7acHXxuyCOUtA/Xa0/v7cKa+ZWq74Xfv7x65IrQYkas59Y31eAHr58mnUaEEI+9rBQsFs/1DAYGs5yFeOTnf1a0AWaVSfu/XA6bpG6uKMqXPHuRWj+ISAwGBouqi+H1T+Fgd7ASx6ab65CfZ0B9eSG+89tOnB+6KvgEf3rwvBAoQftWQi1qKkk8BWAZgN9zHLeUYZhbAHw6kS9lGKYEwLMAFgLgAHwewEkAuwDUAjgH4G6O40am3/84gE0AAgDaOI7770S+nyCIIB7/VMQG3GEzo8RmQkNVER5sqROyGqqKLVjfVIP68iLB4WbOY/Doqnrh8EtNL+hoiI2cH25sxpOvHBUWOzrkJcLROtMmWoZpLEa2Uoar+JpiJ4fDZsZdzTWYU16Ehio7ZpUFjXw1zrJwh4ertCApWSJaZL5mQvZsLpHoeCgdOtaWFeLgmUuS8mszG3F2yIvP7HwrZL6taagQ5iE/J+ZWFGHMN4V3zg3BWZAPBpDcaMbiwMlW+kd9CVfZ4J1b4b1ptejjySPnuKhIMNAllnUhVbqIz0oRZ4IvqilWZdMkUtkj25F7NivqnNijsP7x8g0g4nBCrZNZCX4eRGt9xes4fq6e7BvFguuK8P6Hsc27ZELyFxtSOoV/hu0dnVjXWA2jAbjBXQqXw6bqmnxQu1hWBkZ9uOcGF9o7Tgrv802yKLIYIwIIv33HIjS5SoQMODnd654O0CWIXEetLSMX7MlyHN44fQmHzl/Lnt6ytkHQ4z0jXmzbewqP3DIbMwrzYcvPQ+9lL767vjGuPSehHrVrmpwMsBwEvxhvY08GAopBMWKZEQchXxr3CzLC24Wr5laoukeqNpKZaLnvEF+rvMiCs0ORWer1FYWS9pqUbPJyd6JvVFL2B8d9uL5cvWz1DHtwZnAcD7bUAQja03wwJ8OQTiMiUdJ9UnMHgGKwmPh6Yj8rxwXnj9zcGxgL1f+8zj/VPybcp1KwkZRu3nl/s0xyyFQyHmXWwLIceoY96B+dgMc/hcL8PJQVmrGh2YVdh3qwrrEanX2j+PLaBvzrH07jyMVRqo5HxI2aIIlJjuOGGIYxMAxj4DjudYZh2hP83qcBdHAc9ymGYcwAbACeALCX47jvMgzzZQBfBrCFYZj5AO5BsHLFdQB+zzDMHI7jEkszIwgC7tLQ7MSqYgvuW+7Gg6KS6G2r6tFxrBdrF1aFlFz79h2LMKeiEJ/6t4PwTbKC4XBmcBx/v2Yevr2nU4jcU5v5EB4R73Za8Y1PLoR/KoAKuxULqux0kEoIsCyHwbGJkI0XX2I43qh0xcPeGA4KWJaDzWwUDlr4e7OYDFg9rxyLqksEWeYNaYfNHFHakDfy442C1jpLRIsMbT1meecK8Wwu1aIkb3LyW1Niw9//4nDEJnJPWwvWLqjE/M0t+FPPZTzxUmSm3ebVc0JK6fFrUNfAGBgGCTmdMh1+LU+0yobUJr+9oxPVJRZ4/QFJ514suipZh69DngnJEtZqSiknUxf5p7gQ5+XWu5eo+hyVRpZH6dkorX9yY7+moQLHe8eiOpmjObnF/Z6VqlNJrftuZwGe3ntKN0E+JH/qkWqLwR96rWmowGSADcmoVKtvPP4pSVn56rr5qCq2hGRKNc104L7n3g6RnydeOoo9bS3C98TrNCaIXEGtLSP1PrfTinOXvHhcZLs+vnYezg958IdTA6h1FuDKVT/uvdGNf/r9qZC1ZtjjBxDdPqJg8/iRW9OAYOVG/plWFUvLgD3fiIdW1mHI6xf0vD/AqrYnefvEwADvnBuRLb0ebd2laiOZh5b7DqlrbV5dL+yN+eSB3zzaEtO151YUwWRkhKS4eDOxWZbDn3ouh8g33xKMbwWm94NL0rOpR0k/S82d+VVFqqrtSvmU5OZeuB93/8mBiLMQ8WfD95tyutk/xUquKa5SmgNK37/vZD8+HLmKSx4/bGYjakpscNjMCLAT+PyKWfhOx4mQfdHgvtPoveKj6nhEXKgJkrjMMEwhgP0A/oNhmAEAcYc6MQxjB7ASwOcAgOM4PwA/wzC3Afjo9Nt+AuAPALYAuA3ACxzHTQA4yzDMaQA3AjgY7z0QBBEkvETUXc01EZlKE1MBPLyqHptf+HPI6+eHPHCX2oQAiXDHnbgvrlqjWnwgU1VswYZmFx762bt0kJpBpMqQktoY8jIXLeMz2j3KHa6oPSiQu7ddh3qwZW1DSIAEcM2QliptKC7LrYdMTi2yVijzJT3IOWaibS61QCqLtqHKjjwDo+jgYzkIm1n+d7sO9eDv1szD6YExfOXjDfjWbzoBQDbAKBfXiwCrTZWN8E0+vy6Lq0eFP+dYdFUyDl9ZlsOHl33Y+UZ3hP5VU0o5Wboo0e9iWQ5jvklc9k7Casqjg0wR8QQEioMTxVUcXKXWiHEKdzKrcXKLdV7bqvoI3cTPh7uapVvbbbq5Dj94/VprO14v8hlK4qxBvhxsMvUeleZWh1K/YZaDECAByOsAKRvVXVogKStP/fp4RKZUgOOiVhKKx2lMELlArBUtpWyep25bhNbnDwlz1WEzwzsZCAlc3XrXYrAcFxLoz2c+NlTZUTdD/pCcgs0TJ3xNk3um2+9dGrHGOgtNONk7FnK9Ee8ktu2V3sPLrZtybW/50uvie5RaF6gVVuahZaU7qWs9vbcrxH6MpfqDXNDFTw+eD2nXFe0a/D3bzHkRAb/b9gV13FKXA7OcNqG6lR4hPZs+pPYc4tbDfGLMib5RlBWaQ5JmAOlqu1I+JTkbPHzcxe3txN9dXWLFouriCHmQ082uUmkfyawyfQZJ6GEOnBvyoHtgHAEOeOW9i9jQ7MLf/+KwEODtKrXh0VWz8bM3e9B7xYcd+8/g8VsbcHpgDKUF+ZLjQxBKqAmSuA3AVQBfBPAZAMUA/lcC31kHYBDAcwzDLAbwLoDNACo4jusFAI7jehmGKZ9+fzWAN0WfvzD9GkEQCRJ+QOH1B+CwmUOi44FgoMSc8sKICMqZpQVwO61Y11gt2Y9z08112PlGt+rDXPGBTPiBscNmxom+UVhMBqF0LS14+iKVhpTUxpDfeM2rtMvKW6L3qOagQO7edrUuiwiQAK4Z0kplucOdZZV2CwIs8NbZIc2CUdQEuGiRtUKZL+lBzjHzkwdujDgIlyonmAgGAyOZRdt+ZyPcTivOD10V3it28Mkd0v/DdPUJ3oEDAC+80xNSPaC9oxPzKotyUqbCS0QC6hxl4TogPItOKZAr/PBNbeCD1oev54Y8EQeR2/Z1YcfGZtWllMMPo7XQsYnovakpFi8fvognXz4myP03b1+I2xdXIy/PEPc9ZRO87A55JmA2GmQrnfDIVXGYWWqTdLaJ544aJ7cwDyqLMOyZwK7WZRH3VOsswJzyIkm5MIYNq8VkQKXdEjVrkAIO04vSoRfLccLr4lLtg+MTUQ8/1zRUyMoKnynF24U9wx587RPz8d2w3rzhlYRicRoTRC4gNf/a72xEdYkFpQX5cDlsknZB+P6sfzS0yuH6ppoQveCwmXF+2BsSNMEH+rMcBLtAzj6iYHPtkXumv3m0JaJ11597RuDxByKC4aTaHynZeP5AQLLqWXjpdaV1IdYEinRnBec6avcCavxVctdiRMMZS9BMeLLa+qYaXJ0M4Ol7lqC8KD9qQINSApO4uvCC6+yYWWJF7xUfWE6/lR9Jz+oLXt7DkzN37O8WgnmUqp6IPy8OIh72TISMp9S4P/Xr49h0cx1++acLEd8t5UeWSxiZVVaAWWUFQrsl0/R+9dyQR5fzQA9zoH/UB3dZIc5fGsfX1y3ApfEJfGnNXOQZmJAKEuLq57yfUG58CEIJxSAJhmGMAF7hOO5jAFgEKzxo8Z1NAB7lOO4thmGeRrC1huxtSLzGSb6RYVoBtAKAy+VK9D4JIumkWmblSq0DAMcBzoJ8PPzROoxNRG78HllVj7YX/hyySD758lHs2NiMQ+eHJY30xmo79kxnwatZmMRRl+IDY6lKFbTgpQclmU2lISW3MVw6swQfmVMuKxfJvEd+fp3qH8ODLXWCswMIOsR8k6xkUANvSJ+cDgKSywjhnWW1zgLNg1HUBo9okbWSjswXsg/k54zXPyWMRzJ1bc+IN+LweutrJ/Hd9Y042D2E/DwDTAYG15XYhJLf4bIidUj/9N4u/PiBG8BxiKhmFL7xzSQSkVm5OVZpt4SUEhbrITVZdEZDZCCXw2bG4NhE1B7MqUJOzk1GRnWmh9RhdKLzIBG9937vFSFAgv97nnz5GOrLC7F4piOu+0kG6dKzvOy2d3RiQ7NLlf6qsFskM/OffPmYkJnPEz5OfICFUqY+ED0AyGBg0FBll5SLZnep8LrbacVTty1C96AHJ/tGI0oph2cNUsCherSWWY9/SnaddTuDLQ7nlBfioY/Oxom+UbAc8A+/OIwtaxuwdkGlrI26p61FVlbc04Hj/BzgqzWF9+aVqiREQauZCdm0yUFq/m3ZfQQdm1sQYIOlvrsGxvDioQtCZrW43LbLYcMfu4dw6PwwAODVwxexcZkbhjDbKTxogg/mbF0ZDKyIZhdk4rzVu8zKPdPBcR+W1ZWFPFffVEAyGO77n1oc8nklG49lOQx7JiWrnoWXXpc6vOazmNc0VEQEccjZqVNTrCCfLBeUT37tIX9aJMmQWbV7ATX+Krlr8UMZa9VRpUPorXcvidoSQOqedx3qweO3NgiJF2+eGYRvksW67W8Icr/93qWY5SzEwJi+AncyUc8C+te18cLLu5wvKLyqWrjcV9gtcDutEfvE+vJCNImqM8qNu9GgPolTXK2tf3QCHv8U3NPzhw+SP9E3pvsqJamaA0oyW1VsweDYZQQ44Bu/fh/rGqthNRmweGYJvrRmLkauTmL3uxewbV8X/venFgsBEvy9UmATESuK6UccxwUAeBmGKdbwOy8AuMBx3FvT//4FgkET/QzDVAHA9H8HRO+fKfp8DYAPZe53B8dxzRzHNc+YMUPDWyaI5JBKmeWdyLduO4BP//At3LrtADre78O+k/3Caxt2HIQ134QX3umJMDzyw4xw/ncmI4PV8ypgMYWqE4vJgPqKIiETQg38YTF/Lf6/ctmr54Y8CT0TInaUZFbJkNIacb9vHt5ZrCRvybpH8fx66Gd/wrMHurFxmRtVxcFs7PuWu3H/c2+HzD12ulQLb0jfsbQa375jUYj8Sxn5chvnROaD2mtKzdFY235ocY1YIftAfs7wpf/kNp5a6Vq5qhAP/PgdbNt7Gs/sO40AB3xrTyc+/kxwjrgcthBZkTqk902yCLCcZDUjU3g6dgaRiMxKzbHt9y7F8d6xCBuA10NyOmCWsxB72lrwQutNEWt9NN2WDuTkvMIe6aiW00UBFprr2ET0Hn8gLsY3yaLvivZrayKkS8/ysitV1Uxu3JSqOMypKFIcJ17ud77Rje37TuPZA924b7k7IlNfDXzbu/DvW1HnxJ62FvzioWV47C/novX5Q/j8Tw7h3/dfsy34+403a5DQXmbdpQWy62ytswDb712KDTe68NiL72Hb3qDsbGh2ob2jUwhil7NR5WSFr3rDBwntfKMb2/aexhdffA8bbnShqtgiHPaFI6cvSYb0Ddm0yUFq/jlsZvyp5zI+/swBPPKffxZ0sMNmDllfWJbDb471ovX5QyFze9ehHtSU2ELmmVzlQFepDY01xVHtgkyct3qX2Vie6cQkK3OIxqi28eSqnj1126KI0uvhh9e8jt+w4yB+19mPWmeBEMgh5wORk09+7SEiSYbMqt0LqPFXyV1r/dJqvNB6E/a0tcR06Kp0CK1mD6RU/ZG3lT99Uy22vnYy5JC5q38cH39Gem+aTjJRzwL617Xxwsu7nC+Ir6omJ/e1zgI8dduiCNnesvtIiGzLjXuzuzTku3l9vGN/Nz7/40OSsnu8dwz3P/c2Pv/jQ4Jvi0+q09rPkAxSNQeUZDbAAqcHPXjhnR5hj/P9353CX//0ECamWCEY1WEzwycTqJ6Mswgie1HTbsMH4CjDMK8BEGYtx3Ft8Xwhx3F9DMN8wDDMXI7jTgJYDeD49M/9AL47/d9Xpj/yKwA/ZxhmK4DrANQDeDue7yaIXEZuMW5dWRfy2ldkeiH7p1jJaOUKuwUuh02oKCGOTI/10FNcsnLYM4H68kJs2X0kahsCQh+kskJALH3vU3GPci02Nt1cB6MBERknUqW5a8sK4SotwJKZJYoZIWqzWGNBbaRwrKX0pdDiGkTsqCn9d6p/LGm6Vq4qhFiWfZMB3LfcjfaOk0L2LC8r/aM+mI0GocoRj8VkkHVYev2BhO45U5GaYxwHfPyZA7J6SE0WHctyITJ0V3NkNmS6IvZj7SMOyOuit84OaT4PEtF7VcVW6YoXxfp21KUKXnZjsRWVqjg0VNoVMzMDbOSazmfqx1rKWkku+Hv+7M63JW2LH7x+OqGsQUJ7+EAGqXXWYGAwy1koVOYBQsdz2DMBm9mIttWzwXLXSq/zNqqSrPSP+iSDhPgSwTvf6Ja0c+O1pQkiG5HaI97VXBPRkkasg/n15dyQB1tfOxnSPmHXoR6sa6xGQb4xZJ4ZGUiuPXPKC7FQoi1jODRvtSeWZ8pXBQofv/ryQtVVHeKpenbfcjeuTgZCWrmotbnlgjI23VxH/rQUonYvoMZfpXSt2rLYx5OfAyf6RuPaA0nt83cdCm2FuW3vKaxrrBb8zFJVdfSS+U16Vl/w8l5dYpX0BbmdBYoyYzAwMBmZqLItN+4r6pwotpqE75aSb3GrV6VqMJlSpUQPc2BgLNiWR6m9+7Z9XXjsY/WYVVYgu4ciCLWoCZL4zfSPljwK4D8YhjED6AbwAIJVLV5kGGYTgB4AdwEAx3HvMwzzIoJBFFMAHp6ucEEQRAzILcbhgbrBSPjg//Ml/YyG4P8/e38z3j4bGgjhctjwu87+iP6daxoq4jr0FJcnbmI5LKouxuD4BJ49EGkM0YKnL1JpSMV74JSse5SbX43VdpjypKuwKBnCnEIAPZ/FKu5lK9VvWgq5A5xYgke0KKWfznL8uUq0OcOPRSxBRLEcCIbPvWKLEY/cMhsVdgsujHiF8sVfXTcfVcUW9F7xCXOE/wk/pOfnr5zDUqp6QK4QPscOnrmkqIeUdIB4nOdWFKFjcwv6Rn3w+gO62ORH6yPOy6WcvIbromQF08Wr9xZU2fHN2xcKLTcsJgO+eftCLKjSstCf/om2fgGx6a9oB9py4zQwJr3ej/n8eOP01ZhLWSvJhVLPaf5+51cVYcX1Tgo41AHR1lk52Sm2GHHxsk84xBKXXhcHncvJSoXdIptdV2U347nP3YBT/WMY801hQZUdeXkGVfdLELmE1B5xTnmRZGA6r4P59WXIMxFRxrttVT3yDMFDdZfDhl2ty9B7xYfrSqxYVFMsBEzxulxNgARA8zYZxPJM5WwHsV7uHw1mrsrZn1XF0namXNWz7fcuRf/oRMjev21VPZ5/87wqm1uphDz501KLmr2AWn9VLPuKaHv2aIfQvJzIXUdqny+nE3n0nAhHelZ/GAwMFlUXx+3Lldrfu51W2ExG7DvRjwJzHirs+bJtjMTfXSQj33yrV6VAiHS0Ho4HPcyBCrsFRgYoyDeGBKTsfvcCAGBeZRH+9qOzUV9RhL//xWEhQUZqD0UQaogaJMFx3E8YhrECcE1XfkgYjuPeA9As8avVMu//FoBvafHdBJGrROtbJw6IWF7nxB9PD2LVvEoh09dqMoZszPhAiJ4Rr2T/zkXVxQkbt7zhr4coRiI6qTak4jlwStY9ys2v+ooi4f+jGcJSB31S/emUslj560htXpWuT3Mss1EbrBBtzsQiB2rlVfzd4kpBHwz78PhLRyKcfUqZr3LzFwDJbxSibcjlxt7lsMmO87khD9xOK9Y1Vgub1lcPX0z5Jl+uj/geUSZSLPKqN32Yl2fA7YurUV9eiL4rPlQWW7Cgqlg46MwF1Kxf7R2daFtVH+KwUhq3eO0BOSfb2UtePD6dcczrNHFWkdzfpaS75eZty+wyrF9anVDWIJEclNZZufFcVFOCB378TkSG1K7WZVikMrP8BndpxLWb3cXIN+UJ1+YDrG5fXB0SKCF1v7FWRSGITEdqTWAA3LfcjRfeCVaFMBqAr31iPobGfCHri9lokMxyfO5zN0gmlGy9e4kQcBpvVT4KNtcWtc9USk5cDhvOXvKgs3cUXQNjQuD31ruXYE1DheT4b793aUSgjFzVM7kqRK0r61TZ3HJrT7O7lPZKOkRrf9XUFIs/dg9FDeKNdggdbS8lvuc8gwGf3fmWpE7kZVGuqo5eDotJz+qPROZG+P7e7bTi0VX1uHvHmyGJZ/UVhfhofTmAyIA3/rsvjU/gvh9FVvrb1boMgLLfRW9+BiXSPQdqnQVocpdgcMyP/3i7S7DD/tcnF6B/zIcv/eJwhC+x94ovpj0UQYhhOKV0VQAMw3wCwPcBmDmOm8UwzBIA/4vjuE+m4P7iprm5mTt06FC6b4PIfjTTuMmWWTmj1pzH4KlfH4+IhPzOHYvwz3tP4fzQVTx8y2zsfCMyonjPdLmoT//wrYjve6H1JiyrK1O8n1icb/z7KZI3YTJGZjMJpU0jAFWHc92D47h1W7AcvjhoafW8CiyqLhbee/DMJdk5d2OtU/FAk78+Dz+P+Sx9nc4xTW8i2+Q21mAFNddTIwdieeURy5MScp/ddHMdfvmnC/jKrQ0AgIYqu5DVrdV9pxBd6Vo1ciL1DMV6I1wvNVQU4VdHP4yocCA+gEsFSjqRt0NilVcdylMq0JXMiok2fvx4DXsmYDIa4PUHBNsSgKaHvVJzacfGZrQ+f0hSp7XUOyXtYbVzUkv9noXoVmalkDqoeOwv52JGYT7ufTb2vVT4tX9zrDekGsVzn7shJPgCCMrlrtZlWDzTIXstkrukk1Fym8ucGRjH53/ytqSf5OMLq3DhylX0j/pgYBh8Ydd76L0S2vv6P//6JlTYLXHbyzqCZFYGKX3JH9aMeP3Y1boMG6YP4XgsJgN+82gLGAaq7Eyxncvb4gwD3FjrwIq6sqg2t1zFtY8vrMrmgFuSWQTH/tUjH2LrayeFA8aGSjt2vnEG//tTS2LaA8Wyl5Lbm/E6cWDMh0q7Bcd7x8jWuAb5vFSQSBCvWLatJqOkbn7sY/WoKLaG2NPhcqkk38uvL4tqR2eZnyGpulbKDnM7rfjy2gZ0DYzDH2Cx+91gYKK4bXwseygi55CVWTXtNv4RwI0A/gAEq0AwDDNLk9siCCJlhGfx8k7kSrsFW+9egv97ahAPttQJ/Zsef+mosMgolULjoyTFpSiNDBRL/8fjfEt3FCNBKBEtqjlaxDPLchgcm8CDLXWwmgwoNOfhOx0n4Jtk8cp7F/HUbYtgMjKKJTor7RYcvXgZJ/pGQ+ay2v53NMcyE6Weh+Kx1KraBE8i/RT5z/KOvvw8A2aVFQDg8LVPzMd3f9splMtT6yzJZflVM7ZqMi+knqF4rDYucws9tvee6Mdlrx8vvH0+RPaefPkYmlyOlI6DXGa/1WTEwTOXUGG3YMgzEZO85rI8JYtEnFrxrl/x2JtqSxKL51I8pazV6O50ljqlSgLaPgOW5STbE358YRV6RrwJt7rKyzPgE43XYVF1sSArp/rHJOWy74oPi2fK36tauyIRSL6ITGBgzCfZC/uf956C1WzE8d5R5BkMqJtRgCdunYeh8QmMTwTgmwpmSfPt4+K1lwl9IaW3eH0p9oVNTAVw33I32jtOyo7/4LgPy+rKQiqedQ+OS+pEsb9t4zJ3RMUsNW290l02PdvQag1L9lp4bsiDra+djAj0+uq6+UJrALX3E8veXy6TvsJuCbHXXaUFJJcpJNNtL7UB5mcveXB+2CO00HCVBv9O8X5RrhVpVYlNqFDAvxZuAyvJNxBd55KfQT3D3gk8cet8TE6x+MYnFmB8Ygp5BgZfnF5372quwWN/OQcDYz4Yp5+vnirSEJmFmiCJKY7jrjBMiOJULj9BEIQu4fvFnegbEzZz9y13S/Y37L3ig1EUWK5ULmr7vUvR1T8ecp25lXbBGAlHyfnGbzaTYbhlulFI6BslY1fpd1LG/ubV9XDYzACAz6+YJWQdGhlgUU0x/n1jE949f1l4rcldEhGJL57LmdT/jogNNQ6LZGSFiuVJXGHAasoDy3KS1+V18NXJAL68di6sJqMQDCTuH7ih2SXIrtYHM9lGLGMrpYeirYtVxRa0rZ6N6mIrRrx+fH7FrJAx++q6+bh4eULInkyH41+ufOYGUfnM9jsb4XZacX7oqvA50n+pI1EdFO/6FU8Q2VSAw5OvHFUM1JKaS7GWslbrbI5n3iYKVRKIrfoOPw4uhw09I17JcZFrC7SouljTVldiWRnzTUkH1RYrz5tEgiDVQPJFZAIsy8FmNsJVag0JPgeAe25w4ewlD3bs7xZk+IsfmwOryYDtr58WHPfHLo7C5bSR/ZEFyOmtGUVmyeCFr66bD7fTiqpia1T7JZpO5NeIE32jEQE7avdJ8RzKpcp3lmk+Oq3WsFSshf2j0oFeT/36uNAaQO39VNgtIW0WC/ON4DjA6w+ge3A8ZNzU2jV0WJw6ssH2iravk/Or1lcUYtXcClUtDb3+KeE1ceWewfGJEDv/hxubI/aLYvkm2U4cluUw5puEAYDHPwVbfh6uXPUj35SHOeWFWLuwSnLd3bK2QZftSwj9oyZI4hjDMPcCMDIMUw+gDcAfk3tbhBTVM1348MIHcX/+upqZuPhBj4Z3ROgBflMx5JmAOazEcHim+rkhD84NeXCyb1SIducDG4BrvbT4fvDN0/1td797AZtX14cEQfBGgFyfRKUNm5zzbdgzIQRwaG24ZYNRSGhPOjbl4d9pYID2jk5surkOfDziC+/0YH1TDQrzjfBOBkKccI/95Ry4Sm0hr7Xf2Yitr52UncuZ1v+OUI+aw8NkZIXy8tTe0RmSnbJjf3dIqxle1suLLDg7NB7Sf5cPBuKzrHiZ5f/7yz9dwH3L3bh4+SrODXngLi1Q3X4jV0hkbMPXxWZ3Mf5uzTxcuTqJqmIrGiqKcLx3LETXhI/ZU78+HlLaMB2O//BsjfDymfxhpLglQiL6L9OcuXogUR0U7/oVbm/yzq5T/WPCdYHIlljiIEM1lXlcDlvE/bXf2YgVdU5Z2Yg38ENtCddE5DMVlQT0TjyO2G/evhDP7OuSDLCJFnggVe3v3JAnYvxiGZsFVXbhnvgy20tnlqChwq74t8cjm7HIHckXoQeUZFaphQIALLjOjhO9o/jepxbj7CUP/AEWP3/7PG5bUi15YC6lG2j/lVnI6a1drctwV3NNxCH0jv1n8N31jfBMTAmHaf4pDnc112BOeRE4DkJQudS12zs6UV1iEXx7axoqIvQy/95kBCenyneWiT66RPdevN6xmfPQ3tGZ1LWwwm6B0SBdFdjrD0T8XeE+qfaOTsyrLELdjEK4HDY8uqoeT758TDLZLnzc5lYU4V8+04SC/DxUFOXLJtARqSHTbC+pNTqaLS31Nz69twutK+tQV1YY0qJRKtBh8+p61DiskpV7nj3QHbGWt9/ZCHepFQzDyNrtRPz0DHtw5eoUzl7yCMmBzgIz7BYjHr+1AT3DXnzvU4vxw/1ncOTiqBD8tai6hMaAiAs1QRKPAvgKgAkAPwfw3wC+mcybIqT58MIH2PDv8cen7PqfKzS8G0IP8JuK8EMqKYep1EbfIGMwF1uM2LGxGXkGBrtal2MyEEBZYT7WzK/E4Hiwf1yABd46O4QKuwXD3tjKWMs530xGQ9IMt0wzConkk8pNudgYZwD8+YPL8PgDMDLAwupi3HujG//0+1MR87Naotzb1tdOoXVlXcQBoPigkn/daEBIQBOV2sw+1BweJiMrlJen6hILNux4M6TM7Mm+USy4rgjvf3itatFdzTVwldrw6KrZ+NmbPei94sPTe7tC5NY3yQrtnYosRjy0sg7eyQD++qeHkj5HM5VoY6t0CCBeFxur7bizySX0r7eYDHjqtoXY9c75CEdD+JjxVafEspfqQAI15TNNRgZ7EtR/mejM1QOJ6iCp9cvlsEWVsfCKN1JlqhdcVyS0qQKA3e9eEAK1fvD66Yj7lJOBNQ0VMclXvIEf0aqxaSGfya4kkAnE44h98uVjIXIj3mdECzyQqvbHH6Y1VNmFAMFYxiYvz4BPLroONpMRJ/rHwHLAex9cRoDjIjLqxMQqm7HqRZIvIt1Ek1mpw8Jdh3pw33I3AOCrrxzD51fMQtfAmOC4//yKWbg6FcD6psgD8ydfPoZdrctwdTJA+68MRU5vef0BzCkvigjI3NAcalP/84Yl8PoDeOKloxEyJ752VbEFn7nJhQq7BW91D8Ef4OAPsLjBXYrrZxSkrCpkqnxnmeiji3cNUwq+SlZFvlpnAW6YTnwLlxu+NQDPkGcCG5pdQmtFowH42nRbDj6o45lp3SaVbBfNFnWVUmBYOskk20tujZ5fVaSoA+X+RpYLts+Sks32OxvhLDDBZDSiwp6P6+xW7NjYjIExHywmI77wsXqMTwSw+90LEXb+1tdO4rG/nIstu4+QXyAJDI370XfFhx37u4V9UbHVBIfNjPdE/vQH/r9ZeO7/ncWRi6O4OhmgZ0/EjZogibkcx30FwUAJgiB0BL+p4DNv5TYXUpuPbfu68L1PLRaiJPnDrUKzETUOW0S2ZZOrVPjeYxdH0TUwhhcPXYA5j8E3PrkQf79mDnxTrFCKUmnDJud88/oDSTPcMskoJFKDVlkA0Q4AxUa+w2bG33ykDlcnr0Xuj/om8fO3z0fMz+9/ajE8E1Mh8xMIHuCwYU2vxAeVPBaTAavnlYdE0lLZt+xDTfBLslqtGAzBqHmprDm3swBP7z0l+bvH184Dy3Eom/7+L/2POfjZmz0Y8frBccF7u67EhtMD16oYANKZvLme0a80tuEOBrfTiqduWwSTkUF5kQWXvX7hYHhRdTE2v3CtIpTDZsYHI17cv6IOy64fE9Z2PpBF/F2r55VjxfVOQfaAyMz8VDoM1PbBjYdMdObqAS10kHj9UnsoK7Y3ww+uHDYzzg95MBVgwSC4to54/YLDmpdztZV59kzLgFo5iKa75Vo5nOofiyj9ztuzADSRT2rPFf0ZyO0rxPpRvM9QE3gg7m3/0Mo6DHn9ONE/hq6BMSyqKcaquRUR91VVbMFdzTUR5a55+Tk/5AFjYPDKexdDMuVmzyhEbZm0TMQaVBurXiT5ItJNNJnlDwvFtmvbqnosdZXgc8+9gyf+ah5mFFkw5PUDADp7L2PjsjpcvjqJYmseDpwqxJGLo8L3+SZZXJ0MYFldWVr+XiJxlGzL8qLQ30kFyhzvHcUr712UzNLnry3eM/GZ+tunD+P4w7zt9y4VqvLxdn3/aHD9j7YPimXflCrfWSb66MTjxftojAxQaY+9BZw4KBfQfi00GBgsr3Oi/c7GiIPc8MBHq8kIhgEeuaUeF0a8eP3EAKwmo2RrZj6pAYhsSWBgtLFFCW1JdpUwLZFbo3/zaIuiLS33NxoYoLzIEmJn8zLbPTiOxTXVqC2T3l+2rarHq4cvYuMyd8j+EADWNVYL84q/z/AqQLnon9IK31QAL7zTg0dumQ2X0wazwQCPfwpTLAcjc23vvnl1PR5eVY/NL/yZ9hJEQqgJktjKMEwVgP8C8ALHce8n+Z4IglAJv6kQG6k84s2F7OZj1Idn7lmKK75JfDDsxYuHri0y4nLaj734HuZvbsHx3tBWGF/82BxY8gx46GfvhhgRuw71KPaBknO+nRvyJM1pRg45IhwtswCUDgDFRv59y93w+AMR5evvucGF9o6TIfdRkG9EdYklopTh5tX1MIZ9jcVkENrjiO+JD5Cgw+TcgOOkX09mq5UKu0WyzOwTLx3FppuDB/DhB5P8msVXSeHbyOQbDfjRH8+i/c5GWPIYsJz82qZVxnSmozS2Yt3DZ7WJAyA3r64XNpf/65MLhHVfKuOed4qNeP0wiA6Pt969BAuqioX+nADS7hxLprxnojNXD8Q7JnJrl9pDWbG9eap/LMShu3GZW9Lxu21fsCxrgIXkfWopA3KBi2paOYizD3l7Vqt7o/Zc0Z+B3L5CvA6HV4qIFnjAj999y90Rrdae+Kt5OHYxmDUlLt0uVe56TUMFftfZL5ut+vTeLjS5HLJBEvz9qg36iVXuSL6IdBNNZs1GQ4Rdu21fF3be3wyHzQyrOQ9fFMnvNz65IKRk99c/sQDOY72YX12i+gCV0DfR9Jb4d1LtDWxmo2TgzbBnAk2uUmy9ewlO9I0Kv+cz9cMP825fUo09062ZLl72RSQ2ye2DYvVfpMp3lok+ulpnAbbfuxRd/eMh6+/cSrtiSwk5vSNVkU9L8vIM+ETjdVhUXSxrf7Ash1Nhf8+37liIgdEJyUpr/P1KtST49h2LhD2l+O+kvVJ6SXaVMC2RmyuD4z5FW1rqb9y8uh71FcFg5bfODskm97hKCxQDmcT7Q55wXc/7W9pe+LNQjeUGdymW1zmRlxeW0UZEhWU5bGh2Yd+JPmy6+Xoc7xsFywV9i/fc4MJDK+vwb/u78fTeLvzLvU20lyASJmqQBMdxtzAMUwngbgA7GIaxA9jFcRy13CCINMNvKgAobi6kNh9upxWOAjMefeHPIRu15988L1lOu390IsJg+KffR5b937avS1UfKCnnWzyGm9qDX3LIEeHEuymPNWNObOTXOGz4/u9OhGSRvPBOD760Zl7IZ3hjneMQUcrw6b1dePb+5oiAiBV1TslS31QePrtRM77JbLVS6yyIKDMLXHP68IEOfJaJy2FFgSUPO//7RIhcb33tFJ7//I147nM3Cgf87384KjtHKaM/iNLYinWPVFabeK3/2q/eR+vKOvzXoQt4/NYGnB4IzVbnHQPzKu2YX1UkVI5wOWwRh3Hpdo4lU94z0ZmrB+IZEyXdJuc8G/ZMAECEXcjLHT92UvNBnM1XX16IqmIL7myqTlllHjFqWjnw97vzje4Qe1aLe6P2XNGfgdS+gg9kASIPO9TsWXjZqnGEtlpz2Mzw+AO4e8ebwne139mImhIrPrPzrYh1cFfrMsVsVd8kC69/SrNnFeucIPki0k00mZWqbumwmQEAX/hYMMtanFDy9V+9HzK//u3/nsYjt9Tjq68cU32ASuibaHpL/DurKS+kEh4A1JTY8PdhLTR5vxl/bbFMMgxkD/NuX1INAPjszrdV74Ni3TfF4jtLJBkjE310BgODWc5CoaIHoG4fKqd3wivyJUNHKAXlnhvyCJWneL3msJkxMDohGUxsNAD/degCNq+ux9XJgGSiROvKOmzbe60NLO2V0k+yq4RpidIazbenAxBRRYf/G+c+2oKeYQ9s5jxU2POFtVcpuWfJzBLFKnG+SRbXzyjE1tdOCvcT3spmfVMNdh3qiQiIa7+zEZ9ovI7W/xixW0zYd6IPD320HkcuXAbLAa8evogNzS688E4PbltSjfVNNfjB66cxxXLk3yYSRk0lCXAc1wdgG8MwrwP4BwBfA0BBEgSRZvhNRXtHJ9pW1QsLcXjpPZfDFrH5eOq2RULkORDpQAsvp+0PBEIOdvmDE6my//H2gYrFcIv14JccckQ48W7KY8mYY1kONrMRf79mDtzOApiNDL68tgHf7egMyQa1mg0RQQ98tLPk4TPDSAZESG1+6TA5u5EqG3iybxTzq4pCskST2WplpsOKttWzwXIIabnU7C7Fu+eH4XZaJbOnwnuwBjhOuL9aZwEW1RRj8+r6iCxZpbmRi1kqcmMrdjDIVZzi13TfJIv5VXbct9yNfxBV+BC3RjEZGdTPKISrtECQre7B8Qj9ogfnWLLkPROduXoh1jFRWrvkgn8vXvYJhwbhdqF47JTmg8VkwPyqYlxfLn2fyZIB8SGDgWFCAo3EQWaPrJot6NnGajv2TPd/Dv8bE703as+l/Ayk9hUuhw1NLkfMwarisf/hxmaMeCdC5FOq9/eW3UfwkwdulJRj/uA2/HVxC5lEeoNLtYKJVe5IvohESdbBLL93E9u1AHDfcjc2/eSQpB0rnl9AsAQ3HyAB0N4rW+D1Fh/M/dbZoYiATL4lWLh8ydkdXn9AuHatsyDEtnlghRvj/kBIJn+0wzy5fVCs71frO0s0GSNTfXQDY7FX7pLTO9GSy7RErDfLiyw4OzQuBHvw+76xiSnMKMzHh1euhgSD8QHzfFBHpd2C7kGP5HOYU1Ek6dsi0ksyq4RpSbQ1WknnGAwMri8vlNzHuRw2NLsdYEU6lZfvgTGfbHBGwbRNUJSfh233NGEyEEBpQX6E/Ws0BNf/8CCMLbuPYFF1Ma3/MeJnWXz6JrcQIGFkgIc/cj2GvJP424/Mhi0/Dxcve2ExGVBXpv91g9A/UYMkGIZpALABwF0ALgF4AcDfJfm+CIJQgbCpqCzCsGcCu1qXwR9g8aFE6b01DRUhh6q80SPuIQcAhflGWEyGkHLa2+9dimHPJHa+0R3iGNh1qAfh61CiByFqDbd4Dn7JIUeIiXdTrjZjTq6nHR9dzDvWtu3rwgt/vUwy6EH8XfxcNRoAmzkPtc4C3W9wiOTTP+pTLBuYzM0Cy3LYd7IfRy5cETYuD62sw4/+eBZb1jZgRZ0TrlIrlrgc+JvptkxAZFAeEDmHDAYGq+ZWYPaMQjS5HPD6p+AqLcCsssi5wUNZKqGIHQxA8BB5XWO1sN6/eviiUBreYjKg0m7BF3ZdW1flWqOIHRFy+iVbnWOZ6szNRJTWrhtrnaqCf8V2oXjsBscn8OyB7gj9YWCA7fcuBQAcPHNJ8uAtGTIgZS9sXl2Pnx48DwCS7W92HepBfUWRbHsRks/kI7WvkDpAU2pBJNU66jvrG+F2WnF+6CoAKByuTUmug1XF8q1AeH08qyw+fSznnA7fZ5LcEckkWQezACT3bnkGYOvvQ1sfTEwFcN9yN9o7Tgrzi0eq3QLtvbKDeCr4VdotuOKdlAworxC1YRHb7ftPDuCzy2ux9ffHQmTx+TfPKx7mye2D4tk3qfGdaZGMkYk+unifZyptNKmAxvDqf+I2yw6bGd7JALZPV8SRCgabU1EUEtTBctIVzBoq7WQTZDjp9LUozRWpBA2xTS0XPMmynGwruhGvX/iO8P3l42vnYSLAhrTA23r3EjS5SiPu02rKw94T/bT+a4TVZITHF1r5zmQy4oV3zggJh19dNx/PfHopPVtCE9RUkngOwH8C+EuO4z5M8v0QBBEj4ZuK7sFxbJQovbdneqMiXjzcTise/sj1sOWb4J0MoNKeD3+Axc77m1HjsApl3zgO+PgzByIOuP71s3+BiclAWg5C6OCX0IJ4NuVykc0uhw3dg+OCUS7lFN+2r0soTfiF1fX44PJV7H73Aq5OBrDE5Yi4D3G1GHEm/o793aqdgVpvcBLJ3CLUo/Y5h5cN5INpzg15cPTiFSyqLlY9PrGObc+wB1394yGbxs2r6/GDe5swvyr4vbVlhbJZrdF6sPKfl+qbThn9yvBj6bCZsKt1OQwMB3epLaT089c/sQD/+dZ54dldnQwtL72+qQaXPH688t7FkEpS7R2dmFcZPJyV0y9qnWOZqE8y0ZmbiUQrtRruPFNjF4qzQMP1x/+5azFmllrRM3QVvzp8ES8euoARr19YawFEyKpWMiB1yPDCOz34yq0N8ExMSWbz7djYLKnvSD7Ti9QBmlILIiDSVnz8l0ewY2OzEPRjZK71/uYPaI2M/Dq4oKo44vX2OxtRXWLBXX9RjQCLiAxo/t6j6WO5AzGpfSZBJAstDmZZlsOYbxKXvZOwmvLAshx6RrySe7ed9zfDYTPjoZV1GPL6hUqa5fb8oD/lo/X4wR+utdpZOrOEAnmzFLWyJ7Y3pALKXz1yEW2r50aUixeCOccmcP9zb0fIYuvKOtnDPKV2GBwHfP9Ti9E1MBZi3yS6b8pVn1y8+9B4bLR49kpiW8RhM+Ou5hrMLi/EhyOh9qS49aJU1SpxUoPbacXMEmuI/SD3HPikhmyWgWwn3b4Wubkil+w5etWPjvfHZAPYwnW3w2aGbyqAL3ysHtcVW+Fy2EJ0cP+oDzazEf4pFht/9LZs1dbwKkKjVydp/deIielnaDUZUWozo8CSB6vZgIc/ej3OD/vAMMDAqA8r6py69x8RmYGaIIlbAFwPwMEwzDDHcb5oHyAIIn2o3ajUOgvw/bsW4/SAB9/73Qmsa6zGhREvFteU4Cd/7MbtS12CQXHwzCXJa1ryDPhI/Yy0RAlTFjGRLuRKLIdHJks5xR02M+xWU0j7gM2r61FVrNy3ubrEgg3TvagBaYeM3AZayw1OoplbhDpiec7isoFWkwGF5jx8p+NEzME08Yxtv6hXKQDB2dLkcoR8Rk5f33x9GZbOLAmpEKEWypiWR2os2+9sxPbXQ8fqG6++j//YdBPyjAy8/gBs5ryI7GWb2SjZKmXYMyF72KzWOUb6hFAi2tol5TxTaxeG64+qYgvOD13F7zsHhH6nG5e58fyb5/HYi+9h/uYWHO+Vd7wlSrjtXlVswYZml9C/XCqbz2RkaJ7oEKkDNHELInFVMKspD0OeCck9lsl4ra1apd2CRTXF6OofD7Ef51baZSs4qM2SFwcBqdHHuXogRuiLROVwaorFy4cv4smXg4GjbqcV//iJBZgKcHiwpU7I9Oev659i8cAKN7yTAcnA4DkzijC3shB9V3yoLLagocJOgbxZipTsOWxmDI5NSB5iSwWUP/FX8/DZZbMiKr/y+rZuRqFipTYlPa+mHca371iEJleJJhUHc9Unl6p9aLx7pXNDHrR3dOKRW2ajwm7BhREvvrPnBEa8ftlWQUqt6NxOKx5dVY8NP3wz4j5oP56d6NXXUmG3SLZyvb6sAP+895Ssv1SsU6uKLULQ4wcjV/Hh5auYCASwam5FxP7y4JlLqqu2GgwMltc50X5nI7bsPkLrf4JMcSx8U8HEgXWN1TAagPlVdhRbzdj5xvGQsXDrQDaJzEc2SIJhmDwA3wbwAIAeAAYANQzDPAfgKxzHTabmFgmCiAW1GxWDgQHHArvf7cGWtQ040TcKlgP+16/fxyO31KvKFK2wW9KWsZbuyFYit5Gq4KLkFOe5q7kGT/36eMSh8pr5lYrf5fUHFJ2B0TbQaxoqsKt1GXqv+FBVbMWCKntcRqQWmVtEdNQ+Z6mygeKymeLPKZUfjOU7xXj8U5Jy6fWHlsWT09fNtaUJbWYoY1oaqbHcsvtISHsTIOjUPT/sxRMvHRXG5Zu3L8Qz+7pwfugqjAxQU2ITDmr5a23b14VdrcsAKJesFlfWiSUjmfQJAcTunIvVLhRneb565MMQZxbfzmJ9Uw1+8Ppp9I9OxCSrsWb9hdvZ65tqIvrZirP5wkt0E/pB6WAr3Km7Y3832u8MttbwT3EhVSKqii2oLbu2vgVYCH3D+WsqVXCQWh+VShQD8i1BxNfI1QMxQl8kKofv917Bky8fg8NmxmducqHCbsF7H1wWMuzFh4gWkwGu0gIYDQxanw9tHccHBpvNRiye6cDimde+Q4+HS0TihMteVbEF9y13C1UfItvSRQaUX/L48e3fnlDUt0qV2sRtPXgbJ7wiBY9c4N6ethZN5DGXfXKp2IfG4hMQ251Xrvolg9yff/N8hD3JiwFftSpc5lpml+EvG8oVE3ZoP56d6NHXUusskGyx+PhLRwW5FleZGByfQK2zIESn3rdcOuhx9ozICqbhVVv573vipaNYMrMk4tnk5RnwicbrsKi6mNb/BJkKcPiPt87j8ytmCVW8OntH4XLaQvydcmNBELGiVEniewCKANRxHDcGAAzD2AF8f/pnc/JvL/uonunChxc+SPdtEFlMLBuV0YlJfPomtxAgYWSAz6+Yhe2vd2FdY7VwAKvHzY9eI1uJ3ETJKS5uRzPTYQtxqvDG+yXPBGax8vIbzRmotIGudRZEHKTHmwFLGYSpQe1zlhp3cdlM/rVhzwRO9ClnQceaGQUA7tICSbl0lUa2zSB9nTrk5IdvbwIE9c9Xbm3AqYGxkKzJJ18+hl2ty3B1MoBKuwXvfzgqEwgTEP4d7kBRm/VE+oSIRizOuXj1zLkhjxAgAYS2xqpx2NC2ejYCHCvbLiH83uLJ+gu3s+X62TOMfHsiQh8oHWxtu2dpxCHD1tdO4n/fuRgfjHjxwbBXOKSdW2kPyVAbGEtcXyrpXI6TljmpSoR62xMSuUeicth7xSeZGRp+iLjzjW5sv3cpAGDcNyVZZSI8MJhHj4dLROKEy95dzZEtCsSHx1IB5awKfSsn4+7Sa+09y4ssODs0LgTQqd3faWlr0x4vuajZn0tVNP3OHYuw61CPbLCt2J6cX1WEFdc7UWm3YG6lPULmbqgtxVtnh2jPRugCg4GBycjI+jqqii3C2u6wmWFggMHRCTRUFmH7vUvxyM//jBqHDV8KSwLhgx7DgyRqnQWYU14Uk/zT+q8NE5Ms7rnBJVS74fH4pnDfcjfaO04CIF1EaIdSkMQ6AHM4juP4FziOG2UY5m8AnAAFScTFhxc+wIZ//2Ncn931P1dofDdENhLLRqWsIF+yn/w9N7hwdTIgHMDqdfNDxgehF5Sc4nvCetrxfaXFjrlnDyi3RYjmDFRygADqsgMT+Tspg1Bb1D5nuXEXbyQsJgNMRkNUGYg1MwoAZpXJt1oIh/R16pCTn2Z3qaB/7lvuli3lf3UygGV1ZQCC2ctylaTkUJv1RPqE0Jp49IycA9puNQkOtB37g/bxTw+eFw7H5GQ1ngop4Xa21ZQn2OY8fDbf+qXVurDBCWmUWhCFHzLwbVXE6yyvi9VmFceiL6NdQ20lQj3uCYncIlE5rCq2SmaGig8RG6vt6JhutfTxZw5I2ktSgcFEdhMue9GqPUoFlMtl7Iv1rdr2nnIVBLVcO9Q8E9rjJQc1+/P2Oxux9bWTsln1POJg23B7kj8YdpUWSOpV2rMRekLJ1wFACJAID4TcevcSdGxuwYn+MZkkkMigR4OBQUOVneQ/DbidBZhiOZwZjDyzCm+3SWNBaIFB4XecOEBC9GIAQMTrBEHoB36jsqyuDHUzCmUdBr4pVrKf/EyHDcvrnOC4YA+uwx9cxrs9wwCAG2uditckiFyEd4pbTMFlVewUr5tRiOXXl2HxTAf+wl2KrXcvwV3NNdh1qAebbq7DI6tm48GWOrR3dOLckEfy+uKWGf/22Sbsal2ONQ0VwjzkNwpieGMxWgCFFn8nZRBqi5rnzLIcbGYj2lbPxiOrZqOq+Nohhz3fiIdvmY221bPxw43N8AfYqDIQ/p1ymVFiGeUdeHvaWvBC603Y09YSV4USInZYlkP34DgOnrmE7sFxsOw101xOflbUObGnrQX/vGFJxNhu29eF9U01EZtMPhAmljnfPxrM0Hz4lqBsPrJqNhw2c4TOIX1CxIOS7MdzDZs5D26nNeT3cq2x7mquAaAsq/GuuWLbfVF1seTcuKG2lGxwnSNeF3/x0DLsal0Gh82Ec0MeVBUH+yjzuvGJWxskMz3XN9VEXaPj0ZdK14jl+mr3mQSRTBKRwwVVdlw/o1CxYk99RRFYLjTQ3GEzwzcVwBdW12Pz6tnYfu/SiMBgLdYoQt+IZa/WWSC7B+fH/vufWozNq4N7NYvJgEU10ms8r295GXrr7BCAa/63nhGvZAXB9U01wncnY+0gkkc0faFmf75l9xGsa6wO+RyfVS+Gb62hZE/K6dXw+3A7rdixsRn9oz7ScwSA1K59Sr6OJTNL4JtkJVsXPvbie2A5oH5GkaTelgt6jMcfohayGeSZVVaA0gITZjps+MYnFuCZTy/FnPJCPL23C6Zp3URrGqElSpUkjjMMcx/HcT8Vv8gwzGcRrCRBEITOiLUHslemn7zFbMCwZxIP/PidkKyJXYd6sGVtAx2CETlBLPNJbUYT/74iixGWPGNEiddhz4Rsf3OllhnRKk1oFflMGYSpIdpzlirnzuvor66bD+9EAFt/fyQkw8TttOL80FXhO6JlLEXLjBJ/Tm32UKxrFCFNtHL+SvJTN6NQsR1H+CZTzZwPH9frSoJZTrwTj4/4r7RTRjKRGLG0spDTN1LX+ObtC/HMvi6cH7oKi8mA2eXSh2dLZ5bghdabFGVVi2w7mhuZDW+Xhbe5+j93LcHfr5mLL/3iSMjazWelA6GHtNGyimOVCblrAMEKKA6bCbtal2MyEEBpQT7JHJG15OUZsFAmM5Q/RHQ5bHi3ZwQPttQBAPafHMDahVURWali4mm3RGQ2cntwl8MWIQvfvmMRmlwlwkGclD5XkiG1FQS1Xjt4aB+nLWr0hdr9uVRABF9BUEr+xD4FNWMqvo9hzwQuXvah9flDpOcIAKlf+5T0Gh+4xjChbY34Vsen+sdQX36t9Ua0aqjRvi8RyGZQhmU5dF/y4muvHINvkoXbacXX1i1AV/848vMM+MVDy2i/QmiKUpDEwwB+yTDM5wG8i2D1iBsAWAHckYJ7IwgiBliWw76T/Thy4QpYLljGb1FNMVbNrZBdMOT6yZcV5OOeH4b2zOXLT6ot00+bKCKTiWc+qT0sNhgY2C0myRKvu1qXCd8vnj8GRrllRrSNgpb9o6mkZmpQes5S5dx5+SnMNwllgfnfbdl9BDs2Nkc4M8JlgP/OWmcBjl68jLbVs8FyEPovyx30qdH3tAnUDjXl/JXkR+4Qd/W8ciyoKpYcS7lrSenKhio7XngnNDv66b1dWDO/MuLzpE+IWFDbykJJ30hd48mXj2FX6zKh1RzHSQcXup0FwvfwmT/hc8XlsGHHxmYcOj8MlgNePXwRW9Y2xLzm0tzIbKTk7O/+6z20rqyDb5IVnLW+qQD+8ZML0NU/Bt8UCyMDFJiNimt0IjIRfg25udLkKqW1mchqZs0oxNa7l6C9oxPrGqthNABNLgdmldlQXRzZ1uCr6+Zjx/4ziutPz7AHJ/pGhcCK3e9eiLvFIZEZyO3BpdaAJ146ij1tLYJuldLnSnaOnP3Oq2qLyYDt9y4VqsGqsePVEm0fR76/2JEb6/mbW8ByCHmW/Ph1D47LthkQB0SIKwgqBblLjemahgr0jHgjxpKXIwD47M63o9riRO4QT6tBOWIJ3JHSa7zv82TfqDAnqootsq03+kavtTNS+t5k7Mu0fG7ZyPu9V/CD17uweXU9XKU2cBzQ1T+Gnxw8jxGvn/YrhObIBklwHHcRwE0Mw6wCsAAAA+C3HMftTdXNEQShnp5hD7r6Q3s1PfFX83Ds4mV4/AHJhV6un/zVSekIZT4aMzyTOBw6DCMyHan5tHl1PWbPKBR6NsZCuLEv1/7A6w9Izp9v37FI6Dcqfr94LsoZ7pSRmn3IZRJdnQzIZpiYjExURwkvo1MBDk++clTIqhZXEgo/tFGr72kTqB1K5fzVPEu5wKkFVcWKFWuk6Bn24MORqyGvDYz6cM8NLrR3nAy5v8FxH64vp7Em4kdJ9vlDif5RH2zmPLR3dErqGyX9uayuDEBQrykFFyo5lsPnUPudjSHtsYjcQE7OWC6YzfbQyjoMef3IMxjAchz+690PhDX3f6dQZmhtJnIVvpXhZCAYTCzW5RwXGZz+1K+PY9PNdfjB66eFa4htL5bl8P6Ho8LvjAzw0Mo6/Nv+btX2GZGZSO3B47XVlT53Y60zIrDnBncpXE4rVlzvRKXdguO9Y0KwvJY+OKW1otZZQL6/OJAaa4fNjD/1XMYTLx2VfJb8Hi5cBm6qLZXc5ysd6kqNaXtHp6ROFI9lovtQIvvQSiYSOUcQ+7LmVhRhwXVFcDsL8MRLR2Vbb+xpa8GyurK0nV/QXFJmyDOBhz9yPYqsZnT2jQrJB59bUYsf//Ec7VcIzVGqJAEA4DhuH4B9KbgXgiASYGjcj6uTgZCSkB5/AHfveFN1+TZx5LtUhDKfWRetZDA53IhMp390QigVz2f7XZ0MYGBsIqREoRqkjG659gcVdots5knryjps23s65P1qy3dTRmp2Ea2cu9TvKuwWxWoAUu07+BLgfJWKRdUlEbIv52CpLrHAKwrQo02gdiRazj+WrLdoa/fQuB8efyAioOx60furii24q7kGXn8A3YPjFKRFxI2c7FfaLYo6DLimb9TMn2jBhXJzZVfrsojXt+w+gkXVxRmt5yhDNHaqii1CNSYgmFE+4vXDwAD3LXfDOxmqN8Xy+g+7j2BhimSG1mYiV5DSYz0jXuEwELimy3/ywI2S80KqpD2/dvQMe9Az7I2whx5Y4Y6rxSGR2cRrqyt9ThzYs/W1k1jXWI13zg8DKMXyOid6RrxJ88EprRWAcsVLQhrxWPP+JlepFeeHPEJyTPizVAruWrugMqbnLTWm6xqrJXWieCy1aCtHZBdayUS81Zjkghw+2Xgdlswswan+MUVbN13nFzSXlCm15aP3ygS+KBrXx9fOg3cygC+srscHl6/KtqsmiHiIGiRBEIT+YVkOH4oyzAvNRvzd/5iLoxeu4MGWOqFUutRCL3V4KpVlymcSqynTr9bhRk5XQq94/FOSpdl27O9WFVUslm2pjFal9gdvnR2SnD9zKooiyii6HDbJct+pgOZv+ojWQoX/3ZzyQrSuvB4cgDHfFKamWOTlGSKuJ9e+g8+Y47Ospca3f9QHh82M9U01YBjAajKg0JyHDWEBevOrimgTqBFatNBRm/XmsJkxODYhO899UwEhoAy41lrjhxubYTEZ4LCZcd9yN57e2wWHzYy7mmswp7wIDVV2zCqTr2ZCOoXgEctFeZFFsodsgI100It1GHBN3yj1Dw9fT+UCy+TsXN6hHf660oGz3uWeqsNFEm3MWJbD8d6xiMPS+oqgDPj8LP7+F4cV11w1VfvOXvLg/LAHBeY8VNjzYw7iBchBS2QPUvMSgGyVtO33LoXdYgo5jOF1uNc/pbqkPf894gB74Jo9tGPjX8Td4pDIXOK11cWfE9vNHBeU8Z4RL7a+dhIbml0hpePb72zEdSWWpAS9sSwHm9ko24ZRi2A7vdtCyUBcFSJ8PMWBk+HP8sJlL84MjifU1kduTI0GhARtMNNDID6I1LqVK5H5aCETLMvhTz2XJQOIxRWbpPSEXJDDHj64iIFk4DJv64p1mFj2B8cnkqqLaC4p45sKVvFy2Mz4zE0uuJw2OAuCAWT9oz68evgi6ssL0cRyWb9eEKmBgiQIIgvoGfbgwog3otUGABgY4Gvr5uNf/3AaRy6OqtqsiDPogoe8RkwGWKxdWKnKSFDjcCOnK6Fn3KUFsJgMsqXZlDah0bLy+evItT+Qmz8NlfaQ97sckf1y5eaQ1o4Hmr/phc8i2dW6DL1XfKgqtmJBlV149msXVGLBF1rw1tkR4SDGYjLgm7cvxO2LqyMCJeScW7xjROnApKrYIhyCiw+DwjNgfvNoC20CNSJZLXTCdQ8/tvc/97bsPGdZDpturhNkhXeyTQZY7GlrweDYBO5/7m04bGbJXqDiXsakU4hw5ORC3ENWKbjQaLhWyYQ/ZAAQMX9iWU8BeTu3qji2A+dMkHuqDheKmjGTemZP7+3Cbx5twayyAuw90a96zZU7+A2/Bz4IY9Xc2Np0kIOWyAbk5qU5jwkJquP3YwDQ1T8eYrvyvxvx+uEqlZ4XK+qcsq3rPP6pkKBhIGgTBch5n5PEa6vzn5u/uUWy7cKMIjPWNVZH+Ce27D6CXa3LhABlXg6NDFBpjz/oTc6vEd6GMZFgu0ywhZIBP9bVJRYhuQCIDJwMtwnCD5IfXzsPYxNTONU/BgBR5UxpTG9wl8LttEYEbYgPIqmVKxGOFjJxbsgj6Dvg2jxoXVmH8iKLop6I1o6RD1zmA8/+bs0cVBUH93/AtX1duL/i2QPqEuTiheaSMl7/FOaUF+JvPjobZwbHYTIY8MRL14Jdv/ixOdj62smMr9hI6AcKkiCILCA8c8FhM8PjD2D7dDaSxWTAt+5YiIHRiajlrsOdcTfNcsa8SKtxuJHTldAzs8qCMnyib1R1ZgQ/d84NeXCybzTkkFgqo1Wu/YHc/OGzrvn3dw+Oq5pDah0PsQRS0PxNLyzL4Q9dAzhy4QpYDujsHcXguE84HDEYGFz2TuJrrxwLGaMnXz6G+vJCLJ7pCLme3IEf32JJ6cAkwEIyc04s775JFoPjPslNIIC0VUPJZLRsoSOe+z/c2CxkWt7VXBMxtuJ5zrIcPP4AjAaA5a713/7RH8/CPZ2FzzstogWckU4hpFDKDFpWVya8TyrA567mGjRWF6PJ5cDXf3UsJHt4lrNQaL0RT6sZuXV6QVVxTAfOmSD31I4hFDVjJvfMRrwTYIYAI8Ng8+rZePHQBSF4NnzNdTlsODMwjs7eUXQNjOHFQ8GsN74yk1QQRuvKOtSVxbYukIOWyAbk5mXryrqQrGjfVABP3NqACyPeCPuGP4yZVxmsdOUutUUEI+flGWRtr1nOAsmgYQo4yl6i7Z3jtdUNBgYsh4gDQ76tF5/tL8Y3ycLrD2D7vUsjAoDmVtrjqjQEyFcbFLdhrHUWYPu9S4V9qZEBFtUUq5b9TLCFkoXBwMDrD0gGWBVZgpUexJVEwg+SHTYzvJOhft9oh7pKY7qgqhhP3bZIqHbK/z68dRy1ciXCUSMTSjpTrppDs9sBl8OmqCeUkjT5zyklbPD7uhN9ozEnyKXiueUqs5wFuP//q0Vn3yhYDvhg2IMnb52Pzr4x+AMsfv72eaxrrM7ZPSmhPRQkQaimeqYLH174IK7PXlczExc/6NH4jggevjUAz/qmmoigiQFRIIXbacVTty2CyciEGCdaRXGrcbiR05XQM9ci+61CpD6PVGYEy3LYd7I/xDnw0Mo6/Nv+biFQgu9jG+3QRK3DWu0cUuN4iHXuZ9v8zbQSnz3DHnT1j0eU8p49oxC1ZcHnL1f2ve+KD4tnhl5P6sCv/c5GVJdYcGdTteLzGBhTrkIBhPbSFW8CczVzSE9IjQE/9qO+UNuCd1jwmUpGA3D2kidCDr+7vhGzyoL6jXdaMIy0Q5fXGdmmUwhtUCsX4eWpww+qwrOHw9t1zCgyxyR/Sut0LAfO0TKf9LAuUTuGUNTIpNQzczutuHjZh8/ufDtEX/70YDBzXbzmSlU24WX4sRffw08euFHyHlgOcelMOQdtptlGRO4iNy9ZDhGtEy0mA766br4QzC5+/9KZJfjInHIAiKm6EBAMFpUKGl4zv1L130FzLnNI9h5GTqa9/gBuELV94eETMDgOgo3DfyaRQz65+whvw+if4kL2A1vvXhLyGbWHo+LvyJU9gFRVxif+ah6KLCY8LlFJRMnvq2a8lcY0L88Ak5GR/P2wZ0L4POknIlai6Uy5ag5q9mo31jplg9T5aoPREjbWLqiM0Kvi70iGLqI1Pzoe3xQAwGw0YKazAN/cc1xIfGhbVY88A3J2T0poDwVJEKr58MIH2PDvf4zrs7v+5wqN74YQw7cG4Bd0/jCCP9BwOaz48MpVOGxmAMCGZpcQHSw2TrSM4o4WEUlOV0LvGAwMFlWrywqVO7S+b7kb7R0nYTEZsHpeOVZc71Q8NAk3lG+sla/konYOqXE8xDr3s2n+ZuJBvVzf4yaXQwiSqCq2So5RZXHkGEkd7LkcNvSMeNE/GnQgy8msnCzwb1UKCsrlzCG9IDUGW3YfwZ62FpQW5Atjyx8y7DoUDHg93juKJpcDezv7IuTwJw/cKMgKf3h9sm9UUWdkk04htCFaD2wxYh3Gt3gJz5DbdHOwd7OUM5kvUR2L/MnZubFkBMnJfaXdopt1idoxhKJGV0k9s++ub8TB7qGQHuK8vpxRlB+yxkpVChNXJPP6p2TXXa10ZibaRkTuomSLSh2MPPXr42hdWYdte0+HvN/N9ze/NI4TfaMh8zWafSoXNDw47sP15dHXA5pzmUWy9zByMl1hD+7R2u9sxJbdR2QPBMUkcshXYbfA7bRiXWO1EAD/6uGLIWtNtGeh9nA0V/cAUlUZL3n8+PZvT0S1V6MFoUsR7XmrDfTcevcSrGmoEPwFdMhLKBFNT0Sr5qC0V1MKUlebsMFXxZH7DmpfnHqGPX54/AHBx+52WrFlbQNOD4zDH2Cx61APvru+MWf3pIT2GKK/hSAIvcO3BrCYglPayAQN2Y3L3Nj5Rje2/PIo/n1/NzYuc+O+5W5Jo4Nf8OUMB63hjSD+nnPd6UroE97g3tPWghdab8KethZJw1Xu0LrGYRNke1F1CZbVlQlGeDi8oXzrtgP49A/fwq3bDqDj/T6wLCd5b2rnEL8xEBPueIh17mfT/JXbsJ0b8qT5zuQJrx4E8NlFU8K/F1TZ8c3bF4aM0TdvX4gFVcWS1+QP9pbVlaHWWYDfdfarkkU5WVi/tFpxzgCxyx2hPdEy2fmxXd9Ug12HerCh2YWdb3Rj297TeOhn7+KOppmoEgXehMshr0PvWFqNb9+xSFZnZJNOIRKHXw837HgT2/aexrMHgjas22mVlQteh7EcJynTDCPvTPb6A2mRPzm5D7DQzbqk1g7KFdToqvBn1rG5Bb1XfNixvxvb912TZ4fNDA5chF0op5cZJvh9rtLIe9i8uh6NMZQ3j0Ym2kZE7iI3LxtrimVbE8ypKJKcxyzL4U89lyXnq5J9qma/pQTNucwi2XsYpbUmL8+ATzReJ7kuJyqH4bgcNjy6qh4737g2Hx5dVQ+Xwya8J9qziCbbub4HkAqwYjl19qpx2i4QE228oz1vqd8/ddsiISiHv5f2jk785livat8VkdtE0xO87bxkZklcezWxL0tsV/PyrGauyM0Nl8MWk59WDbTmR8c3FRB87FXFFmxoduGxF9/D1tdO4dkD3djQ7EKekcnZPSmhPVRJgiB0jDha0WbOgz8QgLMgPyJqMTxysqLIgiaXA//zZ+9GZCF971OLZY2TVEZxUw9cItPgFGxguUNrs9GAPW0tqmQ7lowUXjc4bCbsal2OyUAApRK6AVCXBRrr3M+m+ZuJJT7DqwcB1w5OePLyDLh9cTXqywvRd8WHymILFlQVIy8venysuHcj3w/yZN8oFlxXhAAbWWZTThb4qhZy5HrmUKpQynxQymQX65ghT9CBIZWNyWc3858VyyEAQRZcpQVYMrNEUmdkk04hEkdND2w55GSa44A8AyR/V1VsQXmRBf/ymSYU5Oehoig/7v7dsSAn91pngmpxn3yW17khD946O5SzGYNqdZW4okj34HhEb/lt+7rQurIOlXYLugfHQ/SzUlb81ruXYFZZAWaVFWDuoy3oGfbAZs5DhV1bmdXSNqJywkQ0EpURuXkJADMKLRGtE91OK2aWWCV1vtJ8VXPwGG/VnUzcj+QyydjDhM+DNQ0V2COz1shVrZKSw+33LgXHAQfPXIp5fvWMePHky8dC5sOTLx9Dk8uh2GJK/CyiyXY27wHU6Dap58cf6EpVErlpllN4VpV2C+ZW2mPSO3IVJJVkT2oM1zVWRwROUEVIQo6qYotQHRAIVmga8fpDdKZSNYdw2VerJ3h5n19VBLezQFjfw4MjefmfW1GEjs0t6Bu99h3JqBxEa350JiZZIUDia+vmY9Q3ie99ajH+f/bePT6O6r77/5zVxau7ZVmWFMuSLCzju40RxFBEEyuhDnHL/RIacql53PQJyImbhoaGpC0JfZyLUxzSJyGhKZBfi00cIAHqXOykwIOBCDA2xjY2siRkZMmWbV291mXO7w9p1nuZ2Z3dndmZ2fm8Xy+9bK12Z8+c8/l+z/ecOed7jp0ZwSMvdQTnBggxCy6SIMShaKVfalndgK2tnbh7zcKoXVyRA6XjuucYaqdoVQOAdKbUTSQlMSF2YDQNmt5D63mzjOvbaKCsV6aVNTM0BwlGJh6Ssf1MsV83PqhXswdFttfcmeHtlZ3tw/I5pVg+J7Hr9wwEos6DrC3Lw+zSfHzt6bc0bSEZLTCNu/XE82F6k6lvdw+GvbbphmUo8Wdp+qisqXU3ejpUiaeTTPEpJHWMnoGthZamN92wDLOn+zGzcFrUZLKW3jffvCJqsY9VaOneif0S08KeJ1FfpafnJbNLNLV31cKKKA3ff91SrKyZHrYQ4oJZhYbS+CeDWRqkbkg8zNKInl1GHp1YW5aHu1Y34JYfv6zp8/XsdX5FUcIPHhN50OtEv0/0MXsME8sOEomLI3VYWezH292D+Pj3X0jKvozMT8SrCyPazsQxgFHfplV/S6v1j3yNrKuaGQVJPThWr2FUe1ELOXSy9PAhL4lEUSTe7h6MOpq4oaIwymfG8ifJ+olYGzYAxLVTKxY0sM+PT21ZAWrL8nDbpbX4Ykj7bGhuwOeurMcPn2/DyOiE3cUkGQQXSRDiUPR20a27ot7QqkW9Trd+ZoHuGYaZvIqbkGQwumrY6EPrWBgNlJNZyWzk4aRXbd+ND+qtbq+KYj9uagw/w3ntstnBBRKAOSvovay7dBHPX2i1gZQITqaqn7l7+1789DOXaPqo5gWzcPkFZWw/YhqpTBzF8yuRk8laerd7J5wT+yWrz1/PZHTPli+cFnxQC5yvUzV1up19o1kapG5IPKzWSGSfkJeThVseirY79fv07HVhZXFCDx4TxYl+n+hj9hjGTDuIzGSUynWNLnCIVRde1bbRNo2VCceIvlJdYGKknFpteEntDD7kJYbQ0tgDOw/j2buaNDOxWRUDa9mKER9pxYIGr/rFRJg7swD3XbMU6x9rjdLO+ivrcVNjNSqK6W+IeXCRBCEOJdZ5tEZWLep1uhfXzsDFmNxVkUjqPkK8iNFVw2YE80YDZatSs3nV9t36oN7K9qorK8D8WUVhOlP7nlCoO+djxF9EtsHud09qfgaA5iLLeMcfEJIoqU4cxfIrRvVu5044J/ZLTAubPHp6HhmbiFmndvaNZmmQuiHxSIdGQv1+PJ+vZ6+JLHxPtoxO8/skNmaOYayyg1SvazQeixd3eVHbidS9Xv2lIw4wOlbUOqKDD3mJEfQ0dmIooJkRLZ3zQ2Zky0kGr/rFRPD5BHKyhGb7KBJYUBk7wxchicJFEoQ4lFhnKhtZtRiv0+VDKULik8iq4VSDeaOBMlOzmQ8f1Ifj8wksrCrW1Bl15y6S8Re6u56nzgLVW2RJiFmkc+LIqX2q0/olp9aTG9DTc3vfsKPr1AwNUjckHunWSLzvs/PBhdP8PkkfVtlBqtc1yx68qG239H9Gy6nVhnzIS4zgZFswI1tOsnjRLyaKXvv4BAxl+CIkEXx2F4AQoo26WtGfM2mm/hwfWlY34Jm9xwyvWlQ73VX1M4NptQkhxtGyQytXyBux2XSXiXgT9QgZVWe/evMYvnHtEurOZSTjL2J9hnEFSRfp0hr7VGOwnlJDS89eqFMv3CNJjXRrxMj3MdYh6cYqOzDjurSH5HBL/5dKOakNYgQn24LRslHr9qDVPhuaG7CsusTyDF/EewgppT1fLEQWgFYAx6SUa4UQMwBsBVAHoB3AzVLK01Pv/QqAdQAmALRIKX8d7/qNjY2ytbXVotInjxACt/zopaQ+u/WvL0/6s+rnU2nvVMtul9YsxrSeUUuziiLR3jeMnoEA8nOzMDahYEbBNK7QJalgqWYzEdUOnbRC3ollshBTb8wrujWDSJ3VlOaj8/SIV3SXKo7xtcn4C4/5GDKJYzSbbqh3YziwnlyvWQfWqel44R4TxPW6NZt0a4SaTBhqNg1YpUuP6t0RmnVL3bulnBlORs95OVljTi6bC7Dc1yqKxNGTw+g8NYz83GxUFE9DzQy2EUkaXeHYedzGBgAHABRP/f73AHZKKf+PEOLvp36/WwixCMCtABYD+ACA3wkh5kspJ+wotKvxZUMIOhE3YTT9UvhiimyMTkygjIspCDEFs9OghdprRbE/uEo58rVYtsvUbN5FSz9mTqBFXjdSZ9Sd+whtR6P6ScbHWKVNQqxG3dUPTJ5NCyAp/Wa6DTD2iE0y7W+W9pwMdUPikcycRyo+ljEOcSJ6ukxVe271wZlgc+moe7We+obPITfLh5HRiYTry60aIe4hnRpL1HdolS0T/E8mELqAZUbBNIxOTEDJyP3XxAnYskhCCFEN4OMAvglg49TL1wD40NT/HwHwBwB3T73+uJTyHICjQogjAC4FsDuNRc4MlPGUM1EQ56EoEjv2H8fGbXsQGFOCx3Jsbe3E3WsWYs3iSnbmhDgELXt98LaLMDouw17bfPMK2i6JQks/ZmjFqusSZ2FlO1NDxM2YoV/agLdJtv2pG0KMYaet0E6JXXhVe16970RR62nTjgO4pbEGW3YdZn0RT8MxXebAZ10k3fhs+t5/BfBlAErIaxVSym4AmPp31tTrswG8F/K+rqnXCCGY3H2udhoAEBhTsGXXYaxdNhsbt+1Be9+wzSUkhKho2everv6o12i7RAst/ZihFauuS5yFle1MDRE3Y4Z+aQPeJtn2p24IMYadtkI7JXbhVe159b4TRa2ntctmBxdIAKwv4l04pssc+KyLpJu0L5IQQqwF0CulfM3oRzRe00yuIoRYL4RoFUK0njhxIukyEpIuzNBsz0Ag2GmoBMYUCDH5b+9gwIyiEgKAfjZVtOxVkdC0YdqueWSKbvX8fapaseq6JHms0KyV7UwNETf7WTP0SxtwH2ZqNtn2p25IorjZ16aCnbZCO00Nr2rWDLyqPbvv2y2aVetJnfsNxQs6IeG4RbdWwjGdu4ilWT7rIunGjkwSfwLgL4QQ7QAeB7BaCPEzAD1CiCoAmPq3d+r9XQDmhHy+GsD7WheWUj4kpWyUUjaWl5dbVX5CTMMMzVYU++HPCTdlf44PUk7+O6vIb0ZRCQFAP5sqWvaaJaBpw7Rd88gU3er5+1S1YtV1SfJYoVkr25kaIm72s2bolzbgPszUbLLtT92QRHGzr00FO22FdpoaXtWsGXhVe3bft1s0G1pPXtQJCccturUSjuncRSzN8lkXSTdpXyQhpfyKlLJaSlkH4FYAu6SUnwTwSwCfnnrbpwE8PfX/XwK4VQgxTQgxF0ADgFfTXGxCbEVRJNpODGH3uyfRdmIIinI+mUpdWQE237wiLDhuWd2AZ/Yew+abV6CurMCuYhPieSJtt6Y0P8pel1aXRL1G2yVaaPl7M7Ri1XVjEatfI9aQSDsn2j52aIh4B6v9hRn6pQ14m2Tb3wrdsH8lmYgZtpKsbdC/E7vINO0ZtUGv3neiqPX0qzePoWV1Q8bUFyF29teZ5n/cSmg7VJX40dI8D/ddswRF07Lw4G0XsT2I6WTbXYAQ/g+AbUKIdQA6AdwEAFLK/UKIbQDeBjAO4PNSygn7iklIelEUiR37jwfPYlI76DWLK+HzCfh8AmsWV2JBSxN6BgLIz83C2ISCNUsqUVdWAJ9P68QaQojV6NnuVQsr8FxLE3oHA5hV5A8GdwsiXqPtkkhC/b2ZWrHqunrE69eINRht52TaJ90aIt4hHf7CDP3SBrxNsu1vtm7Yv5JMJVVbScU26N+JXWSS9hKxQa/ed6IE66myCKeGz2Hr+lUYGZ1ARbF764sQu/vrTPI/bkZth0UbmvB65xnc8+S+MD0QYja2LpKQUv4BwB+m/t8HoFnnfd8E8M20FYwQB9HeNxwMDoDJs5c2btuDBS1NqC8vBDDZedSXFwZ/J4TYj57tPjdlu5H2ShsmRrDK36ezHzHSrxFrMNLOybYPYxFiBenyF2bolzbgbZJtfzN1w/6VZDKp2EqqtkH/TuwiU7SXqA169b4TJVPqiRAVJ/TXtCtn4PMJKBLBBRIAxzbEOtJ+3AYhJDF6BgLBzkAlMKagdzBgU4kIIUag7RKiDW3D2bB9iJOgHgkxDu2FEG1oG4TYi1dt0Kv3TUiy0GZIKNQDSRdcJEGIw6ko9gfPwlLx5/gwq8hvU4kIIUag7RKiDW3D2bB9iJOgHgkxDu2FEG1oG4TYi1dt0Kv3TUiy0GZIKNQDSRdcJEGIw6krK8Dmm1cEOwX1/KW6sgKbS0YIiQVtlxBtaBvOhu1DnAT1SIhxaC+EaEPbIMRevGqDXr1vQpKFNkNCoR5Iusi2uwDEI/iyIYRI+uMfqJ6DY+91mlgg9+DzCaxZXIkFLU3oHQxgVpEfdWUF8PmSr09CiPXQdgnRhrbhbNg+xElQj4QYh/ZCiDa0DULsxas26NX7JiRZaDMkFOqBpAsukiDpQRnHLT96KemPb/3ry00sjPvw+QTqywtRX15od1EIIQlA2yVEG9qGs2H7ECdBPRJiHNoLIdrQNgixF6/aoFfvm5Bkoc2QUKgHkg543EaCzJ5TAyFE0j+EEEIIIYQQQgghhBBCCCGEEEIIsQdmkkiQ97veY0YEQgghhBBCCCGEEEIIIYQQQgghxIUwkwQhhBBCCCGEEEIIIYQQQgghhBBCPAEXSRBCCCGEEEIIIYQQQgghhBBCCCHEE3CRBCGEEEIIIYQQQgghhBBCCCGEEEI8ARdJEEIIIYQQQgghhBBCCCGEEEIIIcQTZNtdAEJI6iiKRHvfMHoGAqgo9qOurAA+n7C7WIS4GtoVIcagrXgHtjUhsaGNkHRAnRE9qA1CSCZDH5c4rDPiNaj5zILtSdIBF0kQ4nIURWLH/uPYuG0PAmMK/Dk+bL55BdYsrmSnQUiS0K4IMQZtxTuwrQmJDW2EpAPqjOhBbRBCMhn6uMRhnRGvQc1nFmxPki543AZxB75sCCGS+snO9Sf9WSEEZs+psfvuY9LeNxzsLAAgMKZg47Y9aO8btrlkhLgX2hUhxqCteAe2NSGxoY2QdECdET2oDUJIJkMflzisM+I1qPnMgu1J0gUzSRB3oIzjlh+9lNRHt/715Ul/Vv28k+kZCAQ7C5XAmILewQDqywttKhUh7oZ2RYgxaCvegW1NSGxoIyQdUGdED2qDEJLJ0MclDuuMeA1qPrNge5J0wUwShLicimI//DnhpuzP8WFWkd+mEhHifmhXhBiDtuId2NaExIY2QtIBdUb0oDYIIZkMfVzisM6I16DmMwu2J0kXXCRBiMupKyvA5ptXBDsN9XymurICm0tGiHuhXRFiDNqKd2BbExIb2ghJB9QZ0YPaIIRkMvRxicM6I16Dms8s2J4kXXjyuI3Zc2rwftd7dheDEFPw+QTWLK7EgpYm9A4GMKvIj7qyAvh8wu6iEeJaaFeEGIO24h3Y1oTEhjZC0gF1RvSgNgghmQx9XOKwzojXoOYzC7YnSReeXCTxftd7uOVHLyX12a1/fbnJpSEkdXw+gfryQp7HRIiJ0K4IMQZtxTuwrQmJDW2EpAPqjOhBbRBCMhn6uMRhnRGvQc1nFmxPkg543AYhhBBCCCGEEEIIIYQQQgghhBBCPAEXSRBCCCGEEEIIIYQQQgghhBBCCCHEEwgppd1lsAQhxAkAHWn4qpkATqbhe5LF6eUDnF/GWOU7KaVcY8aXJKlZO+uO3+3O77Zbs8nidD8RD5Y/eUzTLJCSbp3Uhk4qC8DyaOFGX2t3vdn9/U4oQ0b42hQ1a3cbOKUMgDPK4eQyOEWzZuCEeo4Fy5caoeVzs26dXs9WwHtOj2YzrZ4z7X4Ad92Tm/2silPq2wnl8EIZrJ7zckIdpoKby+/msgPOeCbm9joMhfdiL7qazdhFEulCCNEqpWy0uxx6OL18gPPL6OTy2Vk2fre3vttu3H7vLL/7cVIdOKksAMuTKdhdb3Z/vxPKYPf3OwEn1IETyuCUcrAM6cHp98jypYbTy2eUTLmPROA9Z+53Wkmm3Q+QmffkZJxS304oB8uQOiy/fbi57IAzyu+EMpgF78W58LgNQgghhBBCCCGEEEIIIYQQQgghhHgCLpIghBBCCCGEEEIIIYQQQgghhBBCiCfgIonUecjuAsTB6eUDnF9GJ5fPzrLxu7313Xbj9ntn+d2Pk+rASWUBWJ5Mwe56s/v7AfvLYPf3OwEn1IETygA4oxwsQ3pw+j2yfKnh9PIZJVPuIxF4z5n7nVaSafcDZOY9ORmn1LcTysEypA7Lbx9uLjvgjPI7oQxmwXtxKEJKaXcZCCGEEEIIIYQQQgghhBBCCCGEEEIsh5kkCCGEEEIIIYQQQgghhBBCCCGEEOIJuEiCEEIIIYQQQgghhBBCCCGEEEIIIZ6AiyQIIYQQQgghhBBCCCGEEEIIIYQQ4gm4SIIQQgghhBBCCCGEEEIIIYQQQgghnoCLJAghhBBCCCGEEEIIIYQQQgghhBDiCbhIghBCCCGEEEIIIYQQQgghhBBCCCGegIskCCGEEEIIIYQQQgghhBBCCCGEEOIJuEiCEEIIIYQQQgghhBBCCCGEEEIIIZ6AiyQIIYQQQgghhBBCCCGEEEIIIYQQ4gm4SIIQQgghhBBCCCGEEEIIIYQQQgghnoCLJAghhBBCCCGEEEIIIYQQQgghhBDiCbhIghBCCCGEEEIIIYQQQgghhBBCCCGegIskCCGEEEIIIYQQQgghhBBCCCGEEOIJuEiCEEIIIYQQQgghhBBCCCGEEEIIIZ4gYxdJrFmzRgLgD3+s/jENapY/afoxDWqWP2n6MRXqlj9p+jENapY/afoxDWqWP2n6MQ1qlj9p/DEN6pY/afoxDWqWP2n6MQ1qlj9p+jEV6pY/afoxDWqWP2n60SVjF0mcPHnS7iIQkhDULHEb1CxxI9QtcRvULHEb1CxxG9QscSPULXEb1CxxG9QscSPULXEb1Cyxm4xdJEEIIYQQQgghhBBCCCGEEEIIIYQQEgoXSRBCCCGEEEIIIYQQQgghhBBCCCHEE2TbXQBC0omiSLT3DaNnIICKYj/qygrg8wm7i0UIIZ6EPpmkG2qOOB1qlLgJ6tVZsD0IIZnqBzL1vggh2tDmiRuhbtMD65mYDRdJEM+gKBI79h/Hxm17EBhT4M/xYfPNK7BmcSUdKSGEpBn6ZJJuqDnidKhR4iaoV2fB9iCEZKofyNT7IoRoQ5snboS6TQ+sZ2IFPG6DeIb2vuGgAwWAwJiCjdv2oL1v2OaSEUKI96BPJumGmiNOhxolboJ6dRZsD0JIpvqBTL0vQog2tHniRqjb9MB6JlbARRLEM/QMBIIOVCUwpqB3MBD2mqJItJ0Ywu53T6LtxBAURaazmIQQAiDzfZFRn0yIWaSquUy3SWI/VvlFapdYgZ5eewYC1JsNpCOuoi8hxNkk6gfcYtN699XRN+z4shNCEscpc0Vu8ZHEGditW6/o1e56JsnjZI3yuA3iGSqK/fDn+MIcqT/Hh1lF/uDvTNlDCHECXvBFRnwyIWaSiua8YJPEfqzwi9QusQo9vY5NSFy95QXqLc1YHVfRlxDifBLxA26yab37euO9M9iy84ijy04ISRwnzBW5yUcSZ2Cnbr2kVyf4B5I4TtcoM0kQz1BXVoDNN6+AP2dS9qox1pUVBN/DlD2EECfgBV9kxCcTYiapaM4LNknsxwq/SO0Sq9DS66YbluHep/dRbzZgdVxFX0KI80nED7jJprXua0NzA55o7QLg7LITQhLHCXNFbvKRxBnYqVsv6dUJ/oEkjtM1ykwSxDP4fAJrFldiQUsTegcDmFXkR11ZQdhqpVgpe+rLC9NdZEKIR/GCLzLikwkxk1Q05wWbJPZjhV+kdolVaOm1b/gcOvrOhr2PeksPVsdV9CWEOJ9E/ICbbDryvgQEvrB1D7r7z6fWdmrZCSGJ44S5Ijf5SOIM7NStl/TqBP9AEsfpGuUiCeIpfD6B+vJCXeNjyh5CiBPwii+K55MJMZtkNecVmyT2Y7ZfpHaJlWjplXqzDyvjKvoSQtyBUT/gNpsOva+2E0M4PTIa9ncnl50Qkjh2zxW5zUcSZ2CXbr2mV7v9A0kcp2uUx20QEgJT9hBCnAB9ESHOgjZJ3Aq1S9IJ9Za5sG0JySzcbNNuLjshxB3QzxA3Qb0Sp+N0jaY9k4QQYg6ARwFUAlAAPCSlfEAIMQPAVgB1ANoB3CylPD31ma8AWAdgAkCLlPLX6S438QZM2UMIcQL0RYQ4C9okcSvULkkn1FvmwrYlJLNws027ueyEEHdAP0PcBPVKnI7TNWrHcRvjAP5WSvm6EKIIwGtCiN8C+AyAnVLK/yOE+HsAfw/gbiHEIgC3AlgM4AMAfieEmC+lnLCh7MQDqCl76soK0N43jFeO9qGi2FmGSwjJXBRFor1vGD0DAVQU+3FpXRl9DyEOQkq7S0C8TGQfYSQ+ZTpKkk7i6S0ZDXsVp9UVfQkhmYmdsW2yfo7+iBBiNXw+QJyIXr/JfpE4HSs1muq4Oe2LJKSU3QC6p/4/KIQ4AGA2gGsAfGjqbY8A+AOAu6def1xKeQ7AUSHEEQCXAtid3pKTZHHa5I4RFEVix/7j2LhtDwJjSjAFzJrFlY4vOyHEfYT6yfEJia8+vQ8dfWfpewgxiVRjEcYFxA4idVtTmo/fHOihDl2KG8dEZkNfapxYdQXA81oixO3Y3Sc4wR/bXQa724AQ4nw7tNtPEXeQLh1Tj+nD6b6JnMcMu7Ajk0QQIUQdgIsAvAKgYmoBBaSU3UKIWVNvmw3g5ZCPdU29RmwiESfhVufd3jccLDMABMYUbNy2BwtamrgijxCSEkYeerWsbsBjL3eguz9A30NIEoTa2awiP472DeHO/3wj6ViEcQFJN4oisetQD/Z29UORQJYAFlYVY9OOA9ShiXBCK73Ql54nnvb06mrRhia83T3oeS0R4ma0+oQHb7sIc8sK0TuYnsl4J/hjO8vg1X6ZD32IkzBqh3bq1gm+kjibUB2X5ufipsZqzJ9VhIVVxZg701ytUo/6mOknvBojuBUz7MJnZQFjIYQoBLAdwBeklAOx3qrxmmYyOCHEeiFEqxCi9cSJE2YUk0SgOomrt7yAT/z4FVy95QXs2H8ciqKdn09PpO19w+ksdsL0DASCZVYJjCnoHQyY+j3ULHEb1GxqaPnQZ9/qjnrotWXXYVy/sjr4u9m+x2tQt94i0s4+/v0XcLhnCKX5uQCSi0XSFReoULOk89QwDvcM4aHn2/DgriP40fNtOHpyGLdeUhP2Pqf0EW7UbKLjmlRw65jIbNLtS2Nhp2aNaE+vrnoGzlFLHsaNvpZEE9knlObn4nDPED7+fev7IxUnzHnZ2Sd4sV9OZ9zjZuhn04cRO7Rbt06KXWNB3dqHquPS/FzcvqoWDz3fhjv/6w18/Pvma9UtejSCmZo12094MUZwM2bYhS2LJIQQOZhcIPH/SSl/MfVyjxCiaurvVQB6p17vAjAn5OPVAN7Xuq6U8iEpZaOUsrG8vNyawnucRJ2EW513RbEf/pxw8/Dn+DCryG/q91CzxG1Qs6mh5UPv3r4Xa5eFJ0gKjCkQU0sErfA9XoO69RZadvbAzvMLj9TXEolF0hUXqFCzpGfgHB7YeThKx3NK88Pe55Q+wo2aTefkh1vHRGaTbl8aCzs1a0R7enU1PDpOLXkYN/paEk1kn3D9yuqoPt/qyXgnzHnZ2Sd4sV/mQx9j0M+mDyN2aLdunRS7xoK6tQ9Vx9evrMaWXdb25W7RoxHM1KzZfsKLMYKbMcMu0r5IQgghADwM4ICUcnPIn34J4NNT//80gKdDXr9VCDFNCDEXQAOAV9NVXhJOok7Crc67rqwAm29eESy7mlanrqzA5pIRQtyMng/NiuiN/Tk+SEnfQ0gy6NmZCMlNlmgswriApBu9B6FZPkEdmkQ6Jz/cOiYyG/rSSYxoT6+uamcUUEuEuJzIPkEIpH0y3gn+2M4yeLFf5kMf4jSM2KHdunWCryTORtVxOvpy6lEbs/2EF2MEN2OGXWRbVbgY/AmA2wHsE0LsmXrtHgD/B8A2IcQ6AJ0AbgIAKeV+IcQ2AG8DGAfweSnlRNpLTQCcdxKhjieWk1BFGnmGj9Odt88nsGZxJRa0NKF3cPI8c57VRwhJFT0f2lg7I/i6P8eHTTcsw+zpftywcjZ9DyEJomdnvpDsLInGIowLSLpRH4RG6rhhViGeow5NIdFxTSq4dUxkNvSlkxjRnl5dAaCWCHE5kX1ClkDa+iMVJ/hjO8vgxX45nXEPIUYwYod269YJvpI4G1XHh44PWK5V6lEbs/2EF2MEN2OGXQgpM/PsscbGRtna2mp3MTIO9YyfSCexZnGlrvAURaK9b9hS561+R89AABXFae0gTPsSapakCWo2Dej5JD0fetXCCnSeHmGQq42pFUHdZj56draoqgjHB1K3MYMxB30tSYlkYm71c0nGxJ7TbLJ1nMr3WT0myhQy3c+mqr1YWrJxXEyM4VrdEnMJtePKYj/e7h60tD9ye3xghW/zWr+c7rjHRhyhWWKMeHbodt2mO6YFqFs7UBSJzlPDeL3zDO55cp/tWk3TeMAxvtYKP5EpMQLHhmHo3jgXSZCEcZqTsDlgckyHQIhBqFmLieeTnOZDXQAHjCRhrLKzBGIO+lqSMonqOMWY2JOaZZ/sPLziZ63QntsfJHgEV+uWWIeV/ZHb4wP6NvPwSNxju2aJubhVt3bEtAB1aydO0Goa+0xH+Von1L3TYPwUhe5N+/T+QIgePp9AfXkhVtXPRH15oe1G1d43HDR2YPLMoY3b9qC9b9jWchFCvEk8n+Q0H0pIJmKVnTHmIOkkUR1Tn4nDPtl5eEXHVmjPK3VHSCZiZX/kdt/g9vI7CcY9xI24Vbf0Xd7DCVr1qu6cUPdOw6taSAYukiCup2cgEHbmEDBp9L2DAZtKRAjxMvRJhGQutG/iZKhPkglQx8nDuiOEaOF23+D28hNCvAl9F7ED6o6oUAvG4SIJ4noqiv3w54RL2Z/jw6wiv00lIoR4GfokQjIX2jdxMtQnyQSo4+Rh3RFCtHC7b3B7+Qkh3oS+i9gBdUdUqAXjcJEEcT11ZQXYfPOKoNGr5+vUlRXYXDJCiBehTyIkc6F9EydDfZJMgDpOHtYdIUQLt/sGt5efEOJN6LuIHVB3RIVaME623QUgJFV8PoE1iyuxoKUJvYMBzCryo66sgGcPEUJsgT6JkMyF9k2cDPVJMgHqOHlYd4QQLdzuG9xefkKIN6HvInZA3REVasE4XCRBMgKfT6C+vBD15YV2F4UQQuiTCMlgaN/EyVCfJBOgjpOHdUcI0cLtvsHt5SeEeBP6LmIH1B1RoRaMweM2CCGEEEIIIYQQQgghhBBCCCGEEOIJuEiCEEIIIYQQQgghhBBCCCGEEEIIIZ6Ax20Q21AUifa+YfQMBFBRzDNxCCHmQf9CCDECfQVxKtSmdbBuiZeg3gnJPGjX4bA+CMksaNPETVCv3oNtnnlwkQSxBUWR2LH/ODZu24PAmAJ/jg+bb16BNYsro5wKHQ8hJBES8S/JXJv+iJDMQMtXbLphGT4w3Y+ygmm0b2IbyfZj7KPiY2WM4HSoD+twat16We+EZCqZFr+m6j/p5wjJLMy2aafGaCQzsKoPom6dC+MOZ2C2jfC4DWIL7X3DQWcCAIExBRu37UF733DY+1THc/WWF/CJH7+Cq7e8gB37j0NRpB3FJoS4AKP+JVHojwjJLLR8xd3b9+IPh07SvomtJNOPsY8yhlUxgtOhPqzDyXXrVb0TkslkUvxqhv+knyMkszDTpp0co5HMwIo+iLp1Now77McKG+EiCWILPQOBoDNRCYwp6B0MhL0Wz/EoikTbiSHsfvck2k4MscMghBj2L4liViBEv0WIvag2+E7PoKavEIIDHZIe9PqDZPoxDtaNYVWMYBdGYwrqwzqcXLdW6p3xLCH2oGfXevGrk23VDP9ptp9zcn0R4gXMtGknx2gkMzBDr5H9ztGT1K1dGIkBMm0+wY1Y4dt53AaxhYpiP/w5vjCn4s/xYVaRP+x9sRxPXVkB09sQQqIw6l8SJZY/qi8vNHQNpuUixF5CbfCOpnpNXyGnxkGJ2jchiRCrP0imHzOjj/ICVsUIdpBITEF9WIeT69YqvTOeJcQ+9OxaK351uq2a4T/N9HNOry9CvICZNq3nY3oG7I/RSGaQql61+p3v3LjcsWOLTMZoDJBJ8wluxYrxNzNJkJhYtYq6rqwAm29eAX/OpARVx1NXVhD2PtXxhKI6Hq4IJYRoYdS/JEosf2SURI4a4g4WQoyRiL2E2uD217rQsrohzFe0rG7AL17vCv7OgQ5Jlni6jNUfJNOPmdFHeQGrYgSVdPbfiYyFqA/rsLNu4+nNKr1zHE6IOSTTZ2jZtV786nRbNcN/munnrK4vjvGJV0hF62badH5utqaPyc/NSvhaxLvE0nOqetXqdw73DnLcFkK6+k6jMYDV8wkkPlaMv5lJguhi5Spqn09gzeJKLGhpQu9gALOK/KgrK4i6rup4IstQV1aAV472cWUdISQKo/4lUWL5I6MYWe3IHSyEGCdRewm1we7+AB57uQPrrqjH8uoS+HOycO/T+9DdH+BAh6SEEV3G6w8S7cfM6KO8gFUxApD+/juRHRTUh3XYVbdG9GaV3p2cPYMQt5BsnxFq1z0DAYxNSN341em2aob/NNPPWVlfHOMTr5Cq1s206dGJCbSsbsCWXYeDZWlZ3YCxCSX+hwlBfD2nqletfmdbaxfuv24p7nlyn+fHbensO43GAFbOJxBjWDH+tmWRhBDi3wGsBdArpVwy9doKAD8E4AcwDuB/SylfnfrbVwCsAzABoEVK+Ws7yu019FZQLWhpMmVA5fMJ1JcXxrxWLMfD9DaEED2M+JdkrplqIGTEb1ntewnJJBK1l0gb7O4P4OEX2/BcSxPqygrw089cyoEOSRkjuozXHyTaj3GwbhwrYgQg/f13ImMh6sM67Kpbo3qzQu8chxOSOqn0GaF2rShSN351uq2a5T/N8nNW1hfH+MQrmKF1s2y6rGAatrZ2Yt0V9RACkBLY2tqJNUsqU7ou8Q5G9JyKXrX6ndMjo1hZMx3PcdyW1r4z0bG1FfMJxBhWjL9TOm5DCLFBCFEsJnlYCPG6EOIqAx/9DwBrIl77FoB/klKuAPC1qd8hhFgE4FYAi6c+829CCOZFSgOxVlClE9XxrKqfifrywqDgmd6GEJJu9PyRUYz4Laf4XkLcQKL2EssGU7VvQlSM6NKKOJYatpd099+Jaoj6sA476tbOeJHjcEJSxywbjuV/3GCrTuqbrKwvjvGJV3CS1uvKCnD3moV4+MU2PLjrCB5+sQ13r1noKB9InI3Vetbrd2pmFDimb7STdPoTN8RM5Dxmx4+pZpL4KynlA0KIPwNQDuCzAH4K4DexPiSlfF4IURf5MoDiqf+XAHh/6v/XAHhcSnkOwFEhxBEAlwLYnWLZSRziraBSFIn2vmH0DARQUZz+VW3cEUUIcRtG/FYiq1ft9sOE2I2eveTlZGH3uyej7IKxAzGDeL7XiB+nFjMPo/23WX03NZT5xNKKnTvEqT1CUkfPhssLzbNh2mpiJFJfifblTs/qQYhZWKX1ZOJn+kCSKlb7bi2N1pTmc553Cr36FxBoOzFkat3QX3ibVBdJqCq5GsBPpZRvCiGSVc4XAPxaCPEdTGa4uHzq9dkAXg55X9fUa8RiYp3v4pTz9JjehhDiNuL5LaNnaznFDxNiJ1r28o1rl6Dl8TfQ0XdW94x2xg4kWYz4XqN+nFrMLIy0u9l9NzWUucTTihVnsSYCtUdIamjZ8IbmBhztG8LcmeZO+tNWjWOkvpLpy+322YSkCyu0nkr8TB9IUiEdvjvyCC3O855HL1b6wtY9OD0yanrd0F94FyGlTP7DQvwUkwsW5gJYDiALwB+klBcb+GwdgGeklEumft8C4H+klNuFEDcDWC+l/IgQ4gcAdkspfzb1vocBPCel3K5xzfUA1gNATU3NxR0dHUnfG5lEXakZuYKq7cQQrt7yQtRKrudcdJ6eSbu4UvLC1CyxAWrWIszM6qDne0PJBD9skJSjXeo2swm1l7ycrOACCRUz7SIBO6evzVCM+l4jftwoacoaRM2aQLx2T7TvZsaomGS0Zo1oJRk/Q03ZTkbrliRG+8kh/OKNY1AkICXwi9e7cHpk1I64NRau1qwVPi/ZcbiZsSGJias1mwmYrXW7577SEDtxzsvBpNN362n92buacMEsx83zpsXXqvXf0TeMN947gydau9DdP3ncRiJ+gGMgghiaTTWTxDoAKwC0SSlHhBBlmDxyIxk+DWDD1P+fAPCTqf93AZgT8r5qnD+KIwwp5UMAHgKAxsbG5Fd/kCB6K6hinQnkhodzTlmZR80St0HNamPHzlC3++F0Qt1mNqH2svvdk2ELJADz7CKdsQM161yM+l6zdiE4JWaNBzU7Sbx2T6TvdkvbuxWna9aIVhL1M9SU+3G6bklidPcHsGXnkajX3Ra3xsJOzVpVB8mOw7lD1R3Qz6aO2Vq3c+7LKb40HtStdaTTd+tp/cDxAVOzTDkBo5pV679nIDpmMuoH3GLHxD58yXxICLFSCLESkwskAKB+6vdaJL/w4n0Afzr1/9UADk/9/5cAbhVCTBNCzAXQAODVJL+DmIR6JlAobjpPr71vOOgYgUmnunHbHrT3DdtcMkKIG7HDp7jdDxNiBVbaBWMHAqTf91J3mUUi+mHbexsrfA01RYizYNxqLVbVAcfhhKQXO22OvpSkEz2tv9Mz6HnNpeIHaMckHkktkgDw3amfHwB4GZOrfn4M4BUAW+J9WAjxXwB2A7hQCNElhFgH4H8B+K4Q4k0A92Mq3YqUcj+AbQDeBrADwOellBNJlpuYhHomkOqc3HaeXqxVqIQQkih2+BS3+2FCrMBKu2DsQID0+17qLrNIRD9se29jha+hpghxFoxbrcWqOuA4nJD0YqfN0ZeSdFJXVoD7r1sapvWW1Q14orXL85pLxQ/Qjkk8ksr6IKX8MAAIIR4HsF5KuW/q9yUAvmTg85/Q+dPFOu//JoBvJlNWYg0+n8CaxZVY0NLkyvP01NVnkWc8ceU3ISQZ7PApbvfDhFiBlXbB2IEA6fe91F1mkYh+2PbexgpfQ00R4iwYt1qLVXXAcTgh6cVOm6MvJenE5xNYWTMd66+shyIBKYHHXu7A6ZFRz2suFT9AOybxSDaThMoCdYEEAEgp38L5IzhIhqOeCbSqfibqywtdNSDgym9CiJnY5VPc7IcJsQqr7IKxA1FJp++l7jIPo/ph2xOzfQ01RYjzYNxqHVbWAcfhhKQXu2yOvpSkm5oZBVhQWYyfvNCGH/z+CE6PjFJzUyTrB2jHJB5JZZII4aAQ4icAfgZAAvgkgAMpl4oQi+HKb0KImdCnEJL50M6JHVB33oVtT8yGmiLEO9DeWQeEkNShHyHphpozH9YpiUeqiyQ+A+BvAGyY+v15AP83xWsSkhbU1Wf15YV2F4UQkgHQpxCS+dDOiR1Qd96FbU/MhpoixDvQ3lkHhJDUoR8h6YaaMx/WKYlF0oskhBBZAJ6RUn4EwPfMKxJxG4oi0d43jJ6BACqKuRKLEOIt6AMJcSa0TeJGqNvMgW1JiLXQxojToCaJlVBfJBOhrokXoM6tgfVKzCLpRRJSygkhxIgQokRK2W9moYh7UBSJHfuPY+O2PQiMKcEzfdYsrqRTIoRkPPSBhDgT2iZxI9Rt5sC2JMRaaGPEaVCTxEqoL5KJUNfEC1Dn1sB6JWbiS/HzAQD7hBAPCyG2qD9mFIy4g/a+4aAzAoDAmIKN2/agvW/Y5pIRQoj10AcS4kxom8SNULeZA9uSEGuhjRGnQU0SK6G+SCZCXRMvQJ1bA+uVmEmqiySeBXAvgOcBvBbyQzxCz0Ag6IxUAmMKegcDNpWIEELSB30gIc6EtkncCHWbObAtCbEW2hhxGtQksRLqi2Qi1DXxAtS5NbBeiZkkfdwGAEgpHzGrIMSdVBT74c/xhTklf44Ps4r8KV+b5woRQpyOVT6Q/o+Q1DBim7QzYjWJaszKuJqkF/ogki68qiP6S+I0nKRJr/oFJ2BV3TtJX4SYhVN0TZ9JrMRqnXtVv4nUq1friBgnpUwSQogGIcTPhRBvCyHa1B+zCkecT11ZATbfvAL+nEkpqef/1JUVpHRd9Vyhq7e8gE/8+BVcveUF7Nh/HIoizSg2IYSYghU+kP6PkNSJZ5u0M2I1yWjMqriapB/6IJIOvKwj+kviNJyiSS/7Bbuxsu6doi9CzMQJuqbPJFZjpc69rF+j9erlOiLGEVImLwghxIsAvg7gewD+HMBnp675dXOKlzyNjY2ytbXV7mJ4AnU1Vu9gAOWFfmT5gO7+1FZmtZ0YwtVbXohaDfZcSxPqywvNLH6qmLbsjJolaSLjNGv3itBQHzirKPXvd5H/SxemNqZTdEusJ5ZtatlZbVkettx6EUZGJ8zwJRnna0liJOLLQ/uxqhI/JhTgxJA5fUoCULMmk6gP8uf4sGNDExQJ7nIxhmc1q2qrvW8Yb753Bttau9DdP5la1ksxo9kxeJrwrG69gNmaTGaca8FY0vGatXs+QMXqcbxLfZ4dOF6z5DxW6tqIb3DI/BvnvDIcq3TefnIIv3jjGNTn/dtf68LpkdF06dd2X2ukXh1i4ynhlDgnA9CttJSO2wCQJ6XcKYQQUsoOAP8ohHgBkwsniEfw+QTqywtRV1aAHfuPY+O2PQiMKcEVXGsWV4YZrhHDjnWukFscGCHEetQVofH8jpnfp+W/6ssLTfNN9H+EmEMs2+wbPod1V9RDTLmJ5w/1Ys2SKtzy0Mtp8SUk84nny9X+pG/4HN4/E8Dd2/dSexlGLB+kpY/S/Fy83nkG9zy5z1Fa4KSMs9CKfe9duwiDgTE88lIHuvsDnokZzY7BCUkVMzWpN869amEFOk+P6Ppkr40lU5kPMLt/s7ru6fNIJmJU14naq1Hf4DWfSezBiM6T0fjrnWfw0PNtQY23rG7AYy93eEa/RurV7TaejuceHO+neNwGgIAQwgfgsBDiTiHEdQBmmVAu4kLa+4aDBgtMOpyN2/agvW84+B6jKW7Uc4VC4Xl7hJBIjPgds0hXii76P0KsRVEk3j8TwMMvtuHBXUfwkxfa8LkPzcOWXYfT4kuIN4jly0P7kz8cOhlcIAFQe15BSx83NVYHF0gAztAC05M6D63Y975n3sbI6ARuX1WL2rI8xoyEZAB649yX2vpi+mSvjSWTnQ+won/zWt0Tki6SsVejvoF2S5xAshqPHDtu2XUYNzVWU78huN3GrX7uwfH+JKkukvgCgHwALQAuBnA7gE+neE3iUvRWZnX0DWP3uyfRdmIInaeMGbYTziUjhDifWCtCzUYvMOk8NYy2E0NBP5dqIEH/R4i1tPcNBx9KV5X4se6KegwGxtLmS4g3iOXLQ/sTIWCa9hRFmtofEW3MqGctfcyfVeQ4P5TOxajEGHqxryKBLbsO475rljJmJCQD0LP11o5Tuj5ZUSSkBL5z43JsaJ6HqhJ/xo8lk50P0OrfNu04gH3HziTdv3McT4g1RNpraX4uDh4fwB/e6dW1VaO+gXZLrMbI2DGZMZeexudXFFG/IbjRxkM10943bOkcAcf7k6R03IaU8o9T/x0C8NnUi0Pike70J4l8n7oyK/KMnzfeO4MtO4/An+PD/dctRWl+bvDMVEA7xY3PJ7BmcSUWtDTxvD1CiC56fseKFaHpSI2t+tzS/BxsXX8ZxiYmMLNwGiYU4JWjfZ5Ne0UyAytimGSuqdpyVYkft6+qxZZdh3FHU33afImbYNq95PH5BK5aWIGt61ehuz+AqpI8LK4qhs8novoTM7SX7uOn0kG69JfI95hVz1pjHSnN0YKZuD09qZXY5R9nFWnHvv7syddyskRM/dKnE2I+obZVVeLHhAL0DqZmZ3rj3Ilwlxz0yVrH395/3VKsrJmOmhmZa+vJzgdE9m9VJX7c0liT0tF7RuYx6YfDYX04H602ApDWdgu119AxfCxbNeob+PyBqFjRl1t57IuexhdWFmeEfiN9T01pfszjxvRwm41HamZD8zxL5wg43p8kqUUSQohfAdBdUiul/IukS0R0SffkZ6Lfp67MCn3/huYGPLq7A8Ckgd3z5D6sv7IeW3YeCX4unmFLboIjhOig5XesWhGqFYDqpcZe0NKUcDCh5XMfvO0i9A6OZtRDL+JNrIhhkr2masvXr6wOTq5sf60LLasboiZbnLy63Goy8aF7OlEUid8c6NGsv9D+RE97NaX5aDsxZHgSQG8HQDL9kRNIl/4S/R4z6znyDFVFkWmLaYySzsWobsJO/5jlAzY0N+CBnYfDxtzAZNtUFJ9vm8jJ3re7B+nTCTGZUH9Qmp+LT11WG2afydqZ1jh30w3LsPm3h8Lep/pkrf7pnif34bmWpoy28UTnA1S/6BMirH8LHRcAyffvsc5HZ2wdDuvD+ejNUY2Oy7S2W2g8qmerF97VBCEQ9kDVqG+IZbfEG1jVl+uNHWevX4WR0YngOD+ZMZde/zd3pvvnsLR8zzeuXYLv7zqMjr6zCbeJVTZuxUK/SM1sa+2KGvuZOUfA8f4kyWaS+M7Uv9cDqATws6nfPwGgPcUyER3SPfmZ6PdFrswSEPjC1j1RWSPmVxQFjU/PsBksE0KMkM4VoVoBaKzU2In65aMno33u3q5+PPR8W8Y89CLexYoYJtlrqrZ88PhA8LPd/QE89nIH1l1Rj5oZeTh25ixys70db2TaQ/d0E6v+QvuT7v4AtrZ24qHbG5GTJYKTenoLLPT6t0zbAZAu/SX6PXr13DOQej07cZdLOhejugk7/WN3fwCP7p7sr4SY3FDw6O4O3NRYHdY2kePpluZ5jCkJsYBQf3D9yurgJDaQ+kK6yD6hpjQfOVk+TZ/8ytE+y/onJ5NI3xn5ECz0oUOWT//4M7Pqj7F1OKwP56PVRnbMUYXGo3pHFR44PoAvPfFmmG+8amEFnnNQXE2ci1V9ud7YcefB3mDWdVWriY65nDh2NAst3/PVp97Cuivq8YPfH3FEf2HVs8tIzahjv0c+eykkpOntzPH+JEktkpBS/g8ACCHuk1JeGfKnXwkhno/3eSHEvwNYC6BXSrkk5PW7ANwJYBzAs1LKL0+9/hUA6wBMAGiRUv46mXK7nXRPfibzfaErs9pODOH0yGjY39W0P/GCFAbLhBCjpGvVt9WpsTtORZ8zpkjrJ2sISQdWxDDJXlO15dnT88ImeLr7A3j4xbbgwMuf48NzHo47Mu2he7qJV3+xJjTaTgwlHAdn2g6AdOkv0e/Jz83WrOf83CxTyuO0nWyZPPmWCnb6x4piP06PjOIHvw/PzNi8YBaWzp4ebJvI8TRjSkKsIdQf6D28S9bOtPoEPZ9sdf/kZIz2naF+UX3osP7Kelw0ZzpmFEwLGxcA5sdRjK3DYX04H602siOeCI1HTwydw09eiLbVd3oGo8ZO6lieeiLxsKovj3d0VqhWkxlzOW3saBZ6/YMQ4b/b2V9Y9exSSzOnR0ZRXjTNknvleH8SX4qfLxdC1Ku/CCHmAig38Ln/ALAm9AUhxIcBXANgmZRyMaayVQghFgG4FcDiqc/8mxAi86N8DVQjCcXKyc9Uv09diaReIzTtT315IVbVz0R9eaGm0cUKlgkhxC7UAFT1X3Nnavu5ZFZcFkxNbIWSJZBWv0+IVVgRw6RyTZ9PYOnskij7bVndgF+83gWAcUe6485MI179RfYnRs8k1UMv7nbrDoB06S/R7xmdmEDL6oYovzEWeUh8BhFLq17FTv+oZ+uhCyQAbT9Cn06I+UT6A6vtTM8ne7F/ShSt3Zlbdh5BXm6W5rjA7DiKsXU4rA/no9VGds1Rqb7vktoZUbZ6/3VL8URrV9j7vT6WJ4lhVV+uFbeHzjkB57XKMdd59PoHKcN/t7O/sOrZpR3zOtRe6oskvgjgD0KIPwgh/gDg9wC+EO9DUsrnAZyKePlvAPwfKeW5qff0Tr1+DYDHpZTnpJRHARwBcGmK5XYl6TaSVL9PXYn0XEsTHl//weCqOCOGxmCZEOIGUvFzkVQUT8OG5vCJrbKCXHzrhmUZ89CLeBcrYhgz45SffqYR66+sx2MvdwSPCfN63JFpD93TTSr1l0wcbGZ/5ATSpb9Ev6esYBq2tnZi3RX1uHP1PKy7oh5bWzsxo2CaqeUizsZO/2jU1iP9yPbXuqLiTPp0QlIn1B/YaWfsn+ITK75KRxzF2Doc1ofz0WqjpdXWLyiKhZatrqyZrpnJ2stjeZIYVvXlkXrdun4VtrZ2hh1NT61Go+V7vnHtEjyz91jwd7v7C6ueXWbavI5bEDJ0CU4yFxBiGoAFU78eVBc5GPhcHYBn1OM2hBB7ADyNyWwRAQBfklL+UQjxIICXpZQ/m3rfwwD+W0r581jXb2xslK2trUnckbNRFIn2vuG0pT9J9/eFfq8V5/pYgGmFyVTNEsdBzToURZHYdagHe7v6oUjAJ4Bl1SX4UMMsdJ4e8XLaK1Nvlrq1DytiCrOuaUHckRG+1q44MFNItv5sioMdp9l06S+R73HRGMUL2KpZp/tHLa0+eNtFmFtWiBNDziyzR3CcryWpE+oPKov9mFCQdjuzsH/KGM06oQ93et+Rbiyqj4zRrBPQaiMAjtKxE2w7RTjn5QDS0ZdngFZDsdTXRvqemtJ8R82NZ1hbegXdhjFjkcTlAOoAZKuvSSkfNfC5OoQvkngLwC4AGwBcAmArgHoADwLYHbFI4jkp5XaNa64HsB4AampqLu7o6Ejl1kiSqE6sZyCAiuJopxXv75Hvc4rz0yG10SY1S9IPNWsyRn2akc8BzhpsOoTUZ0moW08TamtVJZOD3d7BaHs1Oe6gryVBEuknQt+bn5uNsYkJzCiYlo7+gJqNQWi7zCryI8sHHB/I3L462dgmzbhCs3bWpd3jaZfoKN24QrfE2UTalvrgwKLYIaM0a9QvmuW/6AdtIaM061UUReLoyWF0nBpGQW42KoqnoWZG/DGUS+fSOOeVQcTqo0N/d6lWQ/GUrzVzDp+xgW1Ys0hCCPEYgAsA7AEwMfWylFK2GPhsHcIXSezA5HEbf5j6/V0AqwDcMXXRf5l6/dcA/lFKuTvW9blqzh7iraLKwFVWXKFM3AY1ayLJ+rQM9IVWwlX1JGlCba00PxefuqwWD+w8nA67o68lABLz9zb3DdSsDl7rs110v47XrIvq0nS8fO9xcLxuibPRsq1vXLsE3991GB19Z62wNc9p1iz/RT9oG57TbKahZTsbmhvQUFGI1RdWZKL9cM4rQ7Chj7YTz/haM/tzxga2olvBPr0/GKQRwJ9IKf+3lPKuqZ+4CyR0eArAagAQQswHkAvgJIBfArhVCDFNCDEXQAOAV1MsN7GI9r7hoJEDQGBMwcZte9DeN2zo74QQ4iaS9Wn0hYSkh1Bbu35ldXCBBEC7I+khEX/PvsGZeK1dvHa/VuLluvTyvRNiJVq29dWn3sLaZbODv9PWUsMs/0U/SEhyaNnOAzsPY29XP+2HOBr20ZmJmf05YwNnkuoiibcAVCb6ISHEfwHYDeBCIUSXEGIdgH8HUD917MbjAD4tJ9kPYBuAtwHsAPB5KeWE3rWJvfQMBIJGrhIYU9A7GDD0d0IIcRPJ+jT6QkLSQ6itCQHaHUk7ifh79g3OxGvt4rX7tRIv16WX750QK9GzLSHCf6etJY9Z/ot+kJDk0LMdRYL2QxwN++jMxMz+nLGBM8lO8fMzAbwthHgVwDn1RSnlX8T6kJTyEzp/+qTO+78J4JvJFpKkj4piP/w5vjBj9+f4MKvIb+jvhBDiJpL1afSFhKSHSFuj3ZF0k4i/Z9/gTLzWLl67Xyvxcl16+d4JsRI92wo9SZm2lhpm+S/6QUKSQ892fAK0H+Jo2EdnJmb254wNnEmqmST+EcC1AO4H8N2QH2ICiiLRdmIIu989ibYTQ1AUGf9DNlNXVoDNN6+AP2dSWuq5OnVlBYb+TgghbiIZn6YoElIC37lxOTY0z0NViZ++kGQ8dsU0oTa6/bUubGhuYAwSAzfGnk4nkX6CcXJqWKVfr7WL1+7XStS6rC3Lw+c/PA8tzfPw49sbUVOab3fRLIc6IpmEk+IjLdv6xrVL8MzeY8HfaWupYZb/8oIfdJJtkMRwcttp2c6G5gYsqy7JKPshieNk3QLso83ESW1tZn/uhdjAjQgpneVMzKKxsVG2trbaXYykURSJHfuPB8+oUQ1mzeJK+Hwi/gVsRFEk2vuG0TsYwKwiP+rKCsLKHO/vLsO0grtds8Q1ULMmk4hP0/Lt91+3FCtrpqNmhqt9oZWYWinUbfqxO6YJtdHKYj8mFODEkOUxiOt8rd3tlMkk2k/YFCe7TrOhWK3fDBu/xMUl9+sKzY6PK3j2rW7cvX2v53yrS3SUblyhW3IeJ8ZHkbZVU5qPztMjVtmaJzVrlv/KZD/oRNuYwpOaTQQHt10QRZE4enIYnaeGkZ+bjYriaZk8Z8Y5LwO4QbdA2vtoO7HM1zqxrc3szzM5NnA4upWcUiYJIcQqIcQfhRBDQohRIcSEEGIglWuSSdr7hoOOAJg8m2bjtj1o7xu2uWTGiVx/o64Ae+VoHwDg0roy1JcX0gkQQhxFoqtVfT6B+vJCrKqfGdenafn2e57ch/6zY6beAyFOws6YRh189AxMDVBnFOCCWYW4tK4MAPDK0T7bV6U7hUyIPZ2KkX4ilTjZSbss7MJq/SbS1ydLutrRyPek4369QufpkeACCcBa36ooEu0nh/BKWx92HezBu732+gPqiGQCTo6PIufcMnQPnKXo9YlG/Ve8PjWT/aCTbYPExi1tJwTgz8lCeZH2AgmOgbyFW3SrovbJev0A9auPE9s61f48dJz2h3d6ISWfjTqJ7BQ//yCAWwE8AaARwKcANKRaKAL0DATCzqYBJh1C72AA9eWFNpUqPnorva5aWIHfHOhx1AowQgiJxOrVqnq+fefBXhw7E6BPJBmJXTENY5LEcGvsmQmk0vc4cZeFHbhdv+lqR+ol/aRLm4oisetQDw73DOGBnYfZvoSYhNP6l0g/XluWh7tWN+CrT71Fu0+QVPtEr/epTrMNYhynt50R2/K6/XkRp+sWMK5L6jc2bmjrROA4zfmklEkCAKSURwBkSSknpJQ/BfChlEtFUFHsD55No+LP8WFWkd+mEkWjteJNb6XX/u5+U1aAcZUdIcRKrF6tqufbJxRg47Y96Dw1bJuPo38lVmFVTBNPs/FiktL8XHz+w/NwR1M9Dh0fQOcpZ+5ASBduiD3dhlG/mkzfo177j+2nHLfLwg6cpF+9do+lh3TtlnHirpxMx4g2zYjB2vuGsberPzjxBri3fRmTEifhpP4FADpPDePg8QHc0VSPO1fPw62X1AQXSADutXs70OsT9x07E+Z/9HyS1/tUp9kGMY6T205RJPYdOxP0c1Ulfk3b8rr9eRG7dWskPjWqS733HT1p35ywk7Cire0cX7T3DaOtdwhnxyaC8Vtpfi59loNINZPEiBAiF8AeIcS3AHQDKEi9WKSurACbb14RtaKsrix29Yamla4otu5MG70Vb+VFuZorvY73n0Npfi66+wNhryeyAoyr7AghVmP1alUt396yugGPvdyB0vxcvN55Bvc8uS/4t/uvW4qVNdMtP3tRXdW6t6sfigSyBLC0ugSrL6ygf/UYVsQRycY08coZLybQs+fu/gBK83Pxmcvr8L3fvRP8fG1ZQSafcxqXmtJ8bLphWTAtvBnt5GW0NKrn0xPte0KvfUdTfUbtskgGRZHwCeD+65aG9aGbbliGvuFzAJC2cz6TzWCTrt0ymbYrxw1o9YGh2qwpzY+pDaP9cs9AAIqE69uXY37iNIzGsemYi1MUidc7z+Ch59uCZfnnv1ic8lybV9HrE19p60N/YAJZPuDy+jL0DY/hb5+I9klu6lPdMsYj6cGOtjOiQa0Y4N61i7D11U7sPTYQZlt69tcz4Dz7I+Zgp88xGp+quqwq8eP6ldUQU386NXwO9eWFQTt4p2cQdzTVY/trXcH+OzCm4MDxAXzpiTc9HwOb3dbJjC/M7Df7hs+hwJ+Dzb87n0VCfRbgxJjBi6S6SOJ2TGajuBPAFwHMAXB9qoUik+fcrFlciQUtTegdnDxHO54xpnNCQW/F29b1q+DP8YUFKv4cH/Z39+NTl9Xi0d0dQeef6Aowve9c0NJEZ0IIMQV1tWqkDzNrZbLq22evX4WdB3sxoQCPvTzpF1ua5wUf7gCTPu6eJ/dh/ZX1WFBZbGlg3HlqGId7hsIm3DY0N2BeeSHqZtK/egWr4ohkYpp4GIkJ9Oy5qsSPT11WG1wgoX7+nif3YXn1dFwwy3uaVxSJ3xzowebfHsK6K+qR5QMaa2fg8voyzw3IzUJLo3o+PdG+J/LaVvZbTifUb5Xm52L9lfWYX1GE6fk5+Icn96Gj72xaJ5hijZFi+Syr4w+VdH0POU9oH9gzEMDYhMS9T5/X5qYblmHzbw9paqOurMBwv1xR7EeWcL8/4JifOA0jcWy65uLa+4ajxotf++V+rL+yHlt2Hgm+z212bxdafWJtWV7YgwwAwTEyEO6T3NKnummMR9JDutvOqAa1YoD7nnkbm29egU07DoTZVn5utqb95edmWXIPxH7s9DlG49OKYj9qy/JwS2MNtuw6/0C8YVYhVowrUQuj1Qfl3f0B+HN8eKdnkDHwFLnZAuuvrIciAZ+Y/D1ZEh1fmN1v5mb5cN8zb4d9/5Zdh7H+ynrHxQxeJdXjNq6VUgaklANSyn+SUm4EsNaMgpFJ519fXohV9TNRX14Y1wjTmWpKb8XmyOgENt+8IpgSR3X4T7R24YGdh3FTY3Xw9URXgMVapU0IIWagrlYN9WFmr0z2+QSWzp6OBZXFePjFtmAwPH9WkaaPUyQsT8HVM3AuKj3zAzsPo2fgnGXfSZyHlXFEojFNPIzEBHr2vLiqBHVlBZqf9+qRG2rbd/SdxQ9+fwRbdh7B+sda0Xl6xO6iuRY9jWr59ET7ntBrb3+tCy2rGyztt5xMqN/q7g9gy84j+NITb+LVo6fQ0XcWQHrT78bKYBPLZ6Uj/kjn95Bw1D6wotiP9Y+1hmnz7u17sXbZ7LD3q9pIpF+uKyvA0uoSbGh2tz/gmJ84kXhxbLrm4vTso2ZGvqvt3i60+sS71ywMe5ARK0OPW/pUN43xSPpIZ9sZ1aCejzt4fAD3XbM0zLZGJyaixkAtqxswNhH+eZJZ2OVzjMandWUFuO+apcEFEur77t6+V/Mo+i27DuP6ldXBrJNPtHbF/Q4v0N43jDv/8w1s2XkED+6anJ+68z/fSLrfSnR8YXa/OTI6ofn98yuKHBczeJVUM0l8GsADEa99RuM1kgb0DL6jbzhsZV0q6WLUz54dm8CG5nnY1toVlRnig3PLUPbZS/HCkZOQ8vwuaQC4aM50PL7+g0mt9nPLKm1CSHqwImWkzydw1cIKbF2/Ct39AVSV5OHC8kLsO3Ym+PviqmJkZ6e2xlBrBbSU2rv/pLQ+befw6LjOwrdxS76POBMnpYyNZ9+RMcGy2cVYf+UFODU8ijffOxO00zWLK7FoQxN6Bs5heHQctVPHHMwoyNXZeZJqaOxOnNT2qZKuo+fiEanRqhI/bmqsxuySPNzRVI9Tw+dQV1YQLOuFFUXYsaEJxwfi74oJvXZ3fwCPvdyB9VfW46I501FbVqC5w9UJdWIFsRajRL6WqJ6TqTe98UqRP1t37AQkn0Uw0fKl63u8il5dhabW1dJrVkRYqWojEd/s8wmsvrAC88oLsbKmFCOj46iZUYC5Mycn3tpODMVNce2EduaYn7iJeLadShylZZPqDtW1y2YHU3j/6s1jON4fwMOfbkSWT3A3fxwi6/WqhRXYMTVWGAiMYWxCiTq+JJZPurCiCP/3L1eiYFo2zo1P4AMl+Wm/p3hkUpxP9HFKP66FUQ3qxQATCpCTJcLup6xgGnYdPI5v3bgcZ8+Nozg/BycGAhgIjKPtxFBK9+/kusxknFzvRuNTn08gJ0tE6V3tV7TsYNnsEvzbX67EzMJpUdkS7IqB7W4LPZ/xTs8gBgPjGJ2YQFnBNNSU5qPz9EjcciY6vjC739T7/jnT8xK+FrGGpGaChRCfAHAbgLlCiF+G/KkYQJ8ZBSOJo2dwb7x3BmfHFKxZXAkAcdPFxJrcifzshuYGPLq7A6dHRrGhuQFH+4Ywd2YByoum4ScvtEWVpbasIOkgnOfdEUJU4qW+SjagU1POh173n69Zgh/8/nAwLfI3rl2Ca5fPNmWhRH15YdAnKoqM8nFq6jWrA+PaGQWa/UfNDPpXL+GUBxNGUtuFxgTzZxXiEx+sxZd+fv7sRtVOfT6Bt7sHo661+ANF2NDcgMf/2Im1y2YjywcsrCpGZcm0tN6rU3BK26eKk86yrysrwIO3XYS9Xf3Iz81CsT8H/zy1M3Eye1AhzpztwZ3/+UbCZY2MiU+PjGJBZTH+dP4sQ2f7ZtLZpnrajby1WHrWihmA+GMmLbTGKxuaG/ClJ/YGx0vq2ClyHBMZF8QilXZN1/d4Db26umphRTC2vKOpXlOvjbUzgq9HjnHj+WYt/YYelWakDZ3UzhzzE7cQajd6tp1sHBV5lNRNjdWYP6sIC6uKcOeHG3Dv028F7eOf/mIxdh7oxseWVHnyyLhE0PJ1371pOSYUiS9v3xs1z9ndH8D217qwobkhmHVR9Uk1pflR12pZ3YCvPvUW7l6z0FH9ZKbE+UQfJ/XjWhjVYE1pPn74yYvxeudpKHJyEdgtjTXY2tqJG1bOjnrvrZfW4sshcwAbmhvwD0++FYyzk7l/p9dlpuL0elfj0007DgTnjy6pnYGa0uiFcVqbJT51WS0OdA9o2sH+7n5s2XkkOI/1/V2Hw46MTHcM7IS20PMZ+44N4Atb96BldQO2tnbirtUNUfWlVc5Exxd6i1KT7Te1vr9ldQNatr7huJjBqwgpZfx3RX5IiFoAcwH8C4C/D/nTIIC9Ukrbt542NjbK1tZWu4uRVrScmPqA7fTIKJ5raQIAXL3lhSgn89zUGTyxHGF737DmZ79943IcPD6IX7zeFfyeRM5PTfQe2/uGnXTenWlf7kXNElvICM22nRjS9WWp+B+96667oh4/+P2R4O9b16/C8jmlpt+XokgcPTmMA8cH8E7PIJ5o7UppgJfI99odBMfA1ALQ1+rjFB3Esu/Qh3pqTHBy8Bw+9dNXo96/df0qFPlzNK/17F1N6DozjK7TgWBKXZPv11W+1iltnypGtZMOQut03RX1ePjF6MXDWmeIGy2r0Zg4gTpxlWZV9LSbmy0MLUDR+/yiqiKseSA5Lalt09E3jDfeO4MnIrJHPPLZS1FeNC2lcUy6tO4km9LAUZrVq6ut61fhlodeRmBMQVWJH7evqg07o1hdSNF5eiTKno0sCo7nu420odPa2YFjfjNxlG5J8oTajZ5tJxtHqdcuzc8Nu25L8zw89Hx0PPHTz1yCD84ts8pOMkazWr5Or07VGM2f48ODt12EuWWFODF03ifpzY+qMZ9D+kkAmRPnJ0DGaNYoTuvHI0l2wea9axfhydffw19dcUGUXuPN3SV7/zbVpefnvJyuYQAYH1fw7FvduDtkUZ2WL43UstrPRPbpkYvygPNjh7NjE7bFwE6YP4j1jFM9slrtbyPn6/U0k8j4YnxcwVNvHsNXnzq/KDXVDZOKIrHv2BnsPNiLCQX4xetdwXtxks4zHF3NJpVJQkrZAaBDCPERAGellIoQYj6ABQD2JVdGkipq+lS9oy56BwPBtO2hhKaL0TtzZ0FL1RYuQAABAABJREFUk26qmUM9g0FnpH5PfXlhwqlcjd6j0Z1PhJDMJd55Ynp+LJ7v0LuuEOG/H+8PYPkcE24kAp9P4IJZhZg7swCLqopx+QVlaQmMk0m/TTIPp+jAaGo7NSbQS3F8vD+ge/bfiaEAqqcX4K8fez0pX5FpOKXtU8VJ6YRDY2ohtOPvVI6EMBoTO6lOrEBPuwDwnAE96419HvnspUnXm9o2PQOBsEUw6jUkZMp1n652zXT9mIleXYWm1lWPx1l3RT2WzS5Gw9Q5tHr2HM83xxq7q9cy0oZOa2eO+YkbCLWbWLadyrWvX1kddq65ojOf1392zHUxmx1o+Tq9OtU6Kjg0U0eseQOn9ZOZEucTfZzWj0diRINaMc19z7yNretXYens6VF6jTd3l+z9O70uMxU31Hvn6ZHgAglAf/4oUu/qnFRorCAE8MG5M/Dln+8NO94pMKbg7NgEVtXPTPv9qTihLULr8J2eQew7NhD2jDO0v42cr9crZyLji87TI8EFEup1v/rUW1hZU5p0Hfh8AiOjE5rzA07SuVdJ9eDl5wE0CSFKAewE0ArgFgB/mWrBiDbxUsj7fEL3qIu8nCyU5OXETHGl5wg7+oYhAc2zdC+sKMKdq+dh+2uTO55Dz9ZNZHLD7vOOCCHuIVa6vlQCOr3rhiZd8uf4MLs0L+7Zzomg5f9i+U8r/KVRn01fnXno6S+Vz6eiiURTwlaV5Gm+v7LEjyJ/jmaavPJCPzpODev6CnWHmFt1brRNUm17p2FGOmGz9BzZF8U6EqKqxI/rV1Yjywfk5WRDUaRpevNCimW9/stIP/pOzyDuaKrH9te6wiZdRkbHDdebnmaqSvxoaZ4XXAwTOVZKFkWRyM/NCl5bLXuiR4oY0ZgX9GMWeu1dVRJeh939Ac1dxnptFCs+MxLzGmnDRNuZsSDJdIxoPNJu9Gw7me9Qr621yFLLVov82Wg7MURbjIOWr8sS2nVaM6MAQkz6WQBhGX7a+4ZxdmwibH60qsSPmxqrMbskDxua56Gy2Fn9JOdn7cfKOk1HvJZq+fU0qCgSnaeGdTc+nB2b0PyeWUWx5+6SvX/GvvZgZb2bYXuKInFi8BzuaKoHcH78pT4z6xmY7AcmlMnNw6FzK20nhoL31t0fCGY6+ejCWcjNFvj8h+eZcqSDWTjJBnwCmJGfiywfcMPF1WHjXim15+vLCxMrp6qPvuFzyM3yYWR0AmfHtDdbpbqYwUl1S8JJdZGEkFKOCCHWAfi+lPJbQog3zCgYicZoijTdc24enzzn5sHbLopKP6vuuNIz1jfeOxNMNRd6lu6G5gbc/9yB4P8bKgqTOivJg+nfCCEpEO88sWSDDq3r/vNfLMEP/nA4eJ1v3bgMHX1n8bdPmOOvEvV/dvpL+urMI9U2tUITiZ4XuLiqGN+4dklUKrzFVSUAgLumzgcO/VvXmWG8+d4ZTV9RXuh3tc6Ntkkm2nOqZ9mbWSehMfX217rQsrohLLXmFz8yH3k5PtSW5eGWxprg3x56vs3Udki1TjIRI+k7a2YYqzc9zVy1sAJvdw8GU3irY6hkx0rxyr61tRN3r1moee1UdE39GENRJPa/H93e1aV5WFhRHLcOk20jvQcEoZODRtowkXbOxL6DkFBSmXcz6h/jfYd67UPHw88v3/5aFzY0N+CBneGpur/0xN60HNHodrTabEZ+Lr74kfn43u/eCWuLo31DUfOmVy2swG8O9IR9fkNzA/57Xzc+trQqrF0urCxGzQx3Liygnzcfq+vU6njNqvIrisSuQz043DOEwNhEQguUj/YNRfnDjR+dj5/+v/aU7p+xrz1YVe9maDfe8fbq8Yqfuqw2TI/q9+jd28KKYs25qprS/JTuOVWcYAOhviG0TtVx7y2NNdja2olvXLsE3991fr5+Q3MDjvYNYe5MY/2v2rabdhwIm5PZ0DzPksUMTqhboo2QUsZ/l96HJxdE/G8A3wOwTkq5XwixT0q51KwCJosbz1+KRyLnM8U65+bZu5ogBDRTXGk5fq3zkR7+dCNeOXoq6ozdZ+9qCktBZ8W9OQzPnXVHXE/GaFbvPDEzHvqq183LycJ9z+zHB+vLIQQgJVA4LSsYpKmk4q8S9X92+kuez5h5pNqmVmki0fPIx8cV7O/ux/H+ACpL/FhcVYLsbJ9u+dZfWY8nWrs0z49eVFWENQ+kfE+2+VqjbeLi2CsmqZxlb2adRPZFtWV5+Ke/WIK3jvXj7JiCX7zeBQD4h6sX4ks/f9PSdjBYJxkTH8Qj1hnGD794fpEKgLj1pnetretX4ZaHXo56PdmxkpHv00pFHOszie52dmCKbsdoVq+ONzQ34M+mJkdj1WGybdR+cgj//dbxqAemH1tSibqZ0VkqYrWh0XbO1L4jjThGt0SbROfdkvGPRr5D3V3d2nEGX31qX9DGv7JmAUbGJlBXVoADxwei5uQssMWM0qyiSLx17Aze6R1C56kRPNHahdxsgb9fsxD+HB9qywrgE9AcC+j17Y9+9lJ86qevZoxfzAA/7zjNpqNOrYzXrCp/24khPLXnGB56vg2l+bmaY3OteTy1PKX5ubh+ZTWEmNxxftWiCgydG0/5/m2IfTnnBWvq3QztxppTysvJwqO7O3D9ymo8/GJ0Vnf1e7Turb1v2LG+1u75g1DfEFk/P1v3QQASMwqmIcsHbH/9GBQ5OV//i9cnM/klOp+pzgOo31VV4tdd9JKqJh08tvYCuhWdaiaJDQC+AuDJqQUS9QB+n+I1iQ6JpJCPdc7NiaEAVtXP1D2fJ/TcJAGBL2zdE3U+0mBgXPfayUz8OeG8I0KIu0j2/OZErrv73ZNo7ehHa0d/8O93rp5nqr9K1P/Z6S/pqzOPVNvUKk0kmhI2O9uH5XNKsXyOsfIpElFnQjbNm4lL6mbglaN9rta50TbJVHtO5Sx7M+tEqy/qGz6H7/zmnbD3HdRJLWtmO6RSJ5mIXjsvm12M51qawmKGePWmdy01/Wrk68mOleJ9n14q4lifMaox6ic+enU8PDoRrOdYdZhsG3X3B/Do7vP9mJTAo7s7cFHN9LBFEkba0Gg7Z2rfQYhKovNuyfhHI9/h8wnUzSzEiaFzYTb+w+fb0N0fwKbrl/Jc6yTw+QSGRyfw3d+8g+tXVuOGi6shJfDPz7yN792yPDgHkEjffmpkNKP8Iv28+aSjTq2M16wqf89AAIo8b19aY3Ot+FYtj3p0gcrlF5RhVf3MpMujwtjXHqyodzO0q3eNxVUl+Mdf7Ud3f0DzeKzQ79G6Nyf7WrttINQ3hBIYUzCuKEE73/3uyahYCEDC85mR7aeOsR757KWQkKYuZrC7bok2KS2SkFI+D+D5kN/bALTE+5wQ4t8BrAXQK6VcEvG3LwH4NoByKeXJqde+AmAdgAkALVLKX6dSbreS6Lk1yZ5zE2qsbSeGcHpkNOzv/hxf1NmqRq+tB8/kIYSYiVlBRyLnlqbL/9npL+mrM49U29TpmtArnzq2CT0T8vqLZsPnE46/p3gYLb/b79MKzK4Trb7I6j6FxEevnRsqihKOG/SuVVWSZ0m7JqNR2rr1xOprjNRzsm1UUezH6ZHRsAcEVrct9UQynXRoPJHvKCuYprk7NX9aNm0xSeL5zkT7drPnR+2Gft583F6nVpW/otgfNhbSGpunszwk8zBDK3rXqCyZFvbMjGM084j0DSqR9WPWfKb6udDrnB4ZRXnRNC5m8Ag+m773PwCsiXxRCDEHwEcBdIa8tgjArQAWT33m34QQWekpprkoikTbiSHsfvck2k4MQVESO+pEPbcm1HhjnVuT6PsTuUaxPwffuXE5NjTPCw4IUjlDx4yyEkKI2Wj5pqXVJab4K7VP6BkI4Me3N6K2LM/Q9ez0l6HfXVXiR0vzPHznxuWQEgn3acR6jMQdqerJyf23okj4BHD/dUujyresukS3zE6+JyMYLX+67zPVODgdJFsnRu/Nyj4lU7FCN2ZqX+9ai6uKTW1XtR76hs9h0w3LErqu232aG9Cq4w3NDVhWXWKonpNpI0WRkBKmjsmNQD0RJ2JmX5EOjRv9Dj07/8a1S/DIS21oWd1AW0yCePWvN+Yt9mfr9PmZFctxjGA+ZtWpXXVlhSZU/7b4AyX42tpFjG1JTJLVvpXPxkJ9//bXurChObxP3nTDMvQNn7NsLi6TqSsrwNLqEtzzsQVoaZ6HO1fPw4bmeXjwtovC6ses+cxfvXnMcEzlhT7Liwgp7WlIIUQdgGdCM0kIIX4O4D4ATwNolFKenMoiASnlv0y959cA/lFKuTvW9Z12/lLkucSqsSV6lk3ouTXlhX5k+SZ3QVYUp3a2aCLfebRvCHf+5xvB+7j/uqVYWTMdNTNSSzvj0jN5HHfWHSFxoGYTRMs3AfHPKY93zcg+YdMNyzB7uh8zCqahpjQfnadH0DOg7d/t9Jfq+bivd57BPU/uS6lPMwjPZ0yCROKOVPVkph7Va+lpP5HrqPdfmp+LmxqrMb+iCAsrizF3ZnwbNuGebPW1RsufyH2m0jZmxcHpING2T/TerOhTTMJx8YEZutHTrRV+K/JaZn1HZD3UluXhvmuWIidLGLZFl46z4uEozSqKxNGTw+g8NYz83GxUFE8LGx/H8qGKIrHrUA/2dvVDkZPnai+rLsHqCyt0/UikbZg1Jjd6rxmop3ThKN1mAlbEGPE0bka8auQ79Oy8evrkWPHU8DnkZPkwMjqRUtwch4zUrJH61xrzPnjbRZhbVogTQ9b0+UbKnOo4KZHvstrPWzRGcKRmzRhzJ1NXZo6vzYydI2Pbf/yLJYCUqJlRgLkzPRfbcs4rBnrzpx9fUoXs7Pj7v81+Nqbn+yuL/ZhQJo96GJuQuPfpfejoO2vpXJzNWOprx8cVPPdWN768fW+w3b970wos/kBR2LNQIPX5+fa+YUMxlZvmtYgmuo2U0iIJIcQMKeWpJD9bh5BFEkKIvwDQLKXcIIRox/lFEg8CeFlK+bOp9z0M4L+llD+PdX2ndQhtJ4Zw9ZYXotK/PNfSlFTaFruMsv3kEH7xxjGoi6S2v9aF0yOjSd9HBuDI4JuQGFCzKWDWADNWn1BXVuD4oMvsPi0OHDAmQZrbyBRSiW0ibdMngDUP2Hr/GeVrU4073ahHo+jd244NTVAk0jKRbRKO02yqunHDJIaRuCKT7SdFHKdZPeJpMdE21nv/I5+9FOVF09zgb7yMa3TrFtLtI61clBHaF7T3DTvF93tWs3b1v1p6AOD4mCYZLKrjjNRsMnXl1FjYSttK52IiE+GcVwz09PLQ7Y24Yt5Mx7WvFc8AHappS32tXj2uv7IeW3YeSdifmVGPHJe7Ht0GT/W4jVeEEE8IIa4WQiS/xFOIfAD/AOBrWn/WeE1zZYcQYr0QolUI0XrixIlki2MJPQOBMAMCgMCYgt7BQFLXa+8bDgY56rU2btuD9r7hpK4Xmirm3d4htJ+MThujKBKvd57BQ8+34cFdR/CTF9pw+6palObnJn0fXsfJmiVEi0zVbKgPbD85hHd7tX3gjv3HcfWWF/CJH7+Cq7e8gB37jyeVWitWn2C2f7cCs/s0q8lU3cbCbW0EJB/bhNrmxm1v4qk9x7C3qx93rZ5MS6wSGFNwairdodNT41ml2WRTA6bql9yoR6No3Vtpfi72vz+Ap/Ycw/97tw9P7zmGXYd6HKs3M7BCs6nqxsz+1Iq0mkbjCjvsxwtpRFPRbKL1E0+Libax3vtfOHIybnzqhbbNZLwY08Yj3T7SSN+SiJ3p9QV9w+fC7quqxI91V9TjnZ5BV9mu0zSbSNvY1f9q6eHoSW3dHT3pnDmCZHDiGMFp4zCVZOoq1VjYqpjBqnY3c87ObTjN1yaLlub09NLacSqhcV26YmAz9Z3Jmo6nWb16VG/daD+oKBLv9g7huX3deHrPMWzc9mbS9ejEPouYQ3aKn58P4CMA/grA94UQWwH8h5TynQSvcwGAuQDenFprUQ3gdSHEpQC6AMwJeW81gPe1LiKlfAjAQ8DkCqQEy2ApFcWTZwdGrjSaVeSP8Sl9YhlloiuXtFaWbmhuwKO7O3B6ZDS4Kqu9bziYZk79vi27DmP9lfVJ34fXSZdmZ8+pwftd7yX12Q9Uz8Gx9zpNLhFxK072s8kSmZb/U5fV4oGdh6NW2usNMBcksWI0Vp9gpn+3CrP7NKvJRN3Gw21tBCQf26i2WZqfi9tX1WLLrvP227K6AY+93IHu/gBqy/Jw7EwAn3z4VUftpNHCCs2mspMoVb/kRj0aRevePnt5LTpPjeCh59vCYut55YWom+kMP242Vmg2Vd2Y1Z9atQvPaFyRbvtx6q5Ds0lWs8nUTzwtJtrGeu+XMnZ86pW2zWS8GNPGI90+Mp49J2pnen3B1vWrgvdVVeKPinHdYrtO0myibWNH/Kqnh3/7y5WaujtwfMDQ0QROxYljBKeNw1SSqatUYmErYwar2t3MOTu34SRfmyx6mruwokhTL+rRFk7LMGimvjNZ0/E0G2u8oxKvH9Rqd3WOMJl6dGKfRcwhpUwScpLfSik/AeAOAJ8G8KoQ4n+EEJclcJ19UspZUso6KWUdJhdGrJRSHgfwSwC3CiGmCSHmAmgA8Goq5baDurICbL55Bfw5k1WuOmM1bVqiqEYZipkO94Gdh3H9yuqwVaZ6wdX8iqKk74Okh/e73sMtP3opqZ9kF1cQ4hZCfeD1K6uDCyQAGPKByawYjdUnmOnfrcLsPo2YjxvbKFntq7Z5/crq4OQxcH4x5/Urq+HP8eG+a5bi7qnzDNW/Oy1Li5WkspMoVb/kRj0aReveFlQVR/UlD+w8jJ6Bc3YW1XWkqhuz+lOrMjwZjSvSbT9uyGhlJ8nUTzwtJtrGWu9vWd2AX7zeFSyTVnzKtiWZSLp9ZDx7TtTO9PqCkdGJ4H1pxbi03cRJtG3siF/19FAwLVtTd+/0DLpaB5k8RgjFjP43mbpKJRa2Mmawqt25y9vd6GkuywdsumFZVNz7zN5jhsd16YyBzdS3lzWtVY8bms+Pd9TXYvWDWu2uzhEmU49e6bO8SEqZJIQQZQA+CeB2AD0A7sLkooYVAJ7AZHYIrc/9F4APAZgphOgC8HUp5cNa75VS7hdCbAPwNoBxAJ+XUk6kUm478PkE1iyuxIKWJvQOBjCrKLUzhFSjjFwBZ6bDVQ9QUZ2G3mqphZXFrl21TAghoT5QCOgGoGauGI3VJ5jp363C7D6NmI8b2yhZ7au2qWe/y2YX47mWJldkabGSVO4/Vb/kRj0aReve2k8O6zzwGLeplO4kVd2Y1Z9a5TuMxhXpth+v+8p4JFM/8bSYaBuHvr+jbxhvvHcmmDUJ0I9P2bYkE0m3j4xnz4namV5fUFHsxwfnlmFBSxPe6Rmk7ZpAom1jR/yqq4eiabj/uqXB7L6hu2Evv6DMtTrI5DFCKGb0v8nUVSqxsJUxg1Xtzl3e7kZPc8cHAvj4kiqU5ueiteMUJhRga2sn7l6z0PC4Lp0xsJn69rKmI+uxvNCPg8cHcHpkFAAM9YOxnnkmU49e6bO8SKrHbewG8BiAa6WUXSGvtwohfqj3oanME7pMZZMI/f2bAL6ZQjkdgc8nUF9eaIrzTYfDVdPXqE5DL7iaO9M5D+4IISRRIn2gXgBq9uIFvT7BLUGXmX0asQa3tVGy2ldt89DxAU37bagoCtaBVweYQGoDbDP8ktv0mAiR9yalttZqZjBmTpRUdGNWf2rV5FQicUU67cfLk3FGSKZ+jGgx0TZW319XVoCzY0rYhKGejti2JFNJp4+MZ8+J2lmsvkC9L/UatN3USNZ/pzN+1dODGkOuv7IeipyMNR97efKIZLfrIJPHCCpm9b/JxArJxsJWxwxWtLsbNhwRfWJpLjvbhyvmzUR1aR56BwO4YeXshMZ16Y6BzdK31zUdWY9ZvsT6Qb129wkkXY9e6LO8iJAyuWOKhBBZAL4tpdxobpHMobGxUba2ttpdDE0URQZTt1cU2//wS+t8ng3NDXh096SjCT2jSS27kx/cpRnTbt5KzQohcMuPXkrqs1v/+nIk6yeII3GFZtNJqA8szc/Fpy6rDaZJVwPQdPtAp/UTNmPqjWeKbq3EjfpTFInOU8N4vfNM2A6rSPtN41nsjvO1Ru7fjW3vRNKsNbNwnGadQiLtmagNOXFs5SL92qJZM+rHbF9rVEcuattMhr7WQVgR9yRjZ/Fs2GbbzRjNusUH6unBqeV34PjBcZp1attFEtqWs4r8ONo3hDv/8w1HlzkSJ8bWBuCcF6y1k1jXBuA0HxaGgzVtqa/V6lsAJKQRrXa//7qlWFkzHTUzHFOPJH3oNnjSiyQAQAixU0rZnPQFLMSpHYIdgZGRgDXU4ZYX+pHlA44P6DtfBwbBduG44FsLLpIgIbhCs4lghj8K9YGVxX5MKMCJIXsCUL1+4qqFFeg8PeJFv8sBYxpxywQOoD9oihxAqq/1DARQVZI2+3akr401wHZT28fDjjg18jtrSvPReXrEiZMZejhSs3YS2qZGfEeiNuTk8ZSDJ+NCsU2zqdRPKg9Qtfq7RPXjkrbNZOhrHYLVD2PiLXrQihmMztml2XYzSrNW1GM6+3P1u04Nn0NOlg8joxO2xhAOHT84UrNO73/12nJRVVHM5wOxrpesXTg5RrYIznlNYaWdaF0bSOyhe6zrho4Z1SObM1y7lvlaI4taegcDqCjyYzAwhvf7A6gqycPiqmJkZ/vCru1030vSimWLJL4LoAHAEwCG1dellL9I+qIm4dQOoe3EEK7e8kJUmpfnWposSdNiRcDq0CDYLhwZfEfCRRIkBFdo1iiZ6I/0+omHbm/E+sdaM+Y+E4ADxjSS7jglWYzavo0+wnW+1i1tHw+7FiRnQF/kOs1aSTJtmogNZYhm7MaVmk3U1+ppJTdbuG53JwHgUt1mInbFPVo2/Y1rl+D7uw6jo++sE+2Zmo2B1+NOh44fqNkkMLMtU9Gok/SdRjjnZROp6j6RzMQZiGW+1ki7jI8reOrNY/jqU2+FxVPXLp8dtVCCkCl0NZuqYmYA6AOwGsCfT/2sTfGaGU3PQCDMwAEgMKagdzBgyfe19w0HAwv1uzZu24P2vuE4n9Sn89QwDh4fwB1N9bhz9TyU5uemfE1CCEkGK3ycHSiKRNuJIex+9yTa+4Y1+4nWjlOuv0/ifNIdpySLUdtv7xvGph0HsO6KyZjljqZ6bNpxgLajgVvaPh529AuJfGeov287MQRF4UJUJ5KMjozYkNr+f2w/lRHxC0mcRH2tnhb3dvUnpB/6HkLCsSvu0bLprz71FtYumx38XbVn2q3ziWzP0vxcHDw+gD+802tZmzlpDiRTxg9Evy07+oYT9kGpaNRJ+iaZi9q/vtMzmJIPC9Xr9Surgwsk1OtQu8kRyx+pfmh/d39wgYT6968+9Rb2d/envbzE/WSn+PmfSCn/X+gLQog/SfGaGU1FsR/+HF/USqhZRX7D10jk+Ix3egZxR1M9tr/Whe7+SQevOvt4K+L00nq+3nkGDz3fFlyl1bK6AY+93GHomoQQYiaxBuVW7wCK5YcTSQ+oKBK7DvVgb1c/FAksqCzS7Ccmwm8zLfdJMgsjujQjTjGzPHoYtf2+4XO4pbEGW3YdDotbTg2fyxjbMSsdqZG2d0PqUzv6BaPfaWRnlBvq2AvEatO6sgLNNopnQ6Htf0dTfUzN2K0Du7/fCVhVB4n2s3pajHxOEelzjJwr7uGj3AgxPebV8xmRr/cNn9O0aRFieqX5uegbOoe33x/A4d5BbGvtwumR0Uzfkeo49FKo5+dmY3RiAmUF08Las6rEj9tX1YaNO6xoM7vmQLRI59jRKWRijKQoEvm52Zpt+cZ7Z7Bl55GEjpE7OzaRtEadpO9MIhN1myyRYzIt3eflZEFRZNw6CtWrEKB2TUKvbzl4fBBnxxSsWVyJ7n5tX3G8P4Dlc+J/B22ChJLqIonvA1hp4DUyRV1ZATbfvCJqclRdgBAPI2fVa02CqAsZuvsDhgLWWGeR3fPkvrBVWlt2Hcb6K+szOggmhDgTOwbl8R5yJZoesPPUMA73DAUXn9WW5eHrf74Y//Sr/cHPb7phGTb/9lDwM1UlftzUWI2R0Qm0nRhiMEfiYlSXqcYpqZRn0w3L8PElVXFT4ymKxPiENGT7uVm+4EQlcD5u2bp+lan3YxdmpiON1/ZOTn0aOsDNz81GbVkeOvrOBv9udb9gtC/S2xm1YCptpJPr2GvotWllsV+3jWpK87HphmW4e/teTRuKbH89zditA7u/3wlYWQd6vtYngN3vnoyapNPTYmQx9BbkqN+xobkBpfm5wQnFTTsOYGxCidKrl9qZeBszY97xcQXPvtUdZU9XLazAbw70RMW7WnGKesJpVYkfn7qsFrf/+6tR83mhMQOxlngp1FtWN2Brayc2fvTCYHtev7I6atxhRptFPsipKnHOwoR0jR2dQibGSOo9bdpxAC2rG8IW+WxobsCjuzsAxNZzZL3c87EL0dI8L7igc/trkwu9jGjUiwtvrCYTdZsKoWOy5w/14utrF+Ofntkf5t9bHn8Dd69ZqFlHseYeqF1zqCnNxzeuXRJ2lMbX/3wxsiCxaccBLKgsQlVJHmrL8rB22ezgQtNfvXkMlSXx65s2QSJJapGEEOIyAJcDKBdCbAz5UzGALDMKlqn4fAJrFldiQUsTegcnFzTEe7gV6Xw37TgQFXRHnlUfOQmyZddhfPvG5fjObw7i7jUL4wasepO4j3z2Us1VWvMrijI2CCaEOBc7BuXxHnLF+3skPQPnwlKydfSdxQ//5wge/eylUCBRXuiHTwB/d9UCHO4dxO8P9uJjS6u8dM4dMQGjukwmTkkURZHYd+xM8OguNdvV3dv3ojQ/F1fMmxnz+9r7hvHVp/dFTeJsumFZlO2PjGrvYhkZnTDtfuwkUX+jordqPrLta0rzQ2LQrKS+y2qMnu1tZb9gtC+KtzMq2fYk5qPXphMKNNto0YYmvN09iM2/PYR1V9Qjywc01s7A5fVlQX8W2v7bX+uK8mGqZkKPNlTfu2nHAcye7sfI6ITlO12oQ2vrINLXlhdObnBY88ALQS08eNtFmFtWGPTFD952UVQWiNxsEZyIDdWPXh/7wM7DWHdFPX7w+yMAgLXLZgcf6Jp9j4S4AbNi3vFxBX/sOIV3TwyF2dzGbXvw6GcvjfIld2/fGzV/p8YtAHBTY3S67i27ztsvd6Smh3gp1NU2CW3PWLuII7NQ1ZTmG8rko/cgR6tfsGNONh1jRyeh6qI0PxfXr6yGEMCh4wNYVFWEupn2joeS3REdqvXHXu4IxrFXXDATG7buCWalBvR3xYdeo6rEDwkRloF6Q3MDGioKDWnUawtv0kEyca0bdtknW8bQMVnT/Fn44fNH8K0bl+NI7yAmFAQ3GWvVUay5h+2vdWFDc0PUXC21mzidp0fw+Ksd+NaNy3F2dBz5udl45KU2XD6vHDddPAcnBs9BCOCu1fPx1af2Bev7n69ZgoUVxXGvz/EuiSTZTBK5AAqnPl8U8voAgBtTLVSm4/MJ1JcXGjI6LecbmhUCmDTkyLPqIydBAmMKDvcOYuNHL8RVCysSShekMvlQYVxzVdzCymLHdZaEkMzHjkF5vIdciaYHHBkdj3p/R99ZDI+O40/nz4rqA+6/bike2PkOgzmSEInoMpE4JVHixTWtHacwe3oeLpil/909AwF09J0NTuIIAUgJzJ7uN3x8SEVxZqzmTyYdabxV82rbR76vpXlewt+VDvTO9t66fhXOjk2kpV8w2hfF2xnF9LLOQa9NXznap9lGPQPngjpUx1/+HB+eC+mbQ9u/uz+Ax17uwPor63HRnOmoLSvQPdrwK2sWIDCu4JaHXk7L4kjq0Po6CPW1bSfOZ4AEJtPsH+6JPhpjx4YmHB84r0UAeC5CnwBi9rGh6fyzfEwJTEiqMa+iyKgMEqE2d7RvWNPOcrJEmP3WlOZjZU0pegcDugt8heCO1HRiJIW6+rranieGzuEnL7RFxXlaWai0FvRq9et6D3Kevaspqg+wa07WyrGj0+gZCKA0PzfqWJXasgLUzLCnDVLdER2q9e7+QDCOvWjOdJweGQ17r54PCr3G9Sur8b3fhc9XPbDzMJ69q8lQeby28CYdJBrXumGXfSplDB2TCTE5//pOzyAe3HUk7H1adRRv7qGy2I+rFlXixBC1mwp9w+ewekElvvzzN8PiK58PmFk4DZ/+6atYd0U9Hn6xLawtvvb0W2isLeWxPiRhYucz1kFK+T9Syn8CsEpK+U8hP5ullIdNLqOn0XK+W3YdxvUrq4Pv8edon1UfOgmivufu7XvReXoEwGSH0nZiCLvfPYm2E0NQQg42VTuMUPw5PtTMmFzRqf5N7YTmzuSqOEKIPaiD8lX1M1FfXmh5AKrnH9XBYry/RzKjYJrm+4v8Ofhj+6moPuCeJ/dh7bLZYe9XgzlC9EhUl1YRK65RY5XOU8Mxr1FV4kdL8zzccPHk7p3tr3Xh4RfbMKNgWtR71Z0okXFLpqzmT6Zd9SZb2/uGY75PkXCEhiLRG+CeHZtIW78AGOuL4ukxsj1VratHK4XG6sR6tNpUz+aGz0UveIzsmyPb//TIKBZUFuNP588KXr+9bzjqaMO+kdGoyWYtmzULp/QXdpLOOoj0YVo7ljdu2wNFIkyLPp9AXVkBZhX50TMQQHvfMI6ejN3Hqm7Jn+PDJbUzPN/OhKRKe99wVEaWUJvLz83WtLP83CzUlRUEbTo72xfsb+rKCjQ/4xPIqBjW6UT2A1ptIuX5xdf15YW4pHaGZpynlYXqq0+9FRzTx+rX9eLcE0OBpOZAYs0Dk/hUFE8eexp5rMo9T+6zLC6Lh9GxnR6Jzv9r+aDQa0zL9ulq1ijpnuPLdBKNa1PVVDpIpYxaY/LQf1W06ije3EPdzEJcMIvaTRW9Y3Orp+ej89RI2ELFUIzOjXO8SyJJNpOEyjQhxEMA6kKvJaVcneJ1yRR6zjcvxIFHnlWvvh46CaKuZledRV1ZQcwVd3rprebOLMDcmQVc0UkI8Szx0v/F+3tkSjhFKlEpt1tWN+D1jlMYOKe9kygrYokjgzkSD6vTVhpNdagX12T5EDzb98qGmTG/5+3uQcPpOzN9J0oy7Wp01Xzk+2IdDxBJOtNzuunc2nh6DG1PrfOvnbaDx07sSgGrZXMbmhswLccXV4dG/JGWfSoyvTv+meY4vXUQ6cNiTfjFS/f7nRuXR322ND8XCyuL8J0bl6OmLB9XNszEjIJpqCnN93w7E6KHGXHtvWsX4cfPv6s5zot11rmW/7n/uqVYWTPdtp3qXiS0HbRSqKvjllC/mWgWqtCNbZF+XtXg2bEJbGieh22tXcFswsnGuW7YHe506soKMH9WkaN2IKe6I1ov5qmdkQ8A+Le/XImCadmoKJqm64PUa2zacQANswpdMzbzConGtW7YZZ9KGUN99anhc2iYVYjNvz2Er6xZgL6RUSgSyBLA0uqSqDqaVaQ991BeSH2biV5WLQmJ3Cwf7lw9DxdWFKG2LA8dfWeD7zHqazjeJZGkukjiCQA/BPATAJlxuLPD0Jv4XTK7BD//3KrgBEdOli/KsGtm5AFA2HlK/hwf8nKy8Id3enHo+ABK83PR3R8IrrhT07XHm8TzSio1QgiJJJ5/1Pp7TWk+2vuG0Td8Du+fCYSlZN10wzLsOng87NiAra2dWLtsdjCtamQf0Di1+4/BHDGKlYsFEplw04tr5s0qwnd/cxC3XlKDiuLojBAqkeedXr+yGmfHJmIOSjM5BWwy7Wp0UUHk+7r7A9ja2hn3GIt0T8C6bYAbS4+h7Xli8Bw+/dNXw7R+8PgAZk/Pw9LZJZ6ezNbSWLoeIPl8AouqirD+ynoocrLPfnR3B3KzBTbdsCysf9fSYTx/pGWfWTqxgFWTzZm+uMwI6ayDSB9mtL21+kNEfLaqxI9PXVaLL4Wkqt188wqsrJnBdiZEBzPi2ktqZ+Dbvz6IvccGcGJoFOuvrEf19Dx0nDobnJvbtOMAZk/3Y2R0ImwhBm3TGUS2g5pCvXcwgPzcLIxNKFizpDKqbbT6eT2dyJAkDqF+fnxciTrGZUNzAx7d3YHTI6NJx7k8gz11fD6BhVXFjloEkOqCcVXrF97VhM5Tw8jPzUZlyTT85kCPxnMGbd2p15g93Y+Wx9+IWhy26YZljh2beYFE+xU3bEIwUsZYCx5DffVKRWJ5dQle7zyDf9lxMEzzkWT5ELVobkNzQ9RGNpIaeu2bn5uNB39/JFj3X1+7GD98/kjY0VU+Aex+92TMRa6MtUgkQsrkU2sJIV6TUl5sYnlMo7GxUba2ttpdjJRRFInfvH0cb3cPBFeyzcjPxb+/dBQ//cylUauMewcDKC/0I8s3OZk9PiHx1af3BZ1F5Ll3oeclAsDj6z+IVfXROzjt2q3lAkyrBCs1K4TALT96KanPbv3ry5GKnyCOw1LNesVXjI8r2N/dj+7+AKpK8rC4qhjZ2dpRcehEW+SZacBkoPfQ7Y1Y/1hr2M6Ux17uAICo8y4337wCVy2sQOfpEa8Ec6beWKbEB06i7cQQrt7yQpSun9OYcNOaeL537SIMBsYwMjqBZdUlWH1hha6e/9jehz8cOolp2T4s/kAR3ukZwvDoRHCl/+oLKwDACX7IsfGBkcl/RZE4enIYB7oHcLh3ENtau4KTsvEWOySiBzPvSY2DM8Un7n73JD7x41dQVeLH566sj9rVEstOksSxmo1ET2Prr6zHgspiQwtyUolX1LaJRF3AHk+Hsb5byz4fvO0ijI7LsNc23bAMH19SpRt7eATXaDYeoT6sstiPt7sH4z6gDfURaqxYmp+Lv/nTegTGJlA1fXIH6JEpHx66A/mRz16K8qJpGeErXUjG6DbTUO0wdJGiSqy4dtehHuzt6g/20QuripGX68NfP/Z62EK+b//6UNAOQ+02lp07ZGxNzYaQTJto9e2Rc7Obb16BRVVFODF0DsPnJvC5n70WpcFUfLeiSPyx/RReOHISwGSGuHjzwC7G8jkvKxeEJ6oxM8oTeY2W5nnBzI0qWn4wsqx9w+dw0w9fDi7eVDcBffjCmWisK0vq/jyCo+a8nJp1JlQ7s4r8ONo3hDv/8w3NMiZ6D0bnMHa/exIbt70Zpu9fvN6F+69bgqZ55eg8PeIlbVvmayPbr7YsD/euXYyD3QMIjCvBPsyf48NPP3MJAOhqYlFVEbr7PdMmJDa6jZ9qJolfCSH+N4AnAZxTX5RSnkrxuiSEkdGJsLTSX/zIfIyOy7AUQuoKOK1jNDbdsAyzp/uRk+VDy+NvBNPQBMYmz/NZd0U9fvD7I7qrAp3aORJCnIVXfMX4uIKn3jyGrz71Vtgkx7XLZ2s+rAjdsaGXQjknS+C5qRWseTlZaHn8jeCkxWMvd2D9lfW4aM501JYVBIO6TN0ZT9xHIqkOI1dsqws7jw/Ef7itKBLvnwng4RfbNI8i2NDcgAtmFuLA8fgPl7xMvFXzqe7StyM9Z6b5REWRGJ+Q8Of48KnLajEyNhF1xMy88kLUzcyM+00UPY0pEoZ2RKYar+jtbJlRMC2uDuN9t559KorEQ7c3orXjFCYUYPNvDyEny0ffliFE+rCaGfGPt1R1eP3K8LPRhRCYkMDfhWSPCN0YERhT8MKRk/jJC23sHwmZItQ339FUn1AcMzouw/rozTevwJ/UlwfHdrOK/PAJ4PTIaPAzkXartaPfK2NrN5Fsm+hlmlxZUxocDx3tG8KaB17AuivqkeXTnjOQkEnFulrlVvuF0yOjjtod7gackqHRzPJEZhkxctSbVlk33bAsmP7+B78/AmAyRr5h5eyk74+kHyfustfTzo4NTZpzSYlmzjE6h1FR7MfpkdGgvoFJjR/uGUTf8GjYPDG1nTzB7DTrV+GVtj4U+HNw53++rjm2AYDLLpiJthPnF0gA59t8/ZX12LLzCNuExCTVrSefBvB3AF4C8NrUj7uXBTsIRZHYd+wM2vuGcUdTPapK/AiMKfje797BTY3VwUBWUSTaTgxh97snse9YPzbtOBDmEO7evhc5WT6MTihh5/Sof1fTueulbNPrWNr7hi2uAeIIfNkQQiT9M3tOjd13QNKEV3zF/u7+YOALTN7nV596C/u7+zXf3zMQQGl+Lj7/4XmYMz0PG5rnoark/ESEP8eHimI/6ssL0VgzA5DAl65agAdvuwjLZhfj9MgoFlQW40/nzwoeh0SIU1AUifzcLLQ0z8Odq89rO1Y6Rp9PoK6sALOK/OgdDECRwKV1ZTH1rcZEatrZ61dWBxdIAJN2+MDOw3i//6wn/FCqqA/kVtXPjKr3yBTu666oR3vfMPrPjhu6tvrgLhQnpOcMjZfbTgxBUaTma06gvW8YX316H1pWN2BOab6m1nsGzsW5SuaipzEpz09mxSJWvGJEE+rxCGoZ1GwPUiKulozESpH2CUzGHq0dp6BM7Vbq6DtL35YhaGlOy0dHvq+mNB+bb14R9jDt+pXVODF0LspnbNl1ePI4DoTbCjVE3IrZ/Xekb9bqY/JysqK+R8+nd54eCbPhmhnh/UaJPwvrrqjHnavPx8+R/ZdXxtZuor1vGJt2HAi23R1N9di04wCOnhzW1aOq1VeO9gE4P+bJzvYFNSIEgg92hJh8QG1mLK2lpS27DuOmxmpHH1HnZGKNpVIhWbtPtTyhc1Z3rp6HCyuKUFuWF/Ye1Q+qOj96Mrqsd2/fi/uuWYrasjx8/sPz0NI8Dz++vRE1pfkp3R9JP1ZpPFn0tKNIaJYxctGDOq/xTs8g2k4MYXxcCfPbs4q0x5flhX7N+Dt0HNiyugGjEzJqnpjaTg2fT2Dp7OlYUFWC+555O+ij7miqx7nxCXzqslr4c3zIzfZBUWTMjRTq/9kmRI+UMklIKeeaVRCvopdmKtZK3+7+AOZXFAV3FcV6HzDpBHYe7MUF5YXBFZ0q/hwfmubNxPUXzdZdFWjHjkDiIJTxpI/qACaP6yDewCu+Qt2FF0pgTMHx/gCWz4l+v3oedOSO98gzRbUyVPzzNUvwwbmlmFM6OXHRdmLIS6nbSAyckKZSLwbZ2tqJu9cs1J1wS3QHifr+g8cHQnbKau9uGQpMeMIPWYnqyyNTQT/0vLFdx3VlBXjwtovCUk8vrS6xdQJWT3O52UI3Raed9AwE0NE3eW75PVcv1NT0yKixRSuZhqJISAl858blYUfBqOMfIw8R9OKVnoEADhrIRKN1Tvnb3YP4+PdfiKulRGOleGM9+jZ3Edl315Tma575rZVyX8uHXbWwArOn5wV3sasP17Q0pm6M+OJH5uM/XmoPvk4NEbdhxU7kUN+8/bUutKxuCDsKo2V1A1oefwN3r1kY9j1aD2GuX1mNd3oGASAYn4f2G6eGz+G9UwFs/t3eqPg5tP/yytjaTfQNn8MtjTVR2nj35BBa/uuNKP/ccWrE0NF1kW39qzePRWlw0w3Lko6l9bR00Zzp+NP5s2yPe72K1njeLrvXmrP6+p8vxg//50jY8d1qdmp/jg/fuXG5ZllzsgQ2fvTC4OaGUB9Nv5aZpGNuKlHthGb+0zriKvLIowdvuwibb14RFVtoHd9w1cIKPPLZS/HCkZOQcjL77w0XV1PbJqPqamR0HHetnofC3Gz8y46Dwba4d+0i3POxBWjvG8bpkVHMKy/UzPYYeoI824TokVQmCSHEl0P+f1PE3+5PtVBeQR3cXb3lBXzix6/g6i0vYMf+40EnoLXS9/qV1fDn+LCwshg+n4j5PhV/jg8TCqZWdC4J7mJWnfsldTNirgrU260lIBy1644QYi9O3T1sNlUleZr3WVmifVxR/8iY5i7gf71lBZ5raQpOkmhlqPja02/hzMgYAOj2F3q4adc0SYxY8UM60do9smXXYWy59SLNBzzv9g5h18EetLafSmgHiRrrRO6q0rLDqpJpnvBDVqKXwl1tp6MnY6+8VxSJkXOTx0M8uOsIfvR8G0bH7fU1ejtP9nb1O3K3h9oG3f0BdJ4a1tR0zQxv7fpTFIn2k0N4as8xfPz7L+DO/3oDP3q+DRs/Oh8bP3I+ZbSRHZF68Up+bpZh3xS6u0o95sNIZgp1DBb53Xo+Kt6YkL7NPWj13c++1R2VBVJLc3o+bH93P0ZGx/Hj2xuDOz6zhHb/eGFFEdZfWQ9FyuBmCmrIXBhnpwcrdiKH9gvd/QE89nIHvnPjcrQ0z8O6K+rx2Msdmhl8Qneeqg9hHn6xDZ/72evB+FzdrapmEphZOA1feXJvlF+/75qlYf2XXl+lldGCmI+WPef6fFGx8ZZdhzE6poTtcO06NYzn3uoOi1duX1WL0vxcTa2GtvX217pwS2MNtrZ2Yt0V9WhpnoeHbm/Ex5dUJf3QUU9Ltdx0YRt64/lE40Sj3xWvb5pQEDVn9U+/2o/v3Lgc//W/Poit61cFHyirfz/cO6gbT6sLJNT3qrr3ypyhl0jX3FSi2gnN/Kc1r/HVp97C2mWzg7/f+Z9vYGFlEZ5raQpqvqJomubxDZ2nR1BeNA0/eaENP/j9kbC42mj50o3bYtRQXX3uZ6/j+7uOYGRsAqX5uQAm2+K+Z97GQGAc//DkW9jb1T95JGVElo8NzQ34xetdwes6qU2Is0j2uI1bQ/7/lYi/rYn3YSHEvwsheoUQb4W89m0hxEEhxF4hxJNCiOkhf/uKEOKIEOKQEOLPkiyz4+g8NYyDxwdwR9NkqrbQgFlvhVyWb9Lg586cHDzpvS8vIu3PL17vQmBMwavtp/Gj59vwd392IX7+uctQXpQbnMDTQyul7IbmBnxh6x7bHswQQpyHlq/IxPSNi6uK8Y1rl4Td5zeuXYLFVSVh71ODup2HenX9OQC8crQPbSeG0Dd8TjdDhZHJwNCg993eIew61BM2UNl1qMcRD9ZJ6sTTQzoGQIoicaB7QFOzZ8cmACBYhvaTQ/jvt47j499/AX/1H6148d2TuqvstVBjHXVnnz/Hh+2vdWFDc0OUv1lUVeIJP2RlG9eU5uMb1y7RPQ/5wPEB3e9TFImX2vrwZZ2JMbuIl3ox9LV4RzWkg9D+9Gcvd2LjR+dHaVodC3gBtT/9xRvHcM+T+8K0de/Tb+GD9WX43i3LwxYexqK6JA8//OTFwWOCasvysPnmFRidUBLyTSqxMlNE9rv73x/Et29cFhVDqGmIjV5bHRNmmm/LJCL9dOcp7bTU6gStipbm9HSw82AvPvHjV/C/HmvFxo9eiI8sKMfCquKo/rFldQPuf+4Atuw8gokpxxfaP7pt4tSJOGUBqxeItZs0WSLHsadHRgEAW3YeCT4A0UrVfbRvKGhveotLX2rrC9PF651ngpP8oeXPyRJh/ZfW2FrNaEFtWYuePR/rP6upva4zZ4MLZB7cdQRDoxNRsbC6wFFLq5FtLQTw92sW4sqGyay/V8ybiezs5E/L9so8jZvQG89rPeRLpa30tNx+MrzP7x3U9qsvHDmJY2fOYvjcRHCBRFWJH5//8Dxk+Xz44ScvDi7SVMsaK56mFjOPdB2hkqh21AxOz7U0YensYk1NChH++/7uAVSX5KF38Bxueehl/P6dE4a1/Ks3j0XNE8fTdrribzfGqFrHWz3+x86wTeGBMQWBcSU4r3NiKBBs88fXfxDP3tWEhorCYExHf0NikexxG0Ln/1q/a/EfAB4E8GjIa78F8BUp5bgQYhMmF1/cLYRYhMlFGYsBfADA74QQ86WUE0mW3REoisTrnWeCqTFDU6f2DgbC0gKp+HN8aF4wC0tnTw8OnvJzszXf98G5M9DSPA8TCoLpWNUUM4ExBfc8uQ/rr6zHlp1H4qYnDE0N2NE3jDfeO4NHd58/zmPjtj1Y0NLEVDWEeJzI9NOzijLzSIjsbB+uXT4bDbMKcbw/gMoSPxZXlURNXKiDhTua6qP8dG1ZHo6dCeCTD78a7AP+5bplmkciVZb446aW00o7u6G5AaX5ucHjQfZ29Qf7HPXz9N/uJJYe6soKTE9BrEV733Bw90hkDFJe6A8rQ0vzvDDtqRkhIj+nt6I7dFf9Yy93YN0V9cjyAU0NM3HVokqcGAr3N5nuh6xIMx1K15kRjJwbx/yKIs12eqdnEIuqijX9RnvfMFo7TsX0V3agF1dHVpdTdhZoHefQvKAiSuteIbQ/1VuYtap+pqFrjY8r+OW+98OOtvrmdUvxkQtnoav/bEK+SUVPX/m5Wfjsf/wxrN/92yf2YENzA9ZdUQ8hACmB7+86jJU1pXFTxYZeO3JMSJyFlp++/7qlwbhMJXTRrIqW5vR0MKGcv87d2/fiuZYmLKsuReepYVxcW4oXj5yMmg9YVV+Gx9d/MOhLAKQlbsh09B4SMM42Hz17SKX/1oofZUi8qpWqe9MNy7D5t4cwOi6x7op61JTmafZRoXFR5FxcaPnHJiaz/ql2p5Zp9vpV2HmwN8yWqS1r0bPn79y0XFN71dPz8KWfvxk21tF7IKelVbWtF21owuudZ4ILQlV/nGr2MC+Mj9yG3nhefchnVlvpaTnyecCFOuO+CQX46lNv4f9b90H4c3wozc/V9IWzp/sxo2Aa6soK0N43rOujqcXMI11HqCSjHTXzH6A9/xR6DIM6z1FWkBuWCSURLdeU5mNlTamh8lk9pxOKG2NUveOtfCHjJrUN1XkdtV3qywuD9zV3ZgGeo78hBkh2KarU+b/W79EflvJ5AKciXvuNlFI9XPdlAOrSoGsAPC6lPCelPArgCIBLkyq1g2jvG47aCbVl12Hc1FgdNNrIFXKbbliG0QklLPPD6MREcFel+r6W1Q3oD4yhsbYUJf6ssNfVFDOhu+eMrPJTnYw/Jwtbdh6Jmtxxwq47Qoj9hKafjnWMj52YsVo3O9uH5XNK8WdLqrB8Tqnmzo7Q3e9f/Ej4LuD7rlkalYLwK0/uxT/++WLNDBXxjj3S2p34wM7wo5f0Jmvov91HrFSD6VrJ3zMQwLbWrqgY5P7rliLLF556Pj83C+uuqMfGj87H9z9xEWYV5eLetYsMr7IPjYm6+wN4+MU2LKgsxqKqElwwa9LfqBMyu989ifa+YdSVFTjaD6VCIm2cjL/rGTiH+//7IL757IGodmpZ3YAnWrtiZv2IPBZF/aydiw/0dp4sqy7R1KETdlWH9qc1MwqCD9S9SOjkWyxtGWk3raOt/uHJfXi14xSkIvHgbRclvLtNT196O+mGRyfwg98fwYO7Jncod/Sd1bUpvWtzgYSz0fLT9zy5Dzc1Voe9z5/jQ2PtjKgxf//ZUbz53umglmtK8zV3lKtj+9Ad7u19w0Gf4c/OwsMvtgUXSLSsbgAgw/rHdMUNmY4V2Q2INlbtRI4cx86dGTtV993b9+JLVy3ADRdX4xevd+G9M2c1+6iJcFkgMKZgQWVxWDajltUNuPfpfVF25/MJjIxOhGW0UK9BbVmHnj13nR7RHPvkZvui3q+lBZ+YzBJQU5ofFa/4fAITCqLmiTdu24N9x86kHJO6YZ7GS8Qaz5vZVvGy6akaUzOUhc9ZLcHbx84gMKZgIDB5pN1Njdq+sDR/GoDJLKlSImY8TS1mFuk8QiVZ7WjFDf98zRI8s/dY8Hd1nuO9UyPB45Nys3z43s0rUFuWh6oSP1qa5+E7Ny6HlAj67dDyZGf7DJcvnfG3G2PU3Czt462qp09mX1Tb7Jm9x7ChuQFLZ5dASkT1lfQ3xCjJZpJYLoQYwGTWiLyp/2PqdzO84F8B2Dr1/9mYXDSh0jX1WhRCiPUA1gNATU2NCcVIHUWRweMzKorPr1jSc1DzK4qidkL2DAQwNiFx79P70NF3Nmx1WVnBtOBZderk6dbWTqxdNhsPv9iGDc0NuOfqBZiWk4UHdx4OOyfpwooi3Ll6Hra/1oXu/oChVX5WrNr3Mk7ULCGxcLtmrVytG+nvQ8+T9Gf7ps6BBnwCGAyMafYB/pwsbF2/KipDhRrUR2aK+MLWPTg9Mqq5O7E0PxcLKif9PAAU5mY5xn/r9Y1W4XbdRqKlB3Xi4ZWjfWlZyV9R7MfpkdFgZgchJrVdOyMfPQPngnqsKvGjyJ+Df/1d+ArwXQeP4cHbVsKfLVDkz8HI6ERwcUOoFlStlObnYOv6yzA2MRHcpaK+L52r8NNFLM0a3a2RbL0Mj44jMKaguz+AwcBY0HdJObmD8fTIaNhD6Ui/96s3j6FldUPUDiOthxfp8gV6O08ARO0sAKzZVZ3svbpF31b6WXX8oR65E6qt0IUtaj2V5ufipsZqzCsvRN3MAiyqLA4uZlSzK4USGFPw8tFT+MkLbfjuTSuwY0MTjg8Y322ipy+9nXShl6sq8eOmxmqMjE6g7cRQ1Pdxx511WKlZPT/dMKswqAlVv5fXl+G5kDH/lp2H8OfLZqNvZBSKBLIEsLS6BFctrAj6q7ycLLQ8/kawn43c1bn55hW4cFah5jzBmiWVhspqZ/YfN5KueZJMi2mTIR1+MTL+PK5jJ4d6BvGTF9rQsroBO97qxobmBjyw87wt/st1y/CvOw+Ffc6f48PB4wPBXdz3XbMEz+19P7hgLtLu3D4H50bN6tX5yOgEnmjtChv7rKyZjgklfLexeixgqBbuXbsIiyqLMKMwF7/c+35YtohNNyzDxxZV6h5luPNgr6EswHaR7rG91aRDs7HG80D8OjVa53paDl14HRhTcHwggI9cOAv/9pcrsee9M5hQgAd/fxifu3IeBs+NYUbBNCydPT3qWurnDxwfwJeeeDPsXhKNp0lq2OVr42lZJRU/YYaPyc0WYXOy9TPzcc2K2VHzHCX5ufjUZbVh/vvrf74YhdOy8Xc/D9f4oqoidPcnV6Z0xt9OjSNiaXZkdCKsvFUlfly/shoTUuKRz14CKSX6z47hS1ctQP/IOZwdncDHv/+Co+dLiLMR0qYtSUKIOgDPSCmXRLz+DwAaAVwvpZRCiB8A2C2l/NnU3x8G8JyUcnus6zc2NsrW1lZrCm+QWJOa7X3DuHrLC1EO6tm7mjB3ZkGY8/cJYM0D2u8FgAPdAzjcO4htrV04PTIaPLZD3TGy/sp6AEBeThYe3T3p9Dc0NwT/37K6AVtbO/HTz1wa1xHrpQ5dWTMdNTM8GfSYdsNWalYIgVt+9FJSn93615cn/Vn183b5GaKJKzRrFW0nhjR973MpphnT8/e52SLqmIuqEj/+4eMLg4PI0HI8e1cThIBm8K8ODNRjj55o7Qpb+KamTKwq8eMvP1iDyhI/3js1Euwbvn3jMviED3/7hL0P2pJ44Gdq4dyoWy1UPfQOBlBe6EeWb/LhX8G0bNz8o92ma1zr+7WOeImMM65fWY2HX2yLKs+6K+rxzN5j2PjRC4NZVSK1YFQrenYdy57SgGW+1qgfS9bfvds7FBxg6j18W7N48iFbZPt896YVmJYjcN8zb2PtstnI8gGNtTNweX1ZVMYdRZHYdagHe7v6wx4Err6wwtZ40op+IhG/FzkJJCWC7WFWeXRwbHygtQBifkURFlYWY+7MSbtW200rDfA3rl2Ca5fPRna2D2++dwa3PBTtI9ddUY8f/P6IqXUbKza48z/fwPxZhfibD83DgeMDUOTkWbYbP3ohPr6kKrjDP1MeOFiEYzWr50c2NDdg6NyEpm9UP7OhuQEAwiZnNzQ34OqllZhQJvu0WUV+HO0bwp3/+QbWXVGv2c/+9DOXYM97Z8KuY7QPrS3Lw5ZbL8LI6IQj9efEB3IJ+HnH6tZLxNKQVlved80SPPj7w1HHIob2HeuvrMfFtdMh4ENrxylMKMArbSdw66W1YUc8qTFy6Dhu880rsGnHAc05OQcslvScZuP136GvXbWwAh2nRqLmZe/52AIMBMahSKBuZgH6BgOYW16Id44PYPPvDmv67Jfb+vCj57XHTT/4/ZHg7xbEgEnjAH1q4QrNho7nQxcSxJt3B4wv6B4fV/BSWx9aO04FY81bL6mJ8kHPtTRhMDCGWx56OUp/D3+6EXNm5OHY6QDyc7M142itI4ScpFMX4Oo5Lz0th/49WT+h9dkHb7sIc8sKg8fVx4sD9WLdLzTPx1ciFqwNBcZw37MHDGnc6DH2Rstkld1Y6KfTMuelNSd179pFeHDXEZweGcUPP3kxPvez16Lqcuv6Vcy+SCLRFUOymSQsQQjxaQBrATTL809VuwDMCXlbNYD30122ZIh15o/eSjufAJ7b1x0WXN9/3VJsaG7A8OgEAAQzP0Su1PzGtUtwYvBcWLATmkbrgZ2H8fCnG/HK0VNh79my6zAeur3RUHpCddX+hXc14cDxAbzTM4hv//oQTo+MOiEQJoSQmFi1WlfP3z97VxN8QoQtkPjM5XX49q8Pau6GVSe8tQJXNU1Yz0AgLDhXv2/J7BLcveZCzCychq7TI/jub94JWzj3dz/fix0bmmw/j82N5+E5EVUPNaX5wYmPadk+lBfmRu1cMiMFsdb3q7v41IU7obHFAzsPB1fqa9lckT8Lf3vVAnw55PzeSC0Y1YqeXWvtaMmEOMXobo3IelFX37/TMxi8DoCohwRqeumN2/aguz+Ara2deOj2RuRkibBJiHd7h6La52+f2INn7rwCP/3MpXH9TOepYRzuGQouIlMfHEzu/rfPF1jRTxjVstYExnduXO75Xd5Gdg2r7aaVEv2rT72FhlmFWD6nFIurivGNa5eEPbD64kfmQ5EymHnp1PA5U+o2VgaTHVPnjn8xpK1bVjdg828PYVbRNJwaHrN9USNJHr0MYP+9rxtN82dBkcBrHadQMyMv6O9UDVeX5gd3qgHnj1BbUFWMv5maAFQ18esvNKHz1FmIKVmo8wSBMQW72/qidjwvqiqK0lBkWWvL8nDX6obggxKn6c+hD+SY9cVFRGqotiwP912zNBjnSImoPvvep9+Ksul71y7CYGAMVSV+dPcHcNGc6aieXhC1sPHE0GH89DOXYHdbHxpmFeH+5w5EHV978PgA7rtmqWa8Tm2lH6MZyGpK8/GHw71hC36/+vGFWFRVjHdPDuHhZ97GLY01wfGOqpvIDJCBMQWdU5sbIucI1AdBoe/tHQwEM1bZvViMY/vkUcfzkfWkd2TX+ivrp46cLIpb54oicfTkcHDxzhNTzxc23bAM0/OzcXpkFMD5RVo1pfnYfbQPdzRNbrIMjSfePxPAK0dPYcvOI6gty4uKo++/bim+/evwjDleG6t4HT0tq6TiJyI/W5qfi8M9+vOmWoSO76tK/PjUZbWoLs2HEMD3blmB9/qGsaCqBJfWlOLXB3s0x96RJx2FvpaM3zM6p2MGbowj6soK8M3rluIfntynOb6/75m38Z0bl6OsMBdSZ85x58FeHDsTsH2MQNyBYxZJCCHWALgbwJ9KKUdC/vRLAP8phNgM4AMAGgC8akMREybeJGuogyovnNwN8rEt51PDqA+21GDowV1Hgq9vbe3EOz2DUROA66+sDwu21ZSuE8rkewYD45oP13KyhGGH4fMJCIGoXdAMhAkhTseqNGN6/v7E0OQEhvqdf/nBGnzvd+8gMKYEjynI8gHNF85CSX5OWNYgvUBb6x5qy/JwdnQi7MG42ods2XU4uPvk+EAgeBabXTCts3koisSzb3WHZWJQH8LEeyhiBvEW7lw0Zzryp2XjJy+0Rem1yJ+DI72DMbVgVCt6dh0ZJ2VKnGJ0kBtaL1qr7x+87SKMjkvNB01Grt9xalizfd47PYIPL6iIW889A+eCPkv97AM7D2NlTamtiySs6CeMallrAulw76Aj02Omm3iTb2q7CaE9SXK8P4Dlc4DsbB+uXT4bdWUFaDsxhL7hUfizffiXHQeDdtAwqxArp86Ztarciow+d1ztr/tHzi+QUP+2cdseXHhXEy6Y5W7/5RUi/bSAwDeffRtrllSF+eHasoJgNkZVwyPnxjU1/Ebn6ShNPHR7I9Y/1hoV+50eGcWEMplhSt19DACXX1AW5V8jy5qXkxW2k9Rp/aeTH8jF81PEGYRqqKrEj1saa8LsSG9x4pHeIdz54XmoLs1D28nh4A5GdX6utqxAs7/v6DuL3W192LLzCO5cPS/4cFLFn+PDhIKYc3LUVvrRq/PQ19pPDmku+F38gWKsvrAC0/Ny8cmHX4l6sKO1Izk/N1vzKMPhwFjUHG9lsd8xi8U4tjcfvTpVphZwPfLZS2PWudZiQjU+uHv7Xjx7V1PUYp/fHOjRfP/pkVFMy8kKPgzu6DuL7+86jK3rV+Hs2ARmFU1mv9bya14bqxB9UvETkZ+9fmV11BxCvDhQjbFL83PxuSvrMTI2EXZ0xhc/Mh/3Pr0PW269CG0nhjTH3pGu1Z8TfWxNIn4v3QsX3BZH+HwC82YW4Hs3r8CAznHVB3sG8SeFZags0Z6/mVD4rJIYx5ZFEkKI/wLwIQAzhRBdAL4O4CsApgH4rZjcCvGylPJzUsr9QohtAN4GMA7g81LKCTvKnSjxJllVB1VXVoC3jp1B39Aovn3jchw7M4JHXpp8sPWj2y/Gd399KGx12pZdh/F/P3kxDh0fwJ2r54Wt8FxYWYyW5nlhabTyc7Lww+fb4M/xobxwGjbdsBT5udnB7zk9MoqK4sSCFwbChBA3kupqXb3UrLH8feh3lhdOi/KdigSGx8YxOqTE9Kvj4wr2d/ejZyCAH33yYnztl2+ho+/sVArYpcHJPfVzoYsjivxZaGmep3vmeSKkmuLYqefhOQ0j9dzeNxxcIAGcf8gcmpIVmHwoUj09H/u7+6fOL8/D4qpizeMPQr+zpjQfnadHYpZBUSTyc7OCsYcak6gPf7Rs7u41C7Fx2x7c0VSvqYW8nCwoijSsFa3vyPQdLfEGuePjCoYCY/jWDcvw7okh+HOy8Pgfz59NXzgtC2PjEgePD+COpvpgu4UOItUfPS0W5GZrtk9+brYh/Q6Paj8IHBkdT7l+UvFTVuzqMKplrfh6W2sX7r9uadjZ1VbtMrESq9Pjq+126PiAZl1Xlpyv6+xsH1bWlOLM2VEU+XOC2RyASQ3evX0vPjDdD6lM6rRmRgFqZ8T3h6H3evTkMDpODaMgNxsVxdOijiXUG0tl+YAxRWr+re3kUPB4EeJcIrV+aV0Z2vuG8aEFs6J2QT2w8x1cUF6AkdEJ5OdmY8utF0GRUneiL5TAmILWjlNRsd/6K+txQXkhNv82vA9UH6y1nRhCz8BkyuzRiQmUFUxD3VR/DQDv9AyG9Qvqtc3sP1PxB5yHIKnSMxBA6dSZ44s+UIzXOk6HaV5vceKFFUUoysvCe6fOomFWEcoLJ7MBqJlZfQI4OzaBDc3zsC3iWETVfre/1oV71y7Cfc+8HfYwcmtrJ25YOTv4fU48UoYgOB5Xx1NnxyY0F/w21k4u+D05dE7TXy2oLAqOnbIEMCM/F4+81IZNNyzD3dv3Bo9wUY/4UB/uffbyWiyoKsbhniEcOj6A+bMK0TR/FoQADh0fwKKqoqiFcFZriWP75El0bknKyV3044oSNvYGgJsaq4NzPT4RnQ1ny67D+PaNy3H/cwdwYih840zbiejsgGo8UVWch0dfakPzwkp8/sPzgpmrxiYUrKqfGbyPyLHTg7ddBCmB3e+eDMYbuVlZYXEHfZp3SMVPRH5Wb0F8z0AAUgLv949g2pTWiqblYGRqMc+Dt12EvV396BsZDTsOOTCm4Hu/ewfrrpjcdKyV0ee7Ny1HSX5O1PO2R3d3aN6Plm0ritScj3PTwoV0MzI2gYdffBd3Nc/X1M+fXFCG6fnZqCnNj/JB6kIvjhGIUWxZJCGl/ITGyw/HeP83AXzTuhJZg5FJVr0zvT93ZT1++HwbXus4jU98sBazp08LWxCx/1g/vvObd6JWeB44PhA8D+mb1y3F2XNj+MEf2nB6ZBTfuHYJNj6xJ/hQbUNzA/7mT+vxgdK8hCdaGQgTQtxIKqt1Y6X3rSnNj0o7+I1rl6CmNB8AkJstsP7KepQXTQtOcoTu6v7JC5Pn39WW5UWddTuryI/xcQVPvXks7PrfvG4pambkoaxgGo73a08YT8v2obYsDyV5ufjX3+1PeaeJGSmO05lWzq0YrWe9BwUipCn8OT5UFPmj9PONa5fg2uWzgwsltFIP37W6IewzkWXQ26WytbUTd69ZGLStNYsrMf/OK3Dg+AAEBEamHo5vfy16ANqyugEtj7+Bu9csxFULKwxpRcuuvbyjRctffOPaJfiry+fiX3YcDD4YiEzz/9jLk8elhA4iY2mxonha1NEuX1u7CFXTpxnSb21pvmYsOWfKbyZLqn7Kil0dRv2eVnx9emQUK2um235UUiok2yaJTOyr7bawsgjVpfm49+lw/S+uKol6/+oLK/A/7/RG+dHS/FwcPTGCr/0y/Brf33U4OI7SK7/e2K6hohCrL6wIvl9vLLWgshiA9kPyc2MKduw/zpShDkZP61ctrMCFFUVhbaruYA891qJldQN2HTyOf75mCb72dHgq6wd2vhP2XXoLJy6aMx1N88qRk+WLemDxdvegZp9979pFUZmFQvsFM/vPVH005yFIqlSV+PE3f1qP4dEJ/PVjr0VpfltrF+67ZklYP9KyugH3//fbwYcip0dG8fW1i4FXO7D32AD6z47i0z/dF+wj7vnYAgwExjE6oeDimlJ8f9ek/Xb3B7D11U587+YVOHB8ABMKwuJmwLlHyngdrfh6883aWUeODwSgKBIfmJ4X5a9qy/IwGBgPyz6x8aPz8bkPzcOHGmZh6eySsB3+HadG8H//ciVys33Y//4A1odo9utrF+OHzx8J6i40OxGQHi1xbJ8csdpGq05bVjdgx1vd+NRltVj3yPnMN1/8yHzk5fhw/38fDIsZtI50Odw7iE9dVovK4viLtEvzc3FxbSkOdQ/ibz48D0dPjODhF8+P+UKzrkWOnSqL/Xi7ezB49FBovHFLY03Q59GneYdU/ETkZ7MENOPAsQmJv3rk1aDGbmmsiTre+JK6UrzR2a/pt/NyfKgqyYvK6FM8LQsTisQdIXand2xNXVkBxseV4HG46oKKL//ZQihSwd/9/HwG2Mj5OBLO+LiCs2PjuGFlDb729Fua84Z//4u9+N8fmofewXO4amEFtq5fhZ0HezGhwJIxDMlshJQy/rtcSGNjo2xtbbW7GFErjSN3bradGMLVW16Icu7rr5w8B2xCAR5+sQ0/vr0R/+ux1mBgsXbZ7OAuUXXyDUDYeeD+HF8wBVZeThZaHn8j6uHb+ivrcc3y2QmnbuXALYhpN2ulZoUQuOVHLyX12a1/fXnSn1U/n6l+xqW4QrNORM9fP9fSBAD48s/34FOX1+PsuXHkT8vGIy+14Vs3rgCA4Of+/mMXQsrJXUahq5fVa0WmTVYn1vd0nQlL1am+f+v6VVg+pxRvvncGtzy0O+rv37lxOYrzsoOTKaF/ezaJtN2x6iCRlbnqgy+DD/xM7VS0dOu03VpG6zlWDKEumNx88wpUT/fj5pDU2er7VP1oXevzH56Hh1+M1mhoGfS+f+v6VVg6e3pYHb753ungg6A7V88LHsFRVeLH9SurkeUDLq4txYHugWCWq+damoLn7Zq5qClNbWubrw2ta5VQXei17bor6vHwi226bRzaVlfMm4nywmnoHhhB/8hEcKL/mb3HojLbqNeP1G/7ySH891vHwxZZbGhuwMeWVKZ03IZZfspsjPg9m3VrmWaTaZNU6kIdfx3vD6CyxI/FVSW6E1BaZWtpnqfZR4dm6dErfyy/fO2K2TEXIN27dhGefP09fOmqBXinZxAnh0eDu0zLCnIxPHWslt1adhCOi2ljaX0wMB4Wq8Xyxc/sPYYtt16Es2MTyM/JwsHjA+gbHgvzl+rCicjxvaqPSJ8jJYIPLCK/L8uHKM3XluXhb69agCO9g7ikdgYuqy8zZSI3VR/tgP49VRynW6/xbu8Qnn7zmK6ff/jFNmz8SAMqp+fjSO8gJhTgF6+fz5Sm9gX+HB++deNyfPnnb2L9lfVomFWE+587AAD41GW1YfYaudDuwdsuwtyyQpwYOh8TAJNZ4tr7hvHme2eislHY6PupWWjH13+/5kL8a0gmCSC8zxcAduwPj3W/d/OKsAxW6me2/q9VGBmbCI5FMfVZ1dclE5ukKyaOF+PaMNZ2vGbjtY2alezA8QG80zOIJ1q7cFNjtaYGtI5v0XpN9W+R80CRZakq8Yf5sJbmeXh6zzGsXTY7uBnjV28ew08/c6mmjvTuTf1+rTEnsX7Oy24SnAPU/ay6CCc0Dtx0wzJs/u0hrF02O0xjWvNU750+G3V8vD/Hh59+5hJcUjsj6uiZ0Dna0Pc/e1cThEDY/QDAr/a+H3Ycrvoc75oVs8NssrYsD9+9aQXGJhRHzEEmiWW+9s33TmNkdBy72yYXm+Tl+OATAmfHJrCqvgx/u+3NYFz20O0Xo2ZGPmpmFLh9jECsR1cItmSS8AqKIqOca6RxxjprrG5GPr7728mz60+NjCIwNpnyavPNK3DfM2+HvX/29Dz85IW2qJWik85jJna/ezJsAiX0e04MBRJ+UJbus5MIIcRuYqX3zfIJrF5QiS+HnGvXsroBp4bPYWzifNrsR17qwOeurMeMglzNa+VkCc3zIQ8eH9DepTJ1xvroxITmytrp+dkYHddO2915ajhh329WimMnnYfnxMl2o/VcV1YQTMsauptEQOKnn2kMHnfxm7ePx9SP1nfqpTEMLYNeOc+OTUTVXXdItpPQDBLd/QE8/GIbNjQ34O+37wue7fzYyx3B70pGK16OU7p1MsuoR7fptW2WD1E7OtQ2rirxh2W/eej5yTZbMWc6vrgtfBFWaPr30OtH6re7P4BHd5/fpSHl5GLfi2qmp7RIwqmp2I34vUzVbTJtEnpmvPp+o2eKZmf7sHxOadC/xaKurCDqOJM5pfma5Q3N0qNX/lhju9D3h7b15NEHWRibUPCtG1eguiQPXWfO4qGQXYH/+OeL8fPXuhyhZaJPvFgxNFbL8mn7YiEmz/xWx/GvtPXha798G6X5uWHn1PePjOLWS2rCHr6F+vBIn7P73ZO636fI8LKoWS5C41qzYqNUfXSm+kmSPnoHA1GaB87HQuqRbTdcXI0Hdx2Jeo/aFwTGFARGx4Nx602N1bh9VS0UKaOOYPjqU28FNzCFalYdi+llZ1N3QtL3249WfP3I7o6obJJqu11+QVkwtg2NdQ/3Dmlqb+eh3rBF7hdWFIXFQXqajRWbpCsmjhXjOnGs7QTitY3qH+bOLMCiqmJcfkEZRkYnYo7xQl+rCcnYF6rLwJgS9Qwgcqf+TY3V/z977x7fRnXm/39GsmVZvlu+Ysc2xs49zgUXQjfOLjFlUzYtgXDpsqVdNvzy7ffbYLds22xZaLcLhU0vaUnDLpuWbQtdSqDhUiib0ia0kG2AOoTcyM1xbMfGt8h32fJFM78/5JmMpJnRjDSSZqTn/Xr5BbGlmTPnfM5znnPmOc/xs2EOmzVoVz6/1iXV5krZLsX/JZuWXESyBhj43Yr8DD8/0OWeQodrMkhjYjwzLCamvbBZLZJrpylWBikpliAfU07PgcfWAL4AocDjcPljkMX9lPez+Y1wZBeDcbmncGlsxi/rUtO6WrzQ0oV5eQ6/IwFbOoZwaXwaFfkZNEcgwoaCJKKImsU9uXSRFgboHfUIUVG5jlThGm0D437BEPZUC1oHxvFXC4twrHvU7/d8Shml+4SbdsZIL7kSnbJ5Ffio62K8i0EQSY1Set8xz0zQOdM7D5zDni2rkZ+RKnyvZ8SDJ99qwz//zSLJaxVn2/3sKn8+5L0N1ZKf589Yd2akYU9Lp98CzJ6WTqxfeg0GxqYkv+uwaXcBEjHFcSQv4qKF2nq2WBhckWv3a/ef/akdPSMePLflWqH8pTnBqV7F+lG6p1IZtOhBXIaeEQ+eeacDW9ZWY+kVOTjx0YhfJiz+DNRIdZWsfopce4vnhlJ/b1xYFJQBhG/jW1eVB9m4x/efw/duC04zzHKhtcNfe2hiWtj9Jvc5rZjdTiWibsNpk1gu7K+qyMWWtb7FK24umEGqvOLEaHLl1zLnkmvrtoFx4YUL4Hvuf3n1JDavqcbZ/nHTaDkZCaV1sa9WW5QlqzPxd9xzR1T1jHj87CV/FOeWtdVYOS9XCIyUWwhUOuM8xeJvt6Vsvl6+kR42OhHtJBE7irPtsum6GxcWISc91S+FttxYYE+1oDjHjh/8/hyGJqbhZX0+7Lc+tUQ2iHh1dYFkmaTmI/yLFT5rBdn++CLlXw9NTKO2MNPPh+CPQubbK9DXbW6skdQVf3wSb2///e9WBelIq29iBJ/YiHNtI6Blvs+Pd20D4yHnePzvBsan8N3bluPcXDYcpdTzFguDxaVZgo7LctL97lGW68BXf3U0yD7t2bJa07Px/k2gn0MQWpHyA+2plqD/Sq23FmUB3379Q4m10xLFa6uxo3LzV2tAIrZo+tmJQrbdhv/330eC7M6WtdVIS7UKn+PHzwdeOo4V83LD3mRFEHTwTRRRWtzj4SM2xUa8ubEWBRk2/Pe7nbCnWvCtTy/Bzw5eEP6+pCzH7/N8JNWCkiw0NdZg67oaNDfWYNddK4WdJHL3qSvPobPiTMBHXRdx53/+KewfgiAiR8qO8jv25KL6J6a9Qd8bmpgWvit1LTH8OMLvvBd/XnzGepUzA9vWL8JTB9uw60ArnjrYJpxtW5ydhubG2iD7X5ydpmsdmBU1Y3Ws0VLPzow0od2feLNVcvFjSWk2Htm4VFY/Uvd89Wh30HcCy6ClnIFlGJqYRm1RJlIsDHbubw3KhDW/OMvUuoonUu397VuWobYoE/ZUC/Ye7gqyCTvuWBEUIAFcbmO5Hc/u6VnhOjyvHu3G9k11IXURLXuSiHbK7ITTJvwCq5hoLahW5GdgYUk2fvJ2G554sxXPt1zENzcsCbKZrx3rFv69fVMdXO4ptA2MgxVtDdJjzqW0wEZaNjZKWg/01b73xukgW920rhavHev2a+fK/AzJvsBxvp3NO/e3It1mFY6nOnT+UpAu5crG329ZeY7f3+Rsvh6+EdloIt5UOTOwrDxH1heqyPdp9NWj3fjyDfOD7PmL73fBnmrBNz+1BN//7RkhC9qL7/uy/WTYUzSPX0o7r6mPGAO5+dSikmw/H2JoYtrP7gfau0B7y9viF9/vEu7lmWGRkeavIyn/PdA3UTNX276pDhV5jijWlD9GnGsbgXDGQrnv1JXnBP2utjgT33vjNOwpVjx1sE1YI5C7B+9P7DrQiovDk37au3DJLbvWpbacvL8h9nMq8hxoGxiX9VsIQi285l496tMY/1+p/nVlgfzaqdK1A69lYRCkXbn5a31lvrAWA0TXz04UpmdZyTq6qjATT/+pDYD/+En1R0QKw3GJOQgZ4fwluXO4As//4s8a6xx0w2FLQUGmDWOeWXQNT6IwMw1PHWzFGx9eEhxaZ0Yqhidn0TU0gTGPFy++34WhiWnJs+zFqXoC71OcnYaKfEo7EyExOeuOYZiIgh32/J+Ph/39SL7Lfz9cOxNpBo0ryueh+2Jn2N9PUAx/PmMs0Xo+ptw5euf7xyXPeebtvdT3AIQ8k088jpTm2HHrqnJYLcDa2kKsKM/1Oxtarmwsy+HAmT4c6xoBy/lSNNeV52DdguKwzgqN5CzBMInq+YyxOqtVK1rOdp31cnjwlePCOcdSqfpmZ1mc7BlB74gHJTl2LCnNCTpbPPCeFXkOdA5NKLa1Fj2Iy1CWl44O1yTO9o3iPyXOVg3sOzE8w1Yv4mprpdobgF/921OsuOSeQkm2HV7Wt3veYUvBtNcLZ0aanw053j2CO3cfCmqn5sZaZKen4uHXPvTzP29cVBxSO0D07Ekc7FQiEFXNam2TaKRnZlkOnYNu9I1OwT09i8p830LZZZ0P4+1zl1DhzMDwxBRyHWnodLnRUFOAJVfkoHNoAn2jHsx4OTykYHMjnXPJjUt7tqyWDGZKYgzp0yr5YxcuudEx6EZGWgqKs9JQnusQdOWwWTHtZWGzWjDtZQU7DEAxDT8/Zp7pGwvZX8RjKn/ES77oPny501NTJG2+Xr5RkttoQ+o2kZHyJQEI48HE9CwqROMB/53OQTdOfjSKM31jYDkg35GKZeU5cI1PoyTbDquFwYc9o3DYUvDjt87jWPco7KkW/OoL16FzcFLT+CVn939+zzUozEqLdx8hzc4ROJexp1gxMD6Foiw7rBZfNuBAmxZqHSA91Yqm5474HY9c6UzHE3etwtm+cb/jwH545wo4M2wYn/JptjI/9FxtdpbFn9pcaOkYhJcFXjvWjW3rF8UsrXuc5tqm0CyvjUH3FFKtFkxMe0POd9WuK/G/U3vtwHUn8TGLzY01kvN1uTb083dsKchIs2JyxnfMAe938MfK0jEsAlFd8zIT4a7/sCyHE93DaHe5keOwYXRyBlaGQdslNxpqC/zmUOHMS/nPF2baccE1jq3PHkGew4bb68sxvygLi0qzUZkfrOvtm+rwN0tLAVxeiynITMPfzR21wWOENcgwiJqtlRs7dt99NeypVrRfciM9wP8yYf0RsUdWsxQkEUWkFveaG2tRW5wZ9HJK6Rr84BC4INfcWIunD/lSuW3fVIcdvzvj51iTgYgJFCSh4vvh2hk9njtRbVwEmGLCGAv0fAHTfmkc/3Oi1+9c6ObGWnxyaQmqCsK3wXqVUc0LdwOfFRrVCaPBn10SqTJv31SHsly78LLDqGXn4Sc9eQ6b3yKMuP6B4BdDRm8bEaawtXJnYO9p6fRbQJXzaTNsVvzqcBca5heBYXxBWLeuLIvI7hFxw3Ca1fNFKh8weK5v3G+sFtsUNeNBLBb7zTguxQnDaVYONW2q9BkAsmsCO+5YgcWlWVj/uH66JA1GFdPoNhGIRMty9n5fcwM+7BlT9J2A0MHwepUzBpBmA9CzvQKvVelMx33ravHgyycuv4ArzsKikmy/QB61xHtDQJy0bRrNGqXvS+nw4ZuXIdXKoDTHHmTz5Mqo9nnirUsDQkESiLw/xKI/hVrHUrNZxCj9XgeiZmtnZ1m8fLRbOILSnurLtJ+ewuBrL55QXLsiCAVkBaL9QHJCE+W5dnzr00vgsKWga2hCCGpQGxHOn4UEwM+B8Mz4zoLmr+NyT/kFSPCf0fvcXoIgiERBz/Mxe0Y8ePpQh9+5dk8f6sDKilxUFajfDS/1ufVLSrCwqSGil0Shzm5O5rNCLRZGlzqOJVLttW3vsYgWFQK1x2eRiFYGBz71as+IB8+8c7nvNNQU4GNV+bBYGLQNjCetLmOF0hnY4rrm+8mipgZ8NDKJMc8snBk2PPzahxgYnxaux3LApfEpCpIgIibcTE9yn293uXGsawS7RTvhAm2KmvFAKW20XnbJjOMSoUznoBune0dxb0M1AF/a9Puf/wBO0ZpAKF+M/2FZDj/9+2v8tPHuBZeuuiQNEolCOHMcfjw52zeGexuqsfdwl3AsnGeGRd/olKTv9KsvXIf01BS8e8EljENq+x/1OXOh59w5sO3TU624c/c7wjxp5/5W4eUxH9CpxT+K1G+JNKsfaVuZSGyUnvP0UO1UkZ8R9DfA98JYXA61zxMLf5owH+HaVnGfWFCchX3NDZKZfcJFfH0LwyDPYcOtq8qFAAlxWV8X+e1ykF0MTefQBH40ty7FMECGzYpB9zTyM2x+vtnOA+co2yKhCxQkESXkduYBPsP5dusl/OTtNtWRYnIOBAdOMLz2VEtQFGY0zu0lCIJIBPScmBVn2zE0MY0n3mwVfsfbYLVRwkqfC+VkR0qyT1JDBZEYDb3bS2kHU7Qi2/nzGvkFwCfe9C0A3rqyTLhHsusyFiidgS1V16d6/XcR3f+J+UizWvDYvtPC72qLMrGK5WiSSoSN1t01aj7fN+oBy8mf/8rrPNR4ILZdPNGYc5ltXCLkYVkO73cOCwE64uMyxGsChVk2VWOelDaioUvSIJEIaPUl5dbxxMfbuKdng66Z57AFHY2g1XemPmce9J6jiNv+0PlLsteucmZo3n0cyfig125n0rY8etgovebpSu0U+De5cqj1ZWLlTxPmIhzbGu2sDHIZNfn1Ei1lFUN2UZm+UQ86XJN44s3WoCOAAn2zyRkvrT0REWMJ/REiHOR25t26qhz2VAvsKRYhyqzd5Q55Pd6BECN2IKqcGdhxxwrhM/ygwEd3EkTcsKSAYZiwfggimoSyq1pQssFy0dCBtl/t58KBZTm0DYzj0PlLaBsYB8v6H0OjZ10Q0Ufv9grU3oa6MiFAAtBXizxq/BbSZfSRq2OOC65rKRu143dn4cxMw70N1di6rgZ5Dhu27T2mq1aI5EPreKj0eX78m5zxYmFJVsQ2heZchFbaXW7hxSlweV3g9vpycNxlvdqsliB9VjrTkZ5qlfXfeEiXBCGNVl8y1DrejjtWoDI/I+iat9eX4/H9Z7F5jc8furehGtv3nSJ/KEGJ5hxF6dpq/KPAeX9FniPs8SGa6xOEj0htVJ7DhtO9o/jD2X5FP0Fv5LQh5ctIPQ/5LYQU4dhWtXYq1Jqolus/vv8cynMdtFYVRRy2FKF+pbJ2iH0zqnNCDyiTRJSQi36zWoDmxloUZaehriwbx7pHJaPMpNJe77hjRVBkHO9AUKoewrCws7jzP/8U1lf3/J+P61wYgrgMPzGTs6taCLTBJdl2eFng3QsucOCQ57AJaVoB6QjjaO2aVxNZrWddENGnIs+BRzYu9cv08MjGpbBagEPnL2lOuxmoPa1R8eGk/FTjt5Auo49UHfPnOvJ1LU47LaWLs/1j2HWg1S+iPxy7FY3UsYQ50Toeyn1+0D2F06LsJ5XOdHzzU0vwrVdPhm1T9J5ziXXvsKVg2uuFMyP0kYxE/NAr1XlFngPf/91Z4d8T014/e8xndeLTrivtjIvlWgDZasIssCwHCwM8esuyoAwPcnZfrr/WlWXj9aYG4XuBvtPSK3JgT7EG7XIcdE/RLtEEJJpzFP7a/3XwPD738WpMTs+iIt+B8px0HL44pOgfyc37b1xUjNfDGB8oq1/00aolcZtI7a4OlXkt3CNgAz8np41AX0bueegdBiFFOLZVjZ3Skt03UPty189Is2ryLwhtsByLb25Ygm+9dlJ2fdJqAdU5oRsUJBEGahwGudRRNUVZeOz1UxiamMaOO1Zg+75TcKRafRO4uWuE69hSqh6CIAj1hJqYzc6yONkzgp4RD0pz0rGkNBspKfIJmHgbLJUGs7mxFk8f6pi7lh2315djYtqLtoFx4Z7RSjmo5lw/mqSai8Dz+TgO+NGBc7h5RZlwbq2WFIPF2XZUOtOxoa4MDAMsKM5CpTMdHa5J4TNyWtSS3lDKf1LyW0iX0Udcx76XtFbMeFmsX1oiTDb59r23oVrSRnnn/pnnsMEz68WXbqhFemqKn28biminySTMhdbxUO7zAOM3/nW4JvHkH1vx9D3XwD09i4r8DFxZoN2mWCyM0D/6Rn0BkPy/tbw8lkvrvqelE9vWLyL9GxAlWwVIt7+cPntHPUIArT3VAgvD+J2jLD6XHgh9LnO4awFagh7IVhPxJFyt5jls2LK2GvOLs7CoJFvW7rMsh1kvJ7uOJ+5bgf7p2OQMmp47ErTLcc+W1TrXAmEEojlHsVgY3LCgCO6pWXztV0eR57Dh9vpy9I9N4UpnhuIc7cIl6Xn/63PjRjhHikr1h/SANWwifAK1VJhph9Xi22wjZefEbXLrqnLsaekU1gQAYPu+U1hYkiW5ETNw/N5110pc6cxE/9hlmwpA1Tgvp43ibDuuvdKpqm/QOwxCisWlWfj5PddgQuVcLVCLUuutcrZR7FPL+bg56SmSWq90ZuAv52dgxbxcWquKAhYwePKtVmxeU41lZTloaqwBn/xj7+EuDE1Mo3FhEZaV5VKdE7pAQRIaUbswILcz77HXTwmLIad7R/FP6xfhg4vD6B+fwroFxbBYGNkXWr+5r0F4GUIQBEFEjtzEbHaWxctHu/HgyyeEhYl2lxtLS7NxZWGmohMml45ty9pqvNDShc9dV4nH9/tH+9+4qFjzTicgsih/NWdcE8ZEfD6fGH7SwPsNi5sbwHIIuZhckefAfetq/TJT/OvNS/HEm+fQ4ZpU1KLchLPs/1uNiRmvsDO6MDMNH/aMaX6xQrqMPuIAL96e8HQOunG6dxT3NlQjM82KL98wHz/4/Vk/3/aZdzoUdzIBoV8cqwnmIpIHrbuIpD7/yMaleKfNFTT+dbgmwYLD9QuL/X6v5eXb7CyL35zowba9x/wWmqdnOU02Ti6t++Y11YbSP2UOuIycrVrc3BA0xm3fVIcrcu0ozEyT1OePDpwDACGY9kt7PhA2UqxfUoJ3LwTrl/ffxPY6kjbRGvQg9/wL5tYpSCNEtIhEqz0jHiGI+Of3XAOG8fm+nUMTfpptd7nx4CvHg3yd5sZaXHCN48qC4GC4a6qcsFgY/Kn1kuyuaiIx0TpH0TKWnuobxUOv+NYhAv3rRzYuxXPvdeDa6kJYLcDHKvNRkecAy3I41TOqa+YHKf/qyzfMR9NzRyiYMwpwHPDR8CQefOW43xxcLgNolt2KO+srVGWwEdvE0hw7/u7aCgxPzODXXd14vqVL8D/Kc+2q5mRKvjrN34lwmJ1l8ac2F1o6BsFywKtHu7Ft/SJh7JVDrMU8hy1ovfX7t6+APZWRtI19o5dto5yPe/8NtWhaV+vXz7ZvqiOtR5nBiWl0uCbx4vtdyLanYPdbbX5+WUW+A3kZqfEuJpFAUJCERtQu4oqjQTtcbhy5OIxn3unw2y1is1rQMTiBH/7+LLasrUZ1gc+wyr3QOtU7iq+8cJR2bRAEQUSZkz0jQoCElhSGgHxQQllOOh64aRG++qujQWPI7rvrseWZFtU7nQD1i4XRylBBxA+5NhUHUeY5bHi/czgo6EZKu51DE0KABODT5TdeOYE9W1ZjcsarGBXfMeiW1Pv+M/3CgnTTulqkWIAdvz8X0n8i4oPc7qLRyVm/CenX1y/E1utrUFuUiZIcO5qeO4KeEQ++eH1N0DmR/IuzM32hg2MonS8hRusOzcDPp6da0fTcEXxqeZmq8U9rRpw/tbmEAAnAp9VjXSNCX+F/F8rGyemeTylqBP1T5gB/5Nqsb3QqaI1g295j2LymGk8dbMOuu1biN/c1YGDcp+eKPAdWVeQJ6wR8tjEAgm7kxvrCTLtubaI1QI3WKYh4oZdW3269hFePdgcFB++4YwUKs2y+QDqOw5a11WA530vLpw91YGhiGr9R8Gky0qR3mjps1uhWDGEKtI6lPSMeIVNAoH/94Msn8ORnr8YXfnHY71qLS7Nwrn9M93m/LYUR+oOFAewpFiEolOZxkSOXVYx/f6CUAfTS+BQ+91/vBQXbSmWw4W2iVGA7f7/7n/8A3/r0EtUbbCjjI6EXLMsFBaA3rauVzYwiRqzFgbEpfP6n/n3iH1/4AN+7bbmkbZzxckJWHDm/YXTKi72Hu/yyuJbl2knrUcZh8/lVt64qFwJXgcubEP/js6vw5/YhnE0fFzadE0QkyOcNT0BYlkPbwDgOnb+EtoFxsKz2lAx9ox7kOWz44vU12LrO95PnsKF/zBP0WT6i7MqCDKSnWjE0MQ3g8m4Rm5XBFbnp8MywYDkI1+AXRMTYUy1+Z0Hzk8J2l1vzMxAEQRDK9Iz4bP3Xb1oEz6wX9zZUozTHrsr2ytnwzqFJnOsfk3S8T/eMYPOaamy6uhwsB3z3t6fBMNCcsUKqbHxkNV8mOivP3LAsB44DvnfbcjQ31qA0xy74FS++3yV87vb6ciFAAlD2G+QmhJMzXqyuLkC1QvaUDFsKKp3pfn5RpTNdOIKBX6wpzXXILrgQsUPOF5ayJ8e6RoI09F9/uoAqZwZSUyzITEvFV25cAHuqRfacyM5BdXZKzm5SMFfyws+jQtkgqc9PTHvR4ZrE3sNdaFpXG3L8a3e5sX3fKWxeU42t62pwb0M1tu87JWkv211utHQMBumd5SAsPvP28N6Gagy6p2TLLKd7jjOO/tX6GsmCXJu5p2cVA162PnsEDANBzykpFlQXZsKeasULLV24dVV50NqCnP9mtUC1XkOhFKCm5flpncI46LHmZUT00irHARvqyoKCg+9//gPYrJa5/uzFzv2t2HWgFU+82SrMC3tHJ4XsWoHzwmmvN2i8aVpXixkvG1Q2IvnQOpaW5qQr+tfvdw4FXatvdArPtwT7PY/esizseX+7y42tzx4R+sPO/a14bN9p3LqqPOrzODlblmg2Ti6r2K2ryoV/B9Yz7/N6WU74Hu9/3ttQ7XvHIKoXluXgsFnR1FiDB25ahD0tnZL388ywwotJMXI+qVZfnSDkaHe5gwLQdx44hw11ZarsDK9FluMk52N9o54g2/jQhsV46JXjgh0W+w3895saa7CwJAsA8MSbPjv41ME25GekRaMaCBHF2Wn49i1LsagkC1+6oRY/+tuVuP8T84W50pHOYXS4JnCsa4TmHIQuJE0mCb12wZTm2INS9zQ31qIkW34Rq2fEg6cPdfhFnT19qAP/+In5+Gh4Yu4MUghOh1TaqkdvWYbv/vaM33V9u1biv8OIIAgi0SjPS8fnrqvE1351eVecOKJfaXen3HFLe1o68cjNy4IimCud6ciwpwq77JXSJIrRcowGRfknBlK+zKO3LMPKebk4f2ncLxhzflGW6p35kWQbKclJwxf+sgbfevWkUKZvbliCX77X4XffielZzfegFO/6ouQLS9kT/qUvT2mOHXfWV+ArIrv4b7fW4f4balGa65DZQZmiSodaj1eIJ6RL48PbtJ4RD555xzcHs1oge26pyz2lOl1x36gH7FwQg1jbVsY3ngdep7YoE6tkzu1W8hfC1b/e+qQsL/7I2arK/AzFDE9ydaa0tiDnvx3uHFStV0BZE1rHfy3rFMmqkXiSyJlf9NAqP5fbdHW5pF2bmPZixx0rcKZ31O9efD/d/PMW2XlhUZYde1o6/db89rR0Yv3SkuhVCmFYAu2u1rF0SWk2Htm4FBcHJyR1Hxh7w8+1hiamBb+HYXyZH1ZVhH9eu1LGq2gGc8rZshsXFeONU32mtXFS47FSHQPK9czbxcDspz95u83v2EOlTBXi+9lTLegamgg6WsCoczIicZDrB1YLkJ5qFbI9hKI42y45H3tow2K88kG3YBsXFmfh4tAEOlyTgh3m/Ybt+04Ffb+5sVbIKkX9ITaU5zrwfucwvvvGadxZXyFkZObbAwDcc0ea0ZyD0IOkCZLQ66xjLwthEYO/zuP7z+HGxfKTn+JsO4Ympv3ODrenWjAwPoXJGS+aG2tRW5wpGFmpBRELA+Hlh/ga4tRABEEQhD7YU6xBtp4/J/ypg22KCwJiG9436oHDZsWMl8X6pSUoz0nHIxuX+qV3/ZdPL8X/nUuXKb6XVJpEMVoWC+msvMRAypd54KXjeL2pAesWFON1kd/ASbzEk9NHJC+oZ70QAiT4Mn3rtZPYvKYax7pHhfsOjE2hubHW70WQ0j0SeaE/Xij5wlL2xMr4a0gq5e8/vXgM//F3q/Avr56UXFArzk5TpUOzBHORLs2B2Kb1jHjw1EHfYrFUgAQA2KyWIG3LjcPF2Xa8erQ7SO+LSrNxdWU+tjzT4nedbXuPYVlZjuT4q+QvhKP/aOiTjuzyR85WAZB9IQvI11motQUp/02LXkNpQuv4r2WdIlk1Ek/0WvMyIpFoVe74Wym7du2VTiwuzUKlM0PIpnV7fXnIeWGVMwPb1i8yRbAnEV2k7O6P767XNJampFiwcXkZTveNYl6+w2/tYPumOuz4nX9gmj3Vgor8y33kiTdbBQ1W5IevQTkfwMIgqvqWs2V7tqw2rY2TG48XFGfJBlmGsiO8XTzdOyp57OHCpgYAkMxUsXlNtfCOgm9T/kUwgJABxgShJ3K2ZmFJNpqeO4Jt6xepms9UOTPw8M3LguZjD7/2oaB5vl89fajDzw7zfkNZrh137n4nyDf/+T3XoDArzZBrFIlIx+AEHnjpODavqQ6yb4/vP4fmxlrwzUBzDkIP4hIkwTDMfwHYAKCf47ilc7/LB7AHQBWAdgB3cBw3NPe3rwPYDMALoInjuN9qvadeu2D6x6SvMzDuwVVF6ncVNzfWojzPgSty7HBm2lCR729kAxdEWJbD9k11QeczPfTKcfz0768xvENIEARhJgbGp2QjmdUsCMgFJbQNjONHc5NSfpfRuV7pIzgm5qJi5TDTzmtCH0L5MoF+g1p9RPKCWs4vss5l6RTvjH5ow2K/M9mV7pHIC/3xQkk/11Q5g/SyrDzH73dWi3TKX3uqFTs/sxKD7in8YvO1mPGywu4oIPjFoZIOjR7MRbo0B1pt2sS0V/U4zL8I4487sFqA+sp8fLzaiT9LHMMRar6pp+6joU/yNYKRazNxwMuMl8NDrxxHz4hHsc7CWVvQotdQmghn/JdapyCNGINEzvwSiVarnBmYnGGFYJ5Xj3bjm59a4pcFrbmxFlaL7ztVBZmoyM/Ainm56B/zyPY58bzQLMGeRPSRsrsPvnI8aD03lJ1MSbFgaVkuFpfmYFVFnqCrijwHUq2WIJt7ZUEGrizI0FWDctmDVlXkBq1h64mcLesZMa+NkxuP9zU3BNXx9k11KMu1Y9OqMsU25O1O4Mtl/vr9Yx5wnPT8TTxXD8xM6ZlhQwYYE4SeSNmahzYsxpN/aEWHa1L1fMZiYZBqZSQ1z2dL4a8rlRXCYmFkx3wOnOHtTCLRMegW2k2qPQqz0jAxNYsr8tJpzkHoQrwySfwMwC4AT4t+908A9nMc928Mw/zT3L+3MQyzGMBnACwBcAWA3zMMM5/jOOW3RwHotQsmnOvwjsuC+xrQOeiGw5aC4uw0TU6lxcLgily734s1NWnfCYIgCO3I2fpII+n7Rj3ocE36ZRbauq5G8l7FCsc4AebZeU3oh9bsIVr0Ee6LOqW+cl21U3JntNyLHzGJvNAfL5T0o7Q7mv9demoKdr/VJmmrlNokkewU6dI8aLFpcn1DahwW+kpJVpCm4511IRr6JF9DPWLNsSyHn/79NSHrLBzNaNGrGk1EGqhDGjEO8bZB0SZcrQZqlAGDb//mw6DjcFdW5KKqILhftA2Mq5oXmiHYk4g+Una3wzWJsly7X9Y/tXZSSldKNldPDcbLvsvZstKcdNPaOLnxuHfUE1Ed81mhlOpFzn59/Cqn3/0qnRlhaZQgIkVsa872jeF49yh2HWj1OxJG7XxGzn401BTglhVlsFqAqwozZDWe6L6UWciwpcCe6ovmkmqPynwHCrO0vVslCCUs8bgpx3FvARgM+PXNAH4+9/8/B7BR9PvnOI6b4jjuAoBWANdovScflSbuYOHscAj3OvxLgesXFuPaaieqCjI1d2JnRhqeOtiGXQda8cSbrcLOFDLUBCGDJQUMw4T1UzavIt6lJ+KInK2PNJKed7jFvHq0G9s31YU1PvGLJqurC4QdgUTiotUHiYU+lPrKdVcVYPm8PNRXOTXfX6qvkM8TGaH0I6UX8e+WleWE7QMnip0iXSYmetlWveab4RItfSZSH44VaussHM1o+U6sbBZpxBjE2wYZGbFGC7PScLZ/HE+82SqsrQ1NTMv2i2jNC4nERM7u5mek6WYnY2lz42Hf5frcktJs09o4pfE40jpWsv1K9ivwfjSWE/GE19/84iw8dbBNCJAAtPmucpr/WFU+rirKRFWBssbJlzIGxdlpaG6sFY65DGyPqyvzw3q3ShByMBzHxefGDFMF4DXRcRvDHMfliv4+xHFcHsMwuwC8w3HcL+Z+/xSA/+E47lcS19wCYAsAVFRUXN3R0eH3d5bl0O5yRxwVqdd1wrkvnYNsOCKq+FCaFX0Od/7nn8K+z57/8/Gwvx/Jd81+73jZxygTE80mAtGw9XJ2/MZFxegcmqCofWkirohE0m28fJBYlykBfB5D2tpI28qI+oslCaBLJQyp2Vhh9nkif+8E1qcUCaHZcDSj9jtJqAkzEFXdJvs4rYZw+kWS12tC2NpYQXZXH+T6nMq+aDjNRlsXSvWS5PbLLNCa1xx69BVa84gZUbO1LMvhwJk+HOsagcNmRXmuA4wFWFicjSsLqD2IsJEVjhmCJJ4AcCggSOJ1juP2Kl2/vr6ea2lp0aWsvHHsG/UIZywrdUatnw+nLGSoDYNula+kWQqSiM+9KUhCGT3trJGJxKZLfRcA2XFt6Fo5yaJbPYiFP6N0bZP7PKa2tbOzLE72jKBnxIPSnHQsKc1GSkpcEtAZDpPrUgnDajaatigW148lCaxPKQyrWbVEQ3uB16zIc1AgrrEwvW7NirhvOGwpGPVMw5ZiRTGlaw4FaVYjkQS/JYIvIkcMn9FQmg20PTNeL/Iz0gzTxsmgPRNAa14iYrkWQfqPiKjaWr5tRienMcsCl8anaG2KiBRZzabEshQh6GMYppTjuB6GYUoB9M/9vgvAPNHnygF8FKtCaY1gi3Z0KJ1zSBAEETsiselK3yU7ThidaPozaq9NPk98mJ1l8fLRbjz48gmhfR7ZuBQbl5fRZBSky1gTi513ibTjk/RpHqKhvVC+J0EkK1J9o2ldLfa0dGLb+kWoyKc02oR+aB2LE80XkSIZnlEKuedeVZFviOdO1nYhjAvLcnjjVF9MNEn6NzYWC4OKPAde7hyitSki6hhJTb8G8Pm5//88gFdEv/8MwzBpDMNcCaAWwHuxKlS7yy0YSwDwzLC4//kP0O5y6/J5giAIKcrmVYBhmLB+yuZVxLv4CUMkNp3GA8LMRFO/1DeMzcmeEWESCvja58GXT+Bkz0icS0YkI9G2F2SPiHgRDe2RnglCGqm+sfPAOWyoK6M+QsSdZLDdyfCMUhj9uY1ePiL5iKUmSf/Gh9amiFgRl0wSDMP8EsBfAShgGKYLwDcB/BuA5xmG2QygE8DtAMBx3EmGYZ4H8CGAWQBf5DjOG6uy9o16hI7I45lh0T/mkYwK7hv1IM9hw62rysHMBZ3tPdwl+3mCIAgpPuq6GNFRIYQ+aB0D9PpuKCglHBFtpPSb57BhYGwqYt1Fs28QwWi1Fz0j0u3TO+LB8nkyXyKIKBFte0H2SD3ke+hLNLRnRD2TbohQxEIjcn2DYeLfRwgiGdYNjDg+RRu+7o383MnYLkTs0WKHYqlJ0r/xkWsjWpsi9CYuQRIcx/2tzJ8aZT7/bQDfjl6J5CnOtsOeavHrkPZUC4qy7JKfL82x43PXVeLx/eeENDDNjbUoyZb+PEEQBGFctI4Ben1XCUoJR8SCQP3y/s3nf/pexLqLVt8gggnHXpTmpEu2T0kOtQ8Re6JtL8geqYN8D/2JhvaMpmfSDRGKWGlErm9wHNl8Iv4kw7qB0canaMPX/ZneUUM/d7K1CxF7tNqhWGqS9G9sWJZDWoqV1qaImGCk4zYMSZUzAzvuWAF7qq+qeGNe5ZQ+s9DLQgiQAHzRTY/vPwcvK/lxgiCMiiUl7OMuGIZBis0e0fcJY6B1DNDru0pQSjgiFgTq9/b68iD/JlzdRatvEMGEYy+WlGbjkY1L/drnkY1LsaQ0JyZlJggx0bYXZI/UQb6H/kRDe0bTM+mGCEWsNCLVN5rW1eK1Y91k84m4kwzrBkYbn6INX/fPt3ShaV2tYZ872dqFiD1a7VAsNUn6NzbtLje+8esTQTb027cso7UpQnfikknCTFgsDNYvKcHCpgb0j3lQlKWcFqh/TDoNzMC4B1cVUaoegjAN7GzYx10AviMvIv0+EX+0jgF6fVcJSglHxIJA/U5Me3XTXbT6BhFMOPYiJcWCjcvLUFuUid4RD0py7FhSmoOUFIqtJmJPtO0F2SN1kO+hP9HQntH0TLohQhErjYj7Rt+oBw6bFTNeFuuXlpDNJ+JOMqwbGG18ijZ83feMePDMOx3YvKYaDAM01BTgY1X5hnnuZGsXIvZotUOx1CTp39j0jXrQ4Zr0s6EcB1Tkp9PaFKE7FCShAouFQXVhpionklL1EARBJBZaxgA9vysHjTNErBDrt21gXFfdRaNvEMGEay9SUixYPi+PznkkDEG07QXZo9CQ7xEdoqE9I+mZdEOEIpYaMVLfIIhAkmHdIJn6oLjue0Y8eOLNVthTLbh1ZZnhXsAmU7sQsSccOxRLTZL+jQuvHd6GAj7tbFpVFueSEYkIhd3oDKXqIQiCIKIJjTNEPCDdmRNqN4Ig9IBsCREOpBsiFKQRgoge1L/iB9U9QfigvkCEC2mHiCWUSUJnKFUPQRAEEU1onCHiAenOnFC7EQShB2RLiHAg3RChII0QRPSg/hU/qO4Jwgf1BSJcSDtELKEgiShAqXoIgiCIaELjDBEPSHfmhNqNIAg9IFtChAPphggFaYQgogf1r/hBdU8QPqgvEOFC2iFiBR23QRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEUkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAUMx3HxLkNUYBhmAEBHDG5VAOBSDO4TLkYvH2D8MiqV7xLHcev1uEmYmo1n3dG9zXnveGs2XIxuJ0JB5Q8f3TQLRKRbI7WhkcoCUHmkMKOtjXe9xfv+RihDQtjaCDUb7zYwShkAY5TDyGUwimb1wAj1rASVLzLE5TOzbo1ez9GAnjk2mk20ek605wHM9UxmtrM8RqlvI5QjGcoQ7TUvI9RhJJi5/GYuO2CMd2Jmr0Mx9CzxRVazCRskESsYhmnhOK4+3uWQw+jlA4xfRiOXL55lo3sn173jjdmfncpvfoxUB0YqC0DlSRTiXW/xvr8RyhDv+xsBI9SBEcpglHJQGWKD0Z+RyhcZRi+fWhLlObRAz5y494wmifY8QGI+k5ExSn0boRxUhsih8scPM5cdMEb5jVAGvaBnMS503AZBEARBEARBEARBEARBEARBEARBEARBEEkBBUkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBJEUUJBE5OyOdwFCYPTyAcYvo5HLF8+y0b2T697xxuzPTuU3P0aqAyOVBaDyJArxrrd43x+IfxnifX8jYIQ6MEIZAGOUg8oQG4z+jFS+yDB6+dSSKM+hBXrmxL1nNEm05wES85mMjFHq2wjloDJEDpU/fpi57IAxym+EMugFPYtBYTiOi3cZCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgog5lkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIimgIAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIJICCpIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCIpoCAJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiCSAgqSIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiKaAgCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgkgIKkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIimgIAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIJICCpIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCIpoCAJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiCSAgqSIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiKaAgCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgkgIKkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIilI2CCJ9evXcwDoh36i/aMbpFn6idGPbpBm6SdGP7pCuqWfGP3oBmmWfmL0oxukWfqJ0Y9ukGbpJ4Y/ukG6pZ8Y/egGaZZ+YvSjG6RZ+onRj66QbuknRj+6QZqlnxj9yJKwQRKXLl2KdxEIQhOkWcJskGYJM0K6JcwGaZYwG6RZwmyQZgkzQrolzAZpljAbpFnCjJBuCbNBmiXiTcIGSRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQYgxRJAEwzBWhmGOMAzzmsTfbmYY5hjDMB8wDNPCMMyaeJSRIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhzkxLvAszRDOAUgGyJv+0H8GuO4ziGYeoAPA9gYSwLRyQOLMuh3eVG36gHxdl2VDkzYLEw8S4WQegC6ZsgCEIZspOE0SGNEmaC9GosqD0IgkhUO5Coz0UQhDTU5wkzQrqNDVTPhN7EPUiCYZhyAH8D4NsA7g/8O8dx46J/ZgDgYlQ0IsFgWQ77Tvbi/uc/gGeGhT3Vgh13rMD6JSVkSAnTQ/omCIJQhuwkYXRIo4SZIL0aC2oPgiAS1Q4k6nMRBCEN9XnCjJBuYwPVMxENjHDcxg8BfA0AK/cBhmFuYRjmNIDfAPiHGJWLSDDaXW7BgAKAZ4bF/c9/gHaXO84lI4jIIX0TBEEoQ3aSMDqkUcJMkF6NBbUHQRCJagcS9bkIgpCG+jxhRki3sYHqmYgGcQ2SYBhmA4B+juMOK32O47iXOI5bCGAjgIcVrreFYZgWhmFaBgYG9C2sCWFZDm0D4zh0/hLaBsbBssmdhKNv1CMYUB7PDIv+MU+cSmRMzZJuzEms9G1EzRJEKEi35kXPMcmIfoAcpNnEQ42WzaTRQEiz4WFmv9vMegVir9lot7XZ24NQB9la4xNPu25EO6CHZo34XJFi5vE/0TGDnU10/SRin482ZtBtuJhF76RbbajRrFTbUz0T0SDex238BYBPMwxzEwA7gGyGYX7BcdxnpT7McdxbDMNcxTBMAcdxlyT+vhvAbgCor683psWMEZR6JpjibDvsqRY/Q2pPtaAoyx63MhlNs6Qb8xIrfRtNswShBtKtOdF7TDKiHyAHaTaxUKtlM2k0ENKsdszud5tZr0BsNRuLtjZ7exDqIFtrbOJt141oB/TQrBGfKxLirRNCGaPb2WTQT6L1+VhgdN2Gi5n0TrrVRijNyrX94tIsqmdCd+KaSYLjuK9zHFfOcVwVgM8AOBAYIMEwTA3DMMzc/68CYAPginlhTQalngmmypmBHXesgD3VJ3veuFY5M+JcMuNAujEvpG+CIBINvcckspNEvFCrZdJocmF2v5v0qp5YtDW1B0HEn3jb9US1A4n2XPHWCWFukkE/idbnifAxk95Jt/oi1/ZeFlTPhO7EO5OEJAzDfAEAOI57EsAmAJ9jGGYGwCSAOzmOS5iIuGihlHqmujAzTqWKLxYLg/VLSrCwqQH9Yx4UZdlR5cwwXORhPCHdmBfSN0EQiYbeYxLZSSJeqNUyaTS5MLvfTXpVTyzamtqDIOJPvO16otqBRHuueOuEMDfJoJ9E6/NE+JhJ76RbfZFr+4FxD9UzoTuGCZLgOO4PAP4w9/9Pin6/HcD2+JTKvFCKH2ksFgbVhZmGG0iNAunG3JC+CYJIJKIxJpGdJOKBFi2TRpOHRPC7Sa/qiFVbU3sQRHwxgl1PVDuQSM9lBJ0Q5iVZ9JNIfZ4IH7PpnXSrH0ptT/VM6E1cj9sgogel+CHCgXRDEARBGAUak4hEgbRMSEG6SB6orQkiOaC+TqiBdEJEAumHSCZI78kLtT0RSwyTSYLQF0rxQ4QD6YYgCIIwCjQmEYkCaZmQgnSRPFBbE0RyQH2dUAPphIgE0g+RTJDekxdqeyKWUJBEAkOpZ4hwIN0QBEEQRoHGJCJRIC0TUpAukgdqa4JIDqivE2ognRCRQPohkgnSe/JCbU/ECjpugyAIgiAIgiAIgiAIgiAIgiAIgiAIgiCIpICCJAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCSAooSIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgiKSAgiQIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgkgKKEiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIIikgIIkCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIJIClLiXYBkgmU5tLvc6Bv1oDjbjipnBiwWJt7FIoi4QX2CIAgiepCNJYwE6ZEIB9INQUhDfYMgLkP9gSDMC/Vf9VBdEckKaT85oXYnYgUFScQIluWw72Qv7n/+A3hmWNhTLdhxxwqsX1JCnZtISqhPEARBRA+ysYSRID0S4UC6IQhpqG8QxGWoPxCEeaH+qx6qKyJZIe0nJ9TuRCyh4zZiRLvLLXRqAPDMsLj/+Q/Q7nLHuWQEER+oTxAEQUQPsrGEkSA9EuFAuiEIaahvEMRlqD8QhHmh/qseqisiWSHtJyfU7kQsoUwSMaJv1CN0ah7PDIv+MQ+qCzP9fq9nKhlKS0OEIl4akesTfaMe4e+kWYIgkpVIbXO8/A7CGMzOsjjZM4KeEQ9Kc9KxpDQbKSnxi43WokeC4ImmbrTaPbKThBpipZNo9A3SOGFWwukPRtC7EcpAaEePdqO2v0wyzRFiOb/X654EYQQitROB/aAiz4HOoQnqFwandyR5xgci/lCQRIwozrbDnmrx69z2VAuKsux+n9MzlQylpSFCEU+NyPWJGS+Hm3a+TZolCCJp0cM2x8PvIIzB7CyLl49248GXTwht+sjGpdi4vCxugRJq9UgQYqKlG612j+wkoYZY6kTvvkEaJ8yM1v5gBL0boQyEdvRoN2p7f5JljhDL+b2e9yQIIxCJnQjsB5XOdNy3rtZvrYT6hfGYnWUxNetNivGBMAZ03EaMqHJmYMcdK2BP9VU5b4SrnBl+n9MzlQylpSFCEU+NSPWJ7Zvq8NArx0mzBEEkNXrY5nj4HYQxONkzIkz6AV+bPvjyCZzsGYlbmdTqkSDEREs3Wu0e2UlCDbHUid59gzROmBmt/cEIejdCGQjt6NFu1Pb+JMscIZbzez3vSRBGIBI7EdgPNtSVBa2VUL8wHid7RvAvr55E07pav3Z/7JZlCTc+EMaAMknECIuFwfolJVjY1ID+MQ+KsqTT+eiZaiyZ0pYR4RFPjUj1CZd7Ch2uybiUhyAIwijoYZvj4XcQxqBHJi1h74gHy+fFp0xq9UgQYqKlG612j+wkoYZY6kTvvkEaJ8yM1v5gBL0boQyEdvRoN2p7f5JljhDL+b2e9yQIIxCJnQjsBwwD6hcmoGfEgw7XJJ55pwOb11SDYQCOA3IdKQk3PhDGwBBBEgzDWAG0AOjmOG5DwN/+DsC2uX+OA/i/HMcdjXERdcFiYVBdmKlodPVMNZYsacuI8Im3RqT6BGmWIIhkRy/bHGu/gzAGpTnpkm1akhPfNlWjR4IIJBq60Wr3yE4Saoi1TvTsG6Rxwuxo6Q9G0LsRykBoR492o7YPJhnmCLGc3+t9T4IwAuHaCbl+QP3C2PBrWj0jHjzxZisAXzvduHh1nEtGJCq6HrfBMEwZwzAfZxhmLf+j8qvNAE7J/O0CgL/kOK4OwMMAdutRVqOiZ6qxZElbRoSP0TRitPIQBEHEg1jaQrK7iceS0mw8snGpX5s+snEplpTmxLlkBGEMtNo9spOEGsysEzOXnSC0YgS9G6EMhHb0aDdq++QkHu1OWiOI4H7w6tHuoLUS6hfGg9a0iFjDcBynz4UYZjuAOwF8CMA792uO47hPh/heOYCfA/g2gPsDM0kEfDYPwAmO48pClae+vp5raWlRW3xDwbIc2l1uXVKN6XktQhLdKjNemjWaRoxWngTE9Jolkg5dDYBZdBtLW0h2NyrE1dbOzrI42TOC3hEPSnLsWFKag5QUXWOjicQjqfwDrXaP7KQhMZxmzawTM5fdZBhOt8mIEfRuhDKohDQrQo92M1HbmxVDajYe7U5aMw1JueYVKwL7QUWeA51DE9QvIieqtpbWtIgoIKtZPY/b2AhgAcdxUxq/90MAXwOQpeKzmwH8j8brmw49U40lQ9oyIjKMphGjlYcgCCIexNIWkt1NPFJSLFg+Lw/L58W7JARhTLTaPbKThBrMrBMzl50gtGIEvRuhDIR29Gg3avvkJB7tTlojCOl+QP3C+NCaFhFL9Ay/aQOQquULDMNsANDPcdxhFZ+9Hr4giW0Kn9nCMEwLwzAtAwMDWopCEHGBNEuYDdIsYUZIt4TZIM0SZoM0S5gN0ixhRki3hNkgzRJmgzRLmBHSLWE2SLOEkdDzuI29AJYD2A9AyCbBcVyTwnceA3A3gFkAdgDZAF7kOO6zAZ+rA/ASgE9yHHdWTXmMlFqIT+vTN+pBcXZsUmbH4l7xwIDPZ8g0blIYsO40wbIcLlxyo2PQjQxbCoqz01CRb65nMAim0SxBzEGpByWIlk0301hh8LKaxtaK69FhS8G01wtnRprR6pMIIAr6N41mA9FSF/G0Gwa3WWbEVJolW6ueBO8rptJtIhArPSXwul9SaVZt3ZrNTpmtvBFiKs0mS9tE4zkTqO5ozWuOBGpTSUI9n8mePybHbfSMeFCak44lpdkRHbdhsrolokNMjtv49dyPajiO+zqArwMAwzB/BeArEgESFQBeBHC32gAJI8GyHPad7MX9z38AzwwLe6oFO+5YgfVLSnTviLG8VzxI9OeLJmavO6nyNzfWorY4E+sWFJviGQiCIPQiWjbdTGOFmcpqZKTqsWldLfa0dGLb+kVUnwaF9H8ZLXURz3qjNktuyNaqh/oKoSex0hOt+yUGauvWbG1gtvImE8nSNtF4zmSpu2Qi0ds01PMl+vNrYXaWxctHu/HgyyeEunhk41JsXF4WVqAE1S0RCt2O2+A47ucAfgng8NzPs3O/0wzDMF9gGOYLc//8BgAngH9nGOYDhmFMFQrX7nILHRAAPDMs7n/+A7S73Ka+VzxI9OeLJmavO6nyP77/HI51jZjmGQiCIPQiWjbdTGOFmcpqZKTqceeBc9hQV0b1aWBI/5fRUhfxrDdqs+SGbK16qK8QehIrPdG6X2Kgtm7N1gZmK28ykSxtE43nTJa6SyYSvU1DPV+iP78WTvaMCAESgK8uHnz5BE72jIR1PapbIhS6BUnMZYI4B+AJAP8O4CzDMGvVfp/juD9wHLdh7v+f5Djuybn/v5fjuDyO41bM/dTrVeZY0DfqETogj2eGRf+Yx9T3igeJ/nzRxOx1J1d+loNpnoEgCEIvomXTzTRWmKmsRkauHhmG6tPIkP4vo6Uu4llv1GbJDdla9VBfIfQkVnqidb/EQG3dmq0NzFbeZCJZ2iYaz5ksdZdMJHqbhnq+RH9+LfSMSNdF70h4dUF1S4RCtyAJAN8HcCPHcX/JcdxaAH8N4Ac6Xt+UFGfbYU/1r2Z7qgVFWXZT3yseJPrzRROz151c+S0MTPMMBEEQehEtm26mscJMZTUycvXIcVSfRob0fxktdRHPeqM2S27I1qqH+gqhJ7HSE637JQZq69ZsbWC28iYTydI20XjOZKm7ZCLR2zTU8yX682uhNCddsi5KcsKrC6pbIhR6Bkmkchx3hv8Hx3FnAaTqeH1TUuXMwI47VggdkT/zpsqZYep7xYNEf75oYva6kyp/c2Mt6spzTPMMBEEQehEtm26mscJMZTUyUvXYtK4Wrx3rpvo0MKT/y2ipi3jWG7VZckO2Vj3UVwg9iZWeaN0vMVBbt2ZrA7OVN5lIlraJxnMmS90lE4nepqGeL9GfXwtLSrPxyMalfnXxyMalWFKaE9b1qG6JUDAcx+lzIYb5LwAcgGfmfvV3AFI4jrtHlxtopL6+nmtpaYnHrYNgWQ7tLjf6xzwoyrKjypkBi4Ux/b3igQGfT7ebR1uzBqw7TbAshwuX3OgcdMNhS0Fxdhoq8s31DAbBNJoliDl07eSJotto2XQzjRUGL6tpbC1fj32jHjhsVsx4WeRnpBmtPokAoqB/02g2EC11EU+7YXCbZUZMpVmytepJ8L5iKt0mArHSUwKv+yWVZtXWrdnslNnKGyGm0myytE00njOB6o7WvOZIoDaVJNTzmez5o2prZ2dZnOwZQe+IByU5diwpzUFKSvj7/U1Wt0R0kG1wPYMk0gB8EcCauRu+BeDfOY6b0uUGGjHzgECYClM53wQB0ixhPmjCSJgRsrWE2SDNEmaDNEuYEdItYTZIs4TZIM0SZoPWvAgzQraWMBuymk3R6w5zwRA75n6IGCLelVKcTZFQhH6QtgiCIAg5aIxIDqidCSNAOiQI7VC/IYj4Q/0wOaB2JowKaZMgpKG+YXyojYhYEXGQBMMwz3McdwfDMMfhO27DD47j6iK9ByEPy3LYd7IX9z//ATwzrHCmzvolJWQ0iIggbREEQRBy0BiRHFA7E0aAdEgQ2qF+QxDxh/phckDtTBgV0iZBSEN9w/hQGxGxRI9MEs1z/92gw7USllCRT3J/D/W9dpdbMBYA4Jlhcf/zH2BhUwOqCzNj/pyEcVATbceyHDoH3egbnYJ7ehaV+Rm4ssD3OdIWQRCEcRHb+KIsO6wWoGdE2d7rGYFNY0RyEKqdWZbDhUtudAy6kWFLQXF2GiryM4TvUsQ/EQm83Wp3uXGmdxR5Dht6Rjya7E08dp/QjhdCK2rWAhy2FEx7vXBmpKnSFI3TBKGM3rZayjdvuxT++EWYh2jZ23DWkfnykA+SHMjNxfg2D1eb5MsSZkXt+zULg7jYbUI9nYNu9I5M4ru3LUeGzYoZlsOP32rFwpIs8qEI3Yk4SILjuJ65//1/HMdtE/+NYZjtALYFfyu5CBX5JPf3GxcV441TfYoRU32jHsGg83hmWPSPechgJDFqou1YlsOBM3041zeOx/efC/ocaYsgCMKYSNn45sZaPH2oA0MT05L2Xu8IbBojkgOldq5yZkjqcPEVWXBPsRTxT0SElN1qWleLZ97pEF40hbI38dh9QjteCK1oWQtoWleLPS2d2LZ+UUhN0ThNEPLobatD+eZaxy/CXETD3oazjrzrrpWYnuXIB0kS5OxObXEm1i0ohsXChKVN8mUJs6LFp370lmVCACNPtO02oR6W5XCkcxjf+e0ZP/v2d9dWYXRyOt7FIxIQi47X+oTE7z6p4/VNi1zkZrvLrfj3kz0jit8DgOJsO+yp/s1oT7WgKMsei0cjDEoozfGfOdY1IgRIBH6OtEUQBGFMpGz84/vP4dZV5bL2PtSYoBUaI5IDpXaW0+HYpFd3vRHJh5S+dh7w2TlAnb2Jhu0Lp9ykf0IJLWsBOw+cw4a6MlWaonGaIOTR21aH8s21jl+EuYiGvQ1nHflYV+g1ZCJxkLM7x7pGhDYPR5vkyxJmRYtP/cBLx3F7fbnf96Nttwn1tLvc+PpLx4Ps2wWXG7NsiC8TRBhEHCTBMMz/ZRjmOICFDMMcE/1cAHA88iKaH6XITaW/81Hmct8DgCpnBnbcsUJwevgoNT7NmhQsy6FtYByHzl9C28A4WJbT9DyRfp+IPqE0x3+G5SD5uQ6XGy73FLZvqtOkLYIgCCL6yNl4hrn8/4H2PtSYoBUp/2P7pjq43FOyvgH5D+aBbyslX0BOV+7pWdV6I00QcijZuVA+Ka+rs31jutu+cMstvifpnhCjdS2AYdTpuCLPQXO5GEN92zzo7Rur8c3F41dFnkOTVkhbxkCuHdSuy2ppx3DWkeXW96Lp9xDxQ04jLAehzcN5Z9Cr4l0EQRgRrT71/OKssP1kKXsejXU3vTCbH6Fk3/pGPaZ4BsJcRHzcBoBnAfwPgMcA/JPo92Mcxw3qcH3Tw0duiju3ODpN7u+lOcrfAwCLhcH6JSVY2NSA/jHf2YdK5x1FmvqHUgeZg1Ca4z9jnZuoB37uyMVh7NzfikpnOn5wxwqc6x/HLMvClkJtTBAEEW/kbDzHXf7/QHsfakzQitj/6Bv1YMbL4aFXjqPDNSl7xBP5D+YgsK0qnenYfXc9Uq2M37macrrKsKWo0htpglBCTl8NNQW4dWWZ7HxHrKt7G6p1t33hlpu/J+meCER+LSBddqwPpWOW5fDGqT7s+N0ZbF5TDasFqK/Mx8ernaSzKEF921zo7Rur8c358asizxHyWF0xpC1jEKodQq3Lam3HcNaR5db3KHNJYiKnEQsDoc21vjOYnWUxNeslHRGmRKtPvagkG6+r7Bti5Oz5grmgC6P1HTP6EUr2zcsBN+182/DPQJiLiDNJcBw3wnFcO4DHAQxyHNfBcVwHgBmGYa6N9PqJQKjITbm/LynNUfweHwX27gUXAOCaKieqCzMVjUOkqX8odZA5UBMtXOXMwLLyHDQ31vp97pufWgKHzYrSHDs6XJP48vMfYGqWxc79rdj67BFqa4IgiDgjZeObG2vx4vtdsvZe6w4SNVgsDKoLM1GcbceWZ1rQ4ZoEIH/EE/kP5iCwrTpck9jyTAuKs+1+fmaVMwPfvz1Yh1npVlV6I00QSsjZrY9V5SvOd8S62nu4C03ranW3feGUm7+nuHylOXZsXlON072jON49QrthkhT5tYDsoN83ravFa8e6Q+qY11mHaxJPvNmKnftbseWZFnQOTagqk9l2mxkBGtPMhRbfWE1/UOOb8+NX59CEJq2QtoyBXDt0DrpVrctqbcdw1pGXlSuvIROJhZzdqSvP8Xtv0O5yo29U3Uvgkz0j+JdXTwb5z4/dsox0RBgeLT71jjtW4MqCDFQXZmJ1dYFgt9WM+XL23GqBIW2wGf2IKmcGvhOQEa+5sRZXFWbgpcMXTfEMhLnQI5MEz38AWCX6t1vid0lJqMhNpb/L/T7cKDCl1D/VhZkhnyXS7xOxQU20sMXCYN2CYtQUZmJVRR4G3dNod7mxc/85DE1Mo2ldLZ55pwM9I56gFO7U1gRBEPEjMIuDl+PwYfcINl1dDguDoKw/WneQaEWNb0D+g3nQ0lZpqQyaG2uR77AhIy0FzkwbPlaZD4uFCak30gShRLh2S6yrnhEPnnmnA5vXVKOuLBu1xVm62r5wys2XrzTHjrtXV2LngXPwzLDY/VYb7YZJUtSsBfSNeuCwWTHjZbF+aUlIHUdiX82428wI0JhmLtSOMWr7Q+D1CjPtsFqAlRW5suOAGCWtkLaMgVQ75DlseL9zGA/MnZuuZC+1tmO468gAojbnI4wFr4EF9zWgc9ANhy0FxdlpqMgP/71Bz4gHHa5JwX9mGIDjgFxHCumIMDzhvF8To7bPyNnz3lFPVNfdwsWMfoTFwqA0145//uQiFGSlIS3FghmWw4/fasW6hSU43TeOnhGPoZ+BMBd6BkkwHMcJ4VUcx7EMw+h5fVPD77aU67gWCyM4tH2jl88Ok/oey3I43j2M072juLehGnsPd6FnxIP7n/8AC5saFI2DXLqawkx1qX+ikbKbiA6hNMd/piI/A+NTsxgY45DvsOGzqyvwi3c6sfPAOWxeU42nDrZhQXEWSnPsGJqYprYmCIIwALyNtzDAi0e6wQe4v9DShd1vteF1GX+Ai8JmUDnfID3VikPnL6E4267qCDEi9oh3F/FHaRRn21HpTMeGujIhSPLVo91BbdXucmPrs0eC2pTXXigfJJo+pdRzxXtxItkJp03U+LKBBOqqZ8SDpw7628TAslTkOdA5NKGbXpTKzZfv1lXlQoAEcHlHT6i5HGFu5PqBnGbC6QOAdvsqLpfDZpXcbaanNhPRRtM6ifng+1eVMwPtLjfeveAK0qPc7svFzQ3Cudji7wT216oC+XFA7ZocacsYSLXD7fXleHz/WWy9vgaFmWlwpKWga9CNzkE3KvIz/OxcUZb2dlSzjiz193DGDSL26DEWWiwMrirKxFVF/u2t9N5gwX0NYJhg+wVAOJagZ8SDJ95sBeDT6Y2LV+vz0AQRRZT6lNheyn1ObswP9IGVxuVwffdoYlY/wpmRBoYZhZflMDA2BUdaCqZnOb/3VWrfZxJEKPQMYmhjGKYJvuwRAPD/ALTpeP2ERm20mtTnxDv+Q0VQ8amHxN9vbqzFBdc4riwI7ZBJfd8IqYOI8GBZDgfO9OFc3zge339OaNMv3zAfP/tTO6wWoGldLb73xml87rpK1BZnUlsTBEEYBJbl8H7nMHa/1RbkE4j9gWjvCpXyDR7ZuBRNzx1Bh2tSuN+uu1YKL9XJf4g/crq4YUER7ltXiwdfPuHXnhV5Dr/vR7ojIVo+Je2CNh6xbJNQugosS6UzPUjv0dQLX77TvaOm29FDRIaR+oFSuZoaa6KqzUS10bROYk5C6THS7AFSaF2TI20ZA6l2WHpFDjJsKfjB78/6teXJj0bROjDuN+/ZdddKakdCIJpjYaj3Bqd6R/GVF45K3ndJaTYe2bg0aB64pDRHpycniOgQyXs1/nNy6xt9o/4+sNnGZbOVl6c8Jx22lBR85VeX7dU3NyzBL9/rgNUCTe8zCSIUDKfTlkKGYYoA7ASwDgAHYD+AL3Ec16/iu1YALQC6OY7bEPC3hQB+Ct+xHf/Mcdz31JSnvr6ea2lp0fYQcaRtYBw37XxbdjdeqM/xEVRyO0fFtF8aF3adchzw4vtdGJqYVvVd4HJknpFSB8UR3R48HpptGxjHyx90Cy/YeOypFmxZW42aoiw89vop9Ix4YE+14Df3NQRFKBOmw9SaJZISXQeYRNKtnE+wZW01Nq4oE8Z0tT5GJIh9g/RUqxAgIb7fb+Z2rSSJ/2B4Wyuniz1bVuPO3e+E7ZNq0VU0fMpY6D1BiZpmY90mSroKLMsXr6/BUweD/eBo6sW3u28Ed+4+RDqNDMPbWTFG6gdK5dq6rgY/eTt6fSKRbbTKOjeVbhOdUHqU+ntTY43k+okWDWtdk4vzGhxpdo7AdhibnMGdPw72mbesrQYA7Nzf6vf7fXMZSJJkLhRPDK/ZaI6Fod4bbFlbHaRN8X1nZ1mc7BlB74gHJTl2LCnNQUqKJaIyESGhNa8IifS92utNDRjzzErOz/ZsWY3l8/L87me2d2NRKm9Ube3Ri0OS61Lfu205WACPvX5K0/tMgoCCZnXLJDEXDPGZML/eDOAUgGyJvw0CaAKwMcxrG4JQabTU7saT+5zVAtVRYD0jHj+HiEft7hA1aQmJ2BNOqra+UQ9YDpKaqshzCAES/O8Gxj0UJCEiEVPFEgRhHuR8gvnFWahyZgg26mzfmF+aTf5zeu5YFqcVPHT+kl+ABH+/gXEPVlcXRH0CQ7ZZHXL66Rm5/PvSHDtuXVUOhgEGxqf86lKPHQnRSEcZizM3SWPaiPU5qEq6CiwLw/jKItY6AAy6p6Jqq3LSU/DoLcuCdiIbfUcPET7h9AM5W6PGBqm1r4Hl2nu4C03raoXjYPTWphnPRVaLEVMsE9Ko9ZGlfJ35RVkRa1huTa7D5Y6oPxPRJTBd+x/P9ktqgZXYi+iZ8Z1XH4u5kJ6QzxsdojkWKr03ePSWZfjZ/17AF6+vEXzevYe7/O6bkmLB8nl5WD4vomLoDmmRUEJO94PuKeHvxdl2uNxTsn3PamGCfOCmdbWY8fp/HojuuBwNrZvRj5Bbl8qyp+D7b5wR/LZEmEMQ8Ue3IAmGYewANgNYAkA4EIbjuH8I8b1yAH8D4NsA7g/8+1zwRT/DMH+jV1ljjZqUP2rPB5L7XOPCIiwry1VlNPU4iyhR02SalXDbozjbDisDST0MjE8JAw7/O6OfVxVLqA8QBBFv5MbzRSW+mFOlNJvRtOnxPPOQbLN65NqpNMf3+zyHDXevrhQWCX7ydptfXVosDNYvKcHCpgZD7aCItv5IY9ox0jmoUmWpdKbjzvoKvwWx2qJMrGI53dtUrJ88hw1b1lZjfnEWFpVkU6rQBEdrP5CzNTcuKsYbp/p0s0GB5eoZ8WBPSyf2bFmNyRmv7rbdSPaASE5CpaIX61HK1+E46fUTLRqW6wdHLg5jcoYln8Lg8Bo60zsq2Y5STWdGO0c+b/SI5lio9N4g15GKvtFSv+OWmxtrUZJtbG2SFolQyM3xuoc9+OxT7wm62b6pDpXO9KCsp3zf29PSic1rqsEwvkxPe1o6sX5pScyeg7R+mdKcdMl1Kd5vGxifxtDENAozjW2/CHOgZ76kZwCUAPhrAH8EUA5gTMX3fgjgawCCw7JMCstyaBsYx6Hzl9A2MI7OQbdg3ABfhNr9z3+Adpdb+A4foW5P9TWJ3I6NijwHdt9dj6bGGmxdV4NKZzp23LECS0pz0O5y49D5Szh6cRh/bnehbWAcrEQIs9p7KdHuCv1MROQEakmqPYHw26PKmYFl5Tlobqz108P3b1+BFfNyg3QmpxG15dTzmeMN9QGCIOKN3Hh+ZUGGpI3aeeAcbl1VHvauUDn7HPj7ijyHaj9DL5vPX+cPZ/txpncUeQ6b8NzJbpvl6lhOP0tKc7DjjhW4vb5cmIgC0nXJ70jgd8XFa+IufkYLg4j9XCVd0vivHT3mHmpQY08Cy/Lq0W78y6eWBGl9295jmttUzf3F+uF3En/lhaNgGKjuP/Hylc3io8eLUPWj1A+kvitna072jEj+/nj3cFhtI1WubesXYVlZri62PRIfgUgOYm1b1PjIFXkOoUztLjcq8hwoyrKjb9QjZHEN1LCFgepnkOp3Tetq8UJLF/kUJoDX0PMtXfjyDfP92rG5sRZ15TmoK8+RtXNaNR9JHwn3u76jwYbJ540ApbqPpm8sd+1lZbmY9UIIkAB8bfr4/nPgN8orlVmLlvS26zT/MjexGOeldP/wzcuwbe+xoDnetz69VLLvVTkzsG39Ijx1sA27DrTiqYNt2LZ+UZCvfr5/HO2XovM8pPXLLCnNxndvq8M/37QInlkv7m2oRmmOXfDbbq8vxwOfXAj31AzNT4mI0S2TBIAajuNuZxjmZo7jfs4wzLMAfqv0BYZhNgDo5zjuMMMwfxVpARiG2QJgCwBUVFREermwkIr4evSWZchz2Px25Qem0VKzG49luaBdI9s31eGGBUVBv29aV4s9LZ3Ytn5RULSZHjv/EjlNZixR0qyW6MFw28NiYbBuQTFqCjOxqiIPE9OzmJfnQPugG/f87M9+OrtxUbGkRvSMcjRTxGSy9gEj2FmC0Eqi6lZpPJezUXVl2Xi9qUHzuK91R+uNi4rxegg/Qy+bH2pHoBlts16aVapjALClMNiythosB1gY3795XQXuxACMOc5JPeOuu1biN/c1YGBcu58bSpfJOv6HQkmzscg6otaeSJWldyTyNlV7/0j1Ey9f2Uw+ulr09A3U1I9cPwCCMz/tuGMFCrNsklrpkdHr/tP92Lm/VXPbRLN/KvkOoXwEQppE82njYVtC+cgVeY4g3/aRjUvxowPn0OGaDPIzCjPtuOAax/rH31b9DHy/c95zDd5uvQSOg+C3AomVOjrRNAtc1lDPiAc/+1M7tl5fg8LMNFyRl455eemoyPfZdik7p1XzkfSRcL/Lf+9072hS+rx6aDZU3Udz7FW6dv+YtP0bGPfgyoIMxXmjWi1Fw67T/Cs0RrW1sRrnpXQvp5sT3SPYfXc9Uq1M0HEWan315sZaPH2oA0MT07o+TzJpPZRmWZaDZ4bFQ6+ckFznq8h3wDU+jTt2v5Mw81MifuiZSWJm7r/DDMMsBZADoCrEd/4CwKcZhmkH8ByAdQzD/CLcAnAct5vjuHqO4+oLCwvDvUxESEV8PfDScdxeX+73Oak0WqF240lde9veYzjVNyoZCb+hrkw22izSnX98GqNQz0Qoo6RZLdGDkbSHxcKgqiAT11Y7cf1CXyDE1mePBOmsc2hC8vt6RjmaKWIyWfuAEewsQWglkXUrN57L2aja4qywxn2tO1o7hyZC+hl62XylHYH8c5vNNuulWaU6bne5sfXZI9i5vxW7DrRi5/5WbH32CNpdbp9v4MwwxTgn9Yxbnz0ChkFYfm4oXSbr+B+KUJqNdtYRLfYksCwlOZG3qdr7R6qfePnKZvLR1aKnb6C2fqT6gdx3bVaLpFb41LOBv+d3gYbTNtHqn3LPpsZHIKRJNJ82HrYllI/cOTQRVKYHXz6BDXVlwr/FfgbDIGj9RM0zWCwMCrPS8JO32/DEm61CgESi+RSJplnAX0M9Ix58742z+OarJ1GWm46qgkzhJbiUndOq+Uj6SLjf5b/Hzh0tIybR9CmFHppVU/fR9I21rhEUZdlDzhvVaikadp3mX6Exqq2N5TgfqHs53UzOsNjyTAuKs+1BfU+tr/74ft96k97Pk0xaD6XZYx+NCAESQHDmL1uKFT/4/dmEmp8S8UPPIIndDMPkAXgQwK8BfAhgu9IXOI77Osdx5RzHVQH4DIADHMd9VscyxRy5iK/5xVmqU2vKpSGSu7bcbhKGuRxtBuib3kju2A9Kk6kfStGDgUSSqm12lsXRi0PYd6IHRy8Ow+We8rtvaY4dm9dU42zfmKRu5MrZMXf8ixataXnmeBOr1NEEQRBSRJLWOxzk7HPf6BQ2r6nG1nU+f4BPfydltwPLrJfNl7sOw0DY7cdx6lMgJwJ8XZ/tG5MdowPHe/5vfP1HoqFYps7W23cIdT25ehGn5k4WncUDrfMkNTqQatNHb1kGBlCdSlXu/oH+c6S2OV6+spl89Hggrp/SHDu+eH0N7m2oxsD4VMhU1XJ1OzHtFbRSmmNHU2MNvnfbcmTbUyTT9L/4fpff943QNqQbIhTx0EgoOyxXpiy7FV+83ufv3ttQjUH3VNDnlfq/Ulkqnen44vU1aGqswY/vrkdFnkPvxyZ0gLfhfaMe/PjuelQ60wH4zr3ffXc9+kY9kuu64iORQ/nfgUTSR8L9Lv+9vYe70LSulta8wkBN3UdzvqT1uMUqZ4ZimbVoSWmNWMtxL3RUl3lQ0nKsxnmpMsgdbfXi+12ayqC03sT/f6h3IGr7O71ruMyATOYbqwV4aMNigGNpnkHoRsTHbTAM08xx3OMATnEcNwTgLQDVEV7zCwDAcdyTDMOUAGgBkA2AZRjmSwAWcxw3GlnJowMf8SXupPZUCxaVZAelWgOk01XZUi7v5BenipG7dmmO9O857nK0md5HIkgd+yF3HAMRHnLtLRU9GG6qttlZFi8f7caDL19OXfTtW5ah0pmODtckSnPsuHt1pXBOs5Ru5Mp55OKw5pSvWp453sQidTRBEIQUkaT1DtdGydlnW4oFTx1sE8rBH/cVaLelyvzju+t1sflyZWuoKcBtq8rwYc8Y/uZH6lMgmx1xXd/bUC07Rl9VmCmM9+K/8fUfroZinTpbb98h1PWk6kUqNXei6yweKGkrEh3wbbrgvgac6h3F2b4xfPe3ZzA0Ma06larc/Y93j+JLez7w+24ktjlevrKZfPR4wNdPnsPmN3f6ydttIVNVLy7Nkqzb4mw7rr3SicXNDXi/cxgPvHRc+N6uu1biJ5+vx3sXBlFblIXvvXHa72hPo7QN6YYIRTw0EsoOF2UFl6nSmY4seyp++PvL6yK1RZlYxXKq+r/SsRs3LirGjJcVzk0nH8KYSPkg2zfVoTI/HR2Dk9jyTIufjZ6e5SSPRL7/EwsU/e9AIukj4X6X/17PiAfPvNOBzWuqYbUAjQuLsKwsl3SpglB1H835Uqhry9m/UGVWqyWlNeLJGVb1cS90VJc5CKW3WIzzSmVYv6QEZVtWY//pfnjZy0dbaSmD3DNw3OX/V3oHoqW/07sGH7OzLOypVsl6v67aifufP4o76ssl/16YSfMMQjt6ZJK4Z+6/P4rkIhzH/YHjuA1z//8kx3FPzv1/71y2iWyO43Ln/t+QARKAfMTXlQUZqlNrHusaCfrd8e5h9I168NTn6/HAJxdg67oaNDfW4Pu3L0e2PRW77loZFBn32rFuIdos2kciKB3HQISH1uhBLana+AjGd9tdQoAE4GvLf37pOL716aWwp1pw66pyYZLP/z1QN1JZRZoba/FCS5fsd/R6Zq3oHakd7dTRBEEQUkSS1jtcpOzz9k11+Oavg9PfPXzzsiC73e5yY/u+U9i8phr/9MkF+O5ty3GqZxT/+dmrUV+ZE9HuObmx42NV+WA5JFyK+FCI9SG1A6xpnW+M3rb3GB6+eSmaG2uEgFu5MZdfAFAzjsY6dbbevoOa6wX2LanU3Imus3igpK1IM5+0u9y4ND6Fr7xwFDv3twqZ+tSmUg21U0n83XBss9zu1VjtLqJdTcGI7SHHAbvuWonb6+XnTnL69bIIqls+A9K7F1wYmZzF4/svp5LNc9hwrGsE3UOTYDngx2+dx531FYZsG9INEYp4aUTJDlstQHOjv+/0jQ1L8PBrHwatgV245AYDYPfdV+PbG5dK9v8Ll5R9gc6hCSFAQvw98iGMhdw6KMMwQe13rCv4OEL+SORte4/h326t8xvHlbLeRdJHwv2u+Hs9Ix48dbANC0uyoxIgEcvsc3oSaVbHaM6XQl1bzv4pZYwOfB6p7ClKz87PP7Uc9xJYfjqqK7ao7Zuh9BaLcV6uDMe7hwEAy8pysbAkG08dbBMCJEKVQcrPFz9Dc6Nvnsf/v9I7EK39nd41ACd7RvAvr54MWsv69i3LsPuP5wEAqVYLHtnov57V3FgLq57nJhBJQ8SZJACcYhimHUAhwzDHRL9nAHAcx9XpcA/ToCXiSy5dT+C445lhsf90vxCR1txYi72HuzA0MY0v3zAf3/ntaWxbvwj7mhvQM+KBw2bFjJfF+qUlwr2V0htVF2ZqekY9r0XIE63owcAdplJtOT3L4vWmBtk03XxbS2UVefSWZfjZ/17w282kVh/RjJiM9c5WgiCIaBGPcVjKPrvcU367oPhypFqZILvqck/hzvoK7GnpxJ31Ffjqr44Ktvjhm5di15vn0OGaDMs2K40dyeiziJ+Z3wH23duW40zfGDju8u4JAHivfQg/ebsNj96yDKsqclGRf3nMlRo3H9m4FD86oNxWsa5zvX2HcK6XjDqLB6HqOdLMJ3J+cVqKJehegYh1c7ZvDMe7R/36WiR6kNu9WpZrR35GWkx2F9GuJn/k5hUr5+XKapTjIPm3gXGPX92WZNuDMiA1ravFM+90AEBQlr+mdbXYd6IHm9dUo64sG7XFWYZpG9INEQojaqRnxIOnD/l2zzOML1D0XN+4ZP893TeKTtcEHt9/TnYMOdU7iisL5J+JfAhzoOX4Y1bG3vNHIh9qc+H+TyxAWa4dBZlpilnvIukj4X43Vv3SrGt0emR1jGa/D+faajJG888z6J5C97DHL3uKlGad91yDt1svBc0/Qz0j2cT4o6VvhmqvWNgTuTLsP92P7mGPkFFCbRnknn9fcwN6Rz0ozLTDagFWVuSCAYMv7flA8R0IaVo7PSMedLgmhWxGvD+WnmLB6b7xoPnQQxsWY3RyBk8f6sDKilxUFVC9EtqIOLaG47i/BbAaQCuAT4l+Nsz9N+lQG/HFp+sRY0+1IPDj9lQLvHO2NHBH0w9+fxYb6spw//MfgOWA664qwPJ5eaivcvrdW+5e4aQ30vNaRsRIkczRiB4MjGCUasvi7DRUF2ZifnGWYltLRUM+8NJx/NXCItnvhCJaEZOx3tkaC4ykVYIgYke8xuFA++zMSJMZQ4LLYbNahB1UgbvsHnrlBDbUlQn/Dsc2y40detaVWWxu4DP3jHjQ2j+Gn7zdhifebBUm8HyKSH7sZjn4jblS4+aDL4duq3joU2/fQev1jO4bm0W7oQhVz+HoQI1fXFWQEXQvKfj7zy/OEnYqSZVTK3K7V/Mz0mK6u0ht/SaK3pSQm1fky4yLRVl2Rf2K61YqA9LOA775v1SWv50HzqFhfhGeOtiG2uKsqGoinLal3XBEKIymkeJsO4YmpvHEm63YdaAVT7zZismZWcn+y7HA4/vPKY4hZ/vGFP3aePoQZrbXsS67XDvxu1fFWBlpLfBHIntZCOO4mqx3kfSRcL8bi35p1jU6PbI6RrPfh3NtNRmj+efJz0gLmf3GYmFQmJUmOf9Ue9yLlvJHCzPbyEjQ0jfVtFe07YlcGbwshHJrKYPc87McsLq6AFcVZaKqwHetwqw0DE1MB91b/Pyx0nQi6dWZYROyGfH+2FMH25CXYZOcDz382ocYn/JiaGLaMGswRDBG1qguCUjmjsRYznFcB8dxHQBGAeTM/T8RQKh0qXXlOZKpWnn4CGTx/3tmWPSNeoLuxSOX3sjCSKd0Cyyr+DNqUyVFKvx4dBw+WvCmnW/jb3/8Lm7a+Tb2new1VKeNFHEEo1Qa7kc2LsWS0hwAodNiyUVDzi/OQqUzXTF9utb2jVQPSpGbelxfr2touVeia5UgCGmMcjSRlnJMTHv9fBYxYr+G//fZvjHVvsnsLCtbXqUyzs6yOHpxCPtO9ODoxWHMzrJB9xLf0yw2V+qZl5XnyB4FAFweD8V1OzA2hTyHze/aUm3Fj6NK90/09OpSz7zrrpVgWQ4HTvfhvQsunOge1uwf6OWbmEW7odCiLb7u/tzuwtGLQ7J1GMovblpXi4+GJ4LuJdc2s7Msxj0z+M6mupBH2aht31A+rJFIJL0pIdcmM16vrEYr8hzYvqlOeKnW1FiD7922HBwHv/qRu7bVAtkxdH5xJv7r7z+GFCuiVtfJ0rZEcqF2vUvKj3pk4zJ0DU+EHENeaOkK8rH4e7EsB44DvnfbclXHnymVW8vf+c+YtU9Hu+xa1kGXlAZrY1FpNh69ZVmQFl471u13FFffqEfTGG/UNatwr2km/0aMHuWO5nxJ7phMl3tKtn34ZyrNseOL1/uO27i3oRqD7inZz4oJXFs93z+O7uGJoH6g9bgXLd+LBDn7bFYbGSlaNB7L9pKzNaGOPQzVNwOv63JPST4/v0YlXn+SOopjxx0rUJHnED5jYYKP1tN7/e58/zheP96DVz7oxv3PHzW9Xj2zs3jslmXC8T/NjTV47JZl8Mx6UZGfLjtXCrU2oGWcMvILfTNidJuqx3EbAACGYf4A4NNz1/wAwADDMH/kOO5+ve6RCKhJlwoAr8+lAEpPtaLpuSNBO5H4s6HF0cgzXt8gLhUNF5jeqDDTjguucax/XDqlm1xZ+c+ESlMUadq0eKVdk4sWLNuyOirn78UDPoKRTw34zDsd2LK2GktKc1CSk4YlpTlImUsrrJQWi2U5zHo54Vo89lQLlpRm4/5PLBCiiwPbT2v76qEH8XOLy1qUZdfl+tHULMv6zsruG/WgONvXBnJaXdjUQOm6CCLBMcrRRFrKIY6el7LFnMgvtqdacLx7FF/a84Eq30TpCAi5MrIsh5ePduPBl0/4XWfj8jJhDBRjJpsr98wAsLCpAR0uN45cHPZLe2pPtaAk2x5Ut82NtXj6UEdQ9gkeqR0QRkydHW0Cn7kk246TH41hw66DQXU5NDGtyj+Q64s3LipG59CEn08Qzk4YI2o3FGq1xdfd9n2ncGd9hV8qzsC6l/OLy3LS0Tk0iT0tnfjOpuV4vanBzweWapsbFhTh18c/8rMrD9+8FPWVeaiMYK6k5MMaDTV6k/JrzWYf5NokPyMNqyryJe3vG6f6sON3Z9DcWIvs9FQ8/NqHkm0vd+2aoixYGOkx9GzfOLbtPYZvfmoJrsh1o6GmSPc6TSRbQhCA9vUuwOdH9Y16MOPlcLpnBJPTXsUx5Jl3fON+YWawj7XjjhWwpTDY+uwR4XdSx59pKbeWtRaj9OlwxoRolj2cdVD+97w2HnrlOKZnOWxZW40FJVkozrLj/Y5BbKgrE/xvfg23LDdd1Rhv1DWrSK5pJv9GjB7ljuZ8SU6TSsclFmfbUelMD/Kba4sysSrgPYOWtdVKZzp+cMcKsOCwsDhb8eghMbYUBlvWVvsyHTK+f0cLOQ0vLs1K+PcDcmjRuFGO51m/pARlW1Zj/+l+eFn42Vqlvin3nq7Sme53tCy/RvXY/5zCfetq/eZ74qM4irLsqMhzBB1fs+uulfjNfQ0YGI+8jsTjZmmO75g+8b34Y/rM7KfnOdJwts+N3W+1Cc/11b9egNJcOz4anpTUZ+PCIsm+Gc44Fa/3kolMtP3OSNcYdMkkMUcOx3GjAG4F8FOO464GcIOO1zcdUhFHatKlilMALSvLxbb1i/xeLDQ3+qLhAqORH3rlOI53DwsROIH3ByBcl2EgTMb4cgSmTlJKr2SxMKjIcyA91Tp37u6I3w7MSNOmxSvtmtI5VkaKblKLmgj4oYlpLCzJRuPCImTZU/HnjkG/CDlej/UV+RjzzOCND3tx9OIwLg658eArx4N2S2zfVAeWg2L6Na3ty38+z2HDF6/3RTSf6R1F56B6PVTkOfCdud1bfFn5CEM99BYtzcpF2pk16p4gCH2I9tFEau2t2nLwY8+rR7uDxo2Hb16K1451C/8WR/3zdpQfz/5wth9nekeFDAeeGfkjIPjvvHvBBQC4RnQU2cmeEfzowDlsXlMt7JT50YFz+KBLere/nM1VyuIVT6Tahf/dX84vwsKSbCEtJD8e8ukoxePY4/vP4fb6cuFzj92yDJlpViGa/4d3SkfqGy11NiC/Q0iv3QGB6fL/8YXguty8piqkf3A5A8KgpF/xpzaXpuh7s/oL/I6YA6f78G6bC+2XxoVg8FDa4u2Y1PE+gXUv5Renp1rxw/3n8NTBNmxbvwgfq8r3u9eFS8E+3/Z9p3C0e1hYMON//9ArJzA6ORNUTrHfWJpjx+Y11TjdO4rj3SNB7Wmm7CxqdhcaeQeJWpTaREqjnYNunO4dxaeWl6E8z4Hdb50P0uXxuWwzUrvNmtbV4idvncfFwQk8tGGx7E65b716EmOTXkHjgRmTpqe9Yds8I9kS2tlF6IHc/L1z0C0sshZm2mFhgHcvuNDucqPKmYHibDu2PNOCn/6pA/kOG5oba/3GkHl5Dvz7H33HdPCBkRbG38fKc9hwuncUrvFp3NtQjdIcOzwz0sefBcLbk3sbfD5snsPm5/se7x5WtS5hBN823DEhEnsUyn5I6WL7vlM43j0sOacQMznjxeGOQUzPcugZ8WDn/lb89GAbUiwM8jPThKO4eNv90CvHVe8wjteaVTj1pbZcZvJvxOhV7mjOl/hr8/aKf9kr1z5Vzgw8fPOyIL95295jaBsYx9GLQzhwuhct7YO4ND4lvEQOzB4cuJbwqeVlON07iu7BCTCMsm3j6Rx041jXCHipvdDSha3PHgmpqXB9AzkN941KZxMw6/sBLWjVuBGO57FYGCwry8XCkmw/WytXbt5H/t/zlyTf033r00uF5690pmPXXatwZYED//TJRfiRxPySnTuKo7owE51DE0HX3PrsETCM7zP8e4hw/NjAcfPFI92yx/SZYc4vhz3Fiu/+9oyf3zQyOYPuYQ9sKRZ8ff3CIH0uK8sFAFXvYkONU2q/o8XuJPv8JZpzST3WGHTLJAEghWGYUgB3APhnHa9rSuQijgqzbLKCkIqakcoAYbUAVxVmwjPL4qPhCb9o5P2n+9E97MGNi4qDotbEEU9KwuTLoTRpqshzKO7AVHN9JZTuHc0IOLloSf7FgZki8LREwEtFOYr1MjvLBrX3v968FDn2VDzzTgc2r6kGwwAcB5Tl2tE/ptz+WvXRN+pBnsOGu1dX+kU1VzozFHdZiOviD+f6MTwxLRmNHKle9bqGFHID854t15ky6p4gCGMTqb2VQ/BnSrLgck/hp3//MRzuGMLkDIs9f+7Awzcvw8T0LI53j/plOODH/tO90tHxPSM+2xt4BITUd8Tjmss9FbRThk+r3/Tc0aDPO2wpkjbXYbNGVN/xQG63x7sXXJLj2Mp5uXjys6tw4ZIbLve0cPY2v+PRDMj5RIE7OPXaHSDnExRk2lFXlo1j3aOS/oG4nPc2VEteo6VjMMgnUPJPzbhLT6q9mhtrUVuciXULikO2D1//ckcTiOs+cLedl+PwYfcINl1dLrlzjWU5nOoZ9btuaY4dd9ZX4O3WS5L36xyaxLJy/10t4rTGYnu7+622IB2aKTtLKL0ZZedypGhpE5bl8H7nsN9OKPEYBlxedN+5v1XYbfb8ltU43TuGjsFJ7DvRg/VLS/H4/nPIc9iwZW01rirMxMXBiaDruKdn0T8mPV//15uX4ok3pTMvhcIotoR2dhF6ITVW5zlseL9zGA+8dNxv/BFngspzpMIz48sc8eRbbfjcdZX47m3LAQAdLrfg16ZafZlhKvIc2HeyV7hXoN0PtAlK6wdK9oT3fU/3joYc+wAYwrcNd0wI1x6psR+BuuDH+Dt3vyP5Halr8m1SmGnDplUV+MyP3xFsd0WeA72jHqG9T/aMYv3iEiGbsNx4Eo81q3DqS0u5zOTfiDFTudW2j8XCINXKSH72ZM8odvzujN/cub4yB02N8/HPIlvJv/OQWkt4aMNiDLqnQmpCycaFso3h+gZydTQxPZsw7we0YkSNq9Gy2nKL33HIzblPdI/gJ5+vh9szi0vuaWx99n1BW1++YT5+9qd2P/9bzfu0/jEPqpwZEfmxgeMmy0nPdxnG+HN+JQbGLwcpSflNX75hPpoba+Ge9uLqilxYLD47IPVuS+u7WECd3rTYHZq/RHcuqccag56ZJP4VwG8BtHIc92eGYaoBnNPx+oZBTeSPXOPYrBYh0oknlCD4iLxrqpxgGKBnxANnhg29wxMYn/Lixfe7hAg5frA+2TMief8Ll3wRT+K013Ll4CdNgZ9xpFrxQdcwOgcn/KLeH3z5BE72jChePz3VKhvFI65Xm9WCSmd68L2jPGGL9ByreCG1205ql5s4E4g4ylMqylEcIXeyZyRoZ9w3XjmBLWuvEsqQmWbFopIsjHlmQ+pcSX9S/as4247b68uDopofeOm4qgj1dpcvEvnR/zmNnftbsetAK3bubxWikdX0h1DocQ0pXO4pYafz1nU1Qn9TOvOYIIjEJdrRx5HaW6WyAr6MVs6MNNzzsz/jv9/tBACsvqoQhzsGUZptF6L+efixXy46nv9M4BEQ4u+Id2m3dAyi/dI4cuy2oGfceeAcckQZKsTj4LTXK3nO9IzXf+IUD8KJXpfaCVeUJT2O5Wf4FrsmZ7z43htnItZFPJDzy491jcj6PpEg5xO0XRrH//0r346r4YkZHL04rJiJTeoagZIL5Z+acZeeVHs9vv8cjnWNqGqfwON9xEj5ZhYLgypnBhw2K967MIjRKS/2Hu7y8xXFZftoeEI4H3Xruhp87jrfog3LSd+Pmfsey3JovzSOd9tcGJ+axT+tXyB8V/ys/I5VcZ+OdIeW1rEj3LEmlN6MlI0gFKHqQG2btLvcwgtXIHgMK82xo6mxBmU56cKu8K3PHsHkXIDNUwfb0DC/SNAJvzt5295jmPayQWNmnsOG9FQr3m13Sc7fpDIvqUHctnyZv3fbcnAc/M5mjvbOqHhlnCQSD6mx+vb68qD++vj+c/jcdZXYvKYabQPjSLEweOCTC7B1XQ0AYPu+M/jqr46ia2gCkzMsVl9ViA8/GkGWPQV9o76X4B8NTwj3unVVsJ/N24TAMSrQDnUOStuT2+vLBd9XbiwKHPuM4NuGOyaE69sEZnFqbqwFy3LYf7oP5/svrz2J649vL7kse1I2aeeBc3jgpkX4x79egG+9dlL4m5cFOocmUOnMQGGmDU2NNXBPzeJkzyiqnBmK40k81qzU2NtIyyU3lhp5x604pbcRXh4DwZmj+PmFlvaRmwueHxgPys52bXWhECAB+L/zkFpLePi1D5FqlX4FJS77+51DsjZOSVOR+AZydVSRb873A3Jo7VNGywyp9J5J7ZyJr4M3z/bj4uCEkJ008LqVznRUODPQPTSJGZYLygD3g9+fFfx4/vsWhsHRi0M4dP6S7Pu0oix7xH6s1LgpdS8+S5GR5/xK8EcAffH6GnypsRZTs16/bLI/+P1ZlOc58OrRbhy5OIzDHcOy70JDvaOSew8VynZqaUuav0R3XUqPNQbdMklwHPcCgBdE/24DsEmv6xsFtZE/8pGIvhebgd8PJQi56ORXj3bj7tWV2NPSiTvrK/DMOx3C4onU/U/1juLKggxBmErl4CdNgRHufeNTaPrlEb/f8VHQvSMeLJ8Hyes3ratF03NHsG39oqD6knq+b25YgiffahV2usRiwhbJOVbxQm633VWFmaoj5UJFyMnpCQzwuesq8dyfffr7yq+OwjPjO3fumxuWCBPCQH3J6Y/fZRH4+xsXFWN+UZbmyD/x88lFV/aPeXBNlTOsfilGTZ/SCsty+GjYg6cO+kdR72nplD3zON6OK0EQ0SMW0cdVzoyI7K2assplqyjJScd3b6vDV391zO87015Wsjx8dDzvLwC+fz96yzLhO1K7tJsba1FdmCHtJ/WMST6zMyMNe1o6/TIn7WnpxPqlJeFUs27oFb0OABdc42hurPXLFPHIxqVoeu4Ipmc5/OON8yPWRbyQ83MC14b0ep4qZwYe2bjUbwc37y9/bf0Cv91RcpnY9h7uCvLD//XmpXj+zx1+91ITbG20nUChUGovNe3D+2Tb950KqkMp30xpF2jgrl6XewocGL82fGjDYuQ5bJJt9s0NS7D7rfP4+k2L0HZpHOf6xv362Dfmvsu/6A61YzUctI4dkYw1ofRmlGwEodBzvJXTs9Xia+/PXVfppwleexPTs8IRVZ5Zr+Q1qgsyhfq0p1rw2K3LMDY1i6bdR2R3xgVmXlJr8/i2Xdzc4LfTvtKZLnk2c7R2RkUrex+RfEjN36V84DyHDdnpqUH9VLwW9w8fvxKeWdZv3s4BQgaKL98wH19fvxCP7Tstm+XIavF/oSFlhx69ZZnfmMF/96rCTLAcB88MKzkWSY19RvBtwx0TwvVtxFmcvrC2GhMzXmENS7z2JNaF1QLFLHtyNulM3xgsc20ttQv2m59agif/2Ko6s48e601ar6HG3kZrHcyoO26NWDapzL/8/EJt+7AsJzsX/P4bZ7Hp6nI/LcjZsYlpr+xawsS0N2TZmxprJL87vzhLUVOR+AZydXRlQQauLMgw1fsBOYyoW61ItRO/VqHGjsrN9/ad6PEbMyud6fjC2hp8TTQ2SGWA42N+7KkW3P+J+Tj10Sge23dauEbgWgDf7+Syd6r1YwPHzb2Hu4L67aO3LMOqityIMsHGm/KcdHzx+lp845Xg9RT+HdW5/jF8YW0NfvleB9YuKJJ9d6X0Llaub9ywoCioDR/ZuBQVeQ7h2lrsDs1forsupccaQ8RBEgzDfI3juO8wDPMjAEFhaBzHNUV6DyOhNn2HXOMUZ9tx7ZVOzYKQi07evKYaOw+cw3duW47HXj8lDNalOdL3P9s3hsWl2aguzAwpTLlJ080ryiTL8dTBNpTk+MSnFGwgVV9Sz/et107iO7ctx9m+sZhO2PhzrLqHPbo6+tFCbrfd925brtpAhDImpTnpkn8vybbjKy8cFXTI/73DNYkn32rFd25bjtb+MTQuLMKysstphuUMo1z/er2pAYtKs8M2eMXZdljnXqZJfV8PQx0NY9/ucmPb3mNB/W333fV+Zx4ny4BKEMlOLNKUWyxMRPZWTVnlslV869WTaG6sxZ4tqzE54/UbG6TKc111PiwM8Mv3OrChrsx3zikDrKrIFXbRSe3WUxojxzyzks9c5czAtvWLDOcXaNGE0mcBYOuzR5DnsAl+n4UBBsenhDNs+0Y9pni5KYWcnxM4ROv1PBYLg4UlWcIRXxzn84OHJqZx4ZLbrw0efPkEaosysXxenl85e0Z8qZi3rK1GWU46Oocm8cSb5/Dwzcuw5ZkWTTo0m7+g1F5q2kd8vM+gewp7tqzGxLQXxdnSvpnSPOupg21+97RZLfjB78/6ffbh1z7ElrXV2Lm/VTiGzmoBrq7Mw/d/ewZn+8fhsFlxqM0lBFfw3/1X0XcB6R3Gkdp5rWNHpGONkt6i8TIlGug53srpuXFBEf7iqgJ8/qfvBWlvy9pqVOT7xp3t+07hKzculLzGpXEPvnPbcnimZ1HlzIDdZsEd//mO8Dmp7wRmXtJi8ywWBiwHv12eG+rKgjJWRDMNtVkCbQjjIzV/57jgfnN7fTkefu1D2bW4X2y+Fn9uHxReUPCfeXy/7zNPvNmKH/z+LLZeX4PNa6qxoDhLUsPzi7KwuDRLGKOk7NADLx33GzP47340PIkqpwP2VIvgP/BjUeBaDI8RfNtIxoRwfBvefty6qhyuiemgMZlfexLrIj3Vt2wulWVvxbxcWZvEcQAL+fnIt149KehDjd2Mx5qVGnsbrXUwox7NZcSySWX+Fc8v1LRPu8stORfMtqdiaGIagLRPIfXOg89IIfW3UGVnJWywPdWCRSXZipqKxDcIpWEzvR+Qw4i61UpgO6WnWoUACSC8+Q0/lvNz7vLcdNhtKUKARODnnnjz8sacmqIsNDXWYH5RFi4OTeCx3532eyfyowPngta1LBYmYj82cNwcmphGbXEmfnNfAwbGzbEhQg2n+kaFAAkguB3sqb4Mm9967SS2rK0GANl3oUrvYtsGxiX7xp4tq/Gjufvx70R/dOAcVlXkCfrS0pY0f/ERrXUpPdYY9MgkcWruvy06XMvwqI38UWocXhD8wv+7F1xw2FIw7fXCmZGm6fw5PnqztX9MCJDYcccKLCnNwaO3LPM7S5GPuPr4VZdTKysJU2rS9Ogty/Dd354JKofVAjyycSmWlOYIv7dYGExMe/0mcPznzw+Mw+WeEp5X7vla+8ew60BrzJ0QM+26k6u7tkvuIA3IRQxzHPC925bjXP8Ynm/pwtDENHbdtRIcBxw6fwlFmWlBu3sf2bgUVou/DsV0uCZxts/Xfh+/yhlUd3xqY/4ZAN/uPLn+JZXtYfumOrjcUwAgtI849R2/GF7lzMCy8pyg6EpxfehhqPU29nJtm2plDKlFgiCii1ofRMoOarEZVxYE+zDbN9X5RU1HUtZrqpyyO0zc015MznixurpA+L2cT3VtlRMjk7PY/VYbjnWPCr+vyPfZ9V13rYRrfFp2jPzXTy/BN359OePRwzcvxa43fSfFSY0RRvIL+DY+2zeGexuqsfdwl+yZmDxybdLhciPTniK8mOcn/wCEVNIA8It3OlXtTDQichqypTDCZDWS55HqcwuLs3G6d8xv98HDNy/Fjt+d9fuuZ4aVzcQ2NDENe4oVP9x/TmjfVCsTdG41ALQNjIfd542GVHs1N9aitjhTdfso+WSB7SXXNyrz0/2OE+gcmpDdoTJ/7qVXz4gvA1hzYy3+ae9x4Qz7aS8rm9VsvuiFGe9bB36G95XDaWOtO1eiudPFaLZUDj3qgNeZyz2F7ZvqhMBn3tYsK8+V3U22qCQblfkOXFmQIQT7BF6jaV0tnjp4+Tzk57ZcC/fU5YwTcplNAjMvabV5gXUjt5uUP3c5En9ECrME2hDmIHCsYFkuSF9XFkhnH0tL8dntGS+LeXkO2fU6/v+nvSyeeLMVlc50/OvNS4N2R3779VP4wZ3LUVWgfKZ5TaF/BpmHNizG70/2YlVFnt+azlMH23y2RiJAgn/2eNvjWJeBtx+ne0dlx+S+UY+gierCTMzOsvhoeFLTOhW/9gpAMRuQVGYfNXaTi+DkCS1rVmrtbazWwYyw4zbeZZOac8j5pvz8Qk378M8VOBe8/xPzhWy2vE+R57AhO82Kh29eiodeCd4pD0B19opRzyzubfC94Nx7uEvSd3lk4zIMT0yj/dK47M74SH0DpToygq2MlHjrVi/E7XTo/CUhQIJH/EyBfUXufQPDAEMT08iwpSAjLQVn+sYkPyfOHPHlG+bj+2+cRnPjfHz79VNBmVYAYHrWp+8ZLwuO5dA56EbPiE8/u+5aKQQl3V5fjvlFWb7AurnjQkLVgZweryoyT1uGQs6u8dlk+XHWM8OiIt+B9FQrlpTmhHwXq3aNrGfEgw7XpJ89BICOubmdzWqBe8qLH99djwdfOe6XzUTK7tD8JbroYacjDpLgOO7Vuf+dmDtyQ4BhmNsjvb7RUBv5E6px5NL87GnplDyOQik62Z5qQePCInz8KqfffVZV5EruYNNyNlzgMzCAEEUqLsdfzi/E8rJcpKT4n9cjV+7j3SOwp1iF511cKh1NL/VcscIsu+7k6niWZbGqIjdoIT3UMSeP3rIMV1fm4uRHY/ibH70t/P77t6/Ar75wHbqHJlGSY8eS0hx0Dl0+W1NJn1Kak7r39k11qHSm+zk6Utke+kY9mPFyeChgILpxUTHeONUnmUJs3YJi1BRmYlVFHiamZ1GR70udZmTHVikjDUEQyYcaH0SPVIoWC4MbFxVj9931aOkYhJcFdvzuDFKtFtXXUSqrUrYKqZ3iSj6V3O9ZlsP0LIePhidlx8jhiWlhl92ikmwsKs3CT//+Gtkx0yh+QaijAbRGrx+5OIyrCjMlx19xU/eMeLCnpVNyR4TRkdMKAEU/SQ1KfW7j8jLUFmWid8SDkhw7UqyMpB/NZ2IDAFsK48sekZuO7uFJv9SevA8Q+ELH7OlTA+Hba8F9DegcdMNhS0FxdpouKUOl6uvHd9dL9o2u4Uns3N8qBAf/6MA5fGp5mewON15LhZl2WC3Ayopcv4w4clnNFpVk4zf3NeBU76jwu8DPzHg53LTz7bDaWOvOlWjvdDGKLVUi0joI1FmlMx27765HqpURXmoAwKyXk7zPqd5RcADWLykR6moVy2FZWQ46XG4cuTgcZBsKM+1+Y544G83SK3Jw4qMRycxLWvuUXN0E/rsw0x4V25QILysI4yK15vDhRyOSGq8p8vlOSjun+ZfZgWtbVgtCrtXJXbOqwIEf3LECp3pH4WWB3W+dxxf+sgZf23tUWBtRm2rbCPY4lmUQMt7mpuPA6T7Z8ZZ/UcWyHN441YczvaOK8xpeM1L2eU9LJ/7t1jq/rBX89wMz+5Rky9tNADH39+Jlb4284zaeZZPz+cvzZDL/5qgvk9K68i/f68Ktq8phsQA7P7MSo55ZPPjyceQ5bNiythrzi7OwqCTbb301lG6U5rN7Wjrx35uvRc+oB2f7xvD9N85gaGJaCJhet6BYchNeNLVqBFsZCUbuU+Gi9Exa3jcsKM7C5jXVePa9Dvz8nmtQnueQtNdrrirAynm5cGbYMO1l8YnFxbAwkMy0wh+n9/89fTn74/2fmI+f/m+7EED/2y814HDHcNDGVrXHG5pZj2q4IlfartVX5sGeUuO39pVpS8HC0iykpFg02wE5HcllVD/XN4ZZFn6BXNs31aEs1458mY3vPPw6D8v55mG2FJq76Emk/YLhIglBFV+IYd7nOG5VqN/Fivr6eq6lRf/kFnotRLYNjAsLXTz2VIuQ1pVPC8tnmLBZrbg07sHkDIuuoQn88r1ObFl7FV56/yL+Yc1Vms+eDtdRaL80jv850eu3G7+5sRafXFoiRLyHKgPv+AzNvZx46mAbfnNfA870jWkua6S7ZXVAt5uFq9nZWRavn+jB10Q7ix7asBhXFWSgvjI/KHBFjJwOf7H5Wnz2qXeDfv/6XNoqcb3Pejk8vv8M1i0s8RsklIJ+lO69++76oDTSgd/nv5vnsOHWVeVgGMDKAJ9YXIzbnjwkW+5YoZcuZ2dZ/KnNhZaOQbAc8OrRbtn61EDcNUsQGtHVqJtZt2rG9fP940KAG48aOxhotywMsP5x9dcJ/H5FnsMvaK3SmY6Hb14mvCAqz0nHO+2DfvbtMx+r8Fv4iMSW8vUgdYZwc2MtMmxW/Mcf2/xeMP3mvgY9o++jZmtD+ZBy/tPsLIvfnOgJ2onM+2S7767HQ68cx4a6MlgtwMcq88GCxf955n1Vvpm4vfgXAD0jym1nAD9OM5H0Fakzgx++eSlqijKQk24Dx0Hov/x52a6JabCcz89ZVp4TtDAop4cwfB9T+QdS2gEQUk9S9VXpTEdz43y/Rarmxlo8fcj/JfTmNdV48f2uIJsifoEhd3+W5XDgTB/O9Y0HZTVbv6QE7S634NvevboSB0734nMfr8bk9Cwq8h346f+exxsfXhLKzLdx4I7TijwHOocmgupFy5zQRIE3UdNsOHUg1qTDloKm594PWoj9+T3XoDDLt4B24ZIb//Dz93BnfYWfnh7asBi7DrRiaGLarx8Hzr8efOU4pmc5YQdahdOBf331RNCc7N//biXyHWm4ODQJhgF2//E8zvaPh92mUgEgW6+vDdpNurg0S5MfkUSYytYaCT19htlZFid7RtAz4kFpTjqWlGb7rZuwLIfj3cO4c/c7yHPYsHVdjXDkhnit499urcPHKvNhsTBBNoMfR/gXIuL+JmVjdt21Elc6M9E/5ns+Bj7bHbj21lBTgNv+M3jNIzAVuNTaTZj1lnCa5cfkvtEpyXbd+ZmVc+uxVkEDcmO/1Ivf7ftOCf708nk5+GjQA7vNiq6hCSFzKx98Kd70s6A4K2geV+lMx/dvX4HRyRkc7RrG8y1dfr6JeFxR0656+97R8OV18EMM5R+Iv6u1rvx9C58eA/XxxN+uwqneMb9x+JGNS7FxeZnierDf3C0zDf3jUzjU5hLm5g9tWAx7qhXvXbg8Xxcf+8cTztguN3/xHTfmwNUVefik6O+lOb7jOsty07GwJBvLynJU68wk882ornmZyLcHoNxm7FxWhr7RKQy6p9HhcuPnorH2xkXFONkzgv2n+8FyEDJu8u8bxOsdi0qz8R9vtgp+8Y2LitE1PIH3O9UFL4htPu/P5zls+OebFuEroiM7AP9x2p5qwZ4tq4P6M/97uQxQBiRqtvbCwHiQD/TQhsUozEpDCgO8f3EEVgZwZthwRV461i0oBhB6LSAQuYCaivx0dA5O+q2dNTfWwsty2DV3TBaPGhuo45oNERmygog4kwTDMJ8EcBOAMoZhdor+lA1gVvpb5kaPyJ9Qx2fsP90v7FziHfU76yuwp6UTn/lYBZoaa/HLdztw93VX4sZFwVGUQHQiKXtGPHj6UIffmTxPH+rAinm5kkESfBmc91yDt1svCVHyvFPPP+/AuEdzWc02yEcDPrL9+787g6/cOB/OzDRcuOQWFtZC1YecDs8PjEv+nk//JxmRmZ+Ov6hZLUwmZ7ws1i8tkW1HpaMkQu3q7Bv1SE5U5+U7kOewCfoSlztWg45euuTbNrCe5fo7QRCJj5osVad6RmXtt5wdlMsqpNaeytm9GxcV4/WmBgy6p9A97PELgAtcGOSzGM3Lu5wJIpIFKL4exOcyMwywal4uZlgO//Lrk0HPNjDuMUWKQrnxs64sW3hpKjWBf+NUH3b87gy+e9tynOkbC/LJUq0M7v/EgqCU8PuaG9A7quybSbWX0ssBue8Y3Y+LtK+kpFiE7BI9Ix7kpKfi+2+cRkuHb5fq925b7te2nllW2MnC108giZI+VQtyL5emZ7mQepKqrw7XJPrHPMJuuMLMNHxpzwdBbcow8LMpdWXZqC3OUhWIYLEwilnNxGmO/3zBhdvrK4TzcO2pvmMSekemcax7VChP36gHp3vH/F5W37eu1i8Ihy+DlnkW7dTXXgehMvwAvjZ7u/USfvK2L5iN4zh0uCb9xiiOA8Y8M8J3xCmDA6//nU11sFoY/OMLR/3uue9Ej3C9okwbLo3P4P/99xHhM/9681Jce2WeMN6GUzeB2ab2/LkjKFOG3FEiiWybiOihp88gFbAofqHI3+t072Vfcswz49dP+b59qM2FoYmZIDsrlVEoMDuZ+PMl2XZ82OOfyfN7ty2XXHuTO/5D7ugGs/lasYAfk//3/IBku/LrsU2NNZLziYaaAnysKl9yN/uNi4ox42Wxbe8x5DlsSE+1Br3kWVicheXluVhVkec3xgTazdIcO+6srxA2MAWOLYHjippNZnrqIVq+vJH9kHDLFm7wpfg7vB55eH3c9p+HhKwONYWZqHI6sLg0J2SAhNTc7YW5IJ7vbKoDANz788vz9+2b6pBiYXQZ2+XmL8vKcnD9/CL8uWPQL0BCTZCS2udMRhto5D4ViFKbAZAMOuezJ5XnOoLW0cU2U2q9Q+q7SllSxAj1Onc03q++cB1O947hbL/0kR3iI7jkjpPYf7of3cOepNNoIPz7x63X16Ak247OoQnhXdfDNy/FW2f6cbZ/HN/ZVIe/qi0CEF62JakMYnzWcnEmQAvD4Et7PpA8WkWNDUzGNRuzIT9iqucjAC0APAAOi35+DeCvdbi+oWh3ubH12SPYub8Vuw60Yuf+Vmx99gjaXW5N1+HTuYixp14+nsA71288Myx2HjiHDXVlwn8f338OHa4JXFtdiG17j6FzaEL2PnyqkdXVBaguzIzYwDpsKRiamMYTb/qe/4k3fQbKYbMqlqEwKw0/ebsNT7zZ6hf1LD6OQWtZ211uwfgBvrq6//kPNLeFmeHroMM1iaGJWXz9xePYub9VGGxD1YecDh22FMnfF2XZJet9295jyE63Yfm8PFx3VQGWz8tDfZVTsR3l7s2nkVbSQXG2L4qYd5L5cjz48gncXl8uWe5YoZcu5epZqb8TBJH4KI2V7S43zvWPydpvOaTszQMvHVdtT+XsXufQBKoLM5GfkSZMRPm/P/jyCWyoK/O7n5eF8DyR2NLAeuDPVv3J22043DmMDz8akTzywCzpJuXGz9riLNlxU+wvnOkbk/TJHDZrUDvd//wHYDmE9M2k2uvx/edw66py2bYzox8XaV8BfIESy+flYX5xFu752Z/R0jEiXEus21tXleMHvz8bsn7k9GAWPYeDVDsc6xpRpSe5+hrzeLFzfyu+8sJR2FOtkjaCT8DYM+LBUwfb/PqcGj1bLAyqCjJxbbUT1y8sxlVFl/uUuFy3XD0P3/z1Sb9rfeu1k7h37VV+5XHYrH733FBXJrz0CyyD1nmW3nNIM6KlDqTaf+cBnw3k4TXEtws39zt+jNp1oBVPHWzDmMcrfJ7vx1LX/9reY37nJvP3bJhfJFwvPyMN33jFXxPfeOUEhidmImrTzqEJbHmmBTv3+9YDWjpGsOWZFmEeZ7EwSWmbiOihp89wsmckyFY++PIJnOwZ8bsXO7dWBQDjU148dbBNWAPjd6V6WUja2auKMlFVoGw/xJ9nOQQ937n+Mcm1t9Ic+bVE8b/l1m6M7mvFCouFQVmuQ7ZdAfhpQDyfKMxKk7WhnUMTgj9966py4UUe4Kv/h1/7EClWBikplqAxJtBu3roqeM1LPLYEjiuh2lVvPURTX0b2Q8IpWzh1FfgdsR4Bf330jHiwc38rvrb3GDLtqYoBEnLlEc/dvrb3GI51jQStR2akya8Va0HOR7iqMBMpKRa/v0v1Ay3rAmQDfRi5T4lRarN2lxvHukaC7OoDLx0Hy/nsr5w/LrfeIfVdvj995YWjviPqQrxkry7MRH2VEw5bCh58+URQXwWCj+Dij3MI/IzYr0hm0lIsGJqYxuQMiwdfOeH3ruuhV07g3rVXCbaqc2gior7Ot2Fxth1bnmkRMgF2uCaF+U1hVprf0Spi1NhAmhcZn4iDJDiOO8px3M8B1HAc93PRz4scxw3pUEZDoRT5owaW5dA2MI6+UQ9+fHc9Kp3pACBEt712rBtN62rx4vtdftevyE9HnsMmZF5guctZGPh789c+dP4S2gbGwbLBR6mo+YwS014vmtbVCh2bL/eMl1X8XpUzAzvuWBH0vdeOdWPHHSuEHVhaiLQtEgFxHfB6EOOZYdHhcsu2d5UzA4/esiyoXX781vmgdt5xxwpYGOBs3xjubahGqeh8u3DqXUoTarVQ5czA/KIsyeedX5wV1jX1Qi9dkr4JgtBK36gHz7d0BdnvR29ZpmgH5eyNGnvKshwGxqZwb0M1tq6rEcYGsb1Syp4l/rd4vFJjA+V8Grl6eGjDYrx2rBv5Dhu+fMN8TXVkJLSMn3wdnRW9SNt7OLhudtyxAtNeNqjO8xw2DIxNhfQt211uxTaWGr/MOM5F0lfUXOv5li7BLxP7daU5dnzx+hrc21CNgfEpv3aIxJ8yK1J157BZsXmNzw7xtkhKT1L19dCGxciyW7F1XQ3yHDbMeL1Bn3lk41K8dqxb+HdgHUeqZ3G5JqdmpfsTOHz1r+ej0pku2Wfl5gJG7lOJglz7W+dWW/g5Fj/Hz3PYkJmWgkc2LkVzY43w0vMbGxbj7bP9ws6lvlGP4pgYaJI9Mywq89OF63GQ1kTvSGSaUKP3ZLRNRPSQ09zZvjHN61pyuzf5fsHfS+wv7T3chebGYL/yxfe74JnxZfZpvzSOd9tcOHC6D+f7Q5dJ7McOjE0hz2Hz+7vYJ+DvueOOFVhSmqN6jDKjrxVL5NYpeVst5TPvumslOA6yvrGaNbqJaa9keSryHNi+qU64n9Ui/f2KvHQ0NdbgB3eswNtn+4Xfh2pXvfVA+lJPOHUV+B1ej5XOdHzx+hpU5KeHXf9S5clz2LCwJAtb1/nmHIGbIT0zrKSPLLdGoPTuIZSPIP57JP4tadR8KLVZ36gHLBesB37NQrzmIf6u1QJ8Z1MdZr2c7LqV3H07XG7VPgZ/jbfO9GPHHSvQ1Oibl1Y603H/J+bjxfe7RGN5tuz4QxoFRjzTeOzWZbJ2jgH85vt83fPrJrwdG3RPqb6nkvZ4m/Tq0W7JtbRQ8xuaFxmfiI/bEFHFMMxjABYDEN6echxXHeqLDMNY4ctG0c1x3IaAvzEAHofvSI8JAH/Pcdz7OpZbE3zkj7jTqI38kTvn5opcO2xWC2a8LP6ixomm5474pXe1p1rQPTyJz11XKfzbwgA2q0W4t5oUUnqkmXJmpGFPS6dfSro9LZ1Yv7RE8XuB6WvUHMcQikjaIlEIrAOp+jhycVg4ukWqva/IseN7ty3H2f4xeNnLKQZHPDP4zm3L0do/hmuuzIdnxiucK8sP3vxnw6n3SNJ9WSwMFpVmSz7vopLskMd1RBO9dEn6JghCK8XZdgxNTPulg7UwwKoK5TMNi7Kk7c3C4ixFe6qUXnxoYlrwT2a9nOT1A3e8icerH99dr2gDlXwauXpYWJyFnZ9ZiabnjmB6ltNUR0ZC7fgprqN7G6qF+uRTBm9ZW42V83JR6cxAlTMD7S63X52X5tjxuesq8fmfvhfStzzTO6rYxlLjlxnHObkyh+N7SF1raGIaqypy8XpTAwbGp/CTt9uCjhcLTKlspvSpehFYd6U5dmTbU/HD35/zs0V7WjqD9CSur4654J5/23dKOPqnubEWBZlpWFWR71enFXmOoLTY4jqOVM/icl0an5K81unecTx1sA3fmTt+rXNoQvJzZupTiYJc+zcuLMLKebk4cnFYmDfxtvULvzgs6PWhDYsxOjmD/3zrPJob58Nhs/odUSU3JgZ2c3uqBV3Dk/jqXy/AqopcjEzOSn6vJCcyTajRezLaJiJ6yGnuePcovrTnA03rWvzuTbl+wd+L95e+e9tynOsfAwBsvb4GnlkWFgYYnZwRZR5g8caHfdjxu7Oq1tqUjinj1wLFPkFgHwrsW3JjlBl9rVgSWJfpqVa/9dieEQ/2tHRiz5bVmJzxSh6LEtjOatboirOD6z/waLxz/WOoLcqS/H73yKTf8cwD49PC3EsJvfVA+lJPOHUV+J2eEQ8OnO7Flxrn4+svHfeb36m9pty1ed/kq6Kj3h7asBilOXa/zIP5GcE+spo1gsB+EspH4P++4L4G9I1N4idv6/OcWr5LxIdQbWZlIKndz//0Pdk+sbA4C5fGp/A10TEbgetW/Gel3qlMzrCqfIzibDsqnelYv7TUT/+P3bIMqypzUVeeEzSWl21Zjf2n+/3ex5BGfWuUfaOj6B2ZlGyXc/1juHt1pd98v9KZjjvrK/yO5qktysQqllPlHyppL/BolT1bfMfN88cMqsnSSPMiY8NwnLZMArIXYpiDAL4J4AcAPgXgnrnrf1PFd+8HUA8gWyJI4iYA98EXJHEtgMc5jrs21DXr6+u5lpYWzc8hBb9Drm/uPOYLrnFsffaIqsmPmLaBcdy08+2gzvZ6U4Nw/oyUM/HQhsXY814nzvaPo7mxFgCQYbPCM+NFeX4G1i8pQbvLrXhtluVwvHsY+0/3g+V8Eai84RXfX01dGOU8L4OURbcbKWlWrEGxARbXQZ7Dhs9dV+l3LlfgRDuwvdsGxnHPz97DP3z8SkzMeP2+++Ub5uNnf2pHz4gHTY01wpnYPPZUCzavqcZTB9uwfVMdPlV3RUw1YJD2j1q5ovh8MdEsQeiIrh06UXXLshw6B914v3MYD7x0XJPdaL80jv850Rs0fnxyaQmqCuT9Azm/ZsvaaiwsyRb8k3t+9l7QZOU7t9Whe2gS7mkvrAzgzLDhP/7YJoxXvmh7//Mixc+i5FMpnb8MhHdWYRjE3daK60jqLNfANg70Kf75pkU42z+GtBQLLAwjtNUtK8uE7/D3CHyRL/ZBhiamJevYqOO4EnqWOdS1xGeiS/lgWvx3lcRds3IE+sEVef7nzcr5qbvvrseamgLZtjnfPy686BB/7zf3NeCqIm11K9eefDBDoA+v9Iwl2XYc7hwS0sGLF/LE87dAW1fpTMd962r9vmf0PhUhhtFsqPOTA88Ul5tXPfFmqzCO7tzfKvxdakz8/u0rYLUAX9rjH6i470QP/mphEVbMy0VlngMf9o7iq7+6/L1HNi7FxuVlIVNxKz3rhUtunOoZxbn+MTw/d355gmtNTwyjWzOhFJirdl2Lt7O9Ix5MzXrxL6+eFALk+H5hsTBB+ralMEG2VezjNK2rBcPAL/03oDxWK/nQShtc9Ki3MK6bNJoN9IVvry/H/KIsLCr1nUkfat1V6hqBa3Ry9R/ot39hbTWmZr3IsKfi4dc+VFzjE8+9lNpVb99b6/Xk1jWjgKE0G+64KVW/u++uF4IopeZ3aus/8N2GnG8Sjk1S8+5Da/2Fq1sTzTdpzWsOluVw4EwfjnWNgOV8QRHLynOwbkExAODAmT6c6xsX7KpYu1J9QmmMFttOIHidKNCvrprbXKLUZw+2XhL6qPhecvo3kUaliJqtbe0bw4ZdB5HnsOELa6vhmpgW9FCQmYZ//8N5DE1M48nPXo01V/nm+1rrPhCTtwWhDtmG1DOTRDrHcfsZhmE4jusA8C8Mw7wNX+CEfMkYphzA3wD4NoD7JT5yM4CnOV80xzsMw+QyDFPKcVyPjmWXRa6D7GtuQO+otsgfpbQtfGe1WBjcuKgY//HZq3GkcwheFtj91nncWV+BgXc6UJ7nQNfQBP7jj2149Jal+Mv5RbBYmJApYZQmlOL7h8JIkU9GKks0CWWkxXVQkm3HJxYV43TfGMAB3379lF9WkkC99Y160OGaxJNvteFz11Xiu7ctBwB0uNxCgAQAyXRWnhnfMTCb11SjLNce83o3avvrVS6jPh9BEMYjcDFuy9pqzC/OwqIS34JeKLvRM+LB04c6/LJEPX2oAysrchWDJOR8j5Xzcv38kw7XpF9WhwybFTOzXFBgnpgO1yTKcu2yu/ND+VRK9jNZbKu4jvjdkJvXVKMiPx2dg5NBbcyPO4ubG/B+5zC+ItpJ1NxYi72HfQt6lc4MVORn+Pmf4uszDLC4JAsdgxO4vb4c9ZX5+Hi1M6iOzTjO6VlmtTuoAnczAMH+XCKjFHzw83uuwdutl1CWI52GM9XKKLZN/5i0HRkY92gOkpDb2SsO5pBbaJF6xl13rcQz/3ANPhr24Gz/uDBv48soZ+tCZbwgokOo/rx+SQmcIfQqPp4oMKtv4JhYmOl7ufHwax9i85pqWC3AwpJsvPDnTqxfWuq3OPz921fgV1+4Dt1DkyjJsWNJaU5EARKBWn30lmVYVZErjAsEEQ3Efexs3xiOd4/K2kUppLT72C3LkOtIQX5GGpaU5sBiYWT1XZ572bZaGAaHO4aw6epycJxv5+emq8s1jdVKPvRzW67VzX6b0deKJ4G+cGDgeZ4jVdWabuAa3Y2LSzAwrlz/gZrwzLL4we/PCXO7inwH0lOteOQ3wWt84rmXmufTSw9arpesL58iGTel6ldufldXlo3a4izN9c+/2xiZnJHUdllOOn70tyuxuFTdugKg7t2HFiLNQkw20HxMz3JC4AOvVcDXnusWFKOmMBOrKvIwMT0LTvS+QtwnFpVm4VTPmOIYHWg7xf46xwH7TvQE+dVKdstiYZBqZTTpnzQqzcD4lFCPnlnWTw/82qFnhoVrfApvnOrD+iUlmus+EGqL5Ca82bE0HoZhLADOMQyzlWGYWwAUqfjeDwF8DQAr8/cyABdF/+6a+11MaHe5BScC8HWu+5//ACwHrK4uQHVhpurOwqdtESOVQqdzaAL/9xeHsXN/K554sxUdrknsPHAOt9eX43TvGLbvOyMsUgemdJO6ttQz7DxwDreuKg8rhY/FwqC6MFPz80cDI5UlWshpsN3lBuBfB1UFvjr4ygtHcbpvDEMT037XCmxvcSrJ7fvO4L5fHkFr/xh2vdnqN/Hi01kFXqtzcBJPHWxDfkZatB5fEaO2v17lMurzEQRhLMTjRM+IBzv3t+IrLxz1HSWhMq3c0MQ0nnizFbsO+HwPLSlbxdhTLZL+Sc+IR7j+5IwX//zycb9x7Qe/P4tbV5X7XSc/I03WBobyqZTsZ7LY1sA66hnx4KmDbegcnJRtY4uFActBWBQGfO3z+H6f3+iZYfHAS8cFH0R8D76Nf/J2G072+PzVnftbseWZFnQOTUiW0YxtoWeZQ13LYmFQ5cxQNX9IVOT84M6hCRRmpeEnb7fh4vCkZB1JpbMWo3ZuppbA9uwcmlD04ZWeceuzR2BLsaDtku+IjcCjGOVsXUqKxXR9KlEINe6E0qv4eKLAZgscExkG2PrsEXS4fPZ85/5W3P/8B7jl6nnCQi7g09I/vvABHLYU/PXSUiyflxd2gAQgrdUHXjoOllPnbxBEJPB9bH5xlqJdlEJKu19/6TgqnZlCv1DSt9i2FmSm4fH95wSfuWfEI7teIlcmJR9ab/ttRl8rnsj5wvc/77Olato5cI3uqqLQ9S/WxK2ryvGD35/1m9s9+PIJsBwk1/gqNbzE0VsPaq8Xal0zUYl03AysX7n5XW1xVlj1z7/bKMlOl9R298gkzvWPqV5XAPT3r4HIdEs20FyoeQdSVZCJa6uduH5hMaoKMiT7xLy8dD9fIdS6FX9te6oVP3m7DU+82YqG+UVBfnUouxWO/kmjwfDjrXg8BPzXDu2pFqSmWIU20cP2UFskL3oGSXwJgANAE4CrAdwN4PNKX2AYZgOAfo7jDit9TOJ3kmeEMAyzhWGYFoZhWgYGBlQVOhRKEZBaqchzYPfd9WhqrMHWdTWodKZjxx0rUOXMUHXPinwHXny/S4hcE3+vypmBHXesEIyBPdWC7Zvq4HJPYWBsCnkOW9D1rBZI3t+MsCyHtoFxHDp/CW0D42ADt98YFDWa1arBvlEP8hw22FMsePjmpWhurEFpjl21bpaV5wT9Lt9hw5dvmO/3u6Z1tXjtWLdwTbO2gVEwS/1Fw84SRLRJdN2qHSfk7IzUWKDGP+C/V+lMxxevr0FTYw1+fHc9KvIcfp959JZlfteel+eQLK91zitVc/9wy6wHsbDXemhWqo6aG2tlfUkeOT2Jdzmf7RtD28A4KvIcQfdoWue7h/i7avxms4yDsUar1uNVj9Gys6Gy5e24YwVePdqNpnW1Ydswrd9TW8dqbDPLchgYm8K9DdXYus7ns/Ofm5j2Yll5DpobtT+b2TGynQ23bEp6DbTNdeU5im0up63JqVlN80atz6Ln2ggRHonu06pBre0W67vd5Q6pXbX6lrp/lTMD939ivmSZpPpZPPxYs/sHsSy/nBZmvN6otZtYEwwD5Dls+OL1vrXjretqkOewoWd4Iix/xwiYafzQ087q/dzh2o5Q5VhUnCXM2Utz7GhqrMEjG5di2RU5+MPpfk3ljec83YjEynYlin+gtc/I6W1J6eV3G3sPd6maT83Ospie9eKxW5ehubEGWXar5v5rFP2bYW1FSbPTXi+a1tXCapHObG61AN/csAQ/eXWa5K4AAQAASURBVOt80NpAvOveaJhBC0ZAt+M2OI7789z/jjMMsxlAJsdxoyG+9hcAPs0wzE0A7ACyGYb5BcdxnxV9pgvAPNG/ywF8JFOG3QB2A76zbMJ4jCD4KCRxhwwnApJluaB0q9s31eHGRcVBUUly95xflIkf3LlcMt2LOCVM36gHM14OD71yXDhjUercusaFRVhWlmv6qCgzp21To1mtGizNsQede/jQhsVYXp6DxXNpJHnkUgkBQNmW1dh/uh9eFnjyrTYAwJa11Vg5Lxf5GTbMeFmsX1oifN6sbWAEzKThaNhZgog2ia5bNeOElqOb1KaVs1h8R4TNeFm/c9LF17VYGKyqyMWWtdVgOd9RHv1jHsnyNi4swsevcqq6f7xS4cXKXuuh2cA6Ksy0w2oBVlbkKtaXnJ7Eu5yPd4/iS3s+EI494FPAp6da0fTcEU27OwFzjYOxxiypjKNlZ5Xsm1A3JVkYdE9hz5bVmJj2qj7nOhw7oqWOQ9lmqWvxRyIOTUwLzyFOKVuRn6E63bFZMbKdjaRscnotygq2zQBkj5sC5LV1ZWGG5O8LM4NtcDjPotfaCBE+ie7TqkGN7Q7Ud3NjTUjtqtU3f3/xeslP//cCPrmsFN+7bTnSUi2oLsjElQXK6ySx9GPN7h/EuvxyWijITMPw5Iwwr7EwgC1Fv4wfvCaG3NPIsFn91vSaG2vx8ZoCeGa8mv0dI2Cm8UNPO6v3c4c7B1YqB8ty+P2Zfjy+/yy2/fUCZKSl4Bu/PumnvZIQ2dn0KGMiEkvblSj+gdY+o6Q3LUcfzc6yePloNx58+YTQVo9sXIZKZzo6XJOqyhKqPLHCLGsrSpp1ZqRhT0sn/umTiyT18LGqfHx332kc6x4NXhsg2yNgFi0YAYbj9LGbDMM8C+ALALwADgPIAbCD47jvqvz+XwH4CsdxGwJ+/zcAtgK4CcC1AHZyHHdNqOvV19dzLS0tWh5BkkjFNDvL4mTPCLqHJ8FywO4/nsexbl/siD3VgtebGoLOxZmdZfGnNhdaOgbBcsCrR7uxbf2ikPdkWQ7tLjfaXW4cvTiM51u6/IIitqytxs79rQnXIdoGxnHTzreDDKZU3Yrh66tv1BPJ5EK3CpTTrFYNnu8fx9/8KLg+fnNfA64syEC7yw2Xewo2q8VvYa5nxFcPFXkOdA5NoG/Ug1kvhwdFwTZy9w23DcyKTtoRiHH9RV2zBKEzug5UUrrVu0/HGjXjhBo7E049qL2uuHyVznTct642aAJ6dUWupnSx8UBujJWw16a1tVJ6emjDYnhZFvmONEx7WfSMTOIX73SiLDcN//TJxbg0PoXSnHQsKs7C78/0a/abk82P0IravhlhPRpSs+HMxcKxZVrq+J6fvYcNdWVCdpVXj3bjp39/TVAdhyq7XHttWVuNuvIcXOnMRP+YBw5bCqa9Xjgz0kw3PoWDBh3HXLOxslWh9CilrV13rURpth0fdI3g4dc+9Hu58cmlJagqyATLcrhwyY2OQTcy01Lw1V8dDVr45Z9FqgwABcbrgCFtbaIR2FelNpIEalfcr/IcNtxeX475RVmocDowNetFYWYavKwv2JdfNwncCBWO/80TjfkIf82BsSl8/qfvmdY/iMT2husTSNm6BcVZaucBEaG0pndVkbb7iO1+hi0FxdlpqMjX15dQM2Z1DrrxfuewcIxJlMePuGuWJ9x3CnrbA6VytLvcQv/64vU1eOpgW7DG71uDsalZ9Ix4UJqTjiWl2REd3xWNZ4wm4ZY1Hj4tYEz/QG0dxuul7tGLQ7hz9ztBbbXrrlV4+LWT2FBXBqsF+FhlPq6tykfXyGRE2lVjN8PtHzFcW4marWVZDm982AsLw2BgfMpvbvONDYtxRa4dLR3Dqt+Z8tc0i83RC1pnC0K2wXXLJAFgMcdxowzD/B2A1wFsgy9YQlWQhBiGYb4AABzHPTl3rZsAtAKYAHCPbiVWQSRRSFJRaN/csAR4rwPHukeFdDBiUWrJOCFGaSdSz4gvVdHKebl4bsu1CRdJpZSKSa7DmymSSqsG+8fk6+NM3xi27zuFO+srhHO1xJlGbClM0Iur7ZvqUJZrR77Cwmw4bWBWoqGdZKo/gjAaZhoP5FAzToSyM+HWgxr7JVW+8px0lOTY0TviQefgBL7/xhkMTUwbuu5ZlsOpntGEt9dS2cl27j+DdQtL8OjrRwV9fOXGBXBm2PDZp94VBbssxaeXXaG4A1oKGgfl0dI3E7EetfrB4QZVqP2Oyz0V5Ec3ravFoHsqqI5DlV2uva6pysOoxyu8IOHvsaelU/UikJkxso5jUTY1epTaHfdhzxg2PXkIeQ4btqytRkWeA72jHjx9qAMrK3JRkZ+huF4gfpYqZ/Bn47H7nSDCJbCv9oz4+sLP77kGHDjF7KyLmxuCXuZ++Yb5SE+14NH/Oe3XJ8TZtMLxv3miMR8RX/PehmrD2lU1hGt7w61XufH73QuumNSj3JrewLhHU5CE1PM3N9aitjgT6xYorzFHcg9xHQcGH21ZW435xVlYVJKd8JmxgOhnLdOjHOL+xTDBqe3zHDYc7hzGQ6+INzgsxcblZWEHSphpDSaSshrZp40lWuowXtkA+HdnYjwzLLxeFvd/YoFf5tRHNi7Fjw6cC7mhVA4tdjOc/pEoupuY9uKBl45fntvkO9A74vn/2Xvz8DiqM9//W91aWq211bYWJEtCSN4t20IBk2s5QSIeB5zBYJaEGWeGgaub342RE08SJwxMbgaGGTPEGQTMMA5MAp5LYhOzDMbxJWOTa3NjIALveJGRJSGhxW7tLbW2Or8/WlWu7q7qru6u7q7qfj/Po8dWq7rq1Dnf8573nDr1vvi3w5+iYc11eOtEF7Z+ZUHAZ6aAsWyOlsSLFqJBeNv+PEnmOC4ZwAYAbzLGpgCoDlPBGPu9EEWCMfb87AYJMDffZoxdxxhbxhiL+lY4k4lD+dwMrCqfg/K5Gao7z5nuIfFhM+AW4U/2ncGDa64DIB+ip83hFDus8J1te0+iY2DM77Xkvtd0qAV3VheL1yq1pwd9D2rwzm0zPc2Lv3/aN4q2K5HNeyOEYpISKPyRXH1t3XMcbQ6n5uXTgmA0qFQf1hQztu45jvVVReLCLuC+96cPurWyvqrIR7Pb9p5Ebnqq3+uG0gaRQk2upUDH+Pt7JLSjp/ojiETDaOOBEoHGiUB2JtR6UGu/vMvXOTSODy/145E3TqPp4EVxUqpl3cvZcn8+SyA/pc3hREvfSELYa6G98rMsaNjVjBvL5/r4Dk+9cx6XJDm+XVM8HnnjNM72DgftN8f7OBhMHkjvYzv61fdNIYewkL+6MNsSF/UYjB8cii0L5jspZpNPX2g61IJks++0Wvq2ir+UCVIsySZkWpJl53Xrq4qiNj7FMnepnu1BKGULti7V6NFbWzM8xO90D7nQdPAiHnnzNManeAyMTSIv0xJwvUB6L/7KEOraSCSgHLuEEnJ9dWBsEnMzU/1q12TiwDOIGyQAt/5/9l8XcMU56dMnOgbGPPoDAA9N5mWqsxnBjl1K2pd+fqprCNsPnBXPqVe7qoZQx4Vw6rWj3wk2myow3HIEi9J15mZYwh5Pnj7YgpOdQ5r5EoHqWPp3YXz63qsnwHGI6wdTUoIdNyO1PqFUDm+9eWvv7ppicYOEUJ5H3jiNM91DIZdF6R5PdQ3K2jNvvUdz/A+nPfTs00aTYOswFr5mYXaabFvZM1LFDRJC2R954zTWVxWJv8v56d5rTm1XRvFBqwOHzvXiVOegarupdA1/xIPu2hxO0RcT5zZvuOc27Y5xPLbvE6yvKsK2vSdxpnsooC3Q27pvOM+lgiEetBAttNwk8W8A2gCkAzjMcVwpgGENz284lHahjU9OizuWhLCVAv52+PhD6XscB8VraYGwE+vWpiP4xs8/wK1NR/DGiS7c/8sP8Y2ff4DbnjmC357uwdY9J3Br0xEcONOjufNSZk/HjntWiJ1ezf2GWs9GQKk+Jmd4URNKWlH6W6B6CaUNIoGcHr01F+iYQH+PhHb0Un8EkYjE83ggJZCdCbUeQrVfvcMu8Cy0MUcNSrb80PleRZ8lkJ/SO+zCnuZONNZVetzvE3csi1t7LehCyT/wrirXFI+eoeDbL57HQTW+ib9jP+4YhM2a4nGcXD/heYZPukew83Arnj10ES8cacU3byrFs/etjIt6VEsotiyY7zgnZmSPHZuc8fhMTbsr6X5sUv4aQj+M9PgUjGYjgZ7tQbBlC6UuA+lR7pxKUY7MJojlUzqvsL9Hei9G8I1irVNC34RjR5T0L+fzSPuEnCYvOUZVlSOYPqek/elp3uPze3cexb01JSjMtmDvR77+q17sqhrCmW+EUq9b95zAb0/34LZnPOu4xGaNyvikdL+XHKOajCc8g2b2PFAdG2E80RvRrjOp3vZ+1Ikt9Z62omJuhmx5QpnzCSjd48FzfbL2TKr3aI//4bSHnn3aaGIEO7CkMAuPb1jq0VaPb1gKBqY4L5P+7s9P/+2ZbrzzSS/+4hcf4q9+2YyD5/siajfjQXf+nnNK/y/YjUC2QE8aDPe5VDDEgxaihWbpNhhjTQCahN85jusAcLNW5zciwi40aSe0JJtwrT0d+xtrZcMFCTt8vL8TaIeP0vdqK+bgzpVFEQtNJLcT65E3TuOB1eV47t2L4k5l4fete45jocZ5b0IJxRRqPRsBpfpoczg9jKL3vTMGcVNNsPUSq3BY3ijtDJRqLtAxgf4eCe3opf4IIhGJ5/FASiA7E2o9hGq/8rMsMIc45qhByZY3rCn367P481PysywYGJvErvfb8cDqcvcbUBxQXZITt/ZauvNcrq28b9uSbEJBdvDtF8/joBrfxN+xD79+Cg1rytF08KJ4nNq3UJ8+2IK3H6qNi3pUSyi2LJjvpKcmyR5rTTF7HKem3QP57HK+ejTGp2A0Gwn0bA+CLVsodRlIj3LnFKIceX+nfmEelhW5xyil887Py8Qv/rIGpfZ08V6M4BvFWqeEvgnHjijpX87nkfYJOU1ufuUYDmypDZiGLJg+p6T93Q2rZKPFCH7urvfb0bCmHCvn5Xj0dyMQznwjlHq9s7oYTx9s8anj/Y21URmf5O7XxAHrnj6iyXhi4qCZPQ9Ux0YYT/RGtOtMLoXX2sUFuDzq1t7oxLRseUKZ8wko3aMQGUvOngl6BxDV8T+c9tCzTxtNjGAHkpJM2LC8CJV5GegZcqEg24IlhdnoGBhTnJdJf/fvp49i5+FW8TOe+V8HC7e+4kF3SnUg1Lt0bjwze4g/W6AnDYb7XCoY4kEL0ULLSBIezKbJmI7U+Y2A0i606hKbYrggpR0+Jg5+Q6wofe8LZbkhhyaShnY58dkgjrT04YNWB9qujAZ8q957R510p1ckdmkFG4op3ndSydWHcM9vnejyeYtgS30lXvu4E2+d6PLRrLRepqd5nPhsAAdOd+PEZ4OYnuZ9rs3C3LwbTkghNTsDw93pHint6Cl0LUEkEvE+HkjxZ2fCqYdQ7FeZPR3LirN93lRRe02eZx4hCz/t8ww1fHlkAg/WlmNzXQWqirLw7Zsr8GBtOSrzMlEoWdDx9xaAXJl33LMCA2OTeO5d95v6CwuyUJIbf1oRxmKHcwLbN1bJ+g4/vXsFKvMyfPzcJYXZIV0zXsdBNb6JUN8XekfwnVsq8b2187H1K/PxzDdW4ju3VKKm1IZSexqA4N9CvTyqnzd0ooFaWyb1N00cVNu/yZkZn77QWFeJqRnPuu8ddsFmTcG3b76a/sRmTUHfiMvj2m0OJ8q8UiLK3cN3b5mPfSe7ojI+6eFNGz3bg2DKFuxbzFK7q6RHuXPuae7EE3csE79Tak/Dzk016HdO4o9t/Wi7MooSmxU/vdtTV1u/Mh+WFBO+ND/P416M4BvpQaeEvgnVjijZ4DnpKbJ9QjqGP1hb7uNn9gy7ApZD7prbN1bB4ZzAic8G8cc2h7g2ItV+YbZF9HGHXdOykaeEaDEDY5NYWJDl09+NQqjzDbW2TFqvwtupQv1urnPXcb9zQrEc4YbG9v4+AI/rKEUq9mfz5O7/0fWL8cVyO0ps1qDKF8w1pHVshPFEb8SizqS6LpuTgevyrmpvcYH8s40lhdkeulWbbpvnGUwcPPwWQZuZFjMerC2HwzmhqPdYRtoQyhpMe+jZp40WercDgo7/2N6PTEsyvrK4AMvn2ZCUZJIt++MblmLfyS7x9yfuWAYTB0xOzuDKyAR+8rUleOYbK1FVlOU+v1cE1UDRnbSoL6PrTq4OhGdXwvx730n3GtVrH3eK31NaZ+kdduHnm2o81lSevW8lGENIqXjDIdoRmIyuhWihWSQJwhelXWhJScp7U7x3+MzNsOCSY1TcMSwYxnVLCjxErfXOICG0i7BzSTBAu5s78PUvlKAyPwN1C/ID7uzy/l0vOwUTcSeVeM8Fmeh3TmB3wyqMTc4gL9MCswlYWZKDvEwLSmxWVJfYfOpleprHGye68Mgbp0VNPL5hKTYsL4LJxPnoRU6ngZDTXTDnUbMzMNyd7omoHYKIZ6hPu4l2PZhMHOoW5KNibgaqS2wYm5xGSW46rp0T+Jo8z3DofC9aekfFt7yE8WLtony8c7ZXHEdK7Wn41poK/GTfGQ9/Ztf77egecvl9C0CuzImgFe+xuNSehsduX4a0FJPoO+RnWcQHAyW5VtV+biISyK+Q1rfNmuJOkTEb2UTQ66NvnsbWryxAUY4FuempmkajizfU9FM5f/PZ+1bi7YdqxbfmlPq2PT0Vu5s7xGgyjAG7mzuwbmmBx3GF2RZ886ZSDxu1pb4ShdkWVb5uShKHhjXl4Jk7Yk2xLQ0v3X8DSnIjb3NIS9qhti7l7O7OTTVINnOivfUX+WlgbBLVJTnY31iLfucEugZdaNjV7KG9yvwMZFhMHroqybXiy5V5PpoywnhHOiUihVT/vcMuWFPMmJrhMScjFf+tYq7HOAFAdt1M6mcG+7Zx77ALUzMMj755Cu2OcY+1uG3rFmFxYSYsySbYrCnYtKoUTYfc48wLs3395aPuawNXI8p88Tq7LvtxpAnGlnnblFJ7Gu6tKRHr15JsQmVeBqp55vP9cNex1Hw/FJsn3P/8zatxtmcYLX2jePbQRQyMTYa0XufvGkp1bITxRG/orc6Unm3IrQMLNkhJY97znoY15bjWng5Lshn/eOCsaPP+4Y5lKLWnod0xLn5Xqvdojv96aw8jouc6DGR/5cpeYrNi5TwbzvYM40LvCP7p/5xHUU4q7vlCKf72zavPTH68fgnwYbtPBNXuIRd2N3dgd8MqjE/NkN2UwdsvmuYZzn4+hG/cUILyOelISTbhma+vxEO/Pib6PIDyOovQJts3VqEox4I5Gan4pHsEtz1z9Xnr4xuW4plDLaId0mqc9IYiMOkTjoX72rdwIo5LZYxNBPosWtTU1LDm5uZYXFpTWi+7c855d4z9IYaR4nmGNocTvcMunwUXNdd9YHU5XnyvFQ1rylG/MA9LCrM9HkbIGRVvJ2ntonx0DIwFLEOwZY4RmhUkVppVW78nPhvAvTvf99HE7oZVyLQkq9apv+uFq3c1k0ulQfK2pYVISjKFPcENpW6jjOE1SyQcmnYa0m3s0Momtl4exRvHuzxCFgLu8eLl+2/AN3/xofj5t2+uwIvv+R4n+DN/d/tSPPfuVZ9l+8YqXJNjgV3hQXQQGNbWau17+kOn46QmSO9teobhEcnDDqk/fHlkAn8xq9lAevXXBhr4L4bVbLAE0rg/Xaqt50/7RsVFF+k1dv/3Vbj3577+9Ev334C5maliuo1I9EG1/U3JV9bINmqJbjSrVLdq9RKM3ZU750/vXo55tjQ4J2dgTTHLztka1pQDAJoOXkRhtgV3VhfDbALqF+ZjWVG2XtpUNVrO2aKMbnRLhE+gdTO1mpTaEGuKGY2/Pob1VUVitLO3TnRhfVURXnyvFfs2r8aZ7mF8enlU1hcWUnRp2CciqtlY+oLSaxdmW/BJ94j48PZv1y/GdyXhrgH3xommr6/02DBsMnFh+85K35f6BoDvhhy17RtN314nkJ2NAv7s33PvXpT1rdscTpz4bBB7mjvFB5uN9RWytmznphqPDZ877lmBxYWZuDw6gc8HXdi296RsX/C2KSU2a1DPIGIErXnFiFDto/f3mr6xEj/4zQmf8zx113IwMAyNT6FvZAI8A8wcsKw4G3UL8n02EQnaFV5o7R5yj08zPNA3ojsNR8XW+hsjJ6d5n3UWwRb4+54l2SQ7XxLsl/B7pNbA/I3nsZjjGHFdLsQyKx6gZSSJowCqVXxGBIG/ECvBdtJgOpm/NBquKR48Aw6e60PXoAtrF+V75FiURiKYm+EbpcB7U4W/jm7gxQ9DEEz9KoX36xlyYWxyRpVOA10vXL2r2W1pMnFYuygfOzfVoLm9HzM8sON355FsNonl0GLHJmmXIAjiKlraxN5hl0/IQsD9+yWH0+NzwW/xPm5hQSYa1pTjP4624fYVRZifn4kcazL+5nX5CVYioaXv6Y94Hif9vbWQm57q4Q8/WFvuE95ZitT/DtQG3tEHUpKMXY+Rwp/Gy+zpQb9NJOcn9o3IX6Nb4dpHLl7BC0fcD9Rs1mTN+2Aw/S3QG83x0k+1IlDdqtFLMHZXOOeCh2pxtmcYnw+MoXNgHH/9qnthtrG+QvZcQsTYwmyLx9vnOw+rf5CrJ+gtO0IPKPXdqqIs7G+sVaVJbxvy8FcX+EQwaKyrhMnkPve53hHs+N15/M8vyff1RQVZ+NV/v9EQi9yx9AUDRZUa91rjKsy24N6aEvGhirSs4frOSt+X+gbrlhSEbPOi5dsTiUWg9Nv+fGtpxB2leX2ymROfNXhH2VaKuCXXr6P1djhhTEK1j97fG5+Ylj2PyQTcsqAABz7pweNvn/UYP6TIaXdLfSV+e6obX11W6BNBNZE0HGiMlK6zSMdFf98z+Vl3kf4eiXFSbxGYjLguF4kyhx0Pl+O4Ao7jrgeQxnHcSo7jqmd/vgxAmyRnCYwQYkVKqCFW2hxOUTyAu7Nv3XMcbQ6n6usy5v7XxAEzPLB1z3F0DIx55LZJSjKJv1+Xl4GyOVf/1jEwproMwZaZCJ5g6rcwO01WEwXZFtU6DXQ9LfRuMgXOtdQxMIaGXc1oOngRz717Ee2OcY9yqDlHIEi7BEEQV9HSJuZnWcSQhVIsySZYU5JkP/f+vaVvBE0HL+Jk1zCaDl7E9149gQ8v9YshPRPZZmvpe/ojnsdJuXvbtvckctNTZf1haX3787/9tUGbw4nNrxxD08GLePbQRTQdvIjNrxyLi/rUGn8aV6NLNX6i0jUKs5XnWMK1lOxYOH0w2P4m3GN+lgUNu5rJNvohUN2Goxd/6Z84Dvjeqycw5JrBz/7rgnh9nsnbERPn3jx1Z3Wx+PBVrrxGQos5G0GEg1LfrczPVK1JbxtSmGP16aNNh1pwTY4VlmQTLvSOoN0xjs8Gx2WvfbZnGPlZFkP0iVj6gnLX3vzKMXAcsKp8Dkrt6R716892hus7+1t/lV4nVJsXLd+eSCz86Vb4v5Jv3XSoBXdWFwOA4rxesGOryueA44DNrxwTz9HuGEfDrmYfWyd3rUfeOI31VUXi70b1eYjIEKp99P6eNVV+/laUk4bOoXH8YDbyCSCvQzntPn2wBQ+uuU7cIKH03Xgn0BgpXWeRjov+vqc0X1KbijdcAo3n0ZzjGHFdLhJl1iJp8J8AeApAMYAdAH46+7MVwMManN9w8DxD6+VRHP30Clovj4KffW1D6XN/lNnTseOeFWLHFXbGCOHWgsHf7jg1122sq8S+k13YUl8JuzUFr33c6d7J3jOMD1odaLsS+J6CKUMox8crarQTir6Cqd8lhVl4fMNSD008vmEplhRmq9ZpoOvJnecf7liGNscoTnw2iOlpz++GSjR0RdolCMLohDKuKH1PS5tYZk/HsuJsbKmv9BgvvnvLfPz88KdorLv6+VsnunzGrifuWIZXmzt9yiK9vcJsCx5YXY4LvSNB3Xs8UGZPx7P3rURjfQU211VgS30Fnr1vZUi+J6CsI72Ok6HqXkqgexP+XphtQXqKGY+uXwxLsgl7P+r00bXgfwfy//1dU4t7iie8/U3hbbTeYRcuj0zAZk3xON41xaPd4VSsN7n6lfNpt2+swqL8LNk51msfd4rXmpqZ0Wz+JxBqf+sddsFmTcG3b3bbg811FbBZU2LeT/WEXN3arCm4PDIRsM8J2ukdduHnm2pQak8DoK7NheumJnnmrN37USe+e8t8D/1sqa/EksIsLMjPhNkk/+ZU77CL7AQRt0jtdNuVUXzap43WtViv87Yhl644Zftoh8OJxzcsRa41GdvWLUBG6lX/Qbh2Y10lXm3uNIyNjqUvGOjaJTYrtm+sEutXyXa2O5xwOCfwD3dUhawDOd/7R+sWevgG0joJ1q/Tcl2Z0J5Y++mhXl9OV1vq3T6tVGP+Ik5Ykk1YVpwdUJ9KvtaAcxIftDpw6FwvPu0dQbtD3n7KvR1O6ItY9YMSmxU7N9WI9rfUnqbKPnrr/6U/uFO5yj0z8TfeTE/zOPHZAD7pHsY/3bUcVUVZHscoRahIJA0LbfS9tfPxzDdW4uGvLsDP7lmBIxf6AEDx2aTSs83XPu7E3o86PdYNhfbad7JL/D1S42Ssbb43el2X80ckyhx2ug3G2EsAXuI4biNjbG+45zM6SuE+1i7KDyrNhICWIVaEHVRSESntivIOs2pNNmNwfBLfX7sQnw2M4fnDregecsGSbELrZSe27jmBLfWVqMzP8MmpFGoZQjk+HlETQibUMDPB1G9SkgkblhehMi8DPUMuFGRbsKQwG0lJ7gFFjU7VXE8IFZ1kMqEyLwP/eOCsGBbt8Q1LsWF5kXjNUImGrki7BEEYmVDHFaXvLS7M1Mwmmkwc6hbko2JuBqpLbBgen8LFy6P45R/a0D3kwuXRSTSsKcfKeTkoyU1H56DTIwWBNcXsk4ZAeMsW8A1Frvbe44nJaSbmhhXuPxT86UiP46RWYfsC3Vt+lgWl9jTcW1OCpw+2wGZNQcOaclTmZWDpNdlYu7gAfSPuvORTMzzWLS0I6P8rXbMgy2K48ImRRjrP6XdOoGvQ5ZHzeEt9JV4+2i7mSrYkm3Dss0GMT/E+9eZPM0rp3YRUhe0OJ459NiiGGxaulZueiuqSXE1DbIba3wqzLfjmTaUeIV631FeiIIv8WQHvuhXq7C9+8aHfPhcoLY+aPl9qT0NlXobH9buHXHjlw3bsaVgFh3MS1pQk8Izhh6+dxOQ0w9/ctkhWC1MzTMzbS3aCiCekfc1mTfGxaeFoXYv1Om8bMjnDy/bR5cU5+Kf/cw4X+kaxpb4SL/2hHSlJHH52zwo4J6dx6coYdr3fjoGxScOsOcTSF/R3bZ5neOdsL3b87jweWF0Oswm4qdwu+sbS4499NoimgxfFB2utl0dRVZyDL5bbg9KBt+/93Vvm+5QLCM1XpfRE+iXWYc7Dub63rrzTbQsaU+prtRVzcOfKIvEhpD99yvla/9+XyvFhW7+HPf/ne1fIXitab4cToRGrfiDYem9ffO0i5edaAnJ2tTg7DQvyfZ+Z5GXK9wF7eireONGFR944LV7/x+uXAB+242TXMCzJJjFChZ7WTKKJXBs11lXiHw+cxb01Jbg8OomBsUmc+XwEL77n+2xSaCO5effu5g7sbliF8akZ5GVaUGKzorrEFtFxMtY2Xw49rssFIhJl1iKShMA+juPu4zjuYY7j/lb40fD8YRONnTpK4T7OdA/Jft7c1h8wAoNWIVaC3T0sXPem6+ZgeYkNpfZ0fDYwhqcPtogbJLbUV8Js4sQwQCc7h/yGNgm2DLTjWV0ImY5+J871DOPB2nLxDa+te46j9fKo33MHW79JSSYsn2fDnywtxPJ5No/NCmp0Guh60lDRE9M8vrvnuEd430feOI0z3UNqq06z+9brNQiCICJFMOHLhN3vB05341jHALYfOOvzvRkemkYnMJk4lM3JwI3ldlTmu3MEDoxNiv+mJZtx7Zx0cBzwP3Z97JGC4Du7j+Ox25f52Oeq4mxYkk1xFYo8FPy1vZwvLW1/76hP/s6lx3FSq7B9ge6tzJ6Ox25fJuqse8iFpoMX8f3fnAQDcF3erP89z4aaMrsq/1/pmkJ6vETTc6B5n+C35qanYptX+NOnD7bg7hp3CGBhIebV5k6PehPO//sLfTjfMyxGn7BZU3CuZxi/v9CHM93DePTNUz7p3YRUhV+an4eFBVmi7ZLqROsQm6H2txkePiFenz7YghltgrvFBd51e3dNsaqwuEppeWxW33Cx3vA8A2PAD9ctQrvDiR+tW+jRtlu/sgBLi3Jw88J8zM1Mxf2//CPaHePoHnLh798+6xGxptSehuf//Hqc7BzEg7XlKMy2JIydiEf09naaHpD2tTur1fXPYOpRsNc3lNkBAB9ccoT1NvZbJ7rwmNfbqI11lXjkzVOonZ8n2uE7q4vR7hjHd/ccx+WRCTz37kUMjE3G3JcKhlj6gv6uLWim3TGO5951zx9++NpJj8gSwnqoEJ1OGOPHp3g07GpGx8CY6rLIjQc/+68LuLO6WHbNLBg/XSBcv0IvtkUv5dAKpfb8Y1u/ZvfnL9r1qa7BsOYJUl15p9sWNKbU175QliseF0ifcr7WFeekjz3/h9+e9YmwE623w4nQUeoHl66E5od6a356mpftA0q+uFr77a3blBSz7DMTswk+0SK31FfCOTEtbpAQrv+TfWfw4JrrxGN+fvhTn+8mkoYvXXFi+4GzeGC1+3nXg7Xl2N3cgfVVRWg65J6zC9Eh5J5NCm0kN+/etm4RlhXliO2XlGSKeIoLPaa20OO6XCAiUeawI0lIeBPAEICPAExoeF5NiNZOHaVwH91D8p+/9+kVpCWbA0Zg0IJwdw93D7nw8tF2PLC6HBwHMAa8fLQdG68vFu+HZ0DfiAvlczM0KQPtePYfQqZ8bgZ4nuHjjkGPXeeNdZXY9X47znQPo8yerhh5Idr1G+h60nvlOPlwhj1DLiyfF9lyaAFplyAIIxNo7BGYnuZ9dr8LY5CwQ1v4nlbRCbxR8k9WluSIeQq97yPZzGG/l30GgP2NtbjQO6Lq3uMVpbbvd07gXM+Ihy/907tXgGc8vv+bk+Jn0qhPgXSkt3FSre4DEcgHMJk4JJs5TXWmdM0PLjkSTs/BzPuU2nxJYTY211WAMXjYs74RF8rs6T7nb6yrxIHT3Vi3tNAjCo2SPRQWXqLVB0K9Vt+IfP1cHnXhurz41E+weNft2OSMqj6npL2zPcO4do5y28jp+7u3zHcvtk7OgDGgKMciO78Cro6ZL91/A8wmoGvQhW/9x0eymo1nOxGP6PHtND2gZo1BqvVQ6lHLt7HzMi0YGp/08GuFPimEjHdN8R7/X1iQiV833KgLXyoYYrlm4u/acva53TGOohyLOH/gwOE7u4+L4ztwtV2C9bOUxoOqoizsb6xVXDOTHts77PLx07Xq/3qxLXoph5YoteeRi1fwwpHWsO8vULTrcz3DEZ8naNHP5XytjzsGZfvpiGtKtJ+1FXNwfYkt4m+HE+ERqk8sh5zmH9+wFM8cahGjVAv9Squ5fyCU1qvm5Vplr2/mgLcfqhUjsxRkWbB2cQEujyaWhnme4dPLo7i3psRnfm2aTYFVlJ2Gf559mRtQfjapl2c00dJcMOilboIhEmXWcpNEMWNsnYbn0xSlnToLG2s1FaFSuI/CbPnPhbdzGtaUo3xORsQ7hLCDKpTr5GdZMDA2iefevSh+Jg1bZUl2h6oOFNok2DKEU+Z4IFAImTaHEw+/fspD202H3Jr69PIoznQPYfk8m+L5o12//q7nfa9y912QrU24n2jcd6JrlyAI46I2fNmZ7iGf3e9Nh1rwwOpy0V+wJJtgTTHj/l/+MSJ+mJJ/IpRV7j7ysyyy9ln43Wjh5rREqe2TzSYfX/qvXz2OhjXlHp898sZpVOZlYPk8W0Ad6W2c1DJsX6B7i0iIQJlrGjF8YrgEM+9TTFOSnYotu33DaudlWmTP33SoBU/etRw/+M2JgPZQWvfR7AOhXCsR9RMK0rptvTyqqs6U6vZC7wgWF2YptpPSG8eCzizJJmysLvJ7nYGxSczNTAUA/PmLH8pq9sX3WqmdDUa01ryMhpo1BqnWQ6nHcOve2z63Xh7Fi+/5jkHStTfp/0vt6YZt41j6gkrXVrLPuempHrZeeCNVegxjwY+TSterzM9UXbZIzrX0Ylv0Ug4tUWpPYaN/uPenVGe7G1Zh657jeLC2PCp+nhb93NvXOvHZoGzZR1wzoj9058oi8e1wo2okEQjVJ5ZDTvOPvHFa9JOl/Spa8xyl9aoChesX29LEzehlc67ee6JtUG9zODE5zftEeRXm3ZZkE7qGxj02K/p7NqmHtSe9zq31UDfBonWZtUy38QeO45ZpeD5N8bdTR0uUwn0sKcz2+VwaDkbY5RQN5EJtqQlZJndvW+rd9yD8v6o4GyU2a1yFP4s1gULIKGm7xGbFq82d6BmKjq7UEEhn0nvd+1EnHv7qQo/Q7P90VxWWFGarOhdBEAQROmrDlylFyjLPepjC9yZn+KD8sGBsvL+yltisHqFxS+1p2LmpBr3DrqD8Hb2Hm1NLqP7ejntWKL4d7X0K1xQv+h5Gq8tIlte77ktsVp9rbd9YBYdzQlO/xmhtoAXBzPuCmbsJ9aZ0/vGJaVX2MNZ1r8YOCMc4nBN40iu8uB7uIdb4q0MlTZk4eBxfZk/HE3d4pn4SUrv4WxdQ0h/HyV9LztYE0rLZBGpnAxKtNS+j4b3GEChsdTD1KNgCpShkF3pHQhrT1ay9Cf/fcc8KWoMLAn9p4gTU+E5yxzTWVWLfya6g7WcwvprSscHOtYJBL7ZFL+UIFTnfQUlHr33sTuMSzP3JnT9QtOu9H3Wisc54ofzL7OlYVpztY8+3fmW+h23U+30Qbvz5xL3DwfVvf36y9HchOmA05slK11lakOWTXuvxDUvF5x6JTu+wC61XnLLt2eFw4vENS7Gmcg5K7WkArvpKVcXZuu373uuTZKv0g5aRJFYD+EuO4y7BnW6DA8AYY1UaXiNkorVTx1+4j3VLClDUsAoHz/Vhhr8aMs/fLietUQq1lZLEYfMrxzw+8w7p5X1vczMsMHHAwoJMWFOSkJ+ViuIcK9452xtX4c9iTaAQMkra7hl2YWBsUrPIC+GiJjSe9F77nRPoGnThid+eE4//6d0rYDJxcRlmjyAIQk+oDV9WmJ0mOwatqZyLL15nF7/X5nCq9sOCtfFKZQWAd872YsfvzuOB1eXItphhz7SgYVdzUP6OEcLNqUFtvSrdv1IbeleLJflq1Cej1WWkyusv1O3+xlr0DrswNcPw6JunfMKAhntto7WBFgQz7ws0d5P7XOn8185Nl/28fmGehz2MZd2rsQPSY2zWFPx/XypHw5py8AwwcUBKUvxqRw2B6lBuznzJMYp1Tx/xOb66JEesWyGk/sDYpN91ASX91VbMwR0rimSvJdgatVquX5iHZUU5cW0n4hG9vp0Wa7z7ZKCw1WrrUWoLlN7GPtU1jO/sPh70mC5nR4Sw29L/52VaUGKjNTi1yKUJlKaJE1DjO5lMHNYuysfOTTU42TmIEns6egbH8Njty/DFcntYqQT8+QvB+ula9H+92Ba9lCMU/PkOQnu2O5w49tmgR5o2tfendP4F+ZmydSZEu+4ecmHX++40AGYTDDP+m0wcvlyZh/SUJDx113I4J6bhnJzGosIs7LhnOfKzYu9zE+oxmTisnCfvE88w94u9atvSX3QW6e95mZaozZPlriOM3bv/2I4n71oO1+Q05uVacf08m2LK9EQjP8uCGZ6Xbc8yezo+HxzD5ZEJ/Oiri5CRakay2Yz8rFSU5Oqz7/M881ifNJuAmtLcoH0GIjJwjGmzw5jjuFK5zxlj7ZpcIEhqampYc3Oz+LteHqrKlWNLfSUq8zNQtyA/4mVpvTyKW5uO+BiXhjXlaDroGfbnpftvwNzM1KAGCKXz7zdw+LMAaNZg3ppVi5ymGusqsbu5Aw/VVfpM+GJFsNrwdzyARNOZlsRcswQRJJoOjKRbbVG72BiMHxaOL8HzDG0OJ3qHXbCmJKHx1x+j3TEOAPj2zRWyoYsjNHboztaG66PJteFP714BnvH4/m9O+m3/RMRTi2bcu/N9xbrXif+sO82GSiTmfdL2LMy24JNu37zfQn7nWM83/aFGa9Jjomw3gyUmmtVyTlNmTw9aq/703eZwBiybGi3rSbNxSMR0q5c1L6Ojth6lfbsw24JNq0p9cmZLX4wK125K+670AWAUfIi48Q9OfDYg64/tbljlN0WtErHw35R0EMn+rxfbEkQ5dKdZNVoJp56Vzn9gS21YPquS3vSATuZPWpHwa15tV0bx29M9ePrg1XF0S30lzBxwy+IC1W0q148e37AUzxxqEV9GeOKOZaguyYnpw/Q40W9EbS3PMxw634uW3lEPXWz9ynykmk14/nArBsYm0bCmHBtWFCnWm17sWJy0udFRbHjNIkkwxto5jlsNoJIx9guO4+YC0E0L6+UtKqEcCx6qRUe/U4zAEC3DrBR2SC5U8pGLV/DCkdagnF9/4c+ow0cGqbZ7h11INpsw4ppE09dXYklhtm4eUihpo3dYXhv+tCTk55P7G+mMMBoLFi9F9+ef+z2m8JprcP6T01EqEUGoJynJhA3Li1CZl4GeIRcKsi2yY08wfliovoTSpkFhgZrjEnvsCNdHU2pDnmcoybX6bf9Ew1uLjfUVfuue/Gdt0XreJ2dbnr1vJd5+qNbnTWQ9zDf9oUZr0mMS3W7KEWx/DXR8sJrxp7NA1wpGy4TxMIINMgJq61Ha36RvYy8qzMTZ7hGPt8HDtZv+Hp6SD6EepTSBPUMuLJ8X/PmiXfeBHqJHqv/rxbbopRyhoEYr4dyf0vl7hl1BR0wT0MvmGCXI9sUX3UMuvHzUPY5ynDuaxMtH27Hx+uKg2lQpasPKeTac7RnGhd4R/NP/OY+BscmY6pn0GxiTiUPdgnxUzM1AdYkNQ2NTmGHuDQ/P/79W0cfiGRTrTU92jNpc32i2SYLjuB8DqAGwAMAvACQD+A8A/83PdywADgNInS3LbxhjP/Y6xgbg3wFcB8AF4K8YYyE9KTKZOJTPzYi58EwmDtflZeC6vOiXQynskFyoZOFB9NY9x7FQ5a4mI4c/MzJ60bY/rClJstqwpphljw+kJdIZES90f/45bn3ybb/H7P/BbVEqDUEET1KSCcvn2QIuLqodq0L1JdocTnHyA7h9mKZDLXhgdTmee/eieJ5EHTu08NHk2tBk4lS1fyLhrUWe+dce+c/ao6VvLGdbNr9yDPsba7GqfE7ErhsJ1GjN+xjSpifB9tdAx4eiGaXvBLpWMFomjInebZBRUFOP3v2te8iFF99rxe6GVfjeqyc0tZtyfVdYpyMfQj1KaQJDTVEb7br3p4PyuRkR7f96sS16KUewqNVKqPfn7/xK5wx0rUB6izVk++KL/CwLBsYmxXUb4OrzqmDbVE7bHAefsTmWeib9qsNk4lA2JwNlc5Sjb/rTiJ7sGLW5vtHyNa87APwpACcAMMY+B5AZ4DsTAOoYY8sBrACwjuO4VV7HPAzgOGOsCsA3ATytYZkNBc8ztF4exdFPr6D18ih47/APKiizp2PHPStgSXY3vbCDqqo42+OzxrpKvPZxJ4Cru5rCOb+QG5yIHVroJxwmZ2bQWFfpo7OpGV72eH9aIp0RBEHEL1IbX5htQWN9BZ66azkYg9+xS2lntnnW233rRBce37A0YceOQGNnrP2EeMJbi3s/6vTxgaR1T35NdAhV4/7e+jAaarQmPWbvR53YUq+s3UQk2P4azPHh2uFA14onLRNELOF5BsaAp+5aji31FSjMtoj9bUlhtuZjur++Sz6EepYUZvnMBR7fsBRLCrNDOl+k6l5pLCAbblwi3U8jcf5Q9RatOSXZvvhCrj231FeiqjhbkzaNhP0MR+uk3+Aps6fj2ftWorG+ApvrKrClvgIPf3WhX43oadykNtc3mkWSADDJGGMcxzEA4DguYAszxhiA0dlfk2d/vC3KYgD/MHv8OY7jyjiOy2eM9WpXdP2jVXgYpZBaALC/sRbtDieOfTboERowmF1NRg5/Fs/oIbyQPT0Vu5s7PEJn7W7uwLqlBbLHB9IS6YwgCCI+Eez/4i21+LhjEA+/fkrV2KW0M7t+YR6+eJ1dDLVYXWJLyLHD37iqBz8hnpB7u3R3cwd2N6zC+NSMj/bIf4484Wg8nt76UKM172MKsixYu7iA0jHMEmx/VXu8FnY40LXiScsEESvk+qp3fnOtx/RAb4mTD6EOtWkC1RKJuvc3FpANNy6R7qfRtjtKRHNOSbYvvoh0enqt7We4Wif9hsbkNMPOw61inT+5sQpfrsxTrDc9jZvU5vqGc+9T0OBEHPc9AJUAvgL3poa/AvAKY+yZAN8zA/gIQAWA5xhj27z+/gQAC2NsK8dxNwD4A4AbGWMf+TtvTU0Na25uDvl+9IZSSJn9MuFheN6dn6d32IX8rOA6HC2SB41mlRJJzQajHyA8DSlB2tINhtBsIpGVk6sq3cbwYH+USqQ7NDUQpNvYEezYEsrYpaNxxlC2Nti6JvyjtRYj4ZfJYCjNBouSxnc3rMLY5IzfetWZbSGuEleajYYdJi3rgrjSbSISbl8NZUyPcd8lzUYRJX29dP8NmJORikuOUWx+5RjZcP+QZjUgGLsj2LXLIxP4i198SHPK4KE1rwgT7jjqPXYzBtz2TMKvn0TV1vrzv8rs6bK+Fc19CC8UG12zSBKMsac4jvsKgGEACwD8LWPsdyq+NwNgBcdxOQBe5zhuKWPstOSQfwTwNMdxxwGcAnAMwLTcuTiOawDQAAAlJSVh3I3+8BceRmp8aSebsYiWZtXqB4jcBJy0FR/Es50l4hfSbewJZWwJZuwC4mucibZmg61rwj9aatEoE3u921kljR8814emgxf91ms82RbiKnrTrJJGe4e1s8OkZeOjN90mIuH4TKGO6Ubuu6TZ4FDS15GLV/DCkVbsuGcFDmypRc+wsXRgJEizbkKJhPVgbTnNKWME6dY/4YyjcmP3U3ctJ62HSbCa9TdXOtczouhbGdV/IqJLaDHFFGCM/Y4x9n3G2PfUbJDw+u4ggN8DWOf1+TBj7H7G2AoA3wQwF8AlhXPsZIzVMMZq5s6dG8ot6BYhPIwUufAwbQ6naBQAt7HYuuc42hxO1dcymTiUz83AqvI5KJ+bQYYjgkRLs2r1A2ijISVIW8Ynnu0sEb+QbmNPKGNLMGOXQLyMM9HWbCh1TfhHKy1G0i/TEr3bWSWNz8yuswSq13ixLcRV9KZZa0qSrEatKWZNr0NaNjZ6020iEo7PFM6YbtS+S5oNDiV9MXZVLzyD4XRgJEizV1Fjd7ztGs0pYwPpNjChjqNyY3dL3whpPUyC1azS+GhNMfv1rYzqPxHRJexNEhzHjXAcN6z0E+C7c2cjSIDjuDQAtwA453VMDsdxKbO/PgjgMGPM73njkTJ7Onbcs0I0BsKuqDJ7usdx/na1E4mLWv0ApCGCIAhCe0IZW4IZu4jwoLrWL+SXaYOcxhvrKvHax53iMVSvRCyZnJlBY12lj0anZvgA3yQIIpqE4zPRmE4EIpC/Qnoh9IbUru39qNPHl6E5JWF05MbuPc2deOKOZaT1KKLkf03O8ORbEWETdroNxlgmAHAc93cAegDsgju/x58ByAzw9UIAL3EcZ4Z7w8Yextg+juO+NXvu5wEsAvAyx3EzAD4B8EC4ZTYiasPDCLuqvPPz0E62xCaY8EKkIYIgCEJrQhlbKDRe9KC61i/kl2mDt8bTks1o/PUxdA9dXTyheiViiT09FbubO/DA6nJwHMAYsLu5A+uWFsS6aARBSAjHZ6IxnQiEVF/tDieOfTaIXe+3i/4K6YXQG1K71j3kwq7329Gwphwr5+Wg1J5Oc0rC8MiN3QNjk6guycF+Wj+JGkr+V5vDSb4VETZaptv4E8bYvzDGRmZTZPwrgI3+vsAYO8kYW8kYq2KMLWWM/d3s58/PbpAAY+woY6ySMbaQMXYnY2xAwzIbCjXhYehNQEIJteGFSEMEQRCE1oQ6tlBovOhBda1PyC/TDqnGlxXlYNu6RVSvhG4os6dj27pFePG9Vjx76CJefK8V29YtIk0ShA4J1WeiMZ1Qg6CvL83Pw8KCLAyMTQIgvRD6xNuuDYxNYmFBFr40P4/mlERcoDR2l+Sm0/pJlJHzv8i3IrQg7EgSEmY4jvszAL8GwAB8A8CMhucnVEBvAhLhQhoiCIIgtIbGFoIIDeo7kYHqldAbpEmCiH+onxPBQHohjADplIh3SOP6htqH0AItN0ncB+Dp2R8G4P/NfkZEGWFXVfncjJC+z/MMbQ4neoddyM+KnGGJ1nWI4AlXQ1oQL/qIl/sgCIIIFz2MLd5MT/M40z2E7iEXCrPTsKQwC0lJWgZaIxKZcHwAue/qqe8YGe+6rSnJRcfAGD645CBfjYgpoYyTgewMzUUIQl8E28/l+jAA6tcSQrFzRrGNepw/EYQ3WulU2i+tKUmYnJmBPT1Vt/2TSBwEjQvpHaTzRoDG5FgTibHSn59gFB+CUI9mmyQYY20AbtfqfERs4HmGA2d6sHXPcbimeDFEzbolBZp29mhdhzAm8aKPeLkPgiCIeGR6mscbJ7rwyBunRRv9+Ial2LC8iDZKEGETjg9A/kPk8K7bUnsaHqqr9LADVNeEUQhkK8iWEISxUerDKUkcNr9yjPo1QvOZyDYShP6Q65eNdZXY3dyBbesWUf8kYg6NyYmDPz8BAPkQcYhmK8Acx/2C47h/9/7R6vxEdGhzOMVODgCuKR5b9xxHm8NpyOsQxiRe9BEv90EQBBGPnOkeEh+MAm4b/cgbp3GmeyjGJSPigXB8APIfIod33a6vKvKxA1TXhFEIZCvIlhCEsVHqwyc7h6hfzxKKnSPbSBD6Q65fNh1qwfqqIuqfhC6gMTlx8OcnkA8Rn2j5mtw+AG/P/hwEkAVgVMPzE1Ggd9gldnIB1xSPvhGXIa9DGJN40Ue83AdBEEQ80j0kb6N7hshGE+ETjg9A/kPk8K5bjgPVNWFYAtkKsiUEYWyU+jDP4PNZovbrUOwc2UaC0B9K/VLw1al/ErGGxuTEwZ+fQD5EfKJluo290t85jvsVgP/S6vxEdMjPssCSbPLo7JZkE/IyLYa8DmFM4kUf8XIfBEEQ8UhhdpqsjS7IJhtNhE84PgD5D5FDqW6prgkjEshWkC0hCGOj1Ie9ozkncr8Oxc6RbSQI/aHULxmj/knoAxqTE4dAfgL5EPFHJBMuVwIoieD5CZXwPEPr5VEc/fQKWi+Pgvfe4iahzJ6OHfesgCXZLQ0hr06ZPV3Ta4V7HULfBKM5OaKlj3DLGQjSOUEQROQI14YvKczC4xuWetjov79jGSZn+IiMCUT0iPT4roZgfADv8pbYrOQ/RAjvdnnrRJePHYhWXcvpVA/aJfSHty6mp93jlMM5ge0bqxT1S3MRgtAnam19ic0q28erirOpX89SZk/Hs/etRGN9BTbXVWBLfQWevW+l3/qIB9tI/gKhd4LVqFy/bKyrxL6TXSH3T+onhJYojR3SMbnUnoadm2rQO+yKiuYSXeORun9/fkIsfIhEb+dooFkkCY7jRgBIW6gHwDatzk+EBs8zHDjTI+bKETruuiUFMHlvdQNgMnFYt6QACxtr0TfiQl6mBWX2dNljw7lWONch9E2wmpMjGvrQopyBIJ0TBEFEBi1seFKSCRuWF6EyLwO9wxNISTLhx/95Gu2O8YiMCUR0iMb4rga1PoBSedcuysd+8h80R65dSmxWVJfYolrXSu2eksRh8yvHYqpdQl/IaeXxDUvxzKEWtDvGxcXYZDOH/CxP/dJchCD0h1o/hecZ3jnbix2/O48HVpfDbAJqSnPxxXI7TCaOfAQJk9MMOw+3etSnP4xuG/Xi6xKEEqFoVNove4ddsKaYMTXDY93SgpD6J/UTQmuUxg4A2N9Yi37nBLoGXWjY1RwVzSW6xiN5/4H8hGj6EIneztGCYyw+d57U1NSw5ubmWBcj5rReHsWtTUd8QsDsb6xF+dwMw15LR2hmjeJFs0bRgVHKGQFIszojKycXtz75tt9j9v/gNgwP9kepRLpDU6+PdBsfaG3DIzAmkK2NEUYb33VUXtJsFFFq94Y15Wg6eNHjM71qVwckhGaVtPLA6nI89+5F8XfSiWFICN0Syqgd98k/UIeO6ilqJOI9B4muNZsI6EGjeihDENCaVxwQbc3pQOMxtbU6uP+okCj3GSUUNatZug2O4w6q+YyIDkIYlgu9I3iwthyFkvzarikefSMuza/ZO+zy6LCRvBahX7TUQSTDCZFeCYIgjIu3DS/MtuCB1eW40DsS0nhBY0L84HBO4IHV5dhc5w67XJht0XVbkvYSE6V29zZd/rRAYTf1RyTaREkrHOf5O9kMgjAGasd9peP6nRNk+yVo4UcZbTwl35HQO3rQaDhlMJpNIPRBtHUfyevprQ/IlUcPdiYaJMp9xpqw021wHGcBYAUwh+M4G67uyMgCcE245yeCRy4MS2NdJXa9347uIRcsySbkZVoCnyhI8rMssCSbfHY2ReJahH7RSgeRDidEeiUIgjAuUhtemG3BplWlaDrUEvJ4QWNCfMDzDJ8PuvDie60ePvDu5g7dtiVpLzFRandvk6WkBQq7qT8i1SZKWpEGBCWbQRDGQe24L3dcqT0NXYMu/PmLH5LtnyVcP8qI4yn5joTe0YNGQy2DEW0CoQ+irftIXU9vfUCpPIsLM2NuZ6KBHuxpIqBFJIn/AeAjAAtn/xV+3gTwnAbnJ4KkzeEUDQfg3l3UdKgFd1YXi4ZEyJmkJWX2dOy4ZwUsyW5ZRfJahH7RSgdyOt665zjaHE5dlZMgCIKIPlIbfmd1sbhBAghtvKAxIT5oczixbe9JHx/4sduX6bYtSXuJiVK7VxVnq9JCpP1kIngi1SZyWnl8w1LsO9kl/k42gyCMg9pxX+64x25f5uPnJLrtD9ePMuJ4Sr4joXf0oNFQy2BEm0Dog2jrPlLX01sfUCrPDI+Y25looAd7mgiEHUmCMfY0gKc5jnuIMfaMBmUiwkQpDEtVURb2N9aizJ4ekZ1fJhOHdUsKsLCxFn0jLuRlWiJ2LUK/aKUDf+GEtMi5RHolosGCxUvR/fnnfo9xjo1FqTQEET9IbfiF3pGwxwsaE+IDJd8h2czpti1Je4mJUrsDwH4VWoi0n0wET6TaRE4rJTYrqktsZDMIwoCoHffljiPb70u4fpQR65R8R0Lv6EGjoZbBiDaB0AfR1n2krqe3PqBUnsujrpjbmWigB3uaCGiRbuMLAD4TNkhwHPdNABsBtAP4X4yx/nCvQQSHUhiWyvzMiBszk4lD+dwMchwSHC10EI1wQqRXItJ0f/45bn3ybb/H7Pn2l6NTGIKIMwQbDkCT8YLGBOOj5DvkZ+k7FCFpLzFRanc1WqCwm/ojkm0ipxWyGQRhXNSO+3LHke33JRw/yqjjKfmOhN7Rg0ZDKYNRbQKhD6Kt+0hcT299wF959GBnokGi3Gcs0SLdxr8BmAQAjuPWAPhHAC8DGAKwU4PzE0FCYViIeIB0TBAEQaiBxgtCgLRAJAqkdf1BbUIQRKQhO6M9VKcEQUghm0AkOnrrA3orDxGfhB1JAoBZEi3iXgA7GWN7AezlOO64vy9yHGcBcBhA6mxZfsMY+7HXMdkA/gNAyewxTzHGfqFBueMWCsNCxAOkYyJWqEmRMTE1hdTk5IDnolQaBBF5aLwgBEgLRKJAWtcf1CYEQUQasjPaQ3VKEIQUsglEoqO3PqC38hDxiSabJDiOS2KMTQOoB9AQxPknANQxxkY5jksG8B7Hcb9ljL0vOebbAD5hjH2N47i5AM5zHPe/GWOTGpQ9bqEwLEQ8QDomYoHaFBl3/OydgOeiVBoEER1ovCAESAtEokBa1x/UJgRBRBqyM9pDdUoQhBSyCUSio7c+oLfyEPGHFpskfgXg/3IcdwXAOIAjAMBxXAXcKTcUYYwxAKOzvybP/jDvwwBkchzHAcgA0A9gWoNyEwRBEARBEARBEARBEARBEARBEARBEASRQIS9SYIx9vccxx0EUAjgndmNDwBgAvBQoO9zHGcG8BGACgDPMcY+8DrkWQD/CeBzAJkA7mWM8eGWmyAIgiAIgiAIgiAIgiAIgiAIgiAIgiCIxEKLSBLwSo8hfHZB5XdnAKzgOC4HwOscxy1ljJ2WHPInAI4DqANwHYDfcRx3hDE27H0ujuMaMJvuo6SkJNjbIIioQ5oljAZpNjY4x8eRlZMb8LjCa67B+U9OBzwu0SDdEkaDNEsYDdIsYTRIs4QRId0SRoM0SxgN0ixhREi3hNEgzRJ6QpNNElrAGBvkOO73ANYBkD7huR/AP85GqLjIcdwlAAsBfChzjp0AdgJATU2Nd9oOgtAdpFnCaJBmYwPjedz65NsBj9v/g9uiUBrjQboljAZpljAapFnCaJBmCSNCuiWMBmmWMBqkWcKIkG4Jo0GaJfSEKZYX5zhu7mwECXAclwbgFgDnvA7rAFA/e0w+gAUAWqNYTIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIg4oBYR5IoBPASx3FmuDds7GGM7eM47lsAwBh7HsBjAH7JcdwpAByAbYyxKzErMUEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhiSmmyQYYycBrJT5/HnJ/z8HsDaa5SIIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIv6IaboNgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiCIaEGbJAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCSAhokwRBEARBEARBEARBEARBEARBEARBEARBEAlBUqwLQBAEQRCENjjHx5GVk+v3mMJrrsH5T05HqUQEQRAEQRAEQRAEQRAEQRAEQRD6gjZJEARBEEScwHgetz75tt9j9v/gtiiVhiAIgiAIgiAIgiAIgiAIgiAIQn9Qug2CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIBIC2iRBEARBEARBEARBEARBEARBEARBEARBEERCQJskCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIJICGiTBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQCQFtkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIiGgTRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQESbEuAKE9PM/Q5nCid9iF/CwLyuzpMJm4WBeLiANIWwRBEEQsoXGISERI9wRAOiDUQTohiNCgvkOogXRCRBrSGEHIQ32DIA0QkYI2ScQZPM9w4EwPtu45DtcUD0uyCTvuWYF1SwrIaBBhQdoiCIIgYgmNQ0QiQronANIBoQ7SCUGEBvUdQg2kEyLSkMYIQh7qGwRpgIgklG4jzmhzOEVjAQCuKR5b9xxHm8MZ45IRRoe0ReiZBYuXIisnN+DPgsVLY13UmOMcH6d6IgwJjUNEIkK6JwDSAaEO0glBhAb1HUINpBMi0pDGCEIe6hsEaYCIJBRJIs7oHXaJxkLANcWjb8SF8rkZMSoVEQ+Qtgg90/3557j1ybcDHrf/B7dFoTT6hvF8wLqieiL0CI1DRCJCuicA0gGhDtIJQYQG9R1CDaQTItKQxghCHuobBGmAiCQx3STBcZwFwGEAqbNl+Q1j7Mdex3wfwJ/N/poEYBGAuYyx/miW1SjkZ1lgSTZ5GA1Lsgl5mZYYloqIB0hbRDwgRFHwe8zYWJRKQxBEMNA4RCQipHsCIB0Q6iCdEERoUN8h1EA6ISINaYwg5KG+QZAGiEgS63QbEwDqGGPLAawAsI7juFXSAxhj/8QYW8EYWwHgRwD+L22QUKbMno4d96yAJdndtEJ+njJ7eoxLRhgd0hYRDwhRFPz9MMZiXUyCIGSgcYhIREj3BEA6INRBOiGI0KC+Q6iBdEJEGtIYQchDfYMgDRCRJKaRJJj7SdTo7K/Jsz/+nk59A8CvIl0uI2MycVi3pAALG2vRN+JCXqYFZfZ0mExcrItGGBzSFkEkDmoibgBA4TXX4Pwnp/0es2DxUnR//nnY5yEIGoeIRIR0TwCkA0IdpBOCCA3qO4QaSCdEpCGNEYQ81DcI0gARSWK6SQIAOI4zA/gIQAWA5xhjHygcZwWwDsDmKBbPkJhMHMrnZlA+HkJzSFsEkRgIETcCsf8HtwU8pvvzzwOeS815CAKgcYhITEj3BEA6INRBOiGI0KC+Q6iBdEJEGtIYQchDfYMgDRCRIuabJBhjMwBWcByXA+B1juOWMsbkXif9GoD/5y/VBsdxDQAaAKCkpCQSxSUITSHNEkZDrWbVRA8AtItE4BwbC3gtQnvURJzQQ9uQrSWMBmmWMBqkWcJokGYJI0K6JYwGaZYwGqRZwoiQbgmjQZol9ETMN0kIMMYGOY77PdzRIuSemH0dAVJtMMZ2AtgJADU1NZRUntA9pFnCaKjVrJroAYB2kQj2fPvLAc9DaI+aiBN6aBuytYTRIM0SRoM0SxgN0ixhREi3hNEgzRJGgzRLGBHSLWE0SLOEnuAYi50GOY6bC2BqdoNEGoB3AGxnjO3zOi4bwCUA8xhjTpXnvgygXesyyzAHwJUoXCdU9F4+QP9l9Fe+K4yxdVpcJETNxrLu6NrGvHasNRsqercTgaDyh45mmgXC0q2e2lBPZQGoPHIY0dbGut5ifX09lCEubG2Ymo11G+ilDIA+yqHnMuhFs1qgh3r2B5UvPKTlM7Ju9V7PkYDuOTqajbd6jrf7AYx1T0a2swJ6qW89lCMRyhDpNS891GE4GLn8Ri47oI9nYkavQyl0L7FFUbOx3iRRBeAlAGYAJgB7GGN/x3HctwCAMfb87HF/CWAdY+zrsSqrEhzHNTPGamJdDiX0Xj5A/2XUc/liWTa6dmJdO9YY/d6p/MZHT3Wgp7IAVJ54Idb1Fuvr66EMsb6+HtBDHeihDHopB5UhOuj9Hql84aH38qklXu4jGOie4/eakSTe7geIz3vSM3qpbz2Ug8oQPlT+2GHksgP6KL8eyqAVdC/6JabpNhhjJwGslPn8ea/ffwngl9EpFUEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQ8Ygp1gUgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIKIBrRJInx2xroAAdB7+QD9l1HP5Ytl2ejaiXXtWGP0e6fyGx891YGeygJQeeKFWNdbrK8PxL4Msb6+HtBDHeihDIA+ykFliA56v0cqX3jovXxqiZf7CAa65/i9ZiSJt/sB4vOe9Ixe6lsP5aAyhA+VP3YYueyAPsqvhzJoBd2LTuEYY7EuA0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQRMShSBIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEtEmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIIiEgDZJEARBEARBEARBEARBEARBEARBEARBEASRENAmCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgEgLaJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAmyQIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgkgIaJMEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAJAW2SIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiIaBNEgRBEARBEARBEARBEARBEARBEARBEARBJAS0SYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgiISANkkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBJEQ0CYJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiASAtokQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkCbJAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCSAjidpPEunXrGAD6oZ9I/2gGaZZ+ovSjGaRZ+onSj6aQbuknSj+aQZqlnyj9aAZpln6i9KMZpFn6ieKPZpBu6SdKP5pBmqWfKP1oBmmWfqL0oymkW/qJ0o9mkGbpJ0o/isTtJokrV67EuggEERSkWcJokGYJI0K6JYwGaZYwGqRZwmiQZgkjQroljAZpljAapFnCiJBuCaNBmiViTdxukiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgpBCmyQIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgkgIkmJdAILQAp5naHM40TvsQn6WBWX2dJhMXKyLRRCqIQ3HF9SeBEEQRCyg8YeIB0jHoUN1RxCEHEa3DUYvP0EQiQnZLiIWkO4IAdKCOmiTBGF4eJ7hwJkebN1zHK4pHpZkE3bcswLrlhT47fSBjAQZEUIJrbURSMOkRWMgtJPDOYHPB13YtvdkUDbJ+zzU3gRBEATgOS7kZVpgNgHdQ75jRKg+MaFf4tEnUDMHIx27Cbb91dRdPGqKIAh5As1P1y7KR8fAWEztgRqbFM64QDaPIIhwmZ7mcaZ7CN1DLhRmp2FJYRaSkgIHZyeflggVf2MXzaVCIxH9gUTSQrjtS5skCMPT5nCKnR0AXFM8tu45joWNtSifmyH7HX9GAgAuXXHibPcwWvpGsKe5EwNjk3FrRIjgiMQA40/DZfZ0v1pNtAFer0h18cDqcrz4XmtQNknuPDZrCu6uKcb8vEwsKszCtXOofQmCIBINOb9jS30lXj7a7uOfKvkTCx6qBceB/AWDYdRFjUCLeoHuKZS5XTwSSvsHqrtwNZWIi4sEYVTUzE9f+IsafHipHzwDzBywrDgbdQvyo9av1dokJdtW1LAKY5MzEdlcQRAEwfMM7Q4nmtsH8Oibp0U78viGpdiwvCjgRgnyaYlQCPTMKtAzgssjE6Q7LxLVH9CbDYrUXFKL9g287Y0gdE7vsEvs7AKuKR59Iy7F7ygZiUtXnDhwpge3PXMEm391DP92uBWbVpXCZk3B1j3H0eZwRvReCP2jpJ1wtOFPw0rX6+h3a/XWpiP4xs8/wK1NR3DgTA94noV+c0TISNuJ4xC0TfI+j82agk2rSrHzcCs2/+oYbnuG2pcgCCIRkfMDnj7Ygjuri318ECV/4mzPMPkLBiQSPmekERYolPSm5p5CmdvFI6G0f6C6C0dTgdqWIAh9oWZ+2jPkws7DrXj20EX82+FWtPSOoqM/emOMWpukZNsOnuvza4+MOI4SBKEPBL/n9eNd4gYJwG1HHnnjNM50DwU8B/m0RCj4G7vUPCM4cvEK6c6LRPUH9GSDIjmX1KJ9aZMEYXjysyywJHtK2ZJsQl6mRfE7Skaio9+3UzUduroQncgDCuEmEgOMPw0rXa93WH5naLwP8HrFu52CtUne57mzuhhNh1qofQmCIBIcJT+A467+X/BBlPyJC70jNJ4YED0taqgl0AKFmnsKZW4Xj4TS/oHqLhxNJeriIkEYFTXz047+MZ9NmL3DEzEro1AOb5ukZNtm+KvfCWZzhZ7HUYIg9IHg9/BMeZNZIMinJULB39il9hkB6c6TRPUH9GSDIjmX1KJ9aZMEYXjK7OnYcc8KsdMLIVXK7OmK31EyEtaUJMWF6EQfUAg3kRhg/GlY6XrOyemEHOD1irSd9n7Uica6yqBskvd5wolGQRAEQcQPSn4AY1f/L/ggcv7EE3csw6vNnR7fp/HEGOhpUUMtgRYo1NxTKHO7eCSU9g9Ud+FoKlEXFwnCqASanz6+Qd4/GJucjkkZBeRskpxta6yrxGsfXy1/MJsr9DyOEgShD6R+j5wdKcgObEfIpyVCwd/YpeYZQThr0vFKovoDerJBkZxLatG+SWGXgkhY9JKT1GTisG5JARY21qJvxIW8zMBlEYyEd66a/KxUWJJNPjvuTRwSfkCJFnrRlRJK2glHG/40rHS90tx0Wa3G+wAfC9RoUtpO3UMu7G7uwM5NNUg2c0HpWDjP+Z5hal+CIIgYoDc/RM4P2FJfiZePtvv4IHL+hIkDBsYmPc5J44m2REozkfA5I42wQKHkv6i5p1DmdvGI2vb31t/aRfnYr1B34WgqUNsSBBE5QhlnAs1POcj7ByW50Rtj1Nok73EhLdmMxl8fQ7fkTW5/mytCsXl68wcJgvAk0n1U8HuEB85CpFf3JrOlWFKYHfAc5NMSgZDTcaCxK9Azgu4hF3a9346GNeVYOS8HpbPnjFfdBbtmb5R5tRboyQZFci6pRftyjMVnDsmamhrW3Nwc62LELUIeGW/xrVtSYBijKxhRqZEA4HNfT9yxDNUlOSjJlTUimt0sadY4upLTTiTLp1arKuuKNBsEwWhSK13wPENHvxMfdwzi4ddP6bovRAlNbzgRdEvoArK1BkSvfoh0fJmbYYHZBPQMqxtrgrgn0mwIRFoz0fY5w0VNfWh4T3Gv2UB1FYr+Qq1/vdpHAxL3uiW0JZy+56+/68U/CMUmRXqOTvbO8JCdjXOi0Uel17BZU3B3TTEq5magzG7F4sJsJCVpGpyd1rwSEH86BuB3/NbwGUE4xNzWxmLNnggNnaybKF6INkkQIdF6eRS3Nh3x2f2zv7EW5XMzYliy8AnSaMZ8QIgn4llXkSDEAZ40GwSx1CQ5cCI0YSSMCNlaAxKvfki4E8ZgSSTNxqtmwiGK/kvCazba+iPfVBMSXrdEcESynxvZP4ikPaKx3fDoUrOEdkSrjxrRpwVIt0ZBax3HwE+Pua2l8dpY6GAuqXgxSrdBhIRSHpneYZf4d6OGpDOZOJTPzSBjGgP85SeK5EKfUfVKWnUTyXaMtialUPsSBEFEl1jZ/Ej7IzSeRA6tNWN03xQgvUUDQScXekeiarOobQkiugh9PVL93Mh9Wlp2rcfOWK4BEAQRGLV9NFzbYGQbSegfLcYaOY0nkl4TZbyOhzUCQN82lTZJECGhlEdmaoaJO7jCDZsiNQDWlCRMzszAnp5qWENABCaS+Ym8B5QSmxXvnO2NeHi2eBjE9EykwzUpaZIDh9bLo5q3KWmGIAgidkTSD1FCaRxbuygfHQNjQY0HNIZEB+85ilaaiVYIStKH9kSzbqU6ebC23K/+qM0JwrgIff18z7Dqfl6YbcEMD/SNGKfPh2ungh071VwvFv4gQRDqUeqjaclmHP30iuKa7/aNVbhtaaHWqTIIIiiEccjEcYpjjZqxilJDxX68jsZci9pZHq3rnjZJECFRZk/HjntW+Dgbj755SjRMrikeW/ccx8IQQtzIGYDGukrsbu7AtnWLEt4QxCtyutpxzwoxv1aoyOlp56Ya8XcgPL2qvSYNYtrT5nBGtB3lNLmlvhLf2X0cA2OTmj+8IM0QBEHEjkj5If5QGsd2bqpBw65m1eMBjSHRwbueS+1peHzDUjzyxumwNRNJn4b0ETmiXbdSnez9qBONdZVoOtTioz9qc4IwNkJft1lTVPVzmzUF37ypFE8fbDFMn9fCTgUzdqq9Xiz8QYIg1CPXRx/fsBSNvz6Gdse44prvtr0nYbOmYHXFHN3aRSK+8R63t9RX+ozbJTarqrEq0uvhRiCW43W05lrUzr5Eou5pkwQREiYTh3VLCrCwsVbMI+NwTqDdMe5xXKghbuQMQNOhFjywujzhDUE8I6crLXbhyempub0/oiGZaBCLDpEOrSXVZLvDiWOfDeLlo+3oHnKnFtKyTUkzBEEQsSVSfog/lMYxqZ+iZjygMSQ6eNdzu2Mczxxqwe6GVRifmglLM5H0aUgfkSPadSvVSfeQC7veb8cDq8tRVZSFyvxMUX+tl0epzQnCwAh9XdrPOQ6orZiDL5Tl+vTzO6uLxQctgDH6vBb2M5ixU+31YuEPEgShHu8+mpZsFjdIAP7XfJvb+1FsS9OtXSTiG+k41D3kwstH29Gwphwr5+Wg1J6OMnu66rEqUVJN+COW43W05oDUzr5Eou5pkwThg9pwJXJ5ZAKFu5Key991lAwAx5EhiHcEXQmOwQeXHGGHzfHWU2G2BZV5mRENySRcszDbgjuri8HNFr3fOUHa1RCl0Fr5mRac+GwA3UMuFGanYUlhVsgh9QRN9g670HTwosffXFM8+p0TABB2iCdyfAiCIGKPlnkSwwnpnGI24ds3V4j+w96POv2OB73DLtisKR4+R6DvJCpyKdjUpjZRqufxqRmsKp8TVrkiGS6UfIzIEe26ldOJ2QQke/m5NBchCGMj9HXpmGPmgPysVABA6+VRXOgdwYO15dj7USc4DobzA7Swn8GMndLrSW3j5dEJ8a3TRM7tThCxRm3abW9fXu6lTZ7JP6MQUhJR3yZCQW5+D/iOHUp6NXEcbNYU8cW77iH3OvOvG24UNal2bIx1qgm9oOX6jRR/azk8z3B5ZAIP1pYDcPtb3UMuzeaAkUrvGS9EYv5NmyQID4IJVyK3wOgd4ubv71iGD1odGJ6YwVsnurBt3SKsXZSP9v4xnO0eRkvfCPY0d/qErc/PsqDUnob1VUXiBO+tE11gjAxBIqCkwyXXZKJnaALOyWmU5qbj2jnqHkZLHYfCbAs2rSrFU++c8wlbuX1jFRyzD7zD3XkoaPjemhKPa1TmZaCaZ/QWgkbIhdZ69r6V+KhjwCP09eMblmLD8qKwcg/K2aX3P72MrkEX/vzFD8MO8SQ9f2ZqEhZdk4nBsUkkm0yYnuYpbyJBEISB4HmG357uwV+/enV8euKOZaguyUFJ7tXFFIdzAts3VmHb3pPicU9urMLg2CSeffec+NmW+koUZCn7v4XZFp8w24G+E88oLWrIpct4qK7SJ12G0jiupp7VbjhXM5fSKlxoOIto0ci1amS0WKAMtAgn/Vtx9tUUL/7C69NchCCMTZk9Hc/etxItvaMefXx+fiYco5P4fMiF9BQz8jJS8K015eBM8LEHj65fjIzUJPA67fNa2M8Sm9Un7dXjG5aixGZVvJ7NmoJNq0pF2/jCkVY8ubEK1lQzNr9yDDZrCu6uKcb8vEwsKsxCaa76zZQ0ZhJEaMitAz92+1Kc7x5G65VRfLkyDx0DY3A4J/D5oMtj7rR9YxVK7WkeGyXeOtGFf7hjGX70+inxOCGN98bqIp9rU78lAjE9zePt090e2ttxzwqkJHHY/Moxj8/WLsoXx43pGYZH3jwlpoLZUl/pEaFYGPcEHY5PzWBLfQX2NHf6HCNFbj18+8Yq2fEv0Qm2j/t7PgrA52+NdZXY9X47BsYmFX2YYNYIIpXe09/9GskGRmKDEMcY06JsuqOmpoY1NzfHuhiGo/XyKG5tOuIjsv1e4UqUjIV0EJiY5vHj/zwtDgKCM/LY7UvxUfuAuDlCakh2N6zC2OQM8jJS8UnPML7/m6sDz4/XL8HejzvwV6uv01NeRc0KQZp1w/MMp7oGce/O9310+LN7VuC7Es09ubEKhTkW2Z3F3ucU9PrA6nK8+F6rx5tVZhNw47W5+NnvzqO5fUiTXEY8z/DexStiPnHpfXj3pygTd5oVBnMhtNaoawr3yOhnd8MqLJ9nC/k609M83jjR5eGY/OufVeP/+98fh9TGUickL9MCswn4Y9sAHn3ztM8k7qG6yrA3eRgYTY29XnRLxD1xZ2uJ4LjYO4L1z77nMz5sqa9EUU4azCYOf/3qCXHi+9jty5Bsdm8U5gB8VcYff/uhWlyX5zu28DzDqc5B3Ptz37FP6TsyxI1m/S1qtDmcHnOdb99cIfqFAv7G8U/7RnHbM8pto3bDudxxz963EtfNyUDfyATGJqdREsSG4EBMT/P4Q6sDze394BnEzeuBfN1o5VoNEV1oNtw6CnYRbvvGKuw6egk3ls/FwoJMfP83J3z0+NL9N2BORir6Rly4/5d/1HwuYrSFNJ2hC90SxkBpzGlYU46mgxdFvyInLQlzMy3Y/KtjsscuLMgKx25HTLNajDGtl0dx/y8/FF9kYAzYd7ILv/jLG3zsnHC9cz3D2HnYd+xvWFOOV5s7PTZQBLOZUudjZiJBdtZACD7F5ZEJ/MUvPpRdB3ZNzyA7LQn/838f81jTlR63c1ONuP4q9L1bFuTh/bZ+NLf3Y4Z32wZv/1cn/ZbWvHSOvzV+YUwWqCnNxp/dWOazQWfX++6NEd7juPA87Z2zvR46FDZTeL9YLEU6x1PSeAQxhK0N1Mfl5jWXrjgV5/wcB9lnp/78rWDsjNyz2VJ7Gpq+vjLs9J6h1I8eCaPMin+kSBKEB2rDlSjlftnfWIsyezpGXFM42urA15YXiSFnmg614IHV5fiwbQAvHGkVBwjh8+fevYiD5/o8JntCCCLXFI+f7DuD3Q2rsKwoR1XKDjloQUffSCetcjo8K/ncNcXjB3tPig6ydDFRro2FHFUXekfEc3QPufDcu25HprG+AjeWz0Vz+1DYuYwEnbmmpqMafjdR9e0dWuvA6W7Zeu8ZcmH5vNCv0zEwJi6OCOc89tlg0GFNeZ6ho9+JjzsG8bDEaf7ZPSvEDRLC+QX7+Mgbp1GZlxHWJg89kqiaJQgi/rnkcMqORcU2K5565xxuX1Ek/r3dMY6GXc14+yG3H/37C32y37086vLZ8BDId5L7TrzjL0el91xHSOUnxZ+v1jciP1cS6lltfkzv42zWFLT0jvq8hXTtHP9viKgZR3me+Sy6bd9YhbWL8gO+CdvmcOJ8z7DHnEx6PzSOB86FG6iO/GkGgM/fts3Of5579yI211XI6vHIxSt44UgrnrhjmUdIX+Hv4cxF5Baltm+swm1LCxN1My9BRAylMYdnV///9MEW9wZMm0nx2K17jsN+/w2Ym+n/5ZJoE0wucSVb2jvsQrtjXFzXEZCzc8L10pKV6+rO6mI0HWoR5/jem9H8rRVFKz85QcQLUp/iwdpyxXXg+XmZYMztLyv57slmDvtlbMkXy+3ITktC95ALaxfnYUlhtmo/jPotIdDmcKK5vd/vmAy4ow5+68sVONk55JGKQfrsyzXFY+W8HPy64UbkZbqjCZ7pHvLR4dMHW/BSgLG7Y2DMZ+NGIug3mDmovz5eZk+Xndd4RykQvtfR74Ql2Sz7t5XzcvCl+Xmy5bh0Rb4Mcr6Z3LPZdse4Juk95TCiDQzGf1QLbZIgAFw1LmpD+ihtpugdduFcz4hsyJnuIRfMJmCG93z499y7F8FxV3ODCed6+uDVvwufjU/NhLzb04g7o+INtYuED9aWK+aOk+Ka4kUHeeue41i8pRafdI8otrFg3JXOzXGe5w5lAdHbyY9W3ijS91UKs9Nk670gW129+1uA8bZ71hRzUOHNld5e8d4EJCDVeLibPPQGaZYgog890IwelmSz7FjEAbi3pgQmr2eJwjhwyTGKU51Dqv2HQL5TIqao87fpWyk0o9p6CxTaUe2Gc+/j7qwuFn0J4TuBFifUjqNyCx/b9p7EsqJs2XPzPMOh87042TkEngFmDvjWmnI8f7jVI9eq3KJSoozjcrZULheumjbypxnG5B8EmCX2Q06Pwvcefv2Uz9tt4doFJT3ZrClYXTEn7tueINSglb+lNOZIAwK7pnjMzUgFz5hfeyBsntKbnVaTS9yfLQ0l5HKmJRmN9RXg2dU84pZkE0wcwAMe6TiUHtzKrRVFIkc2ET/QPMwXb59Caa32Qt8I8rPcKe+ckzOyx+VnWXxsidxG4WD8MOq30Uev/aR32AWeyWtUWrxv3lSK3uEJcb1X+lxMeOZgSTahdHbuEOiFBwbmV4eJqN9gIyT6qyNAfkP6v9xXLdvW1pQkzM1Mlf1bqR+ttvfLv0Aj55tFIpWEP4yqITX+Y1Dn0+QshKERDPKtTUfwV79sxr8dbsU3bypFYbZFMc+N0GGluI2F2ce4NB1qwZ3VxbAkm7CwIAuvfdwp/k3YHGHigMa6SvFv0r9Lzy81CEo7ndocTtn7DPZ4QlukOvvGzz/ArU1HcOBMD3jJlkvBMO/9qBONdZWixizJJvzt+sXYd7LL45zSBQL3Jp2JgG1cZk8XdwUK52isq8S+k10eiw2hDkBSncndh9Z5o+SuCyS2vpcUZuHxDUs96v3xDUuxpDA74Hf96VTO7jEGn4caTx9s8dnQIyC0Ey+z6C043FIEjQezycMokGYJIrqoGYcJ7bBZk7Gl3tMH2FJfic8GxtB0qAXFOZ65Qi3JJlzoHcHJziHsaVbvP/jznSLlc+gdpXmK8IbBjntWiH9/60SXj8/gr968v+99vL9r+yujv4gWSqgdRwMtDHnT0e9ES+8odh5uxbOHLuLfDrdibGoG37yp1ON+EnUcD8aWqqkjf5pR+ltNaS4sySbs/ajTx85I59SuKR6VeRma2gUlPTW398d92xOEGrT0t+TGnC31nutmlmQTOgbGYEk2y65zvPZxp8dmCSPaaX+2NNC4LEVomz9/8QM0HbyIF460YtOqUpTa0/DdW+bDbk2BmQPurikW020I55SitFak1gcgEg+ah8kj9Sn2ftSJR9cvll2rneGBx/Z9gmKbNag5T7h+GBFd9NxP8rMseOtEl+yzCrs1Rfxsns2Kx/Z94vNc7O6aYnFtV6pX6RpxKDpMNP3yPMPbp7vRsKtZHMfvrSnB9gNnFX0bf3WkNK+Z4pnsWk5+VmpQfodAekqS4nq/t10K5fzhkGgaUoIiSRCyToM0pE+Jzeqxi6/EZgXPM/zsnhWYYQydA2P41Ycd2PqVBeAZU3zb5bHbl+LK6NXFOGFzxBN3LMP8/Ax8+5WPPUKBSnfjyRmEYHc6GXVnlNHgeYZLV5xo73ciPSUJ+VmpKMlNVxW+Jz/LglJ7GtZXFcFkAnbcsxzjkzMoyLYgNcmEP7uxFDt+d0HcjfndW+bjl39oA+DWiHMycHoLk4nDbUsLYbOmiDm7djd34KG6SjxzqEU8V6gDkFRn3UMu7Hq/HQ+sLkdVURYq8zOD3gWrdhct6fsqSUkmbFhehMq8DPQMuVCQbcGSwmxVIYCVdFrUsApjkzP4+aYaPPLmKUxOM9xdU4ximxUP1paLb6AI31EKby5tJ+nO0KqiLCwtzML2O6vQemUUe5o7MTA2ica6Suxu7sDjG5ZiUX4WWi+P6m5HdaiQZgkiuhgxjJ6R8B6v58/NxKUrTjSsKQfPABMHWJPN2PtxJx5YXQ6eMfxw3QIwuN/UX1SYjTOfD6PIlgYA2PV+O7bUV6LYZkWymUNlXqbsdYVJrdTnMJuA+oV5HinqEglhYcH7rTHvFGxCaMYSmxXVJTafUI1KPpi/0I7Sa9usKbi7phgVeRm4MjoBDoDJBPQMTcA5MY0X/6IGD79+Cu2OcZi54CJaAOrH0WDfRukdnpDdAPpPdy33qMsPLjkSchwPxpaqaSNBM9sPnMX6qiKYTcAXSnNRYrPCZOJktbyqLBe/+R83wTE26W6fe1didGIK7f1jYgRHYHaTbZYF+xtr0e+cQLLZhLHJGfHBotQ+qJ1zKOlphpcPb08QiYZaGyHtc4XZFrEPefe/xYWZeOn+GzA2OY1imxXneoYxMDYJwJ2j+ofrFqGlbxQzMwwluWnYfHMFCrIs6Bhw2wNhTrnr/XaxPEbrq4FsqdqQy3Jt03SoBf+26Xqc7R7G3o87sb6qEPlZaR4PbhvrKsVNE3JrRdPTPM71DmNgbApNX18BgEPrlVGMT85gWXF2Qm5YJTwx6jws0m/1C2vAX/9CCYptVgAML3yzBp90D6MgOw09g2P44bpF+Nffu1MUjE9Oo3vIhd3NHdi5qQbJZk4sFwCf9bJg/DC5eQMRXaLZT4LVdpk9HdvWLcL2A2fF+XZ1iQ3PHrqAyWn3MzKTiUOWJQn/88sVmJzhxXVi1xSPirkZuCbHgo3VRR7Xcjgn8MDqcqSY3SmY//HAWbQ7xlXrMBH0K20ra4oZ2/ae9BnH/+mu5bg8OiHbjoHqSJjXFGZbcGd1McwmgGcMczJSPNZyKvMzUJIbeD1AjvysVGypr/SIQv3o+sUYcU2hMNuC7iGXaJcikUrCH4mgITXQJglC0WlgYLJhVB/fsBTPHGoRjfaW+ko01ldi19FL2HTTtSi1p6HdMS6ey5Jswvy8TPz9/rMeD/0eqqvEwoJMLMzPgsnEYdu6RT4dcnFhJr54nV3WIAS74BftcDWJiFwYxC31lajMz0B6SlJA57TEZsVDdZV45I3THt9/6p0LGBibxD/fuwK7/uoGjE5MIznJhL95/ZQYGnHHPStQmpuuqo2TkkxYXTEHxbY09I24sLG6SHGBPFi8ddY95MKL77VifwhOXTDpCEjfniQlmbB8ni3o9BRK9vDguT40HbwIS7IJ/3zvCoxNzuDh10+J7SJNK6TGDu39qBPfvWU+fvZfFzA/LwPfuLEU35G082O3L8X8vAz0j02g6esrsSg/C/91vi+uQlqTZgkiutDGpMihNF7/yaICFGYP4XDLZczwwN6PO7FuaaHHQvvDX12I8Ske/302l6gwYZ7heZhNJjEPtpLdl05qBZ9jxz0rEnaDBBA4R6VcaEa58Lxy+UmvybHAnp4qpldQuvbiLbX4uGPQw1fY+pX5mJuZih+9dvWzJ2fPOScjFQsKsoJanFA7jga78KG06TjFbML+2dytsQgFqheCsaVq6shk4rB2UT6mZnhx0U/a3+U29fy+pQ8tvaMeC23/cMcyXDsnXXx4Ksyj5ma6N6x7p8SU2pNg5hxCVD5pWYX5/cbqIo9j9RoymSAiiRobIe1zNmuKT/rGHfeswNpF+bJh4tNTzGhYUw5rihmZlmR812OtbhlSzBxePtqG2vl5+M4tlegaHPfZPGU0Ox3IlqoNuazUNn9sG8ALR1pn3xo148rohHg9YRNqw5pyrJyXg1J7uoctm57m8dsz3egcGPdow8a6SrxxvAvz87PQ0e9E9xDZwUTGiPOwaKRHLbFZ8b21C9A5MO4x53ns9qX46TvnxOcOjXWVGHJNoSIvA79uuNHHt1cq6+LCTFV+WDQfSBLKRKufhKJtUScFmR4++TTPo/WyE/944CzurSnxmOcL68QDY5Mom2OFc2LGpxyfD7rn79J1AKdrCjeW21XN5+Ndv95t1VhfIauR870j+P5vTsi2o786km5W926///W1JchIMWNY0m7e47laXZbkpqMyP8OdnjvbgktXnHj20EWP56TedknLVBL+iHcNqYXSbRB+w6rI7eJ75I3TWF9VJP7+9MEWtDvGcGP5XGzbexJ/f8cyj5AwW78yH3+//6y4e67pUAu+v3YhfvrOBdz1/FG8c7YXALBuSQH2N9bi1w03Yn9jLdYtKUDZnAysKp8j7qSSEmz4mWiHq0lElKKSnOwcglUhtFBashlHP72C1sujaO8fEzdISL9/Z3UxXFM8vrP7OOwZqbh5YT5WldnR9PWVeP7Pq7G74SasXZSP0lyrbJqFEptnSGvg6oAj6CspyST+XmZ3R74QyhVMaC8tdRZMGGPStzYo2UMhfYZriscn3cPiQw/hs6ZDLXj41kXYUl+BZ+9bGdAOpSRxsKUl4am7luOv/2QBfvLWGY/zPfrmaYADbl5YgOXzbOgcGo+7kNakWYKILhRGL3J09DtxrmcYD9aWY3NdBWzWFGzdcxydQ+OoLrFhYUEWXnyvFbXz8zzCN7umeFxxTuJn/3XB47PH9n2CeTYr+oZdsFlTxM/l7L4wqfX2oRNtUuuNt58XbH3I+WDb9p7E789fCRj61WTiwDP4+Ao7fncBl644PT77wd6TyE1PRdmcDL/tyPMMrZdHPXxTteOot0YObKnFgvxMfHDJIevnCpuOpViSTajIy/Coy0Qdx4OxpWrrqGNgzOetKKG/e2u5Y2AMJzuHfKJ9/Oj1U5ibmYqtt1TimW+sxE/+dAmqirNRnGMNOKcIZs4hROXbuakGjfUVeGB1OXY3d2DbukUe9xWNkMly/YIgYgnPM8V1D6XUsXdWF/v05617juNM95BsvzzeOYSmgxcx4prxCen9yBuncE2OFXddX4zXPu7Ev/z+IkpyrR6bp4xop7Uab5TstxDu+umDLSjPy8DL77eJIdULsy24u6YY8/MyUZKb7vPg4MznQ2jpG/Vpw6ZDLVhfVYS/fvU4XjvWpYkdJJtnXIw4D4t0WjWeZzjTPQQzx/n0n0ff9Hzu0HSoBT/66iL0j03ihjK76I8KfeKPbf2yZZ3hodpXDmfeQGhDtPpJqNqWe45wrT0DO353Aeurinzm+U2HWvA3ty7Cv/5ZNZ49dAHvXXTgjeNd+H8Xr2B6mselK04f//+xfZ9gYWF2UC88xLN+vdvKX5rqQPMXuToS5slNX1/p037/660zGHLN4NlDF9F08CI2v3IMrx3rwtY9J/DG8S7sP9WNT/vUjcUmE4e6Bfn4b9fZ8aPXTqHp4EWP56SP3b4spr5ZPGtILRRJgvD7dpFSGFWO8/w9yWRCksn9f8foJLbeUonhiRmYOCDVbPL5/rneEXEnuzR0UjC7pILd6UQ7o/yjxZs+Srs+eQZMzcz46OzxDUvR+Otj4u7gp+5a7ldvwg7SMnu67FsViwsz8cyhFjywuhwcBzAGPHOoBdUlNtW6Cne3tJY6C2YXLelbG0ps7o020mgm0vCkgNspU9q5+sIR9xu8SgjtVJKbhiMtV/C3b32CB2vLZc/XMzyBZTyDycQZ8s2DQJBmCSK6UBi9yMDzDB93DGLn4VafccM7DPSF3hEfW640pvSNTAAAvrWmHM8fbhUn0Uo+QLTeNEgUlMZdjlMX+tWfT+z9We+wS/xOfpYFN5TZfdIgKPmmasdRQSNyUQK9/dxr58jbimvnyG++SLRxPBhbqraOlPTSO+zb33uHXYp2w8xxyM9O84lAY7Mm+/Ujg/Uz5aLyed9XJEMmC+kdz3YPo6VvRExTZ/Qoa4SxEWz19gNnZdMzmDjg6KdXkJ9lgcM5IfYNYVyRIvR/uc+TTCa/37vQN4K0ZDOe/cZK2NJTNIuYGUu0Gm/k7Ld3KhIzx+EXf3kD+p0T+M23bsKF3lGPqFDeUXg6BsYVbbLQRkXZadhcVwEA2H7gLBYWZEY0yiihP4w4DwvGNwkWqZ6V1sO8nztc6B3Fv/z+ohilV805Lo+6EtJXNSrR6idarq/2jbg87L33Oc/NrhP/eP0SPH/4ovj848mNVTCbONnvJJs50ugs3m0llwLLexxvD/LZlsnEYWxyRpUdsqaYsWlVqY+Pp3Ys7ugfpzbXKbRJgvA74VAKa8ckC3yWZBPK57iPL7Wn4dPLo5jhgefevSj+/YHV5R6/S78fzoO+YBeFaRFZHq0mXEp6MXFAbnoqqktyRZ2lJZvFDRKAWwctfSN+9eYvwsnWPcfx0v03oN0xLmpNIBh9abGgp5XOCrMtaKyvEBfU937kXgBU2kVL+g6fjoExj402C/Iz8dQ758RNXQAU84ZLd64G0svYxIzHbnm58535fAgzPMO6JQVxG9KaNEsQ0SNRH2hGmjaHUza6UMOacp8w0ICvvVcaUzr6x7HvZBd+uG4R/nrtfLQ5xvDWiS7D2329obRJONAcKND8RXiTWM4nlmJJNmFqhuHWpiOKPngg3zSYcVSNnxuMrUjEcTyUjfpydSTVXorZJKsXa4rZ53z5WRZFuyGXp3frnuPY3XCTXz8yFD8zUNtHaoOv3LxVWBw1Qn53In6R2tdd77eLOctvWZiHvtEJrHv6qp3fvrHKI02tJdkEmzUFd1YXg+PcvoE9PVW2X5ZLNqzJ/X2GB54+2IKX7r9B7AvxYKe1GG+k9rvd4cSxzwZ9UpHkZ1nE67ReHvXx8aR2ps3hFNtLyWewJJvQNTSOZw9dFO1Vv3Mi6PvQauMZpUGKDUachyn5BlMzDPzsyzyh4q3nQM8dSu1pKJuTjgdry3F5dEKM/hvoHHmZloT0VY1KtPpJXqa8tudmBD/Plka/8LdO/JN9Z8RnY64pdzTBp+5eLvud/Cya7wvIpTTf3dyB3Q2r0DcygVNdQ+I4LkR+6huZwGcD43jrRBe2rVuk6tmW2uef1+RY8YPZzehAcGNxm8Op+NyL2jz2ULoNAoByWBW5sHaPb1iKD1ovi7831lUi2czh39/7FNvWLcKrzZ0+O62EYBKWZHdu1Nc+7hT/Hg8P+oyO2lBTgcL7yellS30lqoqzRcdG0NnY5Iy4KCCwp7kTT3ilaxH0It1BqrToNjY5HXZoLn8Let5EMtwhzzN80j2CnYdb8eyhi3jhSCu+eVOp31QORPj0DrvEjTbPHrqIJ/a785JJNbmsOBs/vdtT59+9Zb5o15T0Alxd2H3v0yuizoSdsNLzNdZV4tXmTrEfKoUYLbFZKeQmQRCqoTB62iAd/9scTlm/YX5+ps94LWfL7ekp+O4t833GgE+6BrFt3SKc7RkWN0g8VFcpm0KMCA1/6QDk2qqx7uocJpB/OTkz49OuW78yH9fNTUepPQ3fvrkCjfUVeP7Pr8d/vN/q1wcPxjcNhNpzka3wT7j14629j9r7ZX3ByRleNs3KsuJsbKmv9PELJ2d42fYVIvpJtffzTTWiPYlE6pRIhUyWm7c2HbqanjGUfkEQWiC1r91DLjz3rjs88/gUj82vHPPQ7La9J/HY7e51j8Pn+/D3dyzFN28qxYvvuef+/3a4FQ7nJH60biEa6yuwua4CW+or8KN1C5GS7N5UtfejTh87IIxTwtoI4Ytgv780Pw8LC7L8piLxN2byPMPlkQn0DrlQkZch2xb7TnZhS717Xi98t+lQC5LNvkvxgdaWtPAFopEGiVDGaL5VmT0d2zdW+ej60TdPhZVyQ+g7QprCw+f7fHygv7t9Kfad7ALg3iDxrTUV+MFvTuDZQxfxF//+Id46+TmGxif9rqnpPVIHIU80+onZBB+bvaW+EjKm2S88z8AY8NRdy5GVasb31i5QnDvKRSXoHBjz0e0TdyyjdV4JcnOUrV9ZgMkZHrnWFKSnJGFgbBKF2RZ886ZS7Dzcim17T+GFI624t6YE//7epzjVNRiwLpWefwp2SNBI2xX5tR81Y3HvsAt7mn1t1RN3xDbVBuEmppEkOI6zADgMIHW2LL9hjP3Y6xgOwNMAbgUwBuAvGWMfR7usiYT3zuJbFuRh56YaNLf3Y4Z3py9oWHMdbllcgBHXDHY3d+CH6xahbmEBugfHMTA26bPTqn5hHr54nR1zMyy45Bg1fE7EeEPNmz5qok0Iuz4XPFSLjn4nrClJyM9KRUluuhiOUNCWNSXJ4+0JABgYm0R1SQ72z+4anZthgdkErCzJURXhpCQ3/NBcat+kinS4Q7kFwKcPtuDth2p1P5kyIoI2x6dmsKW+AnuaO9E95PLYpTo+NYO8TAtKbFb8vqUPDWvKwTPAxAGWpKvetL8FYKFdH6wtF3XWPeTCrvfb0bCmHEXZaegYGPd4o8U7XLuwo7rEZpVNO0MhNwmCICKH9/i/pb5C1m9YUpgl+6ae1JYLfk7nwBieums5ZhjDhd5RHDjdjXtvKPF5UzrYFGKEfwK9lSm0lZAO4/hng9h4fTHMHLBsdgOwEvb0VLzyYTs231yBuRmpsKYmoXtwDIsLM/BQ3Xw88sbV0N0/Xr8EPUOTONk1LJZD6oNrGU0qXiNTGQ1v7Q1PzOCtE10eKQN3N3dgaVE2bn3RN8pI3YJ8VMzNQHWJDWOT0yjJTce1c9xvVcq1b256KlYU2zA1w2PH785jfVUR/tjeDwC4qdyOpCST5m/uRSpksr9UOKRlIpYo2Vfn5LRiaOUDW2rxcccgeoddHlEGXVM82q6MAhwnpvMqtafhR19dhGQTh90NN2FqZgZzMlLxxevsOHiuDzM8xDmksDZCKKPmjWWlNp2bYfHwBUvtafi725fiX/+sGmOTMyjIsoCB4fpSG76z+7hHVEr3BpYZj7KoWVsSyuIdcaQgiLdPI5kGiYg/TCYOJblpePKu5RifmIY1NQk/P/wp2h3jIUeFUooGdeB0t7ge1jU0jhuvteH6khtwtmcYYMD3vN7c3rb3JJ7/8+vFNWXpmtrKeTkotafrPlIHEX2Edd8LvSPgGcOW+ko4J2fAGPDy0XasLMlB2ZzQU3U/dfdybKmvRG56CroGx30iFXk/KxubnMGrzZ2i/2/igOtLc2idV4J0rO4ddmFqhuHRN0+JaUse/upCbL65AqX2dDHdIOC2E7ubO9Cw5jo0/voY1lcVwWwCvlCaK859lK4jXXMX0pUJzzNPdQ6FPJfOz7JgYGxSjDYmtHl1SU5Ctq3eiHW6jQkAdYyxUY7jkgG8x3Hcbxlj70uO+SqAytmfGwH86+y/hAzeD6EnZ2ZgT09V7RzIGfntG6uw43fnPR5mP7bvE/zTXcvx1DvncG9NCdr7nWg61IKn7lqOxzcsxTOHWgBc3QSxrOhqh792Trr4ENwIIcYSAe/JnxCiaGxyBq2XR2VDmSlNqEwmDtflZeC6PN+Qst7aErQiDG477lkhbqgon5uB6WkeZ7qHMDg2hbTkJDGkm9Ki27Vz3AuE4SzwqV3Qi/QEU2kB8PKoy6duExWtQkXKaXNLfSVePtqOgbFJPLp+MTJSk8XFjPb+MY+3gYCraYVefK/V7wKw0K7eedQGxiZx3dwMH1srdbakYQJ5nuFU1yDO9Qzjwdpy7P3IvamDFjkIgkh0tBgb/J3De/zf0+x+k1N4uGFJNuHZ+1bibM+I4uKGd8jXktx0HDjTg07HGF58rxUPrC7HY/s+8XlT+oHV5SEtSiZKaOVg71NtOoAkM4fPB10ebbzjnhV+y1JmT8e2dYt8NDA2wcQNEsL1frLvDJ68azkaf3UMgO9Ci5JvKrxlFEy7GjEntpFQq0G5/Lre+W23b6zCo28qh3kvm5MhLuRKr/vzTTV4RLJ4KGjlTPcQdvzuPO6tKfG5zteqrtE8HHWkQib7S+9IWiYihZq+rWRfS3PTFUMr8wx4+PVTeLC23Gc8Mpk4PPXOBbimeBRmW3BvTQm+s/s4bNYU3F1TjPl5mbBZU7GkMBtdgy7ZtRHCP4LdE9a7Prjk8GhfpTY1m4Cte457bFj4uH0A6SlmFOemY2WJDSYTh9bLV18QE7Akm1CYbfEYv00cAq4tldnT8ex9K9HSO+rhjywoyBLX0AIRqTRIRPwgtXV5mRb0Dk+IoeWFDQ1DrqmQNyQqRYNqWFMOS5IZ//J/L2LbukWYZ3Nr+to56fj9hT5Z3X7cMYB/vLMKR1sd4BnETcxfmp8Xtq+RKHOnRGJ6mscfWh1obu8Hz4C3TnTh3poScS012I22clr+3qsn8MDqcrx8tAWbVpV6vCD85F1V6BoYx+a6ClGrALDzcCuee/eiOL5MzwQeD6KBXvqAd3rCU539+NryIrHdXvx/l/D9tQvhnJj2WBsHgPVVRdh5+FO/cx8pcnMh6e/XzklHxdwMlNrTxVRcwcylpT6FtM1pU6s+iOkmCcYYAzA6+2vy7I933JPbAbw8e+z7HMflcBxXyBjrjmJRDYHSjszdzR2qc/DIGflte0+KeZMEXFM8xien0VhfiV990I4by+fCNcUjPdWMdUsKxJ1WcoshlA9Mf0gNtc2agm/eVOqzEDw3MyWsCZWcth554zT2NKzC2Owb+lKtTE/zeONEFx5547THpooNy4sCvu0Ujr7ULuhFeoJJb/r5R8tIHkpRO166/wbkZ6Xik+4R3PbMEfEtkR+uWyTb9lVFWdjfWOvXeRTaVdjpLuSqrV+YhyWF2Ug2mwI+uPCXi7l7yEWLHARBJCxajA2BzuE9/ncPufDy0Xa8dP8NYGDIy7SAMYjjBhB4cUPwPTr6ncjLsiim8DCbELQfEOnIV3ohlPv052tJzydsggxmsUrJn3znkx7ZtmWMYXNdhZg7VTr2K73ZEspbRkbMiW0UgtGgv/y6QuQyh3PCJzWh3FxD7rpPbqzCNTkW5Kanilo51zOM9VVF4iKhcL5te09iWVF2RHzHSMz75R5aPnHHMlSX5Kh+UEgQwaC2byvZVwCKm9M+uOSAa4pHRqoZjfUVEKJAHz7fhxzr1fWXO6uL0XSoBTZris+Gqh33rMDaRfn0IlKIBGpfuTb94JJDti0e37AMaxfl+6Qvlp772ftW4pPuER8bZrOm+EScuNA7Ip7HZOJwrT3DJ3VLMA/PaI2J8IfSy0OCNoUNDTs31YS8IVFpHXVZUTZs1mSsW1rgYb+EzUpyuk1LNqN7yCVG2xH6brgPdxNl7pRI8DzD26e7sW3vSZ/nZXdWFwd82U0OJS2bTfBZ7127OB/tjnGf5yxyY7fgF0ixWVPc6Z2itGFBL31Aae37rRNd2LSqFAdOd2Pd0kIx0oz32rjZBMW5T5nd6vFCtxpMJg5lczJQkpuOFfNygva5aB6ub4LMtqM9HMeZOY47DqAPwO8YYx94HVIE4DPJ752znxFeKO3IXF9V5JPbVgklI1+am4bNdRUozHY7z5ZkEzoHx9E3PIFvfbkCr33cCUuyCaX2dCQlmQyVZ424aqj3N9bin+9d4RPqceue40gxm8ScSQLBTKiUtNUxMI4byuw+WjnTPSRukBCOfeSN0zjTPSSWOVI6U3NuuTy7pfY0pCWbNckbFoncwPGEUiSPUHIjKmmTgYFnV3fxCm/wnOsZlu0LlfmZAbUobdfuIRdefK8VCwuysKwoR9z8s7+xFr/51irsblgFmzUZbQ6nh5b85WKmRQ6CIBIZLcaGQOeQG/8HxiYxNzNV9Bv6RuTHFSFtgxzCpHvDiiLUL8yXHWdqSnOD9gO0HC/1TCj36c/Xkp6P46C4MdYbaU7xNocTZfZ0D3+yMDtNtm0v9I7ihSOt2PqVBR4PWAS8fdOOgbGQ29VoObGNQjAalNPetnWLsKwoR2wXe3pqwLkXzzOc6hz0ue4P9p6EzZrqoRWeuXMwq9WyXpHOW3/dcCP2N9Ziw4oilM0hLRORIZi+LWdf5TQrPGgozLZg27oFmJORCg7uqDIvHGnFvTeU4MrIhGgDhHFI2CzhXZaOgTGy6yESqH3l2jQ/yx151bstHnnjFDoGxsRze7f9gS21mJue6nO9h18/hbtrij3KZUk24VTXMG5tOoIDZ3rA80zRv1Rrw2mNifCH0stDd1Zf1aZryp0qKJCNkfrD0rVRuXmUJdmE6+ZmoEZmXRhw63b7xioP3TbWVQKA+Da3ULbtB87i7dPduLXpCL7x8w88+k849RCPc6dEos3hFDdIAJ7Py4SX3fxtAJDTs5KWa0pzfdZ705KT8Nev+mpKbuz2Pm9htgXfvKkUf/GLD0PWdLDopQ/4e87ZdKgFD665zmcclq6NX19iU5z7HDzXF3I9hjOXpnm4fol1ug0wxmYArOA4LgfA6xzHLWWMnZYcIqcWWQVzHNcAoAEASkpKtC5qzAg1bCcAj4W9C70jYLOLI91D8udS2lnc3j+OF99rxXdvmY9XPmzHvTUl2PW+OxT9T+9ejoGxyag413oJ96MVetKsYKiVdDQ2OSOG98u1piDdkoQ56SkosVl9ziXXTkrautA7gsWFWT4734Wdyt7l6Bocx9jkTMg7grXSj/dbAaX2NDxUV4l7d76vyU5Lve4w1ItmlXTaPvtAIph68vdGhfQ60jd4frRuIRxjkx5h/fzZP6n2FuRn4sCWWvQMK0Tb4YCO/nGf8F1KbzEL9242hRdmON7sqxS96JYg1BJrzRrVHijZx95h9RF2AkWKUpOuID01SXZcSU81B7y+ycRhWVG2j4/xkz9diiQTJz54BxDW/EDrqEOR0KwaHUpzywZzn8L3bNZkMbd7riRFoXe9qXnzMtBbNzzPkGNNwt/dvhR/++ZpMWT6PJsVfSMu2Kwpqt/qp5DZ4aO1ZoNpEzV+vnekPyG8PmMQF/QOnOnBuZ5h2TfOeobdOcNNHAebNQV7P+rE3/3pEkO8RRyo7ydyZMpY+weJSKC+zfMMl6440d7vRHpKEvKzUn2imnhrlucZLvaOoKVvFPNyregcGMMbx91vRu56vx2P7fsEW+orxfSMgLuvKm3aC8bPiTZ616xS+3pHcZBSZk/H/LxMVTZfmtJDyWa7pnjMz88U7XOpPQ3b1i3Cxb5RPFhbju0HzmJhQabHukVhtgV3VhfDbIJHalolAvk9xFX0rtlI4e+ZgoDcZk3v8Rpw+yfbD5zF+qoimE3AF0pzcVO5PaS0byYTh9uWFsJmTUFzez9meGB3cwe+v3ahT3nXVxX5PAwPNlWBUX3sRNWtPwLNE80miC+7SY+X07O3ZtcuypeNFFSYbcEz31gJS7IZNmsyFuZn4Y/t/ao1VWKzYvvGKlHHd9cUy77IGsn0G3pZP5CWQxjzOA5YkJ8JmzUFU9MzHmmvAHckrlXlubi+NAfFOWlITTKJ0WYELMkmzPCgdNWEBzHfJCHAGBvkOO73ANYBkG6S6AQwT/J7MYDPFc6xE8BOAKipqYnclqooEk7YTsDd8Rm7ugv5O7uPY0t9JV4+2i5ubJCeS85hEULVuKZ4/Oy/LuBn96zA3+37RAwFl2QyBQwxH+26MAp61KySjgqzLTjz+YhHeKgt9ZUYnZxG3YKrb7wptdPaRfl44o5lHg9+BW198Tq7z6AkvGnnXQ6eB77x8w+Cbn+t9eO9uJmWbBY3SADaOC56XADUi2aVdHrss0GMT/FBtWugiZpwHemilGua9wnrp4Ra7QnHnesZ9nDivLWkdO/1C/OCDhcWbBmNil50SxBqiaVmjWwPlOzj1AwLuHgc6BzCgqCah5tT0zy21Ff6+EzDrmlV5ZBeo985ga5BF771Hx95tEdKEieGXA5lfqD1Q1GtNatGh9JjHqwtV32fSueuLskVzy2tt70fdYoPqvwt6Cq9dbNwdp4kXHN+Xgaavr4SQ+NTePTN0z5+sZoFKAqZHT5aazbYNgnk5wt2YPGWWnzcMeizeXZxYSa27jmOh+oqPK4rvHH2wEvNHvbnt6e60TPs8rFNenuL2MhjUDQgnzb6qE3NJO1vlfkZHmskUpS+81dfvBb//odLuLO6GM+9exHjUzN4tbkTD6wuR0aqGY+uX4y+YVfYfk600btmldpXWD9VSq2yqDArKJsv+AhK/sqiAvfbzG2OUXQPTfisyfY7J1Bdkosd96zA9gNnPXKs7zzc6tdOqvF7iKvoXbORgOcZpmeYrDYFiQi26pJjFNfOUX54vLgw00ejlmQTtm+swteqrgnpZbCkJBNWV8xBsS0NfSMubKwuAuN9y+svYpbadVWj+tiJqFt/qJknSqM0KtnJBfmZsvM7IfqEoOWCLPczk689+57H2N4z7ELF3AzVG+7fOduLHb87L6bqWFSQFfVNO3pZPxDKIZfeakt9Ja7JScP9/60MO353Qfz8x19bgkfeOIV2xzgsySb89O4V+Od7V+A7u+Wfc+p5kykRXWKaboPjuLmzESTAcVwagFsAnPM67D8BfJNzswrAEGOsO7oljR3hhu1srKvEvpNdaKyrxGsfd8I1dTVclty5pOHg/vXPq/HkXcthMgEbry9GYbYFrikew+NT4gYJS7IJFXkZUQkRo5dwP/GOUgi+GR4+4aGePtiCk51DYjqA1suj+GNbv2w7dQyMobokBw1ryrG5rgIPrC4Xo5HIDbRLCrPw+IalHuX48deWYOfhTz3Oq7b9I6EfaZiksckZRceF0B4le/dqc2fQ7eovBKrcde6sLsbP/uuCai2p1Z5wHM/8h0JW6qOhbpAIpowEQcQ/RrYHSuFYH33zlOryqwlFHChM4pBrCi8fdechFXyel4+248NL/QHLIfhTH1xyAABs1lTZN6JOdg6FPD/Q20NROdToUHqMsJFBzX2qObd3eqzdzR3YuakGv/rvNyqGZPX31o30mie7hnGic0jcICEc13SoBXfXFIsP3uTCFMuVL9D9EtEhEm1iMnHgmW846a17jqN3eAKuKR4mjsOW+qval3vj7OmDLfifX67A3+8/62GbGtaUY3Fhpq4ekhl5DCLiE7WpmQDfNRI5lL7jGJvE+qoicJw7jedN5XbcXeN+O/JXH3YgPysVG1YU4fENy8LycwhPlNYVXvu4EzZrCs71DOP3F/p8xuJr5wRn8wUfQc5f2b6xCtfOSRdTLT227xMf/yDZbBLXLZq+vlI27Uq46xFE4tLmcOKRN0/5aPMf7liGjBSzx3xm8yvH0OZwKurqs4FxfG/tQh+Nbtt7Em0OZ8jh5r2/ZzZ7+j+WZJO4eUlKsA93yceODwLNE7dvrMIXy+1itL9TXYM41zOMB2vLxedfW/ccR3u/U3F+J9Ukz5SfmczwUKUpocztjnE89+5FNB28qJjuOZKbdvTSB8rs6XjijmWy6a2ePtiCobEpcYOE8PlP3jqD9VVF4u9//epxVOZl4j8euBGN9VefRXUPuVBqT0Oy2aRJynTC+MQ6kkQhgJc4jjPDvWFjD2NsH8dx3wIAxtjzAPYDuBXARQBjAO6PVWFjQahhO3uHXbCmmOFwTmB9VZFoAITvC2FoXFO+YeSEB4PHPxv0eet/d3MH0lPdshGMpLCDNNIYNeSV0VB6Q/KDSw7Z+ucZcKF3BF0D43jkzVP42vIixXa6ocyOhQVZqkKrJSWZsGF5ESrzMtAz5A5B/Pjbn+Bk17DPedW0f6T1Y9TdxkZF0Kn9/htw5OIVMAYPOxdsuyq9zef9Nm9lXgY+6x+T1ZLSDlS12pMeV2pPExfJAOCtE11BvcUcLGRfCYIQMLI9MJk4XJNjwQOry8Fx8Bgb1JZfCxtbmpuOgbFJPPfuRfEzS7I7rKO/cni/wVJqT8MP1y1S9L+8Pws1rL8eUaND6THdQy7set/98LeqKAuV+ZlhpSAJVG/CJgY1qeW803cBUAyZPj8/EyU2a8A36Y3arvFMpNpEORXiNErtaci1puCfD7aIdq8oO032+IkZHjZrCrqHXB626YvX2VE2Rz+23chjEBGf+OvbSnrlme94HyjsNz+bGjcjxYyH6ipx/y//KI4B2zdW4cuVeUhKMuGKcyIsP4fwRNq+F3pHcKprGLvebwcAnzdXpWNxsDZf8BGk/orZBFTkZeKa7FTxe0ov34xNzojl9feCTjDrEaGkKiXik95hF9od46I2BfuSbU3Cd/ec9zm+b8QFpvByz7GOQeRnpUZ8LO8ecokbP4Xy/uu7F30iGAf7cJd87PhA7TxRLoKEEGmge8glm0az1J6GtGQzjn56RZwH+vMHLo+6VGlK7hx7mjvD1nSw6KUPmEwcqktywDMmW7dDrinZz6UpglxTPC6PumA2cbAkmcUxvdSehm+tqcCfv/iB4nybSCw02yTBcVwzgF8AeIUxNqDmO4yxkwBWynz+vOT/DMC3tSqn0QglbKdgKHuHXbCnW7Dv5NXUGML3Gbv6f7kwcm0Op88bK02HWvCze1ZgXm4aft1wY9SNJD2Ejh5yD4yV6t/EAae6hvHie61orKsEg3yItrxMS9ADbVKSCcvn2bB8HtB6eRQX+kY9/h5M+0daP6Hk1otHopnH3mTiMDczFS8c8c0vpqVdkPaHap7hWMeArJasKfK55tVqTzju8Pk+fGtNBX6y74yopcc3LEWJzSpbJi0g+0oQhIDR7YE9PRUvvhfeuBCujb12TrpHLlHpZuON1UWK35O+8VKYbcG9NSU41zMsu3HOe2gNND/QW/quQKjRofcx3UMuvPheK/YHSHWmVuNK9eYvtZya9F3Sa3r/vqggCx0DY7Jv5i3eUguewcPHMlq7xjuR6GtKep1ns+Khukp81j/msSnr+38yX/b4Ty+Put/EOui5eUtvtt3oYxBhXPzNY5X6tr81Eqlm1YT9NnHAyhIb7NZk3OOVxnPb3pNYVpQtRhoI188hPBHaF4AYkvvbN1fIRmtQGosDIUQ727b3pOivNNZV4qfvnMMv/vIG8TglTeVnKfs/wjFKGtAyVSkReaK5piYg3cQj+BOWZBPWLl7lV2tyf6vIy8D52bffI2mn8rMsspvSq0tysD/Mh7tGnDslAsH0DbXzRLmIKE2H3JuPX3yvFfmZqR7zu1J7Gh6qqxTTbQvzvQX5mX79ATWakrPVA2OTmmg6WPTSB4pzrLh0xSlbt4XZFpTa09DuGPf4nEleJpHand3NHeKmqvn5mfjBb074jPHhpEwnjI2W6Ta+DuAaAH/kOO7XHMf9Ccdx5GWFSbAhboTJ161NR/CNn3+Ae3cexeabK/HwVxegMNttbLfUu0PHScPICcZACLemuAMODIsLs4MOi6UFegn3k6gUZ6fhsdt9018UZ1tEDTUdaoGJ4/yGOw41tFq47R9p/fhL2ZAoeNufW5uO4MCZnoiGrIq2XTCZOPBgPhpvrKvE1Awv+x21ZSyzp+PZ+1aiYc116B4e9wjz9sgbp9ExMBaRewqmjARBxD9GtwfBlD9QSoNQMZk43La0EDs31YhhHXc3d2DbukV+61Hqf99Z7Q4r+e4598a5F99rxbOHLuKFI614qK4S15fmGLaN1KCmHUPVqr/vqdGEUnjhjoEx1em73jrR5ZNWTojQJzcPs1lT8HHHYFR9LEIfCNoptafh2zdXoLG+Aj/fVIPkJA6PvHEae5qvhhAuzLYgMzXJJ/z0d2+Zj1ebOzF/dgFX+FyPdsPoYxBhTEKdx8rpdUt9JaqKsz006x32+29uXYTG+gpsrqvAlvoKPPzVhVhcmIXa6+bAGSCNJ/WRyCGtW7mIT0pj8fQ0H9B3UOsbRsL/0TJVKRFZYrGmBihraklhtqLW5L7z6PrF2H7gLN4914cd96wQ7VypPU1zO6VU5pLc9JDWnAl9E2zfUGsnlZ5/mU3uFBnFOVYsyM/Ev/xZNXb/j1V47r5qPPLGaZ95oHB8IH/AH6RpXzoGxvC/3jojuwb/6JunfZ55Pr5hKfad7BKPk9qrbesWiWsqF/vko3pRyvTEhWNM24GW4zgTgPUA/hUAD+DfATzNGOvX9EIBqKmpYc3NzdG8ZMQQdsqp2THWenkUtzYd8dld1bCmHGX2dKyclwOOA871uMPIvfZxp0eUiV833IhV5XMUz/P2Q7W4Li92O6qCqYsoodnF9axZnmd47+IVPPrmKfFNRsaAfSe7cPf18/DUOxfEYzfXVWDvR524u6YYK+floHR2MNKincJtfx3qJxZETLNKdiPQG53hEu12bb08ivt/+aFPX/jFX97gN4R6oDIGCvMm2OdIoeP+oWkh9GxribjC0P6Bju2BKkK1uVqHWAy2HqXj6Oa6Cjx76CK+fXOF7Bujbz9UC46Dlm2kO82qbcdQtCr3PQCqNHH00yv4xs8/8DlnoHHa+5olNis6BsZ8yi7nTzXWV2DnYV8dRNrH0jm602ykmJ7m8fbpbo/oNE/csQz/9H/Oo3vIhcJsC+6sLsbCgkx8/zcnYLOm4M7qYnAcYOKAtGQznj7YEgm7ERGMPgYFIGF0ayTCmcfyPMOlK0509DthTUlCflYqSnLTFceNwmwL/vKLZfjZf10Q+/OTG6tw69JCJCWZVJUlyn0koTQr1O3l0Qn8xb9/qGos3rmpBg27mlX5k1r5NsFqgOcZ/tjWL6Yqla4FR3qdIQYYVrOxWlMDlDXlT2vC39odThz7bBDWFDNe+kO7T6qaJ+5Yhj+tugZJSVq+qxtX/gKteQUglL6hRh9K593dsApLCrPxztlej7mh1P+W8uuGG3FDmT2gPxAIg2k64rZW8J8Ksy340a2LcLFvBDP81TFM+syzuiQHxTny82vAs27TkpNw786jNLdOPBQ1q1m6DQDgOK4KwP0AbgWwF8D/BrAawCEAK7S8ViIRTIgbfzmQHn79FPY31uLaORng2dUwcgLSEDRKqQOunRPb3el6CfeTaLQ5nGhu70e7Y9wjlBkAuKY9NcSYOxzUwoIsfGl+nqaDebjtT/qJLLHKIRztdhV2oAaTWkVNGQOFeYt0CFXqHwRBCBjdHoRqc7UOsRhsPUr9bwCKbzIKuTWFt0niFTX1F6pW5b7XenlUlSZCTQcgd025ssvNw+bnZcbExyL0QcfAmLhBAnC3/cOvn0LDmnI0HbwohsdurK+Aa4r3CJcNuB/sCXN5aVh5vWL0MYgwHuHMY00mDtflZfh9mUg6btxZXSxukBCu84O9J7F0Np2GmjSe1Ecih1C3wYzFze39qv1JrXybYDUQrVSlRHjEak0NUNaUP61J+8v4FI/zPcPu1F5eqWoefv0UVszL0fweyBYmDqH0DTX6UBpzlxXlyK4XSP1vAcGOqvEHAkGa9kSaCuhC7wiePeT1TMrrmWdSkimgvSqfmwGeZ5QynfBAs00SHMd9BGAQwIsAfsgYm5j90wccx/03ra6TyKjJvaS0aLcgPxM2a4o4eASaeAmpAxZGOecRETnU5u6SO6532AWeyeebE05hSTZh+8YqFOVYsLG6iPSSgBgxh3Ao+R4jZR8DhXmLJ2ctFnk2CYLwT6L1y2gvQqqpX+n40u+cQGVeBlovjxpubNUrgdpArSbUPMAKt0zefgZT8MNJB8ZBjQ1QOkZJm/Ml+Y8tySZ8oTRXVif1C/OwrCgnrm06QYRDsPNYf/1Z7m/ScUNp86Mw1tBanD4IZiz2zrqpxp8MVkNatL+W/gsRGdTaIr3N24T+srgwE+d7RvDA6nIICdj3fuR+45s29hKhwvMM1pSkiMyF/I25gfxvmzUFd9cUY35eJhhzl5PGam0psVmxc1MNmtv7UZmXiVJ7mhjVGXCnsGQs+HUc8rUIb7SMJHE3Y6xV+gHHcdcyxi4xxu7U8DoJiVxI4O0bq3DbbEg+ATmnt7GuEk+9cw7fvKkUBVnuwUONMaDda8ZA7YKbmvDBSsctLszEWye60FhX6REybfvGKiwvzsYXr7PTgEIYbtIdTqj1cOyjUp9VmhDH28J2NELcEwQRHInYL0Pd2BfKomQw9SsdX6p5ho5+J0rt6Xj49VOGGFv1ipo2UKsJrRZVApVJ6meofdtFb4vmhBs1+vN3jJI2FxVkYb9EhyU2q49Onr1vJTJSk/HBJQdpgiBm8baVcn1Haaz111cB5bRNwrhxeXQi4Nv8tBanD9SMxds3VmHH7857fK/Unoa0ZDOOfnpF1u6GqqFwbTc9FIotanw0NWtqep23mUwcSnLTcaJzSEwVKDyT2N3cQRt7CdVI+0pepgWXHKN4bN8nPs8ktJoTK425/vzvA1tq8XHHoM8cPdb9MJ6Ynubxh1YHmtv7wTPgrROf4dtfrsTf/udpsc5/vH4JfvVhe0gbZsjXIqRwjDFtTsRxHzPGqr0++4gxdr0mFwiSeMu/pJQjaeemGqyumOPjcJ/qHMTB830+eXrefqgW185Jp8Uz7Yhprju1zrHa3F1Kx739UC3O945g+4GzWF9VBLMJqCnNxRfL7ZrnlPO+P9Kq5kRUs0bKn+ZP7xyHiOguVgsieiKEXIKUn5EwIobKhRvL/LexIpQFxlAXJcOt3yiNrYbSbLCozfEezXE4WF0E0kGkyq9jf9wwmv20bxS3PeO/rf3pocyerrptpTopyLLgk+6RuPctDYZhdBuvKNnKtYvyFfNYS/GXvzwjNTlgX9frA04/xJVmwx3TvMfiEpvVI2d9qT0ND9VV4pE3Tiu2rz97DyDhfPIIoDvNBtPvA/l7sVjHUkswzy4ID2jNC27td/Q7fTYfbKmvxMtH2wEAd1YXw2xCVF4m89dv2xxOstURtLU8z/DWyc/FdINC3UvTnwDuOm9YU46FBVl69qMI/aAokLAjSXActxDAEgDZHMdJI0ZkAaBtghqhFOKnub0fxbY0DwNsMnEYm5rxyI8kHN834sL5XlooiRfU5tNWGz5Y6bjLoy73jvOCzKg9/Dbg4gEBY+3EVNL72Z5hfO/VExHRXaA+mwhvdsQyzyZBEPIkYr8M5W06tX6XN0r12zusrn6NNLbqFTUaj/YblsH2u0A6CFWf/iB/PHx4nuFs93DAtg6kB7XalOqk9fKo5pogCKOjZCuFBxuB+oZSXz14rg/z8zJ1N9YQV9FiTJMbi6XtmZZsxr073/drd/3ZeyFsuNzfyG4bl2B8tED+XizWsdSiVLZkM0c2jvCLYJ/P9Qxj5+FWj77y9MEWPLC6HM+9exHPvet+1vXF6+wR11QoqTjIVmtDm8MpbpAA3HV7rkd+PrVyXg6+ND+PbAwRFlq8Ar4AwHoAOQC+JvmpBvDfNTg/gashfqQIue8u9I6g9fIoeJ4FPN6aYpZ1zNoczsjfBKE5/gZlKUp68A5F5O84wVFfVT5HzJUZDjzP0Hp5FEc/veKjX0B5EkFaJbRCSe8XekciprtAfVboZzeU2QEAH1xyyPYPI6PWHhEEET3U9MtA47YRCda3Uet3eSPkUJUi+OVEZBF0a+I4VWOP1v6uP7QeD0PVpz/IHw+fNocTLX0jKLWn4ds3V2Bznfun1J7m0daB9BCKNiOhCYIwOuH2C39rcy19I7oba4irRGpMk7bn2ORMQH35s/f+/haPvniioOV4HOw6VjR1o1S2/Cxa6yH8I9hnXmGjGMcBhdkWfPvmCjTWVyAtOSkqNlBpvKZ1zcgiZzN5Btk6z01PIT+KCJuwN0kwxt5kjN0PYD1j7H7JTyNj7A8alJGAOy/Z9o1VojEQ8nrtO9mFU13DuLXpCA6c6REHCCGPmfT4HfeswOQMTwslcYTaQVlJD965u9QeFy7CDtFbm47gGz//wEe/AC3qEZFHTu9P3LEMrzZ3ehynpe7UPogM1D+MTLTsDEEQ6gnUL+PdLqkl1MWQyZkZNNZV+vjxUzO83+8R4SHV7Xd2H8eW+kpdjT1aj4eRWKwjfzx8eoddePdcH761pgIvvteKZw9dxAtHWvHtmytRYrOKx0XCP6IFXILwJdx+UWKz4vENSz366o/XL8GRC33Y09yJJ+5YpquxhrhKNMY0NfryZ++V/lZis5IvbmC0HI+DWcfqd05EVTe01kOEitQ+y/WV9BQzNq0qxYvvtaLp4EXcu/NoTG0gaT2yyNnMt0504fENy3z8L8ZoHCTCR4t0Gz9gjD0J4D6O477h/XfGWGO41yDcO9duW1oImzUFze39mOGB3c0duLemBLvebxd3iRY1rMLY5AzysyxYuygf+71CArU5nLAkm3zy99BCiTERBmXvcIHeg7K/EFHeORnldKP1jjw1oeaEAZG0SkQKuX5h4oCBsUmP47TQndDPHM4JbN9Y5ZNXTdpnIxEuW09QiFmCiA3+cjAH6pfxbpfUotbv8saenordzR14YHU5OA5gzO3Hr1taEKWSJyZS3XYPufDy0XY0rCnHynk5KJ19EBHLsUfNeBhM7vRQ9ekP8sfDJz/Lgi8vzMNP9p3xsKF/++ZpXF9iw3V5kQvBHwlNEITRCbdfdAyM4ZlDLR5j+vOHL+Kv1y7Exb4RVORl4MCWWvQM0zxHb0RjTFOjr0D2Xu5vl66QL25ktByPg1nHSjaboqoboWwLHqpFR78T1pQk5Gelan4dIv4Q7PPejzrRWFeJpkMtHn2lJDcNdz1/VDc2MJjnLOQHBI+czfxO/Xz87w/afPyvpq+vjHVxiTgg7E0SAM7O/tuswbniDi0NY1KSCasr5qDYloaLfaNYUJCJzwfHsPH6Yuz9qBPdQy6c7xlBx8A43jrRhW3rFmHtonwA7h15gHvXOy2UxA/BLKZJ89pJdTk9w/DIm6fQ7hiHJdmEZ+9biWvtGVC7EY/nGTr6negdnoBzchqluem4do5/navJ3UWLekQ08M73yPMsZN0p2Xvv3Kel9jTs3FSDZDMnHgcArZdH0TvswviUZ4jOwmwL7qwuxoXeEQAQjzey0x0ozyZBENqiJgezXL8U7JoQvlWwR9ysuRkenxRtVyxtUbQWIkJ9iFlmT8e2dYvIp4kSUt0+WFsuzpO6h1xoOngRv264UXH8CUdLoXzXX79zOCfw+aDLZ2OlUn5pesiuT8rs6Zifl6mYP/zaOb5+XU1JLjoGxvDBJYePlgLpLBYb4AnCSIS7Qa132IV2xziee/ei6Bd9bXkRMlLMsKaYcfBsL5YVZ6Nibga6h9zrcNTv9EE0xrRgx2LGABMHXLriRN/IVb1JfYPpad4jlYKA9xparKAHgoEJVheB6tTbf5ye5rFzUw2a2/vBM4jPBPylf/HWjZbteMkxipOdQ+AZYOaAZcXZqFuQT7pIYALpS2qfd73v3tg+Pz8TiwqycO2cdHxwySGr5XavcwKRXyv1vpcbyuwefnqgdRciMN42Mz/Tgq7Bcay6bi4A4PD5PtTOz8PXlhfBOTGNP7Y5YE9PpfGHCJmwN0kwxt6a/fel8IsTX0TCMJpMHMrs6TjVNeSxYNZYV4ndzR1o7x/Hi++1orGuEtsPnEVGahIadjV7XJ8WSuKLYB82yumysa4Su95vBwC09I5i8yvHVGmW5xkOne9FS+8onj7Yolrnanbw09vmRCwIVXf+7L33G9jtjnE07GrG/tkdz97f3VJfIfaPwmwLNq0q9dlFnZLEqe6nBEEQoUSCkNqmB2vLUWpPw701JaI9KrWnoTTXikff/CCmtijaCxGhbPIinyZ6+PNzu4dcft8YDUdLWulQep4HVpfjxfdag+q3Wm9CJO2Gj8nEYVFhluzc50LvCJZek4VPukc8NtM+VFeJR9447aMlAH515k+HsX6IRhB6wp+tDGTPhbUMmzXFZ57WWFeJN453wZJsRmvfKJ747Xmaq+mIaI1pgcZiqcZs1hR886ZSxfU0nmd4+3Q3Wi+P6jKyEz0QVI9aHy3YOuV5hnfO9nocv31jFdYuykfHwJgq3WjZjh39TrT0jmLn4VbxXFvqK1ExNwNlc8gXSUTUvrDhzz4rPUc49tkgmg5eFF/6nJxmEbVHge6FInBqh2Azy+zpeOvk5x7PQX+8fgmeP3wR7Y5xvHDk6nPRbesW0fhDhIQp8CH+4TjuLY7j/lPpR4tCGhUlw9jmcIZ13o5+Jz69PIoHa8uxua4CNmsKmg61YNu6RXjt4064png0HWrB3dfPQ3N7v8/1OwbGUD43A6vK56B8bgYZjgSC5xlOdQ366LLpUAvurC7GndXF4uRM+Js/zbY5nDjZOYSnD7bAZk3Bt2+uwIO15TjfM4yOfmWdq83dJQyIpFUimoSiO3/2PlDu0zaHE9sPnMUDq902PSXJhIe/uhCWZBPurC4WF96k5z3ZOaT52EIQhDHheYbWy6M4+ukVtF4elc3LGUoOZqld2/tRJ7atW+Rhj9ZXFeHRN0/H3BZFyt/WGvJpooOcHgQ/N9Abo2q1JNfntNKh9Dwch6D7rVZI77HN4USZPT3htKvGtqrl2jnpeOIOzxy6jXWVeLW5E73DEx7aWV9VJG6QADy15E9nwjzvXM8wHqwtR2G2Rbf2kCD0jFI/O9U1CJ5n4lrG3TWe8zSbNQWu6Rn8zy9VwDU1g9LZh4HUD/VFqP6YlmOCVGOB1uDaHE5s23sSe5rdIeil48gTdyxTHfFSq7L7uxe58scjkaxPIPg6lTt+296T6BgYU732qmU79g5P+Gj66YMt6B2e8Dgu0vVIeBLL+larL3/2WU7LW+rdvrRwzpOdQxG3R4HuJZR1F0IeQbN/bOsXN0gA7vr8yb4zWF9VJP7edKgF66uK4n78ISKHFuk2ntLgHLom1JBTalIKBHv9vEwLzvUMe+zIFN6OGpuc9ki9UZBtweURTydEL+HYiODQIuyZsNvxXM+wjy5t1hQsLMjE2MS0ombL7Ok+ZegddoFnkH2LotSejpJc5dQf9FYaEU8o2XuHcwLWFDMa6yvAM2DvR24H/u6aYoxNzqD18iiGxic93s62JJvw468twSsP3oi+kQnZ83rPZ8i2E0Riovatn/wsC0rtaVhfVSSmynjrRJffN+ovj0zgwdpyAG7bdbFv1MMeKT3A7R2Ori1S629TKGDjEkzbKemhqigL+xtrQ/quVEtKfW5uZoqYHxWAOB8LdmwWylCYbcGC/EwP/yFQJAytoLdCta8Dk4lDdUkOGtaUg2fu8Oq73m/HwNgknJPTqmxr34gLjHn+TZqSrWtgHI+8eQqT0wx31xRj61fmY3h8CpMzvEfKtkRpQ4LwRu1YojQWnO8ZweXRCXy5Mg8L8jMBMDGlEwCf9ZC/+9MlKMy2oHvIRXM1gxNupCm5dTRBY/5sfvncDPHY7iEXdr3fLvoaVUXZKMhKlU3LpFXZ1RDMunc8+OKh1Gew9x3ss4RAx6tZe3U4JwL6sWrvw9uvEcozNjntUSeJ7mtGk1jXd7CaVtKaVMscOHxn93ExrRUA8My/PfU+tzUlCZMzM0GlaVC6F2ENRE3kbCIwUs1+f+0CWfvESZpL+oIB+VtEKGiRbuP/alEQvRLOQKKFYZS7/tavzIfNmiJOtpoOtaBhTTkuXRkTU23sbu5AR/8Y0pLNHucjw2w8tHJmhN2OD9aWe+iyMNuCb95Uiu//5oTP3wC3ZuZmWGTLsLgwE1mpZvzNrYtwoc8z7/PDr5/Cink5UQsHTBCxxJqS5NN3Su1p6Owfx49ePyX2m+/eMh9pySY88dtz4mf/cMcy7G7u8NwV+9YZNKwpxxdKc2UfbHp3fbLtBJGYqA3nWGKz+oRv//s7lsHhdG+m9c53L5euwGSCrI/g/bs1xdP3jDRq/O1YLwwRoRNs2ynpoTI/M6DPqUZLcn1u+4Gz+E79AjE1hjQVYrBjs7Ch6d6aEnz/Nyc8/AcODNfkWMGYu17+f/b+PTyO6s4T/9/VurjVulmSbUnIlmRh+X6PAoa1PcFKWIc4g8FcEnachDGryX5jZIbMd/wLA5NhYJjxJHEWY3YTA1+SeDbBEAcYCPGQ2GQwCyYIg22Mr8iSkJBluSXr0lLr0lW/P+Qq96Wquqq7uru6+/16Hj1gqbu6uupzPufUqVPnxCp2OU1sbI5BZXEu5pYVhMRyVXGuodwqx5LekmzfWzsX3nERP/7DaeV3W+pr8fArH6N3aJR5j9KWmbpEqy5ovzQM75gPr33Uib/1m/L5r784G9VTcnH8s76A/pC///fj2LSyBk++cZbXakku0joheFmN2+umY/a0fFSWuFBVkoNW9zAA/ZzvH4+dfV48+cZZVJXkYOaUXDTuCr/8ZqzrdKP93qnSFpePZ5ErG7cunw5BAE6d78f88nzVpSQi+d5m7yWEe72R5V8+u+TVbcea+R5a7ZrK4iuzV7CtGV+RLr1p1aAmMzEdLtbkWG7uHkTv0GjAezME/Xyq1c9hZpkGtb5f/z4QecaL4P03MusPXSHPuPzAl+fCNSkLP3j9VMg5k/weHnRmOSBJ7BunyEW93IZMEIRaQRB+LQjCx4IgNMs/Vm0/UaKZcsrotFZ6zl0M/fztvz+N/3ZtpfIa75iIyiJXwFIbW9fOwwtN7ZhR7Irq8ynxrJr2TB7tuPf9wGn6bq+7Mr1f8N/kmMlwQHUfJAkozpuEv/n1EezYfxZPH2zGxhVVyvSunE6K0sWozxdSdraunacMkAAmys2P/3AaFz2jAb/73ovHlGnCZN6xidkiHt9/CptvqMUzbzVj54GJMnbvmlp8rmoyczsRGZ7Osa13KGT69r978Rj+eOoibtpxEPuOn1em3NRarkCSgEfXL1RyzytHOvD9dQtCpo8f8wXuT6wZaW+n41TAqcLsuYvm+svIe9XK3LrFFfjei0dDyswjNxubBjt4Hx65eVHIUls//sNpDI76sPlXH+ArTwSWWatxmtjYHAP5CbjXGlfhuYZr8VrjKqxdUIaZUwLj7tAn3fjHmxcGxOGj6xeissgVEKNqS7K5h0aVARLy7x7fP7HcDPMepTMzdYlaXSAvj3PRM6oMkJC38+M/nMbxz/pU+0MEgddqqSDSOsH/hvrGFVXY9WYzNv/qA9zx03dw75paVJXkYO/77dhSH9oHJ8eLWjw+/OcL8XdB/Qxa8RzrOj0RyzkkUle/Vzmfch/NT99sxuG2S6rtski+t9m2bLT3HuQlXfTasWa+R3C7Rt6fmVP029Pp1taMJ7PHWx5McNOOg/j6U++G9BeYZSZGjcaa2jYXTS/U/Rytfg4zyzSo9f3694FotfeTaTCYHbg9I7izrhLFuZPw4EvHQs7ZP3x1AV492gFg4hw8tG4+Xj3awfYWRcyK5TZkzwL4PoAfA7gBwN0Akj4DRLNkht6SAkZH5LX2eFQ/v6okF5vXzMLe99vROzSK8/1eZYoh75iIsxcmRtTNmJyDfVtW4Xy/F1PznHAIwB9PX0BudiZKCyZpLoegJxWmSEsmVk1fJ4/c9J+mL8MBLLqqUNm+/98WXJWPktxJyJ2UgdNdAxr7MBJy02XHgTPYtLIGz7zVbLvRe4xdAozHgdrrAKi+tyR3EvY0tSlTgEkS0Nw9qFpu1JbKyAgasiiPgr22ZioeejmwjD340kd4vmEFfnvvKnQPak+ZyHgnSn1aT2VMzXOiuXtQKf9abQl5SkL/J0m0XjtrWh7+bNZULK8swoUBL3KyMvDIq8ex+YZZmJo3Ca5Jmei8NIQpeZMM778VecrIEl5WLYGXKOmcz82eOzke5ty7Cm09HrguX/OokY+r2zOC7AwHhkZ9mFOaj981rkKLW/29amUuw6E+tatPFFWnwdY7nw6HgKwMQbf9EOun7ThNrPEZasyWS62nOeUc1tXvRVaGA9994cOANuUTB86gdloehkZ9mF+ej9/euwpnLoRen2lNMyzPRiaXHf9lFMsLnfCJwIWB9MsvVkvnXG13ZuoSh0PAF+dMw7Pf+jzaeobgys7EU29+gs4+r2YZ88/POw6cwb/etgRnLwxg5awpuG15RUC/m5E4CX5NZZELbb1DjK0E0aoTSnL127xy3KkNanvwpY+wp2EFhsd8KCtw4sb5ZZrX9vPL8/Hzu6/B0Og4KotzcWHAeDxbVadrxa3RpXT1pqiX/54MsV1a4MTtdaHnU2sm3UiuQcwuTxzpcsbyOT3dFTgrsLyP3jEfWtyekCVigMDlvgCE5Kgb55XitcvtGld2BkZ9Io519ClLG0zLZ1sznszmAatn+jATo0bLjNY2Aaj+rrl7UDPW1ZZp0KqHRREhfb97mtqwdmFZwL4Ft/fHx0Uc7+xDZ58X5YU5WFBegMxMy55dDyvZ2qjZGQ7sOHAGD391gWo89A2PKTMuSxJQXjgJO762DKM+Uclbdv5+ZD9WDpLIkSRpvyAIgiRJrQD+QRCEg5gYOJG0om1QqiVGo9NUiaKEvOxM1bVoAeDpg83YUl+L3OwM/O//vDJphzPLgXFRROOaWjTu+QBb187DF+dMw6GWHjS19kCUJp7++9rnK1Fbmoc1c0oNJ45UmSItmVg1fZ3/lE+dfRNTqf3o9qWYlOUI2L78t4bVNdix/wM4sxx48q7lqvugtdZchgNxGb1nppJn7BJgLv+qvS47U8DmX4ZOa1ldkouta+cFvP6pjXWq5SY3OwPfuWFWwPIZdVXFymvlkci7D7Xiv11bqVrG3jxzUVlfMhFrjxKRPWhN53jOPRiQq7TykeTXqS/fONOaQvJYRx/GfBLWLihDzdQ8iKKEb39hFs50DeL7rxxXPquiaKLu7+wLPxDNqjwVbhrZZL7pm+753Oz0rPKgh88ueZWn4tSOmXxct+07gTvrKgOWLHh0/UI8ceAMWt3Duu1p+fWf96vD/ffxg08v4YWmdmV67XnlBagqduH1E12651PrO/tPKRrLQT6cJjb8MTBbLsNds8ixdfL8AE6e70erexhPvnE2YBv7T17Ajv1nlc+aMy0vdMCOxjTDcuzIg+j8p3//xnVVyqyC6ZZfrJTuudruzNQl4+Mi/v3YZwFLlP31F2fjy4vKUZKbjS31s/B805UbLGr5+eyFAezYfxa73mzG9juWKtPMG4kTtdfo1UsUG/55u7zQiR/dvgTffeHKMlhb6mtx4nw/qopcyNZYak6OO/kGnD/vmIjhMR9W1ExRfnf1tNCHoNTiZU5pvuF4tqJO14tbQP0hEq1jEbzPYz4JN+04mDR5s7okF7On5cd8kIrZ5YnNvl7tnP71F2fjZ2+3KPcdRsZFvPxhBxZNL8TMkittDrXlvtRy1I3zSnHy/ADu/tl7Af1ce5ra8NC6+Wnf1owns3kgFg8YGI3RcGVGrU0dvE3/z9FaYmP3oVYl1oOXaRgfF/HbjzoDriXlGB8dl1TbznqxOz4u4qUjHQHtikfXL8T6JRVxGSiRjG1Uz4gPRa5slE9Wj4c8ZxZ+c/jKfdJrZ9bhzl2Hkub7kf0IkmTNNJ2CIPxfAKsA/BrAAQAdAP5FkqQ5lnyASXV1dVJTU1PU24lFImnuHlQagTJnlgOv+Y3I01sn6Wufr4Qz04GHXz0BZ5YDT3+zDvf8vEl53UPr5qN/eAy/eOdKwv/JX3wO3/6390O2dfPSCqxfWmG4kjOy72nGsmyrFbNGY9BoXLW4PcqIyqHRcXznl4dDOofv/9Js+EQJnlEfgIlpX29ZPgOPvPpxyMXZV54I/cw9DSuwqGJyTCsjs2WTsauIeczamdE40HrdxOChs6rvDS5f0wtzQjrY/mn9ImRlCvjbXwc2tv980VX49NIwTpzvx+muAbzQNDFL0LPf+rxyUen/mf962xL87a+PaMZvisW7pYkkGeOWklLccm1w7nEIwNrHDyqdWLcun45CZwam5ucoSwKodQ7s27IKH3cOqN40ll/bOzQakEc+uTCo2g6Qc6Ve3RzPPJWMHQOyOB4nW7YPIhncKM9opnfM5OO6pb4Ww2M+5SlgeZY+eR15tfcGl7nKotCBD1vqa/G7Y51Yu7A8oCxt27AY239/SlmHXGv7wd95S32tcm2n9h6rBX9Hmz6NE9OY1TsGZsql2Wu5e1bV4OmDofHrH5NVJTn43pfn4dxFT0An7f+8cymGRn144PI07P6x0zs0iu13LMX88nyljvjODbPClhUyxkRM2DLXpjoz7YAjn/YqHe2y4LaNf7lSy89adYiRONF6jV69FGNpF7Nq8fKj25egrWcInlEfJAn4zeGJ9sK/bboWddXFuts5db4fP30zfK4Nvvnn36b3f5/cZjc7UC/SOl0rJn977yqc6jK2H2rH1EibKEIxjVmt659o2gDxpvUdNt8wCzvfOIuH1s3HgHcMv/rTxD2ImxaV4fhnA7rt7OActadhhWould+/b8sqiBLs3taMl5j3eZnJA4nsTww3KMtsedKrU595q1m5P7Z17TzlM94958Y7zW7N68PywokZZZbNmIyqktywsavVrtjTsAJLZhRFe8jCiuH5jFmu/ajjEg6euYjn3mtDw+qrA+5Hyeds3eIKPPNWMx5dvwhPHDgdi7qEUo9mzFo5k8R9AFwAGgE8AmANgG9auP2EiHTaKj1GRuRprZP0w9uWoMczcnkqGSc6+7zIEAS8dnn/BAi4b8+HygWa/N7Dbb0h29q0skZpkBhNGsk+XXEyinb6Ov9zEzxyc99HnWh1DytLbAgCsKC8ABf6vfjn358MqIB8ooiG1TVYUF6I2tI8ZZSk2mjUWA+QAMxP/8XYJcB4HGi9Tm2pDPm9weWruXsQTxw4g803zEJZgRNtvUO4MOBVOrPl9z/40kdYXlmEq6flYeaUXMwvL8D1V5dgWr4Tbs8IGtfUhtys/OzSkG78Mt6J0kdw7nnnk4uqT/lUleRg18Y6ZGUIGPNJeOjlY8oAie13LIVPhFKv+i/LNWtaPv75tRNK29I/j2hN92tkWYB45qlYtOfjJd3zudFz598u1Hpi0/+YyWtKF+RkBdxklgcECYL2e9WehPLfR/l6TG167a17jwZ0Imtt3397U/OcOOeeWEoRiM/69mafSExFesfATLk0es0ib/PNUxfw/XUL8PCrV2bo+f66BfjVn1qV165bXIH79kzMBCFfwzkEYG5ZPiqLc7F0xmQldjIcwLLKyUrZefecW9kXI2WFjEn3XG13ZtoBnX3h2zaP75/om2txe5CbnRGQn+V6xP+9chwYiRO9JdK03kPWUsvb333hSEj9DUBZLkKNHHfzy/NRVZIbMIAtuB5XuzH42C2LUOTKDunfPd/vNb0cQzR1ulZMtvUY75NTK4Nuz0jATS15G3aP7ZlTjD+Vb9drEK2lva+emoeG1TXYeeAseodG0bimFs+914bllUXK99Bajjk4R2nlUrntcb7fixU1U2x9rlOJmTyQyFnl9MpMc/eg6WVAtPLXoooC7GlYgTGfiLULy5TPaLk4iOaLHuy6PLBN7fqws8+LHfvP4rmGaw0dT62ycL7PiyUzIjhIJiVjG3Vo1Kdcow94xwKWN5Ef9KkszsGmlTXoGfQmZV1C9mLZIAlJkt67/L+DAO62art2YHUnkZHptrQSmGdkHP/7P5vROzSqjPAsLXAq+9fcfaUDzX/bvsBNwTs2sSQCAFNTDSfzdMXJzEgMRrKmW3lhDpxZDnT2eZWLvZ1fX4Z/3ncyZFDNv962BH//8sd49lt1mp3C8Wzwm63kGbsEGI8DrdcFh7ZeDHX1TzTUhsdEPPjyxGwSm9fMUo3b4LU4r6kuUcqR2np36xZX6H42450ofcnlP/gGbat7GA27m/Ba4ypUl+Ti2W9dE1B3+984828XbF4zK+DpSP88Es2yAPHOU8l605f53Ni5C24Xhjtm8prS8lMpwJU2b8PqmoBrp+D3ai2dEHw9pnUDOiNoVlW18xn8nWdOyVUGxdulgz2dmSmXRq9Z5G2umj0NP3nzbEDb7ydvnsW6xRU42tEPAMhwXLkB4X/D7vqrS1A9JS+kvFRPCf0ceZ+syC/Jts5xLDBX25/RdoDcRxKubXOyawA7D0w8UdqwugYVhTlwTcrED18/GXBT2z8OjMSJkbYVYyu2tPK2Wv1dWhB+2YTqKXmYPtmFq6fmXl6P3okF5YUBeVJtYMYDLx5TnclyWr4zru1arZh0ZWea6pNT2+dkzJtmBz7Y8RokV2N5RZ8oBcSb/IDl0Oi48j3k14bLUeWF2rksGc5zOkv04B6tMhPJzX6t/FVe6FR9wLOrfySi60M9Wu2KssL4lIFkbKMOjlxZ3n1wxKc6e40rOxO/OdyODZ+bnnTfj+zHsoVvBEF4QxCEA8E/Vm0/lcgj8pxZE4dfbUSenMD8ObMcaOsdVkaglRU6sfOuZQHvU9v2tg2L8erRjpBtzSsrwJzSfDiEiY4Nq/ad4k8UJZxzD2JLfa2pc7OgvACPrl8Y8B4Jkmqjo+WiB84sh7KepkxuvMgjgOPVaNIqI1qVIGOXAONxoPW6xdMLDceQ1hqkanErr8X59afexU07DmLf8fMQRQnVJbnYunYennmrGTsPnMUzbzXjzrpKvHq0Q/Xpk+buQbzzyUVIErDzrmWMd6I0JOcv+SaaP7kTIbjuBoBxn6San+RqXS2PqOXKLfW1+M3h9oBt6K2RzDylj8fJGP924d7329G4RrtNLIoSHAIwa2qe5lN08rWT2nv3HT+vWmfLlDIoqNf5dVXFps9notrbpM5MuTR6zeKfu1vdw3jyjbPYeeAsnnzjLFrdw8rNOWeWA5/3iyG9bYbb973vt4dcP27bsBiVRS7Dx8JImUgHzNWpQ62PRK1tI98QlJ8o/fTSMH74+knc/6U5mnGgFieP3bIooE9O7TWPrl+oWS+R9bTy9tIZkwPOyz/evBCLrypU3Yb/tXnLxUG8fqILd+46hG//22HcuesQXj/RFZAntW7+zS7NT3he0cpvpQWTIq6L9LabDLGdzO0yUZSQOykjpP7fUl+LT3uHAl4rDw7y7wc2mqMWlBeGvK5xTa1qXxbZjx1j3Ox9AEA9XhvX1KLxuQ9U26sev5vzsnDXh+GotSseXb8QC8rV6w+rJWOurSrO1b22f2jdfPzw9ZPYuKIKhz7pxrYNi5Pq+5H9CJJkzcWrIAif8/unE8AGAOOSJP2tJR9gkh3XuvN/wmJa/sTUl+f71UfkqU21Frx2dMPqGty8pAJXTwtd8yzcOrn/dMsiDI+M4ck/NivrkxpdEy1J1qiNF1usz9jcPYi7f/Yn3P65GZiaNwmuSZnovDSEGxeUBTw5pGZ8XMTxzj6c7/OirNCJvOxMfGXnWyE3dRtW12BOaQG+vNAe63dHsrYfYxeATWI2kYzGgfy6Hs8IsjIcGBr1hc3dwe8PXoM0ePp7uTNaby1O/7rDlZ2BMZ+I4txJAZ+tVR7ml+cb2lebi/n6jEQxkNBcK4oSjnX04c5d74TU52prM8rtiDvrKgPy09+vm49B7xiuKnJhXlkBZk4JzSP+OVVeFmDzLz9QtrHzrmWYWZKHCwOhTxizXjYmTscpqdsHwfVgVUkOHrl5EbIyhIC483/dvWtm4YkDZ0PKyKubV8LhEFSPt9E1XUVRQluPB4fbLoVMr33jvFJlCa5kiHsbzxKQ8DyrVS6Dr/uD86Lemu1auXtPwwoMj/k0r+8jvZ4vzXeio28YfzrXA58IvHq0Q1mX2ci2Erlutd0YzNVJnWuTldk85t9HUl7oxIXBkYAyvKW+Fr94pzVgpq2G1TWYW1YQNseLooRzFz04cb4fp7sG8EJTe0ifnFqfXgLrjbSLWa1r6zW1U/HR+X4ljhZfVYjs7Iyw72+sn6VM3S4LzpNaufS3966CICDg3AOIe72slt8AmO6TM7JdC75LUsVsPNtZcmxu23cCf3n9TLiHRiFKE0t2VZe48Pj+MyH9Urs21mHlrCkhecxIjjLSl0UA2OdlqBxEch9Aft+xjkvYf/ICfCLwm8Ptyr01/zwsihLeab6ITT9vCsnFr2xeiQyN60Mjgu+9LCgvRGamZc+uh5VsuVbt2v6hdfMxMiZicGQcBTlZ+MdXPkbv0Ch2bazD9TUlSXV9TQmjGRSWDZJQ3bgg/KckSX8Wsw/QYbcKIZobul39XnjHRfzDv3+EVvdwwICJH9+5BCtqphj6fDkZ5mRloPG5DzRvyJEptmh8v9fixnvnegNubDSuqcU1M4tQV11ialuiKOGVo59h696jyrYeWjcfHu+YoUEX8cSbKxGxRcwmi0gb4f7vD75JEnzjxu0Zwe0/ORTy3ucarjWU34GU76BO+wtGSkoJz7Vm8tc7n1zE1596F+WFTty6fLoyxXu+MwP/8rtTpvKJf91cVuDEx50DUXWeUtwkPGajZaRd6F9fqg1cDBefclkJplVnJ3tbNdp2UIzZMmajHbhq9JhbFVvRtiHNlgmyZ9ymMivymChKeK+lBwfPXoQz04H8SZnKEqXybBDLKyejsthYOUyya7e0jNlocmzw+d28ZhZ2Hjgb8jr/PGkm99upXrZpOydpYjbe5zO4HXzr8unIcADXzizGtt+dxNqF5QHt4kfXL8L6JVfF9WZumkrrPi8z5SDSnGOkvSo/OHLXNVX48R9OK/vyrxsWY93iq+yQ2+wmprnWf1DpZ71DkCAEnBf53uhjtyzEDXNLrdoVSm2aMZtp2ScIQrHfPx0APgegzKrtJzu19eXuf/5DzNW5CPJfg6nl4iBuXloBUZrotN59qBW9Q6OGpzHz39Y7n1wMGCAh74/eGk5kb9kZjoB1x+U1s/Y0rDC9LYdDwFWTnQHr4O48cBadfV4snjHZVoMk7Li2H6WWSHK3P3kN0sriXCydMVmzIe/Mim79tEjW5iOi1GZmLVF56kr/9e2dWQ5sWlkDwFw+8a+bm7sHo8qhRGYYaRf615edfV7sPtSKTStrsLiiALWl+WE72syu6ZrsbdVo20HpSOuYvda4ytCgAaO526rYirYNmYzrHFN6sSKPORwCpuZPwtMHr8wOuGllDTIcQP3caarrmuvhtZv9RZNj1c5vuDxpNPfbrV5O9nZOosX7fAa3g+Xrvj1/tQKnLwyi+3K7WBAmZpeoq5rMARIUc2bKQaQ5x0h7tavfi1b3MH72dkvAPZGrJjs5QCIBHA4BV0/Lw8wpuTjWcQl37joUct+rYXUNXNmW3d6mNGZlTfc+gKbL/30HwHcBbLJw+0lN7yLIiOmTXairKoZDAAQByM4UIl5fp7zQicb6Wdi8ZuKnvNDJjowkNzTqU42voVGf6W2JooTsDIey7q3/NFRyjPivr9jcPZh2a85S+og2d8v81/OrLslFi9ujlJ/KIlfU68Oprc1XVZKDnKwMllOiNGZ0LVGttTrl9bfNthPldsLprgHdHMr2BEVKL3b0/hZcX3b2efHMW82oLc03tN5uMq7pGg2r2kHpxIpjZsU60HI5eK/FjSOf9mrm2UjWd/aXbmWCkk8kZVKtHvGPdbnumFtWYHqABMA+uVQXnFf3vt+OLfWB66lv27AYlUWugPfp9RnIuZv1cmqJ9/nUqvNL8ydh+x1L0Ts0iiffOIunDzZjTmk++ofHeJ1GMRePcmCkvSrXzRs+NzGz5t732/HMW80ozp0Usj32Y8SPwyFo3veaWZKL0oLQ80NklmVDbSRJmmnVtmIlkeuplhY4UVWSg3WLKyBc/shXjnQgJysDoiiFXTspeM3Rx25ZhAVX5ZveD1GU8HHngLIenryeYm1pHjsykphckct18punLuALc6dheNSH5u5Bw7GuNsVV45pa7Glqw9a181Bdkhvz6eBsvO4xpZnxcRFZGQ6lbO19P3TAkBatONYqPzfOK8VrBp721tq+PNDCf722e9fUKiNtEz0NJxHZk38umV+ej9/eO5GHxnwSHnr5mJLz5A4EtdwGICQfye3We1bVaD6xobbOpP9SRKz/SYteWxTQXx9b7iAL/rvR6yD5Sc/5W1ahq38EntFxVBVfea/Zdmwk7d54tpU5S0AovTZei9sDhyCYOmaxiAH/NcfvrKvUXVLGqjJhZNYiij1eS18hH4vhMR+21M/C800T13JA+DKpVY/oxbrRY88+udQXnFd7h0Yx/6p87NpYh6bWHvhEYPvvTyErw6E5nfyBU1042t4HUQIyBGDR9EKsmVOqWy9bWf7tmkvsul+R0jqfAgRTfbl6/I/ZtHwndt61DJt/+UFAfqsszkVlcS7m3LsKn1wchOiTMDg6jv0nL+D5pnb0Do0qS4d19qXGsSf70CoHU/Miu97QyhPh6vCz3YPKNjIE4H/8WQ2uKsoJ6QeZlu/EOfdgSDlif6v1xsdFnOnuh0MQsG3DIriyM/HUm5/gaEc/nFkOTM7NxvTJrvAbIgpDkCRrRjoJgnCr3t8lSfqNyntmAPgFJpblEAHskiTp8aDXfAHAywDOXf7VbyRJ+sdw+xO8lk2i120bHxfx0pEOPPjSR8rnf3/dAuw93Ia/XHl1wH74J15Xdib6vaNoaukNuahrWF2DuWUFpr6D1tqHv713Fa6exunRIpDwte7UYvv7X12An/znWbS6h8PGenC8NT53OGA5FmeWA3saVmBBeSHaeofQ4vbgyKeXQuLRivUzE11O00TCYzYZqOVs/wFDejGptxZ188XIy49/WR33SXjw5WMBZfzGeaVo6x3ChQEvcrIyAqYiM/M5NpTW6zNS0rJdrlUbXBU8CNf/RnOL24MezwiyMhwYGvWhvNCJjzsHQl6fnSkEdBBs27AY239/Cq3uYZQXOrFxRZXqDboWtydgTVyt17H+jxvbxawWvbXcAYRd511vLVsjne96Ax61ypRWG9zo+uOJ6pSzeds87jFr5NzPnpaHO6+pxCOvfmxoXWWzx9fIe+QysmllDZ55qzlse9Cma8qnqpjFrc3Lq6WMDhTyPxZb6mvxi3dalZt9WsflkwuD+MoTofXI7xpXQQJUP9PMsU/CPrmkaR/Eg5nBMP5taffgKI60G+sHaLk4iN99dB6P7z8TEL9fXliGyuJcS9og4b6jHXOJif1KmpiNJleF226L2wO3ZwSfXfJi696jIX1T5/sD6/yJAVx9ONLeF9CGaVxTqyz53bC6Bjv2n7VNTKSQtO7z0ioHtaV5WDOn1PBDn3oxL/eXauVurby7dkEZqkpC865cTq2+L5JkYpprR0d9+OPZbrgHR/HwK8dD7qd+aX45fvmnVjz7rWvS7bhT5DRj1spFWzYBuB7Agcv/vgHAHwH0AZAAhAySADAO4LuSJB0WBCEfwPuCIPxekqSPg153UJKkddHsXKLXbWvrHVJutsmf//Crx7FpZU3Afmg9yf/Shx3YuKIKuw9NJGDvmAhRAu5//kPMuXcVBEH9Yi2Y1hRG3YNeu16QURhqsf3wKxOx9eQbZ3VjXSve5DgrL3Ti1uXT4faM4LcfdQY0MvxfZ9X6mYkup0Sy4519ITl7x4Ez+LdN12J5ZZFuI10rjv0vKM2Wn3BlVV7rWl6b751PLqrm+h7PCABj9QURpQ61HCIPZtCqc6tLcnHy/JVBEY31s5SnHv1f37C6JuB3W/ceVdognX1e7L68tu3iigLUluYrece/TXrr8unKAAm1fSHyvykxPKY+3eaFAS8kCZp/k2NJay1bo53vWvX8noYVptqxRtq9Wp2GRa5spQ0Ry7LCWQIChTv3Ra5srF1Yjl1vfoJNK2uQ4QDqqopxfU2J6jE7d1F9e3N0bpYaiRs5v07KdIQtDwDXlE8V6XItbSRXqx2Lx/efwc/vvgZT8yfp5rHWHk9IuSlyZeP9tkt48KVjqp+pd+zlZRPk6y+3Z4R9ckkq3ExWwYMngtvSRvsBuvpHlBt1wJX4XV5ZhOopear1spXl3665xK77FQ3/dlar24MPPr0UcOM1ku/nH6fBgyXlY/Za4yqsqJkS8p6T5/tDrvd2HDijXNvJsxenwrEn+3A4BMwvz0fD6hqIEiBJUAYKGX2gLFzM79pYh4bdTZoDJ0RJ0sy7EqDappDLhfw7K+6L0ARRlPD2OTdGL9/jCr6fumvj53Cu24PRcYnHnSzhCP8SwyQA8yVJ2iBJ0gYACwBAkqS7JUn6S9U3SFKnJEmHL///AIATACos3CdFotdt0/p8QQjcD7VG344DZ7BucQV2HDiDW5dPBzAxQk3uBDxxvh837TiIrz/1Lm7acRD7jp/XXAsp2jVHyX70Ysv/32qxrhVvty6frjzV+cxbzXi/tU8ZIBH8OsC6GEp0OSWSyZ0W/rxjItyDI2FvDGjFsf8Fpdnyo1dW5X/7lxO1XF9VkoOOS17D9QURpQ61HLJ171GsWxzY7NZrk4oaN5+DU4h3TESGX/qR1+2uLc1HzdQ8JYf65ym5Pay1L5Te5I4vuf468uklzeuZaK51tDrfW9yegNdp1fNabQetODbS7tW60SfX/+E+wwr+a6T7l+F0FO7cywO+Wt3DePKNs9ix/ywadjehrXdIdXtqN2O9YyLaejyqr9fbh+B2YFVJDmqn5fHaP42ky7W0kVytdSwkSGHzWG52Zki5ub1uujJAQu0ztT6vq98bUH/dtOMgPrvkRVVJTsBrWS6Tg1bsnbvoCTnP+46fVx0IZ6QfwDM6rhpPQ6PjANTrZSvLv11ziV33K1ry+XRmZWDH/rPKAAkgsu/nH6da11hd/V7V92hd7wnClfsQ0ewbkZbOPi927D+LnQfOKg9bGI0xIzHf1NoTkrvfbnYrebujd1gz7xq578J63Fotbg8Ot/XCM6JeH3b2efHP+07i9rrpPO5kCSsHSVRLktTp9+8uALONvlkQhGoAywC8q/Ln6wRBOCIIwu8EQVgQyc4lenCA1udLUuB+hBtMITdMGtfU4jeH2+HMcuB010DYzjyZvDaevC9m1xwl+9GLLf9/q8W6VrxlOAKf6tRqZMjxaFUMJbqcEsnKC3NUY7GsMHwsGimTZstPuEZ5cDlRy/WP3LwoZLCTXn1BRKlDr773F65Nqpbbgu8zOLMcqKsqDtvWVMtTWvtC6S34psTzTe3YUl+rGmPRXOsY7XzXque12g5acWyk3ctOOXvRPvcTvzc74EvtZqwzywFXtvaEn0biprokF4/cvAj/su8EGtcElpVtGxbz2j9Fpcu1tNGBQpEei9KCSSF1TGWxS/cztT7PlZ2hOkj1kZsXsU8uCWnFXluP+uAJrYFw4foBqopzVeOpslg7Rqws/3bNJXbdL6tY9f2C41QrN2m9R+t6b0v9xH2IaPaNSEs08W8k5n2BqThk4ET34Ihm3tXaN4dffyzrcWtNzO4B5DrVr5VysjPhHRMx+/JMpUTRsnKQxB8FQfgPQRC+JQjCNwH8FsAbRt4oCEIegL0A7pMkqT/oz4cBVEmStATAEwBe0tlOgyAITYIgNHV3dwf8LdGDA9Q+v3FNLV492hGwH+EGU1xTXYSG1TXKemCP3bIILzS1B7xeryNGnsrrtcZVeK7hWrzWuIpriCWQXswapRZb31+3AK8e7VD+rRXrWvFWP3caFlUUhG1krJo1xdIYSnQ5pfCsiNlksKC8AI+uXxgQi4+uX4gF5YVh36sWx2oXlGbKT7i6IbicqOX6rAwhJZ+8MCJd4pZSh9Uxq5VD9AYzBL9n7/vqN6YXTy8M+d31NSVh25r+eeoLs6dg24bFrP+TWCzzbHDHV2efF794pxU/v/uakBiL5lrHaOecVnt1QXmBqXaskXYvO+ViJ5KY1T73hdh+x1JkCOYGfKndjN1SX4vSgkmm9yG4HZiVIaDVPawsebR5zSxsWlmDislOXvsnMTv3ecWL0YFCkR6LyuJc1JbmoWH1RLlpWF2jDITS+kytzxv1iarXX1kZQtr0yaXSdZj2YJhM1fOcO0n95k64foCZU9TjaeYU7fi1svzbNZfEa78SFbNWfT//ON37fnvIYMnGNbUYC7pjLL9H7fWP3bIItyytQG1pHnqHRqPaN4qdZM+10cR/uJjftmGxco9EFjxw4t8OteGvvzhbNe9q7dutyyrSoh6PFb2YLS1w4pUjHRjyjuH7X10QeM/rqwvw9JufwJnlwLyyAh53soQgSdZNsy0Iwi0AVl/+55uSJL1o4D1ZAF4F8B+SJG038PoWAHWSJF3Ue11dXZ3U1NQU8Dt5LdtYr6fqv2au/5rv/r93ZWdgzCeiODdwPUStdef3NLVh69p5ynpJ8ndwCMDaxw+G3Mw2smYTWcKyANKL2eBYChYcW5IkQRAEDI36wr5Pa03FFrcHN+2YiC156Q15Zgn/11ldhuJVTtNYTGM2lYyPizje2YfzfV6UFTqxoLwQmZnGxhb6x/HUPCfOuQex+ZcfRFx+gstqVUkOHv7zhRgd96G0IAcLygvC7ltz96BSpmVJUl9YmgBSPW7JNmyTa0VRwrmLHpzo7MeZCwN4vqkdvUOjAetwqtW5oijhlaOfKTPQOLMc+N7auRga82FuWT6qLj+1D8CSepv1f8LZJmaDxav+MrLOvf9r1eLVbByHe73WPs0vz8f5/viWFaPXJXGUkJjVO/dtPR4cbruEB148ZqjNJ4oSDpzqwtH2PogS4BCAxdMLsWZOaVRxA9in3WfDuEm0uPQfJFNdajZGjObqaI5F8Hsri1x4/USX7meqfZ5/n4osSa6//Nm2fRBvenWyWr/svi2r8HHngKF2hdpnmY1ftfcAiCgH2zWXGNwvW8RsJPWfFcddre9o69p5OHthECPjIl492oFnv3VNQA7yf0+RKxu3103H7NJ8zCsrwMwpkbVxyZSU7vMye2/DbIypxfwjNy9CVoaA0gL1OnzbhsXY/vtTaHUPK9upKsnBjq8tw/CYT7VvhPEfIma5Vu6L2v3OOfyPL8xCZoYDQyM+ZGcKePwPZ3D6wmDM7ktRStMMFksHSZglCIIA4OcAeiRJuk/jNWUAuiRJkgRBuAbArzExs4TujieqQjDTuaa3jXCDKaz8PIpKTCuEeJxbvY4+vUYGGwRJyxYXjOnGqovdFrcHPZ4RdFzyBty4NJIbkri+SOkLRkpZtsi1auX+sVsWYXnlZFQWh89D4+Mi3m52o6m1Bz4RePVoB7aunZcMeYPMs0XMqoln/WXHDjA77JNN2xC2jFmrB8pEsx+JPmd22AcbsmXcJkqkMZKIvBjpTesUKAOMWT9aAxG0zjNgzWDiSPc1BeIvEgmP2UQfe//7CmM+CQ+9fAyt7uGIBgBTXKRsn1ei721o/d3I4EcKK6a5dnTUh1c+6sTf+Q0+/6dbFqGyOAclGvdJicKw7SCJlQAOAjgGQB5y+wCASgCQJOkngiBsBvA/AIwDGAZwvyRJb4fbdqIqhEQ8scGGTELFrEKww9M/jK2UlPALRopONLkhSct0yl4wUkqzRa61oi2RpHmDzLNFzGphHCaWHa5LVNg6Zu0g0eXGpnGTaIxbP+kQI4kuhxZgzBpgx/OcDuVLQ8Jj1k7H3o6xSSFSts/LTmUhGMtG1GKaa+0cO5S0NGM2M557EUySpLcQpkBJkrQTwM747FH0gtfMBa6s+R6rAuxwCKiZmscEkWISEUvBGFtE9hNNbmCZJkovVrQlmDfIDhiHiWWH6xIyL9HlhnFD4aRDjCS6HFJ82PE8p0P5sis7HXs7xialDzuVhWAsG/Zm59ih1JPQQRKpqLTACWeWI2SU07R8p+Z7uE4nqdGKpZysDIiiZFmMMP6I9MWqjES63UjqGSJKT1r5YmqeE83dg5r5h20DSidq8Q5EtoZ3qmLbIzbGx0Uc7+xDZ58X5YU5WFBegMxMR6J3yzKMGwonETFipo3D9hDFi5FYMxuPzMGJE6tjH4ucxDxHsZSoPGQ0rhn/9qXXl0VkNcsGSQiC8F8A/AOAqsvbFQBIkiTVWPUZyaCyyIVH1y/Egy99pKyX8483L0SGA6o3thO9ThnZV3VJLrbfsTQgNhrX1KLxuQ8MrwcerrJn/BHpi1UZ0drujfNK0dY7pNtAV8sN2+9YqtzUISKSaeWLc+5BbP7lB6p5TS/vAbxxTPERrw4rrXjPzhQ0y0g6YtsjOmrxLIoSXjrSEdBv8Oj6hVi/pCJlBkowbiiceMeIkWs7//I67pPw4MvH0OoeZl1AMWM0Ls32S1hRvngDMTKxyG2x6JuKZpuMDTIiEW1Bo3Ft5nWM9fhTu8e6pb4WZy4MoKrYlTLXS2QPgiRJ1mxIEE4C+GsA7wPwyb+XJMltyQeYlKj1l5q7B3H3z/6EdYsrIAiAJAGvHu3AzUsrMLesIKSD2ZWdicbnDqPVPaxsg+vrJJWYrr8kihKOdVzC/pMX4BOB3xxuR2ef11CMGKnsY7m+ExsRtpXw9RmTSazKiNp2q0pycP+X5mDr3qNKmX3slkVYXjkZlcXqT3mnydp5Kbs+I6U02+Ta4HzhEIC1j6vnteqSXBzruIQ7dx0K+ftv712FU10DHFiZumwVs/EaxKtVzzesrsGO/WcDfmek7k/l9q8N2x62iVk9WvFcWjAJ/+3pd0Nib0/DCiyZURSTfUkEG8ZNoiVF3MZTPGNEK+f//O5rMDV/EiqLXHj9RFfIgyq7D7Ua7odJQYzZGDPS5xBpv0Q05SuJbyDaImatzm2x6JsKlxP1nr7nA3eWSuk+r3i3BY2WFa3X/fbeVbh6Wp6y74x1TTHNtS0XB3G6axAffdYHUZq4x/qbw+3oHRrFro11WDlrCs8BmaUZMFYut9EnSdLvLNxeUurq96LVPYwn3zgb8HtRAu5//kPMUelg9r/oAqJbX8eGjVOKgsMhYGjUF9BJCxiLkRa3R4kz+T33P/8h5vo1CmK1vlOsRjgztineYlVG1La7bnGFMkBC/pwHXjyGhtU1yiA7OeZjsXYeyxhRagrOF+98clE1r7k9IzjW0YdPugdV/97WE75dQWQFI21Yf9HUX1r1vBj0HIGRuj/VO9G4bm9ktOL54T9foBp75/u8WDIjEXsaG4wbCieeMaKV8w+evYinDzZj18a6kPK648AZbFpZgyffOKtbF/BaiiJlpM8h0n4JuXxVl+Sixe3Bu+fchuPTSHss1ds+0bA6t8WibypcTtQ6l2bb6gBzZDqLd1vQaFnRet2J8/2YOWUiPiOJdT0sB8aIooTDbZfQ4vaE3BMDgKbWHkwvyuH1BVkm6nlJBEFYLgjCcgBvCILwA0EQrpN/d/n3aUVeL8efM8sBSdLuYN5x4AxuXT494PU5WRl455OLaO4ehBjcS6dBbpzetOMgvv7Uu7hpx0HsO37e8PvJnrRiKtz6XXqNgmi3HY5WI6LF7Yloe4xtShQzZUQUJTR3DxrK3WrbzXBA80ZNNOXHCJYxovShldfGfRK27j0KUYLq3zMzHGHbFURWMNKGlUVbf2mVh+C+KiPtY6vbv5QatOLZlZ2pGntlhbFbZ9dMW5UoFYXrr2tq7VEtr4Jw5bUChJDyw2spioaRPodI++5EUcInFwbx2rFOvPxhB+5//ojh+DTSHmPbJ35i0X8bLifK5zK4/WCmrQ4wR1J8GS0rWq873TWg5DCzsa6H5cC4cxc9eODFY5p9Uz4RaL2cm4isYMXiLT+6/HMtgDoAj/n97ocWbN929DoX5LWW5AIszxTxm8PtcGY5kDspE5tW1mDzmlnYvGYWygud8I6JyLh8JuS1SBuf+8B0wmTjNDWpxZTW+l3+senKzkRVSU7A34MbBfL6Tv7bfnT9QlQWuaLaZysbEQBjmxLHaPkL19j1L5stFyfqjR/etgRb6ifqAWeWA5+vKta9QI3ljUiWMaL0oZbXtm1YjPdbe+EdE7H3/XY0rqkN+PuW+loc/6xPNUdNzXOiuXsQ77W4ceTTXt58o6iZ6QSW668iVza+c8Ms3LOqBqfO96Otx1j9pVYe7v/SbNROyzPU9vbn9oyoXudxIFF60Ooj0Irn7EwHHlo3P+Q6bEF5Ycz2jx2zlMysGOSj118HQLMzXpKutIfu2/NhSPlpcXuwbd8JpQ64Z1UNtu07wWspMkSvz0GO+65+L57aWIe6qkJ854ZZaKyfhac21un23cl5/ytPHMTmX32An77ZjI0rqlDkyjZ0rW+kPWZ13x9pk+OkqiRHiYGffevzEEUp4rwYLid6x0R09XtD2g/jPsnUgA32N1EsGelvVbuWqy7JxWO3LAqJ/xea2pUcNi1fPQ9OzTM/OInlwLjWHg+KXNnIzc7Av962GI31E9fXW+pn4Xtr5+LVox344NNLvJYhy0S93IYkSTdYsSPJItxUYg6HgLULyjDn3lU4cb4fp7sGsPtQK3qHRrH9jqXo8YzimbeaA5ba2NPUhvq503D91SXIycpA43MfoNU9DMDcND5ajdNWTuOT1OSYmtu4Snf9LrXY/MebF+LJN86g1T2sOgCirXcIT1yePlIQJtZ3euLAGSyvLIpqyiL5Yip4XS8jI5zVpp6K1ZIHROEYLX96U7BVl+QqZbPIlY1vXFeFx/efUcrpY7cswvLKyZg+2YXtdyxVXY7Jihle9JgpY5wejsj+9MqpWl5ze0Zw5sIgnFkOdPZ5sftQKzatrEGGA5g9LR//9NoJAEDjmlrsOHAmoA18zj2IR179GHfWVYb8jVPtUiTkDtvg6y21QQpd/V4UubKxcUVVQPxVleSisli7fvIvI5XFOWhYXaOsdfrs/21BdqaAPQ0rMDzmM7R2rihK+OySV/U6L5b1N9mD2nXYtg2L8ZWF5arx/P2vLsBjr32M0XEJDatrUFnswswpuVhSMRmZmVY8xxLK6umCieLJqin9/dtArW4PPvj0UsDSt68c6cC2DYuVJRDlslySm4UMRw1+8c6V1/qXH7dnJKQd1LimFj2eEU49n2Jicd60+hwAhMT9IzcvxE6/Pj69cqCW9/2XjwnXn2akPRZN31+6iTZ2HA4BN84rxZhPxNa9R1HkykZOVkZA35LZvBguJzqzHHBlZ+Dun70XEEcPvnwsJFfqDShmny7Fin/7QKu/ddmMyRAEhCw35HAIWF45OeA6UL6HJ+ewDAewpb42YJtb6muVh53NYDkwrtCZhW9cV4Xn3mvDxhXV2PXmlWvs+780G395/Uz85M1m9A6N8lqGLBH1IAmZIAiPAfhXSZIuXf53EYDvSpL0oFWfYQdGOhccDgFXT8vDzCm5mF9egOuvLsG0fCccArD28YMhDdRdG+uwqGIyHA4B73xyURkgITOaMLUapx98egk79p9lh3USM7J+l1ps/v3LH+Ffb1uC010DqgMguvq9aHUP48k3Atd3iraCNtO57U+r82NOaT4vvChhjJS/cE9QyDF96/LpSuNafs0DLx7Da42rkJnp0B1kF678RMNo5wbXHCWyPyPlVC2vvXKkQxkE0dk3cbP30fWL8E+vnVA6yuTBE4srClBbmq+0bTetrFFuDAC8+UbRMTpAEZiov26vmx4Sfw+8eAxLZ0zWXDfev4w01s9SXet0eMyHFTVTDO1zi9ujdBTL+yBf58Wy/iZ7ULsOk29grJw1JeAGhHdMxL/sO6Fc88vX6b+9d1XMBkgA7Jil5GblIB+5DVRdkovhMRG9Q6MAJq59tq6dhxvnlWJRRWFA/fPuOXdIPeFffrIzHCH10I4DZ7CnYYXqPvCaKjnF8ryptc2buwdD4v6hlz9SBjmEKwdaeV8QjPWnGWmPRdr3l26sip223iGlvanWtxRJXtTLidvvWIpRnxgSR63uYVRMduI1A211gINpKHb82wda/a27NtahYXeTatmrLM7F3LICzRzW2efFL95pDXi49BfvtGJZ5WRUTzHX/mA5MC4zQ8Dj+ycG9f3w9VMB53T7709j8w2zlD4qXsuQFSwbJAHgy5IkPSD/Q5KkXkEQbgKQUoMkzHQuBDdy3/nkoup7szIEpSERTcJUa5xuqa/FL95pVT6LHdapSys2T3cNYOeBKxf0/rEaqwraTOe2P63Oj31bVvHCi2xNryz5l01BgG4dojXILtZPFhnt3OBTiET2F0k5rS7Jxda185SpojMcQF1VMWYU5SgdZQCUwROvXd6W3LYNl9uIzDIyQBGYiN3Z0/JNxV9wGZGnV4+mPazVDve/zqPUpXX+m1p7ML0oR4nl6pJcvHasU/WhiO5BL66eFrt8yY5ZSmaxGOSj12cRXP+EKz9Doz7V/Rsa9al+Nq+pklO8z5veIAf/f2uVA624dQgw3J8Wrj0Wad9furEqdsz0LZmldS5b3B7VOCrOnWSorQ5wMA3FjpEy0dTao1n2wuWw0gIneodGAx4ujbT9zHJgXI9nVLefyTs+8Ttey5BVrBwkkSEIwiRJkkYAQBCEHACTLNy+LUTTuaD13tKCK++NJmEGJ3YBAu7b86Eysgpgh3Uq04ovyW9ppuBYjWUFbbRz25/WReD5fi8vvMjWwpUl/7JppA6JpPxEw2jnBp9CJLK/SMqpkgPK8kOm+dXLbf5rFfPmGyWCwyFgXnmBqfgLLiN7329XXUrGTHvYyHUepS6t8+8TAweoRxKvVmHHLCWzWD7cYXRAnpH2kNE6gNdUySne5y2SPj5/anErL/WptySZWfHuu0hGVsVOcExYnRfVzqUV7QcOpqFYMVImfIFFL6Ts6eUwK9vPLAfGubIzdfuZJAm8liFLWTlI4t8A7BcE4VkAEoC/BPBzC7dvC9EkRyPvjTZh+if25u7BgKf/AHZYpzK1+Hp0/UI8ceAMAPXKw24VtF7nBy+8yM70ypJ/2dz7fnvIenZ2adQZKWN8CpHI/iItp1o5QK+dIOe3bftORH2TmShSM6eYuz4LLiOdfV7saWrDnoYVGB7zRdQe5g3o9FZdkhuyNnfjmlrsaWrDhuUVAa81G69Wsdt1H5EZic6x4cqP2f3jNVVyivd5i6SPzx/zvn1YFTuJ6FuyKo7Yp0uxEK5MbNuwGNt/fyrgPWbKntV5lOXAmNKCSdhSX4vn3msL6WfatmExKiY7sWF5Bes0sowg+Q9BjXQjgiAAmA5gAYAvAhAAvC5J0n9EvfEI1dXVSU1NTTHZtihKaHF7IkqO0bw3kv3kOocxZ9mBtCJmg+OrssiFtt6hpLkgYszGha1iNl34l82yAid8ItA9mBzl0l+CyqilG2bcUpwkLNfGu5zK+a3HM4KsDAeGRn0oLUiu3EYAkrx9YOYaK1ZlJJ7XeQTAZjE7Pi7i7WY3mlp74BOBV492YOvaeapxxVhJa7aK22Ri93Jjh3ooRhizlyXivCV7H1+C2C5mrYydVOlbogDs84qCXpmoLHLh9RNdyVLfJpuY5VpRlHDgVBeOtvfBlZ2B6ZNdEBzA3NICzJzCPEcR0wwcSwZJAIAgCO9LkvQ5SzZmgXSrEILJFURXvxeu7EyM+Xwozp3EBpP1bNf4ThT/mIvm5ojdOz9SAGM2DqwqD3aUgDLKC0ZKRgnNtbEqp6mc2yi92gdWDHpnOUg428Vssl3HMJYTwnZxS7GlVc6SKF8wZv2Mj4s43tmHzj4vygtzsKC8AJmZjkTvFgWyZczaucyzPZBw7POKIaNlj+XAtJjmWlGU0NbjQVf/CDyj46gqzuUACYqWZvBYudzGIUEQPi9J0nsWbjNtmEnE4V6rNUJ1eWUxEwmFsOIiz8pR0Zx6ipJdop4M0qsbrGzss4wS2V8syqmZ3JboDoZEfz6Fsts5ibSMGCkHdvuuFD/RxFW8YyaRT7KzjJAdRBOHRt8brpzxmiq5iKKk+kTyjfNK0dY7FPecxlyaXILLvChKaO4etOxBs0i3k2Qz2xBp0rupHq6+ZTmwp9YeDwaGffCMjGNo1If2Sx6smjWN54QsZ+UgiRsA/JUgCK0APJgYmSFJkrTYws9ISWY7ncO9tsXtUf4OAN4xEfc//yHmNq7iBRgFGB8X8dKRDjz40kcBaxyuX1JhaqAEY47oikSUB726AQAb+0QUNaO5LdEdDIn+fAqVSuckXDlIpe9K8ZGomEnU9RvLCNlBNHFo5r3sJ0ktaudz274TGPOJ2Lr3aNwfkGAuTV5WnT8rtsM8RalAXp7hTNcgHt9/xnR5YDmwn097Pfjs0ggefuW4cj6//9UF+LTXg6oSnhOylpVzgn0ZwNUA1gD4KoB1l/9LYWgl4ha3J6LXdvV7lb/LvGMiLgx4Y/gtKBkd7+xTBkgAE3Hy4Esf4Xhnn6ntMOaIrkhEedCrG8zUMUREWozmtkTnnER/PoVKpXMSrhyk0nel+EhUzCTq+o1lhOwgmjg08172k6QWtfO5bnGFMkACiF9OYy5NbladPyu2wzxFqaDF7cHR9j5lgARgrjywHNhPV9+VARLAxPl4+JXj6OobSfCeUSqybCYJSZJaAUAQhGkAnFZtN1WIooRzFz1o7fEgNzsTpQWTUFk8MeWPXiIOHq1m5LWlBU44sxwBr3NmOTAtn6cllUUyxVpnn3o8ne/zYskM458dacxxekBKRfHMwXIZOt01gHtW1WDv++3o7JtoxMt1gyTBcB0TyWez/BKlLv9y7srORFVJDlrdw8rf1XKbVlu1xzOi/D2WOcNMu5riI5pzEq+6xujnhKvjGX9kViQxo9e3YFSi+gxYRigWzNYVbs8INq2sgXD5JfI1lJE4NBPD7JtLLWrnM8MRm2vtcOKVS+PRDkvHfoVIz1/wsXJ7RiJqQ/hvo7yQeYrsL1ye6Or3QlTp+yxyZaN7YCTqazyKv4ueERS5snHr8unId2agYrIL5y56MDLugyhKKV9PUHxZNkhCEIQ/B/AjAFcBuACgCsAJAAus+oxkpTb91Zb6WtSW5mHNnFJTidjIa6tLcrH9jqUh021Vl+TG9otSwkQ6xVp5YY5qPJUVmmsERBJznB6QUlW8crBaGWpcU4vdh1rR2ecNqBusbuyz/BKlPrVy/uj6hXjiwBm0uoc1c5taW7WqJAcdl7z4i2f+FPOcwQ4O+4lmMG086hoznxOujmf8kVlmYyZc34LRspGoPgOWEbKa2bpCFCV8dsmLZ95qDriG2tPUZigOzcQw++ZSi9r5/HxVcUJyWjxyaTzaYenarxDJ+VM7Vts2LDY0iF1vG9vvWIqddy3D5l9+wDxFtmQkT5QWOJEhBPZ9lhc68Y3rqvDNZ8P3QbC+tp/KYhe+cV0VnnuvDXfWVeL//fWRtKonKL4ESZKs2ZAgHMHEUht/kCRpmSAINwD4uiRJDZZ8gEl1dXVSU1NTIj46RHP3IG7acTCk8dOwugb1c6dhaNSHcZ+EB18+FtDprFbYjTYg5RF2Fwa8mJafHiNxE8SygxpNzGrF2Gth1s4aHxfx0pEOZckN+QbI+iUVcDgEU6O5zcZcpPtMUbNFzKY6I+Uh2icmtMrQppU1eOatZqVuAGB5x0Ocy6+llRfjluIkprk2Hk9caZXzPQ0rMDzm081twTln18Y6NOxuikvOSNfOVgvELGYjPSexqmuCy48kAV95wvjn6NXxjL+4snWb1mieNhszen0L65dWmCobiegzYBmxd9wmI7N1hdbrd22sw8pZUzTj0L9MG+2/839fEvfNMWb9BJ/PyiIXXj/RZVlOi1XdEYl4XPPH6DNsH7ORnD+93CVfZ0XahvjtvasgCDCUp9Jx5o84YJ+XDiN5QhQlHDjVhTNdg8qSG431s7DrzWZLrvFiIQXKUkxz7ZmuAXx151tKHzfvH5EFNGPWspkkAIxJkuQWBMEhCIJDkqQ3BEHYZuH2k5bWNFqiBOw/eQE79p9VRoBWTHaiyDUJGQ7g3XPukCTpcAhYu6AMcxtX6SZth0NAzdQ8Jos0EelUbZmZDqxfUoHaaXno6h9BcW42JEhovzSEjzsHTDXYzcYcp1qlVKZXHkRRQluPB4fbLuGBF49F3KmhVYYWVxTgtcZVAXWDkXrDDJZfosSJ1w0mrXI+PObDipopmu9Ta6tqbaur36t8llUdA0bbyhQ/kZ6TWNQ1auXnh7ctMfU5enW8VfGXAp1mac1MnjYaM/5LrGn1LZgtG4noM2COJquZrSu0Xp+VIejeFFR7grtishPFuZN0Y5h9c6lF7Xzq5TQz9Xks6o5oxOOaP137FczW/V39XgyP+TRz12sG40DreHcPerGiZoqhZfDSfKAjJYBW3J7uGgAAJebXzCnFrKl5WF5ZhKHRcdNLD8ezvmZZ0ieKEk6dn7jmEYTELGtF6cXKQRKXBEHIA3AQwP8RBOECgHELt5+0tKbRcgiA7/KvvGMitu49it/euwqnuvRvTvMii4JFM9VeZqYDiyomo+PSefzFM++qjrb0jom4//kPMdfCUXqcapXSkdwQPnm+P+oyplWGakvzQ7Zhdb3B8kuUOC1uj9JOBGJTRwPRlXO1nKO2rTGfpDwVYmXHANvK9hPJOYlFXaNWfs5cGLD0c6KNP3aaJT+zeTpczPjHxD2rajT7FpKlHcYcTVYyW1dMyzdft6iV6a17j/IpRgKgndPM1udW1x3Risc1fzr3K5ip+71jIrbUz1I9VqUFTsNxEO3xjtd1KJE/rbg91tGP+/Z8GJBXq6fkoXrKRCw2dw/aNr+wLOlrcXuUa3TA+iWkiYI5LNzWzQCGANwHYB+ATwB81cLtJy15XSP/gr2lvhYlrmz85nC78jrvmIi2HvUkee6iJyH7TslBLca2bVgMt2cEzd2DEEX9ZXWCK2dRZ7RlLPeZ631RqhFFCc3dg3jnk4to7h7EuYsTZc2KMpbIMsTyS3ZRMaMSgiBE9FMxozLRux8RvSeurKTVtqgsclm2rYdePhbS5m1xs81LE2JR16iVn+eb2vHYLYsSWqf5txeOdVxSvR5k2UgeVudp/2u1ve+346+/ODukb2Hx9MK4xGxw2zbcdSZRrJmtKzIcwJb62pAylOHQju94tb0otWjdBNOqz7XirNXtSUiujcc1P/sVtAXHz/NN7SG5y8yxEkUJDgFRtXmZCykR1PJE45pa/OZwu25etSK/xKrdy7Kkr6vfi+eb2tG4phavHOlA45rIcx+REZbNJCFJkkcQhCoAtZIk/VwQBBeADKu2n8zkabTm3LsKbT0euLIzkTspA9/55WF09l1Jfs4sB1zZmapJ8vhnfchwAJXFkU3bRqnNf6q2rn4vxnwSHjKwRqbetK2xHqXHqVYp1YWb0jvaMqZVhoCJEdP+dQMAS+sLll+yi8/aP8WdP307ovfu+avrLd6b+IjXE1cOh4Ab55Vi18Y6NLX2wCcC239/ClkZDqVNIS8f1NU/As/oOKqKczFzivoycME5w+0ZQat7OOB1nDaRgs0vz8fP774GQ6PjqNSILzPUyk/v0CiWV042PFWxVeR2uNszgs8uebF171FlRjdOKZrcrM7T/h2pnX1e/OztFmy+YRZqp+VjsisLpQWTAvoJoqXVz8BZTsiOzF6XdPZ58Yt3WrFpZQ0EAZAk4BfvtGLpjMmqS47eOK8UruxMU2WafXXpQ+9cm11KQqvu+ODTS+j3juMrC8uRmWnls4764nHNz34FbcHxI+eun999DSRIho6VWluzyJWNhtU1mF2aj3llBapta624TueZPyhx/PPE6a4BHOvox+5Drco9Na28Gkl+8Y/98kKn6aXIjdb/LEv6puU70Ts0it2HWnHr8ulwODDRnz7uw4wiFz5fXcx6gixl2SAJQRD+O4AGAMUArgZQAeAnAOqt+oxk5nAIuHpaHq6eNpGwRVHC1rXzQhJt7qQMNNbPgigBe99vR2efF84sB852D+Js9yDmlhVg7YIyAGAHBQWQp2oDoExdDWhP2eTfyXXfF2uVuAOAN09dwJb6Wjy+/0xAfFk9So9TrVIq05vSe+/7EyNidxyIroz5lyFRlHDuogcnOvtx5sIAnm9qR+/QKHbetQyj45Ll9QXLL1FiyE9EBJfpSOrocBfxbb1DaNjdFHDxLrcpqktyceBUF850DYa0F7TWTjayBAc7BgjQnqJ65pTo2qJa5QdAXG9m+X+/TStr8MxbV5bgEiWWjWSnFWeVRa6QgazhYk0UJYz7pICY6OzzYucbZ2My1b/eQAhODUx2Zea6pLRgouP9yTfOAgDKC524vW46BkfGcep8P4pc2ejs8yrxvWtjHR56+ZjhazcOJkofoijhwKkuHG3vgygBGQKwaHoh1swpjeiGslrd0bimFrsPtaJ3aBRFrmysnDUlrnEUj2t+9iuo0xrYOzV/UthjFdw35MzKUK7XOvu82LH/LJxZDrzWuEp1gIRWDrPyOpTIDP97Hvft+dBwXlXLL0YHA5tditxM/c+ypC/DAfz9uvn4x1c/xpNvTOSrh9bNx4uHP8V9X5qT6N2jFGTZIAkA3wFwDYB3AUCSpDOCIEyzcPspJXg029Q8J865B3HbT94JaAzvaWrDnXWV2H2oFRs+N11JxgDYQUGqjI5Wlzu5ilzZECAoFb+yHExuFp5vWIGhMR9HcxNFQG9K7wdePIbdh1rDjuA3Sq0xLneoHG3vM9WwJyJ7s+qJKyMX8eGmgYwmv7BjgPTE6mas1jXY2scPxvVmlv/3E4TAJbisGkhJiaOWpyuLXHj9RJfpG6ctbg8eVLlBu23D4pjEhF7ZM/tUNJEd+bc/ilzZ+MZ1VQGDPeVrKHmgRFNrD1rdw9h9aGL2iQwHUD93GhZVTFYtuxxMlD7aejw40zUY0pc2a2oeqqfkmW7rynVHyd3X4ODZi5AkBDwt3dTag+lFOYyjNBHptZLaNd5D6+YrA8BkWvV3uBzGmT8okaLtQzAzGFhvmWS1PGym/ucsOvo6+7z4/fHzePKu5TjSfgk+Edj15if4f74wCy3dg7iqkHUhWcvKQRIjkiSNCsJEYRYEIRMAF6jElRGcrT0e5GZnBkyH6T8N+rH2voBR6zsOnMG/3rYE//zaCfQOjUKSriRjyWSipvQhjzYucmXj1uXTIQgTI9rLC50BTy65PSPwjom4dfl0/PgPpwMq8cf3n8HmG2ahssSHa6pL0OL24N1zbk4VSWSC1VN66z3xrdYY33HgDDatrIGWNwqhAAEAAElEQVQoISAfABM3YILrC04LS5Q8rHjiyn+wpJwfTp3vx/zyfFRPmdiu3hNwXf1euLIzlOmqgSuzoPV4RgDoP5nPjgHSo3Uz1khs+Quu2yqLXGjrHVL+7RCAzb/8IO43s4K/X/AsAXua2rCnYQWGOVg5aQXn6ZaLg2h1e/DwVxfANSkTHZeGsG3fCcwty9eMNVGU0D0wgq8uqYAECVvqa+EZ9UGSgIrJzpjEhN5ACE4NTMlI7RpHbn90D4zgm8/+SfUaSn5y0Xc53Dv7vMrsE9dfXaL69PW5ix6cuTCAH9y2BB2XhvDzt68MtmBfXWoRRQkX+kcwPObDPatqlDbw4/vPYHllESqLc9Hi9qDIlYU9DddhzOdDce6ksPW5wyFgav4kPH2wOSTX+kSEjSNe0ycP/6UwsjMcGBr1BZwzI9dKaudbrW/okVc/RsPqGuzYf1Z5r1b9HW5AJGf+oGBW5p1w24q0D0HebovbozprlNZgYDPtXrODiVmWtJUWOPGVxWXIyhBQMyUPxblZ+LjjEr7/78fxg9uWsE1FlrNykMR/CoLwAIAcQRC+BOD/AfCKhdtPSmoj1LbU16K2NA9fqJ0W8jRJ8Kj1010D6B0aVX7vn4zZQUFqqktysfOuZQHTX1eV5GBGsQsPvvRRwNNHVSU5IU+vARP/HvWJKCtwcqpIoghpTrV8eZCcmQZduCe+tRrjggAUTMoIeUJqS30tygqchrdPRKmnq9+LIlc2Nq6oCng6uaokN2Awr9aTGg4BOHcxC//zD4FPXx44eR4dl7z4i2f+FNESHESA+gCdqpIcw7EFhNZtVSU5uHdNbUB7+LFbFhl+si5W309t5oita+dpPqVMyUcUJRxuuxTSFvvL62eixzNieMrexjW12Pv+xHJqG5ZXxGRf9QZCcAYgSjZ61zg1U/N0r6HkPpPtvz8V8He1fjetfr9vr67BT95sRu/QKPvqUojeLI6dfV6M+Xyqcbe80tga6tUludi2YTG27j0aMtOwXu7nNX3ykM/Vtn0ncGddZcjsYfI507tW0jrfU/OzVfNaZZFLqd/16m8OiCQzrMw7Rrdltg8hXM7WGgy89/12U0uRs+xY56p8J5okBxp2v68c+4f/fAEAYHh0HNPyCxK8h5RqBEmyZrIHQRAcADYBuBGAAOA/ADwt6XyAIAgzAPwCQBkAEcAuSZIeD3qNAOBxADcBGALwLUmSDofbn7q6OqmpqSnCb6PPzAi55u5B3LTjYEiCbFhdg/q503DnrkMhf/Mftb5r4+fQ1NqLFy6vLS9XDgDY+LUHyw52NDEbHJMCgC/7xd13bpgVsNYxgMvxVYf3W3vw0zfV/1YxOQdfeSI0fmOx/i3FjS1iNl3IZTPcCOdw9YpWXSKXRb265pqZxbjn500hf/vtvatw9bQ8Q9tPMEsrNcZtahEEAXf+9O2I3rvnr66HVe1gFbbMtf65xpWdiXebL2L75UEOsuCyr5XHPrkwqNpGePZbn8fdP3vPrvmEtNkqZtU6s3ZtrEPD7tD6TCu2gus2rfZww+oavNDUHjAD2y3LKpQZVWJBbQDHIzcvQlaGwCc/jbNVzOrRa6fdOL8UruzMkDag3nvmlhXE7Lo/XAe10bYtaUqauE0FkV5D/fzuazA1f5KyTM62fSewbnEFMhzA56uKcV1NCTIzHWE/p2F1DQDEtMzGAWM2iNb53rSyBs+81Yw9/30F7nwqtK/XTFt4fFzE281uNLX2wCcCrx7twNa183TjyObX9KZE+WS67WNWPldyzERyzvzPd3mhE7cun44MB/BntVNx/wsfotU9HLDNLfW1WHBVYdi2JgfbJETS9nlZmXdilcP0crZ8/+21xlWoLslVBi/Jdf61M4txVWEOugy0e9Ow7MQs1za19OC7L3yIdYsrlFlLXznSgUduXgiHQ8D1NVNS9ZhSbGkGjWUzSUiSJAJ4CsBTgiAUA5iuN0DisnEA35Uk6bAgCPkA3hcE4feSJH3s95ovA6i9/HMtgP99+b8JYTbhaY1MFyUoo9WC/yaPWt9+x1JcXzMF04tcuP7qkpBkzCmKCVCPyeCn4rRmi8jKEHDLsgpUleTigRePBcwycX1NCd5r7eGyLkRRMDLC2Ui9Em7aNrUn+x67ZRGWV07WrGu6B73KIAmuMU2U+tRyzSM3Lwz7FL1WHrswoJ43+obHmE8oampTqZqtq4Jfr9UeXlhRiJysjICnhOaUFSgzqsTr+/FaLnVpxa4rOwOnuwYDrsPkNqDWe5bNmIw/mz0tYbHJGYAomURyDbX9jqX4fPWVJ/5vnFeKMZ8Y8FS/0Ws1UQI+VxnbMkvxp3W+MxzA9juWYmjMF3VbODPTgZWzpmB6UQ4uDHixYXlF2HZCqlzTp8ONRvlcabVNjZwzeRvlhc6AmQF3vdmMR9cvxBMHzqDVPRzQN2Skbcs2KplhZd6JVQ4LN2uUMlOmQzBU52th2bFOz9BoyCw7jWtqMTzmQ/2cUh5TspxlgyQEQfgjgD+/vM0PAXQLgvCfkiTdr/UeSZI6AXRe/v8BQRBOAKgA4D9I4mYAv7g84OKQIAiTBUEov/zeuFNb20tv3VqtqXYcAlBeqP63VbOm4NZlVxrAWp0Q7KAgQD0mH3jxmOp6c8GxVlrgRPWUPFQW52LpjMkhlTiniiKKPSP1SriyqNcYF6XwyzOxrBOlPrVc89DLHxlenzaYVt7Qat8yn5BZatc6ZmJLK0ZD2sN5k9D4qw8MX99Zhddy6UMrFqdPduFvfn1ENfa03lMVh85WxialimiuoWRtvUPKzRLA3LWaQ0BcyizFl9b5rp87DYsqJqPF7bGkLWw2F6fKNb3ZfvdkJJ8rIPKltOVt3Lp8unIjEZg4Xg++9BH2NKzA8Jgvohu1bAeQUVbmnVjlMK3tBt9/A4zV+XpYdqxRlJMVktd2HDiD3X95TcBMXkRWsTKqCiVJ6gdwK4BnJUn6HIAvGn2zIAjVAJYBeDfoTxUAPvX7d/vl3yWE3qg2NfLIdP/Gz5b6WiyeXogF5YUhf5NHrddMzeOFFBmiFZOzS/OV2HrlSAceXb8wJNbkdbTkSnxFzZSA2FOLX647S2QtI/WKkbIYTTlmWSdKfUbaC2bKvlbe0GrfMp9QtMzWVcGv12oP6z3xSWQFrT4BvSdI2TYjil4011CySK/V5H4/ltnUoxVXiyomw+EQEpa/U6XeMNvvnozkc/XKkQ40rqmN6losw6Helhge82nmNSKrWJl3YpXDtLardv8tHfJPMhgbl1TPw5gvZsvlUpqzbCYJAJmCIJQDuAPA35l5oyAIeQD2Arjv8kCLgD+rvEW1RAiC0ACgAQAqKyvN7IJhZke1ySPT59y7Cm09HriyM1FaMEmZ4orT8KQ3K2JWKybnlRXgNb/YqixyYXllkalYY4xSsHjk2XRjpF6JpiwaeW+ql3XGLSWbWMSs0faCFbkllfMJqYtHnjUbW2qvV2sPW/XEJyWXeLYNtPoEfKL2E6TMpaSGbVpzrChHZq7VtPr90lkqxqyRZYkSkb9Tpd5I9IwYcW3TluWjxzOCPQ0rMDTqm5jt1+S1WMXkHOx6s5nt2DSXqFxrZd6JVQ4zs91E5590ohezZZPVz0NZIc8DxYYwsYqFBRsShNsBPATg/0qS9D8EQagB8ANJkjaEeV8WgFcB/IckSdtV/v5TAH+UJOlXl/99CsAXwi23UVdXJzU1NUX4bbSlw9poZIplJz3SmGVMkkkJj1kKxDIclqUHgXFrrYoZlfis/dPwL9Rw1fQZ6Pi0LeL3C4KAO3/6dkTv3fNX18OqdrAK2+Va5hoKw3YxGy8sG0kr6WOWsZeWkj5u0w3LKWOW4suCMpdWMcsclRLY52UTLE+mxCzX8jxQjGgGj2UzSUiS9AKAF/z+3Qwg3AAJAcAzAE6oDZC47N8BbBYE4TkA1wLoCzdAIpbiMTJXFCW0uD3o6veaGkVK6SnamGS8ESVWsj3xwZxB/j5r/zTiQQrAxEAFsp5WOU2mXEMUL0bKBus+igU75WXGOKUTM/Fup3JKqYH5Vh/LnDl6x4uxRhRKr1ww/9iDwyHgxnml2NOwAp19XpQXOrGgvJDngWLGskESgiDMBvC/AZRKkrRQEITFAP5ckqRHdd72XwBsBHBMEIQPL//uAQCVACBJ0k8AvAbgJgBnAQwBuNuqfY6UvGZhzdQ8y7fNkVIUiUhjkvFGZA+xrFesxJxBZH/hymky5BqieNMrG6z7KJbskJcZ45ROIol3O5RTSg3Mt8awzJmjdrwYa0ShjJQL5p/EE0UJr5/oYv6iuHFYuK2nAHwPwBgASJJ0FMDX9N4gSdJbkiQJkiQtliRp6eWf1yRJ+snlARKQJnxHkqSrJUlaJElSSs8X1OL2KAkAALxjIu5//kO0uD0J3jNKRYw3IjKDOYPI/lhOiazFMkWpjjFO6YTxTonE+KN4YawRhWK5SA48TxRvVg6ScEmS9Keg341buP200NXvVRKAzDsm4sKAN0F7RKmM8UZEZjBnENkfyymRtVimKNUxximdMN4pkRh/FC+MNaJQLBfJgeeJ4s3KQRIXBUG4GoAEAIIg3Aag08Ltp4XSAiecWYGnxZnlwLR8Z4L2iFIZ442IzGDOILI/llMia7FMUapjjFM6YbxTIjH+KF4Ya0ShWC6SA88TxZuVgyS+A+CnAOYKgtAB4D4A37Zw+2mhuiQX2+9YqiQCec2d6pLcBO8ZpSLGGxGZwZxBZH8sp0TWYpmiVMcYp3TCeKdEYvxRvDDWiEKxXCQHnieKt0yrNiRJUjOALwqCkIuJwRfDAO4E0GrVZ6QDh0PA2gVlmNu4ChcGvJiW70R1SS4cDiHRu0YpiPFGRGYwZxDZH8spkbVYpijVMcYpnTDeKZEYfxQvjDWiUCwXyYHnieIt6kESgiAUYGIWiQoALwP4w+V//w2AIwD+T7SfkW4cDgE1U/NQMzUv0btCaYDxRkRmMGcQ2R/LKZG1WKYo1THGKZ0w3imRGH8UL4w1olAsF8mB54niyYqZJHYD6AXwDoD/DuBvAWQDWC9J0ocWbJ+IiIiIiIiIiIiIiIiIiIgoalYMkqiRJGkRAAiC8DSAiwAqJUkasGDbRERERERERERERERERERERJZwWLCNMfl/JEnyATjHARJERERERERERERERERERERkN1bMJLFEEIT+y/8vAMi5/G8BgCRJUoEFn0FEREREREREREREREREREQUlagHSUiSlGHFjhARERERERERERERERERERHFkhXLbRARERERJRdHJgRBiPinYkZlor8BEREREREREREREUXAiuU2iIiIiIiSiziOO3/6dsRv3/NX11u4M0REREREREREREQULxwkQURERESJcXk2ByIiIiIiIiIiIiKieOEgCSIiIiJKDM7mQERERERERERERERx5kj0DhARERERERERERERERERERHFAwdJEBERERERERERERERERERUVrgIAkiIiIiIiIiIiIiIiIiIiJKCxwkQURERERERERERERERERERGmBgySIiIiIiIiIiIiIiIiIiIgoLXCQBBEREREREREREREREREREaUFDpIgIiIiIiIiIiIiIiIiIiKitMBBEkRERERERERERERERERERJQWOEiCiIiIKIlVzKiEIAgR/1TMqEz0VyAiIiIiIiIiIiIiipvMRO8AEREREUXus/ZPcedP3474/Xv+6noL94aIiIiIiIiIiIiIyN44SIKIiIgonTkyIQhCoveCiIiIiIiIiIiIiCguOEiCiIiIKJ2J4xHPRMFZKIiIiIiIiIiIiIgo2TgSvQNERERERERERERERERERERE8ZDwQRKCIPx/giBcEAThI42/f0EQhD5BED68/PP38d5HIiIiIiIiIiIiIiIiIiIiSn52WG7jZwB2AviFzmsOSpK0Lj67Q0RERERERERERERERERERKko4TNJSJL0JoCeRO8HERERERERERERERERERERpbaED5Iw6DpBEI4IgvA7QRAWJHpniIiIiIiIiIiIiIiIiIiIKPkkwyCJwwCqJElaAuAJAC9pvVAQhAZBEJoEQWjq7u6O1/4RRYwxS8mGMUvJiHFLyYYxS8mGMUvJhjFLyYhxS8mGMUvJhjFLyYhxS8mGMUt2YvtBEpIk9UuSNHj5/18DkCUIwhSN1+6SJKlOkqS6qVOnxnU/iSLBmKVkw5ilZMS4pWTDmKVkw5ilZMOYpWTEuKVkw5ilZMOYpWTEuKVkw5glO7H9IAlBEMoEQRAu//81mNhnd2L3ioiIiIiIiIiIiIiIiIiIiJJNZqJ3QBCEXwH4AoApgiC0A/g+gCwAkCTpJwBuA/A/BEEYBzAM4GuSJEkJ2l0iIiIiIiIiIiIiIiIiIiJKUgkfJCFJ0tfD/H0ngJ1x2h3LiaKEFrcHXf1elBY4UV2SC4dDSPRuUZpjXBJZj+WKolExoxKftX+a6N0g0sQcRxQ/LG+UaIxBovhimaNUxdhOfjyHRNZimQqPx4jiKeGDJFKZKErYd/w87n/+Q3jHRDizHNh+x1KsXVDGQk0Jw7gksh7LFUXrs/ZPcedP347ovXv+6nqL94YoEHMcUfywvFGiMQaJ4otljlIVYzv58RwSWYtlKjweI4o3R6J3IJW1uD1KYQYA75iI+5//EC1uT4L3jNIZ45LIeixXRJTKmOOI4ofljRKNMUgUXyxzlKoY28mP55DIWixT4fEYUbxxkEQMdfV7lcIs846JuDDgTdAeETEuiWKB5YqIUhlzHFH8sLxRojEGieKLZY5SFWM7+fEcElmLZSo8HiOKNw6SiKHSAiecWYGH2JnlwLR8Z4L2iIhxSRQLLFdElMqY44jih+WNEo0xSBRfLHOUqhjbyY/nkMhaLFPh8RhRvHGQRAxVl+Ri+x1LlUItr59TXZKb4D2jdMa4JLIeyxURpTLmOKL4YXmjRGMMEsUXyxylKsZ28uM5JLIWy1R4PEYUb5mJ3oFU5nAIWLugDHMbV+HCgBfT8p2oLsmFwyEketcojTEuiazHckVEqYw5jih+WN4o0RiDRPHFMkepirGd/HgOiazFMhUejxHFGwdJxJjDIaBmah5qpuYleleIFIxLIuuxXBFRKmOOI4ofljdKNMYgUXyxzFGqYmwnP55DImuxTIXHY0TxxOU2iIiIiABUzKiEIAgR/VTMqEz07hMRERERERERERERkQGcSYKIiIgIwGftn+LOn74d0Xv3/NX1Fu8NERERERERERERERHFgiBJUqL3ISYEQegG0BqHj5oC4GIcPidSdt8/wP77qLd/FyVJWmvFh0QYs4k8dvzs5PzsRMdspOyeJ8Lh/kfOspgFoopbO51DO+0LwP1Rk4y5NtHHLdGfb4d9SIlcG2XMJvoc2GUfAHvsh533wS4xawU7HGc93L/o+O9fMset3Y9zLPA7xydmU+04p9r3AZLrOyVznpXZ5XjbYT/SYR9i3edlh2MYjWTe/2Ted8Ae98SS/Rj643dJLM2YTdlBEvEiCEKTJEl1id4PLXbfP8D++2jn/UvkvvGz0+uzEy3Zvzv3P/nZ6RjYaV8A7k+qSPRxS/Tn22EfEv35dmCHY2CHfbDLfnAf4sPu35H7Fx27759RqfI9zOB3Tt3PjKVU+z5Aan4nO7PL8bbDfnAfosf9T5xk3nfAHvtvh32wCr+LfTkSvQNERERERERERERERERERERE8cBBEkRERERERERERERERERERJQWOEgiersSvQNh2H3/APvvo533L5H7xs9Or89OtGT/7tz/5GenY2CnfQG4P6ki0cct0Z8PJH4fEv35dmCHY2CHfQDssR/ch/iw+3fk/kXH7vtnVKp8DzP4nVP3M2Mp1b4PkJrfyc7scrztsB/ch+hx/xMnmfcdsMf+22EfrMLvYlOCJEmJ3gciIiIiIiIiIiIiIiIiIiKimONMEkRERERERERERERERERERJQWOEiCiIiIiIiIiIiIiIiIiIiI0gIHSRAREREREREREREREREREVFa4CAJIiIiIiIiIiIiIiIiIiIiSgscJEFERERERERERERERERERERpgYMkiIiIiIiIiIiIiIiIiIiIKC1wkAQRERERERERERERERERERGlBQ6SICIiIiIiIiIiIiIiIiIiorTAQRJERERERERERERERERERESUFjhIgoiIiIiIiIiIiIiIiIiIiNICB0kQERERERERERERERERERFRWuAgCSIiIiIiIiIiIiIiIiIiIkoLHCRBREREREREREREREREREREaSFlB0msXbtWAsAf/sT6xzKMWf7E6ccyjFn+xOnHUoxb/sTpxzKMWf7E6ccyjFn+xOnHMoxZ/sTxxzKMW/7E6ccyjFn+xOnHMoxZ/sTpx1KMW/7E6ccyjFn+xOlHU8oOkrh48WKid4HIFMYsJRvGLCUjxi0lG8YsJRvGLCUbxiwlI8YtJRvGLCUbxiwlI8YtJRvGLCVayg6SICIiIiIiIiIiIiIiIiIiIvLHQRJERERERERERERERERERESUFjITvQOUXERRQovbg65+L0oLnKguyYXDISR6tyyVDt8xWfBc6OPxiY9EHWeeXyLj4lFeWCaJ0gvLfGR43OzHqnPCc0sUP2zb6rPDvtthH4jSWazLIMs4WYV1emyk43dOZnY+XxwkQYaJooR9x8/j/uc/hHdMhDPLge13LMXaBWW2CehopcN3TBY8F/p4fOIjUceZ55fIuHiUF5ZJovTCMh8ZHjf7seqc8NwSxQ/btvrssO922AeidBbrMsgyTlZhnR4b6fidk5ndzxeX2yDDWtweJZABwDsm4v7nP0SL25PgPbNOOnzHZMFzoY/HJz4SdZx5fomMi0d5YZkkSi8s85HhcbMfq84Jzy1R/LBtq88O+26HfSBKZ7EugyzjZBXW6bGRjt85mdn9fHGQBBnW1e9VAlnmHRNxYcCboD2yXjp8x2TBc6GPxyc+EnWceX6JjItHeWGZJEovLPOR4XGzH6vOCc8tUfywbavPDvtuh30gSmexLoMs42QV1umxkY7fOZnZ/XxxkAQZVlrghDMrMGScWQ5My3cmaI+slw7fMVnwXOjj8YmPRB1nnl8i4+JRXlgmidILy3xkeNzsx6pzwnNLFD9s2+qzw77bYR+I0lmsyyDLOFmFdXpspON3TmZ2P18cJEGGVZfkYvsdS5WAlteOqS7JTfCeTaxr09w9iHc+uYjm7kGIohTRduz8HdNNup0LszGcbscnUSI9ztHmJJ5fIuPiUV78P6O80InG+ln44W1LIEmIuM1BRPbFejgyVh03q67t0lHwsasscllyTlgmiOInFuUtVrkhXvz3X5KAnXctS+i+MycSJVasyyDbtGSVePdXAUBVSQ52baxDV783ZeOO9bAxdslBdj9fgiSlXiEBgLq6OqmpqSnRu5FyRFFCi9uDCwNeTMt3orokFw6HkPB92nf8vLKujVzI1i4oi2jfTH5Hy748YzaUHeMtFiKN4QiPD2PWJLPH2aqclC7xb4ClXzpd4jbdxKO8iKKEth4PDrddwgMvHgtXvplrKdkwZoOwHo5MtMfNRDuKMRtE69jdOK8Ubb1DUccyy4QlGLdkiJXlLcrckPCY1dr/+eX5ON+fuHzEnGhbCY9Zio9Yl8FkbNMCjFs7ild/VYvbgx7PCDouebF171FL7pPpSHiuZT2sz+p7plbsT4LPl/YNXg6SoFiSg7+r34vSgsiCP9w2mrsHcdOOgwHr2jizHHitcRVqpuZZ9l00JLxCIPOsiEsrPyfOMcyYjYLaOQUQ8DuHAKx9PGE5KRXxgpFixr9MT8t3IsMBdPZp52wT+Zq5lpINY9ageLUjrZYs+52MeTbex1br8xJ8XUzG2CZuKTX454PyQid8InBhwNLcENOYNZI/45XbkqWepLCYZ1OcmbKayHKdiDYtwLi1m0hiMJq4jeP1AHNtjFiVt1L52jDCY6T5gkxrd4/oCitGKxnZRle/N6CwA4B3TMSFAW/SF3iyXrxG0Zn5HMZwclA7pzvvWobRcSngd4/dsghFrmx09nmV9/J8EtmPWpneUl+LX7zTit6hUdWczXxNlN7s9jSGUcm038mWZ+N9bPU+L9mOHRFFxz8fFLmy8Y3rqvD4/jNJkxuM5s947H8y1ZNE6cxMWU10ubZr7qX4iSQGo41bxl1yszJvpWosxCK3OyzeRyJFi9ujBCswUQjvf/5DvNfSY3gNHK1ttLg9ymtKC5zKejYyZ5YD0/KdFn4bsptI11QyElNWMPM5jOHkoHZOj7b3hfzugReP4fa66QHvVTufdlkXjCgdiaKEYx2XQsrv4/vP4Nbl0zVzNvM1UXqLZTsylu2CeLV/rZBseTbex1bv88oLnWisn4XNayZ+ygudtj52RBQZub744+kLOHW+H0WubNy6fLoyQAIIzA12zatG82cs918+lu+19CRNPUmUDrTaxWbaXYlu/9o191Js+ceuWp9TuBiMNm4Zd/Zk9FrfyryVqrEQi9zOQRIUM1qjlQ6evYibdhzEvuPnw3b+6Y14klWX5GL7HUuVQi+PHpKnwafUI48Yu2nHQXz9qXcNxxNgLKasYOZzGMPJQe2cihJUz/Ps0nzd8xlNDBNRdOTyt//kBdXyKwhX/j84ZzNfE6W3WLUjY90uiFf71wrJlmfjfWy1Pq+r34uPOwew681m7DxwFk8fbMY3rqvCzruW2fbYEZF5/vXFX/6sCT99sxkbV1RhUqZDMxfZNa8azZ+x2n//Y3nw7MWkqSeJUp1eu9hMuyvR7V+75l6KneDY1epz0ovBaOOWcWc/Zq71rcxbqRoLscjtXG6DYkYerRS87o0kXRnhMzfMGjha2/Af8eRwCFi7oAxzG1fhwsDEmuJcOzC1aY0YCxdPgLGYsoKZz2EMJwe1c5ohQPU8zysrwGs65zOaGCai6Mjl755VNZrtFPn/g3M28zVReotVOzLW7YJ4tX+tkGx5Nt7HVuvzXNkZuPtn74XMjvTbe1fZ9tgRkXlq9cWOA2fwg9uWaOYiu+ZVo/kzVvsffCyTpZ4kSnV67WIz7a5Et3/tmnspdoJjV5TM1y3Rxi3jzn7MXOtbmbdSNRZikds5kwTFjNpopcY1tfjN4XYAxkb4qG1j24bFcHtGAqamcTgE1EzNw4qaKaiZmpf0hZ3UyVMTne4aiHjEWLxG0Zn9HMaw/amd00XTC1XP88wpubrnM9Ej2tVw+Q9KNpHGrFz+9r7fjsY1tQHld0v9RDtFL2czXxOlr2jakXo5K9btgmR7iiSZ8my8j63W5436RNUY6h5Mvqeg2SYl0qZVX3RcGsKW+lrNXGTHvGomf8Zi//2Ppdp1wbYNi1FZ5Ir6c4jIHL12sVreeOyWRXAICGkv2KH9a8fcS7ETHLtqdYteDIqiBIcAPHbLoqjilnEXKpHXF4mcbTwVYyEWuZ0zSVDM+I9WanV78MGnl7D7UCs6+yYSgJERPv7b6Or3Yswn4aGXj6HVPawUgLULymJSwEVRQovbg65+L0oLUmOkVTKTpybSe/rXyIixeI2is/JzGIv2oHVOAZg+z3qjHhNxvv3Ll3dMjHl+JYpWNDErl7/OPi92H2rFppU1yHAA9XOmodCVhWWVk1XLMnMxEUXavguXs2L9pJudniJJtVway2OrdazUPq/F7UmJp6DZJiXSNy1fvb5YNqMIpQWTcOP8MnQPGstFic7HDoeAG+eVYk/DCnT2eVFe6MSC8sK47YN/3StfFzSsrsH0yTlo7RnG9t+fQlaGg/mHKM702sVyO2jOvatw4nw/TncN4Af/cQq9Q6Mh7QWr2miJzpWUPIJjt7PPiz1NbdjTsALDYz7dGPRvAxe5stGwugazS/Mxr6wAM6dceQ/j0bxEX19wtnFrqR2jyiJXVOVCkKTUHJVfV1cnNTU1JXo36DIrklFz9yBu2nEwJKG8FoPp6U3sr2UZijGrz//8lxc6sXFFFXYcOJPynWcxqMgZszagdV5vnFeK1090xb3hFs/8GgFLvzjjNjVEE7OR5NUI3sNcS8mGMRtD4XJWojtu4sXi75nSMWv2WKVKDNm8TWqFlI5bir2Wi4P43Ufn8fj+K30hW+pr8eWFZaieYryM2KHPK9F5S+3zt9TX4hfvBD7clUL5J10wzyY5I7khXu2FOOUp9nmliGjixUhMJ7reDJI0uTbR1xc2O28px4o2LWeSoLiwYhSU3tQ0Vie0WK8LTOb5n3//p38XVxSgtjQ/ZUfVMRZTk95TgIk43/HMr0RWiCZmI2mTMBcTUTTC5ax0eWKEudQ4s8cqVWKIbVIifZ19XvzinYm+EEEAJAn4xTutWFY52dQgCTvk40TvQ3DeFCDgvj0fKgMk5H1i/iGKLyNtmni1FxKdpyi5RNMeNxLTjMfIJPr6IlWu0+zKinLBQRIUN/IaOJEmn1hPQ+sv0cmTQqlNWfXMW80pP6qfsZi61HJios53PPMrkRWijVmzbRLmYiKKhpGcFe21UjJgLjUukmOVCjHENimRvtICJ3qHRvHkG2eV30VSRuyQj+2wD/55s7l7EL1DowF/Z/4hSoxwbZp4tRfskKcouUTaHjcS04zHyNjh+iIVrtPsyopywUESKWh8XMTxzr7La/rlYEF5ATIzHQCSe92i6pJcbL9jacjUKdUluRFtT+9Y2CF5JpLWsRFFCecuetDa40FudiZKCyahsjg+MWT1+Y9GPMtRssViMuSYWO2j3naNfmaizredyhelLivKnv82nvlmHY539KF/xIcMAVg0vTBmMSuXzSJXNm5dPh2CAGQIQFmBPXMxUbqIJq/Es80SaT3rv4/lhU74RODCgH3bWOEkW7s23vzPtys7E1UlOWh1Dyt/1zpWZuLE7m11tkkpUeJVNoLL+ajPh5LcSYY/z0wZsXufVzz2wcx5NXJs4xEnqVb3kzmJqqeTpU0ti1d7obTAiaqSHKxbXAHh8ld65UgH264JYDbOrIzLeMS4Wkw/dssiOISJz3c4BFvU3Ymkd79Kr23F64vUZkW54CCJFDM+LuKlIx148KWPlEL/6PqFWL+kAg6HELI+y7YNi3HVZKepi7JEVUpWTk0Tbq2adE6eWsfmxnmleP1EV8h6jTOn5KIkL9tUDEXCLlMTxXMdKVGUIIoSfnzHUvgkCe29Q/jVn9qwde08W8ZiMqyxFat91NsugLC5F4CSJ5/aWIfH95/CtTVTkeEAPl9VjMoilyXfX4tdyhelLivKnta6wXvfb0fv0Ci237E04LX+bY/KIhfaeocibotUl+Ri513LcKZrMGAN6DllBXEbLEhEgaLJK2rv3bZhMb6ysFwZXB7u/WaubxwOATfOK8WehhUBA9nDXUPJ+1jkysY3rqsKyD92a2MZkc7XWMHU6qnga61H1y/EEwfOoNU9HHCs5Pe6PSPIycrA6a5BPPDisbBxkgxtdbZJKRHiUTZEUUJbjweH2y7hgRePKZ/TuKYWe5ra8Lf/dR4WXJWPzj79esVoGUmGPq9Y70O4Y6BWl+sd23jFSSzrfr2H6ijxElVPx6JNbfReg5E2tdZr4tFeqCxy4d41tSH3WWLdR0eBzMaolWXJSIwDUNrm2RkODI36TPc7yTE9595VOHG+H6e7BvCD/zil9HWtXVBmi7o73vyvez675MXWvUfD3q+S21Zb185T+uWzMwU0rK6BKAEOYeLfRj7XrgPL6QoryoUgSVIMdzFx6urqpKampkTvRtwd+bQXd+46FDJyZk/DCuQ7s3DTjoMhf9u0sgbPvNVsqLJIZKVkpebuQdVj4b90g5wMwzS2LPsSdolZrWOzp2GFamw1rK6BT4ThGEp2RmLHClo3A2dOycUX55ZGcyEbs5iN17GJRqz2UW+7AMLm3uxMAZt/+QG8YyKqSnKw+YZaPPTyR7bKmwlk6Ze2S65NN1aUPa1tbFpZgyffOKtsr7okNyR/qt1oMlumPrkwiK88Yfg7pFz7gFJe0sVsNHlF6727NtZh5awpll4PRfoe/338zg2z8MxbzbZuYxll8BrLiKSLWZlaPOzaWIeG3U2q12DDYz7lWAETg2+37TuBO+sq4R33YdebzYbiJBna6mkgaeM2lcW6bMhl/uT5fqW8+n+OfF3YsLoGO/afteT6L1n6vCysE0LoHQO16wUz9XLw9qzKobGs+/UeqkuxgRJJm2cTVU/Hok1t5F6DkfZxou8rxOmcsM8rDLPnwcrzZiTGszMFPPLqx7izrhI7DkQ3sC3cvsey3jQp5rnWv/zLx9vo/Sr59Xr98lrxkOi8Q+ZF26ZNqVYQAZ196muwnO/zaq7PIggT/73/+Q/R4vaoblcUJTR3D+KPpy/g1Pl+FLmylffrva/F7VESSvDr5W2+88lFNHcPQhQDB+yE+3s09NaqkclrBa2omYKaqXlpkwS1jo1WbIkSDMVQolkVT0Zix4rPVSs7j+8/g487+9HWOxTRvsea2WMTS1rH3ap9DN6+2zOiuV0jufdoe5/ymnWLK5QBEvJr7Vy2iIywouzplSX/7bX1eHDyfD/uWVWDzWtmociVjQdf+gjrFlcor1Nri3xyYRAtF7Xz9YUB++Q4Ioo8r8gX0GrvbWrtCVvfnruofX2jxb9dV17oxKaVNTh5vh/HOvo024b+309uM5j9rnaUrtdY/tTa+U2tParneHjMF3Cs5PeuW1yBHQfOQJQQNk7OdA3iwMkuXBoaxeYbZmHzmomf8kJn0sYRkZVifR0rl1v/8ur/OXLZlasDuV5p6/GoXtNqXev6/757YETpt9P6TnbIx1bsg5lr/yJXNroHRvBeS4/pujyWcSJ/h9NdAzGr+4939ikDJORtPfjSRzje2RfdzpNlEtWnFs3nmr3X4F9ej3X0Ydu+EyHl8NxFj99rLhkqq7G6h2Cnfs50ZvY8WHnejMS4d1TE1z5/ZYCE/JpIYjXcvtuh7o4X/2smrTpR636V/PpWtwenuwZwz6oalBc6A16jFQ969zOBwHN45NNLeK/Fbfm9SzIn2nLB5TZSTHlhjuoaLGWFTuQ7s1T/JvldiF0Y8IaMoFIbPdW4pha7D7UqiUjtfYB2Yu/q9+Lk+QHdae9iOWIr3ddw0qN1bLRiyyEAvsu/0ouFRLIynszETjSfq1V2RAm2PMaAfcqV3nG3Yh+1plrTWzc6XO71b0fpdYbY8bwTGWFF2dPahlyWnFkOTM1z4nDbJeUpPf82i+CXdrXaIlvqa/GLd1oDpjS009rNRHRFJGVSrsNPne9Xfa+87rdWfSuKEk509puup+V2XXmhExtXVCkdaLve1H7CLvj7Mf+kDrV2vigZO8fye/3bi+Hi5HhnH15oasc3rqvCzjfOBtSPe5raGEeU9mLdxvMv81ptWf82LTBxMz94aQ6taaX1lkf9xTsT/XZWfye7MHPtX17oxDeuq8I3n/0T7llVY7ouj1Wc+H+He1bVxKzu13uobsmMyPefrJOo681oPjfcNbp/uQp3f0F+/Ynz/fibF47AOyaisX5W2LIay3sI7AOwB7PnwcrzZiTGT18YQGmBE0WubCWW5b+ZjVXG3BXB10zq96u0z48zy4EPPr2kzNLln2/0jqneQBW1maiCl/dI5YErqYozSaSYBeUFeHT9QjizJk6tPH3agvJCZX0W/781rqnFbw63K//2Tw56s0fsOHAGty6frrwv0+FQHTUlJ3Z/ziwHsjIcylOe8hMs/iOywo3YipT8nbr6vXhqYx2qSnKUfUr1NZzCkY+N2zOCbRsWB8TJ9juWYrIrE/d/aXbA77fU16LElR0QQwKEhI6eUxuRaTae9EZ1qpUjrdiJJo61yo5DgGYlHsvZV4wwc2xiSe+4W7GPLW4Ptu07gU0rJ55Sv2dVDbb//hQeuXkhttTPUhpo8naN5F65/VRe6MSc0nzVc5+KDeJExyzFjxVlr7okN6R+2lI/UZbk7WU4oHQmA1faLLfXTcfknCtjg+W2iNqMPbcun66ar+2S44hoQiRlUm4jPN/UjofWzQ+pm1892qE58FW+LoIAQ/W0fx3nys5EVUkObl0+XfUJo2MdlwLqQlGUIEnAD29bgi31s/DmqQvYUl9ru/zDejwyau38V450qF6DBZ9j//c6sxzY+347GtfUKv8fHCcPrZsPV3ZGwLr2wJX68ZGbF8UsjmIVH3x6i6xmVRtPK+an5TtDyqv8OXLdI7dpgYlrwr+7aR5a3J6QPrPjnX0h7ddt+07gw/ZLIX1sj+8/g29cVxXVd7ILrWNr5tr/9rrpAXkwXF0e/JmVRS7TcTI+LuLIp73Y91Enjnx6CePjYshr/L9DuJy+bcNiuD0jEeU8+cGn4O9cVph6/QzJKlHXm3qfG64uN3OvQa287jhwBt+7aZ4yy1VVSY4yo0p5oRO108L3j8XqHkK4Y0PxY/Y8hHu9f1y3XBzEJxeii3GfCDzy6se4vW56wHudWRMP8rRcHMS7zW7sP9mFNrdHd4Z2xtwV/tc9am2ox25ZhOxMAY/dskizbfVC08R58r+f6cxyYOddyyBJUD3vWvdkcrIyNO+TrltcwVmgkxhnkkgxmZkOrF9SgdppeTjf50VZoRMLyguV9eXWLijD3MZV6Or3Yswn4aGXjymjp4Iri3CzRwjClcTz3Rc+xJ11lcqoqfnl+ejsm1gDZuddy7D5lx8o23l0/UJ894UPlXXB/bcrj67TG7EV6ZPUWk9/V0x2ojh3UiLXcEq44GNTVZKDXRvrkJUhoLRgYh2fd8+58ez/bcHmG2Zhat4k5DkzMSnLgUde/ViJoS31tbhvz4eqT+DGYp9b3B509XuVfQSgOiJzan624XgKN6rT4RCUchRu/a9o4lhuFAU/CVJbmqfaMLLDellmjk0shTvu4fZRLbb8/+72jISsM9e4phYfd/bjp28247FbFmF55WRUFl95n17u/esvzkZOlgNVJTm4s64SP3z9JBrX1IasY5dqDWI7xCzFjxX5weEQ8JWF5ShyZaOptQfZGQ5kCMB3b5yNskInVlSX4D2N6cori13IyhBww+wpeOdcD/76i7NxWOO1wct3yPnaLjmOiCZEUiblNkJnnxd7/tSG7Xcsxcnz/fCJUK5jgutbtXby99ctwMOvHlfqr8duCbzRrFbHPbp+Ic5rPMW5/+QF5QmXnXctw+i4FPDex25ZhM9VTcaN88vQPRhd/gnXzjGzHdbjkVFr529dOw83zivFoopC3XiW37tt3wmlvbj7UCsaVtfg6ql5GB4ZwxNfW4ahMR8+6R7EzgNn0Ts0iofWzVd9ui0rQ4jJ+YpVfGj1U/DpLYqGFW08rZi/cV4pzrkHsaW+Fo/vv1Jea6flIdPhQGuPB1/7fCWmF+Wgd2hUme3gb359RLUvLng2gPJCJ/7y+pl480w3RAnIEIBvr67BT95sRmefF9OLcvDrb69I6j4vvXxi5tp/aNSnvFa+2aJ1za13Pl/zi5PKIpdmnTo+LuKlIx3KEhdyW2D9kgqljxYI7L/o7PNi96FWbFpZg8UVBZhTlo8b55fhwsCVfgS5L9VsTpUfqgvenwXlhVGfI7JGoq43tT4XUO9j9Y87h0PAjfNKsWtjHY62X0LN1Dxs23dC9V6DVnk9e2EAOw9MtIP/8eaF+Ld3WpTZ1/T6x+Q2rTyV/t732wNmpLBiNlb2AdiD2fOg93r//F7kyg4YSKwV43p9unId7R0TUVnkgjPLEZBj2y958PFnAwGf8ddfnI3fHv0Mq2ZPgyAA3YMjyv4x5q7wv2bq7PNiT1Mbdm2sw8DIGNrcQxgYHsMt/+sdzJ6Wh/9551KcvTCIypJcnL80hH/46gI88OJHIdc+iysKsG/LKnzcOYCvPHFQ9byrXas9un4hGp/7QPV+ptyPGC7vWHUdTtYTJCmxo+0FQVgL4HEAGQCeliTpX4L+Xgjg3wBUYmJQxw8lSXo23Hbr6uqkpqamGOxx6pALplrCbe4exE07DoZMVbNpZQ2efGOi4fLD25bgxPkB/OZwu1IxbFpZg2feakbD6hqlo2/7HUsxvzwf5/u9yMnKUBJK8HafeasZrzWuQs3UPM3Pl/8eiVhsE4BlmSyRMWvk2Ki9pqokBzu+tgw9nlF88OklvNDUHjCVY5THVpPWBev88nysfTz0e+xpWIE7dx0ydO6tjJNotyWKEs5d9KCtxwNXdiZKCyYF3HiP8LNSImb1RHPcjXToHvm0VzWe/vW2JWj81QdhP0sUJRzruIT9Jy/AJ0IZffx3N81TOsPKC524dfl0ZDiA1bVTsbyyKOUaTomIWcC+cUvGtVwcxG8+6IAoAZI0UYZ6h0bxWuMqAFCNq803zMLON87i6W/W4eOOPvgkwDPqw9MHm3XbOlHUYymfaynlpEXMBtc95YVO3F43HctmTEbV5dmfgutbrTbwd2+ci9NdA3AIwK3LKlA9JU/3Pc4sB/7Ppmvx3555VzPvAEBj/SxlySD/11jRrrbyxnWMrq3MSOqY1bsWN/reHs8IsjIcGBr1wZWdgUdePY41c8vgHfepxpB8je7/u1idr1jFh14/hX9/go0lddySNq3YlPsiilzZuHX5dAgC4BCAW5ZWQAICbra39Q6he2AE33z2T5oxHty3sXXtHAAIuPmypb5W+V3D6hqsX1qR1H1eevkEUG/7G+nr0WsDGMlh4epUrX6DPQ0rsGRGkaHvp9cfF0lOHR8XcbyzT/WhuhSS8JhNFUbjzv91/n1Z9XOnYVHFZMP3GuR/N6yugU8EnnmrWXObQOgAjuCp9JOgTSBjn1cc+cfhd26YpcSZLJI+XTnmfnzHUvhECd5xH85dHEKhMwODo+rt8uCb8Ek42DwuuTb4mskhAGsfP6i0i/zbQ8NjPqWf0JXtwBMHzkbcdvD/XL37mXLfYbhrET5gYAuaBzqhLSFBEDIAPAngywDmA/i6IAjzg172HQAfS5K0BMAXAPxIEITsuO5oinI4BNRMzcOKmimomZoXUCC1RndWFuegqiQHj92yCP/02gk8+cbZgFGa8qipisk52LxmFopc2bj/+Q8hSsCKmikYGvUFJBT5fRkOBIwujcXUQnojzNOdkWOjdk62rp2HRRWT4czKwI79Z1XX3TLLyLSsWlOpdfWPqH6PoVGfajxVFrlCPsvKOIk2jh0OAVdPy8MNc0txbU0JqqfkaVac6RzfVkyDKTMyTZ//Eygy75iIlose5f/1jrvDIWBo1Icd+88qObSzz4uTl6cUBCaeIHnyjbPYsf8sxnxiSjaY0jlmKTqdfV7s2H8WOw9cKUNy7Kjl3e+tnQsAuGdVDUbHRGWARPB0fVUlOfjxHUsxKdOBLfWzsPOuZSk3gwtRugvOEb1Do5hbVoA/mz0t5HpIplZftbqHcbprAE8fbMbcsgJUFueGvKfIlY3v3DBLmT64yJUNCZLudK0AIEqIWf1o5XTErMejE3wtDsD00hRjPgn5zixcO7MEQ6M+XFszFTsOnNGMocpiV9ym7o1VfGht1//pLaJE0IpNuZ0qX9/tPDBxjdd1+UlDOQdkZjpQMzUPoiSpbkfuM1tQXqjUI+WFTiy4qgDDY76QZTZmFLnQuGZimulkLxfh1gbfedcyNNZP1LV6bXgzbQAjOcy/Ti0vdGLTyhqcPN+PYx19EEUpZNYPeRvn+wLPh5F+I6tyamamA0tmFOG/LizHkhlFqThAgixkNO6CZ0OR+7KGx3wB5Upr2YKDpy8obeZ7VtVgQXkBMhzQ3abW0h3yVPpafb5E/vEqtx/9GenTXVQxGXPLCvDMW83KAInvrZ2LFrcHw2M+dPV78ZvD7egf8Wm2y0+e74/6miwdlj4MvmYKnrlB5rnczy73E/7bobaQ5TnkulUrt7W6PcqxBKB8rtb9TP9Z9l892qF7bRXNdXg6nOdES/RyG9cAOCtJUjMACILwHICbAXzs9xoJQL4gCAKAPAA9AMbjvaPpRl57J3hEVcelYdz/pTlYOqMQvUOjAe9xZjngzHTAmeVAW88wnnmrWRnFKU81o7Xd4NGlRqcWMjNNjdZnq607nG6MHBu9c2LVsdVaEuWqyU6U+E0PqVWZDY2Oq+5HaYET184sCdj3yiIXXj/RFTKCb05pftTfxT8u55fn47f3rop6auRw0jW+jU6DafS4q8VWkSsb3QMjSp6ZljdJ9VjLmw933EVRgis7M2QbGZcbV2rxm4rSNWYpenqxI9dV0zZdizfPdCMnKwPecRE73zir5Ijvf3UBaqZOjLfNdADPN6zAqE9ExyUv/joolxBRaolk+lKtnLNq1pSJGSRU3i9Pl+7/ZO/fr5uPqfmTsLyyWPl8+akU/4HGWu0BtfrR7JSdVi5pyHrcOmaeLNKbUc//hoLauamdlqd5XWI2lsK9PlbxobVdSWL8UWJpxWZ5YY6psqC1ndnT8pGdOVHG5pTm46lvfA7dA6No2P2+6lPUEoDdh1qRnSkgJysD73xyMWmndg6XT0bHJeUpXb02vJE2gJzbHIIQ9rzJderiigLceU0lHnn1Y3jHROx6s3niBm2x+rkvKww890b2i3UuJYLRuDP6uuBYz8mamAVr7cLygOU0/vmWRVhYUai7zeA2rTzbxLzyfOxpuA7zSvND+ny3bViMryws5+CgNBccr5Hk1uAlOPKdmTjVNYh/3ncyoE7OdEzcvFf7DJ94JW7lJV8/uzRkuJ5O15kJ5PMHqJ87/8FVe5rasKdhBYbHfIbuY33w6SVlZnz/fKHXH/CledMw5hOxdmGZ7rmTc1bwOe/xjOheh6freY63RNcKFQA+9ft3++Xf+dsJYB6AzwAcA7BFkiQRFFNaoztfaGrH1r1HMe5DyN+31NeiwJmJ762di98cbldGcd5eN12pXLRGSPsPkJDpzXQBXEkSN+04iK8/9S5u2nEQ+46f1xxNFYvZKVKF0WOjdU6sOrZqo+q27j2KP566GHB+/StEmTPLgcpi7f0I3ve23iHVEXzyExqRfpfguFz7+EGc6hrANdUlmk8oWiFd41trJGZb75Bu/tASHFvyTY5vPvsnJc9cGBzBlvrakPyX4RDCHnc5PhqfOxwyonXR9MK0OofpGrMUvXCx43AIWDp9MmYUuTA85sOP/3A6IEc8/MpxdPQOYeeBs9j+hzNov+RFkWsStu49asnT1URkb+GuMYJp5ZzPVxdrvt8nXpn6HJjIKf/46sfKEyjy5y+qmIyta+cFbLvYlY2//uLssPWj2WshILSdI28/kpssrMetY+bJIq3X+kTg81XFcGY5QmZK8r/mvnpaaOybjSUjr49VfGj1U4R7eoso1rRifkF5gamyoBXj//TaCTzy6sf47Ued+MoTB3GouRcPvHhM8ynqVrcH2ZkC7l1Tizt3HTJcT9iRXj4x+2SmXhvAP7fdt+fDkGv+4PNWWuBEVUkOvv2FWcoACf99cGZm4NH1CwO28ej6hVhQXmhqv8IdA6JYMRp3ZuLTP9YXVUxGY/0cZYAEMFF+vvfiMbiyM3TLoH+btrzQiY0rqvDMW83Y/MsPcOeud/C7j89j274TIf3Lbze7ky4HkrX843Xv++1hc70WOZavu3oKXNmZ+DuVOnl+RSEWTS8M+YxtGxbj3eZuJW53HjiLpw82o7VnGAdOdRmKUStnCEwm8vl75UhHwPXOK0c6QupceQZ0I/exttRP3PcEQvOFXn/AkhlFqDNwz0duMwSf845LXt3zna7nOd4ESbKmYhAEIUOSJJ/J99wO4L9KknTP5X9vBHCNJEn3+r3mNgD/BcD9AK4G8HsASyRJ6lfZXgOABgCorKz8XGtra6RfhzBxgfBeSw8Onr2orPktP+X0XMO1KCtwqq4JvvmGWfjh66eV7ey8axluWliuJAp5DbzOPu/E9IARroEXyZp80az9qiG6N9soZqM9NlYc23c+uYivP/VuyO83r5mFnQeurA9fXZKrOYoOgKH90Pqs5xquxTXVJRF/l0Suz2zwHKRMzAL653FFzRTT2wseoam2Lnhj/Sy80NSujPyU898/fHU+akvzdeMl3FqNgLH4TRXxiFnAfnFL0TMSO6OjPhw4fQHf/rfDIe//wW2L0eIegiBMPLW9dMZk3P2z0DUQI80lSLFcS2mBMavDbDtXq33SWD8rZG14edunuwZwrKNfWXpDbmesmjUFn68uDvm8SK+FzD6JojdjQAyurcxImZg1057Veu2z36rDf6mZgt99fB5b9x5FkSsbt9dNx+zSfMwrK8DMKcbapzK9WDL6+ljFh39MurIzMOYTUew366DNpUzcUiitmDdbFrT64vzXTpf7SII11s/CrKl5uGqyE1kZDty561C0fRO2iFmtYxhNf0Bw/Savcy4fr/JCJ26vm45lMyajqiRXddaJt85eRFNrD3bsDz0XzzVci7rKYhzv7MP5Pi/Kouj/1DsGFMIWMZsqjMZdpPGpVYZ/9d+vRXmhE139IxgaHceMIhcyMwR09k2UV//ZgTetrFFyo8yZ5cCmlTV48o3AsqnWFrcB9nnFmX+8lhU44RMR1QzQenF87cwStPV4lFiuLM5FVbELbze70bC7KSRuf3jbEswodmFRRWFE15tR9GGZlbBcK5+/Hs8IsjIcGBr1KXmhrXfIUB7yjwEBAu7b82HA7I5AYL6w4r7ZW2cvqp5zvXZZPM6z2RkFk5jml7JyuY2zgiD8GsCzkiR9HPbVE9oBzPD793RMzBjh724A/yJNjOY4KwjCOQBzAfwpeGOSJO0CsAsA6urqOCwwSg6HgKn5k/D0wdCGxrR8p7ImeDDveOBr55UVBHSkqS1xEMkUMZFMFyuP8rNLY8hOMRvtsbHi2OpNnwoEnl+96QjD7YcoShj3SZpTakXzXaycxtiseMS3nWIWsH7ayeDp/4ZGfSHnU5Qm1i/1v9hyZjlQW5of9tirrdUIANdfXWI4flNJvHKy3eKWomckdrKzM1DkylbNEVPysvHQyx8pbZGf/MXnLM0l0WLMUrJJ9Zg1W19ptU98IkLahPK2AeC+PVeeEnnyjYkBwrcuq1C9Tor0WsjMciPhBlXY7drKDDvFrJn2rN70sMNjIr6ysByLKgpNdeCZjSWjr49VfCRz3EXLTnFLobRi02zMavXF+S+pA6hPM+2/lO07n1xMWN+EzKqY1TqGkfYHqNVvj92yCEWubOUmidzn+VzDtarHy+EQkJUhQJS0p2vPzHRgyYwiLJkR8nbT0jn3xRPzbCCjcRdpfGqV4dICJ6qn5KF6Sl7YZXZPdw2o5rqMoPFIWm3xVMC4NUctXq+eZv39jNKCiXsMciz7y8oQVOP2ZNcA/ubXR8LeL0v2ZZiiiVm9fGM0D/lvo7l7EL1DowF/D84XVtw30zrnejkp1ueZy3lMsHK5jcUATgN4WhCEQ4IgNAiCUBDmPe8BqBUEYaYgCNkAvgbg34Ne0wagHgAEQSgFMAdAs4X7TTq0ppNxCMDwmA9b6meh3G89PWeWA3L5kV87c8qVKYr0pogRRQnN3YN455OLaO4eDDu1kJXTxZJ1zJ5Hf1pTS8pP1PmfX7NTJftrcXvw4MvHQqah3bZhcdTTFTIu4ysW0076x1Z1SW7I+XzlSAceWjc/os/Uio/yQieOfNqLfR914sinlzA+LmpsgYjMKC2YhPu/FDht/f1fmo0zfh0p3jER3//3j7Btw2JOYUtElqguyQ3JKY1ravFuc7eyNnxwO9lsm8ZMm9O/fd7i9qC6JNdQG5rTe8aHmXOvtyym3pJzetdoZq9fygudaKyfhc1rJn7KC5283iGyWHVJLnbetUwpa1vqZ2HFzGKlrOotqyOX+3Tom4i0P+DcxdD67YEXj+H2uukBrwt3vEoLnCFTfk8sq7EIDgGc1p+SWjT9u0ZVFrnCXoeHW2Z3dmm+aq5bXlkU0l569WhHSuVAioxVsS1vx+0ZMd2fpFVHS5Kxa650WYYp1nlIFCU4BODR9Ytini8iaZfF+jzzen+CZTNJSJI0AOApAE8JgrAawK8A/Pjy7BKPSJIUMuWAJEnjgiBsBvAfADIA/H+SJB0XBOHbl//+EwCPAPiZIAjHMDElxlZJki5atd+pTGuqFDNTqAQ/bTQ1z4lz7kFlCjp5zZ5fvNOK3qFRbL9jKeaX5+P6q0tUn1zReuqkq9+Lk+cHTI1akpNE8HtSrTKIt2im2LFi9Fl2poCG1TXIdDiw4Kp8nO4axIbPTUeGACyaXmjJ+e3q96LVPYzdh1qxaWWNsmRCxWRn1KPkGJfxZfaJSCP8y8C0fCd23rUMm3/5gXI+76yrxJ4/tSmxozUNthq1+PjpxuV4r6UXD7505an2R9cvxPolFRFPxWl3aTSVF0VIjhG3ZwTZftPnmY2V6ZNdKC90omF1DUQJcAhAWYETTx8MHG/b6h7GVZOdeM3CXEJE6cvhEPCVheUocmWjqbUHPhE4cPI8vnZNlTL1uTPLgZ13LcPMkjxcGJioD+Un4ozkIaNtzmja5139XhS5spWlP4CJG3Op+AReLImipEyz6xkdR1VxbsDyF2bas/JrS+6+RpmKf/ehVuXJZ7VzEy4GzFy/iKKEjzsHlOXo5P6A2tI8Xu9Q2lG7pgFg2XXO6LgUUNaqS3LxvbVz8c/7TqKzz4s9TW3YfsdSSJKEuSrL6qRD30QkMySdu+jBx539uGdVDfa+f2VZYe+YqNxsNXq8qktysXXtPGzbdwKbb5iFskIn2nqG8KPXTyl9pGr1La+HKRqxzj3yZ8T66WJ5tuntvz+FTStrkOEA6qqKcX1NiaF7CXKbRyvXXT+zBLs21ilt8T1Nbdi6dl5K5cBUYsV9LKOfY0VsB2+nqiQHuzbWIStDMLSfanHbuKYWuw9NLDth9QyByWh8XMTbzW40tfZAlIBDn3SjsX6O4WMcjv85LHJlo2F1DSqLXTh/uY1ldb6IpF0W6/OcyBnR7USQJGtG3wiCkAHgK5hYHqMawG4A/wfAKgCPSZI025IPMqiurk5qagpdWzpd6E1FFc1yF1rrj/787mswNT/8OqBa79/TsCKitRJtsCafZR9mh5iNtqEQydrIWu8vL3TiW9dX48d/OG15gzza/QzHBnGpJ6Vi1mpaZWB+eT7OXfTgg08v4YWmKx0pkcRNcHwMDI/hzqdC89+ehhVYMqPI8u+YaBHkGUsLTyrGbaqRY2TbvhO4s64SOw6cibge0Mr3DatrApYMi0GZY66lZMOYjQH/Oj8nKyPgeqe80IlvXFeFx/dHnuOMtDmjafe2XBzE7z46H7CPW+pr8eWFZSFTxiZAUsSsKEo4cKoLZ7oGozrXwcycVyOvNXr9orWt3967KqppitNIUsQthad2TbPzrmUYHZcsuamoVda21NdicMSnPOjx6tEO3Ly0QlkzW20/o+ybSJmYVTtn8g2pzj6vkssEAaaOl3yMuwdG8M1n/xQ2L3Nq65hLmZhVoxU/2ZlCwMM98WxnRMroZ0TTjrF5/6ws7fu8YnUfS41VsW3FduSBe80XB3Gsoy/q/uY4i2muFUUJrxz9DFv3HlXO/ffXLcBP3jyLVvdwTGPB6H3OSNgtJ8Uj19uI5oG28hHVMwBuBvADSZKWSZK0XZKkLkmSfg1gn4WfQwZoTZVyvLMvqilUtEYXSZCU6Tz9p8E58uklvNfiVqbD0ZoiZtQnao5a0hPNkgsUKtopdvRGn5l9/63LpysDJPz35b2WHt3plYxMwxTrqYoYl8lLqwyIEvBns6dhblmBsk6ZHDeVRS5TU38Fx0enRrk53zcS02kNE4VTeVE4coysW1yhDJAAIosVrXrp6ql5+P+tnYOta+egsX4Wfnz5KTwiSg3xmB7YCP86f2jUF5CPbl0+XblpDkSW44y0OSNpn8vHr6t/JGQfH99/Bj6uCmbYuYseHG3vi/hca8WymesZIzFg9PpFa1vdg8au94hShdo1zdH26Prb/GmVtYrJOXi3uRuzS/NRWZyDR29ehGOfXtLM6eybuELtnO04cAa3Lp8OZ5YDj92yCDOn5KK6JBdlBU50D4zgj6cv4JML+u0I+RiLkmSovuX1MEVDK36OtvdZGlPR9u9G8xk9nhG0XBzEu81uHDjZBUmUsPOuZbptHq1cxxyYHGJ1H0uNVbGtF7+fXBjEgZNdeLfZjZaL2nWIwyHg6ml5qJ9bqtrfnM6znrS4PcoACWDi2D786nGsW1yh/DtWsSBh4h5mi9tjeX+CPIvftHwnuvq9aHF7Etrnny7LtoRj2XIbAL4hSdJb/r8QBOG/SJL0fyVJarTwc8gArULe2RfdFCry2jnBo4vktXO0RmbLU9SsXVCmOkVMi9uju12Kj2in2AkXH2beLwhQ3ZeDZy/i6YPNqqMFjY7IT4cpqSgy4cpAcNxUFrmiHtVcXpijWm6Od/Zhx/6zKfdkCafyonDkGNGqB8zEila9dLprEM+81Ywt9RPruPcOjWLbhsVYPF1KiXJGlM7s+oRmcD6yIsdF8rmAfvvc//jds6pG84Y4Zw0ITxQlnOjshyhFdq7DxbLR65lor9FitS2iZKZ2TRNpWVejVdaqp7hwe10l/vbXR648WfnVBSgvZBkMR+s6tLI4Bw2ra7C8cjIARDz7j9H8yOthioZW/ATfY4s2puJR36t9RlVJDi4OjuK9lt6AMvij25di35ZVON/PPtxUFKv7WGqsim2t+P3skhd/8cyflNiVl6VbM6fU8HL3jHHtmBCEwH/HIhbKCpwx60+wW18FY2+ClTNJ7FD53RMWbp9MkAu5P2eWA+WF6r/3rwj8n1b55MIgWi5eeXKlssgVMrrosVsWwSFcmS5GbWT2usUVyugutVGcWqOWHAIS/gRYOtGKG6MNhWhHn/m/PyfLobovs0vzcc+qGpw634+2nsDRguFG5PvHdovbg+qSXCUOAdjiiUOyRqRPkIYrA8H5q613KOpRzQvKC/Do+oVKjm6sn4V/vnUR5pcXYHFFQco9WRJtnqHU5x8jZtosamVdrV5qXFOL3xxuR5ErGxkC8E/rF+Lhry5A56XhkHqFiBIn0rrc7BOaVs86YfTJ/wwhfI6zgtn2efDxY50duRa3B2cuDIQ911oxEy6WHQ4BlUUu5GRl4HTXAI519GF8PHSaDzkGqkpy8J0bZqGxfhae2liHyiKX6e/Ep42IJqhd01iZ17XK7aRMAR2XhnHPqhpsXjMLRa5sPPzKcVzyjCnvtctsSnajdR2am52JxdMLUVk88QBX8Ow/Ra5snDzfjz+evqB7PI3kR1GU4MrOZN1KEdOK4+D7WdHGlJVth3CfIX+fqpIc/OuGJRjzSZhR7MJ9X6xFeaET3jER331hYobXWMwIwZyZeNr3sXIsz5dauTrcLMGiKIWd4eSRmxfhb4NmP3h8/xkcbe8L26cb6awnqRq/WjHhPwGs0VgwOzOfTwS27TuBTSsn2lr3rKrBtn0nouqXl/fhj6cv4NT5fhS5sgHYYzYpzrhjwUwSgiBcB+B6AFMFQbjf708FADKi3T5FRi7kwaOSFpQXqv5ebrSrjWb6/lcXoG94FMOjPiyaXoh5Zfn4X3ctR2aGgJOd/fjBf5xC79Aott+xFFPzszVHeemN7goetTQ1z4lz7kGsffygLUZVpQutuDHa6RVu9Jm81lZrjwe52ZkoLZiEyuIrf5ffP3/LKhz/rB9b6msDRg7/w1cX4Eevn1TWnqoqyQ14v96I/OqSXM2RegAsGcUnDxTq6veitCA9R97ZQSSjMuVz5/aMYNuGxQFrngXnSP9z7PaMRD2qOTPTgfVLKjCvLB8fdw7goZc/QpErG7fXTcdfrqyBe3AET791Dl39qfFkSbR5hlKfHCPb9p1A45paZckNrTbLtn0nsG5xBTIcwLUzi5HvzIRnxKfkYblemriB1I/dh1oBAN9eXYOhMR/+n18eVrY/rcAZUK8QUWJE84SFmSc0jX6O0Tbe+LiIt5vdaGrtgSgBrxzpUGbT828nd/VPTOdakJOFH/zHqYCn5KyuD80+HeJ//Pa+366bh0lfV78Xzze149ura0Kua+TjqBeD4WJ5dNSHVz7qxN+9eEx57z/dsghfXViO7OwrXTEOh4Ab55VizCdi++9PYd3iCrzX2gMAuK6mBJmZxp+d4dNGRBPUrmmKXdm4/0uzsf33pw3lTP+6xZWdiVGfDyW5V9bAlsut/7XpIzcvRF52Bp59uxW9Q6NoXFOL3Ydacb7fiyWw3xOKdqJ2zhrX1OIHr5/E1rXzAEzkbf8ZQcoLndi4oiqkHtQ6ntmZAhpW10CUAIcw8W+Z3EY42dmHh9bNxyOvfmyozyG4T419TulNqz8lO1NQnoi2or3mcAj44pxpcGVn4HBbL0QJePDlYwHtWi1G49S/TdHjGcFnl7z45rOBT+B/e3UNfvJmMzr7vIb62cyWEeZMe9C+j1VgWf+hf2zMKc0PmJlEb5ZgYGL5vE+6B3FxcAT/6Je7g2c40ZvpJdIZD8LVCakav2ox8fCfL8D/+uNZAMYHast179H2S6gqycWx9kuYV16oXAOpXde839aDO+sqA+r+xjW16PGMRHwO1Wbe332oVZkthbNJJZYVy21kA8i7vK18v9/3A7jNgu1TBPQ6L/Q6Nc5dDH1a5eFXjmPzDbPw0zcnpqVuvjCIx353SinQ8uvuf/5D7GlYoTpNjSSFH90lj1qqmZqH5u5BbP7lByFPzcxtXMWEEUNWdHr5n0d/ahWC2pRTDocAUQK++8IRFLmysWllDQRh4gKzf3gUre5hABMx8cCLx7B0xmTls/SmzNJ6Emtu4yoA0Pyb0XhL5YZJstE712rnM/jcVZXkYNfGOmRlCAENULVzvG3DYlSV5ChxCUQ2qjkz04FxUVIGSAR3xGypr0W+08oVshKHnesUjhIjZfno8YxgT8MKDI36Qi4IW9webNt3Qrl4KXJlIycrQ3VqXLns37dnovx+54ZZcA+NYtebzQG5IrheIaLEMFuX+zMzhaqRzzEzkOK3H3UG3MxqXFOLbftOYG5ZvvJUhrzdu3/2J/zl9TMDbqZkWDnPox+t9rka/+PX2efF7kOtaFhdg2UzJqOqJJd1tgmlBU70Do3iJ2824xvXVeEHty3B8Og45pblY2HFZDgcApq7BzVjUC+WRVHC2+fcygAJ+b1/9+IxlORmY3Xt1IDz1NY7hO2/PxXS4bdtw2J8dfFVllzvEaUTub1a0bAC+09egE8EfvJmMwAYyplGlqpt6x0KWY/7oZc/QsPqGmxcUYXdh1qx48AZNKyuQdnl5TaiqT9Tndo5k29Q+OddeUYQ75iIW5dPV3ImoH88W9yegH5MYGI7rzWuQnVJbkAboaokB9vvWIrm7kGsqp2CRZfrBL02B2DNwz2U3LT6UwDgNQv7WERRwu8+Pq/brtV6n5k49W8by0sUAFeewG9YXYNbl0/HM281h+1ni6RfljnTHiK9j2VUuNjQao/P37IKH3cO4P7nP8SmlTV45q3A/qPvvvAhXmtchRU1U5TPUmu7OwRENPtFuP1O5fiVB4vu2liHptYe+ETghcttpLMXBjEuiphfnh92EJTa9fmDLx/D/V+ao1wDBV/XZGc4Qur+HQfOYE/Dioi+i9bM+5tW1uDJN85yNikbiLobRpKk/5Qk6WEAKyRJetjvZ7skSWcs2EeKkNZUKXpTqLT2eFRHvE3Nm6Q0UMonu5Tf7zhwBrcun678e2jUpzqt9atHO0yN9NN7aoZiK1ZT7KhVCFpTTsnnv7PPiyffOIudB85ix/6z6B/xBbwuOCb0pjfUiykr4s3s1M4UO2bPZ/C5a3UPo2F3E0oLnAFlQO0cb917FI/cvMiSKYfl0aNqHTGP7z+D4VFfmC0kD07lReHIMVJXXYIlM4pw3dWhsdLV78W6xRVKebl1+fSAqXGD87B/HSEI+utGE1FiRdM2M7McgJHPMdrGa3F7Qm5mycsOBu+3nL/+ed9J7Nh/pa17357Etx2Dj1/v0CjmlhXgz2ZPY51tknwse4dGsW3fKfy/vz6CPGeWMkACCD8TnlYst7g9ONzWq/rew229qtdX/nWm/Nqte48mPOaIkpXDIWBo1Icd+8/iyTfOorPPi84+L3bsP4uc7AzdnGlkqVq9J1LlvjjvmIirp+ZhQXkhAPalhaN2zoDAvLtoeiG21Ncq1wxGj6fesQ9uI7S6h3H/8x9ieEzE8JhPt89Bjgf2OZFMrT/F6j4WM+3a4PdFEqd6+S7DAUP9bJF8NnOmfURyH8uocLGhFQdd/SPK+4zUB2pt9y31tVg8vTCifuJI9ztV4retdwgNu5uUOruptQ/3P/8hRsZF7Nh/Fuf79b+nXh7TuwYaGvWpHtehCPvltc6TIHDpQruwYrmN/ylJ0n0AdgqCELLojSRJfx7tZ1D85F5eGy94xJtr0kSoeMdEDI2MK3/zjomoLM5BeeHEUzKlBU5cO7NEmUbWlZ2BMZ+ItQvLTI30M/MEGNmP2lRQZqac0jr/4dbY0xthGi6moo03M1M7U2yZzR9Gz53W67IyBEtG7Mtr7Wk1vAdHxtHcPcipNYkuKy1wIsNxpbxolR15Wnv/aRU/6xvGu809bGsQ2VQ01wJmnjgK96R+i9uD010DUbUTMhyhTw4F5y+97cYbZ3yyjpFjqReDeu+Xp4RXe69PVL++smvMESWzSOsrvQ5zuVxqbVuSAjvXF5QXKMvmsC8tvHB5d82cUsyamofllUXwSSKePqh/POX2wvCYD1vqZ+H5pnZl8IX8WqNtBL2+CUlngDdzOFnNTLvWyPvCxalWuZxbmo/qEhfmX1Vo6ZJ74T6XOTO1hIsNrTjwjI6H/C7431PznAF9tTfOK8Vv712Fth4PXCpLjcdjv1MlfsMNLgg+9sHXWUbaWmq5Qeu4lhZEdly1trdq1hTcuqyC19o2YMWEnrsv//eHAH6k8kNJpLRgkjJiGrgy4q29d0j5d/fgiPJ6Z5YDHZeG8Y3rqrDzrmVKoa6Zmofrrp6CJTOKUFddYnqkn5knwMhe5KmgbtpxEF9/6l3ctOMg9h0/j2n5TuV8yrSmnNI6/4unF4aNCa0RpnoxZUW8yRVe8PdLlYZJMjF7Po2eO63XyTNORDtif0F5AR5dv1CZ3jP4czIcjpByJYohYxOJ0kZ1SS4+X1UcUF7Uys6YT1LKzleeOIiPOwdQN6MYs6blhbR5fnQ72xpEdhBt28zoE0dan1NZ5FLasx991h9VO6Guqjhkv9Xyl9Z2E4EzPlkn3LEMF+tq7xdFCeM+Ca8c6UDjmsB67KF18/Hq0Q7V6ys7xxxRsoq0vtKqM+SlaqfmOVW33bimFr853K70pWy/Y2lABz/70sIzknerp+Th2pqS/z979x4fR3Xfjf9zVhev7pZk6xLZkhAW+CpsRwFDEW3sJHWIGy7mktCSJoU4fZ6AnPD0eWj5QXqBkrpJnGJMm5DQJNDmweaBQADHudikgcaQCDA2xjY2smVsZEmWZV291mXO74/VrPcyszu7O7Nz2c/79dILJO/OzM75nu85M3vmHKy4YFbc14bf//qLH3bgu9PLK9WW+SNea7SPEO/eBO85USYl06818r5EcaqX777xiwM4NnA27nvT2TdzZnZIFBt6cdBQURT629OvH4/pd3/rxqU40j8Sca/2F/t7cMGsInx0fjUua6pE46zUr6VSPW6vxK/e51f7P9HnPvo+eaK+ll5uMPu86m3vI40VvNZ2CCGl+V+wCCHKAcyVUu4xfeMGtba2yo6ODrt271qKIrHzYA/2HB8MrY07qygf//ZfnRgYG8cD1y7GwzsPoav/bOgmzJbfHcO7vSN48c42XFhl3uhldTS2w59gMu2AvBKznX3BBip6dNz2sHW8AhNKaADOBbOKUFmcj8qiGRFlrFX+ANKKiXgxlW68pbL2nU2yImaTKc9k1ho3s4y1ZlxRFIkDPUM4cHIY9z77dmg/G9a2YOMvD6Kr//zFoT8vuL5pFjw1YmoFcnLcUvImJ5XQGoPlhfn43OUNoSU3/Hk+fP26JegbDmDo3BSefj34VJdad+rLC3GgZwgDYxMITEzhgsoiMy9QsiLXkqc4LmYzdS2gtZ+j/aOh/mxtmR+3rmgILVOQTD9hw9oWfGpxbegJ33Dh+StRv0Krz+Cw/qUdHBezqVIUiWOnR9EzdA6j45NoqCjCBbP0y7izbwRf+OHvcHNrPbZ0HMOaljrk+ID5NaX491few19ceaFmHCUTc2QZz8QtnZdKe6XVZrSvbMaWjmP4zEfq8cnFNaivKMKx06PoHT6HnqEADvWO4KmO4xgYG8eD1y3B8vqZmk+nmtx+ejJmjZ4jRZE4cmoUXadHUTQjF9UlkU8E693/+tEXLsXskvP3uIz2EeLdcwDglntOdvNkzGZasv3aeO/T6zdH920BYO/xM9hxsBdTCvDMG5HX74nufaV6z84B3z/wnpfFjMSG3vcQ4e9rqCzA3316MSAl6iuKkOMDVj+k/R2IIpH2tVuqx52h+LU812p9frX/A2if+/BcEa+vdffqBXFzg955TfW63AF5huLErGmDJIQQvwbwaQSX8NgNoA/Af0kp7zJlB0lig5C68Eo7uzg4LefJoWAFnlNWgP8+0o83jw1gSgFe2HMCN7fW44lXu/Dtmy/BiqZZdh9+prHzHWXXe6fw2e+9FvP3J9ddhksbK3Hk1GhoyilFSvz1M3tCg27cfoHnkgaPMashmZskZpRxoo5u9H76R8/hxu+8GrOdJ9ddlg15lxeMFJd68/LY6VGU+vOQlyMwOj6FiSmJ+57bG2pj2lc244lXu9A9GMhE3WGuJbdhzIaJ7s/Wlvlx/fI5aKkrRXN1iWn9BCOvd9FA3EzzTMwmW8ZqfKpxOSPXh8ZZRSiZ4UNDZXHCwcEuuF7xMs/ELaVPUSR+f/Q0XjtyGo2zivDBmTEMB6bwzBvH8fBnl6J3eDzii5n7r1mCvByR6cFyWRuzRnJzvPtf0dcaZtxzYA43JGtj1mypxlui98WrW68d6Tdcp8w8ZpvxnlcGWBHPWm1AbZkf//uPL8Y9P9lr6gN2DozpjORavc9vtP0NH9RQmJ+DiSkFFVEP6hrF63LX0y2kXBN3UialHBJC3A7gB1LKvxVC2DaTBKVOndIzYsq+WcH/7+wbwf/4j9cjRmlt2nkI665q4hRvBCDx+o4XVhXjwqrimBH3gQkFd23djfkufjJeq+6QOxgtO7PK+Gj/aKhTBcTGv9Z+9OoVUbYLb1tUWm3Mpp2HcNuVTXjslU7WHSKKK7o/2z0YwGOvdCZ8ii3ZfoKR1yfqM5D7JVvGanx2DwbwyEuHARifYYzXK0TO4fMJzC6ZgX/99eGY67y8HF9EXujqP4t1T3Rky0yCjmAkNyezHrwZ9xyYwymTUo23RO+LV7eSqVNmHjN5nxXxrBWvN7bOCQ2QANK/dsv2mNb7/EZzhZnnj9fl3qU/P1LycoUQtQBuAvCCidslB+kZCkQkHyCYEJqrilFfXmjTUZGTGF23SS+WeocDGTvWdCmKRGffCHa9dwqdfSMR614RxZNs/MdbM50xSBRJHSmuVcdyfPDUGo1EZA0r13dNtv/ohT4zxadXxj1DAc1Y8fr6w0TZpL68EBvWtsTU57HxKeZ+m8Vrf9W2vH/0nGb5MR8T6YtXt3jvi9xEK14vqipJq/3mdw36ws+NTyDj10O8LvcuM2eS+AcAPwfwipTy90KIJgCHTNw+OYDeKK3jA2fxi/09nF6G4PMJrF5Ug/ntbXGngkp3dLDdOMUSpSPZ+NeqV/XlhfjF/h7GIFEYNTcfPDmkWcdWza/CkrqZrCNEFJfR/myyUuk/ur3PTInplfHElAzNihQdK1bEJxFllqJI/GJ/Dzb+8iBuu7IJOT6gtaECVzRV4tjAGHO/zfRy8+xif8wa9Y/e2mrHUihErpRoBmLe+yK30IpXKVOfCZjfNejTOjebb1mGF+9sQ99IZq6HeF3uXabNJCGlfEpK2SKl/J/Tv3dKKdeatX0Ksns0mdYIufaVzXh8Vxfu2robR/tHM3o8ZH9MaFGnMlrRNCu0dEA0tz8BpTfFEusAJaIoElIC37zhEqxfNQ+1ZX5D8R9dr44NjDEGydNSad/U3Ly14zjaVzbHtDEcIEFERhnpzyYrlf5jMn1mJ14XUGJaZbxhbQvuey52ql41VozGJ2OCKJZT6oXaJnT1n8UjLx3Gph2Hse6JDhwbGHP9/RIv0CuDHB80l0KpLvWHptt2QnyRszgl7zhBovzGe1/ZzW11JTpeL5iVevvN7xrOi46DY6djz80dP34TQsDU6/V42DfzLtNmkhBCzAbwRQCN4duVUv6FWfvIdk4YTaaOkKv8wqV4+fApSAk88WoXugeD08r0Dge4Bk8GOSEmUuX2J6DiTbHEOkB6tOrsg9ctwfL6maivSC7+GYPkZam2b2q96B4M4IlXu3DblU0QAmibNwsfaaxwTRtDRN6USttttM/s5uuCbKdVxv2j59DVfzbidcn28xgTRLGcVC8StQluvl/iBXrt72tH+uMuFeCU+CLncFLecYJk7wfz3lf28EJdSef7DsZ6kN698/LC/NB3kEDmz43bv8sifabNJAHgOQBlAH4F4MWwHzKJU0aT+XwCs0tm4Psvd+KRlw6HkhOnl8k8p8REqqx4Qi9T1CmWwrEOUCJadfaen+yFIpF0/DMGyctSbd/C60X3YACPvHQY33+5E7NLZriqjSEib0q17TbSZ3b7dUG2iy7jyqIZaffzGBNEsZxULxK1CW6+X+IVWmUQr9ycFF/kHIyLWMnkN977yh5eqSuptt+M9SC9e+c3ts6JeJ0d54Z9M28yc5BEoZTybinlVinl0+qPidvPevFGk2Uap5dxBifFRLZhHaBUmFlnGYPkZanWFdYLInIyK3MUrwu8xYxYYUwQxXJSvWC/1Z3ilZuT4oucg3GRHubK7JHtdYWxHqQXBxdVl2T9uSFrmLbcBoAXhBBXSym3mbhNCqOOJgtPEnaNJuP0Ms7gpJjINqwDlAoz6yxjkLws1brCekFETmZljuJ1gbeYESuMCaJYTqoX7Le6U7xyc1J8kXMwLtLDXJk9sr2uMNaD9OJgQU0ptmX5uSFrmDmTxHoEB0oEhBBDQohhIcSQidvPek4bTcbpZezntJjINqwDlCyz6yxjkLwqnbrCekFETmZVjuJ1gfekGyuMCaJYTqsX7Le6k165OS2+yBkYF+ljrswOrCuMdUA/Di6YVZT154asYdpMElLKErO2RdqMjCZTFImj/aPoGQqgupQjqrzOqhGGjCMia5hVZ1lHyeuSrSusE0SU7XmATx5lL73YZ0wQxUqlXmR7+0LG8b4taXFLe8zYJLvxew4CzsfBxXe24djpURTm56K6dIbdh0UeZtogCSGEAPCnAC6QUt4vhJgLoFZK+Tuz9kHnR5M1zS6O+TdFkdi+7yTu2robgQklNMpq9aIaJn4PixcTqWAcEVkr3TrLOkrZwmhdYZ0gIuaBILOvC8j5EsU+Y4IoVjL1gu0LJYv3bUmL09tjxiY5Bb/nINXBnmGWG2WEmctt/CuAywHcMv37CIBHTNw+JXC0fzSUOAAgMKHgrq27cbR/1JL9KYpEZ98Idr13Cp19I1AUacl+KLMyHUfRGFfkNE6LSbvrKJHTWFEnnFbviSg+O9tG5guy05FT7BcSWckJ115sZzLPqnPuhHgi0uK22GReJKOcHNuMY31Gy43nkMxg2kwSAC6TUi4XQrwJAFLKASFEvonbpwR6hgKhxKEKTCjoHQ6YPlKVo/C8K5NxFI1xRU7jxJi0s44SOZHZdcKJ9Z6I4rOrbWS+IDspisT+7iH2C4ksZPe1F9uZzLPynNsdT0R63BSbzIuUDKfGNuM4PiPlxnNIZjFzJokJIUQOAAkAQojZAJT4bwGEEKuFEAeFEIeFEH+t85o/EkLsFkLsE0L8l4nH7CnVpX748yKL1J/nQ1WJ3/R9OXkUHqUnk3EUjXFFTuPEmLSzjhI5kdl1won1nojis6ttZL4gOx3tH8Wh3mH2C4ksZPe1F9uZzLPynNsdT0R63BSbzIuUDKfGNuM4PiPlxnNIZjFzkMQmAD8BUCWE+EcArwD4erw3TA+qeATAJwEsBPBZIcTCqNfMRHApj09LKRcBuNHEY/aUxsoibLxpaSiBqKOnGiuLTN9XvNFc5G6ZjKNojCtyGifGpJ11lMiJzK4TTqz3RBSfXW0j8wXZqWcogK0dx9G+sjki9h+8bgn7hUQmsfvai+1M5ll5zu2OJyI9bopN5kVKhlNjm3Ecn5Fy4zkks5i23IaU8j+FEK8DWAVAALhWSrk/wdsuBXBYStkJAEKIJwFcA+CdsNfcAuAZKeWx6f30mnXMXuPzCaxeVIP57W3oHQ6gqsSPxsoiS6aXUUdzhSciJ4zCo/RlMo6iMa7IaZwYk3bWUSInMrtOOLHeE1F8drWNzBdkp+pSPwbGxvHEq1247comCAH4BLC8fib7hUQmsfvai+1M5ll5zu2OJyI9bopN5kVKhlNjm3Ecn5Fy4zkks5g2k4QQ4gkp5QEp5SNSys1Syv1CiCcSvK0OwPthvx+f/lu4iwCUCyF+LYR4XQjxObOO2Yt8PoGm2cVY0TQLjZVFONo/il3vnUJn3wgURZq2H6eOwiNzhMdR0+xi+HwCiiLR2TdiSTypGFfkNJmOSaP1TKuOEnlZorphZp1gW0TkTmbkgWT7u8wXlClasanG38DYOB556TC+/3In5teUor6C8UdkJrOvvZJpa9jOZF6y5zzZvgOv5cmpzIpNq+8fMy9SslKNbStjmXGcmF65qeXSMxTA925tRUNlAQCeQ0qdkNKcyi2EeENKuTzs9xwAe6WUC+O850YAfyylvH3691sBXCqlvDPsNZsBtCI4Q0UBgF0APiWlfFdje+sArAOA+vr6D3d1dZny2dxIUSS27zsZWpdHTRKrF9WY1gFXFImj/aOOGoVng7Q+sFtiNhPxFL4vxpWlsiJmzZSpmMxkPXOZtD98Nsatl9hRN0yo98y15DZZH7Op5hr2XW2TNTEbLzYBMP7cJWvilrSl0tbY3M5kZcwaPee8hnekrIxZp8hUnfBY/5v3vByI360lZEuu1SqXDWtbUDfTj4qiGW47h5RZuoGR9iAJIcTfALgHwQEMY2E7GwfwqJTyb+K893IAfyel/OOwbUFK+fWw1/w1AL+U8u+mf38MwHYp5VPxjqu1tVV2dHSk+rFcr7NvBFdvejlmuplt7W1oml1s45F5jmlZ18kxy3jylKyIWTdiPdNlau+Wces+Lq0bzLXkNlkfsy7NNdksa2KWsekpWRO3pM2F9ZkxG4cLyzMbMGZtxDqREt7zciDGckK25FqWC6VBN2bTXm5DSvl1KWUJgG9IKUullCXTP5XxBkhM+z2AZiHEBUKIfACfAfDTqNc8B6BNCJErhCgEcBmA/eket9f1DAUikgUABCYU9A4HbDoicjPGE5H1WM+ItLFuEFEmMNeQUzE2ibyD9dlbWJ5EkVgnyCsYy87EciEr5Jq1ISnl3wgh6gA0hG9XSvmbOO+ZFELcAeDnAHIA/LuUcp8Q4i+n//07Usr9QojtAPYAUAB8X0r5tlnH7VXVpX7483wxo6qqSvw2HhW5FeOJyHqsZ0TaWDeIKBOYa8ipGJtE3sH67C0sT6JIrBPkFYxlZ2K5kBVMGyQhhPgnBGeCeAfA1PSfJQDdQRIAIKXcBmBb1N++E/X7NwB8w6xj9Rp1/aKeoQCqS4PrFzVWFmHjTUtj1k1qrCyy+3DJhRori7D5lmXYc3wQigRyBLBkThnjichErGeUTbT6LnrrBrJPQ0SZkE6uSSanESUr1dhkXBKlx4o6xH6ttyQqT+Zh8gqjscwcR25gJJ4Zy85UX16IR29tRUfXaSgSeP6tE7h79QKWC6XFtEESAK4DcLGU8pyJ26QEFEVi+76TMQl79aIarF5Ug/ntbegdDqCqhJ1xSs/4pMSjv+mMiDMiMhfrGWWDeH0XrX6KzyfYpyEiy6Waa5LNaUTJSiU2GZdE6bGqDrFf6y3xypN5mLwimVhmjiOnMxrPjGXnURSJX+zviSi7DWtb8IkF1SwXSovPxG11AsgzcXtkwNH+0VBiAIJr8Ny1dTeO9o/C5xNoml2MFU2z0DS7mMmCUhYvzojIHKxnlC1SiXX2aYgoE1LJNWy/KROSjU3GJVF6rKxD7Nd6i155Mg+TVyQby8xx5GTJxDNj2Vm0yu7up/fg2MCYzUdGbmfmIIkxALuFEN8VQmxSf0zcPmnoGQpErMEDBBNE73DApiMiL2KcEVmP9YyyBWOdiLyEOY2ciHFJlB7WIUoXY4i8grFMXsJ4di+WHVnFzOU2fjr9QxlUXeqHP88XkSD8eT5UlfhtPCryGsYZkfVYzyhbMNaJyEuY08iJGJdE6WEdonQxhsgrGMvkJYxn92LZkVVMm0lCSvkjrR+ztk/nKYpEZ98Idr13ClICm29ZBn9esCjVdZQaK4s0X9/ZNwJFkXYdOjmQkfhorCzCxpuWxo2zZLdJZBavxFuy9SyaV84DWcNJ8ZFurKuc9JmIKD4v19dUc5qXzwmZK5VYMauttQJjn9wgXh1KN4ZZB7xFrzytzMOMIfdzUxmmEstu+nzkDUZjjrnZPaLPZ315YUzZbVjbgv7RczzflJa0Z5IQQmyVUt4khNgLICYSpZQt6e6DzlMUie37TobW31ET+fb1bTg5FEBViT+U1Dv7RtAzFMDklMS9z+1FV//Z0OtXL6rhOkqkG0/R8eHzCaxeVIP57W3oHT4fZ1oxZHSbRo/vaP8oeoYCqC7V3ydlJ0WROHJqFPu7h3CodxhbO45jYGzctTkumXoWzcx6R97jtPhIJ9ZV0Z+pobIA91+zBHk5gu0FkcM4LQeZLZWcZsY5YT/Zeawok1RjxYy21gpezwfkHXp1CEBaMZxuHWDuN1865zRReVqRh5lH3c9tZZhsLLvt80VjnnWfZGKOuTkxJ9QBrfP54HVL8OGGmXjxzmDZTUxJ3MfvPMkEQsr0RtgIIWqllN1CiAatf5dSdqW1gxS1trbKjo4OO3Ztqc6+EVy96eWYaWW2tbehaXYxAO0k0r6yGU+82oXuwUDM6yktpmVdO2LWSDzZtU0vdS4cxtUxq4qX5wbGxrMux1lRlx3E1Arv1f5BPF6Mj/DPVFvmx60rGrBp5yEntReeyLWUVSyLWS/moHSle07YTwbgsDxrVZl4rf547fOkwFFxS8lLN4bTeb9Nud/TMZvuObUjpzGPJuT4mPV6Gbr587k9zwLOzLVWc0LMOeEYzJBEHbA01+qdz3VXNWF+TSkW1pZg9UPuP9+UUboxm/ZyG1LK7un/dmn9pLt9itQzFIio/AAQmFDQOxwI/X60fzSUyNR/37TzEK5fPkfz9ZS9jMSTXdvUiuO7tu7G0f7RlI+NvCNensvGHGdFXSbv8GJ8hH+m65fPCQ2QANheEDmNF3NQutI9J+wnO49VZeK1+uO1z0PZJ90YTuf9zP3mS/ec2pHTmEfdz+tl6ObPxzzrTk6IOSccgxmcUgf0zqcigbu27kbP0DlPnG9yhrSX26DMqi71w5/nixklNbvYH1pewycEygvz0T14PikEJhQIcf71VSX+TB86OZBePCUbH+HTMBXm56KhsgBd/WfT2ma8zgVHBJJefAiRHTkueuqzqhJz6jJ5k1m53gqpTuMX/pmEANsLIgdzcg4yUzL5LN1zwn6y86RTJvFix2v1x2ufh7KPXgwX5OVg13unLM3/zP3mS/ecZiKnRbcRtWXMo27n9bawtsyP9lXzoExPXv7068Glcd3w+Zhn3SmTdUqv3+6Veu2UOqB3PqUMHs/Y+CQaKguwpqUu9J3n82+dcN35JmdIeyYJyqzGyiJsvGkp/HnBolOnvDnSH5yC5rPfew1//oPf4XOXN6C27HxSUJOI+np1LUXKbnrxlEx8qNMwqfF386O7cOfKZjRUFqS8TeB8YxjOjZ0LsoZefPgEPJ/jouvc1ZtexpH+kbTrMnmXGbneClqxvH3fSShK4qXgtD5TOLYXRM7h1BxkpmTzWbrnhP1k50m1TBLFjtfqj9c+D2UfrRh+4NrFaH/yTcvzP3O/+dI9p1bnNK024p3uYWy+ZRnzqIt5uS1UFIl3uofx6G86sXnnYXz/5U587vIGbL5lmSs+H/OsO2WqTsXrt3ulXjulDmidz/aVzXjmjePw5/nQWFmEO1c247FXzueaO1c2o768MKPHSd4gpEx8I9qNvLz+kjpirXc4gKoSP3wCmmvwrLuqCZt2HIY/z4cNa1tQN9OPiqIZhp/SJEMcv9ZdItHxlGx86K0RtWXdCpydmEppm+pxca1lS7g+ZgHt+HjwuiVYXj8T9RXeznF6dW77+jYoEinXZQfj+owmSDfXWyHdNRvVz3R69BxOnAng7qf3OKm98ESupaxiacw6MQeZKZV8ls45YT8ZgMPybKplYiR2vFZ/vPZ5kuSouKXUhMdwQV4O2p98M2YmTSvyv02539Mxa8Y5tTKn6bURL97ZBiE8ee1vBlfErFfbwngxe2GV82dicHueBZyZazMhE3UqUb/dC/U6iTpgea5VFIkjp0ax/+QQ3u0ZxlMdwVlpNt60FBdXl+BTD6d+P5Gykm7MmrbchhDiDwD8HYCG6e0KAFJK2WTWPijI5xNoml0cqvC73julOQ3Osrkz8eS6y1yblCkzouMpWXrTMJ2dmMKKpllpHdfqRTWY397m6s4FWSOb40Ovzp0cCmBF0yx2BklTurneCulO4xf+mZYrEkvqyrIuHxC5hRNzkJlSyWfpnJNs7gc5VaplYiR2vFZ/vPZ5KPuEx/Cu905FDJAArMv/zP3mM+OcWpnT9NqIvhFe+7udV9vCeDHrhkESzLPulYk6lajf7oV67aQ64PMJXFhVjAtmFWFhbSmuuLAydDyvHel3xLIg5A2mDZIA8BiArwJ4HcCUidulBPTW6GmoLGJSIMtZueaWFzoXZJ1sjQ+vrHNHZGYsZ2s+ICJnsKNtZt5znlTKhP06InfLdB1m7jefk88p2whyGy/ErJNzAtnLC/FthNPqgNbxZEtZUGb4Er/EsEEp5c+klL1Syn71x8Ttkw6vrHlE7sT4I8os1jnyCsYyEXkF8xmlirFD5G6sw2Qlxhe5DWOWvIzx7RwsCzJT2jNJCCGWT//vS0KIbwB4BsA59d+llG+kuw+Kz0nT4FD2YfwRZRbrHHkFY5mIvIL5jFLF2CFyN9ZhshLji9yGMUtexvh2DpYFmcmM5Ta+FfV7a9j/SwArTdgHJeC0aXAouzD+iDKLdY68grFMRF7BfEapYuwQuRvrMFmJ8UVuw5glL2N8OwfLgsyS9iAJKeVHzTgQIiIiIiIiIiIiIiIiIiIiIiv5zNqQEOJBIcTMsN/LhRAPmLV9IiIiIiIiIiIiIiIiIiIionSYNkgCwCellGfUX6SUAwCuNnH7RERERERERERERERERERERCkzc5BEjhBihvqLEKIAwIw4ryciIiIiIiIiIiIiIiIiIiLKmFwTt/UfAHYIIX4AQAL4CwA/MnH7RERERERERERERERERERERCkzZZCEEEIA+L8A9gD4GAAB4H4p5c/N2D4RERERERERERERERERERFRukwZJCGllEKIZ6WUHwaw3YxtEhEREREREREREREREREREZnJzOU2XhVCfERK+XsTt+kpiiJxtH8UPUMBVJf60VhZBJ9P2H1Y5EGMNSJ7sQ5SNmG8ExGlhvnTfVhmRO7AukpuxvgluzD2KFsx9p2J5UKZYOYgiY8C+JIQogvAKIJLbkgpZUu8NwkhVgN4CEAOgO9LKf9J53UfAfAqgJullP/PxOPOCEWR2L7vJO7auhuBCQX+PB823rQUqxfVsGKTqRhrRPZiHaRswngnIkoN86f7sMyI3IF1ldyM8Ut2YexRtmLsOxPLhTLFZ+K2PgngQgArAfwJgDXT/9UlhMgB8Mj0excC+KwQYqHO6zYA+LmJx5tRR/tHQxUaAAITCu7auhtH+0dtPjLyGsYakb1YBymbMN7dr25uPYQQaf/Uza23+6MQuQrzp/uwzIjcgXWV3IzxS3Zh7FG2Yuw7E8uFMsW0mSSklF0AIISoAuA3+LZLARyWUnZOv/dJANcAeCfqdXcCeBrAR8w52szrGQqEKrQqMKGgdziAptnFEX+3choZRZE4cmoUXadHUZSfi+rSGaiv4DQ1XpJMrAHn461/9Bzyc3wYPTeFohm5GJ+aQmXRDE5jRBTGSH5OVAczNVUYpyTLTpkud7147xnKbP+GUvfB8fdx83d/m/Z2tnzpChOOhih96eaaTOWqeP2Fxsoi5ksHSvY6y0zJxmW817M9Jq9zyvWYnkT7t/v4SFsq5RL+nqoSP3J8QPdg/Pfb2daQszjl2j7d2GNOIzNZEU+pfpdiRr+c9OmVy3t9IzyXZCrTBkkIIT4N4FsAPgSgF0ADgP0AFsV5Wx2A98N+Pw7gsqjt1gG4DsEZKlw7SKK61A9/ni+iYvvzfKgqiRxPYuU0MlrbXr+qGc3VxVh5cTUTikcYjTXgfExs2L4fN7fWY9POQ6HYaF/ZjC0dx3D36gWcxogIxvNzvDqYqanCOCVZdrKj3PXifWJKQlFkxBcyjEkislq6uSaTuUovf84u9jNfOlQy11lmSjYu470eAOOLPM8J12N6Eu3f7uMjbamUi9492Md3dWFgbFz3/Xa1NeQsduSCqhL9vmmqmNPITFbFUyrfpZjRL2cd0KcoEpNTUrNc9p4YxKYdh3kuyTRmLrdxP4AVAN6VUl4AYBWA/07wHq3olVG//wuAu6WUU4kOQAixTgjRIYTo6OvrM3DImdNYWYSNNy2FPy94ytVK3FhZFPE6K6eR0dr2QzsOYc/xQU5TYxMrYtZorAHnY2JNS11ogAQQjI1NOw9hTUsdpzGiCE7Os1Yzmp/j1cFMTRXGKckiZUvc2lHujZVF2LC2JSLe21c2477n9kbslzGZnGyJWfIOp8Rsurkmk7lKr7+Q4wPzZQakErPJXGeZKdm4jPd6tsfu5pRc63ROuB7Tk2j/dh+f2bwSs6mUi9492OuXz4n7frvaGgpySszakQtyfMD6Vc0Rsbd+VTNy0vj2yGs5zamcErdWsyqeUvkuxYx+eTZLFLNH+0dx73N70b4yMifdt2Yhnuo4DoDnksxj2kwSACaklP1CCJ8QwielfEkIsSHBe44DmBv2+xwAH0S9phXAk0IIAJgF4GohxKSU8tnojUkpHwXwKAC0trZGD7awlc8nsHpRDea3t6F3ODjNWirTtKdDb9uKBKdts4kVMWs01oDzMSEENGND/Tvjg1ROzrNWM5qf49XBTE2dySk6I2VL3NpR7j6fwIdm+nHblU0QApASeOLVLnQPBiL2y5hMTrbELHmHU2I23VyTyVyl11947Ug/82UGpBKzyVxnmSnZuIz3eim1r/sYX+7glFzrdE64HtOTaP92H5/ZvBKzqZSL3nuEiP9+u9oaCnJKzNqRC7oHA3h8V1fEtf3ju7qwrH4mGmeltk+v5TSnckrcWs2qeErluxSjx8A6oC1RzPYMBdDVfxZPvBqZk4YDE+geDIRex3NJZjBzkMQZIUQxgJcB/KcQohfAZIL3/B5AsxDiAgAnAHwGwC3hL5ielQIAIIT4IYAXtAZIuIHPJ9A0uzhupbVyWjW9bfsEOG2bxxiJNeB8TADQjA0pOa0fkSqZ/KxXBzM1dSan6MxOdpV7ZdEMPPZKZ9z9MiaJKBPSzTWZzlVa/QXmS2czep1lpmRjItHrGV+UDey+HtOTaP92Hx9pS6Vc9N4jZeL329HWkLPYkQuqS/0YGBvHIy8dNm2fzGlkJivjKdnvUszql5M29bx1DwZCOcmf58O6q5oiXsdzSWYwc7mNawCMAfgKgO0A3gPwJ/HeIKWcBHAHgJ8D2A9gq5RynxDiL4UQf2nisTmCokh09o1g13un0Nk3AkWJHdhn5bRqWttev6oZLXPKOG1bllJj4vm3TsRMX9S+shkv7Dlh6bR+RuoEkVOYkZ8zNXVmJvbD+us80eXeUFmAR29tRc9QwNIyMhJvnDaWslXd3HoIIdL6qZtbb/fHsE2ybU26ucYJucoJx0DOohUTm29ZBimhWTfixRDji7wombbC7jqQaP92Hx9pS6Vc9O7BPvPGcZZrGN5X0JZs22/VPtONU+Y0MoOaJ3qGAvjera1oqCwA4I5rNdaB1DRWFmHzLcvQvmoe7lg5D+tXzcO9n1qAysJ8nksynZDSvAZVCNEAoFlK+SshRCGAHCnlsGk7SEJra6vs6OiwY9eaFEVi+76ToTWI1Eq8elFNzNQ9iiJxtH/UkmnVFEXiyKlRHDs9isL8XFSXzkB9BadtS4NpJ86umFXj7fToOeTl+DA2PoXC/BxMTCmoKJph2bR+ydQJMpXrY9ZOZuRnK3N8pvaT4fpr6ga9HrfhOf3EmQDufnpPRnKskXjLVOw7hGtyrRACN3/3t2lvZ8uXroCZ1xVeYcb5zdC5dVzMptrWpJtrnJCrnHAMLuC4mLVSeEzUlPrxTvdw3LoRL4YYX7bKqrjNhFTaCrvrQKL92318URiz01Ipl/D3zC72I8cHnBxyRLk6gkX3FTwTs8m2/Wbv06w4dVhOcyLe84pDK09sWNuCupl+S7+3SHRMycS0R+uApblWq9z/eW0L6isKIITA2PgUqks9cy4pM3QDxbRBEkKILwJYB6BCSnmhEKIZwHeklKtM2UGSnNYgdPaN4OpNL8dMrbOtvY3Tp7mbYzrfaoPbMxRwRSPBOmEbx8SsW7itbmVChusvLxhTYGeOZZ0B4KJcy0ES1uIgidSxr+gMDs7pjotZldXnjHXD1Rwbt25lpD44OI+5AWPWYbwUzxa1Z66KWaPlybbf07L+nle8esDYdyxLc61euf/oC5didok9g2PI9XQDJtfEnXwZwKUAXgMAKeUhIUSVidt3tZ6hQESlBoDAhIKeoQATOqXNjbMy6NWJ3mHWCXION9atTGD9dT67yoh1hojMwrbGfszpycvEOWPdIDovUX1gHiMv8Vo8Z3t7lkx5Zvu5Iu9KVA8Y+9lJr9xfPnwK33+509VtHzmPz8RtnZNSjqu/CCFyAfBxsmmF+bmh9XJU/jwfCvNzbDoi8pKj/aOhzgQQbDTu2robR/tHbT4yfdWlfs06UVXit+mIiGK5sW5lAuuv89lVRqwzRGQWtjX2Y05PXibOGesG0XmJ6gPzGHmJ1+I529uzZMoz288VeVeiesDYz0565S6l+9s+ch4zB0n8lxDiHgAFQoiPA3gKwPMmbt/Vxqem0L6yOVS5/Xk+tK9sxviUgs6+Eex67xTeev8Mfn+0H519I1CUyPEliiJDr9P6d8pu8UZVJpIotrT+3Yx4bKwswsablkbUiY03LUVjZVHS2yKySjp1S0+q9Sedemd2G8L6a79EZapVRhvWtqB/9Jwl/Qj1eN7tGTa9zhBRdtJra3wCCa+d7OSl6zYr+kFeF++c6cVGsjGTTD/MS/FIpCVRfYg3q6te3bDjeo28Jd1Y0Hu/Xjx39Y+6Mt6y+b6CuryA0X6W3rmqLy+0JO8wn5FR6cZKouuNTPV7GfPOUl9eiA1rW2K+S33mjeMAzvfliMxg5nIbfw3gNgB7AXwJwDYA3zdx+65WWTQDWzqO4bYrmyAEICWwpeMYFteV4erHXg5NJ9S+shlbOo7h7tULQlPGeG06NTKfOrouep2mRKMqE8WW3r/n5wrc8eM304pHn09g9aIazG9vQ+9wAFUl7l5Lkbwp1bqlJ9V8nk47YEUbwvprLyNlGl5GPUMBTExJ3PfcXnT1nzW9HxF+PLe3NZlaZ4goe0W3NbOL/TjSP4LVD8W/drKT167bzO4HZQO9cza72K8ZG59YUI1f7O9JKmaM9sO8Fo9EWhLVB706OTElQ2tdh9cNABm/XiNvSTcW4r1fL57ffP8Mzk4orou3bL2voJbxwZNDhvtZWueqvrww6T5EMsfHfEaJmBEria43MtHvZcw7i6JI/GJ/Dzb+8iBuu7IJDRUFOH7mLJ54tQvdg8GBEWpfTlEky4jSZtpMElJKRUr5PSnljQDWAXhNSskhV9MaK4tw9+oFeOyVTmzeeRiPvdKJuz5+Me57bm/EdEKbdh7Cmpa6iCljzJhOjaPhvC3V0deJYuvIKe1/33N80JTp/Xw+gabZxVjRNAtNs4vZqJHjpPtkQ3Tu1atTiepPOu2AVVNysv7ax2iZqmVUXerHuic60NV/Nu7rzTiep18/HjNzlpVPuBCRt4W3NUIgNEgX0L92spNefv790dOuzH3Z/IRnqvTOWY4PmrGxr3swrX5avDsuXpuWnUhPvOsSvdnVou/FqXUjmXoTfq2398QZ1jcPSecearq5N977teK5fWUznuo47tp4y8b7CmoZb+3QvnbW62dFn6tjA2Om5x1FkcxnZJgZfU0j1xtG8oQV9033njjjuus3L1DLo6v/LB556TC+/atDKMjLwcDYOIDzbd99z+3FkVPMS5Q+02aSEEL8GsCnp7e5G0CfEOK/pJR3mbUPp1CnxOoZCqC61NgoV61Rb/2j50JfWKgCEwqEOD+tUNPs4rjTDjXNLjZ0vBwN521qfC1c34aeoXMYHZ9EQ0Xim5fxYquxsgj7u4c0/z26f5BMPBK5STpPNmjl3m/ecAnKC/Nx/fI5ENObePr14wnrTzrtQLptCDlPsmVq5PWp9G20tt89GMATr3bhtiub0FJXiubqEsuecCGi7KKXy6KvneyiKBJ9w+dwe1sTgGD73j0YPOaXD5/C91/udF3uy9YnPFMR3o5eXF2C7evbcHLo/Dl77Ui/ZvyqMRL993jxbPT6nn1A8pJU+6rJ3IvrHQ6E1rrW+rfwehNdD9tXzWN984h076Gmm3vD319b5g/dO+gbOYfGyiKsXlSDyi9cipcPn4KUiHiylvHmDmoZh187CwG0zZuFjzRWGO5n9Y+eC70XON/3TDUO1Ng/cFL7XjDji6KZ0dc063qjZyiQ0v3WeJ9jx4FenDgTcNX1mxdotYMTUxKP3vphDIyN492e0VDbt//kEC6YxetTSo+Zy22USSmHhBC3A/iBlPJvhRB7TNy+I6TTWVZHvYUnZq3phKSMnFYo3WlO9UbDzW9vY+fGY97pHk4qNuPF1tH+URzqHdb89+jNcdpd8jKt3G2EVu794MwYPnd5Ax7acShUT9evakZNafz6k047wKmyvSfZMk30+nRvBEZvv3swgMde6cS26X5GZ98I+yFElDa9XBZ97WQHrTzavrIZT7zahYGx8dCXbm7Mfan2g7KJkXZUL35ry5Lvpxm9vmcfkLwi3b6q0Xtxat0wUm+i66Eijb2PnC/de6jp5l71/eWF+bh1RQM27QzeOwgfbDm7ZAa+/3In482lwmOkezCAR146DH+eD9cvqzP8RZ+iSHxwJnjdHd733NJxLOU4UGOfS2iSUWb1Nc243qgt86d0vxXQ/xxTClx5/eZ2eu2gP8+H+9YsxDNvBAeE+fN8eLdnGAtrS1k+lBbTltsAkCuEqAVwE4AXTNyuo6Q7jZCiSLzXO4Kd+3twcvAsfvD5VtzzyYtDN0faVzbjhT0nQtMKKYqElMA3b7gE61fNC70umWlO443qI++INzWU3hSB9eWF2LC2RXNKq56hgObUbw9etwQtc8o47S553uSkgrfeH8D2t7vx1vtnMDmpJH5TmOiRr1/+6DzUlReGOuxAsJ4+tOMQphJsOp3prjlVtvfoTRvcP3pOM9cnioF0+zb15YV49NZWtK+ahztWzkNDZUHE9tW6oNaDO1bOw+1tTTg9es6U80FE3hQ91XV9eaHmFNMv7DmBzbcsg5QIvXZyUrF0iR8jy2lt2nkIN7bOQfvKZjzzxvHQ33kN5j1G2tHwtri2zI/2VfPwzRsuQWF+Ln7w+Y/otqFAbLz1j54zdH1vpA/IZTnJDcxeOiZe3WisLMLmW5aF6uT6VfOw+ZZlMddO0ffZ9h0/g0dvbcWGtUvw8GeXobWhDA9etwQ+AdYrl0n3Hmq619/q+z93+fkvhtRjUO/x9QwF8L1bW9FQWRDaR3RfyMy4Y1thLr0YMbJEpVoWvz96Gnc/vSem73n/NUsMxZpWmaqx/5uDvdh409K4fRMiwNz7janmGfV9PUPnNO+3Tk4l3q7eUkbPvHE8qfzPXGkOtS/2tTULY9rB+194B396WX3EclO8vqZ0mTmTxD8A+DmA/5ZS/l4I0QTgkInbd4RkpxEKnxKwMD8XPUMB7PtgEFs7jmNgbBzrVzWjKD8H935qARoqCxGYmMLqxTWhxiR6tPyD1y3B8vqZqJ9eSiHYCASnG6wvL8SxgbGY6Qf5BEl2OKkzVevBk8M4NnAWz791AnevXoCFtSXoHgygtsyPd7qHsfGXB3HblU3I8QHL68tRUZSHvSfOIDAxhZta52D7292h6dt8AqH428Zpd8nDJicVPPvWCdz77Nuh/PvAtYtx7SV1yM3VHl84OalgX/fgdP0qwIdmxo58vb2tSbOe9o0EcGGV/qjXZKafi56Ktr68EEUzgkt9jJ6bRJE/F0UzzBwjSZnm8wl8YkE1tqxbge7BAMoK8vCtXxxAR9eg5pN1ieJHr2/TM5R4WkJFkTFLaWxY24JPLKiOeHq2obIAN7fWR4wAv6iqGF39Izg5eH6ZKE6TR0SA/lPDn1hQjW3tbdPXVjmYmFJw9ZIavNM9jE89/DICEwoaKgvwd3+yCPs+GIIQQJ5P4EMzC7GgttSUHDM5qeDFt7tDN6bV5bS08uicmQX49q8OhabBjp7FJ9VljshZjNwjCF8e8Y1jZ3DPT/ZGPOX21PT9gQ1rW/Cxi6vi3kPYsLYFDZUFEcsFNFQWoCAvB7veOxURT/Ha/3j1TOu+ApFdzF46Jl7d0PpCY3xCwX+/14cPlRWG2pHw+2wtdaX49NI6dHSdhiKBHAHcenkjnn3jBO75yV7XLbWU7ZK5h6rXlqczdbx6rbdtX7fu9O+bdhwOXXfVzfRjVvEMvNM9jL/40e+wpqUOOT7gIw0VuLypEj6fSKu/kWgmF/ZnkqcVI+FLVJYX5uPG1jm4qKokov8aXhZ695byckREO69VNnplurC2BA2VBVi9uDbi375+3ZKI63szMG68wWi+S1Teqc4YZaROHOgZxjd+fiAmN4bf21U/x5x1K3Dg5DAK8nNx4swYgNj8n2y9YvufGimBocCEZpnWVxRi/apmPL4rOGsjv+OkdJk2SEJK+RSAp8J+7wSw1qztO0WynWWtaVef3X0Ct65owBOvduGhHYew7qomnBodx4LaUiyumxl6v9b01Pf8ZC+2tbcBiB1A8cC1i/HwzkPo6j8bkYjV0XDRSZojQL1lRq5PMza7Tp/FY690on1lMzZs349rltZh047DaF81D4/+Jjgt2yMvHQYQvLm27qoLcf8L70TctFMbnY03LUV9RRGn3SXP29c9GBogAQTz773Pvo3mqmJcMrc85vV6gyq+e+tyvN51JmLka6qD1ozUO6125wef/wje+WA4Zsq5hooiNM5iHXYjrYEJ7SubceLMOXQPBnDX1t24+M62iIE38eKnMD9XMy4L83MSHovWk313P70HS+rKQvtqrCzC/dcswbonOiJe961fHoxpc3gRSUSA/lPD6jI+4bks/JqptsyPm1vr8T/+842INu8ft+0P9WXTyTGKIvHbzv6YJ/f0lqirKSvAwNh46Pfw2QJ5E807jN4j8PkEFInQAAng/FNut13ZhEdeOoyNvzwIABGDcKLvIdz99B48emtrqF1tqCzAnSubcfOjr2rGk177r1fPwrfN2CQnsOLBH726cez0KA71jITulajtCAB88fHXNe+zfXllMzr7Yt/zmcsa8NK7pzhVt8sYvYeaqC1P557ZsYExvNc7ojv9O3D+umtbexsUCWzYvj9mUPqGtS0ompGDO378Zso5Pd7yI42VRezPpCg6RtT+rNb08uo5DS+Lgjzte8BGltTUK9MX72zTvG7/m5/sxSVzZ5qWw9gP9pZE+c5Ieae6zFH0+7TqxPunxzRz45+0fCgm3o6fCeBrP90X0ZY3VxeH8n8q9Yrtf/KOnR7F4d4RBCamNMs0Lyc4wEW9vud3nJQu0x4lFUJcJITYIYR4e/r3FiHEvWZt3ymSmUZIKzlu2nkIa1rqsGnnIVy/fA4CEwoUGVy/MHpqmHij5bW2fe+zb2NNS13od3X6QXU03Lb2Njy57jJsa29jx8ODBgPjMUtjhE8Npcae+mCEMr02crg1LXWhL6uA8zft/uXmpYwbyirdOjOznBzUnsJLb1DFTH8+ls6dGfr706/HLmFjZodOq23oHxnXnHKuZ4hLHbiVXv/i+uVzQr8fO218+uHxqSnN9mMi0TowMDYdrc8nkJcjDLU56UydTETekcxU1+GvvX75nJgpOR/acf66K90cc7R/FB1dp2OObWvHcTx43ZKY9v2KpkrNazCzp44neyVzj0AvtsX0JdaaljrN6bOj7yHk5YhQbG36zLKYfqiReNI7lvAYZ2ySE2Ry+UC96brnlBfq3mcryPNpvidv+t6JXvtFzmT0HqqVbbne8rfhS3ip++wdDqBnKBBqJ6IHr+85PpjWMSZ7b5ptRmrU86zVl1XPaXhZ+ITA+lWR8bF+VTOmvzuMWzZ6Zdo3EtC8bjc7hzFusouR8k51maPw92ndb33wuiUAoJkbo+NN6zgf2nEIF1QWJxzMEa9esf1PntoX29pxHPetWRjTDv7T9v1YXFfG76rINGYut/E9AP8bwHcBQEq5RwjxYwAPmLgP2yUzbVq8GyDqf/15PqhvjR4FH2+0fKKbK+rv6vSDfPLf+yqL/NjS8Q5uu7IJ9RUFOHb6LJ54tSs0vW9gQkGODwj/zis6vnJ8sQMnAhMKJCRjh7JKbVmBzhOh2k8r6Q6qGAqguboktK3uwQCeeLUL665qwrK5M9Ewve6tWR06rbZh9Nyk5rGNjU+ask/KvER9gOAsEMa7eJVFM7Cl41hoaSUpgS0dx7B6cU3C9xp9sk/rdXptTqpTJxORdyTz1HD4a9XrrHDh+THdHNMzFIAiY/vQA2PjWF4/U3M5Oq1rMLOnjid7JXOPQC+25fRAdr22MfoeQnWpPxRbu947lVI86R1L9BhJxibZLd3lC5IxOq5z7XRuMvT/0ffZ3usb0XzP6PgUAC5360ZG7qFa2ZZXl/oxMDaOJ17tCl2jza8uwTd+cSB0jw+IjC299iN6BZlkjzGVe9NsM5Knnme9vmzvcCCiLEbHp/D068cjruEf39WFZfUz0TirOG7ZJOpnW71kN+Mmuxgp71RnjAp/n9b9Vp8AnnnzhKF4izd4SJ2lNZ16RcapfbHuwQCGAxMReU79rmtySmG+INOYOUiiUEr5OyEiLlIc9Q2MWetdGR1wUFvmR/uqeaEO6dOvB9cQlfL84Ij1q5pRlJ+DD5UXxIyCjzfFm09Ad9sqf54PAgKdfSNc28vjFEWiKD8Hd338YnT2jWBgbByPvdKJ8sJ8fPmj8yBEcF3MljlluPfZfagt86MoPwf3rVkYMc35gprSlBt0ridHXrKothTfuKEFh3pHQuvKzqsqxqLaMs3X6w2qKC/Mh08gIpcPjI1jfk0p/vCiKkPr9AEwXLe0OuUDY+Oax1ZfwenI3CreFyzqEyTVpTNi3qeXpxsri3D36gUR/Y3NtyyDlIhZ2zxaY2URNt+yDHuOD4bqypI5ZYb6NAtqtduc2cW8iCTKdvXlhXj01tbQ+u7Pv3UCd69eoPnUcHh+AbRv7KrXSIn6tYn6s9Wlfjz/1gm0r2yOmbI1vF3tGQqEji2ZL8p5E8294t0jCI+rqhI/Nt+yLGLqc3V5Q3+eDx9pqIjbxvsE8C83L8WpkXM42j+Khooi1JalFk/15YXYsLYlYmmPDWtbQkt+JLMtcgYvX5Nn6sGfCyqLNO+19Y0EZ+GLns7+aP8oygvzNOtgz9DZUL3qHw2+30tlko3C65jekoXJ5kutehvet3nkpcOh67Poa7bwGVX02o/ocEvmGBVFQkrgmzdcgkO9w9jacTxmevNM9me8nOPUMj94ckj3nEb3eQfGxkPLJ4e/Djjf1ywvzMf1y+eE7gvXlPpRXxF7bf7Pa1swMDqOsYnJmL6B3nIzqZYF+8HZxUh5p7pUfPT7BsbGsbC2FEUzcoP95PJCXNFUGVoOS2//QPDhZc2H5Ur96OwbCeX9hsoCdPWfjdkWl7s3T0NFUURZFM/IQUVhPgpn5OLPr2jA//3dMVQW5Se8X0lklJmDJE4JIS4EIAFACHEDgG4Tt5+WTK93pSgS73QPR6xJ+LU1C5ErgEf+6z08cO0SzK3wI1f4UFmcj/qK2MqsN1oegOa2K4vz8eC2/QDOf0nylS27TVl/l5xLK7YfuHYxNn92GQ71joSmffTn+fCP1y1B3cwZ+JOWOvSPjWNiSuKbN16C/Nzg2vP/8suDMTd9jTToqdQvL1/ckPv5fAI+4YvIs9+6calujGoNqmicVYQHXnwH7/aOYPMty/DinW3oG9F/8kmrHj143RIU5ufgK1uM1S2tTvm86mJ868al+F9PRW7jglnsqKvclo+0yvm+NQsxHJjAuqua0FxdHDMIJlGeDu9v1JT68U73MD718MuG4m58UkbUlY03LY15TfQ+Zhf7cfzMKO76+EXY+Mt3I74oOtQ7jNNj51BZNMPxZUFE5lMUiV/s74nIVxvWtuATC6o180F4fjk9eg7NVcURN3bDv4CO16810p+tLy/EnSub8fDOQ7jtyibk+IBlc2fiD5pmAYDh/nCim2hua5dIn1Zc/fPaFvysvQ090+1hjg9YVj8TVSV+1JcXxsRG+8pmbOk4hgevW4K5FQV489iZiL7ht25cGjPwItE1nFrPNv7yYCiWWxsqsKKxAnk5PmzYvh9rWuqQ4wt+8VZfXpjBs0ap4Brv6VMUif0nI++1rV/VjBJ/Lh556b3QOa0vL8TRUyN449gZ3POTvSgvzMf//uOL8Y2fH4yo57Uz/Xj01lbc99xedPWfjVsmzPvOF13HGioL8MC1i0PLHaXyhVi8eht9P7i+vBDHz4zhR1+4FGPjk6ivKMIFs87HyeVNlZpfbufnitCXTckco979ieX1M0P3sI18KWhWbHs9x6n92YW1JWioLMI9P9kb+8Bkgj5v+LlXH2bo7BuNuN6+qLoU9RVFoe30DAUwJSU6e0fwf6a31VBZgEdvbUVejkB1aTD2wsuwvrwwpq+eTFnwy+TsYqS8jcwYpZdLwmMZAPaeGIzpJ//LzUtj7qtG56kj/SNYv6o54nuUzbcswzvdwzHfuTy881BEux59LIlmvWKbH98Fs4rw8GeX4UjfCEoL8vF3z++L6Jf9r49fjH94YR86ugY91xaQPYSUMvGrjGxIiCYAjwK4AsAAgCMA/lRK2WXKDpLU2toqOzo6Qr939o3g6k0vx4wG29beZslIdL39/duffRgXVBZqDopId9uP3tqK+ooCHDk1ijffP4OnOo6HpmGz8rNmOdOyb3TMGqUXD1u+uAI3f+/VmL//5+2X4XdHTkc0+utXNWP1ohpIAKdHzyEvx4ex8SnDDXWy9cvrFzcOZ3vMukEqMf2zt09GDET4q09cjMdeOYLuwYChHKy3z3VXNWHTjsinA+JtS+1sRw+ui/6bi+qaqQcaHbduzUfh5ax+wXJySL98k4lpq16r9Rne6R7EL97pgSKDU+c980bw6aTbrmzCY690uqIsdLgm1wohcPN3f5v2drZ86QqYdV3hJWac3wydW8fEbLrXbeE3naakxDsnBjF0bgq+6VnVVl6sPdjCyH47+0bwhR/+Dmta6kJTfr6w5wR+8PlLASDpvoNW2+zWdskGjonZeOJdu185b1bCG6eF+TmYmFJQUTQjNGWw1tNwL97ZBiFguK8XL97rywvx4tvdMV+8MAZNYVncZvqelxfpncMn/uJSjJwLfindUBH8cvDAyaGIulhb5seNrXMillQ82j9qqEwcnvddkWszQSs+GioLsOkzy3B2Yiql62yj9dZojJh5LyCZY9PbvpmxnUSOc33MxjunybzucM8w1mx+RbPPoC4f0Nk3gmd3a/cttrW3obGyKKYMH721Feue6EirvTH6GbOEpfe8nCDd8jaSS+LFcqJ+sppfwmde8QngY/OrcNOjsd+tbFm3IuW87/A2PxmW5VpFkXhhzwc43DeiWZ7rrmrClILQTDrs75JBujFr2kwSUspOAB8TQhQB8AE4C+BmALYMkoiW6fWu9Pb35rEBNFQUxk16iiJx5NQouk6Poig/F9WlMyIGVehtu6PrNMoKqlDsz434Qk39d67t5U168XBi8Kzm308Nj4cGSKh/e2jHISyuK0PdzAIsr6+IuKAxMrIx2fp1tH801BlQX3vX1t2YzwaNHCKVmFYHSKiv/eYvDuKOj87D2Yng+tF9I+fidp719pnsGqJ6U9E2zS4O3ax77Ug/RytPc2s+ii5nRZFQpP4U70ZiWs357/YMG4p/9fWp9q98PoHhwGRMnwVAaC1WN5QFEZlLL191GXzaRs2PgPFBC4oi0Td8Dre3NQEITq/ePRiIyWc9QwF09Z+NmNoYCN5wk1J/DWmtHBaex6O/FHdju0Ta4l27zykvSBgb4Xa9dwqKTpz1jQSwommWZjsd/uTnsYEx9AwF4BMC5YX5EWvbq/EKIDRAQv27GoNqX5JPvjkP13hPn945nJISf3hRFY72j+I3h/tw8OQQCvNzIl7bPRjAph2H8eS6yyLajPAvXIBg+xJdJm69Hsk2WvHR1X8WZyemcGljZUrX2Xoxd3p6eRY11/oEDMWI1jViqjnbaE6JtxSOmbGdTTnO6PJCiV53bGBM85x1nhoJzULSMxTQ7VuofYLoMuzoOp12WWRqCSVyhnTL20guiRfLifrJ4f3i8Ou8xR8q1dze2YkprJieSdCKz5LtjvaP4v88vQe3tzXp3ievryhAbZlf85qdKFlpD5IQQpQC+DKAOgDPAfjV9O9/BeAtAP+Z7j7MkOn1rvT2N6UgbqXVGk22flUzmquLQ089xdv2jgO9uHB2se76SOQ9evGgKNprAxb7czQbmNeOnMb3Xz7/1C5gfMrgZOtXNl3ckDuZFdMfmlkQmiYxvH4lsz55OmuIhvPQaGVTeSEfGSnbRDEdvo3b25oSxr/6+nhrphqhd1zqQ/NuKwsiSp9eXnjz/TPYtOOw4fbLaH7XyqHtK5vxxKtdGBgbj8hniXJpKvkwev/tq+a5vl2i81K9L6C3rRxhLM60poW/c2VzxLTw6lI04bNPVpX4detOz1AAB04Osy/pUFzjPT2KIjE5JTXP4exif0w7cd+ahQnvu9WW+fG5yxtiZvGsKY0sEy9cj2QDvTpWUxobH0Zzo9Y2GyoLcOJMAH/22O9C23vwuiW6A9uSub+cTM42I6eYGdvMcckrys/VPGd7TwxiYkpi9aKahH0LrTJUZGp9XqJUGckl6fSTtfrFDZUFKNCpQ7OLU491tvmJhZ8jvfvkJ86cxa0rGjSv2YmS5TNhG08AuBjAXgBfBPALADcCuFZKeY0J2zeFuv6RPy/4kbXWHzJ7fxvWtkTsr31lM17YcwIFeTlQoh8NnqY1muyhHYew5/ggjpwahaJISAn88w0tWL9qHmrL/BHbnlKCT33cf82SiH0/eN0S+AR090vupRXbX1uzEE+//j7aVzbHxPyHygpCf1OpX0ipoxeP9o/GxGJ5YT4OnBzCr9/tRWffSCiWFEXCJ4AHr1tiuH6pFzfRx2B1g6YoEp19I9j13qmIz0AULdk2o3C64xzOn+dDfo4vIp/ftXU39p44ExN7evXoqx+7CHPK/GhfNQ93rJyH9avmYfMtyyLWLDca03qjlY/2j6ZwhrzDrnxkJr2yPXZ6NBQfUgKbb1mmG9Ph23j69eOa7Ud4/Kuvf+lAL+5bs9BQXdGK1/ryQs3+0jNvHA/97qayIKL0abXB61c146mOYF4w2n4Zze9HTo1iw/b9uO3KJtyxch5ub2vClo5juLF1Tkw+i9c/SPV6MzqHqzeeo49bQLD/6iBG+2Dx7gtUlfiT6ss1VhZhyZwy3PXxiyK2960bl8b0DX9/9HREXK1pqQsNkADO32e4sXVOaDtqvOrVHb1ZTrK9L+kUmb7nZad0r+u13n+0fxT3Prc3pg+8YW0LcnyxT1Lf/8I7uHv1gpjzXV9eiPd6R7DzQA96h8/hyd8fi6l3U5HfjXjieiQbNFYWYfMty2KuzacU7Vke4uVGNQb7R8/FtBH3X7MkZjafe36yN5SvVYliJN3rfzNySqLYTrYNzJYclyy981g0IwfrV0XmtK9+7CIU5OXgwMkh7D0xiPryQiyZU4Z7Pjlf876T1r2u5986kdQ9YKJ06eWSgrycUNyrsRwd8xvWtqB/9Bzeev8Mfn+0H519Izh2Wvv7NzXPNlQW4J+ub8H+DwZjtrd+VTNy0vhGlW1+Ymreefr14/jqxy6KOf+zi2fgqY7j2LTzkOY1O1GyzFhuo0lKuQQAhBDfB3AKQL2UctiEbZvG5xNYvagG89vbkl7/KNnpydTXzy6egR98/iPYe/wMBgNT2NJxDDe31qP9yTdx9+oFmqN34023vu+DQfQNB3D3M3vQ1X82NHp96OwEnvx9cNtPvNqFwISCvByBF+9sw/6TQ3i3Zxjf+PlBDIyNR8wSkOqUa+lM10apmZxUsK97EN2DAdSWFWBRbSlyc4MNhM8n8IkF1Xj01lZ0dJ3GlAJ89zfv4ebWemx/uxu3XdkEIYC2ebPwkcYKAMDGm5ZqPi0HnB+9GD5lcG2ZH7euaMCmneefgNiwtgWfXFiDXx3sxV1bd6O8MB/rrmrCRdUlWFBTGpq6TYt6cRM9ot3KBo1P0VMywtsMderr8SkFR/tHI75UVvPg+NQU2lc2R9SR9pXNOD12Dl/+6LyI6VV3HOjFiTOBUOyFx2Z5YT7Wr2rGh2YW4L2+Eby45wOsueRDoTXY1LgFtGN6w9oWfGimH5VFMyKmVK4u1X8qMNtHK9uRj8ymVbblhfl449iZ0Ewm6ufavr4NJ4di+0Hh2+geDOCJV7uwflUzFteVYWJKQUNFUcw+ywvzsXpxLR79zXu47com5PiAZfXlaLswOO1gZ99IxBTfv9jfE/FE6/3XLMFwYALdZ85i/apmTCkSiz5Uir97fh+6BwMJy4L9ESJvir5uy/P5sKuzH2s/HLxppS6Fkaj90svv9eWFOHpqBD1D5zA2PokcH3D36gU4cHIIigze+L25tR4tc0pxxYWzI/JKomtKI9eb0bkrOoerA9XC+xTrVzXjK1t2R1zPMd/ZJ5nrCp9P4FOLa1FemB+6VtvScQx3r16AOWUFeOXwKXR0nQ7Fnt59AnVbf9RchcmpHqy7qgmKDK6XPCPv/FKJOw/24FDPCOaUF+IbN1yCE2fG8KPfdoWWsQoXmFCwbO5M/N8vXhbR160vL9SsO+NTCvuScdjdL0nnnpebpHpdr5bPycEAhAD2Hj+DoXNToXo3uyQfXf1n8cSrXaF7KFICdTPPT+UcLjCh4HDvCO76WDPm15ZickqioaIQvz7Uizt+/GbMvRb1ydTARHDa7wtmnV+6prbMH/d6xO7YoiBFkRg7NxVzbX567JxmfOgtE6Y1088PPv8R+ITA6PgkZuT6NGeNuKi6JPRErZFr1njLlxmNofxcEdHe5OcmF3fhfbHywnzc2DoHF1WVQMrgfc7w68NEddmtOc7q+hsvJ56dmEJhXg6+ecMlONAzDH+uD/5cH76+/QACEwoe/U0nNt+yDA0VRTg7PoX+0XE8/fpxDIyN48HrluDY6VHNe103t9Zj7NwE7vjoPFSVzEBNmR9zywtN+0yU3bTqjNZ13QPXLkb7k2+GviPbeNNSfGJBNebNLsby+vLp6zwf7ntub+g17SubsaXjGNavugjlhfkAELEk1qWN5fiP2z6C3uFx7OrshyKD12bh/YLHd3VhWf1MNM6KXb7RSF236zsRN/UjwvPOq++dwvdubcWZsxOYVZyPEwOjGD13fnDLwtpSfGx+taM/DzmfGYMkJtT/kVJOCSGOOG2AhCqV9Y+SvQDTev3Xr1sCIIA1LXWhiyO9tYbiTbd+uG8Eh/tGQoMhugcDuP+Fd/DNGy6J2LY/z4fq6en7/uqptyK2ddfW3bj4zjYc7Eltmkx+0Zx5k5MKnn3rRMTUqA9cuxjXXlIXGihxbGAM657oiCjrTTsP4bYrm/DIS8Fpia9fVhdzA7erfxRvvn8m4qJdnTbqgzNnQ7F4/fI5oQ4xEGyE7n56D8oK8rBh+34EJpTQGpz+vOBaz/HiwY6LG675Rcny+QQaK4tw4OQwvvDD30fkvPxcEXHz63u3tmJLx7GIjvPOAydx3fK5eOyV8zdR1q9qBoCI2AuPze7BADZsP4iGygJs+swy/MGFs/DnP/idZtyq24mul7dd2YTHXunEA9cuxsM7D4UuBr53a6tm+5Lto5XderMlnFbf4cbWOaEBEsD52NnW3qa5dqLWNgDgi493aLb31aV+3Nh6vm1Q12305/nwokY/49FbW0O/15b5cXNrfajdUi9W//O1Y8jPFdj0mWU4OzEVtyzYHyHyNvW6rbGyCM/v+QCbXzockS+2dBxL2H5p5ff68uAXWId6RvDQjkMoL8zHXR+/CPc993bM9v9g3jLdm/R615SJrje1cld0+9w9GMCWjmP45xsuwdlzkzgxeDZi6lf2X+2X7HVFbq4PV86bhTnlBegdDmDt8jrUlxfixbe7Q08Lq7G3Yft+zK8pibu++Fe27I7pz21rb4NPAJ19ozFT+//lVU0YGZ/U7AfWVxThYE9sX/cTC6qxLapvdLR/lH1JHU7pl2TDGu+pXNfrLaukDorbsH0/Nn0mOONa+Hrk/jwf1i6vC/1/dOxf3lSBDwYDWPfE6xF1Tv2COzChRNyXUd+ntXzH5luW4cU729A3Enk94pTYynaKIvHbzn78n6gZHu7auhtb1q3QjA+9ZcKiY3h8UmL3+2dicnf0ckgLakpj8nK8GIi3fNnZCSVhDB3tHw3d8wh//7Yk+iBqX2zh+raYAfwb1rZg4y8PJlWX3ZbjMlF/4+XEyqIZ+PffHsFffWI+vv9yJ267sgmbXzoQem15YT4O9YxoDuy65yd7se6qJnykoSLmXteWjmO48cNz4RMCX/vpPuYmMk28OhN+XVeQlxMaIAFE3u9qml2MxlnF6OwbwdWbXo6oG2qbfM9P9uKujzVjUkHEAKALZi1B/3AAG391CLe3NSFHAANj46E2HDC+fEe8AdSZvAfpxn5Efk4OtnQcwz2fnA9/Xg6+GHbv8G/XLMLze07g+uVz8NgrnXinewgXVetfOxEZYcZyG5cIIYamf4YBtKj/L4QYMmH7tkp2ejKt1//NT/ZiMDCFR146HDF6/N2e4ZjpxPSml60szMdTHcehyGDyvn75nNB2IIDHXumMeepSb9Sw1pRCRqdc43TtmbevezBmatR7n30b+7oHQ6/RK2shtKc9Uy8s/vCiKsyvKcXA2DiA86/N8SFiqkm9J4/eODaANS11MX/vHQ4knDZPPYYVTbPQNLs4pYY5man54j1FT6RHL+ftOT4YWSef24u7Pn4xHnulE5t3HsZjr3SifdXFuP+FdyJeF5xeVUa0Af2jsU+ejE8GXzMwNo7b25pQW3a+A67Gbbx6r+YJtX6qxxg9lafbZkywihn5yE5afYeLqkqSynnh26gt8+P/u3pB6Ead+t7w9r6xskh3H1r9jAPdg6Gp7O+5ekHMwDu1b9PVfxZnJ6YSlgX7I0TZ4Wj/aMyU05t2HsL91yyJab+0+oXR+f3YwBj2HB8M5bfrl88JDZAI3/6aljqMjU8lfbyJ+qZauUurfb65tR5f37Yf7585i007DmuuQU72Sfa6IvzpLXWwzr7uQc3YXtNSF7d84+27Z+gcNv7y3Zi+Z//YOPJ8Ag9cuzimH6i1jMBdW3fj2MBYTN+IU53rY78kc1K5rtcqH7W+qf89PTquuzSd1vJwG29aitklM2Lq8UM7zt+vU/+mTssdr97d8eM3IQRi+sCMLWc42j+Kjq7TmrE3Nj6V1DJh0TF8/fI5MdddWsshXTCrKKlrVq2c3b4yeFxGYshIXVMUiaOnRvBaZz92HujBe73a9/4UiZgB/Hc/vUf3fqJXZKL+xiunxsoi3L16Ab75iwNoXxlcIiBR7G3aeQj3XL0At7c1oTA/R/Ne182t9cjxiZhreuYmSle8OqP2RatKgjM8/ckldZr3SlWJ7pnOry2NieH/7yd7MbeiCIGJ4DK0FdOz/Sbq+yZb1zN5D9KN/YjxqSncfmUTGmcVhQZiAcFj//sX9uFzVwRnsr1vzUI81XHcU+0G2SPtmSSklDlmHIhTJTs9ud7ro9cq8uf5sPfEEL6yZXfE6C11NFnduhU4eHIYBfm5OD4whu/8phMDY+Pw5wZHAc+vKUFLXSne7R2JGE08u9iPHB/w2pF+FObnoqGyIDSqTt1vYX5uUp8pnfNB6dOb2vHkYACXzA3+rjdCvG3eLFy/rC7UeIdPfa6OUtQavfjakf6IqSYvDpvWL3z7Uwo0Y7umNPbJiHRHKUZPDRU9dXuifeidIz75lN0STTkWbwmkcF39Z1E30x/xZIfeewOTSkQbsGFtC1obynBZ02wIARTPyIFPiNAMEtHTtIbHrVZMS3l+XyKsKmgdY/S0n26afo3O08rlUmrHh17OU7exoL0Nrx87g3d7h+O29z6fwILaUs19qP2M2jI/rl8+ByX+HJQXzcDGXwW/iGxfNS/uwL7wY9SLS/ZHiLKDXl3PyxER7dex06OaSwyF9wsVRaJv+BzqygpC29QbCJzjQ2hmvmh6ecnIUzpanye8fdab5Y39V2dJ5rpCa1r1Oz7ajPcHxnRjT0Cgs29Esy8Wb99H+0d1+63N1SVomzcby+vLY677jLaneteOgPZ1ZjZhvyRzUrmuT/RFSY4PePP9M5hfUxqzNB0A/GJ/Dzb+8mDE8nI1pfk4cFK7vxx+DaYOXv7B51vRMD1leDL1jrHlDD1DASg611fVpX5cdkFlKDcKCHxly+6IAY7lhfnoGz43vZRn5L1avb7Iotoy/ODzraivKIq7nK0eNWdXfuFSvHz4FKRERP8iUQwlqmvhSzyFz4KhdV8umXvlXurjZKL+xiunULtdU4LTo+egSISWiwH0Y+9gzzC+/3In7luzEOOTMuI+kvoE/59cUqf53p6hQOizR/eTeb+JEkk06EdrViite6WAft1Q75VNTkmde7ZToRz9nd904nOXN+CbN1yCGXk+NM0qDuXj8Jg+OzFlqK7bUQ/c2I+oKpmBzr5R3e/EAuOTuKiqBEOBcQyMjXuq3SB7mDGTRFqEEKuFEAeFEIeFEH+t8e9/KoTYM/3zWyHEJZk8PjWhhovXadN7fWtDRczo3WfeOK45esvnEygryEP/6Dj+9/97Cxu2H8TA2DjWr2pGjk/An+fDod5hfPayBnz31uWh0cSXNlbiYM8wVj/0Mj77vddw86O7cOfKZjRUFoT2u/GmpagunZHUZ0rnfFD6assKNM95Tdhoyfrywpgngx64djE+XF8eavC27zuJqzcFY+PqTS9j+76Tmk/YqdOoh081+eC2/fjamoUxMfzCnhMxsb3xpqWYUrSfSEp1lKJ6czH8+H/b2Z/UPvjkE0XTiiu1Xqj0cl50H9af50NF0YyIuhTvveFtwN1P78GXP9ocGpk/Nj4V8xSg+pR9eNzqPRnyzBvHQ79LGf8Yo9dFjXcuyNmic/kFs1LLee8PnMW9z+4N3QQMF93e6+2junQGGioLcOuKBjz2SieGA1MRT2rrbdsnELP+sl5csj9ClB306ro6gEHNE8+8eUJziSG1X6i+7s9/8Du8P72kXPj2orff2lChmS/j5SUjT+nofR61fY6e5e35t05oPv3P/qu9krmuiI6LNS11uO+5t3XbwgU1pfjKlt26fbF4+26oKNJtXxsqi5Cb69O97ot+T7xBleHbAPSvM7MJ+yWZk8p1vV75qF+UzK8pDT1dr8jI2RzUOtzVfxaPvHQYm3Ycxv/4j9fxs7d78PYHQ3GvFdUZBfz5PvzhRVUp1TvGljNUl/rx/FsnQrOtAsFy2LC2JfQll5obZ5fMCLXjAFBb5sfnLm/An//gd5r3anOEdnuw58Qg/sd/voGDPamvaO3zCcwqnoHvv9wZMbuxPy+47Es8iera0f7RiNm5AP37ckbvlXutj5OJ+puonNTYbG2sRFXJjIin4vViT8pgWd7/wju4sXVOxH2kJXUzcffqBbrvnZiSMX2CyUmFfQUyJF6d0ZsVKvpeqUrvnukLe05g/apmzMjzae7ryKlR3L16Qeh7kYd2HILPJ7BqfjUurCqOGByvxvRb759JWNftuu/qxn7EwOgE/van+1CYn6t57LVlBTg3NYWC/Fz8658u81S7QfZIeyaJdAghcgA8AuDjAI4D+L0Q4qdSynfCXnYEwB9KKQeEEJ8E8CiAyzJ1jGpCjX4iSK/y6b1+bnkB/vVPlyMvx4e3TwxGrC2nNXqrezCAx3d1Raz59fiuLtzYOic0Sm5gbBxbvrgi7jR89z77NrasWxGxtjeApD5TOueD0reothQPXLs4tOSGOgBiUW1Z6DXHBsbw8PS6Wmq8PLzzEJZPD5I42j+KDdv3h/4dQNz1bqPLeWBsHLk+4N/+dDnefP8MppTgGnR3r16AK5oqY55MT+bJCCO0YltvqkO9fWR6zS9yPiPr2erlvPxcERqRrJcHtd77wLWL0Td8LqYNePP9MxFfIGvFdktdcNag8LhVY7pnKICJKYn7ntsbGkH9wLWL8fDOQwAS33BINkeQ/RKNQE8l54VPI/v068fRvrI5Yn1GraWb9J4ovf+aJVg3vW5g9BMqWtt+8LolWF4/E/UVRXH7NWodZX+EKDskqutqnri9rSluv1B9XXlhPvy5Ptx/zWIcHxjDSwd6sX5Vc8QTkBvWtuCKpkrNfBkvLxl5SifR59HKq/XlhTFP/7P/aq9k2lg1LtTZlerLC3B7WxN+c7A3pi28b81C/Nuvz3+JpbU2e7x9XzCrCN+6cSn+11Pn42v9qmY0Vxcnff/CaHtqpD+dDdgvyZxk+7iKIuETwIPXLYmYbah9ZTO2dBzDfWsW4jth9S76fkK8mQW1+rRf/dhFUKRE+6p5uPLCWagqnRHRvwWSixfGljOoyxao18xl/hwsmTMTUgbzYHgMRpfZja2xSxqE36utKfXj4ppSzaejzcipOT7E9HWCD+HFf1+iuqbOrmHkvpxeHGvdT/RSH8dI/U33yfJkcmJ9RRGaq4vxzRsuwYGeYfjzcvDVj12Eb//q3ZjYA4JleVF1ieY9gIW1JWioLIrIqxvWtuC+52IHLW9Zt4J9BTJEXd5KXcoqvM7ofdegda8UiKwbXf2jGD03heNnxrCmpQ6P7+pCfq7AA9cuwb3P7o2J/89eWo91VzXhouoSLKgpjZnNJ7r/u7XjeEyeja7rdvWZ3diP+GDwLMoL8zEweg5//+lF+NvpJTf8eT78w6cXIydH4kf/fRTv9o7gybDvRolSZesgCQCXAjgspewEACHEkwCuARAaJCGl/G3Y618FMAcZlOwFWPTrZxf7caR/BJ/c9HJEZzSc1uit6lI/BsbG8chLhyNeN6+qBF/ftj90AXdyKAB1ag29izd1be9wqX5ZzC+aMy8314drL6lDc1UxTg4GUFPmx6LaMuTmnr+i6RkKhJ5sCKdemPSPnsPNrfURF+/tK5txevRc3AEFF9/ZhmOnR1GYn4vq0hmYM7MQDZVF6B0OYO3yuogR8+HbMXtpC63Y1pvqMN4+tI6VspeRLzPifQmc6GJe670+Aax+6OWYuJ2KPAzN2G6ujh2wEB7TiiLxg89fmtKXKsnmCLKXkSndgeRzXvg0st2DgdCSSzk+YNX8Kiypm6kZ51r7yMsRMTGs/t49GMCWjmPY8sUVODs5pRufieoo+yNA3dx6fHD8fbsPI8iXCyHSO/8fmjMXJ94/ZtIBkRcYuUGv5ol4/cKeoQDKC/Nx64qGiLbugWsXo7WhHJ9YWIO+kcS5JF5eMtL/NXItpZVX2X91HqNtbHWpHw2VBZr9rO1vd4fa2SsvnIX1UdOz6w0A19u3zyfwycU1mF8TeQ0X/QVt9HvSaU/dOIWvFXifJLOM1r/wPnN5YT7WXdWEi2tKMKesAMPnJhCYrMPmnZFP12vdm9PK7VIior9cX1GAY6fP4oe/PRra3hUXVqJxVnoPcDC2nCF62YITZwL4wg9/r3ktFl1mY+Pa07CH36utryjC/PY2vNszjL0nhiKWxUg3p+o9hLesfqZmfEZ/br26Vl3qD80mkOi+XLw49nIfJ1H9NXpdb2Q/Rs6jzyew8uJq7D0xiL/6f2+FBnHedmUTGioKcPzM2Zgl3xbUlGreA2icVYz6iiIsnTsz9Nn6R89FLPkNBONXb8r8bOsrUHyKImOWt2ptqAgNXtdrj7XularUutEzFMAXftgR8+8XzCrEuquaoEiEliQaGBvHZRdUYHbJjISDoFVqnv3RFy6FhNRsq+3qM7uxH1FTGpyB6cGfHcBFVcGBXVNSoqbUj4Mnh/C/tr4bylPqEj9E6bB7kEQdgPA7u8cRf5aI2wD8zNIj0pBspy389Z19I7jjx29GjBJ7aMchrLuqCZt2HI4YvRU+erSqxI/NtywLvVcdXBE+QMKf50NN2Fq5yXwxnU5H1OudWCfKzfXhkrnluGSu9r8nKvv8HF/ophxwfkqqLetWANAfuXxhVTEurIosZyNln84oRa1j0fp8z791Qnd0KZERRnOmXs4zehEa/jpFkTF1Y8PaFmz85cHQe55+PfEIZK16olKX2EgmVyfKEeQseiPQ69at0BzIYFT4NLKbdh5C92AAj73SiQ1rW+JuN1He1nrK7u7VC7BkTvxjTVRH2R8BPjj+Pm7+7m8TvzCOLV+6wpyDUSadcyzkKYlu0PvzfAlnv6ku9ePG1jkxbd29z76NF+9sC31pkEi8vGS0/5tu7uKazs6kVy6NlUURsysB5/tZt13ZFGpnq0ojp2cHUhtkrncNl+g9qcak2YPj3Yz9EucJ7zN3DwZC9+C2tbdhyZyZGApMheqdel1WX14YUZ9ry/wxuX39qmY8viv4pLXaX153VVPMQ05mPcDB2HIGtRwA4M8e+13ca7Ho+8JGBlGq2/7Klt2m5lS9h/DibdNIX6OxsghL5pQlvHcR/RmzLY7jfW6rniyPV34+n8CSurJQXlNz2D2fnI+i/NyYnHjBrKK424z+bFqxXlvGvgIlFl4f1HylttlNs4vT+q4hvL+qzu6W4wNm5AaX3Ire5kcaKyJyXnT8V5XExvTA2Dhml8zQrbt29pndln9zc0SoXdlzYgh3/N83g7PufWoBvvbT8wsQ+PMil6MnSpXdgyS07uZo3p4SQnwUwUESV+puTIh1ANYBQH19vRnHlza9UWLL5s7Ek+suCz3te+TUKPZ3D+FQ7zC2dhzHwNg4Nt60FNvXt6F7MICCvBycHArgptY5oX//2z9ZhDOB8eD0gdM3YNw2fU62MytmE5W93sj1sfEpTE4q+G1nPzq6TkORwcEHd69eYHjksl5HOZVRinqjqD+xoDrm8929egE+saAaS+rKXDMS0gucmGdTZUfODK8bp0fPIS/Hh9FzU3jgmiW497m96Oo/i4GxcTRXF+PFO9vQNxKckSjHB7x2pB/VpcE24xf7eyKOe/MtyzA+KVN+AiFejvACL8UtoN+32HGgFyfOBJJ+8kQVPY1sQZ4PH24oR26OiJlGVmUkb6szRzx6ayvycgSqSiJjWi93Z3O/xmsxS95nV8yG54knXu3SnRa1sbIIF1WVaObO/SeH8FdPvRWTw44NjGl+4a2Xl6x8Sie8vz05JUN9hlSfOCRzYzbRk6DRsysBwdi7uLoYP/jCR5DrE5hSEHpIorwwHze2zsFFVSWQEqHrfSfK5rbaDuwfJCfRU5ufWFCNR29tRUfXaUwpwMZfHkRejg/5uSKiLl5cXYIt6y5Hz3AA7/WOoDAvJ/RFYkNlAe6/ZgmGAxNYv2pexP081gNvxmyy12KNlUXYfMsy7Dk+CEUCOQJYMqcs6eVVUh0kmWyeTmbWwpUXV2Pe7GIsry/H2Pgk6iuKYqaldxsjMWvWgNVknyw3sl8j5ac3C/b9L7yj+QS/0ZjQi7VFtWXsK1jM7Fxrx6DsRPUhmWut6OOvLy/ExpuWYsP2/RGzuz36m05svmVZ6P6r1ja14n/zLcuSjmn2mSPFi9nRc9r3qEsL8tBQWRC6Do5ejp4oVUIaeWTGqp0LcTmAv5NS/vH0738DAFLKr0e9rgXATwB8Ukr5rpFtt7a2yo6O2Gl0Mq2zbwRXb4qdWl0dBaeVaNX1jwbGxvHinW042DMc8e//8OlFKCvMxyM7D+Hd3pHQtoDzjQC/NM4Y005uujEbr+z14vDFO9vw9geDEbMxqGtz/uDzlyY1fWU6U8Op4tWXxsoixrY5HBOzTmBXztSqOxvWtqBuph8VReendNN73cZfHoyYxrB91Tw8+ptO3bYmkURtlc1MLRAvxK1eealPpKZTbmqdUKeRjZ6tJzq/J5u3ASTVbri4X5ORXCuEMGX2hnS3YdZ2tnzpCth5bWIFs8ooA+fFtf0Do3nivd4RfOrh2HylzvCnaqgswF0fv1g3/2U6L8W7XuweDDipvc40x8Rson6U3r9/+6al+Gr0FwkfKsHrXWci1vh2+kAYF7fVdnBM3GaDVOvmuqua8FTH8ZglmjbetBQLa0twaiQ42H18SsEHUf3lB69bguX1M+Muc+MyjNkoyV6LJXvfTCunAsldQxnZpt77HH5vwAhLY9bM+6DJnGuj+021/FK5p6x3nFrbYV8hLkfd8zL7Xr9RZuWeeA/y7OsexM2PvprUPvSOa/v6NigSST8c6qF6YFmu1btu//ZNS1FTOgO9w+c0l6MnSkA3Zu2Oot8DaBZCXCCEyAfwGQA/DX+BEKIewDMAbjU6QMJqiiLR2TeCXe+dQmffCBRF/6alOkrMnxc81dGjxLSm1tq08xCuXz4HgQkFx07H/vvXfroPe44PYs+JodCIOpU6fc6KplmhUXZmfyZynuilWqIbWb04zPEhdEEPnI+/NS11EXGlR29quKP9o7rHGS/O4o0aTTW2ieLRiqtM5MPoulNemI/3+kYwFJiM+7rAhIK7n96DNS11Ea9TJHTrjhGJ2ipyDkWRkBL45g2XYP2qeaGpK9tXNuOZN44nVe5a1DpRUTQjpn3Qyu/J5u1k2w2zcz/7O+RKvlwIIdL+qZvrjSc4oxnNExfMim3rHrxuCZ7qOI7aMj++/NF5uGPlPPzVJ+Zj4y8P6uapTPdJ410vqr+nk/e1MFfGF31+4rWFQLCf9eB1SyJi7741C/FP2/ejvDAfX/7oPNze1oSDJ4cwHJgMDZBQtxOvnXQCXqeRUyW6xtGru4oErl9+fomm2jI/bruyCQdODmHw7CSW11fgkrnlqNToL9/zk72YUoK5mznUecxo37TiKt61mBnXP8luw8g29SRq0zLByf2QVMtC6zMlcx8m3n7Dt903fA7lhfkR7zVSfvFiJJmY0NsO+wrukW6+SZVZ9yX1jv/YwJjuLLrhsRxdV/tHz2m+5+RQIOmYZj0wJscH/PMNLWhfFbw+X79qHv5m9Xz80/b9GBmfQnN1CcbGp3BsYMxR7QO5l63LbUgpJ4UQdwD4OYAcAP8updwnhPjL6X//DoCvAagE8K9CCACYlFK22nXMyY6mSzQVkF5HQ4hgY1CYn6v774A5axfZNUKQzJHKVGpqHL52pF8zvnJ8MBRXyUwNZ+Q4uaYt2S1T+TC87tSW+TWfUlq9qEa3juVEDXHMEdprPxqtO1ZOEU7m0YrP+9YsxNDZCTy+6/wTxWbkTKP5Pdm8neyUomZif4dcS5k0bbaPbKbV1vkEkJ8rIqZdjZ6pAchcntIS73oRML+vzFwZn9b5+d6trXHbQp9PYHn9TKy7qgmKBKQEhgMTGJ+UMX3AuRWFKC/MD8UeYG/8EblZomscvX6sTwAKEBogEV5PH/1NZ8JrNa1lnJhD7WdW+6bGVd26FdhxoBdTCiJmd4puk824/snkNZTd9+Wc3g9JpSzifSaj92H09nt69BwOnIycgXr9qubQ/QEg/fKzOyYos+y8Z5OfK0L9ZfU6LVnxjj9RLOvN5qsu8aD1HjJf38g5nJvuc6nl8NWPXYTxSYnRc5OhmT2c1j6Qe9k9kwSklNuklBdJKS+UUv7j9N++Mz1AAlLK26WU5VLKpdM/tg2QAFIbTRdvlJianMOpF2UPXrcERTNy0NpQFnqy6Y6V89BQWQApY0fUpTrS1q4RgmQOo+WnFYd68dfaUGFopKbe+7U6CkaOk0+zk92syofh+fnoqREU5ueG4jz8KaXofYbXMfUp1/ZV83B5UyUaKgsABOvJkjlladcdjmh2Pq34vP+Fd3B2Yip0U86snGk0v9eXF+LRW1tDI7wbKgviHoO63fCnttevmofqEn/GZ3Bhf4co+0S3dfUVRbj/miUx7XD4TA1A5m+Ehfcb8nN8oTY//Hi0rgfNwFwZn9b5ufe5vdiwtiXUvrWvmodv3nAJpESoPauvKML8mlJ8/+VOPPLSYZwdn8KNrbF9wHuffRs3ts6J2Kde/Dn5SVsip4h3jaN3/6FlTlloELretVpH12kU5udq5uf3T48xhzqQme2bzyewpG4m5teU4rFXOnWvxRRFojA/J3StVFsWzOXJ9iuqSrSvzQSE6fnf7vtyTu+HJHMfVBXvMxm9D6O337wcX8y2H9pxKNSXMFJ+ifoTycYE+yfulkqMm+Fo/yju+PGb2LTjMDbvPIxNOw7jjh+/aajuh8dc+P1WlXr89eWFoT67+vdEM77f/fQe3H/NEsZ/BuXn+HDfc29HlMO3f/Uubmydgxm5Ptze1oTaMr/j2gdyL1tnknAjI6Ppwpc+qC6N/zSu2tEIH6F2/zWLMTB6Dt/4+UEMjI3jH65ZjEdeOoSu/rOhf2+uKsLa5XVx1603OpLKzhGCFJ+RWEqn/OaUFeAfrlmMr003PP48Hx64djFyc4w14Frxq9dRMHKcfJqd7GZFPgzPz+WF+fjc5Q148vfH0L6yGZt2HoIQ+ktlXNpYiY03LcWG7fsjnnJ9bvcJ/P2nF2N8cgrVpQVYVFsKn0+w7nicXnwumzsTT667zNRy18rvm29ZBimBXe+dQnVp8ALzF/t7YkbZf2JBddx+z+ZbluFQzwge2hH55OzDO8/3dayewUXF/g5RdvP5BPJyRNxZmzL95YDWdd3frlmE7/zmcChHbljbgrqZ/ojrQbPEe1JR/fdE17hepnV+uvrPom6mH9vXt+GNY2dCy2WEt2dA5NNxRfk5qC4r0DzXF1WXhJ5y04s/pz9pq0rm3ghlJztjRO/+AwDMm12MhsoiHO0f1aynx/rH8PBLh3DnyuaIPuz6Vc0ozMtBbZnfEbMR0XlmXwskun+llafbVzZjS8cx3L16geF+haJIHOkfwfpVzRHXT+tXNeMrW3ZjYGxcN/+nUr/svi/n9Gs2o/dBw8+9T4i0Z4nS26/e8gFzZhbgjpXzEj6Nn87sxFox4Zb+CelL5l6/EUbzUKp1PzrmGioL8MC1i3Hvs29HHL96/2rjLw/itiubkOMDWhsqcEVTZcIZ3/NyBLYx/jNm9Jx2XmuaVYRj/WN4/q0TuHVFQ2gWJ6e0D+ReHCSRpFSm5UlmOY6CvBy0P/lmxBQ+X3vubdx2ZRMeeekwAhMK7nvubWxrb4uo/HqjUudHvS6Vz0T2MBpL6ZTf/p4hPPLSIdx2ZROECE79+vDOQ7hmaR1qSgsTxk4yHWWjx6mOombjRnawIh+G5+frl88J3dh44tUu3HZlE+bXlOjuMzSV50w/bn70VQQmglO+3txaj7/8j9djcgPrjrfpxWdDZZHp5R6d32tK/Xinexifevj8tHYb1rZg4y8PxoyyX1JXpns8Pp/ABZXFuOPHb8Y8ORve1zHah0kG+ztEpEUvN8yrKkH7qnlYNb8KS+pmZuzGltZ13d+/sA//fMMlONw7bPnxaJ2PhsoCnDgTwJ899rusv+GnFy8VRTOgSIQGSACR1+QAIto+APjr1RdrbmtBTWnCG7HpXP9nCm8UUyJOiBG9+w+Ns4KzDe09MRia7lnlz/Ph2MAY1rTU4d5n38Y3b7gEB3qGISXw+K4uDIyNh/q16uvZ37SfFdcC8e5faeXpTTsPYcu6FUm14+rT1eWF+bjtyibUlxfgxODZiOUUtPJ/OvXLzvtyTr9mM3IfVOvcp7sEht5+j/aPap6vrtNnI3JQ9PcIKqP9CaMx4Yb+CcVn5kCpZPJQqnU/Oua6+s/i4elce3ZiKqKuqK/Tqxt6x1Bd6mf8Z1DRjFzNcijx5+Hbv3oXa1rqsGln8Pusx17pdEz7QO5l+3IbbpNoiql0l+MYG5+KGCChbkOIyN97hgIRr4k32i7dz0T2MBpL6ZRf92AAXf3BjvPmnYfxyEvBJ9QUCXT1jxqaGsro1HCMM3IDK+K0ZyiA8sJ8fPmj81Bffv6Jwe7BAB556TD+8cX9ePA6/anbfD4R8XRAvOU5yNsynUfD87sioTnt4JqWuoj3aPU9oqcb7B3W7rNE93WM9GGSwXaIiKIpigwtcxieG9pXNuPr2/Zj047DODsxldEvdPWu697tGc7I8WjlyvuvWYK7n97DvgfityXxrsm1/u1Hu7o0+4ANFYUAggPY9aRz/Z8pTp8ynezn9BgJLqlQptlGPNVxPDQjYOep0dD9lO7BgK2zEZG+TF8L6OVpvXZcb4p2dTvq/YP3z5zFph2HNWclCOf0+qXHDddsie6Dap37ZJfAMLpfrfPVvrIZz7xxPPS+eP0DvTjt6h9NaZkAN/RPKDGzluNNJg+lWvf1Znk7OzEVcfxGYjPd/MP4N8f41BTuW7MwJq/9wwv7sKalLtT/yvHBce0DuRNnkkhSotF06U4LVl3qR0NlQajCA8Dzb52IuEHiz/NhYkoGb+pN71dvpNvs4uAa3z1DwWPN8QW/mAuf3sjuqdRIm9FYSqf8assKNOPNJ4A33z+DTTsOm/Y0h9Hj5JSsZCcr8mFtmR+fu7wBD+04hNvbmmJy9cDYOJbXz4z7xGB4jo+3PEcmRiZPTirY1z2I7sEAasuCS33k5nLMpdn0cqEV7XU6SzvlRBV99Eh/rScHvvNnH9bss0T3dcweDc7+DhGpFEXi2OnR0NII5YX5+OYNl+Dd3mFMKQhN3anmomT7p+n0Z/Wu66TMzJOUWrnS6VNfZ1K8tkRdM17vCTgjfUCtpaw23rQUC2tLIq7jzX7S1oprMMYNJWJXjCSK9+h/XzZ3ZmipHCmDbcTA2HgoLzdXFUcsr+HP82HV/CpccWEl73s4SLrXAmrfoWfoHEbHJ9FQUYQLZum/Xy9P15Sev0+rlj0A3aet9baTKP+7NQd74ZpN79wvqSvDd/5seeg+ihmfSW+G6uD9Gj+uXz4HOT6gIC834nsElV58vfn+GZydUJK+F6y3vYK8HM39k7clk4dSrftGZn0/2j8KnxDw5/lQXpiP65fPgRBAjgBqSiNzZ/jyeImWqzF6LOHfz7HNT6yyaAbGJwYjZj5Xr89zfEB+jg/+PB8+Nr8KizM44yN5FwdJpCDeFFPp3qyoLy/EnSubI9ZN+odPL8bWjq7QttpXNuO+5/biB5+/NHQMeutFHekfCU3rGT69V/SadVziwHmSiaVUy+/i2cX48h8142s/PR9vf/sni5AjJL79q+DUU2ZODZXoOJ0w3SaR2flwSkFoiY2nXz+O9pXNoZkg1BivrygK7VdLfXlhaE09wNhNEStMTip49q0TEW3UA9cuxrWX1HGghIkS5UIz4zPdpZ1aGypCf9caZa/15MDf/vRt3LdmIe5/4Z2IOHp456HQdq0aDc7+DhGpee/AyaHQFOrdgwH847b9oUGNEW10eWFS/dN0+7Na13XqGuaZelJGK1c6eerrTNM6P3prxoeXmdb1enQfsLNvRPOJu3VXNUUMYP/EgmrT1ou26hrM6VOmk/3siJFE8a7175tvWYb5NaWaebl9ZTP+aft+3Ng6J6KOxltOgfc97JPqtYCiSOw82INDPSMxOV6v3LTa8823LMM73cOaA+H0pmiP3s7zb50I3RuIl//dnIPdfs2md+73nhg09WE0Vfj5UhSJu1cvwIbt+3Fza33o3tOjv+nU3Kdev1MdDJbsvWC97bU/+SbuXr2AeS7LJJuHUqn7et+JNVYWRbS35YX5uOeT8zE6PhWRxy+uKQ31x9XljaKPV2+5GqPHEv39HNv8+OaUFaBhVhE2/PyNmLJYUFOK90+PYv2qZvSOnLPxKMlLOEjCZPESsxHHBsZCHV0g2DH+2k/fxj/fcAlWXDgcMXIqfNSd1mg7nwBWP/RyzPRe6tqIXBPJ2dKNJSMO9g2HBkgA02seP78Pd3x0nubUfVbHCtfuIi8KX1qgezCAJ17twm1XNqGlrhTN1SWGRhAfGxjDw9PrrRXPyIn5gjlTX5rs6x6MaaPuffZtNFcV45K55ZbvP1tkMhca3Zdem3RFU2XcWVD0pj4cDkxg3VVNWDZ3Jhoqi1BfXojl9eWufVqIvKdubj0+OP6+3YdBFlDz3u1tTRH5qXswgMd3deFHX7gUElJz/VogcU5ON4eHX9f1DAVQmJ+DiSkFqxfX2JYbM3Fd4nbRa8YLEXz6bGFtSajMjDwdp/fEnTrjtRpP29rbTHvS1qp+B+OGErEjRhLFu9a/3/HjN7F9fRu2tbfhcO8IApMKPjgzhjUtdaH7c8vmzsST6y4zVBd538N9jvaPYs/xwdDgSiBxuWndp5US+NTDL8ds40dfuDTu09bR2zFy7cQcbB+tc68+tAhYW+fVuKub6cfNj76aMF7V11d+4VK8fPhUxPcOAJK+Fxza/7oV2HGgN2KGNua57JOJPBRvBorwwcfdgwEMBSax+aXDuvUi3Rl4jH4/x7oQ3/6eIfz98/tiHjK8/5rF+LdfH8afXtaAf9lxCANj44YHsBDFw0ESJkt3WjC9ZHy4dxibdx4O/U1r1F30aLtd753S3Ja6rEKmvvim1GRiijl1vcxwgQkF41ORf8vUaHO3TgdIFE/0yOnuwQAee6UzqY5cz1AAXf1n8chLwXagtsyf9EALM+jljJODAVwy1/LdZ41M5kIzlnaKN9Jf78mB4cAUHnnpMJ5cd1novW5+Woi854Pj7+Pm7/427e1s+dIVJhwNmSk872ktfzC7ZEZELko2J5uRw532BKUXpr62WvSa8aorLqxE46zzDzYkKtd4y62owuPJjDixqt/BuKFE7IiRRPGu9+8nhwJY0TQLAHD1ppdj6mhDZVFS13a87+EuPUMBKDL5ZS+N3qcdG5+M+7S1VvuRKP8zB9sn+twLCHxly+6MPYzm8wmMjU8ZjlefT2B2yQx8/+VO3RhMZf+bdhyO+DvzXPbJVB7S62NHt7eBSSVuvTBjBh6jeZ91QV/3YPAeuPqQobrkRv/oObzbO4JjA2dTHshFpIVzY1tATYYrmmahaXZxSmt3hQufzlr93cioO71tqTdY3DLNWjZLJ5aMqC0r0IyR5fXlScebGfRilnFKbqaOnE6nTkXXDXWgRXN1iSW5QY9ezqgpYx01UyZzYTL7SqVN0or/9pXNeOaN48zvRGQLNe+pS2Alap+Tzcle7c9afV3idmaVu1a7uX5VsN1MZ7vxWBmzjBtKJNMxkijeE/27Fdd20fsg56ku9SNHIO1y0yv7+or040oLc7B9ws/97JIZGBgbj/h3q+t8snnGjNyWzv7Ju+zMQ3pxGP27mW280WNgXdCn3ntWB59v3nkYj73SibHxqdD9RIDnkczDQRIOo5eM1emsn1x3GV68sw0La0vw2pF+dPaNQFGk4W2pN1g4zRoBwKLaUjxw7eKIGHng2sW44oLz8aZO5ZqoE6MoEp19I9j13qm4cRmPFZ0RIrupI6fj1alE9ccpdUMvZyyqLcvocXhdJsvb6n2p8f/inW3YfMsyrLuqKbS+6eZblkFKpNVuEBElS817A2PjeOLVLqy7qgmbb1mGF+/U7vMmmyed0manw4x+vdslew7MKvfofuOLd7ahubo49OWKFfHkhZglMipRvCf6d71rOwCGcwbrnPvUlxfiIxdU4IFrF2P9qnmoLfOnVG56ZX/BrKKE9wzIGVLpI9lR55Pdp5H7Vlbun6yVrX376Dh8/q0TMfc0jbTx6eRi1oXkad17vv/axfiDeZXY0nEM3YMBnkcylZDSm0mxtbVVdnR02H0YKVEUiaP9o5rTECmKxPZ9J2PWctJL2OHbml3sR44PODnEadZMZNoJtCtmJycV7OsexMnBAGrK/FhUW4bc3OTGTyUbl4m2pRf/ZArXx6zXGK0/TqkbZuSMJJn6Id0St5ks70ztK3w/NaV+vNM9bEq74VAZybVCiLSXhNjypStMW1bCjGMx49qkbm49Pjj+ftrbcdJ5MetY4pzfrOofJJv3rH69k5jZr7eYZTGb6jmwqtwzEU9ujlmXyapc61SJ4j2VnJ9sznBRncv6mNUq3weuXYIP189EQwrl5qKydyvH9Q/U92a63O2ONbv37yKW3vNyUd/eEtFxWF9eiGMDY1lVFy1iaa7debAHe44PQpGATwAtc8rwR81VGS878hTdYMnN5FGQMfHWKj3aPxpq1IDgGkZ3bd2N+Tpr22ttS10TlQgAcnN9uGRuOS6Zm/o2ko3LeJy2BjOR1YzWH6fUDTNyBiWWyfLO1L7C99PZN2Jau0EU7YPj75syMIG8K9m8Z/XrncTMfr1bpXoOrCr3TMSTm2OWKFmJ4j3Z+pBKzmCdcw+t8r332b3Y1t6W0pczLHv3SqePZEe52x1rdu+fgrK9b68Vh9lWF93maP8o7vjxm6GYBYKzSWybjlmeRzIbl9uwUSpTHfUMBSISBBBs3HqHA1YdJmWpZOKTcUmUPLWOvdszjNvbmlBbdn4dNdYfSocbplJku0FEdnFDjrQT87M554BxRuQt8eo086a3ZbJ82XY4G+s6Y9SNGLfOxLqkr2cogPLCfHz5o/Nwx8rgT3lhPmOWLMOZJGyS6lRH1aXBde+iR1JVlfh130OUrGTjk3FJlBytOta+shlPvNoVWluN9YdS4ZapFNluEJEd3JIj7cT8nP45YJwReUuiOs286W2ZKl+2Hc6X7XWdMepO2R63TsS6FF9tmR+fu7wBD+04FDo/61c1o6aUMUvW4EwSNtGb6uho/2jc9zVWFmHjTUvhzwsWnZpEGyuLLD9myh7Jxifjkig5WnVs085DuH75HNYfSkuq/YtMY7tBRHZwS460E/Nz+ueAcUbkLYnqNPOmt2WqfNl2OF+213XGqDtle9w6EetSfFMKQgMkgOD5eWjHIUwpCd5IlCLOJGGTeFMdJVrndPWiGsxvb0PvcABVJX40VhZxlBmZKtn4ZFwSJUevjrXUlWJbexvrD6Us1f5FprHdICI7uCVH2on5Of1zwDgj8pZEdZp509syVb5sO5wv2+s6Y9Sdsj1unYh1Kb7eYe3z0zcSwIVVPD9kPg6SsEk6Ux35fAJNs4uZNMkyqcQn45LIOL061lxdwjpEaXHTVIpsN4go09yUI+3E/JzeOWCcEXmLkTrNvOltmShfth3ukM11nTHqXtkct07EuhQfzw9lGpfbsAmnOiInY3wSWYt1jKzC2CIi0sccSZnAOCPyFtZpygTGGTkdY5TIHKxL8fH8UKZxJgmbcKojcjLGJ5G1WMfIKowtcjVfLoRgrJJ1mCMpExhnRN7COk2ZwDgjp2OMEpmDdSk+nh/KNA6SsBGnOiInY3wSWYt1jKzC2CLXUiZx83d/m/ZmtnzpChMOhryKOZIygXFG5C2s05QJjDNyOsYokTlYl+Lj+aFM4nIbRERERERERERERERERERElBU4SIKIiIiIiIiIiIiIiIiIiIiyAgdJEBERERERERERERERERERUVYQUkq7j8ESQog+AF0Z2NUsAKcysJ9UOf34AOcfY7zjOyWlXG3GTlKMWTvPHfftzn3bHbOpcnqeSITHnzrTYhZIK26dVIZOOhaAx6PFjbnW7vNm9/6dcAyeyLVpxqzdZeCUYwCccRxOPganxKwZnHCe4+HxpSf8+Nwct04/z1bgZ85MzHrtPHvt8wDu+kxuzrMqp5xvJxxHNhyD1fe8nHAO0+Hm43fzsQPO+E7M7ecwHD+LvXRj1rODJDJFCNEhpWy1+zj0OP34AOcfo5OPz85j476za992c/tn5/G7n5POgZOOBeDxeIXd583u/TvhGOzevxM44Rw44Ricchw8hsxw+mfk8aXH6cdnlFc+RzL4mb27Tyt57fMA3vxMTuaU8+2E4+AxpI/Hbx83HzvgjON3wjGYhZ/FubjcBhEREREREREREREREREREWUFDpIgIiIiIiIiIiIiIiIiIiKirMBBEul71O4DSMDpxwc4/xidfHx2Hhv3nV37tpvbPzuP3/2cdA6cdCwAj8cr7D5vdu8fsP8Y7N6/EzjhHDjhGABnHAePITOc/hl5fOlx+vEZ5ZXPkQx+Zu/u00pe+zyANz+TkznlfDvhOHgM6ePx28fNxw444/idcAxm4WdxKCGltPsYiIiIiIiIiIiIiIiIiIiIiCzHmSSIiIiIiIiIiIiIiIiIiIgoK3CQBBEREREREREREREREREREWUFDpIgIiIiIiIiIiIiIiIiIiKirMBBEkRERERERERERERERERERJQVOEiCiIiIiIiIiIiIiIiIiIiIsgIHSRAREREREREREREREREREVFW4CAJIiIiIiIiIiIiIiIiIiIiygocJEFERERERERERERERERERERZgYMkiIiIiIiIiIiIiIiIiIiIKCtwkAQRERERERERERERERERERFlBQ6SICIiIiIiIiIiIiIiIiIioqzAQRJERERERERERERERERERESUFThIgoiIiIiIiIiIiIiIiIiIiLKCZwdJrF69WgLgD3+s/jENY5Y/GfoxDWOWPxn6MRXjlj8Z+jENY5Y/GfoxDWOWPxn6MQ1jlj8Z/DEN45Y/GfoxDWOWPxn6MQ1jlj8Z+jEV45Y/GfoxDWOWPxn60eXZQRKnTp2y+xCIksKYJbdhzJIbMW7JbRiz5DaMWXIbxiy5EeOW3IYxS27DmCU3YtyS2zBmyW6WDZIQQviFEL8TQrwlhNgnhPj76b9XCCF+KYQ4NP3f8rD3/I0Q4rAQ4qAQ4o/D/v5hIcTe6X/bJIQQVh03EREREREREREREREREREReZOVM0mcA7BSSnkJgKUAVgshVgD4awA7pJTNAHZM/w4hxEIAnwGwCMBqAP8qhMiZ3ta/AVgHoHn6Z7WFx01EREREREREREREREREREQelGvVhqWUEsDI9K950z8SwDUA/mj67z8C8GsAd0///Ukp5TkAR4QQhwFcKoQ4CqBUSrkLAIQQjwO4FsDPrDp2ch9FkTjaP4qeoQCqS/1orCyCz8cJR8g9GMPewvIk8i7Wb3IyxidRdmMOICItbs8Nbj9+IspOzF1kB8YdqRgLxlg2SAIApmeCeB3APACPSClfE0JUSym7AUBK2S2EqJp+eR2AV8Pefnz6bxPT/x/9dyIAwcq+fd9J3LV1NwITCvx5Pmy8aSlWL6phpSdXYAx7C8uTyLtYv8nJGJ9E2Y05gIi0uD03uP34iSg7MXeRHRh3pGIsGGflchuQUk5JKZcCmIPgrBCL47xcq2RknL/HbkCIdUKIDiFER19fX9LHS+50tH80VNkBIDCh4K6tu3G0f9TmI0uMMUuAu2KYMZuYm8ozWzBuySyZqt+MWUqFne0PY5bcxosxyz6o93kxbsl6bu8fMLdRJjHPklkymbsYt6RyS5vJmLWeW2LBCSwdJKGSUp5BcFmN1QB6hBC1ADD9397plx0HMDfsbXMAfDD99zkaf9faz6NSylYpZevs2bPN/AjkYD1DgVBlVwUmFPQOB2w6IuMYswS4K4YZs4m5qTyzBeOWzJKp+s2YpVTY2f4wZsltvBiz7IN6nxfjlqzn9v4BcxtlEvMsmSWTuYtxSyq3tJmMWeu5JRacwLJBEkKI2UKImdP/XwDgYwAOAPgpgD+fftmfA3hu+v9/CuAzQogZQogLADQD+N300hzDQogVQggB4HNh7yFCdakf/rzIUPbn+VBV4rfpiIiSwxj2FpYnkXexfpOTMT6JshtzABFpcXtucPvxE1F2Yu4iOzDuSMVYMM7KmSRqAbwkhNgD4PcAfimlfAHAPwH4uBDiEICPT/8OKeU+AFsBvANgO4AvSymnprf1PwB8H8BhAO8B+JmFx00u01hZhI03LQ1VenV9ncbKIpuPjMgYxrC3sDyJvIv1m5yM8UmU3ZgDiEiL23OD24+fiLITcxfZgXFHKsaCcblWbVhKuQfAMo2/9wNYpfOefwTwjxp/7wCw2OxjJG/w+QRWL6rB/PY29A4HUFXiR2NlEXw+YfehERnCGPYWlieRd7F+k5MxPomyG3MAEWlxe25w+/ETUXZi7iI7MO5IxVgwzrJBEkSZ5PMJNM0uRtPsYrsPhSgljGFvYXkSeRfrNzkZ45MouzEHEJEWt+cGtx8/EWUn5i6yA+OOVIwFY6xcboOIiIiIiIiIiIiIiIiIiIjIMThIgoiIiIiIiIiIiIiIiIiIiLICl9sg0qEoEkf7R9EzFEB1KdfsIfswFrMLy5vImVg3yQkYh0TZg/WdiKzkhBzjhGMgIoqHeYqchPFIFCvdesFBEkQaFEVi+76TuGvrbgQmFPjzfNh401KsXlTDhocyirGYXVjeRM7EuklOwDgkyh6s70RkJSfkGCccAxFRPMxT5CSMR6JYZtQL3eU2hBDPCyF+qvdj2qcgcqCj/aOhigUAgQkFd23djaP9ozYfGWUbxmJ2YXkTORPrJjkB45Aoe7C+E5GVnJBjnHAMRETxME+RkzAeiWKZUS90B0kA+CaAbwE4AuAsgO9N/4wAeDvVgyZyg56hQKhiqQITCnqHAzYdEWUrxmJ2YXkTORPrJjkB45Aoe7C+E5GVnJBjnHAMRETxME+RkzAeiWKZUS90l9uQUv4XAAgh7pdSXhX2T88LIX6T5LESuUp1qR/+PF9EBfPn+VBV4rfxqCgbMRazC8ubyJlYN8kJGIdE2YP1nYis5IQc44RjICKKh3mKnITxSBTLjHoRbyYJ1WwhRJP6ixDiAgCzkzlQIrdprCzCxpuWwp8XrCLqWjaNlUU2HxllG8ZidmF5EzkT6yY5AeOQKHuwvhORlZyQY5xwDERE8TBPkZMwHolimVEvdGeSCPNVAL8WQnSq+wXwpSSPlchVfD6B1YtqML+9Db3DAVSV+NFYWQSfT9h9aJRlGIvZheVN5Eysm+QEjEOi7MH6TkRWckKOccIxEBHFwzxFTsJ4JIplRr1IOEhCSrldCNEMYP70nw5IKc+leMxEruHzCTTNLkbT7GK7D4WyHGMxu7C8iZyJdZOcgHFIlD1Y34nISk7IMU44BiKieJinyEkYj0Sx0q0XRmaSAIAPIziDRC6AS4QQkFI+ntIeiRxOUSSO9o+iZyiA6lKOyCPnYqx6G8uXyFlYJ8mtGLtEZAbmEiJvcXOddvOxE5E7MM+QmzBeyemcHKMJB0kIIZ4AcCGA3QCmpv8sAXCQBHmOokhs33cSd23djcCEElrDZvWiGsdUWiKAsep1LF8iZ2GdJLdi7BKRGZhLiLzFzXXazcdORO7APENuwnglp3N6jPoMvKYVwB9IKf+nlPLO6Z92qw+MyA5H+0dDlRUAAhMK7tq6G0f7R20+MqJIjFVvY/kSOQvrJLkVY5eIzMBcQuQtbq7Tbj52InIH5hlyE8YrOZ3TY9TIIIm3AdRYfSBETtAzFAhVVlVgQkHvcMCmIyLSxlj1NpYvkbOwTpJbMXaJyAzMJUTe4uY67eZjJyJ3YJ4hN2G8ktM5PUYTLrcBYBaAd4QQvwNwTv2jlPLTlh0VkUUSrX1TXeqHP88XUWn9eT5UlfjtOFwiXVqx2lBZgIK8HOx675Tj1nai5GRLLnLyemTkTanGXLbUSbKf2XmRsUuUPazsVzGXELmD0Tzgtjod/rkK83PRUFmArv6zoX938rETUfLsvlfkthxJzmBX3GZbvNqdHyh5To9RI4Mk/s7qgyDKBCNr3zRWFmHjTUtjXtNYWWTz0RNFio7VhsoC3LmyGTc/+qoj13ai5GRDLnL6emTkPenEXDbUSbKfFXmRsUuUHazuVzGXEDlfMnnATXVa63M9cO1iPLzzELr6zzr62IkoeU64V+SmHEnOYGfcZlO8OiE/UPKcHqNCSpn4RUI0AGiWUv5KCFEIIEdKOWz50aWhtbVVdnR02H0Y5CCdfSO4etPLMSOWtrW3oWl2cehv6mi03uEAqkoSjkYzLfsyZilZ4bFakJcTGiCh0opvMGZdI8lc5DpGczJMjFmAcZvNkog5TewfkNXSjVE9BmOXMUtuw5gNY1X+COf1vmmGMG7JMsnmAbf0D/Q+15Z1K3B2Yor5iKLZHrOUnkz0aYzIYL+H97w8wO64taGfbkuutfs8U+occC2pu7OEM0kIIb4IYB2ACgAXAqgD8B0Aq8w6OqJMiLf2TXgS9fkEmmYXM7GS44XH6q73ThmKb3IPr+ciozmZyCzpxpzX6yTZz6q8yNgl8r5M9KuYS4icLdk84JY6rfe5zk5MYUXTLJuOiois4pR7RW7JkeQMdsdttsSr3eeZUufkGPUZeM2XAfwBgCEAkFIeAlBl5UERWUFd+yack9a+IUoH45vchjFLmcaYI6djjBJRqpg/iMirecCrn4uItLHOkxsxbjOD55msYGSQxDkp5bj6ixAiF0DiNTqymKJIdPaNYNd7p9DZNwJF4elyAnXtGzWROm3tGy2MJTLKjfFNqfNCbmDMuo/b4y5bY87t5ZZNsjVGiSh9Ts0fbIMoEcaIeZyaB9Ll1c+VCaxf9uG5Tx3rvLdkS11g3JpPK3Z4nskKCZfbAPBfQoh7ABQIIT4O4H8CeN7aw3IvRZHYvu8k7tq6G4EJJVRRVy+q4fp4NvP5BFYvqsH89jZXrKPKWKJkuC2+KXVeyQ2MWXfxQtxlY8x5odyySTbGKBGZw4n5g20QJcIYMZcT84AZvPq5rMb6ZR+e+/SwzntHNtUFxq254sUOzzOZzchMEn8NoA/AXgBfArANwL1WHpSbHe0fDVVeILgmzl1bd+No/6jNR3Zetozg06KufbOiaRaaZhc7OoG6IZasls2xmgo3xbeTOT3uvJQbGLPukem4s6oeZlvMeSlfuJ3RmM62GCXKBpnqWzotf7ANokTcHiNOvG50Wh4wi1mfy4llZhW31y83s+Pcey22vZrLsk0ydcELMcy4NY9e7Ow9cQavHekHAFzaWMnzTKZIOJOElFIRQvwIwGsILrNxUErpviyVIT1DgVDlVQUmFPQOB9BYWYSj/aPoGQqgutSeUU5OGMGnKNL28+AG8WKpaXZxzOu9dl6tjlWvnS8yh1bcbb5lGS6oLA6NUM3xAd2D9sVNsrmByAzJxF26+TUTfZVsaQOckC+y5VzHoxfTC2tLbG1PiMga4XmvqsSPI/0juOPHb5repjk9vzqhDSJny1SMWFFX7Lq35vR672RaZbZhbQs+NNOPyqIZrjmXRmOAOdg+mbx2Vrdh971+qzH3uZPRujA5qeC3nf3o6DoNRQLPv3UCd69e4KkYToQxHkkvdg6eHMaxgbNZGSNWYewZGCQhhPgUgO8AeA+AAHCBEOJLUsqfWX1wblRd6oc/zxdRif15Pswu9juiw6I3Cmt+e1tGOsnZ0HEzi14sVZX4Y17rxfNqZax68XyROaLjrrwwH4d6Im9sr1/VjMd3dWFgbNyWuEkmNxCZxWjcmZFfre6rZFMbYHe+yKZzHY9eTK+7qgmbdhzO2vNC5EVaeW/9qmaUF+ajezBgWpvmhvxqdxtEzpeJGLGqrthxb80N9d7JtMrs7qf34LYrm/DYK52uOJfJxABzsH0yee0M2H+v32rMfe5lpC4oisSLb3fj7qf3hMq3fWUzNmzfj/k1JZ6I4UQY47H0Yqfr9Fk89kpn1sWIVRh7QUaW2/gWgI9KKf9ISvmHAD4K4NuJ3iSEmCuEeEkIsV8IsU8IsX76738nhDghhNg9/XN12Hv+RghxWAhxUAjxx2F//7AQYu/0v20SQji2hBori7DxpqXw5wVPrRpYOT44YpozvVFYPUOBjExpxOnejNOLpcbKopjXuuW8JjN1VrzRpulyy/mizIuOu+uXz8FDOw5FxMpDOw7h+uVzbIubZHIDkVmMxp0Z+dXK/K8oEntPnMGBk0O4va0JtWV+T7cBWuW2YW0L+kfPZWQKS7a3QXoxrZ7+bD0vRG4V75pGK++pfUeVGW2aG/Ir+6yUSCZixKq6Eq+/atWU4W6o906mV2ZCuOdcJhMDzMH20Tv3PoGIvGBWnbby+tkJmPvcy0geOto/GhogAQTLd9POQ1jTUoeeIW/EcCKM8VhasdO+shnPvHE8K2PEKoy9oIQzSQDolVIeDvu9E0CvgfdNAvhfUso3hBAlAF4XQvxy+t++LaX8ZviLhRALAXwGwCIAHwLwKyHERVLKKQD/BmAdgFcBbAOwGoAjZ7Lw+QRWL6rB/Pa20NTsjZVFeO1Iv2nTnKUzBYreKKyJKYmrN71syoiheMfH6d6M04slp06jlygukx2ZluqodyP1wwnni5ypqiQy7tQbJuHUGynq/58ePQcAaU+PaDSvJ5MbiMxiNO7MmFrUqqeetNqhr37sIvzwt0fRPRhwbRsQL3+El1vPUAATUxL3PbcXXf1nMzJCnO1tUHTbAgRjOnwBw2w8L0ROppdbE13TxPsSTmVGm+aG/Mo+KyWSiRixqq5E91dry/y4sXUOxs5N4b8Pn8K9FvS31M9SW+bH9cvnhPLK6dFzjqn3TqbXH/PnBr+ACY+L6DagvrwQxwbGbJ+KOpl4Zg62hpF7N9HnfnZxcOmt1Q9F3ncvL8wzJT95cdaQ8PPsEyI0I5fKaX0ep7NrOn0jeUgvr+X4gIkpCUWRrspbqZxrN/Tr7bCwtgQ/+sKl6B89h30fDOOJV7tCeSDbYsQqjL0gI4Mk9gkhtgHYCkACuBHA74UQ1wOAlPIZrTdJKbsBdE///7AQYj+Aujj7uQbAk1LKcwCOCCEOA7hUCHEUQKmUchcACCEeB3AtHDpIAgg2AE2ziyMCyawOS7pToKijsKLX4Lvvub2mTMuV6Pi82HGzklYsabH7vBqJy2Snf9OK1USj3o3WD7vPFzlXjg9Yv6o5NHtEjkDcL7YaKgtw4kwAf/bY71IeZJZKXjeaG4jMZCTuzJhaNJX8b8SRU7Ht0Ld/9S7u+Og8bH7psCvbACP5Qy03AKEBsUBmpmFlexssoyP9IxFtiz/Ph7s+fhF+8N9HQ6/LtvNC5GTxcmuiaxq9vKd26cxq09ySX9lnpUSsjhGr6kp4f7W8MB+fu7whop1vX9kcuplvVn+rutSPhsoC3Nxaj007z++ruaoYy132BYEdoq/11eWQVGpcRLcBDZUFuHNlM+599m1THixLR7LxzBxsrmTu3YSf+86+80u4Auf7DlvWXW5KfrLq+tkuekuXPb7r/BekTuzzOJXd0+knykN6eW1+TSnue24vfvD5S12Tw1I9127p12dK9Hlcv2oeHnulM6tjxCqMvSAjy234AfQA+EMAfwSgD0AFgD8BsMbIToQQjQCWAXht+k93CCH2CCH+XQhRPv23OgDvh73t+PTf6qb/P/rvWvtZJ4ToEEJ09PX1GTm0jDFrmrN0p0BRR/Bta2/Dk+suw7b2Nnxoph9d/WcjXpfqtFyJjo/TvUUyK2btPq9G4jLZ6d+0YjVRg2G0fth9vtzMyXnWDN2DATy+qwu3XdmEO1bOgz8vB1/92EURsbJ+VXB6L3+eD/dfsyRmWrhkp6Xi1FbW83rcOokZy3Kkkv+N6Do9qtkOVZXMcFwbYDRmk8kfdkzDyvY2WEZ3/PjNiLZl3VVNWFJXhoGxcQDeOC/Ms+Q28WI2Xm5NlEu18t5XP3YRCvJyQvV/YW1J2m0a82t2Yq5NnlV1Jby/+i83L41ZonHTzvPL7JjV32qsLML91ywJDZBQt33303sce+3opJiNvta/7comPL6rC6PjUxFxEd0GrGmpCw2QAOy9Xmfut16q/YN49PoOE1NTppSnVdfPdtFbuuzG1mBOZdzHsiJuM0Urr923ZiG+8+vD6Oo/66plY1I919mY25OJ2a0dx7F+VXNWx4hVsjH2tCScSUJK+YV0diCEKAbwNICvSCmHhBD/BuB+BGeluB/AtwD8BQCtllvG+bvWsT4K4FEAaG1ttXaR5SSZNc2ZGVOgaI3gM2vEUKLj43RvkcyKWbvPq5G4TGVkWrKj3o3WD7vPl5s5Oc+aobrUj4GxcTzy0vlVphoqC7Bl3QqcnZjC7GI/cnzAsvqZqCrxm5KTObWV9bwet05i1rIcVjz1VJSfq9kO1ZUX4PKmWY5qA4zGbDL5w44R4mxvz5dR92Agom25vKkS2zx0XphnyW3ixWy83Jool4bnvXd7hrH3xFBoWSfVFRdWonFWeu0b82t2Yq5NnpV1Re2vJlpmx6z+ls8nkJcjXHXt6KSY1brW9+f50DZvFq5fVheKi+jy1FuC045zztxvvVT7B6nMtlhRNAPL6ytMKU8vzRqid56XzZ2JJ9ddxrjXYEXcZoqa1+rWrcCOA72YUoDNOw+jezDguifaUz3X2Zjbk4lZdZDjY3/eiteOnM7KGLFKNsaeloQzSQgh/lkIUSqEyBNC7BBCnBJC/JmRjQsh8hAcIPGf6rIcUsoeKeWUlFIB8D0Al06//DiAuWFvnwPgg+m/z9H4u+uoHZYVTbNCXwAkS+1YhUs3GZg5YsjI8ZlxHiiWnefVSLlnYmRaMvWDcUhatOL07tULsKRuJlY0zcKFVcVonHU+bszIyVbkdSI7GcmvdsR9demMmNHn61c1o25mgWvbgGTOo10jxLO9vdUro+pSf1afFyIni5dbjeRSNe9dVF2Cx17pjBggYWZbl+35lcgoq+uKXs6Q0vz+Fq8dU6eXvz/SWBERF3rnOPp3u845c799Uq1/8foOLM9Yeue5obKI5ykFbmg3fD6BJXUzMb+mNNR3duMT7emca+aC87TO48DYOGpKC7I6RqzC2AOElPEH8gohdksplwohrgNwLYCvAnhJSnlJgvcJAD8CcFpK+ZWwv9dKKbun//+rAC6TUn5GCLEIwI8RHDTxIQA7ADRLKaeEEL8HcCeCy3VsA/CwlHJbvP23trbKjo6OuJ/Njaxat0ZRJI72j6Y9Yshp6+pkgGkfys0xa7TczYqzdI8jyzFmE0gmTs2IOcZtQqaeBK/GrdvYEfeKIrHzYA/2HB+EIgGfAFrmlGHlxdVW7DMjuTbZ82h1O0yxXJTj2T8gt7EsZhPVW6O51EX1nzKHudaDtOr6hrUtqJvpR0XRDFP7WzbkFU/FrJH8HX2OGyoLcOfK5tCSG8zljmdb/yAeXocZl4X9J0vvebnpfLq9nrjpXJvAllwLgDFCqdI9wUYGSeyTUi4SQnwPwNNSyu1CiLcMDJK4EsDLAPYCUOcQuQfAZwEsRXDJjKMAvhQ2aOL/Q3DpjUkEl+f42fTfWwH8EEABgJ8BuFMmOHAndL6t4vQGw+nHZzJPXTCmwynl7pTjcDDGrMnMiDnGbVwcJOFRdsR9BveZsVzL/OF8Likj9g/IbSyNWTMfInBB/afMYa71qEzW9QznlayM2ehzXF9eiGMDY8zl7uCK/gHFl2Xn2fJ7Xll2Pm2VReeauTZFXv5sDqd7knMNvPl5IcQBAGcB/E8hxGwAgQTvgZTyFZ0d684AIaX8RwD/qPH3DgCLDRxrVnD6OmNOPz6yhlPK3SnHQdnDjJhj3FI2siPuvVjXvPiZvIZlROQ+ZtVb1n+i7JDJus68Yj2tc8xzTgDrX6bwPJuL5zNzeK7N4eXz6OXP5lYJB0lIKf9aCLEBwND00hdjAK6x/tDIrdTRUD1DAVSXcjQUWYNxRlZhbBF5B+szuQVjlYjMwFxClH1Y7+3Dc09kH9Y/cjPGb/ZhmTuXkZkkIKUcCPv/UQCjlh0RuRrX1aFMYJyRVRhbRN7B+kxuwVglIjMwlxBlH9Z7+/DcE9mH9Y/cjPGbfVjmzuaz+wDIW472j4YqOwAEJhTctXU3jvanPq5GUSQ6+0aw671T6OwbgaJIsw6XXMqKOLMCY9d9EsUWy5TIPZJtK1i/yS5m9WsYw0T2cErdc8s1EhGZ58gpd9d7p+TPVDDnEtnHaP1zc44h7+K95+zDPoO5zK4jhmaSIDKqZygQquyqwISC3uFASuvscJQVaTE7zqzA2HWneLHVWFnEMiVykWTaCuZsspMZ/RrGMJE9nFT33HCNRETmURSJ/d1Drq33TsqfqWDOJbKPkfrn9hxD3sV7z9mHfQbzWJHbE84kIYT4AyFE0fT//5kQYqMQoiGlvZHnVZf64c+LDCt/ng9VJf6E79UaAcRRVtnHyEiwdOIsUxi77hQvtqwsU44SJjJfvPocXeeOnWbOpszQyvdm9GvY7yCyh5PqXqaukdhvJbKXWgd//W4vIOD4eyN67MyfZuQxN9yXInK6VOuikfrnpD4aeZMV8cu4zaxMXdewz2AeK+qIkeU2/g3AmBDiEgD/B0AXgMdT3iN5WmNlETbetDRU6dWRPI2VRXHfp44AunrTy/js917D1ZtexvZ9J9E/ek53lBV5j14cRDdQqcZZJsUbIUjOFS+2rCpTo3FPRMnRq8/15YUxde6NY2dQXpgf8X7mbDKbXr6vLy9Mu1/DfgeRPZxU9zJxjcR+K5G9wuvgX/ywA9/4+QH87ZpFEfX+weuWOOreiB678qdZecwN96WInCydumik/jmpj0beY1X8Mm4zJ5PXNewzmMeKOmJkuY1JKaUUQlwD4CEp5WNCiD9PeY/kaT6fwOpFNZjf3obe4QCqSvxorCxKONWJ3gigLetWwJ/niwh8jrLyLr04mN/eFjH1UKpxlknqCEHGrrvEiy2rytRo3BNRcvTqs1adu+cne7HuqiZs2nE49H7mbDKbXr7f1t6Wdr+G/Q4iezip7mXiGon9ViJ7RdfBrv6z+M5vDuOfb7gE7/YMwyeA5fUzHXVvRI9d+dOsPOaG+1JETpZOXTRS/5zURyPvsSp+GbeZk8nrGvYZzGNFHTEyk8SwEOJvANwK4EUhRA6AvJT3SJ7n8wk0zS7GiqZZaJpdbKiy640AGhuf4iirLJLMSLBU4iyTOELQvfRiy6oy5ShhIuto1We9OndRdQlzNlkqXr5Pt1/DfgeRPZxW96y+RmK/lcheWnWwq/8s3u0ZxvdfxmkUtwABAABJREFU7sT8mlLUV7ij7bcrf5qZx5x+X4rIydKti4nqn9P6aOQtVsUv4zZzMn1dwz6DOayoI0ZmkrgZwC0A/kJKeVIIUQ/gGynvkUiD3gig6lI/LrugkqOssoSXRktyhKD3WFWmXop7IjfQq3MLakqxjTmbLGRlvme/g8ge2Vb32G8lspdeHWybNwvXL6tzVf6xK38yjxE5g9V1Mdv6aJRZVsUv4zZz2B9wJyvqSMKZJKSUJwE8DWDG9J9OAfhJynsk0hBvBBBHWWUPr42WZOx6jxVl6rW4J3I6vTp3wawi5myylNX5nv0OIntkU91jv5XIXnp18CONFa7MP3bkT+YxImfIRF3Mpj4aZZaV8cu4zQz2B9zL7DqScCYJIcQXAawDUAHgQgB1AL4DYFVae6aUKIrE0f5R9AwFUF3qnZFkHCWXOi/FBOOAsoFWnWXcE8Wyqn1jW0PpSCcuGXtElGlmt6XMY+QFbr6HwjqYPqvPoZvji6zDuIjFfEZa3FJXGL/WykQcsAxJZWS5jS8DuBTAawAgpTwkhKiy9KhIk6JIbN93Endt3Y3AhBIa3bR6UY0nKq86AqhpdrHdh+IaXowJxgF5Wbw6y7gnOs/q9o1tDaXCjLhk7BFRpljVljKPkZt54R4K62D6rDqHXogvMh/jQh/zGYVzW11h/Fojk3HAMiTAwHIbAM5JKcfVX4QQuQCkdYdEeo72j4aSAwAEJhTctXU3jvaP2nxkZBfGBJG7sM4SGcO6Qk7EuCQiN2HOIorFekFWYnyRFsYFkTGsKwQwDijzjAyS+C8hxD0ACoQQHwfwFIDnrT0s0tIzFAglB1VgQkHvcMCmI7Kfokh09o1g13un0Nk3AkXJrvE7jAlnyva4JH2ss0TGWFlXmKMpVWbHJWORiKzEtpQoVrZdj7GuJifd85Vt8UXGMC7swxzoLtlYVxijseyKA5ZF9jKy3MZfA7gNwF4AXwKwDcD3rTwo0lZd6oc/zxeRJPx5PlSV+GNe65b1m9LhtimYrJBMTLiRG+OYcZk5boyPqhLtOju72Bt1lsgsybZvRvMBc7T3Wdk2mNnvYiwSeY/T+qZWXSsyf5Gbuf0eSjJ5hnXVmPBzOjklce9ze9HVfzal8+X2+CJrMC7skWoOdFp/LptkW11xajttdx3QiwMBgc6+EUuOx6llQZlhZCaJAgD/LqW8UUp5A4B/n/4bZVhjZRE23rQU/rxgsamVtbGyKOJ1aqW+etPL+Oz3XsPVm17G9n0nPTf6iVPvGI8JN3JrHDMuM8Ot8ZHjA9avao6os+tXNSPHSGtMlEWSad+SyQfM0d5mddtgZr+LsUjkLU7sm1p1rcj8RW7m5nsoyeYZ1tXEos/pF5/owM2t9agt86d0vtwcX2QdxoU9UsmBTuzPZZNsqytObKedUAe04mD9qmZ8Zctuy47HiWVBmWNkJokdAD4GYGT69wIAvwBwhVUHRdp8PoHVi2owv70NvcMBVJVoj+TSq9Tz29vQNLvYjkO3RLypd7z0OeMxGhNu5NY4Zlxmhlvjo3swgMd3deG2K5sgBCAl8PiuLiyrn4nGWc49bqJMS6Z9+//Ze/f4OKrz/v9zVrfV6n6xJSFZsmXLdwvsCGP4Wk6xGuoQp1wMOKU1CTFV0i9GTkhSp/zgm7YQvnVDSDCmTZxQEkgJNjWXAsYlsekX09gQga/gi4QsCRlZliVZl5VWtz2/P1Yznt2dmZ2Zndmd3X3er5delle7M2fnPOc5z3nOc55Hjz4gHR3fWD03mGl3kSwSRHxhR9vUqrUi6S8ilollH4pePUNjNTRyz3Tb/iZsXFmJp95u1v28Ylm+COsguYgORnSgHe25RCLRxood52k7jAGpHLT1uHH400t49mAbOvt95TasaI8d+4KIHFqCJJyccyFAApzzIcaYy8I2ERrgKsFSiTKoEy0FkxIOB0PltMy46VshpdOZrkHcU1uJ3R90iJNgLMgxyWVkiFU9V5TtRN/wGJ56u1l8zYh8RDv1GUFIsUoetc5vevQB6Wh/4k2XRGJuMMvuIlkkiPiixz0qBsECENcw0bZNrVgrkv4iYp1Q48Ku9pFeO4fGamiUnqmgy408r3jw0dl1DMQysS4XsSgTRnRgrPoa4wk7jhWr5N+O87RdxoDDwTCzIAPdg6PwcmDd58rE9ZUV7bFjXxCRQ0uCbzdjbJnwH8bY5wCMWNckQgmt6W6EQS0lHgd1oqVgSgSkMv7N33yIXx5owYYVFSjJ8cluLMgxyWVkiFU9Z4Z82CH1GUEI2EEe9egD0tGXsUPfmU0szQ0kiwQRP3i9HJ9d8uDpd1uwfX+zuIapKEi3pf4JF9JfRDxjZ/tIr51DYzU0Ss+U88R9XnYeA0R0iFWZMKIDY2k9SUQGK+XfjvO0XcaA8Ny/+sz7fuurkhynJe2xY18QkYNxtZQEABhjVwN4AcBnUy+VAFjPOf/A4raFRU1NDW9sbIx2M0ylpXsIN247EBTRtCcgvczEhBd/aOlBY1svvBx47eg5bFmzAGsWFZsS5Wan6FGhLVFMwWTazWJBZs3u+8DrcQ586clgGd+4shJPv9uCx++4yjQ5thIbyKUalspspPSDYCwJKcAE4yWW5KPXPYqUJAeGxyZ1PSutc0EcYWqHxoKujSUiLY9yOgaArD64YUER2vuGg/RRhHS07e2DeNQl0ZobjM59WmUxQnOr7WWWIAKwjcwq6dMdG2qwck6hLn0Q7jiPpC1u4/WOnbGN3BL+CDLdPTiKrz7zvi3so8DxXJ7nwlsnu3TZOSaM1biWWTnbceu6apTmOpGfkYbyPJffeiLw//Go++JgjRDTMmsnn7uAFTJhV3slSutJ8nlpIFpjw4j862mr3WxqHWPAUl2r9Nwfu+1KAMCCkmzMKjT3WWnpCzvqaEIzih0VstwG5/yPjLH5AOZNXegU53zcxMYRIdBTfsDr5UGLpq3rqnHDgiLTAiTstDFpxxRM8YpS3yttQhm53mO3XSmb0qm6NBt7GmpjZuJJVLmMpH6I5Tp1QsqwU+cHNT2rQAOsxz1qi9RnBAEYS8UXzoayko4J1AehnMiJqKOleL0c3YOjuKe2EgAsTVsYSaIxN4Qz92mRRbvZ3gRBBKM0F6YkMUPzW0VBOh6+aQlSkphp86QVtniiz6VE/CAdO/fUVuqyba1ylqv5X/bosHNorKqjZjvK6eb7VlfhwVdO6NaxsbSpYpdU63Ym0uM+2na/2TJhZ3slln2NZmI3nRXNsaFX/vW21W7ztF3GgFIpwzMXBrFtX7MlMqClHJsddTQRPopBEoyx1Zzz/YyxWwP+VMUYA+f8JYvblvB4vRxnL7pxsnMATRcGsauxA33DY2hYXYXnDrWhs98TlF6mtcctDlTAp7S37D6GJaU5pihbuevfv+sI5sdORDFhkPZeN06dH/DbUNm69yTGJ30ypndykJOlpguDsvWfqoqySL5igEjrB7sZkmoELjAcDJqeldLJloqCdLT1XK58Ren/iGhRkuNEQ90cCJkGd3/gs1WU5DGcRUUoHSPVBy3dQ2SvKCDXB4JtGdh3dnOOaCHSc4PVcx/Z3gRhf5Rq2BZlh7bNvF6O4+cuieusd05fwJrFJah/rtH0eZIg4gWz7ZPAsaO1JrWVznKl8bxHYvcS5qBkOwb2wdrqUjy5v8lv02br3pOYX6zur4q1TRWqy65ONMZ9JOZxNb1qtkzY3V6JJV+jFdhRZ4UrM+HYDXrl3+7yrYVojwFpKUNBBv9uzXwMj08i35WKTavnYPcHHRF/rvHQt4Q8DpW/fX7q3y/L/Ky1uF0JjzAhfenJA9j028P4+Tu+ujt5rlRs29+EW5eVBdXGkZ4K3LR6DkpyfMpaiG4zA7XouVjD6+Vo6R7CwU8uoqV7yPa11KxCy3Pwejk+bL+EHe/419n9ytXlYoAEcHlyaO1xh7yvnCztauzAo7cssX39J5IdeeJJPxhBSS7k6td92H4Jea5Uv8/LPSulwLeHb7L/OCHiH6+X4+POQb+54a5rK7D9zqWK8qi0qDh70R1Sr+rRMVbpo1jW/0Lb/9jaG9QH2/Y34faasiC7MhZrz0Yaq+e+RJ9bCSIW0FrDNnAOmZjwYu9H57F+xyFs2+ebR9cvL8fOxnbT1leB+iKW5zGCAKyxT6RjZ/cHHWhYXaVpraVm14aLGfM/jffwnkFgH2Q5k7C+phxPv3t57bO+phy97lHV6yjJiRa9bsb30AvVZVfHjP5UIlp2fyi9qlcmQslrrK1vEk2XWinjRglHZsK1G/TKv5ABYdPqOeL+HM3f+mjtcfvtN+W5UjE8Pokn9jVhy0vH8csDLfjadTOR50rV/FzNeKaxprsI7ShmkuCc/2Dq13s455MRag8xhdyEtG1/E35025V4dM/JoPIDek4FhkO8RBTbMSoyGgjPYevek1hbXYokB3B1RT6urSxAcvLlGKrWHjceePl4kDwqlcfQknJNTpb6hsewrDxXV/rISEOyo0y86AcjqMnF2YvB+vyBl4/j8duvxMfnB8WUYXLPSi19s53HCZEYyNkqT+xrwhv31SrKoyDTJTlO3LqsTDyF9cnFITT89rCqXtWjY6zQR7Gs/71ejv2nu3Csox+lOemy5duWzsjF5+dOF78LRclrw+q5b3qW/PWnZcb/3EoQsYKWtLRyc8iODTVBevbh1z/GxpWVeOrtZvGzSuurwFNxJTnq+iiW5zGCELDCPpHO5Z39Hjx3qA31qyqxdEYuKgoy/MazdNw5GEOeK1W0p4T2nDw/EHad7HDtCxrv4T+DwD4ozXXhe/9xNMgvtrN+hep1wi1VIPc9tt+5FLMKMnFh0Pxsb3ZJtW5XrCxHEi2fmpzPSqpX9ciElnEXS77DRNSldiy5E47MKNkNpfUrsKQ0V1OJTD3yH5gBoWF1FXY2ttP8rQOpDJbkOPF3Ny7A3wbMvz/5/RlsrqvS9FzNeqaxpLsIfahlkhA4yxjbwRirY4xplhrG2AzG2NuMsZOMsY8YY5unXs9njP2OMdY09W+e5DN/xxhrZoydZoz9meT1zzHGjk/9bZuedkQbI1FKahkhmi4M4q5rKzBvKp2bmiNbOBW4dV01etyjuqOk5NoeLxHFdoyKjCRC3/73mQto73Hj69fNwuvHzmHSC/yxrRf/88lFTExcVvhKBlKSg4myIOBMcSA9JSmkrCnJUnl+BiqnZWJFZaGfjNuFRJcdNeJFP2ghUD+297qxde9JMVr4ntpKbN17Eq09brT1uv3GT0mOExtXVmLQM4EkBnxzVSVqKnKwY0MNugY8frpaMMCkCOmb7TxOYo14itKO5HdRmhu6h5SjqIuynagoSMeGFRV+p7C6B0fF7CpKelVOxzx6yxI4GIK+pxX6KJb1f3uvG01dQ9jxTosYeb9hRYVoYzpTHKgIWOgH9q+gu850DZomW/Ew9syWtcBnkpwEbK7zP9G6ua4KSVpWcQRBRAwhLa2SbSY3hzS29Sqssfyv7UxxoDjbKZuFQnoq7uPOQWy/c6niPKlnHosH/UzEJ1ZkWCjPc/nN5X3DY5hfnI3Pz53uN54DT6N+9Zn3cde1l+0pwDfuznQN4vi5S7r9gEKbPrkwBAbgsduuxOa6OWIAlB77IpbtVrMI9xmU57mwY0MNGup8p4E7L43Iyt7wmPK5Qq+Xw5WaJF5DanunpyRpkpHA75HnSkVT1xC+9KR12d5CzWl6iLf5RMlHY8YmWeC6oqIgXdZPFEg4z9jr5TjZOaCqV6XBYUobxGpZCwPHXSz5DhNRl1op40aRyoxQ8vWx267E0OgE/tjaoyr3SnbDvlMXsPej85iY8IYcP1p1YmAGBGF/7uGblvjJt9qYTUSZC0TwGz74pfn4/25cgMzUJHzrT6v87C3PuBcVBRkoz3OFvJ7cM92696RuWy2WdBehD8VMEhLmwVdi414ATzPGXgfwAuf83RCfmwDwHc75h4yxLAAfMMZ+B+BrAPZxzv+JMfZ9AN8HsIUxthDAVwAsAnAFgN8zxuZOZbH4VwD1AA4B2ANgDYA3dX7XiGMkSilURohJL/DEvibcsLDY73NKCn9BcTb+ae9JtPWM6IqSUmt7PEQU2zEqMlLI9e39X5iLr183C/937ynxta3rqvHl6ivgcDDFSLk50zPxyM2L8eArJ8TP/WDtIjz8+kf4+srZqrIWq9HpiSw7oYjVPtWL3Bj68e1X4s7lFfjJ78/46e5e9ygyUpPF8VOS48SGFRXYtr9JfN/muip8+wvzsPHXwbWnBQMsUBeTAWYe8RSlHenvYiSKemZBBh6+aYlYax2QPzkrp1cFHTPvvlqcPD+AM12D+NF/nUbf8FjQ97RCH8Wy/u8aGMUT+5qCFusbV1bi6XdbZPWKNIOBnO4KV7biZeyZKWtyz+TRW5bgzeOdYv1rzoFnD7ZhaXkuZhbaW+4IgriM3Bzi5ZCdR5eV54mvCyeGP+4c9NMNW9dV4/HfnQ5yoP7yqzWoX1UJLwccDBgcGcdXn3kfW9YswLSsVE3zWLzoZyI+sSrDwg0LikJm6lPKola/qhLb9jX7+e8AiK8Z8QNurqvCswd9fsBHb1mCZeW5KM/Xbl/Est1qFuE8A6+X462TXX598vO/+pys7BVly8uekn93Z2M77ltdhYYXDmvy1QZ+j1uXlQXZ9XbN9haP84mVPhrpuqLXPYpzlzziulnp2YX7jFt73Gi6MKioV7VcX/qee2orQ467WPIdJqIutaMfUpCZhZtr8WH7JTHbtVSvblmzQFbuleyGSS9w/64j2LGhJuQ404paNmC58SJ3z0SUuUDK81y4b3WV337T5roqfHNVJX72TouYjRncN1eH6i+5A0Dra8qxfschXf0eS7qL0EfIM0ic8xHO+S7O+a0AlgLIBvD/NHyuk3P+4dTvgwBOAigFcBOAX0+97dcAbp76/Sb4gi9GOednATQDWM4YKwGQzTk/yDnnAJ6VfMbWGIn8UssI0bC6Ci992CF7SlMpyu/k+QG09Yxovr+WtqtFz8VKhLAdoyIjhVzfPv67M+gZHvN7bcvuY6KsKEXKpSQxPDm1ybJp9RxsXFmJn73TjGsqp2mSNTOj041gRF4TWXa0EI0+jbTekRtDp7sGxQAJ4bVt+5uQkuRAUXaaeAr41mVl4iaj8L4n9jWhzz2uqG/XLCrGnoZavFB/DfY01Ma0Q8GOxFOUdqS/i5EoaoeDISWJyS76pHnClPSqw8HAGPDdF49i275mdPZ7FL+nXn0USpfEsv53j03IPvNFV2Qp6pUkB1R1V7iyFU9jL9y5T+3k1QMvH8efzJ+Op95uxvb9zXjq7WZTS+kRBBEZ5OaQ146ew9Z11UHz6MrZhX6236yCzCDdsGX3MaytLvW7nmfci/fP9mLbPp++2LavGf937ymsrS7F/buOIDXJoWkeiyf9TMQf4Z7iU5Lv9r7hkHO50sZFWW666A+RHnCSXl+vH/CJfU24dVmZaAv0j4xr+n4CsWy36kXJhg/nGcj1yf/5zxOyOltJ9pT8uz++/So8ub9Js6828HswBsUNNLsRj/OJ1T4aYV2Rn5EWdCJd7tmF+4y7BjzY1diBhtX+mesevcV38l3L9QPfo2XcRcJ3aIavMJF0qYBd/ZAOB4OXQ7YcuGDrysm9nN0g3WOTZnYLV0epZQMWCDWm9MhcrOzD6aW9b1gMkAAu20U9w2O4dVmZGDTR1jusqb8Cn2k4/q1E2PdIRLRkkgBj7PMA1gP4IoA/ArhDz00YYzPhC7B4D0AR57wT8AVSMMamT72tFL5MEQIdU6+NT/0e+LrtMRL5pfSZ0px0/HRfk2Lderkov0dvWYIf/ddpXfcPp+2hIuECa6ZGM9LKjlGRkUKpbwP1q7S/lSLl3jvbg7aeEb+aucDlRZuVUY7hypPRaOtElh07Eo2TCUonAeXG1fDYJJaU5qKqKBP1qypRWZgp+z736ETQa9LxVzktM2EihiNNPEVpR/q7GI2iVorkFz4WSq+a8T0D55DyPFfQabFAXRLL+r8iP0P2mc8rylZ8Zp39Hjx7sA0bV1aiPC/ddNmKp7EXDlpOXs0tyvI7VR4od3aysQmCkEduDtmyZgFuWFCEJaU5QfOo1PY7+MlFWd0gV5Zj0v9tYhCiYJdqmcdIPxN2JtxTfOHIt5INW5yTjv/znx+J40qaTULL9ZXaJAQQe8Z9acHPXfJgzSJfVtlQ834s2616UPMHaHkGSjaUXJ+09YygNNcZMuOIgFK/XhwaFQMkpK8ryUjg90hi8lmI7LhpG6/zSSR8NFqfXbjPuCjbib7hMTx3qE3MXOdgwLLyXM2n2qXv2f2BL+AiMAOhXt0TLZ9vIImiSwOxqx9Sbb5UknvBbiitX4F9py5g0gs8d6hN3GOTs52N6igt8hJqTGmVuXjM1COgtndVkZ+Ox267Ej1Do/jZOy2a+itoHnUoBxvabR8rnvvZToQMkmCMnQVwBMAuAN/jnOsKpWKMZQLYDeBbnPMBxhQ7T+4PXOV1uXvVw1eWA+Xl5XqaaQlG0gAqfaZ3eExU3nKKUW6h6GC+WopStBrOWtoeOLgdDLKRcPMbajGzIMNWA9ou6XGsklk1xRtqc0r6mrS/5QwkpWtxbu0izYwJQilyM1SKQrvITrSwm5412o/hICf3ao6K1h43MlKTUTe/COOTk4o6XoozxVej1OvlCSNbVqImt+Gm7LULvnq3yRH/LkYWz3KLvm//6Vx4OUdD3RzUzZ+OJaW5irKvtc+U5kK5OWTHhpqQuiSS+t9sXTurUH6hPatQ2bkjOMxe+rADD9y4wHTZipexFy5yJ68Cn8mC4mxFh7xdFs12sw8IIhSRllm1OSTUPKqkL+cXZ/sFUP3wliXYtu+M32ela7OibCeumVUQch5T0892CMqyQxuiBelaH+Fs3oQj30obF9dVFojzdHpKEhpeOIzOfo/f9dNTknDwk4uy11Xzqwi/C2nB591Xi9NdgyHnfbv4LayW2VD+ALVnoGZDKfVJfkaaZtlTukZJjn5/q7QcTHG2E/OKs2Ni0zYW7X276Fmtzy7ctbFUrz319uUSQeX5PnmSlmBUur60DZ39Hjx3qA31qyqxdEYuKgoyohLgYJav0C66NBR2kVurMboP4XAwLCnNxblLnqADxk/I2M7CdYzYnKnJzK/0XWqydjtbaKsWmYuGP9xMjPhpHQzIz0xDU9cgnj3YFnSYXKm/Ap9pekoydkwFWEivb8d9rFjv51hBtdwGYywJwDOc81s45781ECCRAl+AxL9zzl+aerlrqoQGpv69MPV6B4AZko+XAfhs6vUymdeD4Jzv4JzXcM5rpk2bpqeplmAkDaDcZzbXVWFWYQb+45srVFMcBaZ7Kc83noYwVNuFwX3jtgP4i1+8hxu3HcCH7ZeQ50r1u44QhWXHFGvRLvUAWCOzcn2z96PzYioeub798e1XiacUhdceuXkxyvNcqvdSSln1+rFzli7SzJAntcjNUNhBdqKF3fRsOP1oFDm5X1KWI6szz/YMiWNx/Y6DuDQyjh/f7v++794wD66UpKBx1PDCYb+xSxhHTW7DTdlrBwS93/DCh0FpMu34XYQFyhv31WL7nUtRv6oSv/pDK57Y14T5xdmqARKAtj5Tmwvl5hBpikUBOV0SKf1vtq41kjJzZkEGtt+5FHddW4HH3jplumzFw9gzA+k89s7pC/jB2kVB9lhFvktR7uxiY9vNPiCIUERDZo3OIUprrp/9d7NY9vDpr9bgt++1Yn1NueraTEsblPRzeZ5LdZ0ZCUKtdeMd0rXhE458K9lTyckOcVwtKc3FljULgubyhhcOK15XyQ/40ocd4jgW0oK392qf9+3gt7BaZkP5A9SegZoNZYadWp7nwiM3Lw6ShQVF2br9rW+d7MLMggysqCzEzMJMW6bClyMW7X276Fmtzy7ctbHaOtHr5TjbMySWYFS6fmAb+obHML84G5+fO92Q7om2zzcQO+jSUNhFbq0mnH0IWT/U/5zFV64ul5VvIzZna48bm54/7Ff6btPzh/1kV8uY1SJz0fCHm4mazMrNn5vrqrCwJBspScATkmz7WvtL+kyXlMr78O24jxXr/RwrqGaS4JxPMsauB/CPei/MfCkjngZwknP+uORP/wngqwD+aerfVyWvP88YexzAFQCqALw/1YZBxtgK+Mp13AXgSb3tiQaBUUrTMp1IcgDvne1RjD5zOBgWlmSJEWecA88e9NU03GMgQmheURb+5c5lcKY6kJaUhILM1NAfkmm7ELUGAC3dQ2jtceP0+QHkuVLFeuAPvHwc9asqsW3f5dILQhRWvKZYsyOtPW5s3XtSTJMGAFv3nsT84izF0hkOBnz1mfexcWUl0pIdmFmYgfOXhvFR5wCWlOYoGoDSa3UNeOBKTcL4pBc3LinGpFde1s04+WOGPMViRDsRTFG2ExUF6VhbXSrK+2tHz1ka/dna48a0rFTsrF+B4bFJUY4B+On7kfEJvPVxF+6prcTuDzrQ2e/BpucPY+/mWvz67uU40HwRnANPv3sWAPDPt12J5guDfqnf4jU61E4nAGPlZIAaUoNbSJOZ5EDIjAxmYaQ/HQ6G2dMzMaswAwtLsnHd7ALZZ6907TWLirFwcy26BkbhHptARZ4L7b1udPaHzm6lVDIn3ucEvacuHQ6GWQWZ2PT8YUtkK3DsFWc7FW0HvdhBx8iVdGnvGw5qk9QeqZ07HT97p1m04TgHntzfhGXlebpTdJONTRDWEE6q1HD00sKSLPz67uUY8Iyj+cKQeHrq2LkBVBSkY9WcQqyYPQ0OB7Dp+jnwcmBmYQay0hx45mvLdd1PyTayw0kmO7SBiA20nibUK99a7Kl5RVn4l79choy0ZGSkJuHe5z8Uyyt4xr3YuvckSnOd4lqyPM8ljvHhsQnMyHPBMzGJkfHJoLTgrtRkmvclhOPXCWVDhbtGbO8bxpP7m2TtuhsWFGFn/Qp09ntQkpOORSXZ4rXPXlT36UnhNo8Pi4e1drRQe3ZqmUbknnEo/SbVa9Jru1KT8fDrH2NsgvuV4lhYkhUyc015nsuw3RPO+kZo/8j4JDbXzcGuxg4xs0+8re8TBSV5l+5DrFlcrNkPxRjw3RePijLWPTSG+lWVWD4zD1nOFAyPTaK1x63qU1KSwx73qJ/uFnzBUtnVqxeV7Jl43tcQ5s9N189BcY4T07LScGl4DFfkpGNhyeUsm9K9VldqMrbuPanYX3r1pplYUeotHvrZToQstwHgD4yx7QB2AhDDWzjnH4b43P8CsAHAccbYkanXHoAvOGIXY2wjgHYAt09d7yPG2C4AHwOYAHAv53xy6nN/A+BXANIBvDn1ExMIhoaechOd/R6/QAOBwIGj5miRS+PSsLoKOxvbsWXNAk1RxoGLP6VrCgs2z7h6zWS9A9oODu5YpMc9ivU15X713xpWV6HXPeo3IQfWuR2b4EhP8aVh/eTCIHY1duDx3zeFTP+jRU6EawAwJSW0GROEXKrMreuq0eMeFf9O8mZ/yvNcuG91FR585YTYj1qyoBhBSbavmVUgyoqSvpfqyvMDPgPslwf8U3s1XxgM0v2ecS/apk6yaJVHu+tOu6SGlxJOyl47IDW4O/s9eOptnxxdN7vA8mcabn+qPftQ88nHnf6phjfXVYmBpY/eskQM5BQQFiFyc8hrR89h67pqbNl9zPZpayPJhUF12QpX3xixk0NhBx0T2IaKgnRsur4KD716IqhNUnuEMV+9a+E5C6gtnmnRTBCRw6h+CUcvyX32kZsXi6l7Bf1y1zPv+9md//6e8YMWSrrdDkFZdmgDYX9CjTk5+1NJtroGPOLfQ9k6cvd99JYlGJu4vJNdkuPE+ppyrN9xyG9MP7m/CW09I2Jbb1hQhPbekaDvUJSdFnLet/t60Ey01m6XQ0vK81BrRLWg2JHxSVm7rtc9ilPn5UumAMAn3UOqPj072Lp6iPW1djSRe3Zq/R/4jAX5PNM1qGnuVPP7S+X4utkFmFnof6/AQItwZNTo+kbuvlIfgZJuSCSdGWvokXetBM73nf0evNjYgZkFGbjn2Q8kc7OyT0nJf/XZJQ+efrclaC8uUHa16kW176+0r2GFPzzSdA140NYzgn9/rx0bVlT4+fx/fPtV+OJUUIya7x243F/leS68caIzyN8XjhzpIRyfTTh2DqEd1XIbU1wHYBF82SR+PPXzWKgPcc7f5Zwzznk15/yqqZ89nPMeznkd57xq6t9eyWd+yDmfzTmfxzl/U/J6I+d88dTfNnFu91jZYPSkVREGjhS5RY9aChm5+23b34S11aWGUvB6vRzHz13CqfMDuKe2EiU5TvGaf3lNudhGoWZyYIouvSnWEj2NZjikJjnExRRwue9TkpSHe0mOE3ddW4Htbzfje/9xDD9/pwUbVlQgz5WK+3cdwR9be9HSPYSJCS9auodw8JOLaOkeku0PNVk3KyW0GSn7pCnlfvvX12DHhho8/rvTuP1nh0jeYoj2vmHRWAJ8MvXgKyfQ3jds+r2k8luS48TGlZU4dX4Ax8/1+8mKkv69dVmZqMvlZPjqinxZ3X/400ua5VFOd75y5BxaL8qP12hgl9Tw8YLXyzExyUPaDVahpz+9Xh5yDtF6bbm/PbHPN87yXKlo7XHjW39ahU2r56Akx/cc1MbfV64uR64rGW/cZ/+0tZFA6CsHY4qyZaatZqZesIOOCWzD2upSMUAisE1Se6S2qlB83iU5Ttx7/Rw01M1Bekqy4nONxTTGBBGrGNUv4egluc8++MoJbPvKUvz2r6/BP91aHaRftu1vwu01ZbLptkPNw2q6XYufwmrs0AYl9No5hHUYGXNKsjU+yTXbOnL3feDl47i95nIF4VuXlQX5ax585QTWVpf6tbW9b1jMNrBjwzL8+8ZrMC0rFZNeYPudS3WVaohn34aRknICRvyU0jE+MeENXnsfPYe7f/U+/uIX7+Hop5dkZSolySErn8fPXcJ/n7kAZ4q6T88Oti4RPbT2v1QXnPhsQNPcqebLUvucnjZqmSuNrm+UfAQ/XX+Vom5INJ0Za1ih7+Tm+9tryvDAy8cD5mb/+Rvwl/9AWT570S1uwgvX2La/CQ/ftMTw2lzt+zscDDcsKMKODTVoqJuDjSsr8fjvTuOtk11B8htrNqrQR3I203dePIKzF+V9goH6qqIgHenJSfjdyS60dA8hz5UqvjeS82Y4Pptw7BxCOyEzSXDOr49EQ+IdPScetEQIhUqVpXQ/xvSftAiVQaIsz4UHvjgPlVNps4VoOCl6UwlRGk3jDI9Nyvb98NikwieASa+vnlPgxLJxZSWeersZB5ov4rWj54JO7MtFAqvJOucw5eSPWSn7pLJ647YDuuWNoo2jTyRPkwn3KslxYsOKCtFQ2/FOi99YUGpTkgN+9aAD08xPTHI8dtuVaJrK5NI3PCbq2r7hMVl5DJRBzoPTwQmlkOYXZ9vCkKITgObS2uPGg68eR8PqKr/TRlvXVUdkk1Rrfxo5TWJkPklLdviNT2eKA9+9YR68Xi+uyHWJKWnVSputqCw04cnELtK+ynOlYnNdlWgjSG1SM201M/VCJHRMqPk/sA2C/R3YJmmmICGjxuN3XIWte0/6nSAMnGekUBpjgogcRvWL0c8JukbusyPjvjT9rxw5J/v3pTNy8fm500VdMDHhVTxBpTUltx1OMtmhDXLE2snueMfImFM6kfnQq8c12zpK95VmXE1yyNsEjPn/Xy7bgDQ77N7NtWKGQum8n4i+NKOZCvTYUHJj/Gd/9TnZILZ/vu1KnOkaRGqyAw98cT4effOUn15Q8tntO3UB2/Y147s3zFX16dF6OrHR2v9SXbD7g44gf4Hc3Kl07cpCFzatnoPXjp7DljULQs65apl5lLKomFG+Q+m+HFxxbCSizowlrNB3MwsysP3OpTjW0Q8vB5IYMLcoS/Y+5fku2YzpcnPCY7ddKXuNlCSmyxaU+hpGxuXnC+H7t/cNo/65Rr/3BMpvLNqoMwsy8OgtSxTXQc0XhpCSzBR974AvQOK+1VVY/4vLmbsCM+JHat4M12dDGZmsJ2SQBGOsCMCjAK7gnH+RMbYQwLWc86ctb10coSetipaBE2qSULof5/pPWihFZm1cWYmn321By8UhpKck+aUQlBLoSF4+M3T6bzL6jaPU90XZyn0uTactICzUBblZW10adGJfbuIVTjQrybpZKaHNnCCMyFukjAwKxFAnkmnG1SJZpWNBqU1186djSWmu2H9qaeb/z9qF6B8ZF+tNA/Ill7Qa5V4ebChHC0oNby5CGrrnDrX51bstzXVGRFdo7U8jzodQ15b728zCDPztfxz1u89jb51G/apKbPrt4cspCPPTNZU2S0SkfdXZ78GzB9tQv6oSS2fkoqIgw5K062bqBat1jJb5X6kNgf8//OkljIx7/dJ/r1lUjNJcp5iGG7g8XubdV4vZ04OfLS2aCSIyGNUvRj4n6JrT5wdkP5uekoQzXYOomp4l+/eKgFKcf2jpCTrdJjcPh9Lt0Q7KsmtgGG2y2AsjY05Otnrco2jrGfF7n5qto3RfIePqhUEP0lOSseOdlqD3SPPlOlMcSHEEZxsQ/HD37zqiGNhLvjTt6PG1yI3xD9v7FDZvBrF9fzOcKQ58+0/n4t83XoNxr1fUV609blk5mZz6r2fCq+rTo/V0YqO1/wNLcgr+gurSbFQVZcnKuys1WfbaKclJ+OWBFmxdV40bFhSFnHOV2uhKTcLdv/pj0FxZWr8Cw2OTfuPQSPkOI2ODdKa9sUrfjU1wcS52pjjwiw01svc53+/Br+9eDg7uZ3O2dA8FzQlNFwZ178cEEijrm+vmqH5/LfIbizaqw8EwtygThZmpst9/wuvFx5/KP++6+dNx3ewCpKckBflUpAeCtazFzNyPIZ+NvdFSbuNXAP4LwBVT/z8D4FsWtSdu0ZtWRRg4KyoLUTktM2gQhkozKXe/htVVeP3YOd0nLdRORTesrsKLjR3InyrLoJbeS0/aKqXvNy3TGVPpgaKBkRQ+Ss/bwXx9/NKHHYqnIC8MXq7NJT3RLL2/cKI53JTQVqWHMpK2NRIpDintW2gimWZcuJfS6R9hLCi1SRogIeXsxWBZ+sfXP8akl4sBElo3nQWjXIrgdAscr4FEKv0apYY3F0F/dfZ78NTbzdi+vxlPv9uC/Iy0iNxfa3+qLd6MXFvub5vrqvDZpWHFQCHh9y27j6F/ZAIVBel+7yPnog+5Gp3b9jUjPTXJzyY1M+W5mXrBah2jZf6fWZCBreuqxTa8dvQcfrB2UZBd/mJjR9BnHQ6meMLw5PkBUTfHWspMgogHjOoXI58TdM2uxo6gtdUjNy9GwwuH8c3ffIjH3joVpF8Cs0m19rjR2NaraR4OpdtD+SnMIJR+i0Qb9GLEziGsw+hYDZStgow0XbaO0n1nFWaI111SmhP0nh+sXYTXj50T/791XTV6h8cUD7J4xn3ZqOTGiJ1L0tgJJV+LUolZuTHunTqEJsUv2GHci5/8/gySk5ifvlLy1770YQcAiKf+leSX1tOJjdb+D9QFnf0ePP1uC6qKshTnzrHJySDZa1h9eY29ZfcxTaVtldo4NumV1Wv7Tl1Q9Xkqrb/OXnT7jdfyPJdp/nDSmfbACn0nW8ru1eP4v7dUB8n+ix98imlZaUE2p9ycsKuxAw+tXRhWWwP9w7saO7C5Tnk+0CK/sWqjjoxPYnzSG/T9N9dVITnJofhslpTmYkVloaJPRTgQrJZ9l/ZjEo+QmSQAFHLOdzHG/g4AOOcTjDHlvP2ELGafeAiVZlJ6v64BD1ypSRif9GLN4mLd91WK2pszPQv/d89J9A2PwZWWLBtpaTRaTen7ne0ZwqbnD6tGjiY6RmRN7nk/cvMS9A558Mwf2vw2atWiN7WcaDY6DqzM3GAkbWskoo1jMdoz0kTyNNnlE77psqd/pM5jPW1q65VPHzY9K028ttZN512NHXj0liViLT3BsH/uUJvqQi+S6dfsegIwVol22mmt/WnWiT7h2l4vR2oyE0tmZKQm4aoZuZjwymczkp7OE05+PXzTEjE1ITkXL6O1r8yUPTP1gtU6Rsv873AwfGlxCfJcqWhs68WkF9j9YTt2bPgc3m/tA+cQ0zwCwRlMlPrgTNcgFpZky2YgIpuYIKzHqH4x8jlB10hPfzIGXFuZjwdePi6ebm/rGcHP3mnGP992JZovDKKmIh/XVfpnbuwa8IibeZHU7UaIxZTAAJ3sthtm2QJ6x4OW+zocTCz7VpqbjvbeEfz2/TasrS71859MeuXHrJAd9vCnl7BtX3PQGIn2GI4VlHwtOzbUBK0P1iwqlh3jrx09h4fWLsTDr38ctPYW8IwHl74NlJP0lCQ0vHBYtAs7+z3Y2diOZ+9eDvfYBMrzM8TSxnKfp/V0YqG1/43ogoKMNOxsbPfz5+5sbMfa6lIA2n2eSm0MmUVFweeptP46eX4A333xqN/3u2FBkZi5x6g/nHSmfbBC38nJU1vPCGYVpmPHhhpx/S6Ut5KTBbk5oW94DAMj49i4shJJDgRlEw6F18txsnMg6MDKswfbZLNZANrkN1Zt1IKMNGx98yT+4poK0e/nYMD07DScvTgU8tkofe/5RVn4yR1XwZWmnDuA9mMSDy1BEm7GWAEADgCMsRUA+i1tVZxiZloVrYsvM+4np3A311WJARKb66rQ0Tcsq2CNbiTLfT8HA9Y8cYAUlAb09r1Svbe3Tnahb3gMgG8B+MjNi8WSG2oTr3CiGfBNQOuWlRpum4CVE5QRoysSRgalfdNGJFNWORxMPP2jZoTqaVOGQkrD0rx0vFB/ja5N577hMSwrz8Ub99Xi5PkBnOkaxHOH2tA3PKa60Iu0AUhpxszDDk4yLf1p1PmgdO3WHrcYNCngTHHgP755LTbXVeGJfU1+NsuzB9v83jfpBVKSmC4HSqKgta/Mlj2z7WSrdIzW+T852YGVcwpRlpeOC4MerFtWCs6BXx74QNMmpVLA23WzCwCAFu0EESWM6he9n5PqGmFt5UxxoHZOYVD6/7aeEaQlMdx8Vamizfja0XNB9cjlTlBF266IVackbbLYDzNsASPjQct9hSxdm1bPwdPv+oLvj50bAHDZf+JgCLJpG1ZXYWdju59tGzhGoj2GYwUlX4s064702cqN8fU15dj5fru4Ibaqahq+8+IRMdgBUE61HlhKYMuaBX7X3rJmAWpm5iv2G62nExst/W/0AF2gLEoDf/T4POXaKDeO5AKL9ASQB47XPVO6MBx/OOlMe2G2vlOSp+z0VFSXZfit35VkQUmWpSWTr5sduty8lNYet2zJjr7hMUzLSpP9/lrkN1Zt1JkFGdhw7Sw8/rvTWFtdiiQHML84G//27ie4pnIaAPVnI/e9H1q7EJ/2DePZgz4/+R6F9QXtxyQeWoIk7gfwnwBmM8b+B8A0ALdZ2ipCE3omiXDq6ARmpZjkHB+f68e6z5XBwQBXShL+7Q9nfTW+81x+nw1nIznw+x385CIpKAuRk6cbFhRhZ/0KdPZ7UJKTjgVFWVhWnhexiVcqtw7GkOdK9Vtwmtn/eo2uSBgZsRrtGW/I6U+tiygturcoO012U7c0Nx0zC/VvOpfn++4xqzADC0uycd3sgpALPTIAY5tYcZLNK8rCv/zlMmSkJaMoK02UVSMoyaxnfBJVRZl+GSZK89LFgD9niq828PPvt2HdstKYeG6RRo+jSE72zK7daDf0zP+Bz8fr5UGf3bquGj3uUfHaDoevBu+y8lxRjoXME33DY5ie5SSdTRAJgJKuKcr2pf/Pc6Xi1mVlYAxIYsC84ixFu1HY9Ni696S4mReYcUJOd0dDn8SqfqNNlvhFzc42avMI63yhrII0eElqUwg2bbLDgcrCDKSmOPDj26/EH1v7sO5zZQB8pRk6+z1BGa3IxlVHydcinGgvyXGKOrZ7aNTPB9A14MH4JMdDr/qy+py5MISt66qR5ADu/8I8bNl9THdQOOkPwgqMHKCT+oFz0lPw47dOobPfY4rPM1QWFUB7lqtHb1mCH/3XafE9wpg90zUofkbPvgfpzMRBbT0vZGQCfDap8P5AWZLKcluPG4c/veSXKVKr7z5w3+PtUxeC7IJHb1miOu5CyW+szjFy2Tm37j2Jjf9rFgY8E2iom4OrK/KD9iKlnxe+95muQRw/N4Dt+5v99I3S+sLK/Zh495fFKiGDJDjnHzLGPg9gHgAG4DTnfNzylhGmEW7KysDBW57nwhU56eJkcbzjEtZWl+Lx3/mMky8tLkFysi9ljZkbybRhHFm8Xo63TnbJyo2VE69U3iYmOR6cWnhKTwPrNTr0omXCioSREavRnvGEkv68YUERAN/GFedAe68bnf3+8qJV95bnZ/ht6jqYzyFWnh+eM0XPQo/0K2ElSmMhlIyroSSz+RlpWFaej8rCTHQNeJCRmoS+4TE8dtuVcI9OIMOZjOHRcTy0diHpUhWMOopiNU26HsKZ/wMDjwUH+9gEx+01ZZg7PQsLirOQlMTQ2e/B1RX5fnaQ1AYgnU0Q8YXWoFwA2H7nUjR1DfkF2M4rzlYMPhR1T3GWrN6yk+7WY5PazclImyyJhdK4WViSFbQuDES6zn/uUBvqV1ViblEWFhRn+5VVWD2vCJWFmX7ZPt840SmO/YqCdDy0diFauoeQnpIMr5fHjb1lNXK+lq3rqvH4706jJMeJDSsqxE2qXx5o8fOFCdkfnvnactGe27bvNK6pnIb0FAee+drVSE5iKMhI02UjhtIfdtN5RPwh5wfeuq4a3/+iE/k65FmNwCwqD61diJYLQyjJdWFkbAKleelBm55K2aaFgxCBYzYe16CEeait5/XYxIIszyzIwMi4F6nJDPdePwdJDgRt3svpbwBB99pcV4U3j3eKJW8cDFhWrr1kh9p3jkUbNTA7523LSnH8XD8effOUn466ItcpO+cK3xsAvrXziOr6QtpH07Oc2H7nUjF7rVn7MXZacxH+MC4t0iz3BsZuB7CXcz7IGHsQwDIAj3DOP4xEA41SU1PDGxsbo90MW9DSPYQbtx0IUgRv3FeL2dPVlaPa4G3vdeOlw+fgnRKh3R90oG94DDs21GDlnMKgUynhbiTbVJGYduNoyazSQktJbpRSEZnVlsA+FlKvdfZ7UFGQju/dMB+nugaRxIAlZTlYPa/I1P63m5yZNX4kxLzMRhK5cVBRkB50QkQI4BHKWqxZVIzWHrfmMST0c697FClJDgyPTQY5Pqx0ithN7gMwtQGJILd2Ixw7RIlQMiv8vaPXjUmOoEwtaxYVo2KqLqpFjsao6tpoOVGjYTvYGbV+EJ5Vnis1yKknnVO2rqtGaa6/Y9IinU32ARFrxI3MTkx48caJzqDTx9I5TapLvF6OtdvfNU3X2kl3a9VvNrdd1YgbuY1ntNhRSuOmflUltu1rDimTRtb5Ld1DuPtX72NtdSmynEnIcqbg4dc/tnoMxK3MBvaBUHL21PkB7HinJahvn/36cqQl+6/VW3vcuPtX72N9TXlQOaMvV1+RKOt1uxG3Mms1ZtsDoXSp18ux/3RXUOCn2qan9LPCmNi4slIsXWRGu6MA+bxsgtoYmKniP1Kz5QFg/+kuHOvoh5dD3M+YVZCJLz1p3I6wARHXtZ9cGJJ9ZoIOUHpeWv2HcoGv5wfM2Y/xejmOn7uEfacuwMsvZwKLMV0V6yh2oJZyGw9xzl9kjK0E8GcAHgPwrwCuMalxCYdS9JhVzmyllJUnzw/4RanLoVQTdN59tTjacUlcOEg3sxvbelGWl256qr9YTQ9kZwSDNHCiXj2vKOxUp0Y2aOTkbdv+JmxcWYmXPuzA+ppyfPc/jvpNWGZjtzq4sRrtGS/IjYO11aWi4Qv4ZOSJfT45fertZlFe9IwhIaXbqfODuH/XEeS5Ui+fKi7JRkW+SzGzi5GMQHLRtaRf4xs9OtnsDfZw7BAlQsmsoMt/dNuV+N7UvCHc94l9TaipyMPJqfEWb47GcJyo4fa90NfSFMUA0OseTbh5LFQ/CM/q1mVlolMdCJ5Ttuw+FrRoJp1NELFN4Eml3uFRfNI9hHtqKwH4nGaCPTmzICNIlzx225WmlqSwU4kLrfrNbms2Ivbwejnae93oGhiFe2wCFfkZmFUof7JTzo5SGjfCIaJQMmlknd/jHhU34zeurMRPf99EYyAM5PpgzaLioGw2gO/5tvcM48FXT/jJxbSsVKytLg2y5bbsPoYlpTmm9YWcztu69yRKc52yBywiCWW4iC5mPv8e96h4gh2QL+ejp12hdGlrjxvHOvr9gpKE8RNq0zMwlb5d7BgiuhgZD1pKfXcNeER/rZw8t/cNB/mJhTnZwYCmriG/PbTNdVVIS5afa5bOyMUL9dck/Brf6+U4e9GNtl43MlKTMT0rDZ90D8k+M8bU7SCt/sPA/tvTUIsVlYWmfBe1Q8Gkq6KPliCJyal/vwTgXznnrzLG/t66JlmHHQw3JSMhNZkFpXAxy1GvlLLyTNcgFpZkqw5CJQOpvdeNB14+HrSZXb+qEpNe5Zo+4UIbxvIYle32XrfsRD1nWmZY6feNbtAoORoYg+wmghVOgHCchHbQMYR5eL0crtQkNNTN8YvyTHJAUU6F3y8MenSPIcEoy3Ol4mvXzcRPfn/GL5L+8d+dNiT/Wscj6df4RY9ONqK/Q+m+cOwQNaTpDVt73HjvbI94f0GXD49OyI7XSyPjcbu5YnTjSEvfa+nrioL0oNN0VdMzsSzBUkC397px6vyA7KZnpcTOEhb0UuTmFLmFPulsgog95HTtP/z5Irx65JxYWkdwml0Y9DloA3X6Z5eGRfsUuJzRcVqmsZI7diu7pkW/2Smww07QelQbSqeXhVODWuwopXEjTdYbSib19ldqkkO0r5Tsh0QfA+EiHF6Q69v2vuEgudhZv0LRPxDYF+GMz0CdV5LjxPqacqzfcSiqAd+RznBBOs4fM9Zv0mt9dskjZmQQ7JGdje267QHhxHQoXdo14IGXK6+FtAabAVSKkLg8HrbuPYm11aVi2YtrKwvEsvBKnwkseRFY6jslySGu7QXfsFQ21exSBibaGsLrT+xrwrNfXy4rtxUFGQk/j0v7RThEWJ7vQmFmKmoqctDY1i++V2p7qdlBausLq9cVaoeCn363hXSVDZDXEP6cY4z9HMAdAPYwxtI0fs5WCIPrxm0H8Be/eA83bjuAvR+dh9erXm5E6Vot3UM4+MlFtHQP6bqGkuP6WEd/0GutPW5T2jSzIAOP3rIEzhRftwmGzouNHaLjRemagoG0fX8zfnmgBRtWVKCiIB2u1GRZ5VGe58Lrx87R4I4gcrL9ypFzaL0YWja7BkZlJ+qugVGxRqNUbpTqLwXK39mL8nIeSqYFR4MUYbJTW3iaiVIbQsm0mTqGiD5Cf67fcQjb9vnrv6sr8hXlVPhdiEqVG0PleS5ZfS0YZX95TbkYIAFcjqRfW10q3q8kx4mNKytxpmsw5DykNO/omWOI2EaLDAh6/L/PXMDp8wPIc6UqvleKFt2nZof0ukcN21Rq9y/J8enyi+5R2fGa7UyJyJwSDdQWeGqEkpNQfe31cnAOfH/NAoxOTPrJ0JbdxyzVOeHY5la158N2X8Y1qQ2d50oV+0GYI5IYNM0pBEHYG616SE7X/uA/PxLtPMFpdntNGaZnOWU3xjiYn36569oKPPDF+TjbY0z/6Vn32QWja7Z4Jt7Xo2bO9cLp5UBfyP27jqBrYFSTHSUdNyU5TjTUzcEjNy+GK9X3f0BdJo301/DYZNBmipREHwNmIacTH1q7EC82dvi9zzPuxfDYpKJ/ILDWuZHx6fVyfHJhCEOjE9h+51J8/4vzxIxtcoeIIr3Gj6SvId51nBGkQdmbVs9BnitV1/pNSmuPO+gk/Lb9TXj4piW67AEhCO3T3hGxXYJODNSlRdnOkGshLevYWLRjCPNp7XHj3979BPWrZuPpd1uwbV8z/vq5RrxxolOXXf7EPp8dDvhk6ZGbF+M7Lx4RfcPfXFWJ794wF/fUVqJ7aBReL1e1S91j8gd33KMTJLcKBB4i3PFOC7774jF88zcf4ivLfb55wFcOe/udy5CW7MCm1XNQUZBuyA6yel2h5KNLcoD63CZoySRxB4A1AB7jnF9ijJUA+J61zTIfs9IxhhslGyoln/Q1rdFKExNe/KGlB41tvfBy4LWj57BlzQKxTQ4Hw7LyXNSvqoSXA5wDzx3y1TlWG+xKBtKODTUoyk6TjXbrHhrFljULaHBHEDnZfuDl46hfVYn5xdmqsqk0UQ+PTQSlIirOdmLSC7+Tukp1m4ymgBUMW+m1hFrcKUlJsnUhzXYCyLVBy4RFKV/jC6Uoz531K7CoJCdIRoRIY6m8yKXzEuqcys0hwgnsioIMReMJ8DnHA+vXq81DdNKOCCUDoVK/qcmLFt0nZ4fsPdGJu66twGf9Hhxouohdjb5TsHpPHind/437avH4HVdh696T+PafzvXLzPL4HVcp2jHx4Fg2eiI4lJyo9bVcOnitMhQueurXR+rkWWuPcsY1oR+EOWJhSRYqCjLE9yvNKQRB2Bc9PgK1zHnS/88tyhLHvlSn37qsLCiY9ol9Tdh0/Rw8+vxhv/I8WvVeLJbwMbpmi2fieT1q9ml1tdPLw2MT4pgTNqOTHEB6SjK8kqxY4jy+uRYftl/ym8eF09dqvjEj/SW18XZ/0IGG1VVBa8JEHgNmIdWJbT1uHP70EgY94+gbHvN7nzPFgaJs3xp/67rqoFr0MwsyRD3c2uMWA9EF2zhUfyudcP7mqkoMKmTLi/QaP5K+hnjWcUaQBmUHrr+0rN8Cn5lSX6YkMdH3q8WmEDIWS7P0CO0K3IeYWZCBJWU52FxXJft+QNs6NhbtGMJ8etyj+PrK2UEyL1f+SJBnpVItQsmL9JQkNLxwGG09IwCAPFcqhscnsf3tZnjGvfjlAV9JmBsWFCnapZzLZzopnyrzRXIbjNohwgdfOYFf3FWDrgEP8lyp+MfXPxKz8T1y82KU57l038/qdYWSj65u/nQsKc2lPrcBIYMkOOfDAF6S/L8TQKeVjbICswy3cI0ypUEROBb0lDV440SnnzHesLoKW/eexPziLLFN5fkZmF+crWuwqxlI5fnByuPRW5ZgWXkuyvNJoUcStcCbULJZkS+fRrA83ycX0lTmSk4JuTHRdGHQ0AaNw8Fww4Ii7Kxfgc5+D0pynFhUkoPkZAe8Xh4RR5hR45o2ouMLpf7sdY8Fyci0TCeSHMDS8twgeQlM59XSPaQ4h5TnuXDf6io0K4yfpeV5cKY4dJeesVsKZSLyhJIBtdRvT73drCovWnWf1A7Jc6XirmsrZB0heh1dSvfvHvL4xmlxFnrdo9hZv8KvXi8A1TklllO5Gl3ghZKTUBkqjMpQuGixzfWWnAm375WelXTTE5hK6VyYifL8DFw1IzfknEIQhD3R4yPQkqLfmeJAWW66mPZdqtOVsut5JrzwjPtqJisFQKptKsdaCR/aEAkmntejZm+OSk8vy/lChEBbafmwHe+0BI0hh4PByyEbGLmzfoWq41tPfwm2SY97VNyM7+z3YGdjO3ZsqEFKEos5ezVWyHQmY/a0TDz+u9OKQSkOB8OXq6/AktIcP30EIKwgYqUTzvWrKvH5qmm2WONH0tcQzzrOCFqCsvU8M6W+LMp26gwGDc5YLLRrfnF20Fpo9bwizJmWiWXleRgem0CSw4GHXj2Ozn5PyIzGgWu2WLJjCPNJnSqJEUrmpfJ8T22lrNwLJS8OfnJRDJAAfMHKclmo9jTUKtqlswrl/TOzCi/LNU/chDiyCPpoWmaabH92XhrB3+4+HjSvPvjKCSydkYfZ0/XpAavXFUo+OgqQsA9aMknEBWYZbuEaZUqDIjWZie3Ts/mrlO1h48pKvzYZGexqBhIApCYz8VSogwHZ6ckUIBEF1BxtoWRTy0QNqDsl5MbErsYOPHrLEr/TFFpk2uvliqfsI+kIM+IkpI3o+EKpPw9/egkj416sWVQcJCMzC0PLS6hNxgdfOYE8V2qQA2ZzXRUqC13Y01CrGOmsNNbppB0RSgbUTrWGkhetuk+qw7sHR/HVZ95X3FDX4+hSu38oXa40p0S6tq7ZGJ0vQ8mJ2rMOR4bCRYttrnVzxay+V3pWC4qzNW9OaplTCIKwB3p8BHK69gdrF+Fn7zQDuFySasLru16gTk9PSZbNriecUhuf5OLGQbyfuI21wA6rief1qNmbo0qnlwVfyKzCDJTmOrF+x6GQY0ipbSPjk4b8bYH9FWibVBSkU2CExcg984dvWoL0VEdQ4LXS4QhA/oCEniBitQNRHJE5RBSKSPoa4lnHGUFLULaeZ6bWl3psCqWMxUtKc1A3vyhIXwlB48Lax+vleOZry1XXsbG+XiesYXhsEl6FrA1SmZfKc6isTIFjiDH5YGXBHpGzS5X8M0BwIB3JsQ9BH3k5l+3P9FTflnbgvOoZ9+Lk+QHMKtRvG1m5rqDgbvuTMEESZhlu4Rplaopxj4GBolbTRm6DQs9gD2UgbXr+cNBz2BNHTpdYQa6fhCi6ULKpVUmrOSXkxkTf8BiWlefqlulQhredHWG0ER1fqI2rvuGxsE4thdpk7Oz34LlDbdi4shKMAfOLsuBMdWBG3uUxpGceImOMCCUDSnJZO6cQty4tVZUXPbpP0OGhNtT1OLrC0b1Kc0o8bCwZmS9DyUmoZ21UhsJFi22udXPFrL5XelaBQagEQcQHenwEwUEPSXj49Y+wtroUjPlOku1sbMeaxcV+nxF0ulx2PSG1f8PqKjz06nE887XldOI2AYnn9ajZm6Nyp5eFtNeCvTI8NqlpDBltm9b+CrRN2npGUP9cI/neLMSsZx5uELFaJuL8jDQsK8+P+ho/kr6GeNZxRtASlK13ra7Ul3psCqWMxZWFmZrkQss6Nh7W64T5FGU78drRc0FBD1vXVfvJvFSepf7X6tJsVE0FGSmNIaUsVFoyZ2sJpCM59iHoo487+4MCWjfXVaGjb1h8rzCvAr6+ONM1iIUl2bZ7hnbe0yI0BEkwxmYB6OSce6b+nw6giHPeanHbTMUsw81Mo0yaSsfoQFEyimoq8jWd2ldLJ2yWgURYi9BP8+6rxcnzAzjTNShu5GqRTS2ypyRn0zKdcDDIZo0QsoqYsYiMBbmijej4Qij98uzdy3G2xw1XajJ+8c4n6Oz3ZXwI59SSlk3Gzn6PeLrkNxuvwVVluYYWutLvQ8ZYYqMmA0oydfXM/JA6TKlMkpGTcw4GzVmHpPbLDQuKDAWaKhHLc1G4qMmJWqCvki2gRYbCRYtO1LqBYVbfm2UTxHLZF4JIJPTaZlJdOzHhRUPdPDS29cLLgdePncOWNQtUPyvol08uDCE1xYFL7jF894b5+MU7n6CtZ0QxkD2RT9wmAvG8HrViczTw9HIgWseQ0Late09ibXUpkhzA1RX5QTWx5eb0cA+sxLtdGi3MeubhBKID8nK/ua4KVUWZ4meldrvXy9HSPaRqN1phW0bK1xDPOk5AT/9oCcrW+8yU+lKPTVGR7xLLAlkVLE56MT4JVz/NLMjAljULsHXvSWxcWYkkB1BTkY/rKgv8rhMoz539Hjz9botsIFzgGCrOdmJuUTa+82L49gjJsToOB8P8omx09I74ZbLPSE3Cv/6/FvF90ox6wuHG62YX0DMkdKElk8SLAK6T/H9y6rWrLWmRhZhhuIVrlIWTEkpuspAzih69ZQnK89PR3utGZ7/8xKK1HeEaSOFMcOQY1o7DwVCR70LThUEAwLrPlcHBfCVRpBh9pkrG99meIWx6/jDyXKnYXFeFmQUZyM9IRVF2mqHvYaUzT/rdS3KcmPRCdCCaJVu0ER0/yJV+aVhdhe6hMfQNj/nJpLRGbGqSA8Njk5ie5aspH6iD1TYZOQceu+1KNF0YxK7GDvQNj6FhdRW+8+IRbFmzQNTPieAcIKxBaQ4IR6bUyiQBkL2f3JzyyM1L8LnyXFSEuK+a/WJE90qfiTBuHYwl5MaSHhtBCPSdmPDizY/PY8vuY8hzpaJ+VSXmFmVhQXG2oRSHRtAiv1o3V8y0Q8K1CSYmvHjjRGeQg1FtzUC2M0FEB6PzqNwcunVdNW5YEJyOOuieDBgcncADL/iC0yoK0rFlzQK0dA8hPSUZ5XmukHrPLJ1Busc+xOt6NBrrHznbYfudS8E5cPCTi36yfsOCIoxPemXnbAA4e9GNk50Dfus8qf1q5MCKnG0yMeHFR539U4HL6VhUko3kZIf5DyeGUdNXwt/U1gJGN7HzXKm4vaYMc6dnoTAzTZP8Sg9Etff6Dm4UZafJljlWWyMBl9dkE5McD756HG09IzGZ2j1edRygf79Aq17U8sy8Xo72Xje6BkbhHptARUBmHa1rKcGuefx3p1U3qYX3GrUdpmfJ68X0lKQg/UzEBmaUUBHHRHGW7JiQytwvNtQE6cLyPJdsoFlgRre2Xjceu+1KuMcmkJGajIw09Xk2UNbL81xo7xtOWL+TVrxejv/6uAv//F+Xg1CvKstFRpoDt9eUwcuB146eQ/2q2Rj0jGPjykrx0HCknqFVayBaW0UexqXpDOTewNgRzvlVAa8d5ZxfaWXDwqWmpoY3NjZGuxlBtHQP4cZtB3SXqQhl8J696BazCLw4tejaXFeFZw+2+S3AhAFltB1a2iOdfMIJCImRukymNSYcmfV6Od5tvoj65xoV+zTcZyooaMHQcDBgzRM+GSrJcWLDioqgGl56+8uqfpdeN8+ViruurQiqPWpD2bIKW8is3VHSkfWrKjG/OFuUF0G2tu49ifU15X5jQE0HS5GT+4fWLsTAyDiePdiGzn5PopczMnVgxrPcqmGVflUaK2/cV4vTXYOK95uY8OIPLT1obOvFpPfyydlQ7QnXfpEi90w211XhzeOd+OKSknDniZjStUbsuoqCdPz9lxfhb/79Q1P6w2oC7Rg717fVYtfJfSbMtseUzBIE4kBmjcxpwlg/dX4AO95pUV2LZaQ58EHbJfHkVXVZDlbPK/KzYcPVd3bRmzFEzMttouD1cuw/3YVjHf3wciA7LQn5mWl48JUTQbLe2uPWbA9LSzhqsZe0jrGJCS9eOXrOr32P3LwYN19ZGm6gRNzIbCi/aiif0Q0LihSDw9UCWNt73fiw/VJQxjUz9aSeNZkgg3HsZ4hJmTVznasHQdc1dQ2prn+1rKW0fodw9wvk2vvIzYvx5P6mWA0ASnifl9XyLydzW9dVozTXifyMNJTnuTTp99aLQ3jzxPmg8g9fXFwsm5lK7r6CrI5N8Fjfn7BU135yYQhfelLeL79tX7PYh7muZHzjuQ8j/gwjsYcVo3JhZxQfoBZLuZsx9ufilRi7CcBFM1qViKil0lFDqd5Wa48bDgcDY8B3XzyKbfua0dnvu8cT+5pw67Iyv/eG2w4BITpvT0MtXqi/BnsaaoMnDpU2hyKczyYirT1uNLb1qvZpuM9UiJxcUVmIymmZopwBwK3LykSnnJFrS+8RSq6MIP3uty4rEw2QcNpKxDdKOnLpjFw/mRRka211adAYUNPBUuTG5sOvf4yh0UmxvIce/UwQclg1ryqNlfZe9fu19w2j/rlGbNvXjKfebkZbz4im9oRrv0iReyZP7GtC7dzpePZgG+pXVeKZr9WYNhfZGS3yEfietdWlOPzpJdP6w2oC7Ri1E1lm2yF60WLXyX2GbGeCiC2MzGnCWPdyhFyLfdB2Cdv2NWP7/mZs29eMTc8fFnWCWTqDdA8Rr7T2uLHp+cPiGOr3TIoBCIC/rOuxh7ftv7xG1GIvabVNPursD2rfg6+cwEed/WY8jrhATV9J/9bZ75FdC7T3DevWdw4Hg5dDDJDQ+jm9GJFB4f92tNsTETPXuXpo7XHjWEd/SD+plrWU1u8Q7n7BpucP49mDbdi4shKbVs9B/apK9A6Noq1nRPf1CHtgtfzLydyW3ceQn5GGymmZmvV718Bo0Fh5Yl8TugZGNd/3wVdOYG11qeJcE89+Jz209bplZcLLL/++ZfcxlOVmRMV/Y9UaiNZW0UFLkMQ3ATzAGGtnjH0KYAuAb1jbrPhFSJUnJTCVjlBH7uAnF9HSPQSvl4ecLJT+zljwe0O1Q+7+coQykJTa1DXgCXn9aBmHsUrXgAfeqfpLUqSypfRMe92jmvo7EKkMMQZN/aVFtrQY3mqEGj9a20okFoFyI6Tvk+JMcQSVAhBkS0mulHSw9J5nugZVPyvc2y4p17TOEUR4mP2crZpXlewJV2qyIbslVHtC2VFyz03pWarZTp39Hmzb14z01CRDc1G00Ss/Wvoj8D2MIaTtEYuEa4cIGB3DXi9H9+AoqqZn6Xq2ZDsTROyhxTcQiHSsh1qLBaod6dov0P4syXFi48pKnOka1KWz1HQP2YyEXdEim3J2j5Ks67WHGdNnLwnl6qZnOdE14EFrj9uvzV4v9zvEIr3X+X6yAwTU9FXg3+TWAkZsLeH0vRn6VrienOwakUHhPbFst8cTRmyCUGjVddLASwGt/nsj30HrWFLz73b2e/DU25cDQQdGJ0Nej7AvVsi/FKnMleQ4ce/1c3BPbSW6h0Y17bsJuMcmZN83PDYR8r7S9ws6ONb9TlaSmZYsKxPSogiecS+6hzyq/huz1iOB1+lxj1rifyG/TnRIDvUGzvknAFYwxjLhK88xaH2z4pdQdbyUUqosLMlSrVOkVKdQUByBE4tSO8rzXKaldFFq0/gkF1MoKV3fzJrQiUBRthOvHT2HhtVVfmlWt66rFmVL7plWFKTj3CUP/urp93X3t1SGAITsr0ikC9I6fki2CClycrP9zqW66tcD8nKlpIOl97yntlL2sw6J40Lu3tGA0n5FBiues1XzqpI9UZSdZshuCdUeNTtK6bmlJjNsev5w0LPUazvFCkbkR0t/yL0nlO2RqBgdw4HlwTbXVfml31R7tmQ7E0TsobXGtxRhrO/+oEPUv4C8HRqobqRrP6n9GU7pRCXdMy3TSTYjYUu0ztFKsi03z+q1hx0MutZ3WspEnD4/IHuv4hyyAwRC2UpGbGE1W0voN2nfhKNv1eRArwxybi8/A2HMJlBDj65LYvLyr8V/b+Q7aBlLSu2fVyS/PxLYJFoHxRZmy38gwkG4PFeqnw7+5YEWTftuAhX5GbLvK8+Xb6dw38D3OyVlsEhWg/F6OXrdY0H+kPu/MBfP/E+r+L5Qz87K8oJb11WjoiBdzGCjpT1aIL9OdGCcy0fPMMb+inP+G8bY/XJ/55w/bmnLwsTO9ZfU6ngZre2tVFf72YO+WodyCkCuHUq1FM2q9b11XTUe/93pIAViZn2yCGOLWnfC89q69yTWVpciyQHUVOTjusoCsf6k3DPdsaFGV71rufu29rjR6x7FuUsebNl9TLG/IlFfT8v4UaovaUPZsgpbyKydUJKbvZtr4eXQVL9+696TWF9T7ufsUNPB0nvKOUq+/adzwcBxRZ4LC4qzMasw+N7RIEp1MhOuPqMVz9nKeVXOngCger9w65DK2VFKz02oWSh9bU9DLWYWZOi2nXQQNV0bTo17tf4IfE9FQTruW12FJ/c3KdoeiYrRMRz4uZIcJ26vKUNZbjqKc9JVn60JY5zsAyLWiAuZ1VLjO/D90mCq22vKsLg0ByNjk0FrscAgQenaT2p/blxZiaffbTFkd6gFqa95IvK11WOAuJDbWEbrHK1k9wglLeRsWy328KO3LMGy8lyU52tf36m1GQBu3HYgaOPHmeKre37zlaXh2mVxI7Nagk302MKhbC2h36R9E46+DSW7WmVw67pqlOY6kZ+RFnLOiVFiVmb12gRq6NF1+093oalryM9P+s/rqvFjDf57I99By1hS89N93Bm8P6J0MCJG5DvhfF5ymCn/gbReHMKbJ85jZHwSO94J1sGh9t2kbdQzDwj3lY6tzXVVSGLAo2+ejkVZlWKZrpXOn7cuKwNjgIMBV5bl4F4d49ws36rSdaRrK7P6Mob2RGMRxQeolklCCIHKMrcthJDGV24wKqVU6R7yYM2iYsxvqJWdLIQ6hcLfp2U6keQAlpbnKk4scu1QS+kiNbq7BjxwpSZjbHISBQqGdWCbpmc50eMe9TOwAq+v9tk4Nd5NQXxexVmKz0vumYbqby33FWRomZdjSWmOn/y9d7YHRdm+thi5l1TehOuoyYDW8VOc7cQNC4vRPUSyRSjLzfkBD1ZUFooBZFJ5DtK9xVnodY9iZ/0KDI9NYnqWug6W3rOz34PnDvnqKS4pzUZJjhPjk94gp4Xe8WAF4eoMQhtWPGcr51Ulu0aP3aKnPXL3k0tlC/ieW7LDgXuvnyOmNNz9QYf4LPXaTrGAEfnR0h9y7ynPc2FZeR7ZavDX0SPjk4bGsFKq52e+VoOVcwpVn61aH9ph/iAIQh4134DS+9csKsbCzbXoGhiFe2wCFfkZqMh3iWsx6ebYnoZa9LpHkZLk8EvHL7U/F5RkGbY7lHTPe2d7yGYkbIlWO0mv3WPEHhaQm6cBaLIr+FSafOmYZgy4tjIf18ykwFUpoexdvbaw1O8l5x+VlgUQ+qY8L92wbgwlu+HIIGEP9NoEaujRdavnFWHOtEwsK8/D8NgEyvMz0DuszX9v5DuEGotC+cF7aisB+Nbvgg1zfuCyf1ewbwQf3N7NtTg/QHIeq5gp/4F09nvw7ME2fKuuytC+m7SNcraB0lpbuO/muiqU5bkwPDqBi+5RLCnNwQv115CsKhBYVkfgma/V4I37asX9nLKcdBw/dwmd/R6U5KRjUUm2n91jlm9V6TopSQx7TJ5faU80OigGSXDOfz717z9ErjmJSWDggVKqllCThdzfZxbqm1jUUrrIRTI1rK7CzsZ2bFmzQDaiSa5NWlPGWDk5xiNaDdHA91QUpGNtdam4efTa0XOGUvgI15Y7mauWEi1UakKz0oXLfffZ00m2CP16L1AO1caekg4uynbKjr11y0plr2OXSFJK+xUZrHrOeufVcDdWjdgtRpBLZSvgTHGganomvh2QLaI426nYBr22k93Qmr5Urm+N2BFkqwXr6M11cwyNYaW+qwgzgMgO8wdBEMGEM8/KnaJcs6g4SB/PLMjAqfODsiXeOvs9ePrdFuysvzYsu0NO95DNSNgVI7IpJOA1YruG+oxS6cexCa7ZrhD+JmwmOFMcuHVp2Bkk4hK1/tBjC8v5vQL9o1JZE/rGqI0I+DKMNdTNgVBOffcHHegbHgv5WfKtxg967AY9us7hYJhZmOm3Dmbd1pYqVpJLpb2H5w61ifLucDA/+4bWOEQggWOlJMeJvuExfHppRNe+gRzS94VaaxdlO5GazMA58L3/OOqX0efL1VeQrCog6C9pJokkBswqzMDMwkzMnp6JiQkvXjl6zi/DV2AGLbPWI0rXKcp2WjK/0rwdeUJazIyxWYyxxxljLzHG/lP4iUTjEgFBmd647QD+4hfvYf2Og7hvdRUqCtIBmF8jzuvlaOkewsFPLqKlewher3+5FaEGlDPFEXT/1h63qPQBX8TUtqkUy/fvOoLWHnfI+6tdn4g85Xku3Le6Ck+/24Lt+5vxywMtuG91FcrzXIavKScn9+86giQHdPW90nXU5IzkizCCHr2X50rFqfMD+O8zF2R1qFb0jj0j48EKaIxFBjs850D75MZtB7D3o/OGZV64ppoNYhRhfOxq9NVnlz63reuq8U97T/qNnSf2NWHSq3bF2CaU/FjRt0axSiYiTaCO3tXYgc11VbrHsBVj3y7zB0EQ/oSji/WMa+l7d3/gmycrCtJx7/Vz0FA3B7/YUIMFRVmm6x472DIEIYdW2YyUvSQ3nlsuDOHU+QHcU1uJTavn4O1TFxTtChprkUNqtx4/14+tAWuMQP+oXN8sKcsx1F9eL8fHnYPY8c5l/8Fd11Zg+51Lqa8TBL06KVzdYKZu0bPmU9p7uL2mzO/+tMYhlJAbKx93DmL7nUvx2tFzQT6jcObMUHI4syADD9+0BDsb27FxpW9Ov6e2Eo//7jTJqgozCzKw/c6luOvaCtFv/vN3WvBx5yAmJrxo6R7C22cu4NPeYeS5UgH4nv2Dr5zAR539ftcxQ4+RrRX/qJXbEHgFwNMAXgOg2aXMGPs3AGsBXOCcL5567e8B/DWA7qm3PcA53zP1t78DsBHAJIAGzvl/Tb3+OQC/ApAOYA+AzZzz2PSgyiCnTB985QR+s/EaXBwaRUmOE4tKcjSl4wv1nvI8F9462RXyRLRSShel1DKMhZ+OkyLnIosgG92Do2LEHXBZ/pbOyAvKsqA1YlmtdIGevrcqXThBBKJV70lrN4cbqd7eN6w49hhDUKrV7sFRfOtPq1Ca68LZi26MTXr9SgZEChpjkcEOz1lpsTdfpoaplrkhVA1gvTaN9D1yqWwZA2rnFMLhgGya0O4hT9xmE1KSH8BXS7F7cFRT38phZtkGO2Q4MOv7yJXJePZgG35993JwcM1j2IqxT2WSCCKyaNUrWufZwOv2uEfBvcD//pM5oj0opKCWG9eBJd72nuhE/arZePj1j/107w0LikxNF2sHW4Yg5NAqm0pjtODu5ZiWlRZUEkOPHSHVEw7GkOdKRWe/B4BvzZnhTMHjv7+85mxYXYU3j3cq2hU01qxH7XQ7APGk67yiLOS5UkV9fMOCIuysX+GXCtzhYJpTtQvIyeMT+5rwxn211NcJgh67QdAx07JSxZKwoXSUnP1iVLdIrzU9y4mzPUPY9PxhTWs+pbXL0hm5+Pzc6UE+gMD30RonMZHKXEqSQ3asvHFfLZ752nK/UslGxoX0vVrKIKWnOrC+ptzPl9ywugq97lGSVQUcDoaZ+Rmi3gAu9+OODTXYtu807rquElfkpuOf11Xj395twdtnLvr2n/o9uHLG5euYYSPRuib+0RIk4eGcbzNw7V8B2A7g2YDXf8I5f0z6AmNsIYCvAFgE4AoAv2eMzeWcTwL4VwD1AA7BFySxBsCbBtpjS5SU6TtN3di2r1nWeNDiVJZ7z9Z11Xj8d6dDGlRKKV2UUstwHn46TiJySGXjf//JHFn5a+91+20e6dnI0FvyQgmjKZFIvggjaNF7ty4rE41aQN/GYiBKuv/k+QF898XLKdiEVKtb957E+ppyv/Rs0pIBkYTGWGSI9nPW4nTQMzcoOXUWbq5VTBmu1e6RS2UrpBkGrE0TalcC5Uf6DO+prTTkUDI7qEHvBqHZmPl95GyWvuExTMtK0/1dzB77lPKeICKHHr2ix7kvXFewBwOdrNIU1IEE6oDaudPFAAnhnvfvOoI9U7rXTP0bbVuGIJTQIptKY/RA80X88kALHr/jKqQmM80bfwJyemJzXRWePdiGzn4Pbl1WFjRGt+1vQv2qSkW7gsaa9Sidbt9cVwXO4aeXhXW618sVD6ppTdUuoCSP8Rz4Tfij1W5QkqlrZhWobgQryaFe3aKk44RgsFBrPq3lB2mNQwgEylxDnfxeR/eQBysqC3WVnw2ln7XIYWqSI8iXvG1/E3bWrwj3q8ctXi/HqfODsv146vwA1i0rx99K/OP/8OeL0OMew5kLQyjO8dcBZtlIZGvFN1oK1D3BGPsBY+xaxtgy4SfUhzjn7wDo1diOmwC8wDkf5ZyfBdAMYDljrARANuf84FT2iGcB3KzxmpZhJDWw0mcEZSrFmeLAnOlZYgqerXtP+qXg0ZJSSu49W3Yfw9rqUr97CQaVFuRSyzSsrsLrx85Ripko4/VyfHJhCPtPdeG9lh60XlSWS6lszCrMkJW/jNRkxc8A6mnMKJUREU9I5VDImiNFqkP1zA2Bul+oL+oencA9tZUoyXHCM+7FsY5+3L/rCNZWlwYZ1U/sawLniItU9YR29MiZXntF+n5XarLs/CBd7OmZG5ScOl0D8lkN9Ng9avMFzSU+hGeY50rFvKIsNNTNwabVc1CSc7mWtZxDSWpfHDp7ER29br90huGkNFVz9EUCM1O02lnO7Nw2gog39OgVwRYsyXHi3ut9Onlz3RzZAFjhuoI9mOdKxb3X+3wFoxOTuPu6CsVxLdUBJTlOLCjOElP4C3NAJHUvQdgBLTaydL0mjNOGujlYPjMP3/rTKmzdexLHOvp12xFKGQFurykDACQ55Necc4uyaO6OIkp264w8l+w6fdJr3HcrJ0dKvuNQG8LhlraLVmm8eCnJZyZqMhCqFIxUpuSebSg5DLdcxhP7mnDrsjLxPWp2h9a1C61xCIFAmfNOHeYF/Ofv9JRkXXt4/33mAk6fH8Dc6Zmi3X36/ADaey/rZy1yODw2KTt/DI9Nhv3d45XWHjc+uzQs+q2+92dzsWXNPDTUzUF1WS4GPWN+vvMf/OdHqF81G4/cvBiLSnKi3XwiBtGSSWIJgA0AVuNyuQ0+9X8jbGKM3QWgEcB3OOd9AErhyxQh0DH12vjU74GvRw2tWRy0lrkQlKn0b//454tx/tIwdn/Qgb7hMb8UPF4vR/fgKO6prQQAxfSaSgZ8UkBYjJxRrZRKSJpapmvAA1dqEsYnvVizuJhSzFiMWnonpSjdqqJMrJ5XpHpqqW94FD9Yuwj/8PpH4mcfuXkxkhxc8TMCSiedzExBNK8oC//yl8uQkZaMoqw0lOeHJ2dmpgkn7I1Zfe1wsMspMgc82Fw3B7saO8R0qNJFqZ4TyVLdn+dKxV3XVuCJfcGnAr0cyHOlojwvPWgM5rlScfjTS3jg5ePi57auq8YVuU4UZKSRfMchSnK2sCQLnf3+sq5XJgPfX1GQjh/dVo2mC0PwciCJAUvKcvwWe3rmhqJsJyoK0rG2uhRs6vavHT0H99hEyGtoSWGoNu+o/S1R5oWuAQ/yXKnYsKLCLyNNw+oq7Gxsx+a6uXAw3/MQ5OfsRTc+7hxA84VB7Gr02aSb66rwzVWV+Nk7Larp3bUQ7dM/ZqZoDVXiJJryRakhI0vpjHJ81vGp7s9dUTYD5z5tt6BFhFXIzR+h9Ir0MyU5Tvx8wzJ09Hn8Sl/MK84OWvMI12UMoi6Xnlp+5ObFmJaVitYed9D4FnTAws21+LD9Er4bMAeoZaEgiHhkYsKLP7T0oLGtF17us0fv/8K8oDWUsF6Ty+Cyua4KX79uFkYm/Dc4PONe9LpHAUB3au6lM3LxQv01SE9Jxo53WoLso2mZabJjnDCG3jWAkt2a5UwSS/0Bl3203UMecK58yCJwnVOS4xRLdgAISsMu5zsOtSEcbta0SJTGk+sHAFEvyWdHlGSgPM8V9Ly+/adz4eUc7qlNWKFU68yCjKD3br9zKbKdKYr7DHKfUfJBAMo6jkm6Ti1Av7XHjTxXCnbWX4vxyUnkK/i2aI1DCATK3O4POkQ/h3T+3vFOi1hirr1vWLTHJ73AhUHlPbx/+PNF+Jf/bkZbzwicKQ7MyM9A99CoaDOEkkOl+aMoCpmBY4Ue9yg4mGgPOVMceGjtQjAGbNl9FOtryvHa0XPYsKICzx3yZeJiDLj5ylIkJ2vJCRCaRPEVEj60BEncAqCScz5mwv3+FcDD8AVZPAzgxwC+DkBOwrjK67IwxurhK82B8vLycNsqS6jUwEbKXKxZVIx599Xi5PkBnOkaxE9+f0YMjnjuUJsvBc9fr8AnF4ZwsnMATRcG/QIo5BwbSgq4piJffF3OqA5lBAuLRUB50UdoR4vMhuoTpSjd+lWVqCxULx+Q50rDr//gMxJOnR/ApBd4cn8TvlU3FwWZQ6LBW5KjbyMj3BRESt+5PN94RLAdap/rxY4TciT0bLiY2ddyKTKFdKh9w2OiDtUyN0hrMiY5INaH9Ix78dVn3vf77Lb9Tdi4shLZaUm469oKfNY/EjQGb68pEwMkhM9t2X0MG1dW4ul3W2wv35EkFuRWC0pyVr+qMqhEl95SBoHvH5vg6Oz3+C1KHr/jKr/PaN3k9no5vF6O+78wDy3dQ+KG+yM3L8asgoyQ19ByH7nyEoGb00rpy+04L5gls4LucTCG22uCSwZt29+Ex267Ej/cc1LUaTcsKArSe4K9KdgXty4rE8uaGN1YM+LsNROzgzTUSpwYlS8zA/6sTg0ZL3o2XD7r+BTrf/4H3Z/b+Y3rLGgNoUY4Mqs0vucVZSnqFblgxL//8iLZ0hfz7qsFY5fX28JaDICsLn/wlROq9p/DweDlCLIbhRT+84uz6eRljEC6Njy8Xo43TnRiy+5jfjbO4787jbXVpUFjaM2iYpTmOrF+xyFZf0tNRR42rZ4jbipWFKTj3CUP/urp9xXnfiX7ozw/A4z5Nga2rqv2a+Pmuip8a+cR0Vazg62qFTvKrBEbTc5u3X7nUlwamcDT77b4ydPOxnbRntSyzqkoSA8KxJldmImryrziZo+RDWGl9WBp/QoMj02GtC2tLo2nNpdGsySfHWUWUJYBuX76ye/PoH5VJbbvbxZ1SHG2M+i9ea5UNHUN+R3YeWjtQgx6xjEyNin7GTUfRGApTAFnigOCmCmt+ZTkYVl5PgD5wHNKf38Zu8ptJAiUuc5+D3Y2tuMfb1qMbzz3QZDs7thQg/rnGmUPrO3YUBMk7z/4z4+wcWUlnnq7ecruPh5kd0tLKAWu36Pt97ArajKb6nDgJ78/49cPD7/+MepXVWJ9TTl2NraLGfaEvijLTReDX8LdQ7Gzr5CwBi2hNUcB5JpxM855F+d8knPuBfALAMun/tQBYIbkrWUAPpt6vUzmdaXr7+Cc13DOa6ZNm2ZGk4MIlRrYSJkLh4OBMeC7Lx7Ftn3NYsTmtv2+dFSecS86+kfwpScPYNNvD+Pn77Rgw4oK5LlSsW2/Ly2fVLl6vRycA4/ddiU2180RnSqP33EVrqsswJ6GWrxQfw32NNQGDW4tKbb2fnQeN247gL/4xXu4cdsB7P3oPKU+M4gWmQ3VJ0oy6eWQTV8mTQV19qIb11ROw/27jmDbvmY89bYvMvLvXj6Olw6fE/v4o88Gsf3OpRFLY2ZmCmwrr2kldh1rkdCz4RKJVIE/XX+Vnw5VmxsC+/JLTx7AmyfOo+G3R7B+xyF0D47KfjbJASwszcET+5qwq9EXCS0dg3OnZylG6NtdviNNLMitFtT0vfC70O96SxkEvv/WZWV4/HdnVHWmltSCgvyv3f4uNr9wxM+GefCVE/ByhLyG3lSaWvWnnecFM2RW+hy+tfMIyvNdsjJxqmvQrz7sR539sjWXBZvUywHGwrcFBEefml1qJVanaA1XvqT9d/+uo3jlyDnsOd6JTy7YM+WwXfVs6YxyMMZ0/5TOSCznYiISjswqje8kh/KcFviZtdWlOPzpJVm9/NFn/X5z2MedvrXYa0fPYUaevC4PZf+pnV4nh1/sYFddGyu09rjF4APgso0jZDoLHEMOB1NMk+3lwJFP+/HLAz7btqIgHQ/ftCTo+oFjsjzPhR0basQU0hUF6Xj8jqtwtmcIN247gNt/dgiP/+40dmyowTNfq0H9qko8e7DNz1azg62qFTvKrBEbTc5unVWQKStPD9+0RHPZv5kFGXj4piVBwW9/9/Ix/KGlBxMTXtF3IWQSWVFZKGbTU0NJ7+87dUGTj8nq0nhK/dDW67b0vqGwo8wKCEEBUhnQ4iMQSsDIrfmFDWLhvQ+//jEGPZP4+Tst+LhzULMP4vi5Szj4yUVwDln/8a1LS1XXfErycPai25a+UbthZ7m1Gjldu76mHMclJbEEPONeNLb1wjPulZV/4W+Bn5FmQvGMe5GW7NC8ZwYgqn4Pu6Ims73DY4p6J9BuS3IAj9y8GJ7JSbxy5Bz+55Me3P2r98PSE3b2FRLWoCWTRBGAU4yxPwIYFV7knP+53psxxko4551T/70FwImp3/8TwPOMsccBXAGgCsD7nPNJxtggY2wFgPcA3AXgSb33NZNQp86MlrlQS0flTHGAe+GX+kqIlHrq7WYsnZGLz8+drphe+5Gbl2BWgQsFmakhoyxDpQi1OpKYCCZUn6hF6cqdhpRGH3cPjeJ/mi+GNHi/8+IRvL5pJfZurkXXwCjcYxOoCCOrgxpaS8roxcy02pGAxppx1PpaKVWgkoGqvCD0DZD3zvagKNuJ6VnKc4NSoIWgw5suDMp+tm7+dNEp19nvwXOH2sRUnrVzClGYmSb7OS4Zu1bItx0znCQKSvqeS+x+od/1nJL3ejlcqcl+7xcWHFICZUrLiSY5+ZfaMBcGPSGvobeUgVb9GWvzgh68Xo7j5y6Jz6Gz34OuAY8m+RHmXClSm9TBgP81uxC3Li0Ne/xH8/SP1Slaw5UvQY7lUuvTKQbtUGYHwgqUxndnvwcLS7Lw67uXY3hsAuX5GZhVmCG7icHY5ZrJgXq5uXsoaA57475aPPO15egZGg1p/8ml+1eyCyrIjiMSCDV/3aT38v+lc7Wav2V0wos8Vyo8E5N48EsLkZbsQJ4rVSzNGHg9uSyFj96yBLMK0/HN33wo3qOtZwT1zzXiX/5yGbbtaw5qbzzYqtHEqI0WmFl3ZFw+gCYliWkq+ydcMyWJKW7kAUD9c42GbEAl2a2anoWSHCc6+z2qPiarS+Mp9UNGWrKl940WVvlRtPoIuoeCfQRKa35p0NjO+msVry8tE/Np3wh++Mbl7IR7N9fi/IC/3M8sVB5fSvLQ3ku+UUIdpfLwKUlJ2D6V/UHAmeIQ53s5+VeyzaXjyZniwJzpmaIeFeaO9l43Tp0f8NvPkMoqZT3RTqB/ErjcD1K7zZniwOerpuHi0Ci++m9/FOfKhtVV2Lr3JOYXZxl65vHsKyTk0ZJJ4gfwBTQ8Cl95DOFHFcbYbwEcBDCPMdbBGNsI4J8ZY8cZY8cAXA/g2wDAOf8IwC4AHwPYC+BezrlQ3O9vAPwSQDOATwC8qf3rmU+oSGDB4JDiTLlc5kL6mfI8lxgR7EpNRkVBetDnHAz4x5sW40dvncL2/c1ilHqeK1V0VksdG3IbAw++chz7T3djzROXoy2VTlIrtT9UEIiRiF49p7kTmVB9IieTm+uqUB1QO16KsClxdUU+rpbIpvT6GalJuPd63+mGe2or0eP24OPOQXz1mffx9V814ktPmh+9KwT5fPWZ9/3kXciGEs6iKNRztAqjcm511H48o9bXeqNBla41Psn9ooPP9gwpzg1KfZnl9I2x9NQkPHrLkqDPLinN9bt/Z78HT73tGxfTstIwqzB47DesrsJLH3b4fWczsWuGk0RBSd8LfS68VpzthINBVq6U0lo2vPChX7aSpCkbQ4qcTMmdZhGu29I9hDNdg6ob7q7UJMVrqN0HgKIsatWf0ZoXzEBtbhH6dN+pC37P4TeH2oMy0sjJT0lOuuxzcTBgc10VFpZk4+qZ+ZpOsNkdLbJnlHDlS5DjW5cFp9anUwwEEV3U7MM1TxzA+h2H8PevfYRzl0bw3tketHQP+ZXMEHjt6LkgvfzwTYvxYmOH3/uEzY3KaZn4XEW+qv0npPuXzo+vHfsM/SNj2LquWtYuoHU5kSgojd35xdmKayg5+/v/rF2IshwnDpy5gA0rKrDjnRb89bMf4KvPvI+7rvX5L6TXF64ntxZ94OXjePNEF+5c7v856WZxYHunZTppzErQq8OM2miBa+Gjn16SvU5RtlNs03tnewAAy2cWKNqaSu2pmp6FU539hm1AOdltWF2Fx946JfrZ1HxMVmddU/reRVlplt43GljpR9HqIxCCFaTvVVrzSwMvxycn/T5TUZCOn9xxFbLSkvF/1i7E68fOYfv+Znz3xaPifsX9u47Ay6FrjaUkD6nJDvKNEiER1vXXzi7ElTPyUDOzAEtKc2Tn79ePnRM/J2ebP7R2od9nfrB2kfgZ6Qb8rcvKxDm59eIQGtv6sOOdlqD9OyVZJftbmelZafjBlxfJrncEu+31Y+fw+B1XoSAzFZt3Bh/MWltdalhPhLITqO/ij5CZJDjn/48xVgGginP+e8aYC0CShs/9hczLT6u8/4cAfijzeiOAxaHuFylCnTpTqjM0Iy8d//KXy5CRloyirDSU5bqCIsgfuXkxntzfhLaeETGifG5RJu59/kO09YwAuDzQ61f5otICDUW1jBSCQT3vvlqc7hqUPUkdqk6SWZHEVNtHO6H6RJDJeffVor3XDVdqMoqy01Ce7x+VrBS1fG1lQVDNywe+OB8j416/2oqVhRl4Yl9w6nUzo3eVThybUSs3GjXAwpFzq6P245nyPBceuXkxHnzlhJ9+Lc9z4Y8KqdOUokHl5Gbrumo89Kp/TedNzx/G3s212CMzN8j1ZUVBOrKcKfjp730bXxUF6dixoQYpScxvfKrJbWC0tGd8En//2kfo7Pf4fWetaDnZQBlOoktQhHxKEroGR3FHTRl2NXagb3gM2+9cio87B8UT6PWrKjG3KAsLirPF06xSpH0qZCtJcgBfWFiEecXZhnSmVPfdU1spq8scDGhYXYXxSa/KlZRRk0Wt+lNNV9iZUHOL8GwCn71Qm3Nn/QqMjE9iWqYTZ3uGkJrMcO/1c5DkAK6uyEeuKxmb66r8anP+458vQkmOE8lJDlxdkU+2mgbCsTu8Xo6JSQ5nikNTVheCICJLKPuwJMeJ9TXlfqd/t9+5FL/8ag3eP9sLLwcOfdKNb66ag5+90yzOvfOLs3FxyIO+4TG/+0nnsEBbYHyS46FXj4v238M3LRHvC/j0xZbdx7BxZSVeP3YuyN4EQOtyIq6RrnFKcpxBY/eHtyzBv737iTiGAudqh4PhhgVF2LGhBo1tvZj0Aj9/5xPcubwCX1xSEpSq+4l9Pv/Ftn3NQddTS1v/k9+fwabr5+Cxt84A8N8sDhyfZ3uGsOn5wzRmYcznYtRGk64/SnKcSEnyrR0+7R0W12LCgTg9bZpZkBHkkxOCGepXzRZPKwP6bEBhviitX4F9py5g0gs8d8hXukVax13Jx2R11jWlfijPz0B5foZl940GamtXoSSX0QwTgf0krPEEWyJQvlOTGepXVcLLgYzUpKD1cMPqKjx3qE38bH5GGpaV52N+Qy163aM4d8mDb0v6THi/VK6EjJF61ipy8tCwugofnesn32gCYWbGFYeDYWFJlijvnAMvvN+Or1xdjif2NWH3Bx1Bfo+Gurn47XutYhZfzoHdH7bj4ZuW4MinlzA64RXlXSizd7ZnCMc6+rHjnRbZ/QylbK5kfyvjcAB5rmT89I6rMDIxibMX3XjuUBv6hsfwyM2L0TvkwfdumI/UZKaYCTXJIZ9hXQtqdgL1XXwSMkiCMfbXAOoB5AOYDaAUwM8A1FnbNPuilhpYyTj54rYDfgMHgEzGhxOi41owAt872yMGSAh4xr2YMy0TV87IwYw8/8kiVJotLamqjASB6N1opo027WhZmDgcDLOnZ2L2dPlnp6bAk5Md+HL1FVhSmoMLg1ObbgOjuO+Fw0EnHARjV8BsJ71arVyhpIxRrF7gyRGOnEcjqCNeaO8bxpNTizPBqH1yfxOWlecF6ciSHCdurynD8NgkWrqHNKX573GPyurl8wMev1PuAnJ9+f01C8SFJXA5peqeANkIJbfCfAQAd//qfbEum/Q7axmfWo08SjkWfYTgmVPnB3H3rsvp5B69ZQmWledi0gt86UmfzdHZ7xEdtHsaakOWlBGylQDAdbMLDOtMqe7b/UEHGlZX+ZUKeGjtQgyMjOOFP7ZjzeJi1WspLZLVZHH5zAJN+lNNV9hZnkPNLcKzkXv2W9YswJLSXLEfK/JdcH9h0s8p+8jNi/Hm8U6/5/KT3zfhH29ahLo502jhp5Fw7I7WHjcefPU4GlZXYXRikhyDBGEzQtmHgRlg8lypaOoa8nPC/vCWJfivE+ewtroUSQ7g2soC/PitU6hbUIyH1i7Ew69/rDiHSf0RXi/HM19bLrZD7dCEnL3Z0j1E63IibpFb42y/cyneuK8W3UO+MVOe58LSGbmqc3V737Bf8BHgC2r40W1XKvovXqi/Juh6av46z7gX07PSxNeUNosdDFjzxAEas1MY8bkYtdEE/VqS4wwqhSasxcrzM3S3yeFg+NLiEkzPSsPBlh6/YIaHX/84KHhGjw3ocDAMj03Klm0RNvjUfExWlsYL1Q/xlJpeaW7udY/i1Hn5Q4x6AyWkz2tWYYbsAZ6W7ssBVgIVBenYWb8Cw2OTQYGX0gM6wrX/6un3gzaCBV+xZ9yLtGQHGurmKPrY1L6DXFAPgKCNbPKNxidWbD4LPjEp3UNj+PXdy8HBUZztxA0Li9E95EF6ShIefv0jrJ5fHKTft+07jca2fvEazhQHblhYBK+X4/enLqA0J112jM8typKVVdoXU+fi4BjOXhzGE/uakOdKxe01ZfjODXORnZaCH0wdDty6bgl+9FYztn1lmaxtVVORb1hPqM1PtHaKT0IGSQC4F8ByAO8BAOe8iTE23dJWxThS4yTQABEGzq/vXi6rPEfGJ7GislB8TWkRde7SCJKTHJiR5z/YlSIvpVGgrtRk1U0uPUEgRjeaaaNNH+EuTM5elJ98591Xi9nTM4McbW29nYpReFLMdtJbXSs30rXPw5HzaAR1xAtdAx609Yz4BfQACNo8zXOl4q5rK4IWW4EGuJzc6Nmwkguea+91a5YNLXKr9p21yLtWA50ynNgDpVS9giNEj95R61OjOjMw8OK5Q23YdP0clOe70Nw9hO37m8WTVmqLFrVFcqh2a9Gf4Y6baBFqbhGejfDshRPKdfOn+wVIAD6nvxAgIVznwVdOiCcgBZwpDmQ7U2gO0kk4Y6itZwTPHWrDXddWhNwwJQgi8qjZh4EZYG5dVhZ02vz/e/m43wGJspx0fGV5BR585YSYCWr2tEwsKslWTVWt1U6VHpqQznO0LifiGTmbedPzh7GnodbP76ZlrSU3TgD58VZRkKE5S6Hgr3OmOFCaly4bXCFt38FPLtKYlWBUhxmx0QQbW64UmrAWCxXMrXS/5GSfs00umKE4x4mSHKem9ZNauwPlVG5tEGki7aOLFkp9kJLksGSzTem5yslmW88IRsYnce3swqDAy8A1tFogpvCdqqZn+mWa0LPJrRTU8+zBNnFTm3yj8YsVgQNyY69veAzTstL8rjl7eiYOfnIRjW39OHdp1O/ASGWhC19fORsnPvMPuGzvHRHbu7lujuwYX1CcHfKwkkAiz+WBeCYmxbWT9PDXj267UgziOndpBOtrysG5VzbD33WVBWEfttWqR6nvYh9H6LdglHMu5ntkjCUDoEIrGlEaOMNjE3CmhK6Bp1RD7tmDbbK16ISNgT0NtfjtX1+DHRtqsLOx3S8KtCg7TdO9lTCjfnMs1wGPRdoUNmTbe4NrGTocDBUFLtn+WVae5yeLZjvpra55GGnClXMra6XHM2rPXaojf7r+qiCHtZYan0bkVNqXs6dnoqIgw1QdGK6sqRl5UuJtjMYqav2lVxas6NPANnT2e7D97WZUl+Xg5qtK8ZP1V2JPQ21IZ4nSIrm1xx2y3Vr0Z6zaIqHaLX02nf0ePP1uC+YXZ8s6QZVkqTzP5fdsN9dVoSg7zcJvRUiRBrps3Xsa2/c3o35VJZ75Wo2msUMQROSRm5cElMrmCAckKqdloqN/REx3LTgDt+w+BoeD6RrvSv4DoTZ54DwXq3MhQWhB6xonFErjpK3HjYbVVZrtaGEtuqt+BR67vRr1qyrF9NGb66pQmpsecu1PY9afSD4PQb8mOZRLoYXTJqXPtfcO46frrzJsAyqtm6IdIJFIKPXB8NikKTpKK6FkM9QaWunznEM8cf9Pe0/q9rGFuoewqU2+0fjGrDlbih5/l3QN/tTbzdi+vxlPv9uC7PRU0Y/8Qv012NNQi1kFmX6+ql2NvtIdgfeZVShvD9Bcrs7ouFd+P3V0QlzbvNjYgW37m8AYC+qfL1dfIQYfmg31XXyiJZPE/2OMPQAgnTH2BQD/G8Br1jYrflCKFp2R59KUClpYRBXcvRwHmi+C88tp1wCgTSYFtVr6TeH60U7jT6UErEeaojwzLVlWDl2p8ipgYXG2bJ3262YVyKZsC7d9UvmNp+wJJOfRIdRzF3RkOKdOwpXTUG3UW4cv3OtpzRARb2M0VlHrL716x4o+VasvK03VKYdUVkfGlZ1GocqDhdNOu+toLTpO67NRkqXzAx5sXFmJ8vx0nLs0gqqiTJTlutDSPeSnRwCYVjOUuExgH/cNj2F+cXbYpccIgrAOqe7tdY+ianqmmKkniYXOQiZnl+a5UtE9OKpLx0rb0TXgUUydLRCrcyFBaMGsLHihMrZuXFmJmooc5GekYXhsUgzolRuvDgfD4tJcXBgaRXsvsO5zZXAwoKooE+X5occdjVl/Ivk8xHIAuel+tecB+YBlvW2aWZCBR29ZggdePh4kZ9fNLsDMgoyQdnci+NliEaU+aO1xh6WjtPiNpO+ZnuXE9juXihmv9Y4XOdneuq4apblOrFtWqliaVs8Ja9JxiUuoOVuvnxS4PPYWbq5F18Ao3GMTqFCYa9VkLzCrQGBWp85+D5492IbHbrsSYMCC4mzMKlRuH8m5OsLBwkBZyE5PwcaVlX57o8NjkxHNSkR9F58wztWTQjDGHAA2ArgBAAPwXwB+yUN9MMrU1NTwxsbGaDdDNlX05roqVBVl4k+qpqO9b1iTkdrSPYQbtx0IUg5COmRhQGqNKhYmlmgayHZogwmY1mAzZTZQ7ioK0vHNz8/BP7z2kZ8cfnFxMWYWyk8gExNefNTZj/P9HhTnOLGoJMe0KDwr6ozZFRvKuS1l1my0PHclvbonQnXElNpodHyEcz2bj0lTG2BnudXKxIQXrxw9FxTIdvOVpUhOdthC7xhpQ6Acbq6bg5/LOCDNHKMWPitLda1Z7ZYb+4Iztm/YV6tzWlYayvNceOtkV1BN77EJble9EfNEYRzHpX3AGMP6n/9B9+d2fuM6GFnuRvp+CY6tZVY6houynPigvU9x3gaC7dKSHKemsnB62qGkS+xgNyQQtpbbeMPMNY4wTtp63Dj86SW82NghOugrCtJx/xfmiYFRWu4TzriL8Ji1vcxGWodpXV8baVPrxSG8dPgcvNyX5v2lDzvQNzyGN+6rxemuwVhe00cS28usQDh9Fo6fZ2FJFs4PGBsvarJtlo8tAe0S8nlBXaYBWDpWpO/VIntKsr6zfoXmLD1xIOeW6Vo5n+fDNy3Gzj+2obGtX3yfM8WBN6ZKyUeSOOi7REWxk0IGScQqdpoQlIzcnfUrMDw2qSn6TSnY4tmDlyOnIrm5pwUjEX4xiK2Mb+GZdw+O4qvPvO83WVcUpON7N8zHqa5BOBhQXZaD1fOKotInRgznBJGnSGArmY0moQzlaMmc2cEbWq9nYyOPFowBtHQP4e5fvY+11aVincTXj53DM19bbhsbQI5QY8qqDSKj7QmTmNG1Xi/H2YtunDw/gDNdg3ixsUOseSw8azk90lA3R/YUXTQWqXYnRmyYmJFZPVCQRFwTMzKrZd4OtEsjpWNjRD/FEzEjt/GC0cBdpXHRenEIb54472ef/uSOq/BtSdptwFr/XITHbcLJrJ7T+WavndU2tdc8ob6mt/IQSIzNFTEls0ZlSUt/q71HS2YSI9/FjECdGJM3MyCf1xRK4yEc/fbJhSF86UlzdaNd/ckRxjJdq7R2+vsvL8KRTy9h15TPKtQB4HBIkD5MNBQ7ULHcBmPsOABFTw3nvDrMRiUEXi9H18AovFNP8qUPL0eb7zt1QXMWiMDUXAwM39p5RLwWoD2FVSQGOUUwRx7pM7+ntjIoXWtbzwgy0pKwck6BquEtZJDo7PegJCcdi0qyTa/jpLfMAckTYQVqaSeNyJxZulVpfHQNaE9RKG3Pma5BTeMtkunJiPDoGvCgrWcET73d7Pe6njSWZhNK/pXG1A0LitDeN4yuAQ8cjCHPlSraNkLKwl/fvRwcPCIOyEScVxwOhtnTMzGrMAMLS7Jx3exgO0FOL3m5LxX8rcvKwKYe2e4POnDy/IBqakm/ayTAwpNkjSAILfN2YLmO0Qmv6EPY/YHPh+AZ92rWsVo3+Ug/EfGO3jWO18ux/3QXjnX0w8uBJAYskRwwEezTjSsrRcd904Uh3f4No/YPjVtr0fp8jaydtfS7ko/ivbM9IWXMaDlRLe2mzUDrkJMlLc9US38rvafXPYpT5+UzkwDGyymaUdqFdFx8olVPKOlWo/rN6+U42TlgiW5cWJKFX9+9HMNjEyjPzxDtc5Lh8AlcO5XkOHHrsjJcGBgFAHz3z+biwsAonj3YhqXluaYHSVAfJh6KQRIA1k79e+/Uv89N/fuXAIYta1EcESqF8eSUfvaMe3H/riOYHyKCTTpRtHQPoW94zO/vWuqWRWqQt/a4xXsA2r8jYZzAZy5Xu6miIEP1+YdK4W4WemuDkjwRVqFkgOuVOTN1qys1WXZ8uFKTNF8jMGjKjFq8hH0wq76yWWiRf7kxtXXvSYxPev1SEwdmyeobHsO0rDTTdT3NK8GoOXvlZC47LSko08fmuip81jeM1h63pqDdRFh4kqwRBKF13nY4GGYWZARtXEh9CGe6BrGwJDukQ1iLfiX9RBDBtPe60dQ1JGZyEeybOdMyMbMwE0XZTvQNj/kFPW2um6PZNg/X/qFxay1WPV89/S5nk2uZR6xaI6o9k5kFGQlhz0cSrbISjkykJDlk+3SehrIuoQj38A3puPjDjHW/Uf3W2uNG04VBU3Wj0veZVZgh3pNkODyk/V2S48SGFRXYtt/f7wT4/IVW+EGpDxMPxV1Pznkb57wNwP/inP8t5/z41M/3AfxZ5JoYu8gNqG37m3B7TRkaVlfhpQ87xPcKEWxSvF6Olu4hHPzkIlq6h+D1Xk7sMbMgA4/fcRWcKb4uFBRyeZ5L8TNKbbp/1xG09rhN/e5qEX6ENUif+e4POtCwuipIPmYWZKhe46POfjFAAvD12YOvnMDHnf2qn9OLkvwqtU8t+llN3gnCKHp1mB7dqqbbAWBscjJo/DasrsL4pFfzNaTtMaoPCPuiV4dajRb5lxtTa6tLxQAJ4XNP7PPZSYC+7xVqTARCdoo8Ss9RTuYWluaIARLA5f4bm+SanmOkbFIj6JUnNUjWCIIoz3Nhx4YaNNTNwabVc1BRkK44v4XyIbzY2BHSb9Deq02/kn4iiGC6BkZl7ZuOvhHsPdGJodEJbL9zqZ9NtKQsR7NtHq79Q+PWWqx6vtJ+L8lxYuPKSpw6P4Dj5/o12Zla1n9WrRHVnsnZi/a152MVrToiHJkYHpuU7dP2XjdOnR/APbWV2LR6DvJcqRHvT9Jx8YcZ635BlisK0nHv9XPQUDcHv9hQg/I8l+rnugY82NUY7BN99JYlhnVjqO9DMhw+Ut1167IyMUACuGyXzchzYeu6akv8oNSHiYdaJgmBDMbYSs75uwDAGLsOAO2saEBpQC2+IgetF4ew7nNlYurMwAi2UFF2cimsyvNceOtkl2pknlXp1wKx2ynXRED6zDv7PXjuUJvvxMP0TGQ7U1CUnRbyGkIaVymecS9ae4axuDTXtEhwvSnY5OSpoiAd5y558FdPv08R64Tp6NVhoXSrNLXcxCTHg68eR1vPiKzcFmSkYWdju18K152N7Viz2Jf6UEsUtrQ9gj7YuLIS1aXZqCrKohSYMY4ZaSwDCSdNqhb5n5jkQWMqyQHZzy2dkYsX6q/RVTda78kEslOCCfUcA2VOqd8BaHqOkbJJ9WJ2hguSNYJIbLxeHrRG/+n6qzBnWibeO9sTNOcq6cbSnHT8dF9T0IkpOZ316C1L/MpXCdcI1K+knwgiGPfYhOwY/OzSCP5293Ex2+abDbXoktjhXi/HzvoVU2VLnVhUkiNrN4Rr/9C4tRarnq/Q74EnYne806LJzhRs8YWba9E1MAr32AQq8jNk32PmGhFQfibTMp2WpbFPZPT4lhaWZOGN+2rRPSTf30oycfaiW7ZPkxzML4uOkMkqkv1JOi7+MGPd73Aw3LCgKCgTaWAJ10C7Wsj+JPhEGQMczFe+warvQzJsDhlpDjx225Xwci77vDmA0lynJb5t6sPEQ0v+/I0AnmKMtTLGWgH8C4CvW9qqOEEYUFKcKQ6c+Kwfj755Gr880IINKypkT5JoibITUlitqCxE5bRMtPcNh/yMUpvMHuR2O+WaCAQ+89RkhmlZabjvt4exfschrHniAPZ+dF41Sr0kJ11WPpq7h0yPHA6UX7VJbWZBBrbfuVQ8fbW5bg5+eMuSoBPIFLFOmIVeHaamWwXn9Y3bDuAvfvEe/vq5RqyvKUdJjlNWbmcWZGDLmgV4+t0WbN/fjKffbcGWNQvEe2uZHwLb09nvwdPvtqCqKEtxvJl5cpqwHj06NBSBMnrjtgN45cg5tF7UJgehbIvWHjcefPV4UPT+58rzZD9XUZCh63sZOZlAdkowoU6CBcqcUr8vuiI75IkOIHI2qV7MznBBshajOJLBGNP9E+n7lc4oN+87E5YQqFPyXKk4e9GNtdvfFedc6RpNSTe2942gb3hMk9/ggZePi1mZpNcI1K+knwgimIr8DNkxeGHQVwfbM+7LtjngGRdtIgB462QX1u84hG/+5kOs33EIb53skrWjw7V/aNxai1XPV+h3uROxeuzMjzsH8dVn3sfXf9WILz0Z7ONTWiOGs9ZXeiZJDohp7KXYwZ6PZfT4ltY8cQCnuwaxfGaB4tpZTiaSHMDmOv+1+ea6KpySBL1IM1mZ0Z9aZZB0XPxh1rq/vW84aB9g696TeONEp58vS6oXZxZkYOu6arFM1i8PtMCZnITvv3TM8Po+1PdRk2Hyu2qjvdeNjz8bxHf/4yjOXBiSfd4dfcPIzwh9INgIpIcSj5CZJDjnHwC4kjGWDYBxzs3Nux/HCANKeqpDqLUNXDY4dtavwJKAU/pGouyUPtM1cPkzQqrPxrZeeDnw2tFzfptvZmFVBDOhTOAzT09Jwvodh4IWX2r1kxaVZOPhmxbjoVdPBEUOXze7IChqWe9p43AYm+B+Ec1V07MoYp2wDL06TE7fCwaUUtrkjSsr8dTbzUFyG+reWuYHtfbIYfbJaSK2UNpgqV9VifnF2SHlIJS8dQ140NYz4he9zzmQk56sS04DEeajM12DuucDslP88Xq57pNggsNBepKjYXUV/v61j/DM15aHnIv16qlIYXaGCzNkLVq2V0LjncD6n/9B98d2fuO62LgfETECdcqty8qCUvlL12hyunHrumqU5jqxbllp0PhX0llzi7LEE1BK+pXmQoIIZlZh8Bj89p/Oxa/+0Cq+xzPuxfl+D66c4fu/UqDpvPtqMXu6v+0gjPGte09ibXUpkhzA1RX5mgJMARq3VmPV8xX6/dT50Pa2kt1ntEZ6uGt9pWfy3tkeMY29tFZ8OGnsCf2+JS0yEEhnvwfPHvRfmz97sA3rPucfYCnYE+H2px4ZJB0Xf5i17tdawlUYE8KYyXIm+cn6c4fa0NnvMby+D/V9lGQYAPldNSItfSaUkJbOM/d/YS4qp2UEyZBZfhPSQ4mHlnIbYIx9CcAiAE7hhAzn/B8tbFdcEDigGBi+tfNIUNrLkfHJoEFmJK2LKzVZ9jOu1CQA8qk+t66rxg0LiiwZ5EK0Km1YRw7pMz/4yUXdTv7kZAdqKvJQv6oSXn7ZeBDSukZrI1VuISBErFPqI8Iq9OgwNQNKyXktHDiVk1u1e2uZH/QadGYttonYRElGvRya5CCUvAky29nvwVNvNwPwyey6ZaWoLssztPCQzkf31FYamg/ITrlMa49b97zqcDBckes07HCw68LTitSK4cgaBbERRGwTqFMYky81JehNvbpxepa8zppflIU9Gq5BcyFB+BM4BpMdDnznRX8/njPFgWJJqu62XrfsuG7vdQcFSailDNezaU3j1jqseL6CXJXmpouHfwSkdqaa3Wc0kNeMtb7cM1FKY7+s3LxSvYmIEd+S3s1eoe+EtTngk8PAbnOmOLCgODvs/tQrg6Tj4guz1v1y63SlEq5dAx6cOj8o+ouefldZ71rxfeRkuKV7iPyuGhnwjIvPSVpCem5RJkqynZienYbyfP9nbrbfhPRQYhGy3AZj7GcA1gO4DwADcDuACovbFTdI01pNy0pD3/CY39+VlLJcWpet66rR4x5VTMczNjkZlMq6YXUVxid9SkXOKNmy+xja+4ZN/c6EPTCazqqiIAPzi7PxywMteOrtZr+0roIM5blSce/1c3BPbSVOnx9Ae6+1JS7kFgK7Gjvw6C1LKPURYRuUUlsKAWxSnCkOcG5MbrWm/dJTjkFtsU3EP0rzBef65YDLZAtUk1mjZUOkNo0QWU7zgXG6BjziSTDpcwx1EqwgI00sDfTU283o7PfAmeKrUawljaSZZWPMwm6pFc0u/0EQRGQJ1ClJDCHXaHp0o1LK7OQk3zWWzywAALx3tofS+hKETjgHCjJScV+AffTIzYuxqCRHfF+GwnrPlSp/Lk0uZTjN7fGPw8GwpDRH1c5U87kZ9fFZtdYX5jdpGvv5xdkoz6c1WLgo2QFmlS2QW+/c/4W5KHCliq9VFKTjZ3/1OVwY9IRtP5C/iTBj3S8nt1dX5CvMv0m6/UV6SmEY+T40DrSTk57i169CCemCjFQUZKahs9+D1h63Xx+R34QIBy2ZJK7jnFczxo5xzv+BMfZjAC9Z3bB4RE96IWlUWteAB+OTHA+9ehxtPSOKkVAFGWnY2djud6JvZ2M71iwuBmB++mDC3hhNZxUqajnPlYoNKyr80hxVFGQERfCZiVy0aN/wGJaV52o6IUUQ0UQIYJOOmYfWLsSgZxz1qyqRmqxPZq04fW3FyWkidpCbL4RSS1rkIFTEthUyK7VppJHl1aXZqJpKCUrzgXaMngRTsjXO9gxh0/OHYzLzgd0yXJD9ThCxjVSntPW40dQ1iG//6Vz85Pdn/LI7Gg3EUkqZvbQ8F+X5GZSJhiB0ImfXbr9zKXbVr0BnvwfFOU4sKslBcvJl531Rdho211WJqaGFYKWibPla2TS3Jy5aSmsq+dz+vPoKQz4+q9b6drOZEwGzyhYoZb4GgI0rK5HlTEKWMwXf/M0HptgP5G8izEBO55TnuWTHxNikV5e/KBLZG2kcaGd6Vhru/8JcPP67y+ulf/jzRXCPTuBLTx6Q7SOyrYhw0BIkMTL17zBj7AoAPQBmWdek+EVJmSvVyhGi0gDgxm0HQqbjmVmQgS1rFigaS6SME4twFizSlELSek6u1GTcfV0FHv+9fx3dB14+jqtm5Fo26SgtBITADJrsCDsjDWArz0vHuf4RbN/fLKZsdaY4sEdDejW52mpmyb5Zi20icphVaw+4PF/Mu68WJ88P4EzXoFhqSYscaEmfaXaqukCbRogs1zKWiGCkOuCpt5v95lk15GwNBwO++sz74oYdAGzdexLzi7Nipm/slFqR7HeCiH0EnVKe50KSw4FTnf340W1Xoq3HjeqyXFxXWWB4DldKmT09y0nl1AjCAHLjZtPzh7GnoRZ/NiNP9jPl+RmoKsrE5roq5LtSkZGWjMLMVJTlumTfT3N7/KO2VgtVWvP2mjIxQALw97kZ8fFZuda3k80caxhZz5sZmCLtu5buIfQNj8Ez7sVTbzfj3uvn4KcBft9w7AfyN8U3ZvqmQiGnc+TGRGuPW5e/KBI2M40D7ZTnZ2BecSYeu+1KuMcmkJGajKKcNGx4+n3FPiLbiggHLUESrzPGcgH8CMCHADiAX1rZqHgmcPNZS5Sa1kioUMYSKePEI9wFi5yMPnzTYuS5Uv1qclodmUcR6kQsIw1gu6e2Etv3N/v9Xcv4sTqqmcZYbGGFPDgcDLOnZ2JWYQYWlmTjutkFmuUgGhHbZNOYi1mBlQDwx9YerK8p9zv91rC6Cr3uUXKgGoBknSDiA6+X462TXX5jeeu6alxXWeB3Il0vajrivbM9dKKKIHRixK51OBj+pGo63KOTYhkNNfuc5vb4Jpy12syCDMydnqUqg3p9fLTWtx/hyIgVgSmBOinJAVPtB5LB+CUSGRhCITcm9M6zkfBp0TjQh3vUi+/+x1Gx/x69ZYnqfhTZVkQ4hAyS4Jw/PPXrbsbY6wCcnPN+a5uVGGiNUtMTCaVmLJEyJvQiJ6MPvXoC9asqsW1f8GklK6EIdSJWkere7qFR/PJAi+7I1khENdMYix2slAcjchCNiG2yaczHLB2QmuQIOv22bX8TdtavMKOZCQfJOkHEB3Jz95bdx7CkNCcsvaumI+hEFUHox+i4ae8bFgMkAHX7nOb2+CactZrDwbCgJNt03U1rfXtht0xPgTopPSUZO97R77cKdQ+SwfjDbrIsoHeejZTNTONAG3Jy9cDLx1X3o8i2IsIh5JEFxti9U5kkwDkfBeBgjP1vqxtmJ7xejpbuIRz85CJauofg9XJTrqsWpSZFiIRypvi6KzASSk/7BGW8orIQldMySVHECFbJYCiUZHRuUZaiPBIEcRlh7L53tgcA8LkZear6XAmt84XW9kRalxDmYpY8hIsgTz3uUWxdV61Lrs2QRbJprEPaP59cGELrRe19NTw2KSufw2OTVjY5riFZJ4jYx8q5W6ojhBTDBz+5CO7l+Ol6/XYnQcQjWm3PUP43JZTGeNeAR/a+NLfHF1L5au1xh6XvZxUak0G7k6i+CLnvHcn1vNbnLtVJS0pz4lIGCfOxQpbN0hWh5lnpfRwMJPM2QipXJTlO3Hv9HNxTW4maijxUFKQDkO8jsq0Io2gpt/HXnPOnhP9wzvsYY38N4F+sa5Z9MDNtUGCNppIcbVFqapFQdkhrRFhLtPrY6+WYmOSyMrqgOBt7TIjMi2TdMoKINEpj94YFRbrHjxlRzWbrEhq/0UOrPFjZR4HyVFGQjh0bapCSxELei2wXeyPXP5vrqvDswTb0DY+F7Csl+SzJcaKle4h0BmGI0hnl+Kzj02g3gyAMY/YJNbk5HkCQ/r7/C3Oxua4KI+OTqKnIx3WVBaR7ibgjlM2rx/Y0ehJRaYyPT3LcuO0A2bxxTKB8ba6bE5a+j8fTsGpjEEDc+hWUvvfCkixDMqJ3fW903R2PMkhYgxX2rZIftb1v2DQ9IXef7XcuxRv31aJ7iGQ+2ghyNXd6JtYvL8fDr3/sV66wNNeJ/Iw06iPCNLQESTgYY4xzzgGAMZYEINXaZtkHs9IGKSn57XcuxabnDyvWygk0gJbP9HdqWJ3WiDbBoo+VfazWv609bjz46nE0rK7yqyu+dV01ZhVmiNF54dw70ptkJM9EJFEau3umxq7c+FGS0XBrq3m9HMfPXcKp8wO4p7YSuz/oQGe/x7AuoU3u6CInD1vXVaPHPSr+HQjeKDGzjwLlu61nBPXPNYryreez4cxrpNfNR65/ntjXhI0rK/HU281BfRXYB+V5riD53H7nUnzcOZhwOoPk0zw+6/gU63/+B92f2/mN6yxoDUHoJxxbTk7PvnWyK+ha84qygvT34787I+pvZ4oDO+tXYHhsknQSETdoWZfotT31psP2ejkcDHj0liV44OXjYjseuXkJTnX2izW07ZKGnDCXQPna1diBzXVVeGJfU5C+12obCj4AwHeiFkBM62ylMTjvvlqc7orfNYLS937jvlrdNoERH4zRdbdUTqdnOeFgwHtne8h2IIII11cZiJLM7thQg/rnGk3TE3L32fT8YeysXwEeRpIbWv+bw8yCDPx0/VXgHPi2TLnCnfUr6NkSpqIlSOK/AOxijP0MAAfwTQB7LW2VjVBLGxRqUSNVjK7UZGzde1LWMFI6UazFAAqnfaGgTTB7YJYMBk7Oofq3a8CDtp4RPHeoDRtXVoIxgHOgNNdpyQab1Q4Dkmci0ugdu14vx/7TXTjW0Q8vB5IYsKQsB6vnFYUVyS8n+w2rq/DcoTZ09nsMzRd2rTuYKEjloWvAg/FJjodePY62nhHVjRI9fRRqcRfO3GSW7UJ63RqU+ocxX6rDW5eV4UzXIAAobtQFZszhHPjSkwcSSmeQfBIEISDMqXmuFOysvxbjk5OaTz/J6ZIdG2pk5/h/+ctlivpb+H3fqQvYtq+ZdBIRN2hZl+ixPcM5qZ3nSsXmuipckZuOT7qH8OO3TqNveMxv7WWWv46wD4Hy1dnvwbMH2/Dru5eDg4trd0B7ELtd7EizNvyUxmB7b3z7FZS+d/eQR7d/x4gPxsi6W2tWQaFNtBmc2JiddURJZhvbek3VE0r3kbOTAW2ybhe9HQ84HAyFmal4p+mibD8daLqIc5c89GwJ03BoeM8WAPsA/A2Ae6d+/56VjbITQnoXKVpTYO396Dxu3HYAf/GL97B+x0GsrylHSc7lzwmGkVKtHCUDqLXHHXb7tKDl/oT1mCWDN247gL0fnRdreYXqX+G+nf0ePPV2M7bvb8bT77YgPyPNlO8VyRp8AMkzEXn0jt32Xjeauoaw450WbN/fjJ+/04KmriG09/pk1GhtNTnZ37a/CbcuKzM8X0R6/BLBCPJQlO1E/XONaOsZAXBZt7X1Gq+FG2r+AMKzP8yyXUivW4NS/ziTHdiwogJPv9uCb/7mQ9y47QDeONEpGwTc3jfsp68uDCaeziD5JAgCkPcLXBgc0+xAltMlUkexgGfci4y0ZFn9LZyIc6Y4MOm9/H7SSUQ8oGVdotX21GIDByIdo539HgyNTmLL7mPYtq9ZDIoQ1l5K9yViGzn56hsew7SsNL+1ux7b0A52pJHxoITSGHSlJsf1GkFN9+j17xjxwRhZdytlFbx1WdnltV6v2zTZIGIfo75KOZRkdtJf9MPWE6HuY0TW7aC344m+4XF4OWT7qXJaJrbuPUnPljCNkEESnHMv5/xnnPPbOOfrAHwE4Enrm2YPhLRBwoDUmjZIbVNKIJRhosUAMto+LdAmmD0wUwalk3Oo/rVStgBrA3zkIHkmIo3eMdQ1MCqm5AQuL0a7BkbDaoeS7Cc5YHhMR3r8Esoo9a/SRomWPtKyuAtnjjBrfiG9bg1y/bO5rgpJDiaW3wIupzpcW13q93m5PkhEnUHySRAEEL7DVE6XKDkMi7LSZPX3Sx92iJnEXvqwQ/wM6SQiHtBiY2i1PY2M18AxyhgUM7qY7VMh7IFW+dJjG9rBjjRzw0/pGRVlp8X1GsFMv6qR9ZSR+6tlFRR+7xoYpc1gwhLkZHbrumq8fuyc3/vC1RNy95Gzk/XIuh30djyR7UzBa0fP4aG1C4P6aevek1hbXUrPljANLeU2wBi7CsBfAFgP4CyAlyxsk60wmjZIbVMK0GaYCAaQ9DqBk4DZaY303p+wHrNlUEirFqp/rZQtwPy6ZaEgeSYijd4x5B6bkB2zw2MTYbVDSfbr5k/HktJcQ2M60uOXUEapf4WNEiN9pCUtZzhzhFnzC+l1awjsn2mZTiQ5gFPnB1VtWwG5PkhEnUHySRAEEH6JKTld8trRc9i6rhpbdh/z06nl+Rkoz88I0t9Ly3ORnpKEhhcOo7P/sjORdBIRD2ixMbTankbGq9J8H/j/2jmFuHVpKaWkj0O0ypce29AOdqSZ5Z2VnhGAuF4jmOlXNbKeMnJ/JdmTZqVS8l1RKSEiXORktjzPhZQkh6l6IvA+SnayHlm3g96OJ4qy0/CVq8vh9oz7lYEXypclOUDPljANxSAJxthcAF+BLziiB8BOAIxzfr2WCzPG/g3AWgAXOOeLp17Ln7rOTACtAO7gnPdN/e3vAGwEMAmggXP+X1Ovfw7ArwCkA9gDYDPnPKL5m4S0QXomerVNqetmF2gyTLQaQEbap4VEdGjbFTNlUJhAtDoTrJAt4dpWBmEEQvJMRAM9Y6giP0N2zJbnhyejSrJvNEACiPz4JZRR6t/AjRI9faR1cRfOHGHG/EJ63Trk+kc4uRwoFzUV+eLrarZqoukMkk+CIIDwHaZyumTLmgW4YUERlpTmyOrUQP09szATXi/HljULSCcRcYdWG0OL7WlkvAaO0deOnsMjNy/Gg6+c8BtrV8/Mj2u7J9HRIl96bEM72JFmb/gpPaN4XyOY5Vc1up7Se3852dtcV4VnD7aJcqjku6INS8IM5GTWCj0hvY+SnaxH1u2gt+OJ8vwMVBVlwjPuxeMvHpX1Q9GzJcyCKcUbMMa8AA4A2Mg5b556rYVzXqnpwoytAjAE4FlJkMQ/A+jlnP8TY+z7API451sYYwsB/BbAcgBXAPg9gLmc80nG2PsANgM4BF+QxDbO+Zuh7l9TU8MbGxu1NNUShNptgYpxzaJiXUrc6+Vo7XFHzViM9v1jANMehtkyq0UGE61/E+37KmBbmU10zJo3lK4dw7JvakPjUW7N7l8rZdFsbCzbcadrleTihgVFaO8btmMfRB0by6cctpZZxhjW//wPuj+38xvXxf3nInx+wE7YWmYFzJhTzdIlMaaT4pWYkNtExeh4DRxb5XmueLKNSGZNRI8ejrbOjqU1YQAks2EilT0hK9X5Af8MIDEqG3aFfF42QE7nAvpkPdp6O8JYrmu9Xo72Xjc+bL+EB14+LvbB1nXV+NLiEiQnO2SuRhCKKMqsWrmNdfBlknibMbYXwAtqFwqEc/4OY2xmwMs3AfiTqd9/DeC/AWyZev0FzvkogLOMsWYAyxljrQCyOecHAYAx9iyAmwGEDJKINmadmLPyJH8s3J8wjhYZTLT+TbTvS8QWVp60JtmPb8zu31g69U+yHTnU5IL6QB56NgRBmDGnmnkKlXQSQShj5kltGmuEHHr0cLR1diytCQlzkZO9mYWJlQGESDzMyHYTbb0dbzgcDDMLM1Gen4GrZuSSviEsQzFIgnP+MoCXGWMZ8AUmfBtAEWPsXwG8zDl/y8D9ijjnnVPX72SMTZ96vRS+TBECHVOvjU/9Hvi6LIyxegD1AFBeXm6geeZCipEIhdUySzJImI3d9Gy8QWPWGkhu9UOyGF3sKrMkF4QSdpVZglAikjJLupMwC9K11kPj1VxIZmObRBwPJLPaSETZsDMkt9ZBsm4NemSW+oCwmpA5STjnbs75v3PO1wIoA3AEwPdNbodc6A9XeV0WzvkOznkN57xm2rRppjWOIKyCZJaINUhmiViE5JaINUhmiViDZDa2KJ1RDsaY7p/SGfHjdCWZJWIRklsi1iCZJWINklkiFiG5JWINklnCTqiV2wiCc94L4OdTP0boYoyVTGWRKAFwYer1DgAzJO8rA/DZ1OtlMq8TBEEQBEEQBEEQBKGTzzo+xfqf/0H353Z+4zoLWkMQBEEQBEEQBEEQBBF5QmaSMJn/BPDVqd+/CuBVyetfYYylMcZmAagC8P5UaY5BxtgKxhgDcJfkMwRBEARBEARBEARBEARBEARBEARBEARBEJrRlUlCD4yx3wL4EwCFjLEOAD8A8E8AdjHGNgJoB3A7AHDOP2KM7QLwMYAJAPdyzienLvU3AH4FIB3Am1M/BEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQurAsSIJz/hcKf6pTeP8PAfxQ5vVGAItNbFrM4/VytPa40TXgQVG2EzMLMuBwsGg3i4hRSJ4IIj6gsUyoQfJBJBIk7/aldEY5Puv4NNrNiB8cyfAlXCSI2IF0NBHrkAwTUkgeCCOQ3BCEudCYij+oT4lIYVmQBGENXi/H3o/O4/5dR+AZ98KZ4sDjd1yFNYuKSUkQuiF5Ioj4gMYyoQbJB5FIkLzbm886PsX6n/9B9+d2fuM6C1oTB3gn6HkSMQXpaCLWIRkmpJA8EEYguSEIc6ExFX9QnxKRxBHtBhD6aO1xi8oBADzjXty/6whae9xRbhkRi5A8EUR8QGOZUIPkg0gkSN4JgiDsC+loItYhGSakkDwQRiC5IQhzoTEVf1CfEpGEgiRijK4Bj6gcBDzjXlwY9ESpRUQsQ/JEEPEBjWVCDZIPIpEgeScIgrAvpKOJWIdkmJBC8kAYgeSGIMyFxlT8QX1KRBIKkogxirKdcKb4d5szxYHpWc4otYiIZUieCCI+oLFMqEHyQSQSJO8EYSGOZDDGdP+UziiPdssJm0A6moh1SIYJKSQPhBFIbgjCXGhMxR/Up0QkSY52Awh9zCzIwON3XBVUj2dmQUa0m0bEICRPBBEf0Fgm1CD5IBIJkneCsBDvBNb//A+6P7bzG9dZ0BgiFiEdTcQ6JMOEFJIHwggkNwRhLjSm4g/qUyKSUJBEjOFwMKxZVIz5DbW4MOjB9CwnZhZkwOFg0W4aEYOQPBFEfEBjmVCD5INIJEjeCcKGTGWg0MsVZTNw7tN2CxpERAvS0USsQzJMSCF5IIxAckMQ5kJjKv6gPiUiCQVJxCAOB0PltExUTsuMdlOIOIDkiSDiAxrLhBokH0QiQfJOEDaDMlAQEkhHE7EOyTAhheSBMALJDUGYC42p+IP6lIgUjtBvIQiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCiH0oSIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgiISAcc6j3QZLYIx1A2iLwK0KAVyMwH2MYvf2AfZvo1r7LnLO15hxE4MyG81nR/eOzXtHW2aNYnc9EQpqv3FMk1kgLLm1Ux/aqS0AtUeOWNS10X5u0b6/HdoQF7o2TJmNdh/YpQ2APdph5zbYRWbNwA7PWQ1qX3hI2xfLcmv352wF9J0jI7Px9pzj7fsAsfWdYlnPCtjleduhHYnQBqt9XnZ4huEQy+2P5bYD9tgTi/VnKIW+S3RRlNm4DZKIFIyxRs55TbTboYTd2wfYv412bl8020b3Tqx7R5tY/+7U/tjHTs/ATm0BqD3xQrSfW7Tvb4c2RPv+dsAOz8AObbBLO6gNkcHu35HaFx52b59W4uV76IG+c/ze00ri7fsA8fmd7Ixdnrcd2kFtCB9qf/SI5bYD9mi/HdpgFvRd7AuV2yAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIiGgIAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIBICCpIInx3RbkAI7N4+wP5ttHP7otk2undi3TvaxPp3p/bHPnZ6BnZqC0DtiRei/dyifX8g+m2I9v3tgB2egR3aANijHdSGyGD370jtCw+7t08r8fI99EDfOX7vaSXx9n2A+PxOdsYuz9sO7aA2hA+1P3rEctsBe7TfDm0wC/ouNoVxzqPdBoIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCMuhTBIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAQRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJgWZAEY2wGY+xtxthJxthHjLHNU6/nM8Z+xxhrmvo3T/KZv2OMNTPGTjPG/kzy+ucYY8en/raNMcasajdBEARBEARBEARBEARBEARBEARBEARBEPGJlZkkJgB8h3O+AMAKAPcyxhYC+D6AfZzzKgD7pv6Pqb99BcAiAGsA/AtjLGnqWv8KoB5A1dTPGgvbTRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEHGJZkATnvJNz/uHU74MATgIoBXATgF9Pve3XAG6e+v0mAC9wzkc552cBNANYzhgrAZDNOT/IOecAnpV8RpE1a9ZwAPRDP1b/mAbJLP1E6Mc0SGbpJ0I/pkJySz8R+jENkln6idCPaZDM0k+EfkyDZJZ+IvhjGiS39BOhH9MgmaWfCP2YBsks/UTox1RIbuknQj+mQTJLPxH6UcTKTBIijLGZAJYCeA9AEee8EwCm/p0+9bZSAJ9KPtYx9Vrp1O+Br6ty8eLFsNtNEJGEZJaINUhmiViE5JaINUhmiViDZJaINUhmiViE5JaINUhmiViDZJaIRUhuiViDZJaINpYHSTDGMgHsBvAtzvmA2ltlXuMqr8vdq54x1sgYa+zu7tbfWIKIMCSzRKxBMkvEIiS3RKxBMkvEGiSzRKxBMkvEIiS3RKxBMkvEGiSzRCxCckvEGiSzhJ2wNEiCMZYCX4DEv3POX5p6uWuqhAam/r0w9XoHgBmSj5cB+Gzq9TKZ14PgnO/gnNdwzmumTZtm3hchCIsgmSViDZJZIhYhuSViDZJZItYgmSViDZJZIhYhuSViDZJZItYgmSViEZJbItYgmSXsRLJVF2aMMQBPAzjJOX9c8qf/BPBVAP809e+rktefZ4w9DuAKAFUA3uecTzLGBhljK+Ar13EXgCetajcRGq+Xo7XHja4BD4qynZhZkAGHQy7hBxHrUF8TROxC45ewGySTsQP1FUFYB40vgiAIQg80b9gD6gciESA5J4j4I1bHday2m4g9LAuSAPC/AGwAcJwxdmTqtQfgC47YxRjbCKAdwO0AwDn/iDG2C8DHACYA3Ms5n5z63N8A+BWAdABvTv0QUcDr5dj70Xncv+sIPONeOFMcePyOq7BmUTEpqTiD+pogYhcav4TdIJmMHaivCMI6aHwRBEEQeqB5wx5QPxCJAMk5QcQfsTquY7XdRGxiWbkNzvm7nHPGOa/mnF819bOHc97DOa/jnFdN/dsr+cwPOeezOefzOOdvSl5v5JwvnvrbJs45t6rdhDqtPW5ROQGAZ9yL+3cdQWuPO8otI8yG+pogYhcav4TdIJmMHaivCMI6aHwRBEEQeqB5wx5QPxCJAMk5QcQfsTquY7XdRGxiWZAEEZ90DXhE5STgGffiwqAnSi0irIL6miBiFxq/hN0gmYwdqK8IwjpofBEEQRB6oHnDHlA/EIkAyTlBxB+xOq5jtd1EbEJBEoQuirKdcKb4i40zxYHpWc4otYiwCuprgohdaPwSdoNkMnagviII66DxRRAEQeiB5g17QP1AJAIk5wQRf8TquI7VdhOxCQVJELqYWZCBx++4SlRSQj2gmQUZUW4ZYTbU1wQRu9D4JewGyWTsQH1FENZB44sgCILQA80b9oD6gUgESM4JIv6I1XEdq+0mYpPkaDeAiC0cDoY1i4oxv6EWFwY9mJ7lxMyCDDgcLNpNI0yG+pogYhcav4TdIJmMHaivCMI6aHwRBEEQeqB5wx5QPxCJAMk5QcQfsTquY7XdRGxCQRKEbhwOhsppmaiclhntphAWQ31NELELjV/CbpBMxg7UVwRhHTS+CIIgCD3QvGEPqB+IRIDknCDij1gd17HabiL2oHIbBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAQRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAT/P3tvHh5HdeX9f6taLbVau2RrQUKShWVbtiUvCMcwlmewiF+HOMNisCckTkIgejO/GDkhyXjCQDITCIkDcYJjZhIDwzZDYhMHCIZ4IDZ5MYMNCPC+yciSbKPNLVlLS62lq35/tKpU1X2ru3qv7j6f5+HBkrqrq+t+77nn3nvuORQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAQRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAQRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEkBBQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBEQkBBEgRBEARBEARBEARBEARBEARBEARBEARBJAQUJEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQREJAQRIEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQSQEFCRBEARBEARBEARBEARBEARBEARBEARBEERCELYgCY7j/pPjuG6O444pfvevHMdd5Dju0OR/Nyr+9gOO485yHHea47j/o/j91RzHHZ3821aO47hw3TNBEARBEARBEARBEARBEARBEARBEARBEPFLODNJPANgFeP3vxRFceHkf68DAMdxcwH8A4B5k+/5d47jTJOv/w8ADQAqJ/9jXZMgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCMIrSeG6sCiKb3McV67z5TcB+L0oiqMAznEcdxbAEo7jWgFkiqJ4AAA4jnsOwM0A/hz6OyYCRRBEtNrs6BpwoCDTgvK8NPA8JfwgYhfSNOEPpBeCMCbUN4lYhHQbP1BbEgRBJBZk94lwQvoi4hHSNZEIkM7DAz1XIlRoBklwHHcUgKj1d1EUawL8zA0cx30FQBOA74qi2AegGMBBxWsuTP5ufPLf7r8nDIIgiNhzvBP37jwEx7gAi5nHlrULsWpeIRklIiYhTRP+QHohCGNCfZOIRUi38QO1JUEQRGJBdp8IJ6QvIh4hXROJAOk8PNBzJUKJt3IbqwF8AcCeyf++NPnf6wD+EODn/QeAqwAsBNAB4BeTv2cpV/TyeyYcxzVwHNfEcVxTT09PgLdI6EUQRBy9eBmnOgdwd10FirIscIwLuHfnIbTa7NG+vZjASJoVBBEtPUM48MkltPQMQRA0u1pc02qzywMsANK0G0bSrBEItV6oH4YH0m3i0WqzY/Oek7hrWQU2rJiJu+sqsHnPyZix5aTZxCSWdUuaVeOPf0Bjf3QgzRKxCOnWuHiz+4ls5xNds6Fqe1qnihyJrll3wmm/SNehg3TrH5Ecl0nnbILVLOu5bt5zEkcvXk5If4sIDs1MEqIotgEAx3F/I4ri3yj+9M8cx/0vgB/7+2GiKHZJ/+Y47gkAuyd/vADgSsVLSwB8Ovn7Esbvta6/HcB2AKitraVeEEZY0VqNKyrx/ME2dPQ70D3oQMX09GjfpuEximYp+m6KrgGHPMBKOMYF0vQkRtGsUQilXqgfhg/SbeJhs49iXW0ptu5rVvkpvfbRmLDlpNnEJJZ1S5pVo9c/oLE/epBmiViEdGtctOx+r30UpzoHE9bOJ7JmQznG0zpV5EhkzboTbj+VdB06SLf6ifT8i3TOJljNuj/XoiwL1tWWYt32gwnpbxHB4S2ThEQax3HLpB84jrsOQFogH8ZxXJHix1sAHJv8958A/APHcSkcx80AUAngfVEUOwAMchy3lOM4DsBXALwSyGcToYUVrbV1XzNuXVwCi5lHfoYlyndI+ANFNU5RkGmBxaw2jaRpQotQ6oX6IUGEjmQTL280A1N+itmkx/UliOhAuo0f9PoHNPYTBEHEB1p232ziyc4nKKEc42mdiogG4fZTSddENIj0/It0Hh7cn+uti0s81lLI3yL0omfF7S4Aj3Mc18pxXCuAfwfwdV9v4jjudwAOAJjNcdwFjuPuAvBzjuOOchx3BMD1AL4DAKIoHgewE8AJuEp7fEsURefkpf4RwJMAzgL4BMCf/fh+RJjQioIz8cCWtQtRnhdQHA0RJbxFNSYa5Xlp2LJ2oTzQSpGHpGmCRSj1Qv2QIELH8JiT2Z+Gx5wa7yCI6EO6jR/0+gc09hMEQcQHWnZfa2wnOx//hHKMp3UqIhqE208lXRPRINLzL9J5eHB/riYe5G8RAaNZbkNCFMUPASzgOC4TACeKYr+eC4ui+EXGr5/y8vqfAPgJ4/dNAObr+UwickjRWkrjYzHzqJ+Tj+ribEpjE2NotWciRjXyPIdV8woxp7EO3YMO5GdYUJ6XRpommIRSL9QPCSJ0aPWngkzqT4RxId3GD3r9Axr7CYIg4gMtu99qs5OdT1BCOcbTOhURDcLtp5KuiWgQ6fkX6Tw8uD/XVHMStr/dQv4WERA+M0lMlsC4A8AGABs5jvshx3E/DP+tEUZGKwqOAiRiE4pqVMPzHCqmp2NpxTRUTE8nTRNeCZVeqB8SROig/kTEIqTb+EKPf0BtThAEET+w7D7Z+cQl1G1P61REpImE/SJdE5EmGuMy6Tw8KJ9rdXEW+VtEwPjMJAHgFQD9AD4EMBre2yFiBYqCiy+oPQki+lA/JIjQQf2JiEVIt4kHtTlBEER8Q3Y+caG2J2Id0jARj5Cu4xNqVyIY9ARJlIiiuCrsd0LEHFK0VsX09Ih9piCIaLXZ0TXgQEEmGbtQEo329BdqfyLeiWY/pP5FxBq+NBsL4xpBuKNXt2SzYw+tNiNbRRAEEd+E2s6TDxA+Qv1saYwnYh0ja5hsIREoRtU1aTo4vLUrPVvCG3qCJN7lOK5aFMWjYb8bgvCCIIjYc7wT9+48BMe4IKfNWTWvkIxaAkDtTxDhg/oXEWuQZolEhvQfe1CbEQRBEKGAxpPwQc+WIGIH6q9EvEGaDh/0bAlf8DpeswzAhxzHneY47gjHcUc5jjsS7hsjCHdabXbZmAGAY1zAvTsPodVmj/KdEZGA2p8gwgf1LyLWIM0SiQzpP/agNiMIgiBCAY0n4YOeLUHEDtRfiXiDNB0+6NkSvtATJPE5AJUAVgL4AoDVk/8niIjSNeCQjZmEY1xA96AjSndERBJqf4IIH9S/iFiDNEskMqT/2IPajCAIgggFNJ6ED3q2BBE7UH8l4g3SdPigZ0v4wmeQhCiKbQCuBLBi8t/Det5HEKGmINMCi1ktPYuZR36GJUp3REQSan+CCB/Uv4hYgzRLJDKk/9iD2owgCIIIBTSehA96tgQRO1B/JeIN0nT4oGdL+MJnsAPHcT8CsAnADyZ/ZQbwX+G8KYJgUZ6Xhi1rF8pGTaofVJ6XFuU7IyIBtT9BhA/qX0SsQZolEhnSf+xBbUYQBEGEAhpPwgc9W4KIHai/EvEGaTp80LMlfJGk4zW3AFgE4CMAEEXxU47jMsJ6VwTBgOc5rJpXiDmNdegedCA/w4LyvDTwPBftWyMiALU/QYQP6l9ErEGaJRIZ0n/sQW1GEARBhAIaT8IHPVuCiB2ovxLxBmk6fNCzJXyhJ0hiTBRFkeM4EQA4jqMQGyJq8DyHiunpqJieHu1bIaIAtT9BhA/qX0SsQZolEhnSf+xBbUYQBEGEAhpPwgc9W4KIHai/EvEGaTp80LMlvOGz3AaAnRzH/RZANsdx3wDwFwBPhPe2CIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgQovPTBKiKD7KcdxnAQwAmAXgh6Iovhn2OyM0EQQRrTY7ugYcKMik9DBEcJCeCCI+oL5MeIP0QSQSpHfjQW1CEARBxAs0phFKSA9EIJBuCCK0UJ+KP6hNiUihp9wGABwFkApAnPw3ESUEQcSe4524d+chOMYFWMw8tqxdiFXzCslIEH5DeiKI+ID6MuEN0geRSJDejQe1CUEQBBEv0JhGKCE9EIFAuiGI0EJ9Kv6gNiUiic9yGxzH3Q3gfQC3ArgNwEGO474e7hsj2LTa7LJxAADHuIB7dx5Cq80e5TsjYhHSE0HEB9SXCW+QPohEgvRuPKhNCIIgiHiBxjRCCemBCATSDUGEFupT8Qe1KRFJfAZJAPg+gEWiKH5NFMWvArgawKbw3hahRdeAQzYOEo5xAd2DjijdERHLkJ4IIj6gvkx4g/RBJBKkd+NBbUIQBEHECzSmEUpID0QgkG4IIrRQn4o/qE2JSKKn3MYFAIOKnwcBnA/P7cQH4ayXU5BpgcXMq4yExcwjP8MSkusTxiLctZdITwQRm7jbhqIs6suENqGy9VQPMDZJtHYj38Z4UJvEB4lmSwiCiAyxZltoTCOUGF0Psda/4glvz97ouiGIUBIJO0R9Kv4oyLSgLC8Vq2uKwU3K5dXDF6lNibCgJ0jiIoD3OI57BYAI4CYA73Mcdy8AiKK4JYz3F3OEu15OeV4atqxd6HH98ry0ENw9YSQiUXuJ9EQQsYeWbdh2xyJseOFj6suEB6Gw9VQPMDZJxHYj38Z4UJvEPoloSwiCCD+xaFtoTCOUGFkPsdi/4gVfz97IuiGIUBIpO0R9Kv4ozbHinhWVuP/lY3KbPnTzfJTmWKN9a0Qcwomi6P0FHPcjb38XRfHfQnpHIaK2tlZsamqK+Oe29Azhxq37PSLXXm+sQ8X09JB8hhSB1z3oQH5G7EUCx1kkc8hu3F2zkdASEPt6cifO9BUOwqZZwj8C1aqWbXjtnjpwHOKmLysI6ZdIVN0Ga+sjNSaFgyiNC4awtbHcbsEQy75NFP2YsGo2ltsEIP/SoLbEEHaWIPyEdKvAoLbFJ0Yb08I8RpFmfeBND9H0H2K1f4WAqGtWz7M3mh0xIgnkf8ftmlck7ZBR+1Qc6zisttZoY1gct2MiodlgPjNJKIMgOI7jAaSLojgQohuLO7zVywlVB+Z5DhXT02PSqaVIZv1EQktAbOvJHdIXESsEo1Ut29Az5MDSimlx0ZeJ0BOsrY/UmBRqEn1ciNV2C5ZY9W3iWa+x2iZAfLeLXhLVlhAEEV5i1bYYaUyjMSr6aOkh2m0Tq/0rHtDz7I1kR4xItPsPERoiaYeM2KdIx4FjpDGM2jH+4X29gOO4FziOy+Q4Lg3ACQCnOY77fvhvLTaRaiApoRpIU7Ta7LJBAVzG7d6dh9Bqs0f5zowHacl/SF9ErBCMVsk2ENEgVnWX6ONCrLZbopLoejUq1C5kSwiCCA9kW4KHxijjEu22of4VPejZB0+0+w8RGhK9L5COA8dI2qF2jH98BkkAmDuZOeJmAK8DKAWwPpw3FctINZCkTkw1kNR4iwIj1JCW/If0RcQKwWiVbAMRDWJVd4k+LsRquyUqia5Xo0LtQraEIIjwQLYleGiMMi7RbhvqX9GDnn3wRLv/EKEh0fsC6ThwjKQdasf4x2e5DQBmjuPMcAVJbBNFcZzjODG8txW78DyHVfMKMaexznA1kIyAFAXmXk8oUSII/YG05D+kLyJWCEarZBuIaBCrukv0cSFW2y1RSXS9GhVqF7IlBEGEB7ItwUNjlHGJdttQ/4oe9OyDJ9r9hwgNid4XSMeBYyTtUDvGP3oySfwWQCuANABvcxxXBmAgnDcV60g1kKTa8Ili+PVgpCiwWIC05B+kLyJWCFarZBuIaBCLuqNxITbbLVEhvRoTahcXZEsIgggHZFuCg8Yo42KEtqH+FT3o2QeHEfoPERoSuS+QjoPDKNqhdox/fGaSEEVxK4Ct0s8cx7UDuD6cN0WwEQQRrTY7ugYcKMiMzcg7I0WBxRvxoI9gIX0RsYK7VgszLXAKwHvnbAnbf4n4wwjjEo0L+jFCeyU6pFdjQmM2QRAEARjTVyLfwbgo26bXPgqzicfwmBOtNju1EWE4jGbfyLYRoSYaGicdh5Zo2Slqx/hHT7kNFaIoigAmwnAvhBcEQcSe4524d+chOMYFOWJp1bzCmOuQUhRYxfT0aN9K3BBP+ggW0hcRK0haLc9Lo/5LxB1GGpdoXPCNkdor0SG9GhMaswmCIBIbI/tK5DsYF57nUJ6XhlOdg4bUDkEAxrVvZNuIUBFNjZOOQ0O07RS1Y3yjp9wGYQBabXbZCACAY1zAvTsPodVmj/KdEUaA9EEQsQv1XyIeIV3HFtReBKEP6isEQRCJCdl/IlBIO4TRIY0S8Q5pPPahNiTCCQVJxAhdAw7ZCEg4xgV0DzqidEfGQBBEtPQM4cAnl9DSMwRBEKN9S1GB9GEsSJeEN9z1Qf2XiEeMrGuy0Z4Yub3iGdJi7GG0vkIaIgiCiAxGs/96oXHCP8LxvGJVO0TiEM8aJRtIAMbWOGlUH5FoQ2qLxMVnuQ2O424HsEcUxUGO4+4HsBjAQ6IofhT2uyNkCjItsJh5lTGwmHnkZ1iieFehxd+6QtFOs2Mk4kkfRquD5y+kS8IbLH08sb42bvovQUgYdVyS+uDmPSexuqYYJh64piwX11bkISkpcWOHjdpe8YjSz5lwirj/laNos42QvxAjGKmv+ONzxrp/TRAEEW2MZv/12HRam9CG9QwBhOV5GUk7BMEimhoNp49KNpCQCJfGg9UvaVQ/kWhDWp9JXPSsBj8wGSCxDMD/AfAsgP8I720R7pFLpTlWbFm7EBazq8mkjio58rGONCjcuHU/vvjEe7hx637sOd7pNWKL0uxMUZ6XptJHWV4qtq+vRdeAI6Yi3wLRgdEgXRJK3G15e6+nPh7bexoP3jRfZd8funk+SnOs0bx1IsYwWsSz+7hkFL+l1WbH5j0nsa62FE+904Kte8/iG8834bVjHVF/ZtHEW3sZTVuxjLuf843nm7CuthRFWRbyF2KEcNm2QPqZXp8zHvxrgiCISODNFhvFt/XHptPaBButZ8iaq4fieQWiHfK/iVBjRPsWbh+VbCAhEajGvfWbUOiXNKpNJPZGaX2GkPCZSQKAc/L/nwfwH6IovsJx3L+G75YIrSiylVUFeL2xDt2DDuRnxNcJIK1BYU5jHSqmpzPf4y3NjtZ79BCLJ614nsOqeYWY01iHXvsoLl52oOH5ppiLQgxEB0YjXLpkEYtaTSRYtvzhW6qRY01GR/9UOrDPVEzHtreacdeyCnAcIIrAr/c1Y9GVOeA4UPsSPjFi9LlyXDKS39I14MDqmmJs3desGms27TqC6uIsr3Y6nm2uVnsB4TlRl6iw/Jyt+1z2//G3zpK/EAOEw7YFasP1+pyR9q9JbwRBxCK+bLFRfFt/bLqvcSKW7XUw9671DJ+9c0lY1nL81Y4R53ZEbGNU+xZuHzXY9dlYtpGEmkA07qvfhEK/odxDiCe9RmpvNFrrM4mKkTWqJ0jiIsdxvwVwA4DNHMelQF8GCiJAtIzs65NGNh47ZiCDQjjS7MTyZITnOflZffmp92My0CCSAQbhIlJp6mJZq4kCy5bf99JRNCyvwNa9Z+XXmXigzTaCx986q3r/yc4BfO/Fw9S+hE+MGmAmjUtGst8FmRaYePg91iSCzWW1V0vPkCG1Fato+TncpITIX4gNQm3bArXhen3OSAfwkt4IgohF9NhiI/i2/th0b+NELNvrYO9d6xkOj02EbS3HH+0YdW5HxC5GtW/h9lGDWZ+NZRtJsPFX4776TSj0G6o9hHjTa6T2RqOxPpOoGF2jeoId1gL4HwCrRFG8DCAXwPfDeVOJjjcjG69Ig4ISX4YoHOnA4iHNUSzrJxAdGI1IpamLB63GO1p9cVZBhkof15TlMnV/pmuQ2pfQRSzb/UhTnpem2ee8jTWJanNJW6FFy88RRfIXEplA+5lenzOS/jXpjSCIWCVWfB5/bLq3cSKW7XWw9671DEtzjVFSJVa0SMQORtVUuH3UYNZnY9lGEqHBV78JhX5DtYcQb3qNlM2KxvpMomJ0jfrMJCGK4jDHcd0AlgFoBjAx+X+vcBz3nwBWA+gWRXH+5O9yAewAUA6gFcBaURT7Jv/2AwB3wVXeo1EUxf+Z/P3VAJ4BkArgdQAbRVGM62JskTqJbiSkQcE9msibIQpHOjDKZBBdAtGB0YhUmrp40Gq8o9UXqwozVenBpLpq7mU5Hvmf06rrUfsSWsSy3Y80PM/h2oo8bF5Tg027jugeaxLV5pK2QgvLz9m8pgbF2RasWVxM/kKCEmg/0+tzRtK/Jr0RBBGrxIrP449N9zZOxLK9DvbetZ7hjGlpmDEtLeolVWJFi0TsYFRNhdtHDWZ9NpZtJBEafPWbUOg3VHsI8abXSNmsaKzPJCpG16jPIAmO434EoBbAbABPAzAD+C8Af+Pjrc8A2AbgOcXv/hnAXlEUf8Zx3D9P/ryJ47i5AP4BwDwAVwD4C8dxs0RRdAL4DwANAA7CFSSxCsCf9X7BWCQeNor9JdBBIdTpwIzqOPpDLOvHKHU+gyUSaeriQavxjrfFF2V5HAAeuuc5oG94THU9al9Ci1i2+9EgKYnHF2quQHVxlu6xJlFtLmkrtETDz0lU7cYSwfQzPT5nJHVHeiMIIlaJFZ/HX5uuNU7Esr0O9t59PcNol1SJFS0SsYNRNRUJHzXQ9dlYtpFEaPDVb0Kl31DsIcSbXiNls+JlHyoWMLpGOV9JGTiOOwRgEYCPRFFcNPm7I6Io1vi8OMeVA9ityCRxGsDfiaLYwXFcEYC/iqI4ezKLBERR/Onk6/4HwL/ClW3iLVEU50z+/ouT7/+/vj67trZWbGpq8vWysCMIIlptdnQNOFCQqb+jSe+jDhpZAqiPE7JGCaVmfeknUF0SxiGIWk6G1Gw8wOpXAAKy5Uav1RVhQvqFWbqNB5tIfkN4iRf/IBAkbfXaR2E28Rgec8ZsP0lE/NBu3Gg2FnG34aU5VrT3DcfcuBRh/4U0S8QipFsDE01/OtLzkVj2DxJhrhxPc7sozLUNp1kjEIym4mG9xF9i1acF4ku30SZctjjUfSpK42JYbe3EhIDjHf3o6HegKCsV84oykZTEa1yBMDoG8d00P0hPkMT7oigu4TjuI1EUF3MclwbgQIBBEpdFUcxW/L1PFMUcjuO2ATgoiuJ/Tf7+KbiyRbQC+JkoijdM/r4OwCZRFFdrfF4DXFknUFpaenVbW5uvWwwr4W78RHRSIoGfA2BQDzwamtXS5cqqgphcjE1kAnTWYk6zsUA47H2gzngcjg1B37w33RrEUQuKOGxzQxLv/oE3yHeIbXRqN640Gwto2e5YH5ciuLFDmiViEdJtjBEJPztadj+W/QOjBBHQPMw7sbhxF092NhT6jHW/NBhixacF4ku30SSWx/wojIths7WsZ/TwLdVYXJqN0lwaZ2MVA/huQQVJfA9AJYDPAvgpgK8DeEEUxV/7/FT9QRKPwxV4oQySeB1AO4CfugVJ/JMoil/w9dlGiJpr6RnCjVv3e6QReb2xLujUbYnspBiMmItQ1tLl9vW1aHi+ifQU/8ScZmOBcNp7f4jTsSGsUfVGabtAidM2jwfiytaS75AQxJVmjY43291qs8f0uBRBSLNELEK6jSEi5WcbfD5CmtWA5mG+iZK2SbMInT4Nbp/iBcokYQBozPebsNlarWfUsLwCcwozaZwlAkVTND5zlIii+CiAPwDYBWA2gB/qCZDQoGuyzAYm/989+fsLAK5UvK4EwKeTvy9h/D4m6BpwqDozADjGBXQPOoK+dqvNLhtt6br37jyEVps96Gv7gyCIaOkZwoFPLqGlZwiC4D3ohog+WrpsauuNup7cIX0RRkCPDsNp7/3BKGNDLGGUtgsUanPf0FgSPLHkO8QSpM34R6uNvdnuWB+XCIIg4oVI+dn+2H3yHYyDlj7OXSJfWIJ8mugRKvsVK21ItpEIlmiP+W02O+l2Eq1nJIiI+TUnslXGJEnPi0RRfBPAmyH4vD8B+CqAn03+/xXF71/gOG4LgCvgylzxviiKTo7jBjmOWwrgPQBfARBogEbEKci0wGLmPaKe8jMsXt+nJ7WPNyclUlFnFDUdm2jpsjI/AxtWzMSuDy+go98RcT25Q/oijIBeHQZq70NNJMaGeEspapS2c0fvczaCP2BkEnUsCXU/1eonTrX0SHt+kKjajFUC6VPe2tib7TbquEQQBBEvGM3P1mv3yXcwFlr6ONk5gBnTtP2EeJtPe4N8mujRNeBAjjUZty4uATcpr10fXvDbfsVCG5JtJPxBywZHe8z/+PxljIwLpFtoPyNRjO01J7JVxkUzkwTHce9M/n+Q47gBxX+DHMcN+Lowx3G/A3AAwGyO4y5wHHcXXMERn+U4rhmu8h0/AwBRFI8D2AngBIA9AL4liqJz8lL/COBJAGcBfALgzwF+14hTnpeGLWsXwmJ2PWZJ+OV5aZrvkTrLjVv344tPvIcbt+7HnuOdHlFFkrFQ4o+TEoqoJTq9GpuwdLmxvhIPv34ST+5vwfqlZSjKcukr1WyKWmQb6YswAnp1GIi9DzWCIMKanBTU2KDnM/SMUbGEEdrOHX+ec7D+QLgwSnR0Io4loein7u1XmmP16Ceb19Rg95GLqvcZQXuxQiJq0yj4a58C7VPe2tib7TbiuEQQBBEvGMXPVo5FPAdddp98B2OhpY8zXYNo77UzfY14nE97g3ya6FGUZcFXri3DU++0YNu+s3hyfwu+cm0ZCjIsfvnBsdCGZBsJvXizwZFaW2P1qcYVlXix6QLpdpLSHCseunm+6hn9aPU87D/TDYuZBwcuJrMwkK0yLpqZJERRXDb5/4xALiyK4hc1/lSv8fqfAPgJ4/dNAOYHcg/Rhuc5rJpXiDmNdegedMiLXjzPaUataXWWOW51iSSD6h55pMdJCVXUEp1eNR56ItKVumyz2fHx+ct47kAbOvpdqdK27mtGw/IKlOZa0fj7j9FmG4lKZBvpi4g2giCiZ3AUd9dVAIDXLCve7H2k7nXP8U5s3nMSjSsqsXVfs99jgx70jlGxRLTbjoU/zzkYfyBcaPkZK6sK0N43HNFTU4k4lgTbT7213+uKflKaY4XZxGPznpNYXVMMEw9cU5aL0hxruL9iXJCI2owkWj5xIPOgQPuUtzZeUp6nabuNOC4RBEHEC3psunIMeWJ9Le5/5ahqXSRYP5s1Fm27YxFeu6cOPUPadp98B2NRnpeGh2+pxn0vHZXbsXFFJfYc60B5Xprq95KvEavz6UCzX5BPEz2cAvDY3maV1h7b24zqkizc/WwTcqzJuL22BLPyM1BVlKmZ/SQW2pBsI+ENpf2yJidh856TTBssbczf//Ix2XY/dPP8kK9vSH0q784l2H/2EkQReP7g1L4M6RZo7xvGr/c1465lFeA4wJLEY9Axhi8tLUNmqhk/ee0EznQPxVwWBrJVxsVnuQ2O454XRXG9r98RbHieQ8X0dJXQA0296s+GnDcHNlROeSyk3Eok/Fn0lXTZNeDA1r1nVX9zjAuoLs7CQ6+dQJttRP6dL41EKrU36YuIBKz+1LiiEs8fbEPf8BhTh0p7H+kUmkq7/vzBNty1rAImHqifk4/q4uyQfXa8OnSssTqa+POc/Vm0iJQuWX7G5j0nMe4UsGnXkYimlUvEsSTYfqrlJ77eWCdvCnQNuCbwN8zOj0q7xgOJqM1I4c0nDmQepNWnznQNAoCmLfXWxr5st9HGJYIgiHjBl5/EGkM2r6lBcbYFuWkpfvvPLP+bNRZteOFjvN5Yh6UV0zSvRb5D9HFvz6vLstGwvAKCCHmj6/baEjlAAlD7GrE4nw72oB35NNGhe5CttffP9SLHmoz1S8tUh2s2r6nBFdkW5DHsnNHbkGwjoYW3tV0pKEGywTwH9A6N4pHbFmB4bAI9g6P49b5mLC7NCbn2eZ7D9IwUPLm/hXTLoGvAgTbbCB5/6yyKsixYv7QMW/7SrGrDnoNtMRFkqIRslXHRLLehYJ7yB47jkgBcHZ7bSQwCTb3qjuSkLK2Yhorp6aoACW/p27w55f4QCym3EolAUvZo6S3TYpYDJCS8aSQcKQNJX0Q0YfWnrfuacXttScjKJoUSpV3v6Hfg8bfOYuvesxgZd4Z0o9KopR3iDX+fs5Y/oCSSumT5GatriuWNdCByaeUScSwJtp9q+Ym99lEPDR1s7Y1Ku8YDiajNSOHNJw5kHqTVp45eHPBqS321sR7bTRAEQYQWX34SawzZtOsIctNS/LbVWv63zT4a0Joc+Q7RhdWexz8dRE1JFp7c34LH3zqLvuExzMrP0GzfWJxPU3rw2ERLa04BuHVxiRwgAUzZub+evhSTJWDINhJaaK3t3rq4RH6NxcxjeroFH7Vfxpa/NOOe332MH/3pOHiOw9iE6Pd+mV5It9oo7RfLXkltGMh+ZjShNjcumpkkOI77AYD7AKRyHDcg/RrAGIDtEbi3uCXQ1Kt68XZCqjwvDdZkExrrZ0IQp9LHK51yvSdNYyHlViIRSES6Vpr2gswUvyLb9J7K8+cUM+mLiCTu2tTqT4uuzEZpbhreO2fT1HA0UmhGKhrViKUd4pFwPOdI6pKlRxOPiJyaYo0ziTaWBKsfLXtiNvEeGmpq6w2qXSOddSeS+Ppu5OeED28+sZ7x0r3tSnOsHn1KOoHkzZZSGxMEQRgPX35SKE/6a/nfOxqWeh2LWD6EdL0cqxk7Gq7FuNMZUGYLInDOXWK352v31KlK0okiNNs3WD89Gr5zLGa/INi2bvOaGmx58zS+sKCY2aYc57mHEAq9hVu35HMTWmjZL9Nk/JBkg008PDIASeXIQ7GuqtUHSLdsyvPSsHlNDTbtOiLbJSWOcQGluanYWD8ThZne28dIa07U5sZFM0hCFMWfAvgpx3E/FUXxBxG8p7gnmNSretAaALoGHDjVOeixwLejqR2bVlWhPC/N7zRqRk+55Q0jGclQEOgmaXISJ6cH5DnXzyXZnovB3iZueiZNgaToM6q+4k07iQ5Lm0+sr2X2JxPP4/O/3s/UsKSLM12DEV9EiFTwAjl0kSEczzmSi1ssPX5mRi6zT01PD10gj7dxJlRjSSzY/2D1o2VPhsecHhoSvCwC+yLY1L1GRu930+vnxILujIQ3n9jXeKnVdmkpPBqWV6A4OxXtvSPMFK2sdgzWl6W2JwiCCC2+/KRQBp9r+d/DY07NsUhrHEpO4rDhhY9Vv1tcmut1TKAxJHTPQBBEnOwYYLZnz5BDzgolvVarfYPx06PlO1N68NiEpbXSHCvMJh6nOweYbSpOJo/Q2kMIRG+R0m0414/JlsYuWvZrVn4Gtt2xCFWFmZgxzXUQjmXfZxVkBL2u6qsPsHSb6JrjeQ5XZFtw17IKzC7IYLZhe+8InnqnBbMLM1Gaq11y2P3ZP3xLNRaXZmu+J9wYda8r0fGWSWKOKIqnALzIcdxi97+LovhRWO8sjtG7mSUGmNlKawCwJptw5zMfeETF7WhYKtesb+kZYkZG5925BBazCWNOJ7M+WawRjwvzgWySttrseHD3CayuKQbHuTY7Htx9AhVfS2dO3ACgpWfIY5DWM2mKxul6d0LhZMSjdhIdljbvf+WoHLWqjLp/4BXP2qLFDUsxrygLf23uxpEL/SjOckWz7my6IG+g+LNpGIhGIxm8QA5dZAj1cw7k9HSgGmLpkQOwsb4Sj+2dqiO4sb5SjuAPFOU9W5NNzHFm9j11uCo/NAESsWL/g9GPe/sVZlrgFIC2XruHbXv18EUPW6k3QMsIfkG40Ppu/mhRqe0Jp4j7XzmKNtuIoXUXagK1Sd58Yq3xEnD5uK02O053DiDHmoyOfofcdg3LK7B171lsWDETT70TXO1Yvd8rlmwOQRBELOHNT9IaQ0pzrMy1EEDbrmv53wWZFnxmRh5z7qa1JtewvMIvn4nGkNA+g1abHc3dg7qCBbzNzbW0osc3CMR3DsX8jrJJxi4sW7dqXiHmFmWgLC9NPjmvzJIGeO4hFGVZcOviEpzqHEBxdiqqi7N060hLt3l3LsH0DOPvL5AtjW1Y9qtxRSV+8vpJ9A2P4fXGOq/jdVVhJgD2Xohe++qv7SbNuchLS8FT77Qgx5qMxhWVcskNi5nHA6vnYtAxjhxrstdnycoAdd9LR9GwvAJzCjMT7pkS2mgGSQD4LoBvAPgF428igBVhuaMEwJfDHKwh1HJgx5wCMypOWbNeK9J9/9lLeHJ/i5x54t7PzsYV2ZaYDZiIx4X5QDZJbfZRrKstVQ00jSsq0WsflR1pPZkgWJp7+JZq8JzrfTzPRT1FX6icjHjUTqLD0mabbQTF2RZV2kybfRRtthHV6xzjAvae6kZHvwPtvcPY/naLagP4uQNt6Bse87mIIAgi2nvt+Kj9smqi6o9GKXiB8Eagp6cDnTS46/HAJ5fw3IE23LWsAhznCgR97kAbFpVmo3xa4CeslffcWD+TOc6c7ByAiQc6+oML/kgk+y+1X3lemoculLZt06oqrKwqQHVxlt8BWtH2C8KJ1nc72TmAslwr2vuGvS6msPqjtHDZ0e+IW90pCcYm+fKJ3e2Tr+ftGBcglWXe9eEFj0UafzYKJiYEvHaswyOwiPW9EsnmEARBGAWt09dvnOxijkkA/FonUQbtseZuWj6E4HaIypfPRGNIaJ9B14ADO5s8fYCHb6lW+QDum2ZLyvNUwTQsraysKtDUl9I38Nd3DtX8jrJJxhc8z6F8WjpKc9Ow8MpsdA04MO4U8cArR+Vy3Mo9hKIsC9YvLZN1v/3tFr905Gufweibv2RLYxvJfuXduQT7z16CKEKVEfBM1yAAoCQrFQ/dPB/3v3xMtpcP3TwfV2anBmW3Af9tN2nOhdKHev5gGzbWV+KK7FR80jOEbfvOom94TJ6zs56ltwxQgoiEfKaENt7KbXxj8v/XR+52EgetCVEoDKGWA9tqs/uMetaKnBPFqcwTdy2rwKZdR/DIbQvwvRcPY9OqKkM7NCzidWHe303SZBMvO7qAOruIO760uWpeIWbfU4eTnQM40zWIR/7ntLw5vGpeYUAp+kKZXipUTka8aieR0dJmblqKvEnYarNDENhp5Z0CcKJjQA6QAFyaeGxvM574Si2Ks1O9aldavDjV6XkNctqIUOFrcSvcE7GCTAv6hsfw+Ftn5d8Fm6bV/Z61Sj+c6RrEma5BbN17Nqjgj0S0/yxdPLa3Gc+6nfwJJEArnlP3an23M12DyLSY0fB8k9fFFNZzl3zwx98667fuYjFdZ7A2yR9d+nreFjMP6XF19Dvw/ME2NCyvwKIrs1GWl+ZXmux3W2xygISv75WINocgCMIIuI8hWtkd5jTWAYDPdRJ/Npe1fAj3t/jymWgMCe0zkOYyzx+cCvrmOWBWQTreO2dDQab3YBqe5zR9mx0NS3X5PP76zqGc39GBjPhD2aaCIOLpry1R2alzl1x7CLcuLvFYN/ZHR772GYJZc4jEHIdsaezD8xymZ6Tgyf2e2QCPXhzAt3ccwvb1tfj15PxPOtTz633NqMxPD8puA/7bbtKcC57nsLKqANvX16KzfwTW5CR87w+HVc9m675mNCyvAAdXJi73NU6tDFCS/Um0Z0poo5nkmOO4W739F8mbTCS0DGHXgAMtPUM48MklHD5/GR+02tDSMwTBPZx8EsnZkeri8TwnR2BZzK5mZ518Yr2mcUUl/vjRBfleOM71/+buQayrLcXmPSfRarP7/V0FQZS/k7fvEg6kAUpJrC7MB/McWfXFHeOuGpnuKLVZlGXBt66fibvrKtAzNCpni+A44HsvHsbWvWdVKYpbbXZd+nP/XnuOd+LGrfvxxSfew41b92PP8c6AdeLNyfAHf7UTTZ0nMv48d2/aVOrw2zsOYWN9JdM+CpMOlhLHuIAJpyDbYImJCQGHz/dhz7EOHD5/Gef7XIsXWtfwV6MEoQXLN5AI1kb66nP+jgF6rul+z9IJb/c++mLTBfn0nXJc0vMZSuLJd9CLli5EiB4aUqLnuQaiCSOg97s9fEs1U4tNbb0eiynufrTWc+cmH7c/ugu1PxUpfNmkYPwr9/d6e94WM4/v3DAL09KS5fbsGx7DnMJM/O2sfK/9wJ1Wm13V/qzvpSQQm0N+J0EQhG982Uq940T3oMPneOXN/2bB8o++c8Ms5FmTVb/bvKYGNvuopq1PJL9Vqz1D+QykdpGCvp/c34LSXCu+9cJHsn/12rEObN5zEjnWZHm97HTnANp7XX6ellaktTMlOdZk9AyOqr6Tv75zqNbAiNBgZB+NZaeSTMC2OxajNDc1KB3p2Wdwv5aeZxWpOU4i2VKjEI6+4k2HjnEBTW29GJuY+hyOA8YmRKZ91rLbjnEBbTa7x/2W5ljx0M3zVZ/90M3zUZpjZd4rac6FIIg43tGPprZepCYnoeWSnfnMS3Ot+PaOQx42QJkBSvnsH1g9F3/86EJQz9TI9pwIDG/lNr7g5W8igD+G+F4IaEeXjTtF3Lh1vxyNLJW92LSqCjfMzsfJrgF09DtQlJWKeUWZSEryjH/RkyJN+Zo2mx0fn7+sSkMkRVtJp6elU1b+Rl7pSfsWzojQeKmpF2z6PG81MqXrS22QYUnCplWzwXFAhsWMB3efgGNcUKVH8xXt6M8pilCfas7PCM2JVX+0Q3XEooO/z92bbVSeGurod+C5A2149LYFONM9CKcwlabNxLFPsJfmqnUxMSHg5cMXVSncfnzTfMyarFFflpeK1TXF8kbYq4cvhtQRjsXTxERkCCbbj80+ik8vO7ymj3fvZ4WZFjgFyCev3LWopx+733NHvwM7mtrx6G0LcKprUE6l2Dc8BlExZ5HGJVYpic1rajTLicWL7+APgepCjw2OdOreUNg/f77b4tJsNCyvgCBCpUWn2k1inmDQ8lksSbzfuovVdJ3u2ivKsuD22hIMjznRemkIJzoGA/KvWG34xPpa5vOeU5CBu5ZV4Jl3WwFAzh5RmpsGE6+2XwB86qtrwKGZ8YbVp/y1OeR3EgRB+MaXrWT9/Tdfvtqr7fb2N3/9D57nMLcoQzXnVI5D84qykJpswgOvHEWbbUR1/8DUWJSfYcG2OxZhwwsfx7Xf6m9Z2G13LIIoukoB+uMPuvutqWYTGn//sVyOM8eajE96hnDvDbMwNOaU18ssZh5leWnoGRqFNTkJZXmpqhKeFjOPoixPn+cr15bhq0+/7/Gd/PGd4zlrW6wRTR8tkDmQIIj4sM1VCvbuugqmjqan69ORnn0GpSb1PiutOU6eW8bDYEnENYBoEq6+otThma5BnLtkh9nE4dv1lbCmJCHdYkJ6ShK2vHlG/lypvANL/+52W/r9x+cvY2RcUN1ve98wM0vFlTlWplZJc2wd/ObLi5nPfGTUKdsT5TqHVgaogZFxXWWx/bm3h2+pxuJS1zoBzbtjE04U4zPSpba2Vmxqaor2bfgNq6NtXlODLW+e9nCk71pWgafeacF/fGkx/vG/P5Jf/9DN83HzgmJmoIT0GXocpIkJAe+22NDU1gtBdG3WrastxY6mdqyrLZWdmsb6mbh5YbFfC60tPUNy0IfyO70+acgi4UBKzyHIhfmQWb5ANOvrOfpC6znPLcpAz9DUpleONRlfubYMj+1tlnXn/pmv3VOHodFx7D3VDUF0neiV6tnpvR8lBz65hC8+8Z7H73/f8BksrZjm17UEQcS+011o7hrCY3ubg9aUXu0E2z5hIqqajQShfO4sHRZlWXD/56twumsQggiYOGBxWTaGHAK++6J3m3X4fB/WbT/ocW+P3rYA29/+BF9cUoZ/231cFUBxc80VSE42+f0c3G29r/SfBiakN2dU3UYbf8dd5eu1xgWtPqfns/T4Cecu2XGyYwDN3YPY2XQBfcNj+M4Ns2BJ4vHTPadUk9vnDqgXYl6fTI/M+gzp+7C+vx++Q1zYWlZgly8/0x8bHKnArVD5lf5+N70+vfL9giDi6MXLaO4ewvneYVnbG+srsXRGLrKsyX49Jz/8KUNpVvn8lH6oY1xAY/1MVXkqwNM+aOmK1YZleam497OzVYFeD99SjUf+57RsNyR+943PoG943GPDZWxC9Kmvlp4h3PnM+1hXW6qqZ755TQ2+UHMF09Z0DThgTU7CuNOJXEbwlhKD+p3hxFCaJQidkG6jjC9bqTVONCy/SrXxrQxM0PIxtP62sqoA7X3Dmv7PB602vNfSi4JMCy70TfkCD6yeiwUlWbjtNweY6zGnuzwDCOcWZaBzIHbXvHyhZ84g+e6FmRa/giy9+RNK/6ooy4L1S8vkQ2SseZH0+5/cUg3boAMDo068evgiNq2q8qht78vP0UsCB08aTrPR8tEC0YA0F5HWrZT6Vs6vKwvSsWJ2gV8HHUOxDiChNcfZsGKm6jBfKLQeov0Db9Ca1ySR6Cutl4bwxokuVUDEL9cuxHcUQTfS5/65sQ4nOz3HjRtm5+Nga6/Hnpl0MEJ5v4FoNQKaCwVhs7UsHdz3udlwilDt60i26IGXj8vzdmmdQ2s9pjjbgty0FJTmWL36YlpoabRheQXmFGYmwhgby2g2jGYmCY7jviyK4n9xHHcv6++iKG4JxZ0Ralin6vpHxlQni6XNZ6nsxcfnL6siJ+9/+Rgq89Ox4Mocj+vrdZAEQfTYTHv4lmoMj45jdU2xHCBhMfOoLcv1O/LKV8aBSJx6i4eaesHWqXLX2/R0C87ZhrDqsf2qyd2ti0vw2N5m5FiTMacwA3fXVQCY0qJjXMDJzgF878XDsl6U2U4CicwLZdR7q82ODS98jBxrsip6cG5RRkADl17tUB2x6BDq2qPuOkxO4pDkpptxp4j/M7cAVT5OdWilZBMB/N2cfDlAQvr9D185htkFbHvuDZat376+NiZPExORwd9T/cpxWvJHlDjGXaXCWNrSM8Z768dSBojNe05idU0xTDzw0M3zcbFvGP/x/1oAqE98n7MNoW94DIA6Le1752zMz5C+D6t/xIPvoAdpUt5qs6N3aBQbrp8Jx4Qgn3pYXJqj+Qz02uBILtyGyq/0Z3xh9anSHCvMJl7zVAjrmTywei4GRsbx3IE2zCnMwKKyXL++e6yeIlQ+v57BUfk0JQCv5alYGWKUupLasCjLglsXl8jzq7LcVLyuaCueg2w3JCxmHtZkE+585gOVlo5c6FdtZmjpqzwvDZtWVWHznpO4a1kFTDxQW5aL6yrydGXSWVya67VvkN9JEAThG1+2kvX3NtsIBh3jsn9Zlpcm+8mCIGJ2QQb+/UuLkZaShIKMFPkkoTIrofQ59+501T5veL6JOU4JgohPLzuw7a2zKl/A7hhHxbQ0jIyzS6a297J9ndcb6/w+ZBJL+GpPpe+u1R4sf9CXn6r0r25dXCJvIGvNi6Tf/8tLR+W1ts1rarCyqgBJSbzKZ9Qqi+vveK70pVxBlyaMOQW5HC5t4kSOaPlo/s6BJN2f6hyQ39PR75BPYpfmpqK9dwTPHXBtBO/ZWAdBdH2/CaeI+xkZbvzNJKj3WWnNcUQx9GtdibIGYAQi0VecAuQACen6JxWaV35u16CDOad33zN7YPVc/OV4pzy/7BkalbUdiFYTXXPuOijKsqAo24qLl4fxyG0LcO6SHaMTAp470Ibba0tw6+ISPP7WWdU6hzd7E8xalJZGBRG0xh7DeCu3Ie1qZkTiRoxMpNOTKw2hIIh49Ui/vFmt3HxWlr1Q4hgXcPHyCIbHnMjPsMDEu5yagkzXgp8eB4nlSN330lFsX1+Lh16fmsxtXlPDXNjz9bx8Ldj6OyjGewp5re8XioVv90mjlI5RObnjOFf6wPVLy/D9P6gDIaQoSYjA3XUVcuDE1n3N2NGwFNXF2QG1ha/0Uv60uaSnjn4HHn/rrPz7667KQ/m08A1c/rRPvGjYCN8j2H6h/A5FWRYPHf7s1hocOn9Z3hCRoldnTvYj5YkVm30UySYew2NOFGRaUJLDTtV2ZU4qkk0c0+519juw4Er/ngHLhnurg04OHAH4NxFzH6dZurZqZEDpGnAgx5qs2qDc9eEFtCkW7LT68fR0C45evIwLvXaPE30PrJ4LwLWxOacwE387Kx8AYOKBZ+9cguGxCZTmpmHGNN+TVUC7fxjBzoUTKfvSkQv9cracXGsy/vu9Fjk635vd0GuDI1kGIlSLLf6OL6w+5W2ifvTiZY9n8uDuE9hYX4nba0swOiGgpWfIq+ZYWYRiNV2n9Pxs9lE5yBUA0lNMmu3gS1cFmRaU5aV6ZHOozE/HF2qmgn8EQWQ+tzGn4KElb0Eb7otdq+YVYk5hhtdgtPZeO051DqiCku/deQhzFQvRLNujV5+xYMNi4R6NQklpGT69cN7n664ouRIX2tsicEcEYUwkuzIy7sTG+pnY2XRBlWVseroFLT1D4DmOaUsHHU48/tZZ/L7hM6qxgrXIXpJtRavNjjNdg8zxQTkvcx+nWm12ObOR9PcHd5/Ab758Na4py0V737DH/ZXlpSItOYl5mEUai2LdroZiTcwff1DLn1COxU+sr8X9rxz1CIzwNb+Q1tc+6RnC22d7UD4ZdKNclwtVgCvPcyjPS8OpzkE5yDNaGSViXYOBIggirMkmNNbP9Mi6G6q1Qa33+DsHknTvXmKjo9+Bp95pwV3LKuQ11aIsCz5qd5XkcF8j7uh3aM7rfK056O3TrDXj79wwSy5PZJS1rkTVfaBIczVWGWLWPDeQTADdg579wltJRHfNsgLutr/9iWp9SpkhgqXVxhWV2HOsA9+6fqZHUEUoiHXdKe1ATXEmvvl3M3GqcwCCCDz6ximsqy3F7z66IJcz5Tgw1zm07E0wa1G+gl682Z1otEusayFSaAZJiKL428n//1vkbsd4RDs9GWuCtHVfM7asXYjNe07ip7fU4Fd7T6veYzHzEATgi0+8J2/eSVGeD99SjRxrsip1LKsDazlSZhOnOmXlTw1x6fvoqY/o7+ay3jaKRcPgb43FYBa+vW163V47FR0PTGmxYXkFUs0m/OT1k+gbHlM5xSPjzoCfbygj/qJ1ilJv+4TKzkRb39G2lxLB9AvWd9h2xyK8dk8deoZcOuwZHJXTewGuvvDYXtfJ6vJpU+WCNu856bEJ84vbF+KR22rw/T9MpfT+8U3z0Ts8ihMdA0ydFmb5r1OWDfenDnqkiLZmicBR2tVdH15A44pKldYbV1Ri3D2KcxKpzq57mrzmrkG5fqNWPz5ncwXz3bWsAlv+ou6HD+4+gWcVNUgBdopjE++ahKaYXKVulOU6pDEM0N5cNIKdCyftvXY0dw15BIJ95doybN5z2qfd0GuDI3miKlR+QCj8LtZEnXVqSyLHmozMVLPXcmFKW8o6xbWyqsCr/25kpBO1yoDx79wwC/d9bg4e/vMpj3bQyhAj6ao8Lw0P3lQtn+CV/r5p1xFUF2fJ7aLlh7ba7B5aMnH6x1dvC8OCIKK9146mtj5V/5MW0dwXot11oEefobZh4RjHE8HOhpJPL5zH2t/8r8/X7fzm30TgbgjCmLDsinKdTOlj5liTsbG+UjXuSv6hu23XWmSXMkW4bzQC2gedvGWycIwLSEnikZTEozwvDdvuWCQHs2ammJCbnoKvTGZccj/MMj3dEvN2NVRrYix/sCwvFalmEw58csnn5nKONdljLP7JLdVIS54K3tSaFynnF5Yk3qN8gbI9Qr3OF8nAZC1iXYOBwvre3rLuBloeQ+s9/s6BJN2zdCzZTInba0vkvgBMrRFLgRSBzusk/SuzRl5dmoOSrFSP1yYncWhYXgFBdGULtijKQUZ7rQtIXN0HQ2mOFfesqPQo91mSlerxLB+6eT5+va/Za/YSFqx+8erhi3hg9VyPslosu8saH1bXFMvvBabsbPE3lqK6JFueV7bZ7Pj4/GXsOdaBVfOL5D4WyhIx8aC78rw0uVTpuiWlTBt6e20JLEkm7GhqxyO3LcCti4p1z0WDWYvSCnph+YlKJiYEvHasQ1XiM9ztEg9aiBTeMkkAADiOexbARlEUL0/+nAPgF6Iofj3M92YIou1ManXaJJ7D019bgpKsVDhFQTV4/Nvfz0Pv8CiKsizo6Hfgsb1TTsp9Lx1Fw/IKbN07dZqe1YG1HKmCTIvXiE+t5zVboz7ino11zPqI/kwK9LZRrBoGX9/Pn/TovhYytTa9dn14Ad9dOYupxcr8DDz8+kk58EZZhzFYh1RrIfncJW2dXZXvqc1QTzL9uX897RMKO2MEfUfbXkr4WzZACes7bHjhY1Wa0labndkXhscm0NIzhFabHac7B3D71Vd6BBZ998VD2L1hGXZ8Yyna+0bAAei1j+L/++9jyLEme0xEH7p5PuYVZfn9DLSc/s1rajwcsmidJjaCZonAUdrVjn4HdjS1Y8vahTjbPYTRCQE7mtqxan4h871OAcxAo++tnOV1fOM5YNVjrtp/WqlsRYheI/zv3XkIG+srIYpQ9bWHb6lGUZYF//zHI/LJHlb/MIqdCyddA+xAsEduWwCL2ZVFzFdWJz02OJIBjKHyA4IZX7yhdWoLcC1AshZcJM1pLb4qT3FJNVFjUaOsgPFf/uUMnvxqrSqAUe+JUp7nYNbI3MTK/OD+3Nw3p0wcsLgsO2h9KQNl3Et3bN3XjEdvW4DvTWZzk37vbnv06DOUNixc43gi2FmCICILy648trdZDq5V+pgd/Q48d6ANG+srUZKTiubuITngwN22a63XSZkiWBuN0qK/EuU45W0tTmJsQpTHisb6mdgyuR4ofb7yMMs52xAAfRlljYqv9R+9vpm7P1iWl4p7VlRi3faDujaXWZvC//LSUWysr5TbWZoXbV9fC7OJw7hTxAOvHJXnF40rKsFxnnMhZXuE2t80QjmuRB3bWd/bW9bdQJ6Tt/f4OweSdK8ssWHigRvm5KN7aFRVwnJWfgZTV9Lpf1/zOq15JM9zuGF2PkbGnfgXRUDSQzfPx80LipE0GQghlVV2t5XSerQRMuclqu6Dob1vWN7jAlzPTCor7/4s73/5mCooR++zZfWLf7imFGYO2HD9TIw5BdTPydfMjF2UZZEzwwCu7DAmnr0+tfd0Ny72u0p2SAH7I5Ovc18vDpU24kF3PM/h8/OLkJ+R4lHqUtp3Ks5Kxb//v7NoWH4VnILo1zgZzFqUNEbPvqcOJzsHcKZrUNNPlBAEEe+22DzWNcLdLvGghUjhM0gCQI0UIAEAoij2cRy3KHy3ZCyi7UxqddqZ+VMLdjcvKEbl9HR5w23725/gTPcQHlg9Fzveb8eRiwOyk+IYF1BVmCkb81cPX2RGr2o5UqU5VrT0DGlusms9L3/rI/ozKdDbRrFqGPypsegNPQuZ7hG7STzw9NeuAQAk8ey0kwA8MpOYeHgdGII9cdbWy96kbu+1M4MkwrWpoQc97RMKO2MEfUfbXioJtH6br+8gCCKmpacw+4KJ53Hj1v1y/3rwpvnMa53vG8aMaWn4/hOuxZgNK2bKC3LSRJTjgGsrcvGZ8jx5EqjEVz9i2fBNq6qwsqoA1cVZhjhNbATNEoGjtKtdAw55AVAZxa+1KMFKb+gYF5Cdmowca7Lm+Hbgk0se/c7953GniMPnL2NeUaZmf861JuNHrx5Xae++l47itXvq8PTXlnjtH0ayc+HCPjbB/I4AXJPRbIuurE6+bHAkAxj99QO82Vh//C5/y4KxNlNmTEvzqjmtxddgT3EZBa0+Z+I4XJWfjhnTXNkd3jtnQ1GW67Sse4YYd10FG6Cj3JwKNluHpBMpwDKJ55nfVwR74U1PYIeSUNqwcI3jiWBnCYKILFp2RQqudfcxpUCJ+z9fBQBYc3UJeA4QRVfGn9Jc74F5UqYI5fyupjgTlQUZKM2xwmziVaekrynLhYl3+bqsco/Kcczd9mqVfCrOSsWv9jajb3gM//6lxTFtV32t/+j1zdz9wVSzSQ6QkK7pbXNZa1PYPubErg8vyPP4upnTcE15ruwvP/21Jar50heXlKrKiEnlF6T2mJgQcLyjHx39DhRlpaI0xxrwnF0QREw4xahnlEzUsV3re2tl3Q3kOfl6j945kCCIrj2F9Vejs9+BnqFR7Gw6j02rqjC/OBsAVL6uqJGpVPq9t3mdr3nkya4BOUBC+j7SRvmCK3O8fu/asiysnLsUw2NOtCrKeUaDRNV9MGg9M6mElPvvOU79s/LZupdSdgqutaiCTAtWVhXgtXvq0N5rh4nncKpjAL/ce1aeO2oFSAiCiBMdgx5ZN2tKsjT9AVYQnPtrWfev/Ex/9lHiRXdJSTxEge3jmHjAmpKE1TXFGHSM40CLTX42Ws/KV2ltf9aieH5qLWJuUSauuyrPq31ttdmjUgI7XrQQCfQESfAcx+WIotgHABzH5ep8X1wQrTT9EnoWkJOSeGSkmuUNN4kHd5+QN7yl+ncWM4+TnQPYuvesHMW+sqrAo2RGq82OHKsZOxquxaBjDGaTCfkZKfhrc7eqRMbmNTW4ItuCvDRXamut52VNTgq4U0r3roXeNopVwxAqDepZyOR5DiurCjDuFDxOm8+7IsMj7eTG+kp0XB5WfY7FzGtGXOoJ1JD0Z7OPItnEY3jM6TGwpSUnaepMC18T51AEbwR6jVC0sRH0HW17qSSUbSGl4Pyg1YZPLzuw5c3T+M4Ns/DLv5xR2cIHXlFP4i4w6sVazDw+Pn8ZfcPjqtJH0us6+h14/C2Xff67WdPxl1NdKMpKxbyiTDlYQk8/8rYhaJTTxEbQLBEcSj1JC4B6Ngi1bEV73zBury3RtBm+SnxsrK/EP/3hCPqGx/DQzfNxTXkOe6xImfJJirIsuHVxCTgOuDQ0imvKc73WbTaSnQsXZblpzO/YZrPjqXdasGZxMYDgN0gjHcCo1/6FIg2iIIjYd7oLLd1DKMq24nzvMC5eHsFnynKRnGzyeL3Wqa2Z+RnoGXAw22N6uktzWrZU7ykuo+PtRK1yPMyxJnuU8Xn4lmosLs2WN7MkWPOrzWtqYLOPyn/Xamst3e9ocC3GSgtw752z+fQ/WFr75dqFzO9bmmsNie0JpQ0L1zieCHaWIIjI4suuaGUN+O6Lhz3e07C8AnMKMzVLPbhniujod5WMel3hH7HWXH64ei5+/347znQPqco9FmZaMOEU8dcz3UhLTkISz3mU0GV9t9SUJKy5ugQAkJVqjmm7Gsj6jxaSP1iel4YPWntxd10FgKlABWkcK89Lw9yiDDx75xIMj02gNDdN/lzWprByHv/ZqnyVHyD5nxMTAh6/YzFOdw3hV3+ZOiEvpQ7Pz7BgYkLAy4cveqSaV56g94dWmx33v3KUmdEkkqfsE3Vs9/d7B/Kc9GRR8zUHkuYuzV1DKl/65257BsrrCILItH/F2RbcusgVAKblD3vLQs1xwPm+EdxdVyH3S+k1nf0OLLjSdQ3Waf7kJA4DDif+8b89s8N4m8eFqwxsouo+GLSeWVEW+/fKPSPls/U1T5R0cVW+a+2nJMeKmiuzNUvLS/pISzYxM1P9ubEOD99SrSrHJGV3dJ8fSWWVLGYeOdZkeT3KxAGFmWpt+LOPIulX61nFmu4EQQTHs8fdmpJsPPDyMfQNj6FheQVm5meg1TaEoxf7mes4giB6zLvdS2t7a3ctu6B3jalrwBGVEthkg/Sjx8P6BYB3OY57kOO4BwG8C+Dn4b0t4yBNeixm16MK5yk3FtKm9Y6GpfjNlxdjR8O1HkENgPYi1anOAfzzqir88aML8gbCi00X5L9v2nUEH7b3oaVnCJMBrbIAAQAASURBVIIgysb3xq378cUn3sO67Qdw9OIAvr3jED63dT+au4aQY01Wvf+vpy/hxq37sed4J0pzrMznVZCZIv9OwmLmkWo2QRA8oyDc70O6Puu1ettIMgzu92B0wxAqDXpbyBQEES09QzjwySUc7xjAljdPezirE05gxrQ0NCyvwIYVM9GwvALpKUmwmE0e96YVcanlCLfa7ACm2v3OZ97HB+f6sG77QWb7F2SmYGN9pepzN9ZXoiAzRffzUH7nT7qHsO90ly69ebueXs26E4o2NoK+o20vJULZFsoUnH89fQmbdh1Bm20Ez7zbiruWVaCxfiZ2NCzFFdkWtNlGVNfa2XQBD6yeq3oejSsq8ddT3Wi12fHtGyqxYcVMvH26G40r1Hp+8Kb5+KitF8c+HcC+U1348/EOTEy4+o2vfiQhOWtLK6bJEctGwgiaJUKHP3orz0vDw7dUqzT/nRtm4cWmC5hVkKFpM5T9U1ni45HbatCwvALPHWiTFzfvf/kYLtvHPWzSxvpKXLw8LE+01y8tw1PvtGDbvrP46tPvY8/xTkxMCJo2xCh2LhCU457k97GYMc3zO37nhll48cPzqu/qza/Qi9HslLc0iO421hvtvXZ82jcCpwh8/w+H8U+7juIbzzVh97EpW65sD56DSttPvdMCS5IJT779Ca7MtTJ9HtOk+dSypXpOccUC3vqccjy8dXGJR+rq+1466qpRzFjMWDWvEK831uF33/gMtq+vxZY3T+P23xz06TNo6X5/8yXcu/Mw/nysE5//tW//Q0trP9tzEg+snouyvFR86/qZaKyfiSfW16KqICMkticQG6ZlO8I1jseynSUIwpj4siusv2tlDbAmm3CqcwB/PeOa00mZhH7f8Bm83liHz88vwqZVVR6fJWVlda259HvY/x/vPoFv/t1M5FiTseGFj8FxwJLyPJzoGMTqbe/g68804atPv4/3W3vxj39bgaIsl63d9eEFDz/hR6vn4RdvnMK2fWfx5P4WXOwbwbY7FsWsXQ3F+o8Sab3gq0+/Lz+j9UvL5I2lwkwL9hzvxKrH9mPd9oP4x//+CKe7BlGW67ne+dDN87H7yEXVz42//9jDDxAEEW+c7MIbJ7o8Tshv3deMB2+qRnleGo539DNTzR/v6Pf4Dnr8+q4BB9psI3IQ7oYVM3HXsgpkWExotdn9WvMKhkQd2/393oE8p1A82/ZeOxxjrgwXd9e57ItjXMA/7TqC9r5h5nuU/rRk/75QcwUWluTg4uUR/PHji/jfT2y485n3PfxhLX/6ZOcAbty6Hxte+FjVL6XvlZeeggOfXELrpSEc/9R1ml/qw1+5tgw/uaXa73lcMOuHvkhU3QeD1jObV5Tl0/5qZV1SzhOLsiy4a1kFTnUO4OjFfgiC6HVNQqmPe3cexpnuIaZ2uwYdWFyajUdvW4DGepedlcpfsuZHUgnHr1w7tR7127dbcORCPz5otcl2Xe8+ilK/JzoGY3rMl2i12XH0wmV854ZZah/nC/Pw6eVh9A2PYWN9JWbkpeEXb5zCh22evtW9Ow/h3CU7c94t+Vq+2j0UdqEg04JXD1/0WPsPd8CiXhuk16eIZ3yG3Yqi+BzHcR8CuB4AB+BWURRPhP3ODEIoT7kFEpkoOdK+ar16S/Pnes8CmDgOH53vw5qrS1RR0vvPXsKT+131uuYWZTAj4qSUvcp/S38vzU1FjjVZLp/Bel4APCJMG1dUovH3H2PTqiqP7+PP6US9bRTJtM6hJFQa1NKINAHUqmUNTKUyLMhMwdGLAMe5asr/+18/AQA8MpnWuLYsF9dV5AEAsyyLuyMsneA90zXo+q6cKw3VXcsqvNbmKs1NQ2VBOhqWV7gWvzmgsiBdju73BSsSc2N9pXwiw9/TsEBwJ2pD0cZG0Hc0y5ooCWVbKFNwctxUmi/ppAgAXFuRx+xffcNjmFuYgWfuvAZttmFYk5Pwxw/PY9X8ItUpjsYVldh3qlOuW5qcxOP4xX5s+Yv6hPzprgGkJifhTNdgWE5u+kuw0fZG0Gy8E64TEcHeS1GWBdZkk8qGW5J4JCdxqCrM1LxHKXB0+/padPaPoK13BA/uPoE1V5dg276zqtc6xgV0DrhqP87dWIeugVHYRyeQYubx7Lst+Le/n4eLl0eYY82OhqVebYgR7Jy/6DmBIOFeSsWabMK4U8Bn5xaovquWXzE93cL0AYykRy2CSYOo/H6CKOKSfUxOwyld476XjuKq6WmoLs72aI9tdyzC7g3LcKprEGe6BrHnWAc+V12EY5/248WmqRTOogg8d6ANi0qzUT4tXfMUa3G2BWsWFxvyOfuL+0nOGdM8/UrlGC3hrd2kxTAAcqks6T3KVNvumtXSfcX0dNUJJelam/ecRHG2xSMzmpbW2mwjcAoCGpZfhQd3n1D110BLerh/b39Lz2jZjnCN40bxJwmCiB18+Ri+7Arr76xU8mV5qciwmPGrv6hP5F+RbVFd0/1apTlW1bpeY/1MzUNOty4uweNvnZWDTlnrcw3LK3B7bQm2TqYGryxIx2v31Mnv+ec/HpED+KWNztfuqQt6DIkWwa7/uKNVqkzKEuIUgM17TqpKYmzecxJzCjOYbVtbloOugVEMOMbxSfcQxiZE+bqSTwG42vLuugpm25tNHHie00wprzxB749fr8xWJq1fuDZLKvD//ffHfmdLCxRvfTAW5giB4q9P4+v1Ws8qGL9JEER81H6ZeQK+o9+BrgHtOZD7KWrWae3GFZVy/5Fep+VPK9e6pH75yG0L8Ogbp/Ct6yvx3RcPoc02gsb6mR7zrMf2NuPf7/C/tFA4y8CST+s/Ws8MAGYXZODfv7QYaSlJKMhIQUm2FYtLc5jPljVPlA7JSGtA299uYdpAZT+zJidh856TcrDFpcFRpnatZhM6+h3ISTNjWloyHv7zKa/zI57nMCMvXc7WDkyN13ctq8BT77juLcdq9qppLf3G8pgv0TXggCXZhOLsVDx62wLYxybQax/D+IQTswsz8O93LIY1xYSzXYP4woJiXJmdynxW7b12fHz+sl+2IdR2oTwvDZtWVcm+hYmHvIcWznbRY4P88SniGV25yURRPM5xXA8ACwBwHFcqimJ7WO8sDATqeIUiPfnEhIB3W2xoauuFIAKvHr7IDA5wR2+nLM9Lw+Y1NR6OyI6mdty6qBinuwaZm+B9w2MQxanrPnvnEqbRkCYGyn8DroHg4uURrF9ahucPtqFrwDUpk55xaY4V5y7Z0dZrR15aMnZ8YyneO2dDv8MpO1ys7+Nv+lY9bRTLzomeUhHSc05LTkJBZoqu1MJb1i6U62O5O6LKYBiL2VUi4Krp6dh95KLqxLzFzONU56CcWvC1e+o89CYZV6Uj7O6cWMyutMg51mSfC908z2HF7AJUTEsPqC3be+041TmAb99QieJsl0Yd40585doybN5z2uPz9BBsymGtNtZrt4yi72iUc3B/RqFqC/cUnOkpJqYznJZsAs/BI7XalrULYRseU5UoUvZB6b627mvGzoalSEsxo3vQgeExp+xQS695bG8z5hZl4v/+1wHcXVeh6ke3Li6BiQdSzUlyFHS4CYUTZRTNxitSyswjF/ohiK7UfdUlWVgx2zMbVSg+y5udcteL+6IG4OpL29fXYsY074ud7X3DaHi+CXfXuSaO0jWYQYCTp05OdKjHpJ/eUo0/H7uI+jlFTFtxvm/E5xhklLI1evF3kqe0g1LbAuq2zs+wYNsdizxs3DnbkMfvVlYV6Ar6jTaBpkF01/jP11Rr1gjv7Hcgw6JujxxrMo5c6AfPuQKF5l+Rib+5ahq++vT7uLuuAn3DY7JP5n4/Slvaax+FebJUWe5kKTwjPV9/0RprJDvhvsDqb7sBU/6bsvQOANjsozjV6enPrqwqYM65Nu85ie+tnKNKmZpq5pGenCQHWyo30wQBSEnimfc8pyATX3n6fY/+KqVqD8WCrd7r+LId4RrHY9HOEoQRiOfNRi30zkuUdkXrOflKJb9pVZWHTdzktqEhfa7yWi09Q6r3afkaTsG1mSMFnWrNawURuDI7FRtWzATPATOnp6N8mqs29getvfjCAldpNOXhqJ4hh3xaMtbwtf4TqnrtM/LSUJJtQVvvENbVlnocbOi1j8rtqtSJ+1xDucEszSFEhV/IavuCyRTrRVmpXuc1gH9+PWsdUJkC3temTyhtCmts93ddIRZtnL8+jbe1QW/PSusz3J9ZaY4V7X3D8s88B3kdC1CvCT/1TgvGnaLudaZWm93jtLZ0LeV6HEuXD908H79444zqeo5xAc3dg9hYPwsvvNcqr0Un8TyzD6dZ2KV5OHBo6Rli6iXcZWDJp/Uf1njM0n5pbppmX7Emm9BYPxMpSTxm5megsX4mKvMz8Ogbp7zaTtZnSTaT4wARYJYiP9hiw8N/Pu1ab7q1Bju+sRS9w2MozU1DWa6Vabe6B7XLZkr3tqPhWq9zXJt9VBXQJ437sTzmSxRlWdBqG8aPd5/A7VdfiekZKZhTmIHzvcM43TmIH/7phPz8d314AWtrS9gBLMlJfq/xhNouyGs2hRm6Dyp4s9v+jH2+bFA4A8ViCZ9BEhzH/T1cJTeuANANoAzASQDzwntroSWaUTF6IylZaHVK92CE8rw0fH5+EXKsyWhq64VTAHY0tWPTqiqYePYmeMPyCliSTHj+YJv8++GxCabRkGo8Wcw8pMflHmzRsLwC405RPo0lOTm/3teMNtuIbLisZhP++JE6S4G7kQlXzZx4dE60siJUFqSrNsO0FtHbeu1MjUlpnN3befv6WjQ83+ThLEjva+/VNq5KR/jWxSUeJ3jve+mofDrAV/sH2pZSlPQrhy5iXW0pvv+Hw/J3eWD1XBRlWTTTYXkjHJr1127Fo759wXpGT6yvDbotWNf9zg2z8INVc/DTPadUvzvfN4Lvbj+IHGsyGpZXYFZBBqoKM2HigVWPqU+nnuocYPa39r4RfO/Fg/LmmvI10sbN5eFx3F1XIZfn2NHUrlq80YqCDgehcqISUbORor3XjuauITkYQRobpEXUUKHHTrnrRWvzeHhsAq02u1eHX/KLdn14Qa6tK6UZVk5Uf3JLNeYVZTG1+oOXjmLL2oXouDyi6fOEwweJJoFM8tzbVio/pKyR/IvbF2LPxjp0TgZN8Jyn3dOTncMoKNMg+lO32V1nPUOjMHHawTvK9mAFjW5ZuxDZqWYPrSv/rrwfnnfVNWVt6hstEMUffI01Sr+SZQf0ZDUoyLSgLC/VYzOkPM+K3qFRjyxjr91Th1SzSZXZQ9oIEUTBo96te6Yy5WbafZ+bg+/cMAu//MsZ+fUP3jQf77cGls0kHPiyHTSOE4RxSNSTYP7OS/wJqlg1rxCz76nDyc4BnOkaxFmNNNuluam4u65Cc43P3ZayxnZpfnfTwmJsrK8EzwETTpHpS/Ac0N43IgdQXndVHkpz0zQ3dvqGx2LajwUC3zhmobV2k5lqxtrtB/HIbQs81qq27mvGjoalHtfSykohHTpSziEsZp7Z9tvuWARRBA58cgn56Sl45LYafP8PU+vHD908H/OKsuTP9MevV64DnukaxNGLAx5ZY7X8i0jYFH/6b6LaOIlA1mBYz8x9nV46rCZpQrp26qQNeeCVo3j6a0t0+Xpa2jTx8FjPdbevl4ZG0Tc8pnqvFDx230tHcdeyCjS19aMoy4LK/HR2sFFGikfwxcb6Snx7xyH0DY/5lZk71m1mPOGP9icmBI89OKn0fN/wGDNzttIGerPpADAy7mRmeVxzdYn8+h/88Qi2r6/F387KBwBNu6WlPWkPzjEuYNzp1MzcJwgiPr3skA8PKX2JeNCvUwB+8//O4o4lZar5slRua9Oq2bCPOSEden3uQBtzPaAgM8XvNZ78DO2sqYGid96sZx0ulGNfuAPFYgXe90vwIIClAM6IojgDQD2A/w3rXYUBvTXcw/XZrEjK1TXFPus2a9V6lYIRlHVxeJ7DspnTcPPCYtRV5uHpry3BqnmFmunaSrJTVQODxcyjNNezVs3G+kr88aMLcif828rpch07ZXR0ZX46HnhFHX16/8vHsLqmWP75sb3NsA2P4dbFJarvw6rNRHW79MHS9mN7m3HkQr+HvqVF9O7BMazbfhBffOI9HD5/mamxZVdNY7az2cTh9cY6PP21WjQsr/DQkDU5SdO4So7w6411qC7OZL5uVkEGs05TqNq/1WbHfS8dxeqaYo+J74O7T+DWxSUBfV44NBtNuxUrsJ7R/a8cxeY1NUG1Beu6v/zLGQyPTzqon53lcooh4rsvugJtOvod2Lr3LL734mFwHJi2VwoAUmIxq9MK9gyNyq+RNs+eeqcFG3ccwpP7W7BqfhH2HOvAd1fOYZYKiIQ+vDlRhDHoGhj1SPv+2N5mdA2MhvRz9Ngpll5Y/eDoxQGftf6UKWOl2rq315bgqunp2HD9TDTWz8Rvvnw1vjC/CElJvKZWT3UOoCTX6lHfuHFFJZ54+5OwjUHRQsuf9DZ5dm/b1TXFHjWSv/viITiFqTqOWj6n1u+NZjOkNIg7mtpx17IKV9aT9bX4/Pwiv04k/tfBdkxL96yfLS1yK9uDFTR6785DcpYBpdYb62fiv+76DHNCHI8+g6+xRulX/nLdAnxufiFeu2eqLrKehYPyvDQ8eFO1Rxvc//IxDI05VbWQHeOuYODjn/bLtWMff+usHFxr5nmm3VXOexzjU6eDHv7zKXAQ5bZ9+mvXYNtbzXBMCH7313ARiO0gCCI6xOM4oAd/5yX+PCee53BVfjpunF+EmxcW4zMVuUyb2N47gif3t2BdbSl67Z6+trst7eh3YEdTO7avr5Vrl+9oakfD8quQajbhuQNtaLXZcf8rRz1qcW+sr0SeNRl//OiC/Lv8DIvmxs7ttSUx78d6IxDdl+el4ae3VKue6wOr5+LHu4/DMS5MZhplBXQ7Pa6lpT8pI4j07KX1or7hMTx/sA0Nyyuw7Y5F+HNjHcYmRHz+16713c9vewc8x+MP37wWv/3yYuxoWIqbFxQjKWlKP/6OzdLGzKyCDDz1TotqM9zb+yJhU/zpv4lq4yQCWYNhrpe5rdPf99JR3F5bonqfxcxjTlEm9hzrQJttRPecTUubtWW5zHIDHAd878XD2Lr3LJ59t81jDt64wrUfIQVaAK6508/2nPR47eY1NSjNTZPnBtKa9XMH2lQBz+56of0H46NX+4Ig4t0Wm8cenDQfk8ZFb3tS3gJ9dn14AVVFmXKWR2kuKGVpV76+qa0XrTa7V7vF0p6keenn3LQUWdPuc1yt/cYHb6qOC/12DzqwuqZYDpAAptqz1TaMkXEntu07i9++3YLMVDMAV8DK9vVX43ffmHpWpbn+r/GYeHis5Wysr5TtUDjRsw4XyrGP5vsu9JTbGBdF0cZxHM9xHC+K4lscx20O+52FmGhGxeiNpJRQpTJOT8HTX7sGB1pscpmOez872yMYQRlB555CcGTciY31M7Gz6YJqM7swK1WO0pScgBnTXHV+pbSp09MtMPHAotJsORVMq82OJ/d7pskuyLSoyjBI96Ysz+EYd6UGVGYp0KrNRGnY9eEtBSNL30pjW5RlgdnkWrTvHRrFmFPEmFPANWW5KMhKUbVzUZYFt9eWYGTcNTGsmzkdI+OCh4YKMlO8RuFKEzTp9+6vqyrMxNNfW4Je+yh2NCz1qOEcquelVdKjpjgTr09mvfDn88KhWYrm8w3rGbXZRlCcbQmq/prWsy/PS8PP9pyUo+4fvW2BZhuxooJfPXwRv1q3ECc6BuQSCLMKMvDQaycBuPqZKAIP3Twf53uHYTbxzFMsdy2rwNnuQd36CHVaSoq2NxbK9i3KssApAH3DYxqLexMh/Ww9dspdL6wT377Sviq/4xPra3H/K0fRZhuRUxvPKkhHZmqSR3/X0qpTAC4Pj+G5A67N59LcVLT3jsiBfz1DY7hrWQVqijNRWZAR8z6IVsktb5Nn97bVGjfbe+3gOMg1O8vyUj3KcmmlDp6ebkFLz1DUUuaybKM/aRAl3HXW0e/Ak++04PEvLkZNSRaGHE4UZaVgblEWkpJ4VXtoPdd+x5h82qGj33VCpHFFJQB2utt49Bm0TnD4yix2Vb5/GY3MJk7Tl3Y/DWpNTsLOJs9ToA/fUo0kjeu4lypUng6qLMhAarIJ+RmuDCNtthHs+vACfrBqDmzDY6pySdFY7ArEdhAEER3icRzQg7/zkkCek7IMmbfSBVK2AVaaZOX7yvJSsWlVFU58OoDashyc6hjA6ppibNs3FXhnTU5Cm20Ez7zbig3Xz8T09BRYU5IwLd2Mf/7jUfl1kk1+75yN+b0WXZmNv52VH9N+rDcCbc+S3FTVSeBBx7jsv445BfYp9UxPTUkZqVbXFMvj/auHL6Ju5jTcuqgYpTlTadZnF2SoMrBJ66vuG2jffdFVYuuzcwvRarPjg7ZelZ8c6Njs7/siYVP86b+JaOOUtsSazC4l4W0NxlsQj/JnZWYGi5nHD1bNQXPXIL70mTJc3z+CQob2WUga27znJFbXFMPEA1eX5mBpea7P+YsUGP7IbQvQ3D0IpzCVrU0KtLCYeXCca81PCiKX+nBxtkX+jIrp6egacB1icv/u7nqh/Qfjo2Un3MuotNrsaGpjZ+RTlpH3tifl/lnSXkh1cRb+ZuY0FGWleJRe3FhfiecOtKleX5yVip6hUfA+yolL2usacGDcKeKBVzzHd60MBFr922zi4kK/BZmuPUmtebry5wd3n5CzNRZnWz3WA/xd4+nod8hrhcqMIYtKs0OamZeF3nW4UI19NN93oSdI4jLHcekA3gbw3xzHdQMI7Qp7BIjmho7WZ7MiKbVKJ0hpgVyRkanMYARl52Bd54HVczHoGMfv3m/HvZ+djaXluZqbiO7GV2kAtDpPfgZ7c1wZTWcxu1ID1s/Jx3VX5Xk1TJS+VR9a+uI5dhCOsvaylN45x5qMr1xbhm1vnVW1qVRrXPq7e8qilVUFHhoCgG13LMKRC/1eF3a1dDRjWpoqkCJcz0t6Tu7PrbLAewkcb4Ras7QR7RutRYnctJSg2kLr2c8qyMDTX1sia95bWn6Wxh9YPRej46KqBMLP19QgOYljplz/+ZoapjNUlpuK4hz2pqO7PsKRlpKcKOOgbF+lrb5nxUymPkpzQ9tGeuyUu176hscwY1oadm9YhrM9Qz7TvrI0vHlNDcpyU8FxHIbHnBBEYEl5noemy/PSPCaxUgrCLbcvlE8BbFgxU05TCEDelH7dYOUg9KK5+e/H4o9W27r/DI7zWmpty9qFmFeUybQZ52xD2PDCxyGzTd6+v/s1vdlGf8cPlk3ctKoKc6/I0vRxpfboGRplBh/npaVgR9MJ1cR8R1M7Vs0vZN5DvPkMgiDinG0ooBIa/uIt1aljXJCzekjBwNIpUKlteA5YXJqtWS6OVaoQAMryUpGbliyfTC3KmvJRHROCylfYsnZhSL+zXmjhmCBih3gbB/Ti77xETwplLT9CT+mCMafA9C+ktZNe+ygu9DlUf//XL8zDf79/VrUxIh0+6eh34NE3zsj3+do9dar5qHRvWu1fFuc2O1Dd56WlqHz/DYq5k1aps9Icq0dwb2mO1SMN9kM3z8fVpTngec7nPFxrk6vXPuq1jNrKqgLsaFiKjn5XkPy8IrbPqcTfMT0SNsWf/ptoNo6Vcv2hm+d7pFz35hf7Sucv/VyQaZH92rRkExwTgsr/nl2YidJc37ZE0ua4U1DNvx++pRpXl2Xjyhz1NViB5o++cQr3fna26v1b1i7EdRV5eF0xd+rod8glhyxmHmsWF+v67iy90P6DsWHZCVYZla4Bh+Z8TFlG3tuelPKztPZCPj+/CNXFWfLh4ubuQfQNj6Eoy4I7/6YcW96cKg3x8zU1KMtLxdiEiFsXl4DjXPskUuCRUnuCIDLHdy20NM4K6ItFSrJSsfDKbM35tVMxdDrGBVRMs2LbHYswY5qnTfS3jxdkWuS1QuXnRnMfOVxjH833XXCiyE5nzHFcqSiK7RzHpQEYgas0x5cAZAH4b1EUbZG7Tf+pra0Vm5qa5J+jWbtMa3H/85OpoJW09AzJC80SFjOvOsG0o2Ep1m0/6PEa5UK+1nUallegINOClz46j68vuyrg7y9NGt03x92/509uqYZt0IGBUSdePXwR/3BNKSoL0rFidkG8dLaQfQl3zepFK7BG6zlL2pAi7BzjAr51vXpzCJiagHMc0DM4iq8+/b5XzXm7H62+xtKRli5CdRJeur/Ne0561J82Wj3DMNmtqGs2lExMCHj58EWPRQn3lJT+ovfZ+3qdu8ZFEfj8rz1t8/b1tWhq65U3RCQ21s/Eb9/27JsNyytQU5KFsQnR5z1qjQfBbv7603+DJKQXNYJuQ4myfZW2vCjLgq9dV66q3RcOG6e3r0xMCHi3xYamtl44BWD3kYvYtKoKswsymH1Cj0+zfX0tGp5v8vn9tD77htn5ONjai6a2XliTTeA5TjWhDfJ5Rc3WhmrsYC3MffNvZ+LfXj2uCvza/vYnHpkjdjQsxci4U2Ub3G0GzwGrHguPbdLz/UNtG73ZRG8+jNb9rqwqwBsnu3S3Ywja3VD+gdQ+OdZkeUGJ54BbFxXrOr3hj9/IenbKOu7P3bkE0zJSNOc70nNm/e07N8wCBxFX5FiRbTXjX15yZcHRqi2anMThyIV+D38gFH0jDjGUZqMFz/NY+xvf1VB3fvNvIAiCz9cRYSdsuo3mmle08Wde0nppCH8+1qna9NhYX4nPzS9E+bT0oP0IX+t1n3QPMX3fZ+9cAkEU5TEL8D7euI9x3l4fZPsb2tYGqntvNb9zrMm487oyzCnKhFMQUZqbhrJcK9Mv8zaXAeDT1wxER+V5aRHp65GyKXr7rx/3Y2jN6oWljbK8VGz9h0Ue8ywtWM+MFdA+tyhDnpdprQ/r9UO1NP3LtQthTuJU69RabXrD7Hyc7BpQBQFJ63uhWqszGLTm5QPJTrTZ7Pj4/GW86JYtXbK5dz7zvsdav5TpQRlQ4avftNrsuvdCpPWm4dEJfFuRGUh6/fNfX4KPz18O5VqTfJ9R1nhYbe3h8314cPdxrLm6VLUGtbG+EmnJJvzH/2tRaeDR2xbIG/6hOHSz73SXxwHgSOxnevNPYsCWGR3NB+Ytk8TLABaLomjnOG6XKIprADwb6juLFNGMivGM8k3FvKJM5gaer1RYjnFXHTxfkbbeSjBIKWhY6az9+U7S53UNuAyS8pSiMk2Q5HhpRY4alVCnpw8XkrZn31OH9l47rMlJKMhMQUm2lXn/UlTkqc4BWSNaqXt6hhxYWjHNr7R2WvW2WFrTG8kXyoFftgWFGUGX9Ai3RrTalpiivW/YozbX/S8fw+LSnKA2EvSOGb5e567xA59cYvYls4nDwiuzPf62s+kCHlg9Fw/uPuGxcbP97Rb8ubHO5wmSrgGHapMJcJU7CDY1F0XbRxfJ/pzpGsTddRXY9eEFlS3v6HfgmXdbw14yQm9fae8blgMaJO7deQh7NtYF7NMoUykqxxopda3SNi+bOQ0lOanoHnRgzWJX6lv3hc5frVuI3RuW4ZJ9lPk9YsUv8Gcc9oZ7205Pt+DCZTsalldAEF0b1sXZFlUmn10fuhYrRsadWFoxzeN6euxhsLZJ7/cPJmWvlhZYNtGXD+OtD7F+D4BZoiTeTgBI7aM8JQYA112V5zNIwj3Dzu21JZiVn4Gqokw5Y5kS6dlN+/oStNuG0d43LAdINK6oBM9D1a7envOqeYUobliKvae64RSAZ95tlU8GS6d/XfXqOXz5qfc8dPraPXXgOXbZjnhJJx0rtjTalJSW4dML532+TuvQC5F4xNs44A/+zEt8pVDW60e4n2wty0vFgzdVo6PfIfvmrCxpbb12po2/PDyOyoJ0jzGF5Qdo+RX+tr8R7HGw9xCo7lnvK82xorYsBx+1X8Z9Lx1VPV8ATF38at1CzTFbykjF+pukJa1MCsNjTs33at2L1jwo0DaNlE3R238TzcZplZZVzrMEQfRaulBL54tLczzsiq9SgHr9UK051snOAQBAxbSptta6P1ZA0sqqArT3DWuWrvF3rc4fjGArEx3JTngro7KkPA+bVlVh856TuGtZBUw8sGRGLoqzUnFNeQ7MJh7DY0602uxe21D5WXr6QlISj2Uzp2HvqS7m6zsHRuUACel33tZnfOlN+fe5RRl47Z469AzFn0202UfxmYrp6B8Zw5a1CzA85kRKkgm5aWac7RpSlX9vXFGJC5eH8au/NAe81+nO2IQYlcyOeu12vLRzqAjWTnsLklBepSLgOzQQ0drQEQRR90kwX6mwpLQ5n5mR53Wg95U2VnJ6Al1s85WiGFBHTDvGBdz30lG83lgXE53YANF4fsHzHK7KT5drLvm6/1XzClGcnao6peYtdU+06wSGasNHIhS2IJIaOd2lnWYx0QlnXUp/Jut69eQrHZr73/qGxzAwMo5Hb1uAU12DEEWoUroe7xjA91487FUbRVkWjxRxG+srddeVJIyH1qlnnldrKFIlI/T0Aa2+2jng8Ll4odVvnOrLwTEuoGvAoZmaVnmPLT1DHuPKt3e46v+6b+4DseUXhNIuurftjGlpuDInDd2DDhRmWnD4Qr980kjS4Y6mdl2p/8KVMlfv9w/08/3Vgh4fRqsPuf9eT8BFvASvBaMP6ZnnWJM9ylhptRXPc5iWnoLv/+EwVtcUY83VJZolTrw9Z553lQBiLd71DLkW7051DqqCld1fU56XFtaUmtEklmxptPn0wnldGSJ2/N/rInA3RKwQT+NAuPCVQlmvH6FcxO61j+LiZYcqw5kU2C4FyknXT0tOYtr4MaeAG7fu9zmus3xYpV+ht/2NYI9DdQ+B6p71PkGEHCABTD3ff//SYqYuxp2i1zHb13iutZHbarNrvjfQEh2BYDSbYrT7CSe+fGG9/Yf1zFjP0FcpQL1+qLe5O8eBaUt9zdM37znpUcJDj7Zjbe2X8I23fqE8FOkeBHQyANvob8mWTIuZ+fq0ZJPu9Rk92YoTQY+CIKJ/2Mlca/rxTfPxn++e8yhLurqmOGT7AaHeh/IXvXabcBGKfuEtF7mo8W/CDwRBxNGLl3GqcwB311WgKMsid6xWm93j9VIUscXsahppM+uPH12QszGYJlutYno6llZMQ8X0dI8GZ12nccXUdUQxuMU2LWMhfSdvE8tYwNf3Mzq+7p/nOVQXZ2HzmhpYzDx2fXgBG+srYTHzKMqyoLF+Jn5+Ww0uDY2i9dIQSnOsHnqSTvpKkcsHPrmElp4hVT1liWAXdo2op0hpJNa1GG4kp1VJtDYS3PuCIIgef7PZR+V+J92r1JfK89I8/ta4ohJ/PtoBEa5T25zC1FvMPM50DfrUhlOAHCAhve6xvc0eG8xE7MCyC1v3NWPCKcq2HFDrK5oIgghrsgmN9TOxYcVM1BRn4lvXz0Rj/UykpyTh3CVXtK9WRDTLp9m8pga7j1xUvc5i5mFNNumymf6OK7Fki5V2sSjLIj/rVHOSbJe82StvSJO1pRXTIIjAljdP465lFdiwYiburqvAjqZ2PHhTtS7Nsdo1FHrVOy4E+vn+aiGUPkws6TBYgtGHzT6Ku5ZV4Nv1lRidcCLHmgyA/byUfUEUgQdWz8VT77Rg276zeOqdFmxaVeW3Jr1pUGpDqV4u6zVa353n4HefNRqJpGEtSkrLwPO8z/8oQwRBhAdf40tBpgVlean41vUuv3XDipkoy0tV+RHS2PHeORt4DjDzvLx5B0z55rcuLmFcP8XDX99YX4kLfcO6bGKo/Aoj2GMj3IM7Ws83LSWJOW5f6BtG4wr2/IultYdvqQbPQTWOS/71kvI8AJB1paVTLT/DbOKj8jwDnVfEMuH+zoIgQhSBR29bgI31M+V1VqUtCXX/kTIPF2Sk4OFbqgOeo2mta+0+chE8B59rdaw+uLqm2MPGRspWGNFORYJQazxU1/M1hivXK6T9Mn/bUJmh5Yn1tSjLS2V+ljta4/u4IOpet/Z1r4mix1abHT94aarP51iT4ZhwYtP/mYOufge+ft0M1Zx9XW2pvOcZiv0AI+5DEdqEol94yySxgOO4AbgySqRO/huTP4uiKGYGeN8Jg7f6th39DmZkk3sU8bS0FPQMjWJk3Dm50XUG/3BNKSoL0r3WwVGm6T/ZOYAzXYOqtLE7mtqDWoj2FV0frtOBkSKcp9MjgZ7753kOn59fhBxrMpraegEA931uDlJTkvCAos7RxvpKVBakY2VVAV7Xmepx2x2LsOGFj1W/C2bTw4h6ipRGYl2L4UYrPWWkN4W9RS0C8Kgntn19LcwmziMF1BXZFjxy2wI0dw/CKQB7jnVg1fwifP8Ph1XjyI6mdmysn4VH/ue06j5Y2ugeZGuoZ8ghZ58hYgstu1CZn47ZhRlYObfQMOn2WPX0vrl8Jv5t93HkWJORajapspxonX5hpZtTLgRK7x1zCrpspr/jSizZYskubt5zUlWPc/vbLXKqUr0Zzrxhs4961PtsXFGJ1GRe13XClTJX77gQ6Of7q4VQ+jCxpMNgCbR9BEHEp5cdHqdOpPmX8nlpjd2+0vf6wpsG3ztng2NcwK4PL6BxRaVHlgtWqZXp6Racsw3JtaJj+cRQImlYC8oQQRDRxdf4Uppj9aj9/NDN81GaYwXgWdLpK9eWYWScXRqhpjgTr0+WQJCvn5uGyoJ0Vfkyq9mE37zdIr/Pm00MlV9hBHtshHtwRzPzY0aKx9jeuMJV5x6AZolD93XZR/7nNPqGxzzGcZZPsu2ORcw06oGU6AjX80yUU81Kwv2dWdd/+JZqLC7NRmnulLZC3X/cbVvD8grMKshAVSG7XJ0W7mvNTsF1ylvay/C1VsfqgyYeUbMVRrRT4SbUGg9LCW0/5oj+tCHrXjevqUFxtgW5aSleP0trfH98XzM21ld6rHux+oKve00UPSq/Z1GWxSM75PdWzsZ9n5uDzNRktFwakvc8Q7UfYMR9KEKbUPQLzSAJURRNwd0eoXXS865lFXjqnRbNjqVMqdLSM4Q7n/lA1dCP7W1Gw/IKzMhLZ25wuddgWTW3EHOLMnFtRR6sySaMOwWsml8Y1EK0L2NhlI3LQIl1Y6h1/6lmEw58cknemJXqZkl12lPNJqzbflClWUlvUt04PakeX7unziOgIpjJghH1FCmNxLoWw00gDrLSRhZlWeAUXIEEwdQW9JaKC1DXDG2zjaDh+SZmCYS8tBR878XD8sbjXcsqZEdQuu7Wfc3Y0bAUWalmuQabBEsbpKH4Q6tNKwsyUD7NpSmjBMC4943VNcX4t93H4RgXcOviEo8sJ+4p7Nx9miXleapFR39S0yrxd1yJpX40VVbL4jGm37vzEHY0LGXaq9n31IHjoLuGX7KJ17RP/txrqNMG+jMuBPL5/mohFD6M1A9Gxp3YWD8TO5um6pwbVYehIJD2abXZmad571pWgcffOguLmQcHTj7BxOoLWmV3/LlvLQ1K+unod+D5g21yvdz6OfmoLs6Wdeo+H5SCj5X3Gal0n6EklmwpQRDxi7fxpb1vWA6QAFw29/6Xj2FxaQ4qpqerfFvJl727rkLTN2d9xoy8dPAcB4uZx7EL/fjN2y26x/VQrY0YwR4b4R7c0Xq+pblpKM1Nw5zGOrTZ7Pj4/GVVGUytEoc8z4HjIJfIlHAfx1nrCRte+Bg7vrEUhZkW+XNYwZT+zoNCSbRTkkeDcH9n1vVZ5atD3X+Un9vR78DWvS6/WU/ZbNYam9nEoX5OAQYdY1heOQ0FmSmqIA8tWH3wmrLcqNkKI9qpcBNqjUe7hLY/bci61027juC1e1xru++ds8lrJdLrlesnK2YXYEZeuhwY95u3W1wHlgvSmUFv/t5roujRqihNduviEo91p0ffOI3frr8a/33wHL51/Swsr5wGs4nH8JgTrTZ7XO5DEdqEol94yyRBBIlWFIuJh+6OpXUNQQROdg54RHN6i84L1Flz36AozbHKab+auwexs+mCR7RWuE4HRopYN4as+3/o5vlo/P3HaLONeERtSs7FgU8uaeqta8Az+kpLnz1DDjm1lTfctaXlZBhRT5HSSKxrMRL44yCzTv74OsWudR2lTr1FLYoiO+q9a8C10KHUenleGjatqsLmPSdx17IKlOamMt87Mu5EdXG2Lm2QhuKPWGpT977BcVP9QflvCWW0r68TB6y+r3w2OdZk3F5bgvlXZGFwZFwVJOjvuBJLzxxw2UWt02TSaXr335/sHJAXcPXYQ63rD485Q/tlAiCc9YpZWth2xyKIIjw0Jt2LL62x/CFvJws31rtOLobytES8oDUec9xUytNv7ziEvuExbF5TE7aTONJJT+meAKhSb9+78xA6+l0ZL7asXagKkND7nWLxxFCs2VKCIBIPf05xSr6st+xASlhj+kM3z0dyksv+u79Pyz+Q/Ipe+2jAmwJGsMdGuAd33P22wkzXhq9yY6w8Lw0j44J8YMGXL6hnHNd6zd7T3Ug1m1R+n/s6nkQ0nmc8+Sh6Cfd31nv9ULd3oN9L3xrbdA/b5O3wknsmY6kEdDRshRHtVLgJtcajbSf8aUOte3VfK9l2xyKMTYge15xblIHuQQeqCjJQnmfF3KJMFGWlYl5RJpKSeJ+HmXzda6LocczplP0qrXXDD9v6sHLeFagqyMRfTncHnanE3ediZVTnec7r2g0RHULRLyhIIoxoRbG4nxQCtCc/WtfgOeBM1yDmFmXKGwmtNjtabXac7hxAjjVZXgQPJjpPaxL3633N8mb7QzfPx5zCDMwpyPRIjx2uBepwY8RNeX9wv/9Us0kOkADUUZtSxHnXgEMVqSch6c2a7JlcRkuf09N9R2pppRNkORnSwMZabI5Wm0RKI7GuRaPBOvnjbzQzS7tPrK/1GrXI+tu4U8SNW9Wps1dWFWB2QQZ+9IV5SEtJQqrZpNnHWm125FjN2NFwLcadTs3UbzzPYWVVAXY0LEVHv2sCOq8oizQUwwSbQSWSjrzWOCH97K3fBHLiQHo2czfW4aP2y3hs7xlYklxjoPu4IqGn7Hss2mKtZ1+Ulcr8/ZmuQb+etWY64kxLxPUWyc9jLZ6f6BjE53/tWQoBUAd+KjOhKO/dWzAQqx88trcZz965BNMzvKf8TES0dHltRS54DnjuwNSpz5aeoZCexJF0aLOPggeHT/sdOOsWUL5qXqHftiQ/I3B/22jEoi0lCCI+8XcNThob3NdMmNmBZuejusQz+I01pt//8jHsaFiKkXGnxyI8yz9YWVWA9r5h2Oyj+PSyQ86e5O+mgBHssRHuQeu+Kqa7ygKw0q5/fn6Rbl9Qj6YAbf/FVXa5GT+/bQHOdA3idOcA5ha5sgeyNBzp55kop5qVhPs7672+1H9m31OH9l47rMlJKMhMCfvnuqNnjW32PXWqzWFfgRWb19TgimyLSsPRshVGtVPhJNQaj6Sd8BVc6KsNte5VuVaSY02GY0zA9/5w2EPrDcsr5Cws7gcb9IzPvu41UfSYl5aCHU3t2HD9TMwtytQcH+9/+RjK89JwqnMAd9dVYNeHroyb/u6F6j10HkzpGAquCB+h6Bd8GO9PE47jWjmOO8px3CGO45omf5fLcdybHMc1T/4/R/H6H3Acd5bjuNMcx/2faNyzEkEQ0dIzhAOfXJJTtbKQolgsZtdjljrOvKIstNrs8vsnJgTsOd6JG7fuxxefeA83bt2PPcc7MTEhyBkbNtbPRFGWRTayedZkvNh0Ad2DDrmD3rh1P77+TBN++3YL1i8tQ1GWa7CRovMCQWsSt7qmWPXzGye68MbJLs1nEYtIEyMpI4KRDZdSk4fPX8YHrTb5JMHSimkYHnPKARISjnEBvfZRlfYaf/8RfnzTfJVmJb2JoqfuWRrfWF+JczbtfiHB0taRC/3MDbFWm12lc2U/iabmIqWRWNKi0WGd/FGitJdatp5pF185is1rajzsvXTSZNsdi9BYPxMbVszExvqZ+NW6hXjglaMqJ/tU5wDePNmFPx2+iH956Ri++p/vo3vQwRxHztmG5L6wbvsBdA+OaToAgiDijZNdWLf9IL75Xx9h3faDcWevEwlJl++dswEAlpTn+bQL4bSfgiCi9dIQ3muxYd+pLnzSrbb/7uPEq4cv4ker58Fi5rHrwwvYWF+p0rey5rO3Ewfe4HkOggjc99JRrK4p9kjNd+/OQzh3ye73M4k1W8wao7fdsQhpySYP3/LhW6rxYtMF1fslP0HL52Vdf/OaGpRkpUZ0vI6Gf6DUgiCC6bvo1ZhWMFCrzQ5Aux+IEGNCh5FGa/6VnMRj696zcoAEAOxsuoAHVs+dDB6yoLF+Jn6+pgaiCJ/6cfcRpPncnc+8jw/O9eFLT72He373sTwvy7Emy+3qry1JMgG/XLtQ9iPK8lKxsb4SpqjM5IMn1mwpQRDGQ++anLf3a43RWv6TlCVgdMKJH6yaw/RlTTxQmmvF0NgE8560xvSRcaeHTdTyD95tseHGrfvx19OXPMpLKf0HPRjBHhvhHrRgtcGWN0/jg7Ze1VxMyxeU2kLLN1GecGS9pnFFJf740QU4xgWc7R7Etn1n8du3W/BR+2XmOvK+0104d8m1AROpjTM93y0Qgu3j4SRc3xlwfW+eAx6+pVr39U93DeJfXz2Ot5sv4Y8fX8T/nr2EiQmB+VpvlOZYsX19rcrf1PO99KyxnewcULWhr8CKTbuO4K+nL6lsczRthZHtVDgItcb1Xi+cY7uErwMyrPXbX9y+QF4rKcqyYP3SMpzpHmRqXfoo6WDDrYtL/B6ffektEfRYnpeGH980D7MLMtA7PIbH71iMsrxUAC79/Gj1XOw/0w3HuIC3m3uwde9ZPLl/aj/U371QX2sy/r7OHSPuacUbwfaLaGaSuF4UxUuKn/8ZwF5RFH/Gcdw/T/68ieO4uQD+AcA8AFcA+AvHcbNEUYxKLl89EUPKyKDZBRnYs7EOnQNTKaLeONmlev/P19Sgs38Ed9dVAAB2fXgB9+48hO3ra9HwfJP8uh///TxkWZPR0jMk1zTKz7AwO6h77d1Ao/O8paxV/ixNCuK57lw08TcNc+OKSuxoasemVVVYNa9QMxLSbOLltP5Sm+78oA2/XLsQAyPjsKYk4ULfMF49chHZacnYtOs9D93PLcpAw/IKCKLL2ZCiJFn1GJWwtCVolCWQBrZEq3VIhB73vqAVzewe2X57bQlm5WegqigTvcOjHjpts42gONuimYprbELE9rdb5P7z8C3VyLKY8a3ri5FhMSHDYsaDu0+o+vDzB9uw4YWPsWdjneq6PAesemy/7r6QiHVC45VAo5YD1cDEhIDjHf2TGUimUgQq72ff6S40dw1plq2RInqLG5Zi76luOAXgd++7TtqV5abi8vAYNlw/E47JwNBf72uWaz4Hc+JAGmO0Fmrae+O/X2hlPFi97R25raRsYBmWJDllMOCa/H/l2jJ82u/A/uZLHifhpbZdWVWA7etr0dTWC6cAbHnzNADX/yP1bKNt47R8Zb0a85V+NBFP6AWD1ikCVp3uvuExDIyM477PzUFqchIeeOWYyo7NLcpAR78+33vzmhpsefM0MzBLOS/zN62sIIj4sO0y7nvpqPxZD6yeix3vt2NRaTbKp8WHvSIIgtBLMKf4pPcfvXjZ66lDaRzpGnAgw5KEM11DqiwB9352FjbWV8I+WWLsvs/NgcVswg//dFw1Lnyh5grVPfkzpmv5B01tvV593HgucxBp3NugKMuCdbWluPOZD1Tam56R7LUt9J5wnF2QgV9/cRFGJwSc7x2Ws19JJ2aLsiy4dXEJWm12HL5wGZv3nFQdumjuGsKGFzyz54VzAy0cp5qD7ePhJlwnud3XoBqWV2BWQQaqCjPlUtvua8M8B2zecxLraktV5X5Y9sfb5567ZMfJjgE0dw/ixcl53+Y1NVhZVeDzGnrW2JSZsAF9gRXS7+Ntjh4LhFrjeq4Xin6vXBeQ7OWpzgEUZ6eiZ8jBtI/S+5Ql5t3Xb3++pkYui3Xr4hJs3deMu+sqmFpXBmEo989ofPafy8MTqmxZP/77eSjOtsAxIeDHu09gXW0p+h3jcE42gXLe/dQ7LX6tl+gtCRNo6Zhor1kRvjHS+ZObADw7+e9nAdys+P3vRVEcFUXxHICzAJZE/vZc+IoYco8M+vyv9+NEx6B80rO9b9jj/f+06wiGxpzYtm8q6inHmixPfqTX/fBPx3H8035s3nNaVYPYV+3dYKL9JGdHibvRl372N0qL0IevaDOtIJnVNcWyNrWiNsecAtbVluKpd1pk/a2YUwiTicOPXj2Oe373MR7b24zG+tmapxQ6+h3Yuvcstu07i8ffOiuXefGlBZa2TJOaVSItGgR6ojiWMXL0fKyi7AusU+ySvZT6VY41GeuXlmH72y3Y8LuP8flf78enlx1yBKuExcwjNy2FGbXITpV+BuuWuPreoMMpB0hIf9+6byriuHPAobqu1MeUeOsLidh34pVAo5YD0cDEhICXD19UZCA5gJcPX1SdSmm12XHkQj8zpabynnieQ3VxNuYUZuKpd1pw5OIAnnqnBdbkJDz859N49I0z8hjSZhuR7yuYEwxSenrpfUosZh7W5KSE6Be+Mh5I2cCOfzqIbXcskk/USylPG393iHkSXqK9bxgNzzdh696p9tu064iccUwinM822jZOy1fWqzGt90sBe/6eJiPYpwhY9uShm+dj78lOTMuwyAESwJQd++PHF3X73pLuvS30BhLc0mqzywES0rUe3H0CfzcnnwJlCIJISAL1h4GptZV12w96PXUojRt9w+N440SXhx3e8uYZjIy71vAe29uMaRkWOUBCes2mXUc87smbb+s+91f6shLSZrnyZ/e/09gQOtx9NGlzzF17ySbeZ1t4O+Eo6fLzv96Pbzz3Ib734mHVdRpXVGL/mW6sX1qGp95pwda9Z/Glp97DutpSOYOwVpkDdw2GY40p1Keag+njkSIcJ7mV31taZ/3ei4fBcVCV4FGuDX/Ufhm3X32lhy5Z9oeFUnsb3DKgbdp1BO19wz6v4b7GJmVpA6b0K2XClnDvW972HRzj3rMbEuEh1Br3db1Q9HtpXUDK9iDZy3XbD6C5awg51mTVtdt7PTM/vttiY+7b/evfu7JuS3O9XR9eQOMK9XryxnpX9h8JpY5pfPaPVpvdYx/qh386jvda+9A3PI6xCRFb9zVj06oq1TN3jAsw8cDmNTVyhlo9eFuTCeR17kR7zYrwTbQySYgA3uA4TgTwW1EUtwMoEEWxAwBEUezgOC5/8rXFAA4q3nth8ndRwVfEkK/IIJt9VHVqX4paV6bj2bqvGQ3LK1STH+lvi67Mxu8bPqOKutOKRq+bOQ23LioOKtpPcnaUkXw/vmk+Hn+rWf6cH62eh9+930YGP0z40pS3IJkcazJ6BkeZWU3K89Jw9OJl5mm3Hd9Yqjq57k33WvorzLSgpWdIs9YSS1vVJVkev1NuBCTSSUqjR8/HKqyT1SvnFqJnSB3NLGmetRCyadcRj0w/3jasugYcyLEm49bFJbLtT0s2yYERWhsqpTmpaKyfiVRzkpxeEPC/nh+dQo4fAo1a1qMB5amU/AwLLo+M4f6X1ZuG9798DJX56VhwZY58P94yACnviXV6QBS92/VATzAIgohztiFsrK/E7z9oR+OKStXJmi1rF6IgMyXh+oWWfqTgidfuqcOejXXoHhjFV55+38M3YJ2EZ9m3XR9e8CgDEM5nG20bx/Jn/NGY1vtLc6w+T5MRU/iq8cmyJyVZqSjOTsWBFptm35D+rcf3NvGANdmExvqZ8nt3feg6jcdzCCi4ReuzZhVkUKAMQRAJSaD+MKB9wOSR2xbgbPcgCjMtHq+9u66C+XnS2lyq2YT9zZeY/pAef1iy5e5z/213LPLwD6SsRdL1WT4ujQ2hozwvDZvX1MgbNSaePe8ZHnN6XcfyBftQRTOevXMJLEk8Gnd8LGeqUupsdMKJr1xbhs17TuvKLBKuNaZQ11kPpo/HMnr3G5QaaLPZcWWuNSw28XTXIHrtoz6v4W7X0lOSVNmGnz/YJmfCllDOf6TDS8rMlFJmVQAoy0vFxcsOfPmp92ltNI4Jpt9LNmhk3ImN9TNhMZs8gsYe2zu1niH9rmtg1EP/ygPLyvuAKKJheQUq8zNgMfPo6Hfg+YOuDKkmHqifnY8e+6icnVMKmnjuQBuNzwHgbe3q/pePyW3Z0jOkKqdpMfOYmZ+BX7xxCmYTr9tOaK3JuLeZ3te5E+01K8I30QqS+BtRFD+dDIR4k+O4U15ey1IyM2SQ47gGAA0AUFpaGvxdMvAlam9GvTwvDZ9eduCpd1pUA/+OpnZYFOmrHeMCKvPT8egbp1XXsZh5lOWleQwOrA768C3VKMhMQWlucM6pu7OTajbhwd3H5ZNSogj85u2zuGlhMb75dzPJ4PuJHs0GmobZksTjK9eW4atPazuSw2NO9iRv3IkFk+nOlddk6Z6lv213LMKJjkGvky9vCwSsDTGpPl5TWy8E0VXXftOqqrjVnFFTMUXCzoYbKYJZ+Ryvylc/U6lfaS02mE0cs7QGC+WpbKk/PLB6LnKsybIzx+pfF/tHsHXvWWx/u0XVf/x1yvS+PtSLG0YiHnQLBO5Y+9IAa8HsoZvnM7Xf2e/Agiun7kfKAKTnntz7niCIPrXJ6q++aLXZseGFj+UFJJ4HHr1tAdJSTCjLS5OvH8xiZrgJh2a19CNlA+sdHsWnlx34pGdIM/jSvW1Z9m1jfSUWXpmtSlEZzmcb6EQ1VHjzZ/Tcl7fyEO6nySxmHq831hnSNkfTzk5MCHjtWIcqHSdr8dTdnrT0DOFAiw2CRsCWe7pUX773khm5OPHpgEr7G+srUZyTiuorslAWwLiq9VlVhZmG1EEsES++AZFYkG6DW2jWWls53TWIJ/e3YHZhpryGpnwt6/OktTlBEDEy5oSJ5zz8IWXQhQTLt23pGfKY+7PKLpbmWGE28bh35yF09Duwo6kd29fXwmziDDt/i2XN8jyHz88vkjP9Sptj7looyLTgMzPyAk5Nr6VLESKqS7KxaVUVTnUOyFkulYExD6yei6Is33MyPWVmAiEcgRfR3kyKlmb17DewNPAfX1ocNptYmZ+OxYoDO1oo7ZogiGjvHWEGgCsP0q2sKpDtm3R4qXvQgXGniAdeOSqXmnnwpmr5gJJ0f0ZYGzUasWxrgcD7PcsGua+3AlPrGcpr28cmPPSvNS8szU3DyLiAzXtOygGKHf2uPb4taxeiuiQb7b12OUBI2ue7vbYE9XPyUV2czSyZY8RxO1J402x+OvvAibR2Ja1N1ZRky6+T9ll/+vpJv8c3vQe0Aj3IFe01K8I3UQmSEEXx08n/d3Mc9xJc5TO6OI4rmswiUQSge/LlFwBcqXh7CYBPNa67HcB2AKitrQ1L7iVfovZm1FmpYrbua8Yv1y4Ez3PYsGKmfNqoNNeKB1bP9aiXxOo8UgedtWEZmruH4BREXLg8jK8+/T42raoKOrpS6ewc+OQSmtr60dTWr3rNoiuz8bez8hPWsAeKHs36chRYmmxcUYkkHtjyF890e8oBQu/pYlF0bTA1dw+q6pJLAwHrdLBUs1PrswHtzS/33wmCiDdOdnmcotBTHy9WMWr0fCTsrBGQ+tXpzgHNhRC9G7dOAR5RzA/uPoGG5RXYuvcs8xSQFHEsvf7enYcw+546cBw0M8MAYGZviVT9PyMTL7rVCoocHpvAB6025KWlBOTIs4KyzvcOM7VfmKU+AVJdkuVx8kOvs6+8r64BB6zJJow5BblMVKDak+xnR79DPikAAL9v+Iyqz4ajlmyoCIdmS3OsqtNwylM6FjMPQQA27TqiWV+TdRKeZd8e29uMVzcsw46Gpejod6AoKxXzisK3oRuuusD+3gNrTNB7X6z3G9UP0CJSdtZ9Yak0x4p3W2zMsnC+FkWkbDivHr7oMQ4/sHoutu2bsh++fO8taxeiOCsVdz/b5NEfdm9YhhkBthmr325ZuxAzptGCSrDEi29AJBak2+AWmn0FjEpzrqvypwLifGVs4HkOeWkpTH/ohqoCXd9Ja8zvHHDIqcklou3z+EusazYpiceymdNQkpOKXvuox5i87Y5FEEXgvXM2FGRasKQ8T94I85ZZVYm3dTnJzy3OdpX7dM9y+eDuE3j2ziUoyEzB7MJMZr9gzfWlOUBHvyMo3zIch3uivZkUTZ/W137D7bWemU7/9dXj+Okt1fjBZFkg6X08Bxz45JJX/fmyiZt2HUF1cZZfbcnzHFZWFSjmghZUFWR6rOlK603uh5cEQcTTX1uiK7OxEedE0SKatjYUG/+B9nuWDVKut0pI6xmAKzvJgzdVIyWJ99D/q4cv4oHVc+XMv8q514xpaZhTmIFe+yh2NCzF8JhT9X2lgw1FWRZVZqlxp6AqmROv667+4k2zrqwg7AwzyrWp6yry8HpjHc50DeLoxQF5XAP8txN6D2gFcpDLCGtWhHciHiTBcVwaAF4UxcHJf68E8GMAfwLwVQA/m/z/K5Nv+ROAFziO2wLgCgCVAN6P9H1L+BK1llHnOeBU56AqYhdwddjm7iGMOQU8ub8FG+srYTWb0Pj7j7FpVZXHJpj7ppYyNfbZniF8x83p3bznJPLSkjE9g71x4i9aDlQgJ6MIffhyFFibTONOAQMOdUSkNEif6RqUr1uaY8VDN8+XU6pLm7NnuwfROzyK6ekpHhkhHr6lGotLs1VZStwHiAOfXPLpxPrjRGnVfvbXWY8loh09n+hI/WpuUQbK8tLkOrSBTNC7B9mTutJcKyxm3uMUEM9x+PaOQx5Rzyc7B/C9Fw8znWlfzrYvJ67VZsfmPSdV5aA27zmJOYUZYeljFD0dGJIuZ99Th1NdAxAF4MLlYbTZ7Mi1JuM/3z2nGRzpTQOshYedTRc8JocP3Twf84qyVNdcMbsAM6enY3FpDobHJlCam+ZXKQApO8qpzkHc+cwHyLEm4/baEszKz0BVUSbKcq1o7xv2Syt67Wcgk5tYRQo23PLmaWy4fiYKsyxo7x3G8wfbkJzEYcvahWjvHcbddRV4+3S3x2bAw7dUY9GV2eC4qUXg8rw0Tft2umtQ016FA6O2pfupKn/sHvkBnrDGus1ranC+d1jT75SycigXoCWbYk1OwpnOy/jm8pn4zdtn5XSpi67MBs9DlS5Vy/dWzgffO8cu23HJPoqZyND8Tlq6UPZb6d5qy3JxXUUejZkEQSQs/i40K+1sUZaFecBESusuzblmTEtTrcM8f7BNVfaqLNeqWos73T3ItP8nOwYwIy8NSUk869Zk/BnzjerzxDPKZ75YEFFdnIVe+yiSTTzae0fwp8MXVYeJVlYVaG4IK8d4b7p0X3PoGXKgVKOsgggR5dPSUZqbxuwXrEwlUim9p95pCcq3DMcGdiJsJil9WtX8t9DzMIxyv2FWfobH826zjaAkN1XOyjA93YJztiGsemy/yl++ItvicahC69Cd0ib625Zah9y2vHlaVzANy8bRnMi4hGrjX16D3ViHroFR2McmUJY7lfm01WaHbdLuKoMTvJUmVGYY2LJ2IeYWZWB55TRcvOxAw/NNyLEme6x5rastxY732/HsnUsgQvToh97G34JMC8ryUrGutlS1liJlZDFqxmgj0t43jD8f7cAv1y6EY8KJc5fscumeh26ej0yLGZkW17a29Oy+veOQoe0E+W/GJhqZJAoAvMS5dmGSALwgiuIejuM+ALCT47i7ALQDuB0ARFE8znHcTgAnAEwA+JYois4o3LeMN1F7bFibTegaHMVLH085zcqIXYuZx4QgyFGaj+1txobrZ6LN5kpNtaNhqSrVqwRrENpYXymnE1I6vfvPXsKT+6fStQMIeHMq2hG9iYieCYJWysayvFSsrilGSpJrUP7ZnpN4/K2zKgehd2hUVS/uuQOuQUdajJVSBgMujd730lGfqZ59TfL1OlGSI3Smi73o0GsfBYC43GilvhY93Dcs/r7mCiy8MjvgCbo1OYnZH6alp+DR2xaA44E5BZnyqdCjFy7j9toSCCLkoDqLmVf1A3dnOlhn22Yf9XDkG1dU6qpB6S8UPR0cPM/BxAPttmGPlL7/cE1pQJMsls1OTuIwLT0Fj9y2ACNjE7gqPx0LirM9Fnl5nkP5tHSUT9NXJ5Jlr5X1Vd3Th/74pvl4/K1mtNlGdGuF7KcnShvx6BtnUJRlwb/cWIU7rytDmsXssTC251jHVH3NOfmYV5SFN052YfOek1hdUwwTD1xTlouSnFSmffNmrxKRQOxeouuYZTO0gmYfuW0Be5xNS1E997K8VNyzolIVHPyTW6rxu/da5VKCTgH411eP49k7l3gtq8Xyvf0NbPGlC+X3lbLiWMyukiuR7EsU2KiPktIyfHrhvM/XiazJPUEQfqF3oZllZ7fdsQiv3VOH9l47Pj5/WXXq0GLm8WnfMI5evIzhMaecva+jfyrjGQD8tblblfX1l+sWMu3/2Z4hvNtiw7KZ08h3NQjBjmnKAG/WxrK0juttbu5Nlz1D7Kx/D+4+gftvnOvVz9DqF1qbiCbeM0ucv88rPyM8Qb3xvpnkbf6rNUfgeQ5VRZnM5z0yJqC0xAoA6Bkcle0TMOUvS0Ex7nsD0zOSsaNhKXrtY0yb6M2PZWlDy1+/a1mFKsuj3gAMso/GJpQb/4Ig4vCFfo8MeslJHB7cfcIVwNDUrlqPuCJLuzQhay4niMCXn3KVJe/od2DQMa7aE5E24qdnpKgOeerJDFSel8YsDyMd8qSsKPopzLTgc9VF+M6knfzKtWX4l89XISvVjJFxJ370ynH0DY9h85oafKHmCrITRNBEPEhCFMUWAAsYv7cBqNd4z08A/CTMtxYyVKcid37g4TQrI3alzBG/ebsFgMs4OiamDOneU91yDWKtRTPptY/tbVY5HZLT6xTUqQNPdw0GvDmlN207LaSFlkAmCKU5Vo+FYGWAzr07D+HZO5dgYNSpSicswXGuWlyBDOC+Bic9TpRy4shK/V2Wl4qLlx2ycyN9xsqqAr9PHRuRRIieNyLeNiy0NO/L5o05ncxyGj/441H5tIkUIMFKg7mjqR0Ny6/y6KfKvhiss51s4j3SNm7d14wdDUv9en56oOjp4OkaGGWm9H3ktgUBTbLcbXZZXiq++bczsfH36pJf/JWB2R9fG4GSfm9d7Jk+9IevHJN9G71a8WY/E9VHcbcRHf0OnOoahCh6luZS+qkP3uTKHtLeN4zNe056BFP9fE0Ntt2xSLVR8PAt1Xjkf06rPj/RJ/+sE3zKlN4sEtkP0LIZ0zOSmWNdx+VhfOeGWfjlX86oxtmzPUPYvOek/J7VNcWyXyy9919eOuqxaAuAmeLcF/4uzvgaD6O5kKY8sfXpZYfHYiUFNnry6YXzWPub//X5uh3/97oI3A1BEADbzm544WO83liHv52Vj77hcVXWoB+smgPHhIB12w96bNDc+cwHqjFGeUDpZ38+iR///Tz88E/HPdZeAKAkJzVg35VFovqzweJP0KqeAG+W//z4W2dlXShRjt/edLm0YprHfXcNOLC6phgPvX7CY11h85oan5tAWkGc9XPyUV2c7VVn3p6XIIg4ZxsKuPRiIuNt/uttvjtjWhqzfOIDrxyVN2fvrqtg6o/jpq4/d2OdR9bgbXcswpzCTM1Makq8acNbUI4SX8E0yj44tyhDM4iIiC6hmq8IgqhZQrFheQVW1xRjR1O7x3rEr9YtZM6/pOymvoLGnn23jRmoJOnen3GD5zmYTZzm86BMkfqZcAqqNU9RhCpTqeRjbdp1BPOvyMJV+ekxtXZCfpzxiEYmiYTAl9M874oMPPXVWhy/2I/fvN2iitKUDpdYzDwmA9V1L5pxiv5kMfOYU5iJB3efkP/e3hv85pS3DXs6IWwc2vuGPRaClRp0jAsYHpuAiWOnLhNFV6BEIAO4r0m+HidK2YdYdUBZ0Zn37jyE7etr5d/Huv7iPXreiPi7ga/H5uWlpWBHUzvuWlaB0pxUXOwfwXMHpqLzpetL/3bvsz+/bQE+vTwsT1YllH0xWGd7eMzJ7JPDY6FP3ETR08FjH5tgt9foRECTLGUZj5OdAzBxnFy+S7p2MIEsvvqVpF9p4cb9eyl9G71aYdnPRPZRWDbCxAGixjMvzU3FXcsqsO2tZlxdliMvzrov4v3TriN47Z461SkNnoNXe5VoCIKI5u4h5nNu77VrBkkAiesHaNmMHQ1LmWPdnKIsnOro18yMJgVAaNkYfxdttfB3k8vXeBithTSlrZQCpkI1HhDRQ+RM4HnvKf8B4IqSK3GhvS0Cd0QQ4ceXnV1cmq0aOwZHJ7Btcq1Eeq20QaP8nfsBpTbbCLKsyczTqE4BAfuuLBLZnw0WvXN9vQHeSqQ5i8XMoyiLnWlNGr/9nQ8XZFpg4l06e/5gm1wiUxSB4myLz3bXCuL0FiCh53m12uzY8MLHyLEmy/fEc8DcogzSog98zX+1tMDzHK7Itqg0IB2Ea2rrla+ltcYrXb9rYJQZqLNnY53XTGoS3rSh5b/WluXKv/cVTEN2LnYI1Xyl1WZXaVjCMS5AmNyfYK1HfHvHId26Zd2vVP54R8NSjIw7mZl8/Fkj1squMz3dQtkO/KBfUUKeFUym3N+S1lRiZe2E7JsxoSCJMOHLaZ5TmInSHCucAuS06q8evoh/uKYUzx1o84g8l97va9FM6ksWM48HVs/Fb/56VhWAYU1OCuvmFJ0QNg6+AmksZh6luWlwiqJH5Pd3bpiF1458ipXzCvHQzfNxvndYVWNRzwDubXDS40Qp77+j3yFPBmuKM1FZkKH5/ZROFemP8Bd/Fyz02LzyvDRsWlUlZ0WRMkIUZVlw6+IScBzQMzQKQRCZn32maxCvHr7ocWJA2ReDdba1+mRBZug3Yih6OnjKctOYz7B30kaX5lh1pQNUwvMcrspPx4xpafjrme6Q+gq++pWk39OdA14XdKSfA9VKPPko/kaes2xEdUkWUkwm5jNv7x2RF/6lUw8mnr2I1zOkPnEvCCJN/hW02uxwiiLzOVuTaSrGQstmDI85mdq6riIPE4KArz/T5HEtVgCEezssmaF/0dYX/izO+BoPo7WQprSV/i7eEwZGmMDa377r82U7v/k3EbgZgogMvuxsaW4a5hRmyjavsX6m5gaNcu4GAOkpJtU12y4NwZJk8ihfuKOpHWsWF4fsO8WTPxtp9M719QZ4s9Zjt6xdiHlFmV7Hb2+6ZPn45XlpuGZyg7mj36EqwaVHW4FmJ/P1vKS/K+8JAK67Ks9nKcZEx9f819t8Ny8tRRXAKr1HOmTJOmSm3F+wmHnNQxd6MqlJGtXSxpLyPE1/Xe9GNtm52CFU85WuAQcEkT1X4yczXWutR/iTAZB1v5tWVWkGjfm7Rmzi4bHHsrG+Eibe0xYXZlrgFID3ztkom4AbWalmWQveDlPF4poK2TdjElsqiiG8Oc0P31INDp51DDevqcHCK7OwqDQbqWYTGn//sRzgIL3f16LZ3KIMXHdVHqanW3DONoQz3UPye7esXYiCzJSwbk7RCeHo4T6Z0opeFMUpPcyYloYZ09Iwc3o6FpfmYHhsAuYkHr968zRWzS9SOdUP31KNxaXZKM0NftDW40SxojufeqdFVYeZ9f2cavmR/gi/YNnusrxUpJpNOPDJJQ/HVY/NUzrCPUOjeHJ/i0ftySf3t+CJ9bWa48amVVVYWVWA6uIs5qQy2LTskdyIoejp4JkxzfMZSja6JNuKN052BVVWqzyPHYSh11dwH4+KNOpEKuvnrppXiLlFGSjLS8N9Lx2V7/1Hq+fhN29PLQQGo5V48VECiTzXshGCIDJTtioX0aTXXqM4/SPB0gVN/tV0DThwoW+YuVhSkJkS7dszJN4C9z4zI4851mnZLeWptVcPX8RDN89XlaLbWF8Jx7gTezbWoXMgsqk5fY2H0Sq54m4ry/JSsbqmWN4YfPXwRQpsJAgiJmDZ2c1ralCaYwXgaWdTzUnY/rbn5mNasskjHfcDq+eiKMuCvuExfOeGWXCKIlLNPP7zq9fgo/Y+jIwL2NHUjk2rqkI6z4kXfzYa6A3W1xvgzZqLSetl3sZvrfG/NMeq6eNfW5En++w51mTcXluCWfkZEEXX3EBPQLy/J2x9PS86/BA43ua/vua7WnZty5uucofSIbOG5RVYdGU2TDyPB145io5+h3x9rUMXvtpOmod6C+7wpn+9GiQ7FzuEar5SlGVBZooJD6yeiwd3n5C1/fM1NbCmmPDg7hP451VVQdscf+/XXzvX0e/AcwfUGX+eO9CGRaXZKJ82le2gPC+Nsgl4oSAzBT/6wjz826vHAbD3f9KSTTG5pkL2zZhQkESYYDktD940H332UTzyP6fRNzzmUcdw064jeL2xDkvK83Dukh3fXzkHzd2DzBP83oy6FLE7Y1qaR5QmgLBuTpGTHB1YGybb7ljEdJyLsy1Ys7hYVZ9dEAFBFFGWl4bSHCseWD1PrsMJuIz1fS8dxeuNdSEZrPU4Jb4Wjn1NDCRIf4Q/uOuqLC8V96yo9KhLKzmuem2e0hHesnYhTnUOeKQLu/+Vox6blcrFFgnlqXrWZwTiVEVyIyZamz7xhLdn2NIzFHRUsj+BLO4BEaU57CCNbXcsUgWGul9P8l9Kc9OwoCQbJzsHcKZrEL97vw03LSzGrIIMVBVmyrUlAyFefJRgI8+VNiQpiccXaq5AdXEWugYcGHeKHotokraUi7O+dEGT/ykKMi343fvt+Pp1M+Q03Dzn8tOVtp2YwpsN0hrrtN7jfmqNA5hlOaQ64JGsD6pnPIxG2lClrXz7dDe+uXwm/m33cfm5PnTzfHmDkSAIwsjwPIeVVQXYvr4WTW29cArAljdPw2ziZV9EaWe1smHlWM2485kPVL7Xg7tPYPv6q9HU1odn3m2V1+yWlOeiMMuC7kGHat0lVMSLPxsN9M5xfD1jf8bv8rw0tNrsHsHCrPf78vG/UHMFFpRk4aP2yx6b6uHwrQNZk6PDD/rheQ6luWk42zOkmiMkJ/kOeHHXT2mOFWYTL7dFchKH2rJcmE0c8jMsePbOJapgYCCwvQFJoznWZI9sFe57FsH4r2TnYotg21sQRJzoGMSWvzQjZ7J0VWmuFYVZFiwtz3Ndf1o6BkbG8NNbqvEDRlCRP3M4f+7XXztXkOkKnlRm12Fpl7IJeGfCCfzm/53FXcsqkJ5iwg9Xz8WPFcEzG+srkZ+ZgmnpyTG3pkL2zZhQkESY8IxId2WGaLONyK9xr2PoGBfQNeDAqc5BrxHJys/QMurKwcGanASbfRSAy7iHc3OKnOTowBpc9dST0zqNmmM1hz2qTUu/Su1WFWZgZ8NSfNrvQFFWKuYVZXo9Oe8+MSD9xTfh2Mhg2W73gCGl4+qvzZOu7+4QAa4ao8XZFmafjUTNMn/q4Ab73GOlVpyR0XqGgUQls9pUj6/A0uX29bXMyd5r9+irE6ks+zG3KBPXXZWny1fRo8t48VH0tLHe4BXJhig3B57+2hJmOykDKvT6kNGY/Edyk1sPUsmlzXtOYnVNMUw8UFuWi+sq8hImUMRfAgmm03tq7cAnl7B171mP93cNOKIS1BPMeBgurSttZd2sfDlAApgM6nz5GBaX5tAYThBETNDeN4yG55tUvpOWL6I1lhxssTF9L7OJx80Liz381XDOqUpzrHLQh1S2N9TZKuIVrfYFoCpVWJpj1ZwzuLfbknJtf87XHN5dJ758fJ7nIIiQAySkv4fLt/blj9HhB/9g9flWm10+SCBhMfOqDLosWPqR2qLXPoqLlx2y3dPyZ4MpwaIsicxxQN3MabimPDdu9haMNp+Md5RrBh39DmzdexYWM4/X7qlDUpKrdqKk9ZqSHCy4MtvDhnuztcG0p792Tq92jZ5NINp9oHvQgTbbVAnYTatmMw86vHZPaA7zRpJo2zeCDQVJBIBeQ6F0Wg58ckkVIAFM1c+RsJh5WJNNHhHq/p7gZzniUi3ETauqsGpeYdg2p8hJjg7S4OpeJ/PS0Chqy/M021pr82JHw7VRiWpTajfHmoyvXFumSk3t7th7mxiQ/uKbcAYNuNtuXwsVgWguLy0ZjfUzIYiumpHSqe3ctBSmfTZKlHEkgjWI4PA3KllqU+UG7jVlubi2Is+nr8DSZVNbL7PP9AzprxMJ+LdxqFeX8eKj+Gpjf4JX3G2Ir+euN0BX8o8jPfk3oo2SdVeYEdO6izSBBA/oeY9W/xl3ijh3KbixNpKLSeH2gyRbeaZr0NALeARBJA6B2lh/fRHWWJKWksQcO6zJpoDW1gK14YIgegS9bl5Tg5VVBeRX6MS9fbXaYmVVATMzrz/t5u8cXk/pT5t9NKLjcjBzA2KKcB1QY9lFAPjyU+8HPe9jodRoR78Dj7/l2sy+dVFxSG1QNOftRpxPxjta43TPkANX5XsGM7rrVplNVdoXOdU5gOJs12HLYMrRan2mt9fq0a6RswkYoQ9Yk6f8rqIsC0pyrDjdNQgA+ONHrjV0AEyNGJ14WZeMN/ho30CsIRmKG7fuxxefeA83bt2PPcc7IQga+c8nkYyfEovZVWte+veWtQsx5hQ0HSTp81t6hnDgk0to6Rlifi7LEd+6rxmra4px785DaLXZA/36upAGD2kzJNhOruc7JzoFmRaU5aVi/dIyPPVOC7btO4sn97fg4mWH1+el5YiMO53YsnahrNlIRbW12uzYvOck7lpWgW9P1ojOsSbL96VHv6HWXzCQdsOH1oJDqO2blu3mwMlt6o/mpDFk3faD2LrX1U/XLy1DWV6q1z6m1VfPdA1GVFuReu5E4EhRyXrtt2R319WW4ql3WrB171l84/kmvHasw6euWLoURDD7TDgne/7o0lt/jRWb7auN/Qle6RpwhOQ7a/nHRVlsGxouPRjVRkXKN4kVDUeT8rw0bF5To+o/jSsq8cArR9HWa/c6D/NGoHPEQBAEEUcvXsapzgHcXVeBoiyLLq37ow9Js7MKMiJu0wmCINwJxsZqzee82TF3eznmdKJxRaXH2DHuFDSv4Y1A/RXW+zbtOoLjHf0xO/ZH23fRaov2vmEP383fdvMWoMPC3cdXlv6UdP/pZQfK8lJV7wvHuBztdok3tLQjbQQq0dueWnbRWyBNMAiCCJ4DHr6lOiJrxaGaP/mrZaPOJ+OZQMZpJcqDo9K+yNa9Z7Fu+wG8dqwDm/ecDLo9A5lHedOurzWdaNpgI/SBAccYGldUyntd3//DYXmva/3SMnmdKVbnpEbau4pVQt1HKJOEnwR6mlcrlcrcogxVar5Wm10zkkxvJJeWI85xsXfyxwjRa7FAeV4aHrypWpVGUpowVxdnaba3VuRibloKFpfmRjyqzWYfxbraUlVdu8YVlXj+YBs6+h0xpV/SbniJ1Olklu3eWF+Jb+84JNed9adNtYLYdjQsRXVxtuZ1tPrq0YsD+PaOQxHTltFTwhH+RyV3DTiwuqZYtruAvvEDYOvy1cMX8ZNbqvEvjDqR4SIUuowlm+2rjb0Fr7BOz9+4dX/Q31nLP37tnrqIphJMZBsVSxqOJjzP4Ypsi5weWBQh+5laJ4X1LL5EKuOTVsZA6TtoaT1QfVA6UIIgjEAwNtZfO8ayl0+sr8WOpnbV2LGjqR2r5hcG9H0C9Ve03rf3VLecnjyWxn4j+C7+tIW/7ebvSWF3H59V+nPTriPYvr7Wo5RCKMdlI7RLvOHrgFogfpZ2ZuClIT+h7p71t2F5BWYVZKCqMBMzphn3BHQgWk7k+WS0CHa+IdnaWxeXMNe1lKXupd9He63I25pOtG2wEfpAssmEHU3t+O7KOfinPxz2WEP//9k7+/ioqjv/f+5MMplMnjMhDyZOwpAAARIBo4BL2JZUlrVYFQq0brG12Gz3V0ws25auq3VdrVu6Lq1Rty3Wtkq3FSytVqWsFuyCLWiD8igPCYHExDwxeZ5k8jD3/v6Y3Jt7Z+6dufP89H2/XnkpyZ07597zOd/zPed8z/fUrjKjxJhCY9I4JShtMsBljHm8jQTm4Y3fgbpqvFS7DAfqqrF2YT5KcqRRQ+4iydRGcilF4HFc9O38iYTotWhAo2GQqGW81qY7vYUjqk2n1bg4NA2Hm7B+aZFQvmjRL2k3uPgbaawWse3++ZeqULvKjBePzQTteFunSn3I2KRd1SKF8+6l377fHlJtheq9E/7hjf3OS9dDq4FPvo3cjuzNVSb8+t2r2Fu7XOLvBLMPCYQuo81mu6tjuffx2qkOl7rauaESD7/qeqaxL8/sLkWmnP8bLD3Es42KNg2HE2NKkpB57dm3m4Ujr/LSknzOpObrGNFblIIt1y8tcqt1X/WhNIaN1MlwgiBiE39srLd2TM5ePvTqGWy/dZ7Qdzz/Tgt2rC33eXLeV39F6XN8Qoto6/sjwXfxpi68rTdvM/wBUh9/dMIuq/tELRPUfjkS6iXWUNJOdkqSz36Wkl0cnQh8ZmCxJjoHbWg41IxvvHwKDIOI9gl90XI8jyfDhb/jDd7WKs1raZ1WPyNlrkhpTifcNjgS2kBeehJqV81Bc4/80Y9FmclYalLeaEjENsFoI5RJwkv8OTNIzRlG7iLJuodsyDLosH5pEZhpG7D/RLtLJJdcBF7d6jLsbWyLup0/kRC9Fi34os1IOwdJaRDIMIFx7EN5VjRpN7iEcmcjb7u7hxyDQTHe1qkv7ZTX7aw0HfbWLkf30DhOtQ8Ku0Z9KYev0I7S2KPEmIKbirN98m3c7cgem7RjuTlHcn2wbHAgdBlLNlvufexYW4415XmoKMwQ+nuLdRytljHJZ52fWW2dubNtoTyrOJ5tVCxpONg466TYmIzH7qhA56ANCwrS8Mb91egd8c4vDtW5skr1rNXAp2O71OiDzhsnCCLc+GtjvbFjcvay1TKGwkw9DqiYN1HjO/nqryjN9e053ipcE019fyT4Lt7Uhbf15u98m5Lu89L1Qe2XQ1kvoZyjCyfutOOrn+VOH8tmGwM6z+usiYIMPdYvLcKl7mHh+SKx3nzRcjyPJ8OJP+MN3tYWZiZj95EWlzZRJZrvUlufYtukYRhkGXTC/CsQ3L4q3H1jJLQBU7Zjs3hRVrKsncvPSIYpm9pkvBKMNkJBEl4SCkOh1DEUZOhxz4piPHVo5iiC+poy5KfrXT7PO+LdQzYYdFpM2lmsXZTv10AuHIRqwjEW8FWboZz49KQzpfquLs3B+iWFfuky1OmqSLvBJZgBPko6DUSdBiLd684NlXj9dIfEQQ+VtiItsIrwH42GwQqzETs3VGLH/tNe+zb8jmxP7SKYNtgbXQazfUcK7t4HX6cO/9D90QLe1FkkDKSB+LZRsaThYCPWSZ91HB0DNpe01d7aplC1AaV6rpmf69OxXUr6iNSxIUEQ8Uko/Qx3R5J6mjdRGrt9elEBEhJmdmX66q/IHcdQ99IHYRkXBoJw+C5y/ZvauvCl3vyZbwuXfx2qegl3SvlQotEwWFOeh721y9E5aENBhh4LCzL8es5gBF4oIdZEQYYeW5YXS45JjtR6i4XNhPGGr2MQjYZBRWGGbJu4xWxUFeQoLoOzbaqvKROyCgPB7avCPa6PlDYwODaFXW9dRN3qMom9+Y+7KlBsTMa7Vyw0To1TgtFGGI7jAlG2iKOqqoprbGwMyr15g+2tofB3sulyzwg+/fRRFwG8cX815uT67vhEsmMayWWbJmCFCIRmxRoz6LSYsLMwpiRFRIehpi6DWd8tvSPCues8+kQNDgT4rGieCNZuRGk20nBXbwBU16k7e+9NH6KkW7lzSCNAW8EioA8Vi7oNBP74NocvduN0+yBYDtAyQEVRBlbPy5N8PtQ2WKmsgWjfKok4W+v8/MXGZNy/ugwPvXJW9pm9rTNfNeT8eVqU9Y0A+B0Rp9lQEEjb5Esb8Fb3vtazN5+LYB/WmYjSrEajwaYf/9njdXv/8RZs/slfIva6fV/9G7As6/E6wmciSrfRhLc21le/wh8b6G7strI0J+A2NET2OmiaDXV/E0X9m6Bfi3UcOq0GoxP2kPnHoXpPQRwfRpydDdY79Xf85e6eYtsJzIyVt640y26SCOW4Xi1R1OZpzguBqS9/2gT/2asWK059NIB9je2SoIjaVWY0HGqmvmqGoNlacf9QWZiO+1bNgW1iCsXGFNg5O778ixOR/m6IIOJHG1H8I2WS8AFfIjIDYeB6hpXPe/YnSELpHJf5EeDgREr0WrTA7xK90DWMe3/x14jqMNToLJj1Hep0VaTd6MSTTtXUqSd772+6V9vkzDmkpC0iUPiz22RiihPSGvJ6dybcKQOBwLTvaMb5+VstY3j6cBP21i7H2KTd5Zm9rTN/NBRFEwERC/kdvhFI2+RtG/BF94Hafezuc5E8NiQIIn7xxsb641f4058q9SmNrX0oykoOuA2N9r4/1OWPlv5NSb/LZhtDUrehqpdIGB+GimBpL9AZI9zZTl4Tl7qHo6beot1GxhuBaCe+tgk57fPHWXUOOmzVkusz8VLtsqDriHQ70z8UZOixdlEBvvWbU5KsHvzxJ5HajxPBJRhtROP5EiIQKBn6qxar6nvwqUTEBCLdjjvHNBLgO7jl5hyYZ6XGVafgC4HQWjBQq7Ng1Xew2o87SLvRhyedqqnTQLZBJd3y55CStohwo1bv4bDBzgSifUczSmdsj03aZZ85lHUWqb5LtBHrGg4G4bRNvure13pW+7lIHxsSBEF4wl+/wlc7q9Sn2FkEzYZGe98fyvJHS/8WCX5xKOolEsaHoSIWtMdrYm5eWlTVW7TbyHginO1ETvsNh5uwfmkRAIfGi40pIdNRvOuW7x/WLy0SjtoAHPXy1KGZeuF/F2m2lAg+gW4jFCQRIgJh6PnzxnhnJFDn0cWTYxoPRKrzHW6dBav9ELFFIHQayDZIuiUiHbV6jwQth7sfCjfePn8o6yxSfRci9gmnbYpU3ce7rSQIIvoJl30tMaZg54ZKSZ9St7oMr5/uIBsaAURL/xap/kGgiYTxYaiIJe3FU70RoSWc7URJ+wxDGg8HvJ3RaqBYLzyRaEuJ6IOO2wgRvKF3PrPLm0YcrHQ7vOFxTqdFxj86CYTWgkG4dUbpqgg1BEKngWyDpFsi0lGr90jQcrj7oXDj7fOHss4i1XchYp9w2qZI1X2820qCIKKfcNlXjYbBpxcVIMugQ2NrH+wssLexDTvWlpMNjQCipX+LVP8g0ETC+DBUxJL24qneiNASznaipP3q0hysX1JIGg8xvJ0pzEwWjvbl0SdqwFdFpNpSIvqgIIkQEShDH+jzxvh7koMTO0Sq8x0JOgtG+yFii0DoNNBtkHRLRDLe6D3cWo6Efiic+PL8oaqzSPVdiPggXLYpUnUf77aSIIjoJ5z2NSFBg5WlOSjKSkbPsA0bltLiSqQQLf1bpPoHwSDc48NQEWvai5d6I0JLONuJkvZvKsmOuHYaL2g0DCoKM2TrZUFBGm6ZY4xYW0pEHxQkESICaehZlsNVixXdQzbkpQfGGJCDEzuEy6lQo0vSGREN+KtTX9pgMOw6QYQCf/qccOg+Fvshb95jpD5/tEwcEkQgiQbdc1y4S0AQBOE94bCvcv5YpPlbhO++cCjHLdHgH8QzvmohUsdhYkh7sUu0zDmGq52Q9iMPXrOz0nTYW7scoxN2iXZLciLXlhLRBwVJhJBAGHqW5XDwXJdLBNXahflkuAmBUDsVpEuCkOJNG6T2Q0Q7vvQ5pPvAEEvvMRomDgki0ESi7mPJrhAEEb+E0r6S3YxtwlG/kegfEPHR1kl7sUc86DYQkPYjByXNLpttJM0SQUET7gIQ3nHVYhUMBADYJlls33cSVy3WMJeMiGdIlwThO9R+iHiEdB8Y6D0SBBFoyK5IKTIVQ6PRePzhYiTtBsdoVT1vkak43EUliIiB7GZsQ/VL8JAWiGiEdEtEG6RZItRQJokoo3vIJhgIHtski55hG0W6EWGDdEkQvkPth4hHSPeBgd4jQRCBhuyKlI/bP8KmH//Z43V7//GWEJQmBLBT2PSTv3i8bN9X/yYEhSGI6IDsZmxD9UvwkBaIaIR0S0QbpFki1FAmiSgjL10PfaK02vSJGuSm6cNUIoIgXRKEP1D7IeIR0n1goPdIEESgIbtCqEFtxgmNRoMEnZ6yUxAxDdnN2Ibql+AhLRDRCOmWiDZIs0SooUwSUUaJMQW7Ni12OZOnxJgS7qIRcQzpkiB8h9oPEY+Q7gMDvUeCIAIN2RVCFSozTgCOLBubKTsFEcOQ3YxtqH4JHtICEY2QbologzRLhBoKkogyNBoGaxfmY35dNXqGbchN06PEmAKNhgl30Yg4hnRJEL5D7YeIR0j3gYHeI0EQgYbsChHpFJmK8XH7Rx6vu67oerS3tYagRES8Q3YztqH6JXhIC0Q0Qrolog3SLBFqKEgiCtFoGJhnpdIZPEREQbokCN+h9kPEI6T7wEDvkSCIQEN2hYhkPm7/CJt+/GeP11FmCiKUkN2Mbah+CR7SAhGNkG6JaIM0S4QSjedLCIIgCIIgCIIgCIIgCCI4cIwWGo3G4w/HcWEpX5GpWFX5ikzFYSkfQRAEQRAEQRAE4R2USYIgCIIgCIIgCIIgCIIIH+wUNv3kLx4v2/uPt4SgMK5QBguCIAiCIAiCIIjYgglXFH6wYRimF0AoDqDMAXAtBN/jK5FePiDyy+iufNc4jlsbiC/xUbPhfHf03dH53eHWrK9Eup3wBJXfdwKmWcAv3UZSHUZSWQAqjxzRaGvD/d7C/f2RUIaYsLV+ajbcdRApZQAioxyRXIZI0WwgiIT37A4qn3+IyxfNuo309xwM6JlDo9lYe8+x9jxAdD1TNNtZnkh535FQjngoQ7DnvCLhHfpDNJc/mssORMaaWLS/QzH0LOFFUbMxGyQRKhiGaeQ4rirc5VAi0ssHRH4ZI7l84SwbfXd8fXe4ifZnp/JHP5H0DiKpLACVJ1YI93sL9/dHQhnC/f2RQCS8g0goQ6SUg8oQGiL9Gal8/hHp5VNLrDyHN9Azx+53BpNYex4gNp8pkomU9x0J5aAy+A+VP3xEc9mByCh/JJQhUNCzRC6acBeAIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiFFCQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQcQEFSfjP7nAXwAORXj4g8ssYyeULZ9nou+Pru8NNtD87lT/6iaR3EEllAag8sUK431u4vx8IfxnC/f2RQCS8g0goAxAZ5aAyhIZIf0Yqn39EevnUEivP4Q30zLH7ncEk1p4HiM1nimQi5X1HQjmoDP5D5Q8f0Vx2IDLKHwllCBT0LBEKw3FcuMtAEARBEARBEARBEARBEARBEARBEARBEAQRdCiTBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQcQEFSRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEERdQkARBEARBEARBEARBEARBEARBEARBEARBEHEBBUkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBBEXUJAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBxAQVJEARBEARBEARBEARBEARBEARBEARBEAQRF1CQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQcQEFSRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEERdQkARBEARBEARBEARBEARBEARBEARBEARBEHEBBUkQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBBEXUJAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBxAQVJEARBEARBEARBEARBEARBEARBEARBEAQRF1CQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQcUHMBkmsXbuWA0A/9BPsn4BBmqWfEP0EDNIs/YToJ6CQbuknRD8BgzRLPyH6CRikWfoJ0U/AIM3STwh/Agbpln5C9BMwSLP0E6KfgEGapZ8Q/QQU0i39hOgnYJBm6SdEP4qEJUiCYZifMQzTwzDMWdHvshmGeYthmKbp/2aJ/vYvDMM0MwxzkWGYv1PzHdeuXQtG0QkiaJBmiWiDNEtEI6RbItogzRLRBmmWiDZIs0Q0Qrolog3SLBFtkGaJaIR0S0QbpFki3IQrk8QvAKx1+t23ARziOK4MwKHpf4NhmAUAPgdg4fRn/pthGG3oikoQBEEQBEEQBEEQBEEQBEEQBEEQBEEQRCwQliAJjuOOAOhz+vUdAF6Y/v8XANwp+v1LHMeNcxx3BUAzgJtDUU6CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIGKHhHAXQEQex3GdAMBxXCfDMLnTvy8EcFx0Xfv07wgiKLAsh6sWK7qHbDDoEjBht8OYkoQSYwo0GibcxSPiELEm89L1ghaVfk9EN3y9Wqzj0Gk1GJ2wU/0SRAQwNcXiXOcgOgdtKMhIxsKCdCQkhCspGxGv+NL3k79AhBJPeiM9qifS3lWklYcgiOjHV7tC9oggiGBD6wNEJEJrBES0EkyN+nvvSAqSUELuaTjZCxmmFkAtAJhMpmCWiYhRWJbDwXNd2L7vJGyTLPSJGtStLsPexjbsWFuOtQvzA9rBkGYJT8hpctemxVhTnoc3z3e7/D7QGnWGNBtc+PreefA8NleZ0HC4KaT1G6uQbgl/mZpi8cqpDjz0ylmhTT5+5yLceUNhUAIlSLOEHEo+gbu+wZfP+AJplgA86y1UelRDpGs2kt5VJJYnXol03RKEM+4066tdIXtEBBOyswQQ+vUBfyHdxgeRtkbgD6TZ+CKYvlsg7h1J29+6GYYpAIDp//ZM/74dwPWi64oAfCx3A47jdnMcV8VxXNWsWbOCWlgiNrlqsQoNCgBskywaDjdhXWUhtu87iasWa0C/jzRLeEJOk9v3ncS5zkHZ3wdao86QZoMLX9/rKguFAAkgdPUbq5BuCX851zkoBEgAjjb50Ctnca5zMCjfR5ol5FDyCdz1Db58xhdIswTgWW+h0qMaIl2zkfSuIrE88Uqk65YgnHGnWV/tCtkjIpiQnSWA0K8P+AvpNj6ItDUCfyDNxhfB9N0Cce9ICpL4PYAvTv//FwG8Kvr95xiGSWIYZjaAMgDvhaF8RBzQPWQTGhSPbZIFwzj+2zNsC1PJiHhFSZOdg/K/J41GN3x98zZHDNUvQYQPJZvbNUhtkggdSj6Bu77Bl88QhK940hvpUT2R9q4irTwEQUQ/vtoVskcEQQQbWh8gIhFaIyCilWD6boG4d1iCJBiG+TWAYwDmMQzTzjDMVgDfA3ArwzBNAG6d/jc4jjsHYB+ADwEcBPA1juPs4Sg3EfvkpeuhT5Q2C32iBhzn+G9umj5MJSPiFSVNFmQky/6eNBrdiOub6pcgIgclm5ufQW2SCB1KPoG7vsGXzxCEr3jSG+lRPZH2riKtPARBRD++2hWyRwRBBBtaHyAiEVojIKKVYPpugbh3WIIkOI77PMdxBRzHJXIcV8Rx3PMcx1k4jqvhOK5s+r99ouu/y3HcHI7j5nEc94dwlJmIbFiWQ0vvCI5dvoaW3hGwLOfTfUqMKdi1abFkkbJudRleP92BXZsWo8SYEshiE4SAkoblNLlr02IsLEiX/T1pNDLw1Sbx9f3aqQ7UrS6j+iWICGFhQToev3PR9ABUj7qaUuzcUIlUXYLPPgdBeIuSTyDuG5z7H1OWgfwFImR40qgaDQOBG9tFM2rflTPBene+locgCEIJb+yK2LZxHPDM3UvIHhEEETQCtT5APi0RSNSuERQbk7F7SxW6h2ykuzgnUmxQMMeSgbg3w3Gx2Uiqqqq4xsbGcBeDCAEsy+HguS7h7Bm+IaxdmA+NhvHpflctVnQP2WDQaTFpZ5GdkoQSY4rc/bz/AgVIs/GLJw3zmuwZtiE3TS9oUen3HiDNBhl/bRJfr33WcSRqNRidsCMvXXX9xiIBfWjSLeErU1MsLnQP4ULXMB565ayn9k22lggK7vp+pf5nTXke2vpHPfkLpFkiIHjyT9X8XaUfFfOa9dbXD/S42N/yELLEvG6JmCOomlVjV5Rs24KCNHQNkT0iXCA7SwQEL9cHZD8fap8WIN3GOp7WCPqs4+gYsGHH/tNBGQ+IIFsb4QR7bOhLeYI1llR5b8UvoyAJIqphWQ5nOgZw6EIPWA7Yf6IdnYM26BM1OFBXDfOs1GAXgToEwgWxI61mcbuldwS3NRyVnJ8URA2TZoOMp/r0Vh8EDRiJwOJPG/TCXpOtJTwS6P7AT3+CNBuFxKJPQXbWd0I5pohF7YUI0i0RbYRds2TbCC8Ju2aJyCGcbTocPi1Auo02ImxOwBtiztbGmg8Q4vWmaECxMhNCWQqCCCRy0VB1q8uw53grOgdt6Bm2uW3wsWb4iNDhTju+ROl1D9kkHRYA2CZZjxomIgteF5e6hxXrs8SYElFRnAQRb/gbSU32mggU3mhRrc9K+ow9Au1zRgOkY99R8+4CMQaOVe0RBBGZ+NMveGPzyLYRRGwRqDbtq+9EPi3hCU+ZIH3x10l38nhqx7HoA5AW1KMJdwEIwleuWqyC4QIcjbzhcBPWLy2CPlGD3DS94md5w3dbw1F8/rl3cVvDURw810VnNBEe8aQdOV1u33cSVy1WxXvmpeuFc5N4PGmYiCzEujj78ZBiffqiD4IgAoc/bZBlOUzZObLXREBQq0VvfFbyJ2KLYPic0QDp2Hc8vbtAjYFjVXsEQUQmvvYL3to8sm0EEVsEok374zuRT0t4Qkmjf2mx+Oyvk+5cUdOOY9EHIC2oh4IkiIiFZTm09I7g2OVraOkdcekMlKKhtBpg16bFKDGmKN47Fg0f4R+e9MbjSTvuovSUKDGmYNemxULHxUcrutMwEVmIdbH/RDvqVpfJ1qdafajVI0EQ3iFugwUZenztk6W4r9qM3pFxj+3sqsWKh14949K+d26oJHtNyOLOlqvtD7zxWcmfiC489fXB8DmjAdKxd4h1xHHAM3cvUXx3gRoDx6r2CIKITHztF7y1eYGwbTSOJ4jIIRDzb/74TuTTEp5Q0mhja59qzTnr15RlIN050dZnxYWuIdxXbca21aXIMuhc3mksjm/IBqmHjtsgIhI1KW74aCjnc3Vq5ueiojBTNhWOOB3+fdVm7D/Rjs5Bh7GjdDPxizcplTylKlLSpbsoPY2GwdqF+ZhfV42eYRty03xPfUtHyIQHsS46B23Yc7wVW1eaUVmYjrK8NKEu1OgjFlN8KUGaJUJNbpqjDWYZdNiyvBgNh5tgm2Tx06Mtqo5GarWMCe2bYQCOAwoz9aRbwgVPtlypP5iVqkdL74hgFy3WcdUpEgPlTxDBR01fHwyfMxjPEeh+nHSsHjkdfX9DJf5n6zIM2SZhyk7B7JwU1ZpSSyRojyCI+EGjYbCmPA97a5ejc9CGggw9FhZkeOwXvLV5/tq2eBrHE0SwCYSPGYj5N398J/Jp4w9vdaukUbtUcoqac3dcx4EY1p23R2m93zaA3UdahHdUt7oMe463St5pLI5vyAaphzJJEEHF1yhqNZGaStFQ7gIk+NQ6X/3l+/jp0RZsWV6Mggy98PloNnyEepx12danPjLYU6oiX6P0NBoG5lmpWG7OgXlWqs9nA9MRMqGHZTkYdFrU1ZRi2+pSFGTo0Tlow/PvtKAsL01Sn2r0ES+ZbkizRKhhWQ5XLCOorynDxqoiNBxuQpZBJ2STuNg1hLY+z0cjdQ7a8OzbzXjmcDOef6cF2SlJIXwKIlrwZMuV+oMrlhGJXfx4wIZiY7Lk3ko+q3iygAbAwSMQu0TV9PXB8jkDRTD7cX/94liH1+CfLvXgYtcQsgw6AA4dfWv/aRy+2It/+p/3cbF7WPK5QKVcDbf2CIKIL1iWw5vnu7F593F89ZfvY/Pu43jzfLfH/sZbm2fKMmD3liphXF9sTPbKtsXLOJ4ggo0nH1OtLx6I+Td/fSfyaeMHJd1OTbGKepXT6M4NlXj9dIfk3kqaU9JvW/9ozOrOl6O0HvzdGck7ajjchI1VRZJ3Gknjm0BmpSIbpA7KJEEEDX+iqNVEanobDSXXcTQcbsLWlWY8/04LTezEOPzCgcU6jo8HbNix/7SgyyfuqkCWQSdkFQGUozT5TtNZ17x2whWlp+QYza+rpuwoQUTOztWtLsPexjbsWFvuYlM86YPXaSB2+UU6pFki1Fy1WLHtVx8gy6DDAzVlLtkk9IkaXJ+dgt6RcRhTklxstyf7TxBiPPmycv2BhgHWPnUUtkkWBRl6rF9ahMu9I/je+kp8+7en0WoZU9Qd7V4MDYF6z2rGOpHqc/JQPx4elHzPPcdb0Tno0BXDOOpj58HzKMzUY3TCjrx0vZB+199+LNzaIwgivvC1v5HrR5+5ewk4Djh2+Zpk9ykfiCG+dueGSqwpz1Nt2wKVrYcg4h13bb7EmKK4c76tf9RlZ7knf8VTu6U5AEItcrrdefA8Ju2sZA1i16bFWFCQhs5Bh1adsz6YsgxI1GpUaS4e+x1vfQKldzR3Ouszjy/jm2BkVaR5nfBAQRJEwOENxFWLVdjZwk/YqJ0449Nhy6UgFsNHQ6kx/EpGsbIwHQemHS0yNtGDt6mV+A6GD4oRd6YP/u4MaleZ0XCoWfiMUpSmmk7TG10Ginh0jIKFN9pSCr7aW7tcMauNkj54nV7sGoq5FF9ykGaJUCBuzxqGEXySjwbGhGwS4vb70CtnJMGT4oEILQoR3qAmXaO4P2BZDn+92of7qs1ITtQgVZeA/zh4AbZJFruPtGDnhkoUZuqRLRPAA9CCdai4ck3+Pc+7vxpzcgN7XEGwfM5ATeZQPx4e3AX+P/t2M4qNyZibl4btt85FWW4q6l76QBJgFaj0u+EY7xAEEZ/42t8496P56Xp82DmMTz991GXhQc627th/GhWFGW6/Q9ynGnQJKDYmo9UyJvw9FsfxBBFs3LV5AEJb5YPKL3QNIcuQ6BJUzo/l3fkrnnxymgMg1CKn23WVhUKABDAzdqxdZcbLje3YWFWEublpKC9Ix80lRkFXajUXi0dEeCJQR2mV56e7vFNvxje+BDOoGYfTvE54oCAJIqCo2dnSPeRwatwZBK0GqK8pw1OHZnZ31teUYWxyCizL+eSMKBlFPh0+ET2464gAuHQ44g6G31klho8g5PXhKTJYbacZjIhCJeLRMQoGnpwc5zpVcs7GJu0e69r5XhrGMdjLMuhQt7pMsrs9FiPVSbNEsJFrz99ZtwAvvdeG/Sfasf3WubLtl+8n5AYitChEqMWbXUdyWn143QI88KkyvPAXhw+9Y/9pHHAzMKYF6+DC99kXu4dk33Nbn9WrIAm1+gikzWFZDm19VrzfNiCkHPVnZwr14zOE0udXausMAxQbk/HVVaX41m9OyY7Ft+87KdiRUNiFUL4XgiCiEzV2wp/+RtyPtvSOKC48+OJHyflvj9+5CE8fbhIWapUyVxAEoQzf5rMMOqxfWgSGAbQMkJ+uF9YWCjL0kqyQu4+0uPg8fOYJdzZGjU9OcwCEGuT6Kq1Gfg3CoNO6ZDWVG5NxHk5ZiMdMJ976BErvaHaOd+9IaQ5fbTCD2qAKmtdRR6DHmRQkQXgkELuq+Z0t+kQNJu0cbmtwjdwW37Nz0IYXj7Vi60ozGMbRKbx4rBVjk3a09Y35NJEXjx1HNOJPVN28+6txsXvYpY5npelcOk+5CMJA7KoSP0co0yORvgOD2rR+WQYdNlYVoTw/HfU1pdjX2C4c16JmwkZOH+JjX/Ycn7F/1aU5uKkkO+YmU0izRLDh27N4cqV7yIb6T5XhoVfOwTIyLtsf8ANRPrCTBiKEL3iz66itz4oLXUO4r9oMANh/oh2Pvf4haleZsWV5sTDZ525grDYLG+E94j77vmqz7Hs26FyH1e582lDvSuOf4ULXEHYfaVE9meMO6scdBMrnVzvmVpoYrC7Nwd/MMeLeX/xVcSweygk2ShVLEIQn1NqJQPU37hYefAnEEM8d8Dva2/pGsWvjYnDgkJOapJi5guwgQczg7AOZsgx45u4laOoekWyenJefjnnTG9zWL3XNCuns83QP2XChy3WOmLJFEsHAlGXA7i1VaGztA8sBr53qwLLZ2bJ9iynLgO0vn/I49+yp74hH/XrrE6h9R+7GYp7m8HncjbXUZoigjQieCcY4k4IkCLd4Kzp3O1v4M/0efvWMKoPQPzqBZ9+WHn9gZ+HzRF48dhzRhr9RdW198h3O3trlQgez/0S77C792TkpQnRwIAh1eiTSd2BQk9Yvy6BzifitrynDi8da0T86oWrCRk4f4mNfOgdtQmDZ+iWFMVmPpFki2HQP2WTb68PrFuCZzy+BMVUHkzFFNvsVwC98asP8FEQ0o2bXEctyeL9tQFi4FuuQ5SBM9j3/TovbgbFSFjatJhhPFl+I+2w5P7K+pgx56UmSz6jxaUO5K41/hvuqzQHbmUL9uINA+PzejLmVJgZvKsnGu1csimNxILQTbJQqliAIT6i1E4Hqb9wtPPgSiMHPHcjtaN+1aTFyUpPIDhKEB5R8oPL8NGz71Qcu7edgfTV2bVqMC13y2d3EPo9Bp3UJHqVskUQwYFkOb57vlujYcVxmsuwYfXTS7nHuWW3fEW/69cUn8PSOPI3FPM3h87gba6nNEEEbETwTjHEmBUkQbvFWdHnpehQbk7GuslBwTF471YFVZTnYsKQQfdYJ3H5DIQDHLjk+TVarxQpTlgFt/aPoHnIYuGfuXiI4ROIJY9ski0vdwwDg9cAo3jqOaMPTLv4r16xo7bMiNSlBcRefeMcw4NDZ6IRd6GA6B23Y29iG3VuqkKhlgpbyUDxgFpenzzoeNP2RvmfwNe2Su4kTvk7lItafOtSE5+6pQro+EQsLXM81c4ZfvHXWalluGuprSvH2hR58Yn4u5uamgePg8zFD3hCOlMikWcIfPGk2L12PjVWu7fWx1z/ET++pQp91AjmpiWj43GIkJ2qRqNXgyTcvoHPQJvgdk3ZW6esJQjVTUyzOdQ6ic9CGgoxkZBoS8PGAQ7ccB+HoA2BmF1TtKjPsrOPfxdnJeObuJZKBsVj/BRl6dA+Ng2GA//zsDbhyzYrxKRYvHmvFElMmSnLiz8Z62gniTX8nntAQZ3syZSejY2AMZXmpMGVLJy2UfNrC2uUYnbDLfm8w+2GLdRxbV5qF3XeedqaoLQv1454nvPw9e1YuTbTSxKBSRpm5eWmoqynFTcXZMGUZ/H5mNc/kT6pYOqaDIOIDb+yEu/5Grc0QLzzwmSEXXZeB4bFJvHvFggUFaXh920p0DY3BkJiAsSk7/nSxB8XGFGFTjRh+7kBufmD7vpN44d6bAxaYSBCxypVr8j7Qi1++Gf9991JYJ+xI1DL477ebcbpjCF1DNqxdmI/CzGRJdjRgJiskv6g4YWepDRJBhT/OsGdo3EXHO/afxs+/dBMykxNQX1MG64RdyJT+r58uV8wCedViJd16wJcxqJKvwLIcznQMuB27axhGNmsEP4e/r7Hd46ZJ8TiNXyvSaoDkxATJnD9tRPBMMI4koSCJGCVQEwveTvoUZSTj/tVleOiVs0JwwyPrFuL7B8/jczcXS87m44Me+kcn8MFHA7BYJyR/37VpMX7z1RV488Nu2FkIqYb1iRqc6RjCA3tPUqq6GMNZb3yn8WHnELqHbPivNy+gsXUQxcZkPPqZhXjk9+cEnT1+5yIUZCbhnhXFLhGaBRl6LJttlHQw4qAcwPuAG0/wAUObq0yS3YZlualYGoIF73jAnYPja9oluYhN/hzRsUk7vr12HnLSkmTt4rtX+vDToy2qvqsgQy+r1fb+UbxysgNf+2QZvvPqWa/L7yuUEpmINpw1W2xMxmN3VEiC30qMKSjNTZVtr8en26s4C8z2W+fi88uK8akF4xi22bG3sQ1rF+WH6QkJX4m0xbWpKRavnOqQ+sa3L8SbZzuxYo4R12enyGrUlGXAf711CfpEDdoHxpCqTxT+LtZ/lkHn0p/UrS7Dr993DNTjMS2juz4NgNf9nXMAZeegDc+/04IX7r0ZN5Vke7VAfLTpGp5885LL9/rSD6vVOsty+HjAUeYsg85lN5PzZI5cWXZuqMR1mXoYU5LC3qYiDbE+nCe8pqZYl11l3mTJc5cm2jwrVQigePeKBQUZelyxjLjU7+N3LsJ/vXlBMsaW05U3elKjVV9TxZJPShDxQyBSSntjM/iFhwX11Xi/bQC/evcq8tL1+O6BD7GushBaDVBVnIWeYRt6hydc+kqlY0BaekdkbfjoxBSlzCYIN7Ash/Od8hkh2vpGJeOnf7t9IXQn2sDAsau7PC8Nj9+5SLim2JiMf/vMIkxO2bG3dgUWFqSjrX/UZ18kksaTRGTCshwOX+xGU/cIxhQyQxxrsSA5UYvUpAS8eGxmXavEaMATd1XgqUOXRP1PNvpGx3FteNynY50D/WyR1Ab8LY+Sr7CmPA9vnu9WzExz6EIPGg41SzJIi+vkQtcwnn+nBU/cVYGlpkyYspXHT/w47dD5Lnx55Rxc6BoCywF1L72PHWvLw5Zxki9fJNW3J4JxJAklYI1B+IZ/W8NRfP65d3Fbw1EcPNcFluW8vhcvOjG86KamWLzTfA2vnOzAny9bcO8v3sMfPuzC004R1I++fg7LzLPw0Ctnsa6yUPh9w+EmbKwqwiPrFuJPF3pc/r5930kkJyZgfn46nn+nRbKz87fvtwvXXLVY/XxjRKRg0CUIeuNTFj7/Tgu2/eoD3PuLv+KzN5rwyLpy3H5DIfqtE3jqc0uwbXUptq404+nDTegfmRQGssDMDn87O9PBLDfnoMSYgjfPdwekjShRYkzBY3dUuOwo2LH/NGk2ALizc0q78dS8d37i5EBdNV6qXYaD9dWYmOLw6aeP4su/aMQPDzUhJSlB1i5ynPrvsrOQ1ao+QYN/XjMf7f2juK/ajIIMfUhsnT/vjCDCgfMZwJurTKjd0yixBwBQnp8u2171CRpkGXQYm7TjgZoy3Fdtxv+824pWyyiGbXY8/04Ldqwtp5R2UUYgfeBAledk+wDa+qQ2/dHXzqH2b+fAzgEXuoZkNdo1ZEP/6ATqVpfh5cZ2iU0W63/90iKX/oT3seM1LaO7Ps2X/o5fBOHrSXy8gXlWquxis9in5dEnamCelSrbt3tbLm+0ftVixY79p2GbZNE5aMOLx1pRu8qMH/3DUrxxf7XLoo9cWXbsP40/XbwW9jYVifD6KDYmC2OXhkPN2Lz7GN4424mdB897rFd+Z5EYPk20ki6cNfDbDzqw7Vcf4MVjjkwn21aXonaVGX0j42i1jLn9fm/1pEarSu3GlyPpyCcliNjEVzshxlubodEwYDngqUOX8OWVc7D7yGVsrjIJtrt2zwmMT3F46a9twj2zDDpc6BrCny71oKV3RLCNGg2DNeV5qCjMkLXhpmz/n48gYpmrFiuaeoYVxutayfjp3147h/qaeXhg70nc1nAUf/iwCy+95/B5vv3381C7ag7+6ZcnULvnfWzefQxvnu+GKcvgdRuMtPEkETmwLIeW3hEcu3wNLb0jaOuz4nT7IJ461AR2OoOJGP7Y+KcONaF3ZBzrlxYJGlxQkIHPVF6H7bfOE/U/jWi82o8f/LEJPznSgntWFKMgQx/yviPS2kAgyqPkK5zrHMT2fSfd1h9//VOHHHMs/N/E65MP/u4MWA6KgQVXLVY89vqHSNQy2LJiNi52DeHlxnb89GgLNleZsPPg+bCNdSKtvtUQCP/RGQqSiEH8nVgQG32OA565e4mL6ExZBrxxthO1exrRcKhZaNS73rooBDrw2CYdZ4Lx/xX/vjAjGT8+0ozqubmyf+8dsQkLlj/+wlJsXWkWMkrw1/DnNRGRj7ND4WxwJ+x21K0uU0xZ+G+vnUP/2CSeOdyMHx5qwrWRcew/0Y5n325Gq2UMnQq7sHpHpBoJxeSbRsMgUcsoZmIh/MNdHbrLgKOEWJtXLVaUGFOw3JwDlnM9C+57fziPh9ctkNhF3jlS810A0DPsWsYsgw66RC2+9ZtTgl3dsrxYGBQGUze+vDOCCCdizSqluD3TMQBdAoP6mjJJe62vKUO6PgFblhdj95EW7PjtGcGPMei0qCxMx4E614VDIvKJpMU1Ppj4SFMvWM5x/JzYpo9N2PHUoSbsa2wXfB/AodEn7qpAgpaR+L1imyzWP+9ji7FNslhyfWbcathdn+ZLf8cvguytXY4ff2Ep9tauwJryPLe77Oteet+lXutWl2HnwfNYv7TI5Xu9LZc3Wne+d+egDQ2HmpFpSMScXNcgD6Wy8FqjBWspfIBtw+eWyAZHy42NxfUq3lnkPOZ2lybaWQPsdLBu56ANz77djGcON6PhUDOGxu2Sz2cZdOgdHpeMx/zRk9wzid8LH3istl8ln5Qg4gdf7YQYX2xG95AN6yoLcaFrCOsqC2WP5uNtN795Z/eRFnz5F40uiwdt/aP4zu/PuvT5OzdUYnZOit/P54ynOTWCCCTB1lv3kE12LFRfU4bvHjjvMifWNWQTxkU79p/GMvMsPPt2M4Ztdjz2+ocufkxb/6jXbTCSxpNEYPFHz3ILye+3DcCg08I2yWL/CVcdixfRWQ4u80xt/aNCIDswsxC/fmmR8P8P3laOF+69OaTj+khrA4FY5+wdHsd91Y4g8oIMvXAf3p64qz8efo7Fl/VJi3Ucm6tMePLNS6h/6SR+csRh27IMOjQcbsK6ysKwjXUirb7VEAj/0Rk6biMG8ff8T7n0Mwfrq9E1NHMOjnhHEn//hsNN2LrSDK1T6I34TDCOk/6+rX8MrZYxMIz833PT9EIGAAB4YO9JybNRqrroQU0aRGNKEvY2tmHrSjPKFFKk8z4MP3jdutKMZ992pD4qyEhWlW4nGGcXyRGM9D+EA3d16O17d6dNue9ptYxh2DYpOY9c7BypqWO5Mm6sKnIZ2PF29fl3WoKqG9IqEW2INau0SHzoQg9KjCn4w5lObF1pBsNAOAPywdvK8cQfTrm0tyc/ewPK8tLorMcoJVT9uydYlsMbZzsFX5kfZO9tbMP6pUV4/p0WWCfswsB8z/FWQaPVpTnIS0/C2qeOKtpkZ5stZ7+LIzxFYjDx1Kd529+xLKfqyARAOsnA16tWA5TmpuE/DpxH56BNCAp3V6eeyuWN1pXunZcuf2+l6zmRD05n4krRaBiMTsin2ZUbG4vr9arFim2/+gBZBp1gBzQMsKAgTdjVJKcLOQ3IXSuWKH/c2xd//p5Ey7PSdH7rSU6rvqSKJZ+UIOILf1NK+2Iz8tL10GocwWVajfw4grfdSsHY8+uqYZ6Viu4hG1otYxJfjuOAwky94CMEKmU2HUdEhJJQ6C0vXY/+0Qmh/ZiyktExOCZJaS+eE0tK1AqfFbdTpfkA3o/xpg1GyniSCCz+6lluIfnB353Bk5+9AfpEjTCm/8mWG3Gitd/l2HgNA5d5JneB6fz/N/UMY+F16SG18ZHWBgK9zlm3ugx7jjuO3OXXkcRzMloNsKpsFv755ZOCHQJm5lgA79cndVqNiy/B27Zn326GVoOwjXUirb7VEugjSSiTRAzi7ogMT1y1WLHz4HkhRed91WbsPHgeLAcsN+cIwlOKwOLPUHKOvHr9dAcev3MRXj/dIfn9b99vFzoL5787p0kJRioVwj2BjBpWE5lWYkzBw+sWQKsBsgyJikca8PDOA6+FhQXpqjTiTxvxBtJs8HBXhyXGFDxz9xLU1ZRi2+pS1NeU4pm7lyi+d3fazEvXo9iYjK990nGvbatLUWxMxrDNjmffbsZ//6kZc2alon90QiiDmjqW04Yp26A4QeOLbrxpv6RVIhQEsk+R06wYPjXeg787g0/MzxV21T77djP6RycwOj4F26TjqA6+fd9XbUaSToMSY0rc79KK1ucPRP8eiGfng4mzDDp87ZMObY1P2fG5m0zQaoBHP7MQ10ZsQln5nd8/PdqCWWlJHtMzi/W//0S77A70eLbf7vo0ub89c/cScBwU69yTD+ucjYq/jq/XhkPNuNQ9LEySpei0qKspxZOfvQEc5/i8t/2wN1r39t5y14t30tCCtTxKdeI8NnZ+9/zElHMGiK4hm9u647+vsjAdDZ9fAlO2Ac/dU4Wq4gzJtZVFM2ngN1a5Hs+zfd9J6LSaoOnJW6LZJ43WvpMgohlfbEaJMQW3mI1I0Wmx5PpMWftXcV0G6mpKYcpKFmwmP264r9qM3pFxsCwn2GKxDX/+nRZkpyQF/FmjcbcnEX3wfdlfr/YFXW98++0fncCzbzdjcGwCdhbYcGORsN7Az4k9+pmF+OmRy8Jni43JWGE2oq6mFPPy0lBsTJbc21d/NVTzxURo8dd+8v663PwRPxbvHLTh6UOXcH2WQXJsfH1NGSqLMmTXJuTmm/l1D34cEQgf2BsfNZLagLtjLPnyuHs2uXoXH00qXkfqHLTh+XdaMD8/HYuLMvHwugWy6wq++B1KwfT8mlag6tkXIqm+wwllkohB+MbqHB2nprHx6V/46CZ+UsxiHQfg6BSm7BweevUMWi1j0Cdq8PVPzcUv/nIV/aMTuHl2NgozkvHf/7AUKboEpCRpYZu0Y+2ifJiyDFhyfRbOdw3hUvewELX1xF0VWGrKRFGmAUtNWegZnslYIY6U41OpzK+rVryGCBxy0XbP3L0Es42pwm59b96/UmRa6/TxCHnpepiyDJiY4vDqyQ4YDTrU15QJE3n6RA223zoXP//zVeHz+kQNqktzsH5JoVAWNRrh28jOg+exrrIQWg1wU3E2TFkGv9+bGNJs8JCzc0/cVQEN49DuxBSH3UdaJDZQCXdRk1WmbNy/ugwPvXJWuNcjty/Em2c7UVdTirm5aSjPT3PJtuOpjsWpuzsHbSjISEaCVn4HYM38XFQUZnqlG2+jpEmrRLAJ9E4UsWb7rOMoy0112bW/53grbJMs5uWlob6mFPsa29E/OoGdGyqRk6pDsTHZxef5j7sqcKq9H219Y5L7xdMurWjepeaPDwz4/ux8unren+kesiHLoMOW5cUSfT28bgFWmI3ITk3EmfYhFz+H78cAuPQRCwtmdpA42+z8dD3WLMhH7wjZb8Bzn+b87j7sHMannz6qWOfu/IQSY4pEM/U1pbJ9OZ9V74ebF8POcrjYPYwL3cNo6hlGRVEGVs/Lw9qF+VhQX43uoXFYJ6ZQnD2jW2eN8Wcsq9G6t328+PruIRsm7RwefvWMMNEXLQvWoUbJ/txiNuKAm3fPT0xlGXRYv7QIDANoGSA/Xa9Yd4Bjp/KPv7AU3UPj+NZvTgnf+dgdi/DQp1OQnqwTruW/f0xhgm50wh40PXlLtPqk0dx3EkQ0IzeuFvtMSlisk3jqUBOyZOadvr+hEpN2FruPtOCBT5WhrqYUBp0WafpEIfPjT4+2YNemxVhTnueX78nj3M/L2b1o3e1JRA/ivuy+anNQ9CbWukGXgFlpOuytXQGOY3Hl2hh2/dE1E9+qslmwTkziUs8IAEeAxP2ry3DvL/4q8X+eebtJWKvgjwpv6R1x266c8Xc8SUQm/tpPPqBBbv6oojAdL375ZkxM2VGQYcD1mclYUJCGvtFJjIxPoTAjGQtk+iVTlkF2vvnX77ZCn+g4tukWs9GreQg5jXvro0ZKG+DLvfPgedStLpO8d748np5Nqd6XXJ+Jv52b63as5W5dYV5emmPtMykBedObXNzVk1LWKw2DgNWzr0RKfYcbhuNiM7q9qqqKa2xsDHcxwgbfeLydWDj1UT827z7u0mh//qWbJM7Hw+sWYNg2iRf+4gh0qK8pAwAsLc7EF3/2V7dG19eyRSgBK3ikabaldwS3NcykeubTs4oHj+7q19lwO98PcGirdpUZDYeaBQdg11sXsa6yEM+/0yKZLNQwwN+UGj3qSy1TU6xLKuw4mciKGc2yLIcr16xC4NXL0wugu7dUoXZPo4vWDkynxHRGSZsH6qoBAPf+4j2sqywUUp4dv9yLu5eV4MHfnfFZO86OXLExGY/dUYFh2yQudQ8Li7m+atLdM0XhBEpAG2S4dRuvBFuTU1MsTrYP4EhTL+ws8Nv324UFvR9sWoyP+qzIz0hGSU4KFuSnAwDeuXwNX/3lCZcyff+zNwgLTn6UNWptbbTbD3/8TF+eXW5g/tyWKvy1tU8YVIvv9fq2lcKAPSUpAXY7i/aBMTT1jAj92DN3L8HEFBewxTaVg+qo1aw/uKtz/ojB3uFx4XgC52sAePSXd26oRGGm3rGrlOPwvx92S/5eX1OGv1+UD1N2iuwkz5ryPNnjPtaU56GtfzToY6oIHrtFnGZ9eVcsy+HwxW40dY94HGfx1/M6Ueqv9tYuxw3XZ0k+02qx4qplFP/0P679nljvEVjPUYEX/UfE6ZYgPBDRmvUlQElurmtjVRGWXJ/pOK6MAdY+dRRZBh2+dEsJfvDHS0K6f3EbLzYmo+FzSzA6YYdBl4BJux05qUmws/BqY5HaZ4h2Hz2ERLRmIxmxxratLsVPj7qOZfzRm1Lq+72NbXjsjgrZebzdW6qwsjQHAAQ/JTlRi827j7sEmN66IA8j41PITXMEFKs9Lk+unCH2iWjOK8go2c8X7r0Zs9KSPNYxy3J4p/marEb5/oHXFwBVm06vWqx+lylYfYfKNhBUWysud0GGHuuXFkGrAWrm5aKiyLGR8Oq1Efz2gw7haPb9JxzzKfzY5s/N1/AVL9YH5L5b/Lk37q/Gxe5hnzbVONcVv2ncU4BFKAKxI3i8H2gUH4oyScQoSueyeJokVUr/cqK1X5Ka5rHXP0TtKjO2LC/GnuOtMGUb8Pgb5zE2aZdcJz6rz1PZiPCgpAnnaLv1S+XTs4rr153hlotMq68pw4vHWoX77dh/WjjH0TY5k3aWZ26e9zv2lWjrHxUCJJSeh4hsNBoGDAN842Xp5HBja59XEcLuoiZPtPVJIoX5YIbG1j7cV23G/hOOhVhvtSNO+VWQocfmKpPgbHvjLClBu0yISIPfWc9PYgCOAUwgNMmyHN48342dB8+jdtUcYYcXP+nyvYPnccfiQtS9dFLSLyUlaGTbydjEVFy3n1Daj2BExPvjZ/ry7HIpHB969Qz+ec082Xtd6B4W+i1xgGirZUy47nT7oCTAwh8fhXY3u0euzrMMOvQOj+PDj4fQ1DOMty/0uOwy5f2Ed69YJJ/vHLThxWOteOHem8GBk/irjsm1Xhd/+qlDTVhqygLLQTYN7N7a5bK/5yd3gm2XaOymHl/elUbDYLYxFdt+9YGqNi+2OWPj8v1V16ANN1zv+DdvAy50DeHVkx3CYgSfTe9GUxZMWQaqZz8h35sgwoNSCnV3PpNze+0ctKHhUDNeql0G86xUHLt8DbZJFuuXFuEHf7wE26QjJbZ4LJOcqEGqLkHYZMb7BgNjk4I9V+tzqX0G2u1JBBtx29h/ot1l9/bjdy7yKQMvP+a7arHiYtcQsgw6dA46vqvhcBO2rjQrzuMlahmh/fB+yrHL12Sz9hUbU3Dn4kJho563toGHfKLYQ2lN4oG9J1VtUNNoGCRqGVmN8msYvL4A6Zguy6DDx/1jON0+CJZzBPRUFGUgIzlR9n4cOFXaU9t3+OKjRkIbEJdbvD60qDADqdccC/rjUyxePdkhZJDhM8r2DNsAAA+9esbFju3cUOmx31R6Z2193vscgH+Z8nzxc7wlEuo73ERckATDMPUAvgJHZMdzHMf9kGGYbAB7AZQAuApgE8dx/WErZJSiZpJUKf1LsTEFBRl6dA46jIxtkgXLAQ2Hm1C7yoxUfQL6Rx1nh4mhiYHIxp0mnLXAd/pixPXLshzOdAzgQteQ4uKxuENgwOCBvScFTfH302oAlpM/duBS9zAWFKRjuTnH72eniazYQK4elfSjdJ6WO2dFp9UIzpRcMIM4q4432hGXe/3SIuE7AIcOH/zdGRyoq/Z5AUvJlsfbmWJE5CC3u7q+pgz56b5p0jlN586D59FqGcOwbVIItuM4YM/xVnQO2oTIcvGAQqmd8Gcexmv7CZX9iMTFe1+eXa4farWMoUDhXpe6hyX2ng8Q5Qf9BRl6lOWm4b5qMwAI/pSvPkooBtXRjHOd87aKzxzBT7b84UwnaleZhV2mvJ8gp5n+0QnMSkuSXdzuGpT3P0cnptA9xEnKwS/EDNmmhMlk8WfIZ40deobVj0vENseQJN9f5WfoXRYkDDotWi1jOHi20yWgMNy2NxYg35sgwoMv8zqe2iv/9zS9VhhXVBRmIF2fgF1vXZKMZcSLvdv3nUTtKrPXPpfaZ4jW44iI6EHcNjoHbdhzvBW1q8wozEhGW/8Ynj7sCOyV07NS8LtS9gh+nM4vMivN4+XJzBfkpTuyv8jNoy2+PhPmWak050tIENvPVosVH3w0gBePtU4f06THha4h6BM1KBGN85xR6js40VxTz7ANHCddP7lnRTGsE3bJ0Q31NWWoLsvxy3dUq/Fo9VHlyl1sTEbv8Djqfv2BrD3h1ylz0xxHoLZaxrDneKtkjrAwUy/YJqUNO+7mCn21K74GIpAtCw0af2/AMIyWYZjrGIYx8T9+3GsRHAESNwO4AcA6hmHKAHwbwCGO48oAHJr+N+ElSpOkVy1W4Ro+sk6f6JAGb2yefPMCtiwvRkGGXvg9b/RNWQYMTp/x/frpDsl3RoPRjWfcacJZC1oGwv/z8PXLO72bdx9Hw6Fm/PRoi6AX3nADMx3CcnMOZqUloX90wuV+VcXZeO1UBx5et8BFhy83tgv38he+w5N7HiJ6kKvH1051YOeGSol+PO2wEGvTPCtVcIzE2XXkghkee/1DjE7Ycc+KYq8We8XldheA5Ctytpx2mRDhxM5Cdve0c3ClGvg+57aGo/j8c+9i8+5j2FxlQkGGHiPjdjz/TgueOdyMZ99uFo7cEJ8ux7cvJZ/nuSOXUbe6LG7bT6jshxq/NNT48uxK/sSstCSXez1xVwVebmyXXMsHiAKOhfEty4vxzd+cwjOHpf6Urz6Ku0E14VrnG6tcM6c1HG5C9dxcNBxqRrJOK/ETvNFM95ANvSPjsnoxZacIWuJ1wNuyr7zYiHtWzIzD+M+Qzxo7eDMuEV/73JHLeGTdQon+Hr9zEcrz0oV+8su/aMRPjrQgTZ+IYmMyqufmCgESQGTY3liAfG+CCA++zOt4aq8lxhQ8c/cSpOsThb743MeDQoAEMDOWWb+0SLgvv5lMjBqfy5tnUJq3IIhA4Nw2+kcnoE/Q4oeHmvDs281otYzJ6tl5fH5bw1EcPNclLEI6j/kaDs+0HX6s7s08XokxBXNz09yOcWjOl3CGt5/6RC0aDjULARJblhdj95EWfPkXjRLtOqM0f/Tb99uFf+em6V20V5RlkJ0Ls47b/fId1Wo8Wn3UEmMKnrirQlLuHWvLXcYxYntim2QxNy8NJcaZsTWfheKZw814/p0WZKckubVZ/HfLvbO89KSQ2xWyZaHBr0wSDMPcD+ARAN0A+J6JA1Dp4y3LARznOG50+v7/B+AuAHcA+MT0NS8A+BOAHT5+R9yiJvKIj6wrrF2OQxd6YGchicbiz1nio7T0iRr0jozjb+YYsaAgA4laDaV+iyI8aUIcpZ6frse8/HTZ+lVyenm9yBlupVSBt5iN+PmXbkb/6ARqV5nBcjO7gftHJwLWCURDqsJgpCGPNeTqccfacqwpz0NFYYbfOyzE0aNKwQws51j8XbMgX9U9WZaDhgGeuKsCD/7uDADvMl+ogXaZEJGG0i7Z3hEb5uT6vzOe73Pk0oKKj3YCZtqXuJ10D9kwaefw8Ktn0GoZw6BtEru3VCFRy8Sd/Q2V/YjEiHhfnl3JnzBlp8CUnSK5l4aBYoCoPlEjG4zH74aYMyvVp/S20bpzJJQsKEjDC/fejNGJKZedP8BMGlW59+aNZvLS9djX+BG+/qm5QvpufaIG399Qidk5Dv9z16bFuNA15KKDpw45dNBwqDkifVbCe8R+fkGGXvW4RGxzTncMQfd+G37+pZswODaJggw9FhZkoK1/1KWffOz1DwV9RZrtjQXI9yaI8ODLvI6n9ip3DBLrxj/g0Sdq4Nzk1fhcoZybojkmwh1yu+35NQFAWc/uMtcpjfl435o/BszdPJ6cbssL0t2OcaJhzpcID+Lxsdz4WykDkNL8Eb8xZ9emxTBlGdA+MCrM99omlY9zHZ2Y8st3VKvxaPVRNRoGS02ZkrWh5p4Rt32xPlGDWalJuGqxwpRlUHw/nrJtKr0zACG3K2TLQoO/x23UA5jHcZwlEIUBcBbAdxmGMQIYA3AbgEYAeRzHdQIAx3GdDMPkBuj7gk4kOaBqJ0k1GgajE3Y0HGqW/N42yaI8Pw1PfvYGtA+MYlNVEYwpOmSl6DA/Lx0JCZqoNLrxCK/LsUk76mtKsa+xXdbpdU4F5DzZz9evktOr1QA7N1RKJvXFbWJeXhoO1leja0h6P/74ju6h8aB1ApHuJERiGvJIxF09BuI8LbEzAsgHM/ALKv2j42jphVt7L67XLIMOtavMWFSYgZ0bKrFj/2m3Wve2P6EzxdQTSX11rBLIhVqlPqc4OxkbbixCggb4yZYbcbFrGNdnGTA6OSUsTDu3L3E7YVkOP//SzRHZJ4QaOfsR6HYSqYv33tpOvh+ad3812vqsMOgSkJfu2J3Q1j8qeV+A/KD6FrMRB+qqJUdx8NgmWRRmJGPXWxeRqNV47QfQoFoZOV/ruS1VsrrUMFB8b2o1U2JMwY615dh58Dy2rjRDqwFunp2NwoxkvHvFgrx0PdaU50GfqJGcew44jl1Zcn0mXqpdFvf2KRaQ094zdy/BG/dXo3fEfR/E25wF9dXoHhqHdWIK+el65Kbp0TNsE+yOnC1p7hnB3Lw0VbaXfCPvId+bIEKPr/M6ntqrXIC3kn/A//8Td1XAoNMK16n1uZyfYVaqHloNBN8gUPY3XHNM1J9EF3zbKDGmYGySRf/oBAoyHMdbzM1NA8dNb/wR1aG74HelMV91aQ5uLc/FpJ3F2kX5knk8fhHz3SsWFGTo8WHnsItu15TnyQeqZxnQ0jvids6ZiG/E42NPR4s7Izd/5DgCVguW4/DG2U7s2H9amO+dm5cGU5bBpQ0UG5ORbdAJdv7mEqOiNpVsqDf9XzT6qCzLwc4Cc3PT0NQzjH0n2rGpqkhxXp7fIPXA3pPoH50Q7MQBmb51bNLusd6V3lmo15Iiff0qVmA4zjV9jOoPM8zbAG7lOG4qYAVimK0AvgZgBMCHcARL3MtxXKbomn6O47JkPlsLoBYATCbTja2trc6XhJRIW+T0pjwtvSO4reGoi9H5yRduxD/+8oTw+UduX4j9J9qwbfVcrJyTg4QEv09wiTb8qshwaFZOB/wuW74T8VajSnr5/mdvwH+9eQE71pZj7ULHLntv2gTvCERqJxDMwZ7SOz3g/xniUafZcMPX89DYBJp6rHj41bOCfvmsOroEBttvnecS6OCsbaV6PVhfDZaDotaV7Pea8jyXRbhIaiMBwu8HcqfbSOurY5VAvmeldiTeZb391rn4+Z+vCikUN1YVoTAjGR2DY6gsysDqeXnBrt+YsrXBaCfR3Pac+39TlgFvnu8WnqXYmIz7V5fhoVfOujwbAEXfRknbW1ea8ezbzT77ASr9qZjSrBrk3nexMdmlP3943QJYbZMw56b6bTtYlsOVa1a09VmRrk9Ex8AYvuXkO5Tnp+HguS4hLSvvq//9onyU5ETPxFYIiFrNqvXz1ZzvnWXQ4Z4VxRK9PLelCl/Z0+hy/+e/WAV9glZWd2LbG832OQqIWt0ScUtcatbZThdk6F1s7fc3VKIoKxkdA2No6hnBy43t0CUweOyOCp+z0QXT/gZxjkmRMPUncanZYMCyHNr6rHi/bUDYFS9Xh+60VWJM8XoeWHx9XU0pdh9pcbn3G/dXY3ZOimSM4zwmiyL/JahzXoQrvI/dOzKOL/7sPZ/tolivfDZtuflecaCPu7kC58wpSkFCEaLpoNlaub7jibsqsNSUidPtg5JxzMPrFiBVp8Xla1a87LQJmK9H5/vV15TiJzJ2JZj9IRERKGrW3yCJ5wHMA/AGgHH+9xzH7fL5ptL7PwGgHY6MFZ+YziJRAOBPHMfNc/fZqqoqrrGxMRDF8JlwOKCeULvoLGeMdm6oxK63LqLVMiZcx0/cajVAVXE2VpbmRIKRDiUBe9hQaVZJly/cezNmpSX5tMgqpxd+8ZhPO3WgrhoAIq5N+EqwB3vHLl/D55971+X3L9Uuw3Jzjj+3jjrNRgotvSO49xfvYeON1yM/XY+2/lG83NiO/tEJ7N5ShVqZyWhnbftar0rtVvy9EeYsB5KAPoyzbiOxr45VAhX45i7YTzwg4heWebatLsUzh31faPaSmLK1wWonkR4MKYec/pz7gK99slR2gsTT+/LkTwEB8QOUiCnNqkGpT/7NV5cjUasRjh787fvtEn/WX817mkjbV7scm3Yfl50M9vZ4ohgnajWrxh90N9a4arEKNlnO3sgF+8hNvirZXvKNgkrU6paIW+JSs0oZf2YbU9EzPJNmfV1loU8+nxLBtL9BnGNSJEz9SVxqNlioqUNP86PejPmcv48fwzvzzN1LcNuigljxX4I650Uo4+/cvlhzSlp9qXYZbi4xCm0gOVGLzTJjPbmgIqUgoQjRdNBsrbs5cL7vLc5ORvvAGF5ubMeGG4sU3/1yc46qwMcYnU8npChWrr/HbbRN/+imf/yGYZhcjuN6GIYxAVgPYAWA2QC+COB70/99NRDfFWwi4axlud0nzqmr5KKb5VIHJ2gYTExJg2r4IxXsLNDY2oeirORIMNKEG5R0yYHzOa22OPXPpe5hnOkYkkzo87pXOudZ3CaiJRWf3PlVOw+eR2GmHqMTdr/LHqlpyOOZ7iEbWi1jePLNSyjI0GP90iJsuLEI1aU5YDlOlb1XW6/O7cBiHZe9f2Nrn/D7LIMOF7qGoE/UoMSYErS2Ey1tVC2R0FeHm2DUqdI9A5HizzndnIZhcKK1HxtuLALgSEvfOWhzOSOYjwuOh/r1t06dPx+sdhKNaR/l+n+xLQYAhoHscQme3pev5wAT3sHvimM5Dt/fUIHekXH88nibEAiRnZKE7iGb7NGDnurQU9sT60cpvevHg/LtrXfERkESEY5a26vGH1RzvndBhh7z89NwX7UZwEz/12oZQ2GmXkgv67wg4Wx7WZYTUlMH0+YTBEFEC+7OIx8Zn8ShCz24/YZCpCZpZe1ln9Wxj9D52DVPfUQw7W845pioP5khUuZRvC2HmjpUc2SM2jGf3PfJ6fZS9zAWFKRL7kl6I+Rwp3ln7ean62FnpdoFlG23s+aUbKzY9z52+ZqiTgFI/H9WxTpKLKLUlnuHbdh44/WwTbFI1iW4ZI5Q6t+c79c5aMOLx1rxwr03gwMXNRt2iODhV5AEx3GPAgDDMGmOf3IjASjTfoZhjAAmAXyN47h+hmG+B2Df9FEcbQA2BuB7gk64Fzmnplj8pcWCxtY+sBzw2qkObL91Hm4oTMf5rhHYOQ7t/aP49XttwnEIzsbgYvewx52a8/PTsfPgeayrLJQ10pHiCBIOPOmSTwN8vnPIcebT9E55cdS8QZeACbsdxpSZzBN8hw8A//GH85KFgddOdQj39/Td0ZLa1bmDLcjQY3OVSYgG9bfscmeI79xQCVOWIZCPEROEysaI207noE1Ifb5+SSEAz9rmy/jclio89OoZtFrGXM5NtFjHkaTVoK1vTNL+dm6oRLEx2SWTj3366woy9NiyvBgNh2eiYMVtNpAL39HSRtUS7r463ASqTsUaz03T44plBNt+9UHAdCLXzk1ZBgyPTaKtfxTXZxuw+/8u41LPCOpWl2FvY5vkjGB+Nz7/71mpsVu//tap3Oef21IVlHYSLPut9r6+fL/cgJ3lpH1AapLWZWdCfU0Z8tM9vy9fzgGOZ+TqEFCeyGJZDocvdqOpe0RSP1//1Fz86r1WPLxuATgOGJu0o76mFPucJl7caV7tLjqxTupqSsFOB3DtP9E+Xd/Jcd0vRSve2F45P9/53HqxreF3OxVlGXCpZxjXpSejqjgDq+fn45u/OYUsgw4bq4qw/da56Bm2YV/jR8hJTQLLAZ4Sh4bS5hMEQUQSnvxAuYAyZ3v58LoFqCrOwDLzLGH+6/jlXnQM2PCF59+T2PiUJA1OtA6A5QAtA1TIHAGYl65HsTEZ6yoLZefT1JZdDjV9T6CJ97E2T6TMo7grBzDjP4vnfHPT1NWheAzD+9rZBh0s1gn0DNlQVZwte0S3s5adv2//iXbU15RJ/HZ+bH/LHKNPm5KI+EDtcTFi7cplENInavHelZm1tR1ry4Wjj8Vjxv0n2vEva+fDMjohsfPONtadTtUGCcW6ppXsTn6GHq19o0hN0qK9fxTf/Lt50Cdq0Dlgww82Lcbz71zGMvMsaDXATcXZwhqK3DvvH53ArLQkxWATWs+ML/wKkmAYZhGAPQCyp/99DcA9HMed8/WeHMdVy/zOAqDG13uGi3A4oDwsy+GNs52SFJt1q8uw662L+Pbacvz76x+if3QC9TVl+PIts7Hz4HnMz0+TGAa53StPHWqSnPn98LoF+Nk7l7G5yoS9jW3YsLTQpRyR4AgSM7jTpVKa54NnO9HULV3w4hehnANsTFkGl7O1Hr9zEUxZBmg0jNs24W7HVKRFSDp3sOuXFgkL1ID/ZddoGKwpz8PuLVVobO2DnQV2vXURiVoNtR8RobQxnmy6N+1q54ZKFGbqkZ2SJJybuPPgeWyuMkkCHfjB3479p12O1uCPQAJc9Zdl0Lm02UC8l2hqo2oJZ18dCQSiTpWOv8gy6NA5vSPaH53I3f+/Ni4Gy7H45m9m/JxH1i3Er99rRcPhJvxg02LHs906F2W5qfjewfPCLvH6mjJcsYxgdk5sDnL8rVO5zz/06hns3FDpkrrdn3YSLPut9r6+fr/cAPu1Ux2S98NxECbygBkfes2CfK+eRZfAYPunypCiT8Rjr39IvrQTSnWoS2AU+7+rFitOtw9K0pbaJln84I+X8JuvrkBb3xg+/fRRlwDx/tEJj5p31/b4SbeL0xmfsgw6MGCEcvDfVZaXioUF6XHdL0Ur3thepR3KzgtlvFa+usqM0Uk7vvmbU5Lx1dOHm5Bl0LkEyj5+5yI096rzA0Nl8wmCICIJX/xAOXu5+8hll/mv795VgV1vXZRct/PgedSumuPS75fOSkVJzkwf4W4+zZ+yA+r6nkAT72NtnkiZR1Eqx4L6anzYKd0kyc/5PrxugVd12NZnRUuv1SVYfGBsEmsWeB6PPXP3Esn39Y9OYHZOCuprymCdsIPjgD3HHb6580Ix6Y3g4bV1oWvIZdyn1Pac2wc/r+ocoPOzdy5j0s5K/OT6mjL84Uwnxu2sxM7v2rTYpWyedOopSCgeNK3VwOW562vKcK5jEC83trtsSKlbXYbvHTyPr32yDM++3STZlLh2Yb7XtoHWM+MPf4/b2A1gO8dxbwMAwzCfAPAcgFv8vG9MEA4HFHA05DMdA7jcO4L7qs1C2s2Gw03YutKM811DWL+0CM++3SwEPchlgVBKbbPk+kz8+ivLAABn2gewzDxLWCx3Ni6R4ggSM7jTZUvvCLbvOylJET0+ZcfXVpeh/qUPJPXI68m5Ptv6R4UBHX/tQ6+cxVJTFsyzUt22iWhKjebcwWo1gU+B1dY/KjnjHAC1Hyd8sTG+RoN6sume2pW4jDv2nxbOkOP/vnWl2SXQhm9nz77djEQtI0mbbMoyIFGrwfZ9J11Sdq9fWuSyQBcI7URTG1VLuPrqSCEQdaoUVMlrl/+dXNpZNe9Z7v7//PJJ1K4yS3736Ovn8P3P3oC6X3+Ay70jePLNS9AnavDDzYvxuZtMwqQKv+AZIec4Bhx/61Tu855St/tCsHxEtff19fvlBtj8bpKKwgz0DNswOmGXrQNvjku4arFi268+wNaVZvzPe23YutIs7CiUC26OR5Tq0Nk2iOu1e8gmpC3lj87i3+v49LXOtuyFe2/GrLQkj5p31/YACD523eoy2Kbs+MEfL7l81xv3VyMhQRPX/VK04q3tlTtuyDkr0zN3L8Hp9kFYRidcJngfeuUstq50HLPh7D8+9MpZt+3AU7mDYfMJgiAiCV/8QDl7ua6y0GX+619/d0YyDuKv4wNe+eueOtSEpaYsSZCE83xalkGHtr5RHGnuFY7U9MeHDvVRd/E+1uaJlHkUpXJ0D427aIqfi9r2qw9wsL7arU8g9l+0Ggb/826ri9ZrV5kxN8/z5ky57+M3Fnla4CS9ETy8tu6rNqtue87tQzyvyo8bbVN23F8zF9959ayLxn+y5Ub8454THm2zO506zzX0j06gLC8Vb9xfjd6R+NE0fxwGPwfCz+NtuLFIdr57b2Mb/nnNfDT3DOMba+bjiQOOTVLi9++NbaD1zPjD3yCJFD5AAgA4jvsTwzCxHcrkJaF2QJUyAfDnGWs1gJ2FMBlom2QdKYA0cEk9rZT+p3j6LDGW5ZCXrkfPsA0blhaG/Dw9wneUdNk9ZJPdjfTvn1ko7AjmsU3OnKV8qXsYgGPhwFOdu2sT0ZQazdmpSU5MkExeAv6XndqPZ7x9R/5Gg7rTr7t25a6M/N+VziY3ZSej2JiMvHS9y/15DfaOjOOnR2f0p3Qvf7UTTW3UG0LdV0cSgahTJY0zoiZVbEyWTTurpu0p3Z91SiFum2QxNjEFfaIG1WU5qCrJQm6aHhbrOL76y/dd7hurttTfOlX6fHZKUkDbSbD6OLX39fX73U1q8O+npXckIO0qy6DD3NwU2SxDfdbxmNSvN3hjG/h6zUvXQ8s4bJLzey0xpsj6uxw4VccJqkmd2jlow57jrXigpsxtIE0890vRir+2V8lHvakkC+9e6ZfVS3KiBrNSk7xuB2rKHWibTxAEEUn44gfK2UulzTJap1MFlK4bnZhSLJfckZq7Ni3GrDSdzz50ONKHk08TOfMoSuWwTkwpjudtkyy6hmxYbs5RPccmXofg78VyruNvpXYo931qFzhJbwQg1ZbatufcPnj9y9liOY13DajvV5R06m6uQe1mi1ggL12P/tEJSbChPlEDjnOd7+aPP/+WKOOeuH7UrEc5Q+sx8YfrYVDe0cIwzMMMw5RM/zwE4EogCkb4hlykU8PhJqxfWgR9ogbz89Px+ukO4WxSfaIGGgYoz0/HFcsIWNFsCh+9pk/UCNfKRWq6O+eU72DExMKCWizCshwMugRsrHI9NuI7vz+HjVVFkuv5zkmfqMGZjiHc1nAUB891CedGOV+rps7Vai5S4DvY5eYcVBRmBLzs1H484+07UooGvWqxhq2M4r/LXdcxMIb7V5dJUmzy8Bq8qThboj8tI38vf7UTbW2U8Ewg6lRJ4/ychT5Rg8fuqBDSEQLetT1P9xf/LkWXgF2bFqOiMBM3lxgBAMO2KdTXlKIgQy+5NlZtqb91Gqp2Hqw+Tu19/fl+cf/PD7jF+PMOWZZDS+8IplgW968uhVajkc0ylOg8+x6HeGMb+HotMaagoigD315bLrP7/oysvyt3DvjBc124reEoPv/cu4IPbMoyKNa7uKydgzZ8NDAmW/bkRK1kPEZED/7aTiUfNV2fqOjXlRek4+NBeS25aweBLHc44O3kscvX0NI7Qm2GIAiv8cUPlLOXNxVny96nSvR7faIGS01ZsteZsuXPqgeUj3TVaTU++bBK/gvZ0OATKX2tUjmKs1NkNcXP+SYnahX7XHfrEOJ7aRj4NR7zNP4iCDG8tvafaEfd6jIXzZuyDC6+pHP74P1vOVssp3FDUkJA5jdI6/K2qr6mDL99v134N4+7+vF1fonWY+IPfzNJfBnAowB+C4ABcATAvf4WivAOcSSwhmFkd0BpNcDD6xbgZ+9cxuduMuHFY62CgclNT8KP/tSMSz0jktTT7qLX1O7GpvPAogO+PncePI9tn5zZ2SZOQ1xVnIViY7JwrhN/Ph0fnccP2A7WV/tc59GcGi0YZaf24xlv31E4okE9lZH/+8/euYxH1i3Eo6+fc4l+7R+dEI6skcNZf/npeszLT3f5Tn4g4OvOkWhuo4Q8/tSp2P94bksVHnr1jOTsvwUFabhljlGyi1qM2rYn14a+sWYejCk6IdJfn6jBv9+xCBVF6bg+y9G2nP2U+poy4aiNWLal/rZTOXtiZ4F3r1gCuuMsWH2c2vsGs4/1tQ7E/vXWlWY8/04L/t8nShV2Htr9Lmc0IbfzUakOdQmMxDaI61WjYbB6Xh7+71KP7Hudm5em+FkepcXsA3XVqlOnvnaqA4/fuUhy5njd6jLUvfQBdqwtp/NOoxB/ba9SPzk6YUdFUYbLubyP3L4Q//76OUxMcahbXeay01iXwKDYmIx1lYXQaoCbirMVA26jybejM4IJgggEvviBcvaSD5DcefC8xN4uK8nGG/dX43zXEC51D2PXmxex/da52PXWJcn3zc5R9k+VskOOTth98mEpfXj4CGdf6+xDrynPczk6A4CLpvg538fvXIS6lz6QjPPFfa6S/8LHc/Pj8LK81JCOx4j4RqytPcdbheNeyvPTUZztOL7F2W6vMBtl51UvdA151Ph376rAC39pkfXJSc/ew9tM01dX4Oq1UYxN2pGZnAhdAoP9J9ol4yJ3GZ0ev3OR7PjHE2Sb4g+Gc5cGIIqpqqriGhsbw12MoCM3ScAvAvCBEvpEDf7nvmXgOA5ZhiRoGOBS9wgm7Cza+0cl175UuwzLzTkev7eldwS3NRx1SVckd74375BFw6SLDwTsQcKpWXF9fvPv5uLpw82yx27s3FCJ6zL10Gk1sFjHcaJ1EL99vx2dgzYhoKKiMB1luWnQaoCuoZis85AShPYTE5oV48078sZ2BaJM/EDUlGVAW/+o2zMcz3QMoO6lD/CNNfNxsXsYHAehfQHq7bNzGTyd4xgFk8oBLVyk6DYcBDK9qpz/sXNDJQoz9chOSXK5t79tjy/7pe5hnOkYwm/fb8esVB3uWzUHYxNTmG1MwVJTFhISNG6/74V7b8asNNfyBYGYsLVK9Xxdph5GmXr25f7B8BHV3jfSfFSxbretLsUzh5uxbXWp5DglIDj9FiJYs+4WRQG41KHc75zrVclGvHF/NRgGbj/716sW/OniNeFIof0nHH21p35arl8+1zmIQxd6YGdn+vwg1W8sErGa9QV3/WSJMQVtfVZ0D41jdGIK12cZ0Dk0hi3P/xWANLC9ujQHN5Vkg2U5vHG2U8jiJOf3hSPtur+EypcPIjGlWyIuiFnN+uIHytlNJXu7oCANa5+asVcFGXpsrCrCkuszUTwd7OnOP+0dGccXf/aeYr/gbdmPXb6Gzz/3rsvvvZ1niAJiVrPeojawkGU5XLlmRWufFSm6BKQkaWGbtCNRqxECJHic+1ylfnnXxhswbJuCISkB12XoscSUFRXjsTBBc15BQElbLb0juPcX77kcvfj9DZWoLMpA5+CMfQeAMx2D2Lz7mIvGv//ZG3Bpeu72E/NyYExJQp91HIlaDUYn7FHjW/tBUG0ty3J45WQHHvzdGUmQ+ODYBG4qzkamQYeeYRt0Wg3+4fl3Zevnv968gJ9/6Wafxghkm2ISxQr0KZMEwzA/5DjuAYZhXgPgEmXBcdxnfLkv4T1ykcBPHWpC7SozGg41C0ET/aMTWD0vT2jMHCDrxKhNG+PNjlA6DyzyEdfnL487skPYpuwu6Yp27D8tOMMtvSP4f//zgeL5XFGy+BrxUPvxjDfvKBTRoO4Gou4yQYxO2NFqGcPF7mHZBTFfU7SJB6+0cyR+CfTOSzn/Q9xHOONv2+P1DAAP7HXco3PQhrpffyBM1PABEoCyn8KBI717gVI981kO/O3rg9XHqb1vpPWxzroVpwiN5x0pnnY+ytWhp3pVskmzc1Ik9sYZluXw8YANz7/T4rLTzlM/Lae30Qk7Gg41S64LdoYrIjJx109qNAxKclJRkjOjCY1mJmNK56ANz77tGPuvX1IIjYbBVYtV9pgrvt1Ea0YGOiOYIIhA4a0fqGQ35+WlydrbF+69WWKvOgdtaDjUjJdql7n9Tr5cnvoFb31YPn24v/MMRPSgJnuIO3/g3SsWSYAEfw9xnyun07rVZXjsjfOS4F8l3yLSxmNE7KCkre4hG9ZVFrqseXxr/2nJehrfDvjjtZ01/h8HZjS+YWkh6TjAXLlmFQIkAEcdPfraOdTXlCErRQfzrFTMyXWMadzVj69jBLJN8YWvx23smf7vk4EqCOEbSpMERZnJ2La6FBwHIbX03trlqCjMlE35yu8MtFjHAcBjdBQ517GFuD47B23Yc7wVD3yqzO0EFK+hnQfP45/XzMe3fnPK4+JrNO5WImILNWkO/dWpL2ksWZaDQadFXU0pkhI0+Je18/EfBy8EdEGMJpXjm0CnV/VWT0ptD4BXR8CoDbZQ8lPy0/V+HTkT7Xhr35TqmU//S4FWgUWsW3FwhHOKUH4hP14IRv/la9pjuYXnhsNN2L2lyqd+Ws5WFRuThbOfw2WnyGd3TzDej7eaVOoP+aPVLnUPu2030Zp2neYhCILwB3/st5Ld/O9/WCprb0cnphTtlZpyBPqIBkofHl6C6Vsp3VuND+3OH1DT54p12j1kw6Sdw8OvnhEWj0ljhDd40058bVN56XrFIxpYbub/xX4xaTz0tPZZZetodk4KRmyTOHi2EwUZyVhYkI61C/NRWLtcyNC453irUD80RiDU4FOQBMdxJ6b/dzHHcU+J/8YwTD2A//O3YIQDTwZfyWFp7RvDs29LdyUdutCDjgGbsDtEzsArnTHmDDnXsYHSefL9oxO4LiPZrTOs0TBYU56HSTuL5h73k3D8d0XjbiUi9nAXDRoInXq7mCP3nV//1Fxs/1QZrssyBGRBTByEwXIzqcHJYYwN1AwOA73I6MsihXPb86W9qZ0slPNTnrl7CT7sHI7bfsjb982yHKbsnGw9c6LJg77pAFtaTPUfsW47B23Y29iG3VuqkKhl4vLd8rZtbNKO+ppS7Gtslxwn6G//5cvuECVbmqhlfKobZ1tVbEzG/avLsHn38bDZKfLZ3RPM96OkSaV+3rk/FB+tdl+12W0/Ha3BszQPQRCEr/hrv5XsZkpSgqy9NWUrB7OpPQIhkIvqgQ66INQTTN/B3b3VjNnldJ1l0KF3eBwsx0nmipX6XLH/wrIcfv6lm0ljhNd40078aVMlxhTcVJztdp4DkPrFajVOgeaBI0WXgGJjMtZVFgrHXL52qgP6RC02icbKj9+5CHfeUIiKwkx0DNhojED4hK+ZJHi+COApp999SeZ3hALujKeSwV9QkCacj2TKMshmhNj11kXJ9+gTNdBpNZIoOHEqWfHRG2p2kZBzHf0onTNenJ0MhmEwYWcFLa2rLIRWA9xUnA1TlkG4R1v/KHbsP+1xEg4I/C5mX5+ZnBXCHYHQqbeLx3Lf+YM/XhKy//DXWKzj0Plwtp1cW+dTg+9YWx4Wh5Haov+I3+GUnXOZuHAeHAZ656UvixTO9a5hoCr9p5xWPC1syvkpHAd8+mnv/J1Ywlv7dtVixVOHLmLXpsW40DUElnMMSjdXmbDneCsAx473jgEbvvD8exIdrCnPQ1v/KLVxEeHYMRjNyPVd9TVl+MOZTnxifi7m5qaB4xzXBWJyWW2fpGRL89J9D9iYl5eG//6HpUhJSkCKTovP/vhYWO1UJPjskQz/frIMOqxfWgSGAS52DWFBQZrkOAxnWJZDW58V3UPjsE5MoTg7RVUQrKdJYKWj1Twd1ROtGRnIThIE4Sv+9m+KPkBakmxwNgBkGRKxt3YFJu12ZKckocSYgqsWK3YePI+tK83Cws/Og+cxPz8t6JuMIi19eLzMC8hpb+fB8yjM1Hs9vwNI35tBl4CdB8/L6lrNmN1Z1wUZetyzohhf/PnM+G7nhkoUZuoFDQPK2SAjTWNE8AlUO1ay0Qvqq8Fy0k0Z/thzjYbBCrMROzdUChkC+bHmi8cc8xwFGXpsrCrC6IQdLb0jqjROgeaB5bqsJPzb7QvxwUcDwlzUV/+2FO2iDBO2SRYPvXIWZbmpuOH6LBojED7jU5AEwzCfB3A3gNkMw/xe9Kc0AJZAFCzWEHcYuWmOtD6dg+4XNpQMvvh8pJ0bKvH3C/JxYNoAzEp1LDp8c818NPUMY19jO/pHJ1BfUwZDohZZBp3L7hBfd5GIz8m7arHi3SuWmHZqowGxzgoy9LCzQM+wvJOidM747i1VqN3TCNski6riDNTVzMW/Tp8B5axRXjv7T7TjX9bOh2V0AiwHaBmgoihD4nj7u1vJX6fL24jUeBioEa6IdVqQoRcmv3tHxhV14KwXueA1d4vH3UM2yUQ74Mj0MDZpBwAcPNeFnQfPY3OVyWWiW42zLTcJs7exDQ2fWyIcwST3HMHSPQ0c/IdlORy+2I3T7YOCzf3yLbPx4yMt6By0yQ4O1QY1qNWBeJGizzqOxOkAnqsWq+xn5Or9ibsqUF9TBuuEQ+t8hhO+XwiUVvjdAD3D0blr1hNq68xTP+x8n8GxCayeny95/4/fuQgvvTeTuvB76ytx8qMBPHr7QhiSEtAxMIqfvXMZk3ZWMuEQ723cFy2Ld7HEI3J+6kt/bUN9zVzhbFI1QTme2oe3dSM+bk4piFh8b2+/+4m7KpBl0AkZM/hnD6WdUvJLot1Weou71NVZBh22LC+W+GXFxhSYspV9xcMXu9HUPYKnDs18hh/Ltw+OKer3TMcALnQN4b5qs9BPKk0Ci+08f4Ti1pVmVBamoywvTXLvaM7IQPMQBEH4gj9zUizLgeOAJz97g2SuddemxTBlO+w/vzCTn67Hh53DQnA2b1+XmrKh0TCwWMddxvZ1q8vQZx33eARCYe1yxUV1d8F4kTjHFa3zAr68S2ftFWTosbnK5JI5TE2gufi9ZRl02FhVhG2fLEPPsA2/PN6GzkGbRNeeFg2d/YGNVUWCrwLMzBUfmPY7fK03pfcWidqMRYL1ngPZji3Wccm85f4T7QCA99sGXMZ/s9J0Xtlzuee/vfI6VBRmCOtpVywj6B+dEAKFxD67mmdyF7jB+6y+bn6LN6amWJz6aAgf9Y2iMCMZKfoELLl+AX70p2asXVQgudY2yeKj/jGk6RNRYkyhIC3CJ3zNJPEXAJ0AcgD8l+j3wwBO+1uoWEOuw3h43QIM2ybx6/fahB15zhMeSg68+HykHftPI8ugw8rSHJQYU2S/Z2hsEi8ea0X/6ARqV5lddof4s4skWp3aWMTZUXbu0HduqMSnFxUgIUEDQHmA2NjaJ/x+mXmWECDB/12sUV47AGCbYrH7SItEB2LCrTO1Uaak6fiG16nz5PdPj7YopsCU08ua8jwheI1Pf6w0IJFzwOtrypCfrhd0u3WlWSgL4F2UtNIkzKSd9Zi5KBi6px2q/tPWZ0VT94jE5tbXlOGeFcXYefCi7ODQ085LluVw5ZoV5zuHXCb+lHSg0TAoMabgQpfnIyzk6v3B351B7SoznjncLMlwwvcL/mhFTtPPbamKyl2z7vCm7brrh+Xu8+Mv3Ohidx565Sx+uXUZplgW+el6vN82ILFd31m3AF/6m9n4z/+9SG1cBPkg3iPnp66rLBQmyICZ97h7SxUefvWMJGhhhdkIjYbx+D69tTPi4+bcBQKpqUt3drHh0MyxiaG2U+78knjBU+rqjVVFLvbxwd+dweLrMxUz85xuHxT6bT4Q96O+UfzligWP/P6sy6YJALKZwPh5A7lJYGc73zlow/PvtAgLG2KiPSMD2UuCILzF1zkppaDGpaZMSXAcvzAjzuoDuPoWOq3GpQ9pONyEvbXLhe9Umq97t8WCQZtd4u8kJGgUg/H4uQn+KKZIspfROC/ga9/jrL31S139iJ0Hz6sKNG/rs+JC1xAe+FQZ0vSJeOz1D138hP7RCclRye4WDZ39gdEJu9vFZ1/qzd28WSRqM9YIps8UqHbMshw+HnD4rWI9J2ggO/7bW7tcaFO8X63VAMmJCS6ZBt09v7htzM5JwYG6avQOjwuZVLx5JiW73T1kw4WuYb82v8Ub57uG0D1kk/Rn22+di88vK0ai07vSJ2rAco4s+fQ+CV/R+PIhjuNaOY77E8dxKwBcBZDIcdz/ATgPIDmA5YsJ5DqMx17/EKMTdmyuMmFvYxvWLy0S/tYz7Ng5JF6A5pE7H6mxtQ9XrllxtmMAw7ZJ/Odnb8C3/34esgw6PPb6hxgZtwuRpHOnd5CI4aNG+e8S7yJhWQ4tvSM4dvkaWnpHwLLSbW1KneFVizVwL5BQhbgu1i+Vj/z9S4tFqEMlfem0M79jGCg6x8CMdu5ZUYwf/PGSWx2405k3z6Z0f0+42zUQ6O8iohdep3KT33I6UNJLW/8ozLNSsdzsCGB783w3bms4is8/9y5uaziKg+e6hLZoZ+HSXp861IShsUlBt0pt8VL3sKxtFqM0CZMoauuh1L3atkgo0z00LquZoumdzEqTffwEyXJzjnDsFjAzaPz000ex7dcf4CdHWrBleTGyDDqPOlCrHTWBnw2Hm/DdOyuEFPpqtKLkp8iV66FXz2Dnhkqf+qFIxZu2a8oyYPeWKtTVlGLb6lIUG5OF55e7z/tt/bLvf9LOYrk5ByznOmHx769/CC2jweduMrl8Lpht3JO/Gi74cl3qHiYfxEvk/FStRr4vvNA5iM1VJjz/TgsaDjXjK3sa8cbZTly55vl9+tIn8cfNOd/3yjWroMMzHYOyqY/VfPfcvDTh2YuNydi9pQrdQ7aQaVvJL7GzHj4YQ7hriyXGFMzNTfNKN91DNrAchIncLcuL8fw7LXjyzUv46i9PYHOVCQUZeomW5MrQcLgJ65cWKfbznsZbzrYSgKxfEA2QvSQIwlt8nZNSCmpkOXidvY1lOfRZJ2T/PjqdXQ+Q94OKjckwpuld/B1+h/Tp9kGX/nv7vpM41zkYkfYyGucFfO17nLUn59OuqyyU9S/F92ZZDu+3DWD3kRYM2+xCgAR/fcPhJmysKvJ6jCueJygxpsjOFTNghCM2PNWbYxd4Pw6e7cSpjwbwUb/8e4tUbcYawfSZAtWOr1qsLvpvONyE+QXpivZy16bFKDYmC351w6FmbN59TDLfyt/bm+fvH5W30fwzKc09KK2zpOi02L7vJNZVFqqaZyaAwbFJl403u966hJ6hceSk6VFfU4qCDD2Kjcl49u6l+Lh/DPdVm7Hz4Hl6n4RP+JpJAgDAMMxXANQCyAYwB0ARgB8DqPG/aLGDu4WBhsNNklRC4gkPuRSYj92xCAdOfyzcR5+ogZ0FLnQP4Z/3nRKuq68pw1dXmfHjIy1O907ClWtW4bgPfkez3C4SwHX3inNElr9HKBCBQ1wXSguqja19KMpKduwSYoAn7qqQpKyqrylDik6Lggy9kOZXLtKed45LjCn41LxcHLtqwX3VZgAz6dKddeDLbiV+sOducUGtznLT5HcNzEqVTjCSpuMbfodoopZxqwOxNsXpj+WuO9sxIOuQz7u/GnNyUxWPAPjjhR7cVJyNYmMy5k0vmDjr90zHEB7Ye9JttKzSTgDxJEwodR+tZ2BHEtaJKfk6HZ/yaeFfaSFm60oznn272a0O1GpHbIPFkf5luWlCn2ObZDEwNokf/vEivrxyDkzZyW61MjXF4i8tFjS29glnFO5YW461C/Nly9VqGUNhpl6S5SWads3Kofb9sywn2aVTbEzGo59ZBJ1WI6R9FN+nIEOPstw01NWUguVm+nZ9ogYGnRbHLl/D2KS8bTnfNYS5uWmS3wezjUfqbmJxue6rNquye+SDzGDKMuDxOxfhoVfOCvW65PpM2feYn2nAt35zSmLDduw/jf/+h6WK75MPDhqbtKO+phT7Gtslvq/Y13XWkVI9ne8awjdenhmP1a0uw8GznaiemyuMx8SptJX6w/L8dByYPsqoY8CG2j2NQjrlublpKC9IF9JnBwMlv6SpZxgMg6i3m2rw1BbLC9K98mVy0/RI1WmhT9TI7h4V97m2SRYXuoeQnKCVLYNWA+zcUAmLdRzDtilM2O0wTp8Rzo+3FtRXS9KtA5FrK32F7CVBEN7Cj/X31i5H56ANBRnJWFiQ7vFITSWfV8neKPXvyQlaHDjTCTCOgIdWyxgAh9+9saoIY5N2wfeQmw/esbbcZcy2Y/9pVBRmSILxnMvZORiZx2hF47wA3/eIj2YFpP6dHM7zocmJCUJ2KR6lYGBxPV21WIU5XKV534UFGZiX73298pq3WMfxH3dV4l9+N5PRor6mDA/sPYn+0QlJdka5Hfwsy+GVUx0SH/7f71iEubmpON0xJCkrPwfg7pkJ//HFZ1J7PEeg2rFSGe0sJ3v/vHQ9ls02ojBTLxxbw39m+76TMN57M2alOfxjNc8v9pPvX13qVQZO3p82ZRmwc0OlJBtMfU0ZPuofQ5ZB53YjKuldysi4/JxntkGHjwfG8OfmXnxvQwUGRydxun1AyITrfHQVQajFryAJAF8DcDOAdwGA47gmhmFy/S5VjKHUYXDczESHnXWNYtZoGHxqXi5+9A9L8cFHA7CzwDNvN+Grf1sKi3UCl3pGhNTUi64rF86vtU06dvvUrjJjY1WRcO/6mjLUv+RwaupryoQjOORSDAHwmCLO3bNFslMbqzjXhVy92FkIaZ74YzlqV5lhyjKga8gmOZal4VAzXjvVgUduX4hHXzsn6xzv2rQYGgZ4YO+McyCX3o3HU5o3Mb4sLrhDqwHqa8pcUgdrnfLpkKbjG34h8WLXkFdOsTj9sfN1w7ZJWeeurc+KObmpipqzs8Ce4y342ifK8OSbF1C3uszlyIw9x1tlbbMYpfvnidJmh1L30XwGdqRQnJ0iW1/mWY70gN4uYCkNGhnGsw7UaIdlOVyxjKC+pgwv/bVN9vgXvt+41D2Mu5Zej50Hz+NzN5lcdC/OdPXG2U7JALRudRl2HjyP+flpiuXKTkmKqTMK1bZdcSAMfwbuV395Qnh3OzdUCpO1/C7nb/5Guti7t7EN968uQ91LH6DVMob6GvnJAzsLgJnxQ4LdxiM1Va+4XEcu9uCRdQvx6Osz/tTjdy6CaTr7Cw/5IDO09Y/iaVEwOccBz77d5DLxtHNDJdosVlkblpKUoBgg69yPi8dGzr6u8yKyUj2Jg3r5hW/n/q4sNxVLp1PAKvWH4gCILzz/nssRYMFe3FZ6PjWBmbGCp7Y4O0e9L8P3gWV5qaivKVNcbBNvbNCAwan2AdkyrDAb8e3fnhaO5+DtMx8kCAAfdroeg7WgIC0ibaWvkL0kCMJbnIOGlfpT5/G+ks+rZG/k+vfH71yEur0fCLb7kXUL8eMjzZiY4lyOuOLLtHZhPgprl+PQhR7YWaC5Z0RxgS0vXQ8tIz8PeF2EHqMVjfMCeemOncvO41mxf6eEeD6UZTmXZ7+pONujzpzH7XLXn+4YRP3eD7zy15w1z2ccbOkdwZxZqfjRn5qFYGI+O+Outy5K3sPuI44jak3ZyUKABODQ6HdePYsnP3sDtv36A0lZCzKoLw8F3vpM3gTWBqodK21svD7LoHh/jYZR3BR2tPmacGyy0qYz8fPzY/csgw6pugSX9QN3GTi37zuJBfXV+LBzGLveuoitK83QaoD5+en48Z+acalnBLWrzGA5+TZLenclTS8/jk9JSsClnmFsWGrCd149KxkP7Tne6nJ0FUGoxafjNkSMcxw3wf+DYZgEAJGR3zaCkEvpVre6DL99vx36RA2WmrLwyXk5OFBX7dLhnO8ewj/9z/toONSMZ99uRqtlDI++dg7/cls56mscEyKbq0z43sHzwpEdwEymirLcVKwwZ6F2lRkvHmuVBFGsX1okGHO5VDRqUib5c4QCEVjEdbH/RDu+s26Bi+ZeP90BluNwsWtICKppONSMh149izFRFO+S6zPx8y9V4Y7Fhfj1u63YutKMnesrXHS0fd9JfNg55DIhvLGqCE/cVeGXDsSOx/4T7ahbXeaXzjoHHUEgW1easW11KbaudDxL15A0BRhpOr5wTpPW1ufQ3b5GZc15Sn/sfJ1BlyDch0efqIFB54hTdNdHrLvhenxn+pzqPccd+q2rKcVPttwoBGXwZVBKZ6dG06HUPb+L4kBdNV6qXSbb9xHu4RdnnOvrxuJsn9JlK6UF1DDwqAM12rlqsWLbrz7Ai8da8c9r5svuoN1YVYS61WV4ubEdj73+IdZVFsI6YcfBs534/mdvwM4NFfifrcuwpjwPGg2jmI5xXWWhsEs8Hmy52ucU+3Ryu5h37D+N795VgbqaUjx4W7lsHf3XxsV4+nCTsOttX2M7Hrl9oayv0TU4JvS3tavMWFCQFrQ2HqmpesXlqp6bix8faZb4IE8fbkJb/6jkM/GiWzV0D9nQahnDs28345nDjnFQY+ugkA2G7z8+vagANxRlytqwvLQkl/e5c0MlBkYnXPrxpw414cmNlbK+rvM4Sa6enrirAi83tkuus02yuNA15NLW+Pt56g95Dcm12WCmZnXnlwT7uyMFT23RG1+G7wPPfTyMF4+1oiw3TVav3PTE6WN3LML3Dp6X9UV3bqgUAiQAad/H14vS5G330HhE2kpfIXtJEIS3qE257nzdvsZ21Neon49y7iP21i6X+NC2SRaPvn4O/7xmPh68rdzliIydB8/jTMcA3r1igW2SxcuN7Xj27WZM2FnZ/oPPjldRlCFbzjR9YkQeoxWN8wIlxhQ8dkeF7FjKG99I7tlXmI0e+zXxuF1untRXf81Z862WMWzfdxJjkyy+vu8kqufO7IflszM2fG6JrH86ODYpjHm2rS4VjhPjpssofraFBRnUl4cAb30mb46nCFQ75jc2istYX1OGBK37+7s7qp4vt1YDj88vHnf9x8ELkvUD8XyGeIxfkKHH1z5ZivuqzegZHsf2fSeF8WvDoWZsn247tknHcYqvnerwe20jXshITpTVg16nwcuN7Xj09XP4xpr5gn3h5+Rtk9KsyQShFn8zSfwfwzAPAkhmGOZWAP8PwGv+Fyu24DuMefdX43zXEC51Dws7JnduqMTKOTlISJCPV1FKPdXePwZjig4P3rYAz04720mie/CLGwsKMtAz7FgId74Hv1uFnxxx3kGiJtLQlyMUiODgXBcFGXrs3lKFxtY+2Flgb2MbPneTCd94+bSQgmjP8VYAjgUTU1Yytq0uxWunOjA7JwXdQ+NgOWDVvFzsP9GODTcW4ZnDrjpyPhrZNsmiKDMZS02Zqo7SUErdJXY8OgdtwgJxZWE6yvLSvNZZXroe/aMTePbtmWeQi9gkTccPctHRT9xVIQQQ8ZpjGKC6NAc3lWS7OMU8tkkWlYXpkl38/HUdA6PYfutc7HrrkvA922+di7z0JAAzmhPvEjl4thPrlxaBZTlJO+D1+/0NFUKABDCdbjxdL5wRKW5TajQdat17k1WGcMWf44vkbK5c9P8Td1VgqSkTpmz391VTFot1XGhLYwpp8wozkvHDQ02Crouzk5Fh0CEtKUFIoy/ewaDUDrUaxy6EeLHlnp6Tr3fxkQJKaR4HRiex+0gL7qs2y/792si4MLkLOGzSr99txY++cCM+aOsXfI27by7G8+9cldioW+YYUZITnPYu568WG5ORnOg4FsRdetBgIi4Xw0CYMBHj7H/Hsm7Vpmzl8SYbzAqz0SXDhGMnWwqKMg3YW7sc3UPj0CVo8Mjvz+L2GwplNT5is+Nl0bEb/O/V1JOGcZxfK0afqHFZgHC+n7v+kH8HoU7NKn6+S93DONMxJBuYGct9uFrfSY0vw/dXugQGG6uK0DEwiofXLRDOEdcnavDwugWwTZ+t3N5nFWytsy+q0UBih4GZcT1fL5xCuvXRiamI2b3mrT2QI5btJUEQwUFtynnn6/gNNy/cezM4cIr+trNN4/uIY5evydruS93D0Ij6+IIMPf5hmQl56XocvtAjpA/ns10dudjj0n+Id1SvnpeH0lmpWGrKwujEFEzZKZidkyIEWzh/f++IDXNyw9uXR9u8gEbDeDya1Vs4bubenvo18bi9c9CGvY1t2L2lCrZJO061D8r6a/wGHnd9rtIxIqlJWsn6ATDjjyu1J8vIBJ5/p0XQKJ/xypSVLHvsJfXlwcfb9+zt8RyBaMfijY18FsEXj7ViiSkTJTmOe/NafveKRdCy3FzWw+sWYNg2KRzr2jVk8/j84nGX8/FELze2C/MZ/HXOmf40CuM1PjtreX46fv6lm9FnHcfe2uUYnbCHbZ4iGhibtMOQqBUycGgYIDc9CQ1/nJkzbOoZxpblxYLd4991XpizJBHRib9BEt8GsBXAGQD/COAAgJ/6W6hYRKNhMCc3FbNzUrCgIB23zDGq6vwLMpJRbEzGuspCwTi/dqoDeel6PPzqGdyxuBBrFxVg0DaJstxUFGToBSe6LM/xfbyRcJ4Q4R0xpckRtSmTos2pjWWc6+L6rBQUZSWj1WKFVgNhZxwANBxuwrZPlkLDMNjb2IZ1lYXQaoDH7liEpp4R3P/rDyROLQf5c8Cc5atP1CA/IxmmbOVISDWpu5wnxzsHbXj+nRYc8DElrDcpwEjT8YFcdPSDvzsjHDfDByXoEzVYv6RQUZuAQ/dleWkSzfDXHTjdiXv/Zrbg3KXotFhQkIaPBxznhvL9QEVhJjoGbNh58LyQtvA/P3uD7Hddn20Qfq9P1OCZu5fIplbm25QaTZPuowtfjy9S0oc/kxPuysKyHD4esAkTJXy6WvHAU8sAfaMTQv+kT9SgtW8M2oExyVmt/E6A+XXViu2wqjhbstM3HjSt9JxyaVO/s24BRsanhIAJ8TsXHxUg924zkhNdfn+pZwSzjQYUZxvQM2zDmgW5qHvpA5cgrmAuwjn378XGZNy/ukw4m1TOxwgF4nIB6lNrxqJuvUnZyuON35aQoMHtldehojBDYsMACGm1t640C3YIkK+Pc52DuGdFscRfVltPcmmT+VTEYtS2B5blwHHAk5+9weXscm/u4yv88wEzx+qF6rsjhUC1RT41NwNG6NOKjcn4wabFYMFhXm4arvZZcbp9EP+576LkHGSxL3rX4kKXcT1/jn1hRjLqa0qRn65XTOVryo6MtOa+2AMlYtFeEgQRPNSmnJe7rn90ArPSkjz622rmtvjv1TAQjliQO1qL39j01KEm1NeUgeOA3UcuY+tKM5ITNbixOAsJWkeGPX7sVpKT6hKYTMcTBZZAvE93unHXrymN269arKh76QOXMuWnux4xJ9fnFmTosWPtPOSkJqG9f1QI0Hl43QIUG5OFeV9n30HuPTT3zhwLw+/w/tE/LMXC6zKQkKBxeTbqy0ODN+85HDbD08ZGd22G35j8YecgmnpG8MzhZmFz6N7GNmETjVKghfgYxPY+q9vjifjrLnQNSTKpKPnffHZW/jhF0rk6jClJ+NlfrmBdZSFm5xigT9CifWAUq+blondkAv2jE7CzjrUtfpyvJhMuQSjBcFxsno5RVVXFNTY2hrsYblGKNhb/Pic1Cec7h/At0c6oRz+zEIfOd6IsLxMMA+GMpZ0Hz+OJuyqQoNEgLz1J2P0p15GIz911NynBl4UiOhUJ2MvwV7PuduQcu3wNn3/uXZfP7FxfgZdPtOHLK+fgQtcQWM4RhPO5m0z4w5lOVM/NFRawZqXqoNclCGfL8Q6JLoHBtl99IJkQ/vSiAsXsKADQ0juC2xqOujgP4gCIQE6gOb+jONdzxGg23Ci1i2fuXoJvvOy6c128U0SNNvnrLnQNCZPiBRl6YfIjy6DDxqoizM1NQ3l+GrRaBp2DNui0Gmx/2ZGmrbIwHZ+/uRiPvn5OuH7OrFQsKEhHopZB15BDyxwHfPpp920qigloI4123arBuT/QMMDap4KjD3d9D8tyONMxICxWA44JmH/6WzOsE3bJwHP7rXPx8z9flWQ6kstgBAAv1S7DzSVGl3aopv8JIUG1tWp24Yr72oIMPb66ygzL6ARYztGvG1N0+NH/taB/dAJP3FWB//zfi+gctEnslPjd7jl2Bavn57v8/vbK67y2j4FG3L8nJ2olmgPCZw/5cvVZx9ExYHPJdBBhKYWDplk1fp8c/vpt4u/dtrpUsCeVhen46idKJb7v5ioT9hxvhS6BwTfXzMeF7mFoGaCiKAOr5+W59O/uxnB8eU1ZBlVnn8s9t3M7+vc7FuHZt5uEc1dDpZ9wtWmVRKRPy+vAYh2HTquBddwOhoHkmAzA0QbeuL8ac3IdZ5P/6VIPvvyLRuxYOw8AXCZn/35RPkzZKUJ9ZBl0sufYrynPU9QdgKCMhbzJDOGrPYghIlK3BOGGmNGst+N4NX2fJ5vGshyuXLPifOcQmnqGhcVnPmtfUabDV+DnDJwDyfWJWuw8eBHPbbkR908vgsv56p7mdSO4Lw8GQR+H+fs+A90XygXHP3ZHBabsLE61D7gEx3uae+XH4/2jE9i9pQqm7GRh7smUZUBb/yi6h2yYsnN46NUzgn8qHlOK+fVXlmHFnByvnyuOiKg5r3DYDE/f6anNXL02gt9+0CFku95/ol3Q78rSHGg0DKamWLxxtlNxTM6yHM52DGCTzFwC77PzZeX9dh45u+wpO2sgMquFmaDZWsc77sb4JIcJOwuthsHu/7uMSz0jqK8pQ256Ep7830voHLShrqYUJcYUVZlwibhHURw+ZZJgGOYMAMXoCo7jKn25bzyhZPzXlOfhT009ON0+KExim4wGPPCpMrzwF8eupkd+fw5bV5qh1QA6rSNKrblnBK2WMWg1DJaZjZLvco40nZWqh1YDLDFlepwcoYjO6MCTM6EUBVqcY8DnlxULk8RaBvjyLbPx2ukObL7ZJEnj9/idFfhMRQGWmrJcdunJpUxzh5rUXWp2NnvrUJCeCTFK7aI8P92tppW0CcDluIu1C/Ml37F+aRH2NrahvqYM6cmJkjYmDl7jB6WnO4aA91rx1OeWYGhsEg+/ela2jR+7fC2gKR+J6MXTMTI8cvrw1qa663sACEFCzqk7c9KS8PzBC5IdJrveuoTn7qnC8ZY+SZpQpR0M8ZyaU+2khbivvWdFMUYn7ULAFm9znvn8EmSl6MDAsUOOr6cplsOTG29AZnICirIM6Bkex/I5s8CBQ31NGawTdnAcUJipD+vRPeLvFac0jhR7KC7XUpZzyXQQD3oFvE/ZyuOt3+ZswyzWcRf7kWXQYe2iApeUrH881yWkuG7qGRYm1nZtWuzyHe7an3N5fWkPcpmuvvPqWeytXY6xSXtI9RPPttYXeH2Is4KJdTZsm8TIuB37TzgWK/hU5/wONn2iBtYJx9+V0g3z9dE7PI4v/vw9l2xL/FnNcnXGTs8cB3KfjLcT6b7aA4IgCH9R26d50/e5s2klxhQX+/jwugWw2iaRnpwgLObwcwZy2ST4nfzpyYmSOQXxDmZxtj25TBdXLVZkGRKxt3YFJu12ZKckhSVILlYIhG8U6L5QXCY+OLt2T6NL0AN/pLf4GI6rFisudg0J8wV89oetK8149u1mJGoZmLJTwHKOYzTPdAxKFpl3bqhEYaYe2SlJisfPUfr76CIc/r+n71Q6EqbPOo4SYwrebxuQzHXwmk/UMoIP/JcWi6BdwNV2ajQMrBN2l7aZZdDh2sg4eoZn7Bzvt/PX8sffqB2vxWHwmlewLAfLiHQO/JHbF+LNs50Ym7QjSavFhhuL8NqpDlSX5uDG4mx6b4Rf+HrcxrqAliLKCIQTKDf5tX3fSeyrXY6m7hGXSWwtA8k5O1oNUJ6fjqsWK/SJGoxPOa6dlap8Jr3zpF2wzoYmQk9bnxUXuoZwX7UZgCNiUtzRK6UsTktKQM/QuIvetq6cg6876fOhV85gqSlTdrLa28ADtam7PKVwJ4eC8AeldqEmDZpcmm0lPYqd5zS9FpurTBibnNlFDzic7rFJOx6oKcNHA2PY29iG9UuL8OzbzTjdMYRzHw/KHjtgvPdmzEpLQm4apdCMFzz5IJ6OkeFx1ocvNlXJl5lfVw0A2L7vJO6rNqPYmOyyWCSeqOE/O2VnJenw959oR31NmcsuWbnjNOJpgs7de5c78sc2yaIoy4Bv/uaUZHeabdIOAMLOiwf/fr5Lho+nNi92OcqnbnWZsIC8YWmhS/nCHZAYqBS4gdZTuN9LOAlFylY5G7ZzQ6VwTMX+E+2oW10G25TdZWHhsdc/xDN3L8Hp9kG09o1CywBfXWXGj4+0uLQtte2Px5d6V5o4H5u0Y7k59Lvw4lm73sLrY+tKs6zO+HSw4vS/Ynvz3JYqnO8cdJtumK8PJZ20Tqddd66zYI2dvG0TlPadIIhworZPU3udO5smZx/5vmDbrz7AC9NjeX7BbWOVa/DDY69/iN1bqpCXniR8j8OP97zArmT3l5oCs5gUzDm5SB/b+esbBbovFL8vgy4Bu966KNGROOhB6RgO50AK/oivgoyZa52Pr7NNstix/7Qkc0okHO1F+E84/H9338kfX+c8r1SWm4osgxUP/u6Mi+ZrV5mFAJ0r16xobO3zaDv57+GPvU9O1CAtKUEITBZvcnbW+o615agozFRlq7z1n+ONcx8P4pm3m4SgcQD48f814zvrFuJrv3pfEjiRqtdGVP9ARCc+5SPmOK6V/wEwDuAGAJUAxqd/F7PwTuBtDUfx+efexW0NR3HwXJewK0MtSpManYPjkoUz2ySLpw41oSDTgIbDTVi/tAj6RA0qizLxoz81Y2zSjrrVZXj9dAeeuKsCfaPj+OOHXfjzZQvu/cV7PpWNiC5YlhMiJp853IyfHm3BluXFyDLo0DPsWHziIzLfuL8aP/9SFV6492YsKEjD8LhdVm9TLKc46Xbs8jW09I74pSt+cVqf6DBBvjjOSg7FVYvV53IR8QXfLg7UVeOl2mXCzjtfnCt3ehTrvXDalrPczMQGn5Zt95EW7PjtGfz0aAs2V5mQodcCcLSPublpsm3yaPM13NZwFFcsIy5t6om7KqBhQH1ADKHkg0xNsWjpHcGxy9dw1WKV1crcvDS3NtcXm+puBwz/t/0n2rFjbbnLhB/v0/DoEzW4Pssg0XH/6ATK8lLxxv3u22igfLNowd17FyO2PaPjU8LutOffcfgLPznSgiuWUbAsh85BG4ZsUy4+wbnOIRddNBxuwsaqIuzatBhFGck49VE/Dp7txKmPBjA1JS1XOFDyMUxZBqGduPNj4k1PoSAQfp8nrlxztWE79p/GY3dUQJ+oEXb3lOeny+4O6p4OGubbxuikHfesKHZpW0rtr3vIpkpfYliWk/0MP3EuhhaRowNeH0oLWPzvGw434bE7KmDKMkjszVf2NCI/Ixn/tfEGj+1FSSfWcTv+3HwNU1OsRGNnOgZU9/NK2nT3zM7P6twn8YTCHhAEQYQKU5YBOzdUyto0JfvI9wX8WP7guS6YsgyKY35+J7+z7RQj5ycoje+uXAvMnFmw5uTiwRcPZF/o/L427z6GzVUmFGTM6EEc9LBr02LYWciO8fjxuT5RAw0DPHbHIkzZOeFadwE6gHdzbN74GgRRYkzBY3dUuMwr7dh/Gq19ynNgJcYUsCyH852ODNpytjM5USvorygjGds+WSbMmTx9uBnWCTuyDDrhvtv3ncS5zkHMStNhb+1y/Por3s8ne+s/xxu91nFsrjIJ9cDPk1/uGZbU/6OvncPQmD3MpSViAV8zSQAAGIa5D8B3AByG40yPpxmG+XeO434WiMJFIoGK9FKKGs0wJMimxB4dn4JtkoVWAzy8bgEa/ngJl3pG8I2/m4cPO4dwx+JCDI9N4hsvX8LmKpNwtu7Og+cxPz+NotBimKsW5YhJ50HSxW7pbtAfbFos2VUKOHbuZiQnyOrzg48G0HCo2e8I8UhMT0fEJ4GKjna3aGKeNZMauVnk0PFtTC5dZsPhJuzeciOeuXsJyvPTJdfz6BM14KaDLbb96gMcrK/GG/dX43zXEC51D+M///eikCqcMqzEBko+yO4tVUI6zfqaUp+OkZHTcJZBh97hccUdPJ52wPALk809I7LtQ6uZ+cwjty9Ex+Ao1pTnyZaTP//Rm/cSq1H43mRj4m2PZWRcdnfaQ6+cQVluCgoy9Jiwsy71JA7o4rFNslhyfSb+xpyD35/5GA+9MpMC8fE7F+HOGwqRkOBTHHZAkPMxTFmO857V7HSLNz2FglCkbFWaHLOzrMSmcJxrf7qxqkg4/or/3FOHmvCTLTeirqYUyYkJYFkOGg2jmLlp0s4J5+Sq8ZM9ZaCiXXjRiThwQclvA2YWvVr7Rl3szbf2n8Yb91d7PM5QTif1NWX47oHz6B+dwA83LwbLzSyC1NWUqho7ebsz2NvdsHSEC0EQsQLLcnjzfDd2vXVROBK5qjgbt5iNbn0G3hfhx/L8UUnlBemy1+elO463W1Oeh721y9E9ZMNPvnAjvvP7s2i1jCn6CUpzFOe7hoTsmf4QrDm5ePDFfe0L5TJsyL0vceYIwKGj+Xlp2L2lCreYjfirwo56PpCCPxam3zqOtv5RF0266/PVzLFRZmDCWzQaBolaRla3KUmuaxjFxmRcn5mMd69YYNAl4OOBUbx2qgN1q8tcjjSqe+kD7FhbjjXleTh+tU844oG//1OHpO3JNsni0IUeyfrIstlGr7RLmdXck65PlJ0n37XxBsl1tkkWfdYJYaxOEL7iV5AEgG8CWMJxnAUAGIYxAvgLAJ+DJBiG+TqA+wBwAM4AuBeAAcBeACUArgLYxHFcvz8F95VAOYGmLAN2b6lCY2sfWA5CUMOO/adxz4pivHhMeh5378g49IkaVBVn4cPOIQzaJvGddQvw5P9edJxZP30dn9pT/F9aNI5tlDRZnp8OU5ZB+J2c49w7bMM9K4olqbXra8pwbcTmkuK8vqYMLx5zJIrJMuhwoWsI+kSNkBrQ285IyXFWm1aPHAoi2HiT4tGgkw8sMugc2SDEx3foEzU4crEHj6xbiEdfP6cYjX/yo0H895+acaCuWnYinD/betvqUuw/0Y6uIcfg+hsvn5LcL9YmFOIZJXsvThu4r1H+iApPx8g429SCDD3uWVHsklZQPHEhp8vH76wAAwhZIbbvO4kJu+Nv4qA8LQMsuC4D21aXguMcqfPuWFyI67NcU4T7+l5i1f/xZgGVr3PHbrZx2fd06EIPSowpWD47G7ud7JiWkZ8IKzam4Hz3EB565aykXj/qG8WF7iEsKMgIa4pcZx+jpXdE9WRrvOkpVAQ6ZatzH53qNDlWkKHHxqoijE9nN7m5xCicR+vcfkpzU2Xr/ERrPxoONWP3kRbB/mk1cLGxD69bgIdfPaNKXzyeFgDcTZxHegrqeIVlOWgY4Im7KvDUoUsuk7B8GmtgJn312Y4hWe31jtiw3Jzj8ei3tQvzYbz3Zly9ZkXH4JhkDuHDziHsPtIi2Oiy3DRZe56fLj2uU8O47i51p2dfgnroCBeCIGIBcV8uXozmjx6Q8xn445bEfQLvZ95cYnSxp3x2yKkp1iXgd+eGShRm6pGdkiTrCyjNmV3qHsaCgnSPi9hiX8OUZUBb/6jE9wjWnFy8+OLe9oVKgQVZhkSPGxLqVs8EUR6oq3Y5UgBwrEvMz0vD1pVm7D5yGV++ZTaGx6eQqNUI9cwfXyf2b3wJ5I2HQBgi8CjZnLy0JIntLDYm4/7VZdj83HHh399eW476mrnoGXKsd4xN2jE/Px0//lMzWi1j2L7vJH7z1RXoHBxTDCASf6duuoH5ql0KinePdXqzuBjbJIsplsM3/24ufnm8DZ2DNugTNbhqseKqxUq2g/ALf4Mk2gEMi/49DOAjX2/GMEwhgDoACziOG2MYZh+AzwFYAOAQx3HfYxjm2wC+DWCH78X2HW+cQJblcOWaFa19VqToEpCXngRTtsPYOTu3D69bgL3vtaHVMoanDjUJZ4frEzX4+qfm4lfvtaK+pgw79p9B/+gEHl63AL99/yOsXVSA3pEJyZlh4v9qNRDKRhNqsYmSJs93DSExgcFsYyp6hm3QMIxLlpIh2xSeebtZ4pi+9Nc27Pi7+Zi0j2P3lhvxYecQijIN+O6B8+gctAlHAzg7xYE6d1BtNDE5FEQw8TayfcJux7+snQ/L6ARYzrGwmG3QYdIudepMWQY8fucitPWN4sdHmrF1pRnz8uQnrWfnpAjH5phnpYp2jozDznL43sHzws6R+poy5Kfrhb5ATCxOKMQrSvZeLLPOQRtePNaKF+69GRw41btSnG3qvbcUY2TCjvuqzQAcWYacB3/8jqaffrEKXYM2tPWN4r/enMlgwmeF6LOOY9F16bhyzSqZJPz6p+biyMUeVM/Nxe03FKIsNw191nGvtRpvQXNqdh7J+XxKu9PsLPDg787gW383D9+9qwL/Op2dSp+oQUVRhsuEw2N3VKB7yIYplsOK2dnYeJMJF7oc6StfOdmB67MN6BqyYduvPoiYnUHeTLbGm54iFXfjFrk++oebF2P7rXOx661LmJubin/6RCnOdw3h7MdD+I8/nMeOteWCBp3bD8dybm2rePKre8hhY/nzUTkOGLZNotUyJim/bdJxTJ3SuMuTJt0FE9POu8hDXC9ZBh02VhWhNC8Ve7+yHKOTjhSwJz8awIYbi6BlgIqiDNhZoKlnWFZ7s1KlgQtyi1MaDQONhsGstCT8+fI1NBxqlpaJg3DMUsPhJmQZdC6Ldc/cvQQfdg67LMjJZbZU8iUpMwRBEPGCs2/iqS/nx2VbV5qRlKBBSU4KPh4YxTfXzBfm14AZP5O3p/NkskPu3lIle6zYATcLcyXGFDxxV4WQeVYcsHfLHKPi55z7tHtWFOO6zGS09I5gX2O7ZKy3a9Ni7Dx4HusqC6HVADcVZ0s2a/kC+eLqM0Zs33cSe2tXyL6vlXNywHIOX3XP8Zkgyp5hG6pM2bh/dZkkI+BjdyzCwOg4GAb43E0m2KZYPPN2s8R/4I+v+8GmxWA5DrPSkmCfLqtc36/kz8dLIAwxQyDWpJTWAUzZKTBlpwi+aHKiFpt3OwIkCjL02FxlwtdFn/n3zyyExTqBx17/UGgXjs2gw/h4YEy2Pc3PS8O21aXQMoAxRQeOcwTl83OwnrQr9/zkPytjyk6RrYfUpAQUG1Pw9ZpSPPt/l/HVvy3Fr99txRJTJtkOwi/8DZLoAPAuwzCvwpH54Q4A7zEMsx0AOI7b5WOZkhmGmYQjg8THAP4FwCem//4CgD8hTEESahdm5Saw6mvKUJaXitJZqS6OzWOvf4itK804Pb2bZMn1mfj1V5bBoNNi2DaJOxYXSnaG8NeLU2g5p21zZJ7IFs5fogm12EROk3Wry3DwbCeSE7WSRQo+GwSvI+fU2rzzsH16Jzr/mZxUHfpHJwBA9miAQEX8ehNNTBNyRDDxNrJ9VmoSxu0sdh9pEdrO9lvnIic1SXJdW/8onj7chP/3t6VotYzh2bebUZChl91t+OSbF3DPimLkp+uFVJ7b953Etk+WugQ3PXWoCWt/e3snAAEAAElEQVQW5NOEQowjZ+93bqjErrcuSq7rH53ArLQkr2yy2Kb2Wcdx1TKGXa+4Tqg5D/7a+kfx3pU+Qfs8fNpYfpGvuXsYD+yVtqlfvdeK2lVzhDT3/PMs9TJVXjwGzbnbeaTk8/ETmc7+wp7jrbBNsugbncQLx65ib+1yjE3ahX4VgKCLjgGbcLSLPlGDRz+zEDtFAVt1q8vw9OEm3LG4MKJ2BnljG+NRT5GGp3GLXB/9wN6T+PmXbsL2T5UhKyVJMhFWt7pMcgShc/uRyy4h3uHJf0fPsGNSq390QtgxCkDxmCN3x9T52l/TzrvIRFwvnYM2od4P1FWjoigTB891uWR46hsdx75G1x2ZT9xVgSuWEckY7vE7F+Hpw02StOq8nkqMKbipONtFT1oGkmOW+MW62lVmLLk+E8XGFHAc8Omnj0r09ODvzggbNng8aZMyQxAEEevI+SbPbaly25fL+Qz6RA12b6kS5tec/UyNhgHDwCU7ZKPC8QjuFuY0GgZLTZmoXWWWLJb3j064tel8n8YH2jlnwthzvFUY660pz8Ok3RGwEai55nj3xZX84FlpOlkNTNrtsu8rNz0JPz3aIqvPtv5RIUCCv8/Dr57F7i1VePxAI7auNOP5d1pc/IfCjGS09Y/hR39qxt9XFOCfRXPHzvXuzp+neav4IlBrUp7WAXhf9Njla4K25NYwvvP7c6hdZZYEBG+sKhKyZDr75o/dsQj/+eYFwQ/nNzOvX1okrMe506675yf/WZ7ZOSl4/M4KPCSak6yvKcO/vnIW/aMTeOT2hfi3zyzEv/3+HO5YXEi2g/Abfw8MvgzgFTgCJADgVQCdANKmf7yC47gOAE8CaJu+zyDHcW8CyOM4rnP6mk4AuX6W22d4g3ygrhov1S7Dgbpq1ecZP3WoCafbBxXTHfOpe/SJGpiyHanLRifsSNRq8XJju8tuDnHWCN5Zff10h/DfnRsqhbPwlCbUrlqsQXxbRCjgNfnCvTdj2+pSbF1pxp7jraiemysMZoAZDW6sKgLg0MyNpizoE2fMgJzz8NShJuSkOlJX6RM1ikcD9Azb4C/uoomVnt08K1VIR0sBEkSg8FaLdhbY9dYlSdvZ9dYlTNk5tPSO4Njla2jpHYHFOo5Wyxg+mo5OBhw7//ccb8WTn70BdTUzbZjPLGRnpX2KbYqVLVvviE2YUODvHW8TCrGOnA/y6UUF2LG2HMXGZHztk6WoqynFc1uqfNrBw9vU7JQkYTACzJz/t7GqyGXw0T1kA8t57heczzIFgHWVhUKABP+ZHftPe+2bqPXN4gUln6+tfxRrF+Zjb+1yia3h0xRyHNBqGcPYpF22X7WzECZA+fs+8vtzWFdZKPy74XAT1lUWguWkZQqUn+Ar3thG0lP48TRuUeqjAWCZ2ehyjiyvS3f+pLjO99Yux97GNsnYi5/8ktMSn3FF/Lv6mjK83NguW37AVZPFxmTs3lKF7iEbWnpHwDo3omm89U+I0OCuXpT0rNNq0D86gT3HHbuMt60uRe0qM+bmpQoBEvz1D71yVmJrxXrSaBisMBuxc0Oliy7n5qZJysUHcCTrtDDPcmQblCv33OksZ/y9xPaSZaW+rZJWCYIgYgk5W/7Qq2dcbK/YXir5n7eYjW79zO4hG7IMOnztk6XYttrxk5Sgkczd8ffztDBkyk7B/Px0/PRoC559u1nIAuFufoDv0+TmBxsON2H90iKhj2vrH3UZH/g71xzvvrg7v0FOA9kpSbLvy5St7GtetVhl+/9ELeMI8CxMl/UfPhpwbPSRm292rnd3/jzNW8UXgVyTUrMOwAfhAFBcw3D2dXmfmZ+f5X3zn3/pJjzzdpOQNdA2yeIHf7wkHFWjRru0Juc9Gg0Dc44BtavM+NE/LEXtKrOw6dc2yeLR185BwzBotYyhLDeVbAfhN35lkuA47tFAFQQAGIbJgiMbxWwAAwBeZhjmC158vhZALQCYTKZAFk2Cmp0SShMlLAeMTkzJRkzy2R92bVrssnvEOQOA+Prq0hzcWp6LCTuLvyk1Sv7b1j86fQ41pbKKRAKlWT7VqjhKWMkRWHJ9Jl6qXYbcND0GxyYkEZJajfxnrlnHhbR/3cNj+OnR4ET8UjRx5ONJs7FyrI+3WlSaZL7QPSzsAuF3yRcbk13OcuR3kjinSuaDHzinRWilslGGFXlC5R+EAjkfJNA7eJR8hrl5aS6Dj7x0PbSMsiZ5UnQJrrtcFfocd76Jko2JtV2s/mjWk89XUZiJjgGb7K5553oT73q4r9rsNsiX/7dWJgQ73H25t7Yx0vQUDX1rIO2sJw0rnkfrJvW1+AhCOcR1zrIcdqwtl93BqKQlAMLvGDB4YO9Jt8cVOGfvcc7SImfDWZaDQcaWhrt9RSuB1Kw7v1FJk6MTMzs/+V1ouzYtxrBN/gxeZ1sr1lNCgga3V16HisIMdA/ZYNBpMWFnkZum9bjLWe7v5fnpOCBjLyk7ZfiJJZ+WiA9iRbO8LS/I0GP90iLBJhdnJ8vaS8C9/+nOzyzI0OOeFdIMDg/+/Xx8f0MlvuU03vO0MOTL/ADfNyjNKfILg+76OH/nmsPpi4dbs2r8Bjn/VO59KfmaSlnQ8tL1wj2U1i0A5flmcb170gbNWwWWcOvWHYGyE2rHxOJsNIC8lp19XX6NjQ+UePbtZhQbkzE3L1X2WEWtBvibOTlYv6TQo3ZpTU4ed5plWQ49w+NITtRiYoqVnSsfsE5Cn6hBfrqebAfhN34FSTAMUwXgXwEUi+/FcVylj7f8FIArHMf1Tt//twBuAdDNMEwBx3GdDMMUAOiR+zDHcbsB7AaAqqqqsG5pUJpw0DAQojmd02Vfl6nHmgW5GLJNovFqv3AWqG3SsZufT3vJT2bvbWzDrk2LcVNJtsd0VgsK5M+8pwm18BJIzTqnpFNatCo2pgidcEvvCPY2tmHbJ0sxKzUJBZnuF4Yvdg9j58HzLqmnAhXxG+9p9aIBd5qNpYlTb7WoZPMvdQ9LooV37D+N3VuqULunEXuOt07vGExDeX668Bml9sf/zTnAgi+bKcsgOb/65hJj1L33YBFJ/kGgYVkO5zoHcbl3BPdVm7H/hCPzlD/p190tmjhrqsSYgoqiDJdzzp3bS156kss15QXpXvkmsWRjPOGPZj0FeYnPO77QPQSOBdoHRrGpqggVRRmSenPe9eBusoz/d1VxNibsduHaSOnLIy3wQS3RovtA2llPGvbUR8t9lj+CUA5vz4hV0hL/u5beESH4Ua78PPx9AOALz7/nsrtIbMN5HQTTD483gjkOU6NJg06Lm4qzXRbXrlqsqmytnJ5KjCm40DWMe3/xV9gmWRQbk/H4nYskZ47L7XJ2LvfsnBSJPnnouJfwE8s+LRGbxIpm89L1KDYmY3OVSdIHL7ouHWl6ncRGi/HF/7SzcNml/8QfLuAPddWKARnu8LYMfN9wsWtIcV7bUx8XzXPN4dQsy3KYsnOKAQzLZhtVBRY4+7Y5qUkSX3NfY7vb8bucf8Af/QVA1SYJNWPSaBybRSqRbGsDsSHSmzGxczB6WW6qy4YircaRIYUf+wFw0fxjd1TgRGuf4thSvB4X7OePRdxp9qrFigf2nsTc3FQ8+Oly2fenS9DgkdsXIjddesw1QfgCwyl5cmo+zDAXAXwTwBkAglI5jmtV/JD7+y0D8DMANwEYA/ALAI0ATAAsHMd9j2GYbwPI5jjuW+7uVVVVxTU2NvpSjIAgZ7zra8pQlpeK1fPyADgaPO/YmLIMwnnzzrv6+F1IP/9SFfSJWhh0WkzaWWSnJLk4RC29I7it4aiL4Xjj/mpc7B6O+AnWKCRgLy8QmmVZDn+92oejzdeQotNCwzD4wR8vKdY5y3I4fLEbTd0jeOpQE7IMOpeIdf4zVy1WQVt89LxWA9TMz0VFYWbAdMQ78xRNHDSCplkl+3MgSidOvdGinM1/4q4K/Of/XpTsJAWAX39lGfLS9V7tzgMg+VuxMRmP3VGBRC2DvHT5PiSGbHxAHyDc/kEgkdOM2Hd4qXYZlptzAnJfd3piWQ5tfVZ0D41jdGIKpuwUYYFFfM3hi9043T4IlgM0DHBjcSas46zq74kyGxM2/0Bt/am57tjla/j8c+8CcOxq27K8WDIxzE+W8edz7txQiU8vKhCOeqO+3H9CqPuI8WnVaFOpj5b7LK/LhATXNCfBCELx9p7idiZGbMPFOgimHx5lRIxmAe80yW942LG2XJVtdra1SnqSsxfFxmQ0fG4JxibtsvbYG39XjVYJj0SUbglCBaRZOGzlO83XhJ34gHzGh0CMwSPB1vLju/fbBvDg785I5jiWmjJhyo7oDENRq9mW3hHc+4v3XIJxdm6oxO2V16l6p2rnpgoy9Pjh5sXgwKnyD0xZBrT1j6Jn2Ib8dD0+7HS/xhCh2ohUYnrOKxBa8GdMLNbyrFS9S/Z28byrWPPdQzZs33dKZg6kAnfecJ3s2DJYzx+hBM3WHrt8TXj3hy90YcONJjz62jnh/T36mYUYn7Tj+T9fwc++eDPm5EbcfCARmShq1q9MEgB6OY77vZ/3EOA47l2GYX4D4H0AUwA+gCOiKBXAPoZhtgJoA7AxUN8ZLMS79Nr6rDDoEpCXngRTtiM6zXm3ktyujIbDTdi60iyk3xRnAFBCKYVP74iNUlnFAc7HbhRk6LF1pVlxElWjYTDbOHPubeegDS8ec+xuX3J9JoqNKYJOxNriU08BwC1z5Her+5oamqKJo5dYSyH2/9m79/g4qvtu/J+zunh1tyxbl0iWbGH5fo8ChmKexk6oS9xwMZeGllxKqvb5FeSUpKWl0DwJlNZN6jwY8rRxoEngaYJNHKAQ4obY5MGUSyLA2BhfEZaQkSVZsnX1Wpc5vz+kGc/uzszO7M7uzu5+3q+XXmBJuzua8z3fc+bMmXOcxKLRMpY+AcMnSdUlDEPfV/8e+qWS1T0brXJ4a88Qn+zLQFZ9h8deaY1pZvriqiL86EuXmk560PP5BObMLMScmeax5vMJrFtQgfqZhaZL1Efqm6RbjokXu8vqGsXPlt2HUT3dj5HRCVQU+1FVcvGpB3V/Tn0fobY0H6trSw0/h225OzIx7u3EsFkb7XRZabefjFf7v6X5OdjRdDnGJiYMJ7br2Xm6yGk/nBIvUkxWN63BniPdmFCA3e92YuPyahw5PYDq6XlYVl1iuTy7Va7VM8oXbb3ncX5swvTGmpP+Lp+EI6JM5fMJ5GSJoPx3w+qasBUf3LgG90KuVa/vamcUYOXs6Zb9sasXVWBH0xp09gdQVeLHkqoS9k2i1DUQQFvveTzxehtuv7IeQgBSAtXT7S8nb9S3vefpg9rq1KqzI6OYVTQtKFaNxnH1P9f3F2pnFETsq/M+BAHuxEIs18T6vm5rz8UJEup7hI6B6FflPTsyGlQffQJorJtue4KEW39/pqko9uNLV9RhaHQCay6ZhbGJCWy9aQWGLoyjosSPf/mvozhwagAA0DMU4CQJilmskyS+LoR4FMAeABfUb0opfxbtG0opvw7g6yHfvgBgfbTvmSw+n8Al5YW4pLxQ62i88UEvxick7n32YNCTIFUl07SEC0BbLlvd683uMqpWnWnefE5v+s7s929r1GLssVdasfXmlaZPmfWNXAiLvW17TuDJpsuCYsXJhVoaz5IkC164mE+m0ByrKNLx9jFGSyXr609oDlfr/bGuwaCtFoDgC4ZU2M+enDO7UMzyIWwLlvIif9iSgmYT3Izy99yZsS/lHmmJ+kgyPcc4YafPFxo/VSV+3NJYi1u2v66V/SO3rsKjX2jEbz7ogyKB5945hYWVxfgf88stJ0Mw57gnU+M+lusWJ68122O8b/iC4882W8ViZU2pZfzb2eIrU+MgXfh8AiOjE9i250TYqjzbX27VtsfUt9GhMRzax9Rvsabm2HjHCbdGJKJMFppjhUBcJrLazbWJ7G+bLUKtKDKdV7RMODXG9BNi/Tk+bFpdbfqa0DjoHb5gGJfzKya34S7Nz8VNjTWYX14EKSdfH82qIHb627wPQapYY8FuHze0PqgroJjVD6MxEDXu9blYfYB5680rtQegE/n3Z5ra0nyUFkzD1l+9q62mfN/GJejrO4+83Gz0DE0+kMjrYXJLrJMkvgRgIYAcXNxuQwKIepJEOjBKyFZbady1cz/+7Y8/jsdeaQ1bgvOqhpm46ePVmF16cSkzq04wBy7Sk1W5my2Dt2XTclRP91s+vaYoEh+dCxjG3qzC4EbGSWxxv9rMlK75J5ZVUYxmCyuKxMFT56aetMjDkqrioFnIdutPpK0W1M6i25OWePMzMeycZ7MLxasaZkFC4ufvdgbtvbh5fQMef60NZ0dGTWNAH3/qTUOjJ10Twag/lY45Jh6iiZ8bVtdoN+2qSvz4o8tqcW5kDB/29eOplg6cHRnFlk3LcfWiCss4cJJzUjGfJPqY07Vt9YqKYj8a60rwJ1degiOnB7TJQA3lhVg9NWgM2Ct3o/b77l0HUJqfiyvnzbRcjcdo5YBo8l8q1qlMoebc0FyrtrOKlPiHnx82baPVsu0dvoCPzgXC9lYOHczVT3aTcnLZ2kiTJCPFDp+EI6JMFppjs6Yeagu9FptV6NcmslWV+DGhAN2DF3MrEL66cOj3rl5UgRcscm0iHkyy8xkc+7PPTjsbGmPqNqtdAwHt55HiYMum5agry0Nb73nt9/w5Psyenof/+spavNkWPHb8yK2rMLesEG19wzh6egCl+bno7A+wLClpjOqKvm7YnehTV5aHO9c14N5n3jWtH5+/vA7nxybw5bX1ACYfHNXHPfu9ydF+dgT3PTtZbsuri/HnvzsPBzrOQZHAt395BLetqdO2LuS4CLkh1kkSK6SUy1w5kjRh1kHZ+uJR0600AmMK3mo/G/bzrTevxF/99B3cua4B1SX5ABCxg8qBi/RjdWECTMbEkdMD2P5ya9igbKS9uT44M6wNsKmv27b3OP73LSvxQe9Q0PLqTmIrE5eGpvTMP7EOPoTOFh4fV/DMO6eCOukPXLcU162o1iZK2K0/kbZaUG+euDlwwVViEsPueTa6GfLAdUvx1af2Y+Pyam0CHDBZ7g/tudj3MIsB/VPVRk+6Jqqszc5BpAFDij5+snwwLHv9BKy7dx3AsuoSy9wRy0Qvr+eTZBxzOratXlJbmo/PXTYnbMLh1heParFut9zN2u+Wtj7UlObZftIu2vyXinUqk6g598jpgYi5NjRn6stW7eeZ5Vh9vlD3DP/Mw/ssY8JJ7PBJOCLKVKF9sspiPxZUFoflTnW/+9L8XHz+8jptSw71hvTouAybzBb6Pf1KkkYSMTnBzmdw7M8eu+2sPsb6hi/g1LkAmp5ocTRJ5e5dB7D9tsag1zWva0Dzjrdx/7XLtAkSAFCan4vjXRe3Hwh98IZlSYlmVVc2LKnE4s1rwx4SVX8eWh82Lq/Wxl6Bi/XjX/9oNf7nf7yF0vxcFOflBOVoNf7VuGe/NzlO918cl7zl0tqwa/UdLe3Y9oerTFdNJ3LK/gY6xl4XQix25UjShFkHZePy4KWxAmOKtpyrP8eHieA+JQJjCk50D6Gt9zzufeZdHOrsN+2gnuwdDnqtmsDX1M/UEjqlLqtyV3+mSPNl/qy09Q0bvm7owjju+PHbUceW+qSUHpdAygzpln/s5l27DnX2h3XS1Ryvslt/zAYkllcX44XmtdrFs9XAhVNunw8y5qS937CkEi80r8WTTZdhR9MaPLz3ONp6z5su/6r2PcxiwOhJV6tjiBezc9B+diStckw8RBs/6xdWmJb9tr3HccPqGlu5w27OScV8kqxjTre21Uvaz47g73SDxWq8b1xercWs3XI3a7/VJ0jtijb/pWKdyiRqzo0m1+rL1mp5d/Vz1DhRJGzFBGOHiMgefY6dM7MwqC/9QvNaLK4q0m4437C6Rrv5Bkzm1gMd/WH51uh7kXKwm9f4sXwGx/7scdLOqjE2o2Ba2ENtoa8xK6OcLIEdTWvQvH4ebr+yHk+83oa23vNoaesL+n2jGFX7IgDLkhLPqq74fAKKRNBEH/3PQ+uDWZ/50EcDuP3KetxzzSLc//x7YfF/U2MN4z7JpmX7tOslozLauLwa58cmOC5Crol1ksSVAPYLIY4KIQ4IIQ4KIQ64cWBeou75+dr7Z9DaMwRFMdmMDdb7g+v5c3yQEtpKE88fOBX28wvjFxPA6f5AQjrB5D1dAwGU5ufiLz45D3esm/wqzc9F92BwTERzYVKQm234umnZWTHFlvqklPreXBqaUlWseTe0/TDbH/J0/8X3s1t/zAYkGiqKgm6euDlwwXYoMZycZ/1A3cjoRNiymnpq30P9f6MYUONPXVXAzjFEI1LfirEWvWjjZ1l1iVb2Rv0OIezljlgnenm5jFPxmNOBk2sxp6yu3dSYtVvuc8oKsGXT8qD2u3ldA54/cMpRmxttnDE+vc/nE0G51mwyY2jODC1bqxyrry89gxdQmp8b9hmhMcHYISKKTuhEVvXpe8D4Bp3RA07RPPSUiMkJdj7DydhfPPtzXqYoEj2DF/DltfW4Y908VJVMnr9IZRzLJJWKYj9GRiewbc8JfPelE+icGm9SZHAfwurBCo7jUjJY3QNRf25WL8zqQ+i/z48p+O5LJ3C0a9DwveZXFDHuk6w/MIr7Ni42HZvSX6sTuSHW7TY2uHIUHuZ02VKz/cEb62Zo3/fn+PCP1y/H3Jl52LS6GrWl+cjJ8hnuK6++vrLEjyJ/juF7Mymkt6oSf9gSfZvXN6Cy2K91cHe92YG//NR8fOdXx4LiNFKjXlE8DZvXN4S9d8fZkZhii0tDU7owy+l26oZR+/GP1xvvD1lZcvH97NYfu/vUu7mffSzng+yL9jzrX7frzQ40r2sIWsZ78/oGPP5am2UMqPFXPT0vaBsnu8cARN5v1U7firEWvWjPnVr2tTPykJeTFdY3yBKwlTvs7qWbimWcisec6uK9hYTVtZsa63bL3ecT+MzSKpTm56KlrQ8TCqLaK9WNNsDJ6yKxs4c2BbM6Z5HaWZ9Bro3Uvqu/b1Rf1LZfvUFiFBPMbURE7gjNp6G5NUvY+55VDlYUCSmBb9+4Ase7B7GzpQNnR0Zdv6FtZxzB7thFpm4JZvR3q+P9Z0dGUV7kN+0z2GmbI5VR6Oufe+cUtmxarq1QYRZ7a+fNxA2rqtnno4RR68G4ouDOdfPwzanVA/T3QADrPmtofXjunVN44LqlQdsdb9m0HFtfPBr02tD3WlRZzLhPsrICP/7PSyfwtasXGo5NLa8pQW1pfrIPk9KIkDK2mZtCiBUA1k79c5+U8p2Yj8oFjY2NsqWlJeb3ae0ZwjXb9oUlzBdM9nkz6/gtrCjE0a4hTEiJD/tG8ORvJwfM1A6hvlMUGJvA/3ruENp6z8Ofc3G/ep9PZGSn0uNcO/FmMft+95C2j6zKn+PDz+9ci7kzC7D70Gls2X0Yf3LFXPSOjEKRgE8Ay2tKsG5BhRYbRh1vANh7tAsHOvq115Xl5+LfX/0gKD4prcQ9ZtPJ+LiCZ945FdSpVnNydrb1Ykxm7Ye6/53T9zOi1utIk5Hs/J6dmyBJGtxw9Y1TIW7tnGeznK5/nXpzOidLoLzIjywfcHrA3sS1aMvazuvs9K3SYCAtabnW6bkLjSVFkdj4yCth5bOzaQ2W2tzzUX1PdS9ddSBOfywAUq6M0yAurXiyf+D0WiyS0HivLc3HLw93BZXplk3L8ZmlVVq7HG2dinaicDzzr1Mej3lPxqzZObt6UQXaz45Yxt6D1y/D6trpqJ1hPblQ377r+2xm9aXpqnps23PCtPw8Xs7pxpNxS2SBMWvA7NpZn09L83PDHnh65NZVGB2XQfnW6HtmOdgoX5u1HW7+nbE+/OR2fy4Cz8SsVbu8sLIYVy+qwK+Pd2tjslkCWDY1lgvYu1YyK6NI/ZHuwQAqi/14r3OQ7X/yZdyYl54+Vu/45Dw88tIJw3sgl5QXRuyzhtaH2tJ8Ld7Vf6v9b6Mczfh3JG65dnxcwS8OdcKfnYU7n3w7LB7++vcWoLIkj2VFTpkGS0yTJIQQmwH8KYCfTX3regDbpZQPR/2mLnGrQXjt/TP43PffCPv+k02XYU39TMPX6BPyrEI/Pugd0vak8+f4cN/GxRgMjOEnv2nHD754aViHcHxcwaHOfpzuD6CyxI8lVSVBg3RudFDJNXHvfEeKQUWROHjqHG7Z/rrWaFSV+HFTYw1Wzp6OOWUFhoNw+psU6sVdfm4WxiYUzCiYxthKX565YEwFrT1D+NIPf4ONy6shBCAl8PyBU4a5W09RJH59rBt/8sPw8/OTP70M+blZhjk+WZwMjiehHcrIC0ar82xVXgBcKx+nk3Am25FsND/5VthqKfoBMLt9qxTv8yQ11zopu9BY+vaNK3DHT94O+12rvq+ZSAOi+uOsLPZjQoG2VKZXyzvF49KKJ/sH0VyLmbEzWBxpIqHb5W51kyWaz3P7OBN8U8OppMRspEmlRuesriwPd316QdiEMTuxF/q5Vr9rVl9+8MVG5OVmxTyhllzhyVxLZIExG8LJTTq1f9szdDG3AuHXa6HfU2/shbY1Hm+XTbnZn7PBMzFr1S7/j/nlaO8bxi/ePR32lPTvL63EnJmFMbfNTh6WiRR7FFcZOealUvNaaX4u7vr0fPzVTw+E/Y4+V7hZL/Q5elbh5INFnf2MfZvilmsVReIX757G0a4BbNtzIuz371g3D4/ua/V820eeYxqzsW63cTuAy6SUwwAghNgC4DUASZ8k4ZZolp5U96Srn1WI1p6LEySAyb2N7n/+PTRdVY9bGmvRN3whrDJnZ/uwYnYpVsy2fm/KDJFi0OcTGBmdCJogcduauqAlWLff1qhdwAGTcXjXzv1YONWYMKaIjHUNBNDWex7ffSm4U9Y9GDCtM+qgydHTA4Z1t6LYj/pZhYY5PllO9g5b5gg9tkOJYXWeI5WXW+Vjp6ytlhBVl/ZW94hU38fJ0vWMtejYPXdGsXS8e9C1Zdet9gytn1WoHeecsoKUeYqZcZlYbm4DYJY7X9DlTjPxKPdIN1mi+Ty3jzNSHc40diaVGp2zjcurtQkSgLPYU9kpW7P6UldWEPEzmNuIiOyJdC1mlE8vKQ/OrUb5Vv2eVVuTqu1ypm7rZNUu+3wCXQMXtAkSwGRZPrTnOFbXlmLOTONYcsLO6/W/w5WlKBnUvHbD6hpt+2+rXBGPeqGu1M3Y94aTvcP46lP78eW19Ybx4M/2pUTbR6kj1kdXBYAJ3b8n4PLst2RT9zPy50yeKqM92KyYdWAVCWzbexw5Wcl9epi8z04Mqh1vALhhdY02QQKYjLeWtj7TCykiMqevW6pIF/PqoMnOlsk9o6NtPxLJarCFvMdL5WU0SLht73HcsLpG+x2zvVNToW6kO6NY2tnSgQevX+ZK+djNoWaDzSd7hx1/JqUXN/OFl3InkBpxH00/KJ3ZKTOjc5blQ0Jij+0rEVH8xbs/YdXWpGq7nKntU6S/e3h03DCWRkbHE36sQGr0TSn9qHlNCBiOoz54/bK45wrGvreo7eyuN8PjYfP6BmT5REq0fZQ6Yl1J4gcA3hBCPD317+sAPBbje3qKzyewYUklFjavjWoZH7NZo1KqHZ8Ji1cT2YtBteN91879ECJ8EE6RyMhZ20Sx0tct/Wxiqw662pnr7A/gidfbcPuV9RACWDtvJj4xZ4YnZyFn6pMdqcpL5WU2SKjOATWqM7H2rcg9RrF0dmQUq2un4wUXysduDk3Vp+Io/tzMF17KnUBqxH00/aB0ZqfMjM7ZJ+pmJCT22L4SEcVfvPsTVm3NpXPKUrJdztT2KdLfXTejwDCWamckpzxToW9K6UftOx89PYCzI6NB46g+AayunR73XMHY9xa1ndWPq2f5gHnlRfjHFw7jpsaalGj7KHXENElCSrlVCPFrAFdicgWJL0kpwzcxTnGxLONjNEiiLkOtLrtOFEmkGNR3vHuGLuDRfa1Bjftz75zClk3Lw/bBZWNCZC2ai3n9oElnfwDffekE/Dk+3LCq2rODALwJklq8VF5mg4TrF5bjikvKTOsMl/X2BrNYqp1RoJVRLOzmUK/dvCZvcStfeCl3AqkR95l6U8OMnTIzOme1pfkJiz22r0RE8RXv/oRVW5PK7XKmtk9Wf/fcmcaxNHcm+6aUOdS8triqCHVlBbjn6YPaOKo6NhFvjH1v0beznf0BPPZKK5rXNeAfXziMsyOjWL+wHMuq4z95hjKHkFJG/2Ih1gA4JKUcnPp3EYDFUso3XDq+qDU2NsqWlpZkHwaAyb1LPzgzjCNdA5AK0HFuBOdHJ7CspgTrFlSwQqc21wrPrZg120Pu6kUVaD874qkLKUWRONk7jK6BACqKvXFMGcBzMZtuUnUfR7U+2s0RCay/rr5pusStnfJKRBmlarwnQMrkWqd1P9bPMYpHxpEneDJm3c5jiYp3u8fCuI9JwmM2ljJzO/Z4HZWyPJlriSwwZg3Esz+Raf2DOLRnKRWzTmIp3m1/psWeh3DMa4pZfWDse1Jcc62iSLT2DOF49xAmFImOcyP4yW/acfeGRSwXipZp0MS63ca/Alit+/ewwfcyns8nMHdmAY52DeKrPw1OtkRus5pZ7qVZ2+yAULpK1ac7nOQI1t/ki1ReiSqjVI13uigR/YNI8cg4IiPxyGNe6g8z7lNPLGXmZuyxH0ZElFzx7E9kUv+A7Zn9WErEucqk2CNvMqoPjP3Mdax7KKjct2xajqsX8YFzcp8vxtcLqVuKQkqpIPaJF2npZO+wVqmByX2N7tq5Hyd7h5N8ZJSO1E7FmvqZqJ9V6MnGg3WC0lkq1MFYsP56XyLLKN3jnWJnJx4ZRxQqE9oaxn3q8UKZZULdICLKZF5oaxKB7Zl9iTpXmRJ7lDoY+5nJqNzv3nUA7WdHknxklI5inSTRKoRoFkLkTH1tBtDqxoGlm66BQNC+RsBk5e4eDCTpiIiSi3WCKHWx/nofy4i8hPFI0WDcEBlj3SAionTA9sw+nivKVIz9zMRyp0SKdZLEnwO4AsApAB0ALgPQFOtBpaOKYj/8OcGn25/jQ3mR3/Q16t47r71/Bq09Q1AUafq7RPHmdjxGUyeIUlW65XPWX+9LVBmlW2xTMLfKlzmDosG4mcQ8m96iKV/WDSKi5GCb7C62Z/bF+1wxtsmr3Ih9xnfqMSt3AcEyJNfFNElCStktpfxDKWW5lLJCSnmrlLLbrYNLJ3PKCrD15pVa5Vb3T5pTVmD4++p+S9ds24fPff8NXLNtH3YfOs0EQEkRj3h0WieIUlU65nPWX+9LRBmlY2zTRW6WL3MGRYNxwzyb7qItX9YNIqLEY5vsPrZn9sXzXDG2yctijX3Gd2oyKvfN6xvwlR37WYbkOiFlegZTY2OjbGlpSfZhBFEUiZO9w+geDKC8yI85ZQWm+xu19gzhmm37gpaV8ef48ELzWtTPKkzUIVNkrm1Q5cWYVcUrHp3UCXJNRsSsl6RrPk9g/XX1TTMpbuNdRuka2y5J+Vzrdvmyzfc8T8ZspscN86wlT8asE7GUb6bXjRSW8nFLGYcxO4VtcnzEoT1L25iNV9vP2E46jnlFEEvsM77jJu65Vi33tt5hvP3hOTzV0oHO/sntNliGFAXTmM1O5FFkOp9PoH5Woa3Ka7XvDis/JVq84tFJnSBKVemaz1l/vS/eZZSusU2T3C5f5gyKRqbHDfNseoulfDO9bhARJRrb5Phge2ZfvM4VY5u8LpbYZ3ynLrXcuwYC2LbnRNDPWIbkJk6SiII6i6lrIICK4vg8taHuuxM6y437spGVeMUm45EoeqH1p6rEj5saazAyOoHWniE++UeeEE37wbYhvTkt30T0j4m8LB51gHk2dbAdJSJKb8nI2exfkxW34oP9EUoXRnWC8Z3aFEUiPzcLzevnQZHArjcnV5NgGZKbfLG8WAhRIYR4TAjxi6l/LxZC3O7OoXlTovYx4r5s5FQ8Y5PxSBQ9ff2pKvHj85fXYfvLrfiTH7ZwHzXyBO6JTkaclC/3+aRMF686wDybGtiOEhGlv0TnbPavyYqb8cH+CKUDszpRW5rP+E5Rapnesv11bNtzAo/ua8Vta+pQV5bHMiRXCSmj71xNTY74AYC/k1KuEEJkA3hbSrnMrQOMVrz2X0rkPkbcZzQleGavu3jHJuMxbXgmZjOJWn96Bi/gCz/4DffCc4b7M8YZ90SPi7TItXbLl/t8poW0iNlkiWcdYJ415ZmYZTtKDngmbolsYszqJDJns38dtYyIWbfjg/2RpOKYlwus6sScsgLGt/vinmvNynRH0xosq57OMiSnTAMm1u02Zkopdwoh/hYApJTjQoiJaN9MCLEAwA7dt+oB/D2Ax6e+PwfASQA3SynPRvs5sUjkPkbcl42ciHdsMh6JoqffR4174ZHXcE90MmO3fJnbKNPFsw4wz3of21EiosyQyJzN/jVZcTs+2B+hVBepTjC+U49ZmZ4fm+AECXJVTNttABgWQpQBkAAghFgDoD/aN5NSHpVSrpRSrgTwcQAjAJ4G8DcA9kgpGwDsmfp3Uqj7GOlxDxzyAsYmkfexnpIXMS4pVowhynSsA5mN5U9ERG5j20JWGB9EwVgn0g/LlBIl1kkSdwH4TwCXCCH+G5MrPtwZ81FNWg/gfSllG4BrAfxo6vs/AnCdS5/hGPfpIq9ibBJ5H+speRHjkmLFGKJMxzqQ2Vj+RETkNrYtZIXxQRSMdSL9sEwpUWLabkNK+ZYQ4n8AWIDJPT2OSinHXDky4A8B/GTq/yuklJ1Tn9kphCh36TMc8/kENiypxMLmtdzHiDyFsUnkfayn5EWMS4oVY4gyHetAZmP5ExGR29i2kBXGB1Ew1on0wzKlRIlpkoQQIh+Tq0nUSSn/VAjRIIRYIKV8Psb3zQXwWQB/6/B1TQCaAKC2tjaWQ7DEfbrILW7HLGOT4i1ReTadsZ4mHuM2Msalt6RizDKGMlsqxqzbWAdSC6/DKBUx11KqYczGhm1L4qVSzDI+SJVKcRtPrBOpw27MskwpEWLdbuMHAEYBXD717w4AD8T4ngDw+wDeklJ2Tf27SwhRBQBT/+02epGUcruUslFK2Thr1iwXDoMovhizlGoYs5SKGLeUahizlGoYs5RqGLOUihi3lGoYs5RqGLOUihi3lGoYs+QlsU6SuERK+c8AxgBASnkek9tuxOpzuLjVBgD8J4AvTP3/FwA868JnEBERERERERERERERERERUQaJabsNAKNCiDwAEgCEEJcAuBDLG05t4fFpAH+m+/Y/AdgphLgdQDuAm2L5jHhTFImTvcPoGgigoph75VD0GEtEZIS5gZKBcZeaWG5E5AbmEooG44aIKHmYg5OH555oEusCRYuxQ4kS6ySJrwPYDWC2EOI/APwOgC/G8oZSyhEAZSHf6wWwPpb3TRRFkdh96DTu2rkfgTEF/hwftt68EhuWVLISkyOMJSIywtxAycC4S00sNyJyA3MJRYNxQ0SUPMzBycNzTzSJdYGixdihRIp6uw0hhA9AKYAbMDkx4icAGqWUv3blyFLUyd5hrfICQGBMwV079+Nk73CSj4xSDWOJiIwwN1AyMO5SE8uNiNzAXELRYNxQOqueXQshhKOv6tm1yT5syiDMwcnDc080iXWBosXYoUSKeiUJKaUihLhDSrkTwM9dPKaU1jUQ0CqvKjCmoHswgPpZhUk6KkpFjCUiMsLcQMnAuEtNLDcicgNzCUWDcUPp7KOOD3HL91519Jodf3ZFnI6GKBxzcPLw3BNNYl2gaDF2KJGiXkliyotCiK8JIWYLIWaoX64cWYqqKPbDnxN8Wv05PpQX+ZN0RJSqGEtEZIS5gZKBcZeaWG5E5AbmEooG44aIKHmYg5OH555oEusCRYuxQ4kU6ySJPwHwFwBeBvDm1FdLrAeVyuaUFWDrzSu1SqzulzOnrCDJR0aphrFEREaYGygZGHepieVGRG5gLqFoMG6IiJKHOTh5eO6JJrEuULQYO5RIUW+3AQBSyrluHUi68PkENiypxMLmtegeDKC8yI85ZQXw+USyD41SDGOJiIwwN1AyMO5SE8uNiNzAXELRYNwQESUPc3Dy8NwTTWJdoGgxdiiRYpokIYS4weDb/QAOSim7Y3nvVObzCdTPKuT+OBQzxhIRGWFuoGRg3KUmlhsRuYG5hKLBuCEiSh7m4OThuSeaxLpA0WLsUKLENEkCwO0ALgfw0tS/fxfA6wDmCyG+KaV8Isb3JyIiIiIiIiIiIsoY1bNr8VHHh45e87Ga2Tj1YXucjoiIiIiIKL3EOklCAbBIStkFAEKICgD/CuAyAC8D4CQJIiIiIiIiIiIiIps+6vgQt3zvVUev2fFnV8TpaIiIiIiI0o8vxtfPUSdITOkGMF9K2QdgLMb3JiIiIiIiIiIiIiIiIiIiInJNrCtJ7BNCPA/gqal/3wjgZSFEAYBzMb43ERERERERERERERERERERkWtinSTxFwBuAHAlAAHgRwB2SSklgE/G+N5EREREREREREREcVE9uxYfdXyY7MMgIiIiIqIEi2mShJRSCiFaAPRLKX8lhMgHUAhg0JWjIyIiIiIiIiIiIoqDjzo+xC3fe9XRa3b82RVxOhoiIiIiIkoUXywvFkL8KYCfAvje1LeqATwT4zERERERERERERERERERERERuS6mSRKY3G7jdwAMAICU8jiA8lgPioiIiIiIiIiIiIiIiIiIiMhtsU6SuCClHFX/IYTIBiBjfE8iIiIiIiIiIiIiIiIiIiIi18U6SeL/CSHuAZAnhPg0gKcAPBf7YRERERERERERERERERERERG5K9ZJEn8DoAfAQQB/BuAFAPfGelBEREREREREREREacGXDSGE7S8iIiIiIoqv7FheLKVUhBDPAHhGStnjziERERERERERERERpQllHLd871Xbv77jz66I48EQEREREVFUK0mISf9LCHEGwBEAR4UQPUKIv3f38IiIiIiIiIiIiIiIiIiIiIjcEe12G18B8DsAPiGlLJNSzgBwGYDfEUL8pVsHR0REREREREREREREREREROSWaCdJfB7A56SUH6jfkFK2AvjjqZ8REREREREREREREREREREReUq0kyRypJRnQr8ppewBkBPLAQkhpgshfiqEOCKEOCyEuFwIMUMI8aIQ4vjUf0tj+QwiIiIiIiIiIiIiIiIiIiLKPNFOkhiN8md2PARgt5RyIYAVAA4D+BsAe6SUDQD2TP2biIiIiIiIiIiIiIiIiIiIyLbsKF+3QggxYPB9AcAf7cEIIYoBXAXgiwAgpRwFMCqEuBbA70792o8A/BrA3dF+DhEREREREREREREREREREWWeqCZJSCmz3D6QKfUAegD8QAixAsCbADYDqJBSdk59dqcQojxOn09ERERERERERERERERERERpKtrtNuIlG8BqAP8qpVwFYBgOttYQQjQJIVqEEC09PT3xOkYi1zBmKdUwZikVMW4p1TBmKdUwZinVMGYpFTFuKdUwZinVMGYpFTFuKdUwZslLvDZJogNAh5Tyjal//xSTkya6hBBVADD1326jF0spt0spG6WUjbNmzUrIARPFgjFLqYYxS6mIcUuphjFLqYYxS6mGMUupiHFLqYYxS6mGMUupiHFLqYYxS17iqUkSUsrTAD4UQiyY+tZ6AO8B+E8AX5j63hcAPJuEwyMiIiIiIiIiIiIiIiIiIqIUlp3sAzBwJ4D/EELkAmgF8CVMTubYKYS4HUA7gJuSeHxERERERERERERERERERESUgjw3SUJKuR9Ao8GP1if4UIiIiIiIiIiIiIiIiIiIiCiNeGq7DSIiIiIiIiIiIiIiIiIiIqJ44SQJIiIiIiIiIiIiSmnVs2shhHD0RUREREREmclz220QEREREREREREROfFRx4e45XuvOnrNjj+7Ik5HQ0REREREXsaVJIiIiIiIiIiIiIiIiIiIiCgjcJIEERERERERERERERERERERZQROkiAiIiIiIiIiIiJKZb5sCCEcfVXPrk32URMRERERJUV2sg+AiIiIiIiIiIiIiGKgjOOW773q6CU7/uyKOB0MEREREZG3cSUJIiIiIiIiIiIiIiIiIiIiygicJEFEREREREREREREREREREQZgZMkiIiIiIiIiIiIiIiIiIiIKCNwkgQRERERERERERERERERERFlBE6SICIiIiIiIiIiIiIiIiIioozASRJERERERERERERERERERESUEbKTfQCJpCgSJ3uH0TUQQEWxH3PKCuDziWQfFlHMGNtE7mO9IrKHdSVzsKyJrLGOUCIwzoiIKBOx/XOO54wyDWM+vbA8KREyZpKEokjsPnQad+3cj8CYAn+OD1tvXokNSypZsSilMbaJ3Md6RWQP60rmYFkTWWMdoURgnBERUSZi++cczxllGsZ8emF5UqJkzHYbJ3uHtQoFAIExBXft3I+TvcNJPjKi2DC2idzHekVkD+tK5mBZE1ljHaFEYJwREVEmYvvnHM8ZZRrGfHpheVKiZMwkia6BgFahVIExBd2DgSQdEZE7GNtE7mO9IrKHdSVzsKyJrLGOUCIwzoiIKBOx/XOO54wyDWM+vbA8KVEyZpJERbEf/pzgP9ef40N5kT9JR0TkDsY2kftYr4jsYV3JHCxrImusI5QIjDPKNNWzayGEsP1FROmJ7Z9zPGeUaRjz6YXlSYmSMZMk5pQVYOvNK7WKpe5hM6esIMlHRhQbxjaR+1iviOxhXckcLGsia6wjlAiMM8o0H3V8iFu+96rtLyJKT2z/nOM5o0zDmE8vLE9KlOxkH0Ci+HwCG5ZUYmHzWnQPBlBe5MecsgL4fJxpTqmNsU3kPtYrIntYVzIHy5rIGusIJQLjjIiIMhHbP+d4zijTMObTC8uTEiVjJkkAkxWrflYh6mcVJvtQiFzF2CZyH+sVkT2sK5mDZU1kjXWEEoFxRkREmYjtn3M8Z5RpGPPpheVJiZAx220QERERERERERGls+rZtRBC2P6qnl3ryeMSgk8KEhERERFR/GTUShJERERERERERETp6qOOD3HL9161/fs7/uyKOB7NRU6PC0jcsRERERERUeYRUspkH0NcCCF6ALQl4KNmAjiTgM+JltePD/D+MVod3xkp5QY3PiTKmE3mueNnp+ZnJztmo+X1PBEJjz96rsUsEFPceqkMvXQsAI/HSCrm2mSft2R/vheOIS1ybYwxm+wy8MoxAN44Di8fg1di1g1eOM9WeHyx0R9fKset189zPPBvTkzMptt5Tre/B0itvymV86zKK+fbC8eRCccQ7zEvL5zDWKTy8afysQPeuCeW6udQj39LcpnGbNpOkkgUIUSLlLIx2cdhxuvHB3j/GL18fMk8Nn52Zn12sqX6387jT31eOgdeOhaAx5Mukn3ekv35XjiGZH++F3jhHHjhGLxyHDyGxPD638jji43Xj8+udPk7nODfnL6fGU/p9vcA6fk3eZlXzrcXjoPHEDsef/Kk8rED3jh+LxyDW/i3eJcv2QdARERERERERERERERERERElAicJEFEREREREREREREREREREQZgZMkYrc92QcQgdePD/D+MXr5+JJ5bPzszPrsZEv1v53Hn/q8dA68dCwAjyddJPu8JfvzgeQfQ7I/3wu8cA68cAyAN46Dx5AYXv8beXyx8frx2ZUuf4cT/JvT9zPjKd3+HiA9/yYv88r59sJx8Bhix+NPnlQ+dsAbx++FY3AL/xaPElLKZB8DERERERERERERERERERERUdxxJQkiIiIiIiIiIiIiIiIiIiLKCJwkQURERERERERERERERERERBmBkySIiIiIiIiIiIiIiIiIiIgoI3CSBBEREREREREREREREREREWUETpIgIiIiIiIiIiIiIiIiIiKijMBJEkRERERERERERERERERERJQROEmCiIiIiIiIiIiIiIiIiIiIMgInSRAREREREREREREREREREVFG4CQJIiIiIiIiIiIiIiIiIiIiygicJEFEREREREREREREREREREQZgZMkiIiIiIiIiIiIiIiIiIiIKCNwkgQRERERERERERERERERERFlBE6SICIiIiIiIiIiIiIiIiIioozASRJERERERERERERERERERESUEdJ2ksSGDRskAH7xK95frmHM8itBX65hzPIrQV+uYtzyK0FfrmHM8itBX65hzPIrQV+uYczyK4FfrmHc8itBX65hzPIrQV+uYczyK0FfrmLc8itBX65hzPIrQV+m0naSxJkzZ5J9CESOMGYp1TBmKRUxbinVMGYp1TBmKdUwZikVMW4p1TBmKdUwZikVMW4p1TBmKdnSdpIEERERERERERERERERERERkR4nSRAREREREREREREREREREVFGyE72ASSSokic7B1G10AAFcV+zCkrgM8nkn1YRDFjbBO5j/WKyB7WlczBsiayxjpCicA4IzOMDSIi0mO7QJmGMZ9eWJ6UCBkzSUJRJHYfOo27du5HYEyBP8eHrTevxIYllaxYlNIY20TuY70isod1JXOwrImssY5QIjDOyAxjg4iI9NguUKZhzKcXliclSsZst3Gyd1irUAAQGFNw1879ONk7nOQjI4oNY5vIfaxXRPawrmQOljWRNdYRSgTGGZlhbBARkR7bBco0jPn0wvKkRMmYSRJdAwGtQqkCYwq6BwNJOiIidzC2idzHekVkD+tK5mBZE1ljHaFEYJyRGcYGERHpsV2gTMOYTy8sT0qUjJkkUVHshz8n+M/15/hQXuRP0hERuYOxTeQ+1isie1hXMgfLmsga6wglAuOMzDA2iIhIj+0CZRrGfHpheVKiZMwkiTllBdh680qtYql72MwpK0jykRHFhrFN5D7WKyJ7WFcyB8uayBrrCCUC44zMMDaIiEiP7QJlGsZ8emF5UqJkJ/sAEsXnE9iwpBILm9eiezCA8iI/5pQVwOcTjt9LUSRO9g6jayCAiuLo34fIDT6fwNWLKrCjaQ06+wOoKvFjSVUJY5IoBm62GXawXSG7vBYria4rFJtY4odlTenMjdzKOkLRcBp7jDMyw9iIH6/1v4mI9MxyFNsFyjRuxDzbfG9Qy2FWUS52NK3ByOgEy4PiJmMmSQCTibJ+ViHqZxVG/R6KIrH70GnctXM/AmOKNoNpw5JKVlBKCkWR+OXhLsYkkcvcaDPsYLtCdnk1VhJVVyg2bsQPy5rSkZu5lXWEnIg29hhnZIax4T6v9r+JiIDIOYrtAmWaWGKebb43mJXDZXPLWA4UFxmz3YZbTvYOaxUUAAJjCu7auR8ne4eTfGSUqRiTRKmNdZjsYqxQLBg/RMZYNyhZGHtE3sd6SkRexhxF5B7WJ29gOVCicZKEQ10DAa2CqgJjCroHA0k6Isp0jEmi1MY6THYxVigWjB8iY6wblCyMPSLvYz0lIi9jjiJyD+uTN7AcKNESMklCCDFbCPGSEOKwEOKQEGLz1Pe/JYQ4IoQ4IIR4Wggx3eT1J4UQB4UQ+4UQLYk4ZjMVxX74c4JPmz/Hh/Iif5KOiDIdY5IotbEOk12MFYoF44fIGOsGJQtjj8j7WE+JyMuYo4jcw/rkDSwHSrRErSQxDuCrUspFANYA+AshxGIALwJYKqVcDuAYgL+1eI9PSilXSikb43+45uaUFWDrzSu1iqruiTOnrCDiaxVForVnCK+9fwatPUNQFBnvw6UMEEtMJhvrBFHq1mHW38RzGissI9JLdq5hPFI0EhE3ya4blLk4tkDkjnjWB7YRROQVRrmOOYoyQaL6vaxP3mBUDls2LUdtaX6Sj4zSVXYiPkRK2Qmgc+r/B4UQhwFUSyl/qfu11wHcmIjjiYXPJ7BhSSUWNq9F92AA5UV+zCkrgM8nLF+nKBK7D53W9tNRk+yGJZURX0tkJdqYTDbWCaJJqViHWX+Tw0mssIwoVDJzDeORopGouEnFdpjSA8cWiGIX7/rANoKIvMAq1zFHUTpLZL+Xbb43+HwCVy+qwPbbGtHS1ocJBdj64lHkZPl4vUNxIaRM7BMHQog5AF7G5AoSA7rvPwdgh5Ty/xq85gMAZwFIAN+TUm43ee8mAE0AUFtb+/G2tjb3/4AotfYM4Zpt+4L20/Hn+PBC81rUzyq0/T6KInGydxhdAwFUFDNRe0BMJ9/LMRtvbtUJJ1h/ADBmU44X4zbB9TfmPzYT4zYZOTYSL8ZyHKVFrnWrzLwYjxTGczGbqLjJsNyUTpIas8mMG+bUlOa5XJvqvFYf0rBNYcxSqknLmPVSrkvDPJdsHPOywPsHnhXXXPt+9xA+87A3ch6lDdOYTchKEtpRCFEIYBeAr4RMkPg7TG7J8R8mL/0dKeVHQohyAC8KIY5IKV8O/aWpyRPbAaCxsdFT6012DQSCKjUABMYUdA8GbFdsPjGSfrwcs/HmRp1wgvXHHZkcs8ng1bhNdP2NVSbGrdfKyKux7FVeiFk3y8xr8Ujui0fMJiJumJsyVywxm+y4YU7NXF7oH3iNl+pDsnODFzFmKdV4NWa9kuuY57zJq3HrBt4/SE9WMasoEoc7BzyR8ygz+BL1QUKIHExOkPgPKeXPdN//AoCNAP5ImixrIaX8aOq/3QCeBnBp/I/YXRXFfm0fHZU/x4fyIr/t9zjZO6wlaGAyMdy1cz9O9g67eqxEieBGnXCC9YdSkVfjNtH1l5zzWhl5NZbJnJtl5rV4pNSQiLhhbqJoJDtumFOJLvJSfUh2biCi9OWVXMc8R4nG+weZ52TvMI53D3oi51FmSMgkCSGEAPAYgMNSyq26728AcDeAz0opR0xeWyCEKFL/H8DVAN6N/1G7a05ZAbbevFKr3OostDllBbbfw2rmHFGqcaNOOMH6Q6nIq3Gb6PpLznmtjLway2TOzTLzWjxSakhE3DA3UTSSHTfMqUQXeak+JDs3EFH68kquY56jROP9g8zTNRDAzpYONK9rCCr3B69fxusdiotEbbfxOwBuA3BQCLF/6nv3ANgGYBomt9AAgNellH8uhPgYgEellNcAqADw9NTPswH8WEq5O0HHDcCdfYh8PoENSyqxsHktugcDKC9y/j7qzLnQvXg4gyr9peNeWG7UCSdYfygZYq27Xo3bRNdfcs5rZRQay1UlftzUWIOR0Qm09gwxfjxGUSTyc7PQvH4eFAnserMDnf2BqPOP1+KRUoMaN4s3r0XXwAUMj46jboa7gyJebWfJ25IdN1Y5NR2vG4ms2O1jJKJuJDs3EJH3uJV7vHI9xTxH8WZUZ3j/ILNUFPtxdmQUT7zehs3rG1BTmo+R0XHMK+c2GxQfCZkkIaV8BYBR5nrB5Pc/AnDN1P+3AlgRv6Oz5uY+RD6fQP2swqj3zVFnzoUeC2dQpbd03gsr1jrhBOsPJZobddfLcZvI+kvR8VIZ6WO5ND8Xn7+8Dg/tOZ527Vo6MMpdzesasKOlHXdvWBR1/vFSPFJqea9zMG79YC+3s+RdXogbo5yazteNRFYi9TESVTe8kBuIyDvczj1euJ5inqN4sqozvH+QOdQy2LL7MKQE/uqn7/DahuJKSCmTfQxx0djYKFtaWmJ+n9aeIVyzbV/Y7LEXmtfaSsxuz1ZX349P4XmGayffLGZjjUEjmfqEEesPgATEbKYKrVdSAp95OPa6y7h1L2YB47jN1JyYaOp57hm8gC/84DeutmselLK51qzfsbNpDQqm5aB7kPUkTXkyZuPRDw7lxXaW7ZItSY1ZL8aNm/WFMRg3nsy16S4RbYkq2tzg4TrHmKVU45mYTWTuiafQ/FRbmo/2syOe6gOluLiPeaUKr9SZePfzPdzmOxHXXDs+rmB/xzn88WNvJD0eKG2YxmyitttIWVb7EEWqjPGYre6FWaOUWLHEoJFMfsKI9YfixaheffvGFa7UXcZtfGVyTkw0NZbdbtfIXWbl0372PL721OusJ5RQicgXXmtn2S6lBq/FDeBefWEMUrpJZN8zmtzAOkeUntLhujfSk/1EbvJKnYlnP59tfmSKIvHLw104cnrAE/FA6c+X7APwOnUfIj27+xCd7B3WEh4wWYnv2rkfJ3uH43KslJ5iiUEjjEsi9xnVq+Pdg67WXYoP5sTEc7tdI3eZlc+xrkHWE0q4TMwXbJcoWm7VF8YgpRuvtyWsc0Tpyeu5xw7mJ0qkdKgzkbBORaaeI0Ui7eOBvIGTJCJQ98BRK6STfYisZr8R2RVLDBphXBK5z6he7WzpwIPXL3Ot7lJ8MCcmntvtGrnLqHwevH4ZnmrpCPo91hNKhEzMF2yXKFpu1RfGIKUbr7clrHNE6cnruccO5idKpHSoM5GwTkWmnqNdb3ageV1DWscDeQO324jA5xPYsKQSC5vXOt6HSJ39FrpvDmc7kROxxKARxiWR+4zq1dmRUayunY4XXKq7FB/MiYnndrtG7jIqH5+YzGl6rCeUCJmYL9guUbTcqi+MQUo3Xm9LWOeI0pPXc48dzE+USOlQZyJhnYpMPUed/QE88Xobbr+yHlk+YP3Cciyrnp5W8UDewJUkbFD3IVpTPxP1swptV8RMmP1GiRFtDBphXBK5z6xe1c4ocK3uUnwwJyaHm+0auS+0fGpnsJ5Q8mRavmC7RLFwo74wBikdebktYZ0jSl9ezj12MD9RoqV6nYmEdSoy/Tnq7A/gsVdasbCymBMkKG64kkQcZcLsN0o9jEsi97FepS6WHVFkrCdEicP6RsnGGCRKLNY5IvIq5icid7FORcZzRInGSRJxps5+q59VmOxDIdIwLoncx3qVulh2RJGxnhAlDusbJRtjkCixWOeIyKuYn4jcxToVGc8RJVJUkySEEEUApJRyyOXjSTuKInGydxhdAwFUFPu1pXNCv8eZUOQVRjEbTXy69T5EqcLNmGf9oWRKZPwx1r3FaXmw/MiLkhmXrBNkR6Q4YRwRJYZZXWMdJKJkSlYOYu6jePFybHn52DKZvlyqSvyYUIDuQZYRxYejSRJCiGUAHgcwY/KfogfAF6SU78bj4FKdokjsPnQad+3cj8CYou0xlJstcMeP3w763oYllWGVm0maEs0sZo3iMxHvY+dzWEfIC5zEvJ2B8UTUHyIj8Yo/s0mjjHXvcFr2zFXkNYoi0d43jLfaz+Gepw8mPC5ZJ8hM6CDfe52DpnHCOCJKDLO6dvWiCvzycFfY9xdXFaGzn+MORBRfyRpPrS3NN8x97H9QrNyMabfvA7Df7U36cinNz8XnL6/DQ3uOs4wobnwOf/97AO6SUtZJKWsBfBXAdvcPKz2c7B3WkiwABMYU3LVzPw509Id972TvcNBr1WRwzbZ9+Nz338A12/Zh96HTUBSZ8L+DModZzIbGZ6LexwrrCHmJ3Zi3E7eJqD9EZuIRf2Zx/8EZxrqXmJXHB2eMy4O5irxEzTM/e/uUNkECSGxcsk6QkdA28Gdvn7KME8YRUWKY1bVDnf2G3//Z26c47kBEcZes8dRXW3vZ/6C4cCum43EfgP1ub9KPTd2wukabIAGwjCg+nE6SKJBSvqT+Q0r5awAFrh5RGukaCGgVWBUYUxCauwNjCroHA0HfY5KmZDCL2dD4TNT7WGEdIS+xG/N24jYR9YfITDzizyzu2/qGGeseYlYe7X3G7SpzFXmJmmcUiaTFJesEGQltAyPFKOOIKDHM6lpnv/U4HscdiCiekjWe2tLWx/4HxYVbMR2P+wDsd3uTfmxKiORd31PmcDpJolUIcZ8QYs7U170APojHgaWDimI//DnBp9if40PoSjD+HB/Ki/xB32OSpmQwi9nQ+EzU+1hhHSEvsRvzduI2EfWHyEw84s8s7gumZTPWPaQg17g88nONd+djriIv0eeZZMUl6wQZMWoDreKEcUSUGGZ1raokz/D7UvewE8cdiChekjWeqsjk9aEpvbkV0/G4D8B+tzeFjk2xjCjenE6S+BMAswD8DMDTU///JbcPKl3MKSvA1ptXahVZ3TNneU1J2PfUvblVTNKUDGYxGxqfiXofK6wj5CV2Y95O3Cai/hCZiUf8mcV9RdE0xrqHVBRPw+b1DUHlsXl9AyqKpxn+PnMVeYmaZ3a92YHmdQ1JiUvWCTIS2gbuerMjLNfq44RxRJQYZnVtSVVx2Pc3r2/Az97q0F7LcQciipdkjac+984pbNm0nP0Pcp1bMR2P+wDsd3uTfmwq0rUTkRuElOm5j15jY6NsaWlJ9mFAUSRO9g6jezCA8iK/VoFDv+cLWV5C3WdJXUZITQAbllSG/S4llWuF4eWYjSbm3Hofq/dnHYlK2sWsV9iJebtxG+/6k2Jc/cMZt5G5HX9WcQ9E7hOlqJTLtYoisfdoFw509EORgE8Ay2tKsG5BhWmZMFellZSLWT19ninNz8VNjTWYX1GERZXFmDszcXHJOpFQKRGzRm3gI7euwtyyQvQMGccJ4yitpUTcZgqzuqb//qxCPz7oHcIdP347U8cdGLOUalI+ZpM1nnr1ogq0nx1h/yPx0n7My42Yjtd9APa7oxa3XBs6NlU8LQuLq0uQJQQqillGFDXToLE1SUII8b+llF8RQjwHIOwFUsrPxnZ87vNig+AUk3RKSPnOdypjHYkKYzbJGLeOpf0FYybIwLhPyVybgeVEF6VkzOoxfjNOysQsY5N0UiZu6aIMr8OMWUo1jFkbMjyveQ3HvGxi3HpKXHMty5riwDSAjDcZDvfE1H+/HfuxEHCxoncNBExnQPl8AvWzClE/qzBJR0mpxk5cpRPWEYqneNUnxi1lIp9PaKtpdQ1M7hmZ7m1UKoomP2Va34O8Sx+/jEvyEi/3/VhXiMIZ1Quv1mEiolik6QLjlKY4XpE5eG1PiWRrkoSU8s2p/10ppXxI/zMhxGYA/8/q9UKI2QAeB1AJQAGwXUr5kBBiBoAdAOYAOAngZinlWYPXbwDwEIAsAI9KKf/JznF7FbcJoHhgXBG5h/WJyF2sU+mJ5UpexLgksod1hSgc6wURpTvmOcoUjPXUxzKkRPA5/P0vGHzvizZeNw7gq1LKRQDWAPgLIcRiAH8DYI+UsgHAnql/BxFCZAH4LoDfB7AYwOemXut5iiLR2jOE194/g/e7h3DyzOT/HzzVjy27DyMwpgAAAmMK7tq5Hyd7h5N8xJTK2vuGceT0AL68th53rJuH0vxcbNl9GAdPncNr759Ba88QFIVThInsONk7rHXAgMTlaX27YafOOv19yiyxxIfbsZWsOkWxCY2D8XEl6N/tfSxXio9YclA0+YbtKcWT2/Hl1vuxbaZMZVWHjMZVWC+IKF0oisTBU+e0PFdV4o+q/WffmVKBG206Yz25TvYO499feR//fOMKbLlhGb514wr8+yvvs19GrrK1koQQ4nMAbgUwVwjxn7ofFQHojfR6KWUngM6p/x8UQhwGUA3gWgC/O/VrPwLwawB3h7z8UgAnpJStU8fy5NTr3rNz7MliNMtp8/oGPP5aG86OjKJ5XQOeeL0Nnf2TS04HxhR0DwYiLhfE5WXIiKJIvNV+DttfbtXi7W83LERgXMEt219PqZl2jHHygq6BgDZgrLKbp6PlZHasoki09w3jrfZzuOfpgylVxykxYplt7fS1dvJ2MuoURWZVdqFxUFeWhzvXNeDeZ97V4uLB65ehND9X688CLFeKXaxPizjNN6n2dAr7yt5kVi5ux5eb78e2mTKRVR0CEDauoo7dsV4QUaozyn/6+xNWeU7fz6kq8eO9zsGU6TtTZjK6V+K0TTeqM1s2LcdnllYhO9vps+fklKJIdA+ex6bVtfjrn76jlcHXNy7BwPnRZB8epRG7tflVAP8C4MjUf9WvrwLY4OQDhRBzAKwC8AaAiqkJFOpEinKDl1QD+FD3746p73ma0VMZD+05jhtW1yAwpmDb3sn/V/lzfCgv8lu+p5qYr9m2D5/7/hu4Zts+7D50mjPYCCd7h7UbpcBkvPWOjOI7vzqWUk8GMcbJKyqK/fDnBDeRdvJ0LOw+zafWk5+9fSqs3nu9jlPixPJ0qJPX2s3byahTZC1S2YXGwcbl1doECWAyLu55+iBuaqwJel+WK8Uq1qfbneabVHqann1lb7IqF7fjy833Y9tMmciqDhmNq2zbexw3NdZgViHrBRGlNqP8p96fsGr/Q/s5P3v7VMr0nSlzWbXpdvu6RnXm7l0H8GprL6+/4kzNO6PjEt94/lBQGXzj+UMYVyK8AZEDtiZJSCnbpJS/llJeLqX8f7qvt6SU43Y/TAhRCGAXgK9IKQfsvszokEzev0kI0SKEaOnp6bF7WHFh9lSGEBf/P2vq7KszLueUFVi+ZyoN4JE9bsWsUbwpEqZPBnkVY9z7vJRn42lOWQG23rxSGzi2m6djYfU0n55aT1KxjidLpsStnt14ivW1dvN2MupUKktEzEYqu9A4EMI458yvKGK5kqsxG0v+Apznm1g/L5HYV3aPmzFrVS5ux5eb78e2OfVkYp/WbVZ1yOxntTPytfE7coYxS6kmnWPWLMdl+WDZ/of2czgW5T3pHLfRMov3+RVFtvu6Zu/R0tbH668YRYpZNe+cHrhgWAZnhi4k6lApA9jabkMlhFgD4GEAiwDkAsgCMCylLLbx2hxMTpD4Dynlz6a+3SWEqJJSdgohqgB0G7y0A8Bs3b9rAHxk9BlSyu0AtgNAY2NjUqdzqU9l6CuxP8cHKS/+//qF5bjikjKUF9lbJpXLYaYft2LWKN6yBAxj0MtPBjHGvc9LeTaefD6BDUsqsbB5LboHA7bzdCzM2o3QOquvJ6lWx5MlU+JWz248xfpau3k7GXUqlSUiZiOVnVkchP57UWUxXmC5Zjw3YzaW/AU4zzexfl4isa/sHjdj1qpc3I4vN9+PbXPqycQ+rdsi1SGjn53uD+D0QABzZjLPOsWYpVSTzjFrlv/WLyzHsurppu2/UT8nVfrOmSKd4zZaZvG+qLLYdl/X7D0mFPD6K0aRYlbNO3k5WYZlUFXCfEPucToX+hEAnwNwHEAegC9jctKEJSGEAPAYgMNSyq26H/0ngC9M/f8XADxr8PLfAmgQQswVQuQC+MOp13ma0VMZm9c34GdvdWhPaCyrno419TNRP6vQVnLmcphkxijeltWUpNyTQYxx8hKfT6B+VqGjPB0Lu0/zqfVk15sdaF7XkFJ1nBInlqdDnbzWSd5OdJ0ia5HKLjQOnnvnFB64bmlYXMydWcByJVe58XS7k3yTSk/Ts6/sTVbl4nZ8uf1+bJsp01jVoTllBdiyaXnQz5rXNeCpNz9kniWilGeW/6wmSADh/Zxdb3Zg83qORZG3mcX73Jn249SsX/D8gVPsF8SZmne+//L7+PrGJUFl8MB1S7GkqiTJR0jpREhpf3KZEKJFStkohDggpVw+9b1XpZRXRHjdlQD2ATgIQJ32cw+ANwDsBFALoB3ATVLKPiHExwA8KqW8Zur11wD435hcueLfpZT/EOlYGxsbZUtLi+2/LR7UPUi7BwOYVehHlg84PRD9ExrqXjzqEldqct+wpJKDGcnj2omPNWb18abGGICw73k5VhjjCeGZmKVwRvU4NPb19aQ0Pxc3NdZgfkURFlUWY+5Mb9fxKLn6B2VS3NqJp1hfy7xtyvO51k7ZhcZBbWk+2s+OpEy/ghzxVMzGkr9S4fOixZwbxDMxG6lc3I6vVIlXMuSZuM1kVnVofFzBq629aGnrw4QCPH/gFO7esChT8yzAmKXUw5i1EE0fwqif88itqzC3rBA9Q+yLuIBjXnHiRp+Z/QJTcc21+rwzv7wQTVddAgmgtjQPSz5Wguxs7oNGjpnGrNNJEi8D+BSARwGcBtAJ4ItSyhWxHqHb0rVB4ICI57Dz7TLGeNwxZtNAhtUTXjB6XIbFo10pkWtZdqSTEjFLrLc6nopZlgvZ5Km4JWOsz0EYs5RqGLNxwLwYVxzz8jjGv6G451qed3KZafBkO3yj2zC5RccdAP4SwGwAm6I/LnJKXQ6Tex5RumKME0XGekJewnhMXSw7otTDeutNLBei9MH6TEQUjHmRMhnjPzl43ilRbE+SEEJkAfgHKeUfAwgA+EbcjoqIiIiIiIiIiIiIiIiIiIjIZbY3b5FSTgCYJYTIjePxEBEREREREREREREREREREcWF0+02TgL4byHEfwIYVr8ppdzq5kFRYqj7+nQNBFBRbH9fn2hfR+mHsRBfPL/pyU65suyJzLEOUaYYH1dwqLMfnf0BVJXkYUlVMbKzbc9xJxt4PUTJ4kYMMQ6JUkek+sr6TETpIB65jPmRvMQqHhmr7rN7TnnuKRZOJ0l8NPXlA1Dk/uFQoiiKxO5Dp3HXzv0IjCnw5/iw9eaV2LCk0jKBRPs6Sj+Mhfji+U1PdsqVZU9kjnWIMsX4uIJn3jmFe595V4vjB65biutWVHOihEt4PUTJ4kYMMQ6JUkek+sr6TETpIB65jPmRvMQqHgEwVl1mt/4zT1CsHI2wSSm/YfQVr4OjSYoi0dozhNfeP4PWniEoioz5d0/2DmuJAwACYwru2rkfJ3uHDX8/1tdRetDH18FT/diy+3DCYsFJPUgHrGveFm082inXZJV9ptUxMub1ONDXj6oSP26/sh5HTg/g4Kl+7ViZP6OjL/uTZ4bwfrd34yATHOrs1yZIAJNxfO8z7+JQZ3+Sj8x7oslbiiJx8NQ5HDk9gC+vrUdViZ/XQ5QQscSenlUcer0tJ0on+vr2zofn8NuTvWH1LlK7wXaFiFJRaH+jvc/9vgnzI3mJVTy29w1r/fs71s1DaX5uWKyyj26f/prpK59qwNeuno8vr63H0dMDaO8Lrv/MExQrpytJUII5mQk1Pq7g1dZetLT1QZHAc++cwt0bFhn+btdAQEscqsCYgu7BAOpnFZoeT7SvI2+IZekho1hsXteAJ15vQ2d/AED8YiETZwSyrnmXWTxevagC7WdHLOuXnXJNRtlnYh2jcImOg2jaJLV+VJX4cduaOmzbexyBMQXbX27VjpX50zl92Zfm5+Lzl9fhoT3HI8YBlzSMn85+4zg+3R/AitlJOigPiiZvRerTRsoVvcMXcPuV9RBTb7/rzQ5bryOKNfb0Qtu6qhI/blhdg5O9Qzh4qh937zrAPh1RjOxskWFUp3e0tAeNxUXqm7LvSkSpxij/PXj9MpTm52pjxMBkLusbvoAjpweDfveRW1dhblkhugetryOZH8lLugYCKM3PxQ2ra4KuBfuGL6C97zy2v9wa1sdXY5Xjrvbpz9X88kLccmkt7n/+Pe281ZUVoHbGxZzBPEGx4lqtHmd3JpSiSPz83U40PdGCbXtO4NF9rbilsRZbdh82nDVVUeyHPye4+P05PpQX+S2PJ9rXUfKpDcw12/bhc99/A9ds24fdh07HNHt3297juGF1jfY78YqFTJwRyLrmXWbx+Gprb8T6Zadck1H2mVjHKFwi4yDaNkmtHzesrtEmSIQeK/Onc/qyv2F1jTZBArDue8bSryBrVSV5hnFcWcI41osmb1n1aSPlCkWR+OhcAI+90opH9k5ec922pg51ZXnMMRRRLLEXSt/WqRMHH3ulFW+2XZwgoX4G+3REztnp55jV6Y3Lq4PqXaS+KfuuRJRqjPLfPU8fxE2NNUG/58/xISfLF/S7pfm5ON41hM88HPk6kvmRvKSqxI/PX14XdC34+cvrkJvlwz1PHwzrD9zUWKPFKsdd7VPPVWl+Lv78d+dpEySAi7lGf96YJyhWtiZJCCG2TP33pvgeTnqIdekc/et7Bi+gND836OfqTCi9k73DYYMh6sVZ6O8CwJyyAmy9eaWWQNTZa3PKCiyPLdrXUXTcXIbJrDFu7xu29Rlms/KyprJIPGPBakZgumJd8y6zeDzS2Y/br5xcVu3La+sNJ6nZKVc7v+P2Em2ZWMconPp09B3r5uGOdfO0JcDVOEhEmxTpAlGtH1k+mMYs82cwO+WmzwFCBJ9bdVuTY12DQa/nRX58LakqxgPXLQ2K4weuW4olVSVJPjJviab9MnpNaX4uFlUW4ds3roCUsNyy0Oia6/5rl6V9juHysLGzup5y2k7p2zr9xMHQHK5+RvdgICllyLihSLwaI6H9nNL8XBw5PYBfH+vWjtOsTqv1UG2LIvVN2XclSj9ezW3RMPpbzPLf/IqisFw2MjoR9Lt2J+UDzI/pINXrgv74+8+P48nftgfF7kN7juPM0KhpfVBjleOu9qnn6vOX10FRpLaFyfLqYvzFJyfH3HuGLmixxDxBsbK73cY1Qoh7AfwtgKfieDwpL9alc4xev3l9Ax5/7eKWBkYzoawGXIxmTfl8AhuWVGJh81p0DwZQXmRvieRoX0fOub0Mk9mA8Fvt57TZjlafoc7K07+HP8eH9QvLccUlZXGNBbPPTucZgaxr3mUUj3VleSjw52Drry4uT9+8rgF9wxeClvayU66RficeS7RlYh2jYPqno0OXCy4v8iekTbKzHJ5aP6qn52lLGarUmGX+vMhuuYXmAPX/Q7c10b+eSxrGV3a2D9etqEZDeSFO9wdQWeLHkqoSZGdzIUC9aNqv0NeoTwR97afvRMxvZnGfkyXSOsdweVh3WF1PLaue7uhc6tu6Y12DYe8Z+u/KYn/Cy5BxQ5F4OUb0+d6sP7S4qsiwvkkZ3BZF6puy70qUXryc25wy+1vM8t+iymK8EJLLTvYOB/2u1YTO0OtI5sfUlup1we7W4wX+bNP6oP6dHHe1r6LYj7qyPBTn5QRdo3994xL828sn0NZ7Ho/uaw2KJeYJioXdUbbdAM4AWC6EGNB9DQohBuJ4fCkn1qfqjF7/0J7j2nJVZjOhzJaVaaybYTpryucTqJ9ViDX1M1E/q9B24oj2deSM209oGsXITY01YctBOZ29u6x6etxjIVNnBLKueZNRPH7js0vDlv/atvc4crLCm1k75Wr1O/F4ejtT6xhdFOnp6ES0SXYvEH0+gWXVJZYxy/w5yW656XPArjc7sHl9A7c18YDsbB9WzC7F7y2tworZpZwgYSCa9iv0NTc12n+azSzuK4rTO+65cow7rK6nommn1LZO/9Tmrjc70LyuIewzJhQkvAwZNxSJl2NEn+/N+kMTCsLqdPO6Bjx/4FRYWxSpb8q+K1H68HJuc8rsbzHKf1tvXom5MwvCcllo/ydLwNF1JPNj6kr1umB36/GKommm9UHFcVf75pQV4P5rl4WNs3/j+UPYuLxa+7c+lpgnKBZ2V5K4V0r5V0KIZ6WU18b1iFJcrE/Vmb1+1ezpeLLpMtOZUGqi1c9s27JpOa6oL2NSSFFuP6FpFCPzy4tSYvYuZwSSlxjF4+l+4/o6Mjrh+ufH4+lt1jGK9HR0ItokJxeIjFl77JZb6PmsLPbj6sWVON49aPr6S+eUxVSGRG6IJheEviZ0CWDAPL/FmrtSFVeOcUe82i59XHb2B7CjpR3bb2tETpZARfHkZ7zxQW/Cy5BxQ5F4OUb09crsqeeeoYBWp7sGAsjPzcLYhIINSyvZLyXKYF7ObU6Z/S36/BepT2N0rbmgsjjj+tOZKNXrgt2tx2tnFKB2RkFMqwbTRT6fQE6WMDz3QgT/O1ViibzN7iSJ1wCsBsBVIyIwWzpnVqEfrT1D6BoIaAMVRknQ7PV1ZQW2lp9mok0fsS7DpCgSJ3uHg2IuNEbUZSDtfoY6Ky8ZjU8yP5solFE8GtWleDxZGk1uMMoHZk8vsY6lBjtl6oRZXKkx7PbSgG70WxizkTkpN6PzKYR5P8HnE7h6UQV2NK1BZ38AVSV5WFJVzL4nJZxVLjDLlfrXtPYMOaonmXjNxeVh3eOk7bLb1tuJy2SUIeOGIvFyjOjrVc/QBTy6z3ybt/pZhdrKa10D3FucKNMlKre5PSZgxOpvcdKnCf3dSDeUKT14pZ2Ptq443Xo8Un3gGJZ95UXG515KBP3bC31GSn1212zNFUJ8AcAVQogbQr/ieYCpxmzpnA96h3DNtn343PffwDXb9uG5Ax/htyd70dozBEWREV9vZzYll5VJL9HEgqJItPYM4bcne/HcgY+CYm73odMAEBQjc2dyqSciM2p9eu39M2G5OlQil01z+lnqHnqh+cDq7yFvi0eZRoorq587qSt67LfEX6y5KVK5//JwF27Z/jr+/P++hVu2v4afv9uJ8XElwrsSJYbdXOm0nqjLBpcX+dE1EMDJ3uG0b1O5PGz8mLWhTtv6SG1qMsqQcUOReD1G1Hr1iboZlsfJ6y0i0os2tzm5rk5U3olXnuZYQGZwEj/RjitFEktdSebW45lMUSQ+6B3StoEFJs/9P1y/DM8fOKX920t9RkptQsrICUEIcSWAPwJwM4D/DPmxlFL+SRyOLSaNjY2ypaUlKZ+tzk5TZ0P6BLDhoX1hM59uv7Iej73Siq03r8SGJZVaUg19PWdTepprBWMUs05iQW3079q5X4ut0Jh7oXlt2GxFxlvGiWvMpgt9fdIv/6fP1UavSVRdcvJZrT2Tk/Ts5AOPcvUkpkPcxqtMI8WV0c8BOK4rGcIzuTbW3GT2erM43H5bI66cNzPTyz8VeSZm3eIkV0bb586kvOfBa4aUj1mrWDrZO+x6W5+MMvRg3CRbyset21IlRqyO8/3uIXzm4fD6+vM71+KS8pS43rLCmKVU44mYdZrbnPYvEznOkyp5OoWl9ZiXnfiJ5/VVrHWF8W8qbrlWLbPS/FzcsLoGQgA+AVxeX4aqEj9OD7AsKCqmwWJruw0p5SsAXhFCtEgpH3PtsNJU6NI5r71/xnQPncCYgrt27sdCXWLm0jukchILJ3uHtc6E2Z6ZRvs0Md6IwunrE2Ccq0Mlsi45+axU3wOQwsWrTCPFldHPW3uGHNcVSqxYc5PZ683isKWtDzWleSx/SjonuTLaPrf6npmQ93jN4D6rWIpHW5+MMmTcUCSpEiNWx9nWN2xYX9v7htNhkgQRRcFpbnPav0zkOE+q5GnyJjvxE8/rq1jrCuM/8dQy6+wP4LsvnQj62XUrq7GmfmaSjozSla1JEiop5WNCiKUAFgPw677/uNsHlk7M9i9SF/EIjCnavoXx3EeM0ltoo293z69E7GFHlGrSaWKBV/YAJPdEU6bxyvXpVFfIGbM4nFDAfi15Qrzav0h5j31rssssltTYYf+NKH7czNUFudmG9TU/19GQKxFlMKfX1Wb9hFmF7CdQ6nFrXMmobWefOvVYjTVxrJHiwefkl4UQXwfw8NTXJwH8M4DP2njdvwshuoUQ7+q+t0MIsX/q66QQYr/Ja08KIQ5O/Z531gpywGj/ouZ1DfjZWx3av8cmpOneSLHuyRSvPZ3IW9QGBAB2vdmB5nXB+zYZ7dNktC/Xcwc+ink/ccYcJVI84k1fn1RudaITXT9qS/PxwHVLg/LBA9ctRW1pflw/l+LH6b6g8dyvNNq64kY9YFvjjNvna05ZAbZsWh7Wv33+wCnLfm0iMDYIiN8eylZ5z0m+tYpTxnBmMIulsQmJ2tL8sPh98Ppl8Am4Nk5AlKli6Rsb1buK4mlh+2ZvXt+AiuJptt+DiDKb0+tqo37u5vUN+KDXG/cNmOfICTfGYM3adjt9arcw7t1hNdY0s+Bi34rnm9zidFrzjQBWAHhbSvklIUQFgEdtvO6HAB4BoK04IaW8Rf1/IcS/AOi3eP0npZRnHB6rZ/h8AhuWVGLBnWvR3jeMLJ/Akc4BAJOVfMum5bjv2YOGSwrNKSuIaU+mTN0zNxPVluZj+22NaGnrgyKBvUdOY/ttjcjJEqZPRhgtZ3X3rgMozc+Nej9xxhwlUrziTb3gvGvnfpTm5+KmxhrMLy+ClJOfGe17J6N+tJ8dwcN7j+P2K+shBCAl8PDe41hdW8rZtylK7VcsbF5ra1/EeC5dqK8rakw/cusqSDm53ZhR++NGPWBb40w8zpfPJ/CZpVUozc9FS1sfJhRgR0s77vr0gqB+bWl+Lo6cHoA/x4c5ZQVxf6qesUEqp7nSLqO8p06+sJtvreIUgKdimCtjOGf3nKkDgHfvOqCVdfO6Btz37EH84IuXamMIh08P4FjXIL71X0dxdmQUW29eiasXVeCXh7s8EydEXhZaJ30CUfWNzXL31Ysq0FBRiKar6qHIyX2zGyoKUTsjfFIe+ylEpKfPT9+/rRH3PnsQbb3nI07u9fkEFlcVaXlHSuDx19pwdmQULzi4zo9HTmKeI6dC72k8984p3L1hkaPJ7WbXYS80r7XsU7sVl4x79/h8Aitnl+A7N6/E4dMDmFAm73P9zYZFONEzBCEE6mbk81qIXON0ksR5KaUihBgXQhQD6AZQH+lFUsqXhRBzjH4mhBAAbgawzuGxpJyjXYNBFffB65fh43XT0T14AW2954N+V11SCIju4k0VzY0RDoSlHkWRYQ3Dlk3LsWbODHT0n9eWvQ4ty3jsJ24Vc+rgMWOL3OLWzV+jvLdhSSUWb16Lt9rP4Z6nD8bU6VLf/2TvMI6eHkBpfi46+wMJ2ce8ayCAtt7zYfu4cYmy1OZkX0Q7SxdG2/aH3oSsLPbjvc5BfObhfaZ1xo16a/YeC+5cCyG4zUOoeE2Uyc724Yr6MpTkZaOzP4CrF1dAkYrWr60q8eO2NXXYtvd4wi5c4zkpyAn2pxPL7Hy7tYds6PtfvagCLxhMvrC7VKxVnAKxXf+5iYN9ztk5Z/p4qirxY/P6BgyPTkBK4InX29DZH9BiRgjga0+9ExRXd+3cjx1Na6K+ycvcRJnEqE4+eP0y7XpMZWdZb6sbML/bUI5ZhdPQ2R9AVUkellQVG9ataPsprLtE6ccoP23ZtBzV0/2YUTDNsJ7rc4FPCDzV0hGUywBnYz3xGMP1yvUYpQazexpXL6qw/YDwyd5hHOsaxJfX1mPXmxfrRGjbbtSndisuGffu6h68gPd7hlBdkofpBbmoKc3DX4bEyNYXj9p6OIH9J4rE6SSJFiHEdADfB/AmgCEAv4nxGNYC6JJSHjf5uQTwSyGEBPA9KeX2GD8vKYwS5T1PH8T22xpRV5aH5vXzoK4Is+vNDpwdGUV5kd9yoM1OZ8Xpnk7RDIQx2SSf1YoQTU+0mJZlRbEfdWV52Li8GmKqyJ5751RMezxZ7a175PTFiUJ1ZXm4/9pllitdJAtjOnW4sW+dVd5TJLQJEup7h3a6IsWL0fs3r2vA7nc7sXZ+OYQAeoYuBL3OzRjk/nsUKQasnoprPzsSMQ71NyFbe4YiXhjG2rexeo/Dpwe0C1/1wulj0/0oMxlkyhSh56uqxI8bVtfgWNcggPBJlEaM8hIAwwGNurI8tPWexw2ra7QJEkBiBgrc2s80FrHcWGYfxLlIqzJEcz715VBe5McHvUO448dvh71/aEyZ5du8nKyglais4lRKJD2GVRzscy7SJL7e4Qv46FwgaPWI+zYuhhDAj16dnCChb6PNYkWdbBv6fas4SbdJL8yXZIfZWFzTVfXYtufiJHKj66PQGOsdvmBY73qHLwSNdaj9oc8srUJ2dvDy4dH0U9Kt7hLRJLOxXLOVIMbHFfz83c6gPsTm9Q14/LU27aZwaC6L1FbaHcN1knec5Dm25WRWD5ZVl0S82Q2Er8CnH2/N8gF5OdkYH1dwuHMgrtdYboxz0SRFkfjoXACPvHQCgTEFzevnYfvLrWExcscn5+Hbvzymvc7oYTD2n8gOR5MkpJT/39T//psQYjeAYinlgRiP4XMAfmLx89+RUn4khCgH8KIQ4oiU8mWjXxRCNAFoAoDa2toYD8tdVk/sAzO0iq52cBoqCrVkbzTQNqvQb1jJF1cVobP/YsJ1enPM6UAYk01s3IpZq/iyKsva0nzc8ckG3Pfsu1r5fX3jEux6qx2bVldHdSxmMZefm4Uv/fC3CIwpqCrx45bGWssJHMnCmLbmtTzrxgQAq7wX6eLOTrwYvf+2vceDlup+dF9r3JbZtloWPFN4LW4TLVIMmNWB7bc1Os7TdgZETNuJnCw8s/+UrZVbzN7jWNdg2IXT7VfW47FXWlMql7sds/rzFc3qDma5bkFFkeGAhho7QiT+Zq8XJobF8pRoqvZBkplnrW5Kh67kZ+d8GpXD5vUNtlaBMsq3zesa0Pzk27h7wyLtsyPFqZ2JFonghUlH8RKvmI00iU9tk/Txev/z76HpqnrctqYOO1rag5YXNouVqpI8x7kunSa9pHK+jEWm92mjYVYn51cUaXXI6PrI7AlvdSKoyp/jw/iENH1oJXQb02j6KalcdxmzlGoSGbNOJxO82tqrTZBQf/ehPce1SV+hucxOW2lnDFf9LLt5p6rEb/owaOjflIlteTykcq61u/Kp3fGI0PHW7S+3Ysum5ejqPx/XcQK1LpXm5+KG1TUQAsgSQEWR8T28TI9zq5g92TsclOsUk4cIKkv8qCrxB00Sm1XoD3qfVO0/UWL5Iv/KRUKIPer/SylPSikP6L/nlBAiG8ANAHaY/Y6U8qOp/3YDeBrApRa/u11K2SilbJw1a1a0hxUXaqLU8+f4MKEg7Eb2Q3uOY25ZIXw+oQ20qa9VE2mWz3gZ1ndPDeC/3+/Fl374G+w+dBq1pfmGrze7OWbVMBkxSzYne4ejPFOZxa2YtYovvdCybOsb0SZIqD//xvOH0Lx+gaMbqIoi0dozhNfePwMpgUduXRUWc6MTivY5Zk+WeiFuGNPWvJZnzXKkk/i1yntmdUvtRNuJF7P3P3J6wPB1dt5TX+dae4agqFefBtTtEF5oXosnmy7T9uPLpM641+I20SLFgJOJdpFyYaQ6AxjX2/uvXYrTAxcMV24x+kyj93jw+mV4qqUj7O9Qb9SnUi53O2ZrS/PxwHVL4c/xRdUGm+Wltr5hw9jJyRJ4oXkt1jbMjBgPbrDTD0nkxDCn/WlVKvdBkplnzc53e19059OoHB7acxw3rK4Jev/Q8lSfbppVlIv/e/tl+NrV83H7lfV44vU2tPWeD/psq/6L0c/UiRa7D522bPPdZienp6p4xazZOVMn8ZlNHlMksG3vcfzLTSuDlhc2i5UlVcWO+8DR5iYvSuV8GYtM79NGw6xOLqostrw+Mnuy9RufXRqWn99sO2valw6NyWiuX1O57jJmKdUkMmad9LNO9g4HXZ+rAmMKVs2ebpjL7LSVZjlJP4ar/6xIeUdRJE70DGn/zhLA//wf9Xjk1lVheS5T2/J4SOVca6ceOB2PCB1vvXvXAYxOSDSvawgbQ3I6TmA2HjunrACP3LoKn7+8Do+90opH9p7A915uxcFT/diy+zDjPIRVzBr1e4xipL1vBH93zSLcsW4eNq+fh3t+fyGyfNbvkyr9J0osWytJCCH8APIBzBRClAJQrxyKAXwshs//FIAjUsoOox8KIQoA+KSUg1P/fzWAb8bwea6IZimoOWUF2LJpedCSWM3rGrCjpR0blwc/sR8YU9AzFMAl5YVhe32re96+8UGvcSPQNYhH97WieV0Dtuw+jOrp5nvmGnE6qz2dny5KJWqndsvuw9i4vBpZPuDjtaV4eO+xoN8LLUuzzsSEotiOcbPZnLs3r8XpgYsxd7J3WIutZDxZahdjOrWY5chIT4jq47uqxDzvRXoC30685OdmB71/VYkfNzXWoLokD3esm6ftl6e+LtIy29HMtndrT3ZKXVYxYLX1kp6dXGhVZ/R1b3FVEZ6/40oc6RrEsa5BbH3xGG5qrLGdf43qvk8AZ0dGg37Pn+ODlPaPP121nx3Bw3uP4/Yr61Fbmue4nTPLdQXTLuY3dQuPLN9k3tPf7I3nSjZ2+yGJnBgW7WoWZue5b/iC9nMuzxnO/Am47IjtqVF/16wchO6Uh5anokjsPdqFAx39UOTkgPCM/Fz8xxuthnviRuq/bFhSieqmNdhzpBsTCvDE65PLKCf6yReuRmWfPp6+f1sj7n32INp6z2sDsN/6r6Pa7xrFq9r/e/l4D9r7RrC6djpqZxRYxorTPrAXVtpxC6/ZMk+0S7Kb5bG5Mwu0/rERsxgbHVdw+5X1EAKQcjI/b/p4jWHdMtvGdEFFEf7PH61GwbRsVBRN0+q6mXSqu0R0kZN+VtdAAIqE4diSBAz7AXbaSrP+hH4MV2WWd/T5ucifjeNdQ2ErZl8yszDmLcIpPdmpB3bGIwDr8dbRCQVPtXRobbhPAKtrpzvaitFo2zz9eOzcskJti0b1GP96anXT7750cYsvxrm10JVQ/dk+PHDdUnzYN4KdLZMr0zSva8ATr7fhpsYaPLJ3ciWdv9+4GL3Do6idIW2t3kiksrvdxp8B+AomJ0S8iYuTJAYAfDfSi4UQPwHwu5icZNEB4OtSyscA/CFCttoQQnwMwKNSymsAVAB4WkyOSGUD+LGUcrfNY46LaJeC8vkEPrO0CqX5uWhp68OEAuxoacddn16ArS8eDfpdfWU1uxA0q+Tq4Mq2qYHwPUe6cepcwHDPXCNOB8KYbLzB5xO4elEFxiaUoIb6geuWomfouDZAF1qWhSGdCWCy/LJ8Atds22crxs1mc77QvBZr6mdqv6ePLfVzvBg3jOnU42QCgFkOf+TWVWF7jdsZgLYTL6MTE2he14Bte4+jND8Xn7+8Dg/tubjMvdqx0y8/aPWe0SwXxn0e01us5Vtbmo871zXg3mcubr10/7VLseO3bUG/ZycXmtUZIHwbme23NeJrT72jxXLooE+kzwyt+4oiDZe5f+L1NtvHn666BgJo6z2P7750Anesm+e4nTPLdRVF07RJmrc01morVGx/+eL2Jk5v4jlltx+SSNHeWDY6z3VleTh1LoA/fuw3jq490oHd3GZ2viuKp5nGutU1nVm8qx9tVJ7tfcOGA8Kfv7wOW3YfDfpslVX/xecTGBmdwLY9J4K+n+gBtWhuxGcis2X5q6f7MaNgWtAkvl1vdmj9wtC2Sr2pes/TB9F0VT0WVhZrW7EB0Cb9qZxOgk2nSS+8ZssssSzJHm0eM+37FE8L2jIHmJxcfN/Gxbj/+fe04/uH65ehdzCAvJxsbasks7+jdoZ1HUynuktEFznJTxXFfjz3zinLsSW7W2mEtpVG19VSAt++cQWOdw9qNyWN8k5oXnvkc6u0YwIursi2urYUc0P6K2zLCbBXDyKNR9y1c3/E8dbGusnt7r/70gnb7S8QHONG2+bpx2P7Ri5okzAAaJM0soIXQWCcR6A+bL71xaNB40z+HB+++dkl6B0exeOvTZar+nBXYEzBN6e2MOwauIANSyrZfyLbhAy90rb6ZSHulFI+HMfjcU1jY6NsaWlx/X1be4a0m8cqf44PL9h4okdRJD44M4y2vmFtxnjN9Hz88nBXWGW9elEF2vpGcLhzIKhD8uD1y7C6drrh69TErz6t1Lx+HiYU4LFXWm0dn/44T/YO27qA5P5hcO2PjDVmzWLziT+5FBBAWcG0oLJUFIlfvncaH5wZDupA3PXp+YCUePAXwU876WNIP2jtEwJf2bFfizvVk02Xhd2cUF/XN3wBpyxmXiZTBsS0Z2I2Gczqyc/vXAsh4PgGgFm8XL2oAu1nR9A1EEBulg+HO/tRkj85SP5V3U1h9fNDB8KtYvC198/gc99/I+xYjOqc1TGmUEy7epCpGLdW1PLVryT0iboZuLy+DNnZ9nZVM6sX229rRNMTLRHjJqh/k5uNiuLwJ+KMPqN5/bygG4BVJX7ctqYu6ALIaazq26exCYn7dE/yJjjuPZVr9eff6XlWyze0T6rmul8f70ZgVMHXfhqe2370pUsxq2iarZwa7WQfpzkxUZz0p/WvMZpMpNZDld1rD4c8FbOR2q7QeKktzUf72ZGIk7PU9zjZO2x6TTenrMDwdYurikxXJ3mjtRdf+MFvwt7v2zeuwB0/edu0nun/jvzcbIxOTGh9dqtj5FNHAJIUs0a5KlJZKYrEcwc+0q596srycO81izEQGENb3wieCnkiqrM/gDvWzcOj+1qxe/NavNc5GHU/zk5dcdIuemXibQr3bz2Va1NFNONw0cRq6NPQx7qGtK3g9Nd5RmNxu9/txNr55ZiW7cO88kJs2X04rA8aS16Ppl/hEsYspZq0jNnQ6/5FlUWG11+hY7dqW1man4ubGmswv7wIi6qKtdV0Qo2PK3i1tRctbX1Q5OQksM3r5+PjddMxuzT8NaH5ecsNy3D3zw6Gve8PvtiITy6sMPybUrAtdxvHvCKwihVg8sGJnsELhtdj6nirOk5r1o6Ojys41NmPzv4AqkrysKSqGD6fwMFT57DnSDcUCRROy8I//eJo2PE92XQZLp1TFtTfV/sHO1racf+1y2yNraWYuObaQGAcb3acw+0/+m1YmX7rxhU40T2IGfm5+LeXW4PuSanXUPrrsCT1n8h7TAve7koSqtNCiKKp7S/uBbAawANSyrdiOrwUEu1SUFYzxkNny9WWmk+AUJ8quWRWIX5/8eT+4m29w3j7w3NBEyT8OT4srCzWZrJHWlZWz+qJFKPX8+kibzCLzX0nzqB2Rj5WfGx6UNlJCXxlx2RHWb/U1OKPFeOvnjoQ9j5qDI2PK/j5u51Bjf7m9Q14/LXg+DOaEenzCW3QWgLY0bQGI6MTnnqynU/MpbfQeqIuD3+8exDzK4pw6ZwyR1t1GOVAsxz+/VeO4M51DYb1dNXs6fgf88uDltmOZfUKvWhWnqDUcbJ3OOwpfvUJ1j9Y/jFbucus/cjJEhG36zLq32xe34CGikKsW3BxT3WjzwhdOaKzP4AdLe349o0rAAEsqixG3Yx8036Lvj6WF/mR5Zt8j4piPy6bWwYA+MEXL2UuR/ATiOp53n5bI3KyhHZegclBLv25BsJvMqsTdmtnTN4YvOPHb+PLa+tN+yCP7muNOAgQywCZ159AcjAf3bAPkqnL0Fq1XUaTGNS4DG3H9eezstiPCQV444Ne+IRAaX5u0ICK/ryatcNzZhqf8+HRccNympbjw5NNlxnmIKO4VwfS7t6wCFcvquCTLx5jlqtK83Ms66nRqpIPvPAe7tu4GOtnlQMAJhRg97ud2rZFDeVFKM3PRdfAhYj9OKNB3exsn2VujSZ/eOlmBq/ZMovTtjCaWDV6zd9uWIjN6xswe0Y+FlVevKl49aIK7Ghag87+AGYVTsM//uI9HDg1gAOnBvAXn5xnWmfN/o623mH4xMV+rNNxOiJKf1q7V1mE7sEARkYnIuZF9TWLN6/FW+3nwiZ96XOioki09w2H/V7zugY8tOcY7r92GWaXGm8Doj+O82PjaF4/D8rUNdCuNycngho9sR+PttwrkznJXZFipX5WoWkbu6SqBAsqCy3b0fFxBc+8cypoddUHrluK6fk5QasO37dxMerK8tDWez5ou9G8nGx8cGZYu1eifva2vcex/bZGXFFfFnFszUwmxrSiSPzXkS509RuX6QdnhvG9l1vxV7+3IOhn/pyLq+y39Q5r56p+VqE2sf2ND3oz5jySfU4nSdwnpXxKCHElgN8D8G0A/wrgMtePzKOiHYiNdJNKn6Rbe4bCflfdPuO7L52AIoG7dx1AaX4urpw3E3PKCnB+TNGW8FST9r/9+gQ6+wO2lpWN5YlpdZCFF2vJZRabEwpw7zPvonp6Hr70w99qZfftG1cgMKagsz8QtC/WD77YaLinuxpDr7b2hjX6D+05jqar6rFtzwnLAVyzGLpsrvWN6UTjAET6Ct3XzOnT1HZyoFUO/7BvxLCezijIDfpMqxh0ulxYpt5gyxRdAwFsXF6txTEwWb537zqAZdUltsrYfDlhf8RcaNS/UduE+pkXX2v0Gc+9cwpbNi0PmXQ3H0uri7VBFKunBYwmZ6hL7rF/EizSoIJZfltQURRWvvc8fRAvNK+FzyeC8otRDKkXqJEmZsUymcuLSyjGuiy4Pm6lyTY0swq9MQkkXqzaLgCGcalflUk9z/pBEbOcYTTJ12lfsG5GgWE51c8sxCXlxu/xwZnwuFf7C+qWMbwJ7C1muWpH0+URxwiys324ct5M1JTmoXswgE2rq7U8dao/YDjhcfP6BoyYTMDRT2A3GtS9bkU12s+OuDpR1msTb3nNljkSMUnc6DX/uPsIbr+yHl976h2t76MoMmxCvH6b0ywfTOus2d/x9ofncOT0YFg/lvmeiPT07V5rz5DtrTQUCW3iAxCeE9VrlyOnB7St49TfU/umLW19qCnNC8uhoWNsF8Zl2PZzDRWFmDvT+NrMzbbcS5M5yX2RYsWsjT1wqh+bd7xtGQuHOvu1vjQwGfv3PvMumq6qD/re/c+/Z7rdqHqfRS8wNvnwUXa2L6o4z9SYPtk7OeHkWzeuMCzTOTMLEBhT8K3/OorN6xuwZffRoIfM1b7V+THF1orNRPbWYb5oYuq/nwHwr1LKZwHkuntI3qYOxPpzJk+d3YFYqxnjr71/Bq09Q1Cmplma/a4QwQPOLW19ONk7rA18v9C8Fj/508uw/bZGbH/5fRw4NRB0fGYXiid7h2397bG+nuLLKDab1zXgZ291IDCm4MO+kaCyO949qP2uyp/jQ+2MyfepK8vDX3xyHprXz8P3b2tEbenk07wtbX2G8blq9nQ82XSZNqBr1MgwhijZ9PXkhtU1YTeWreLRbvxa5fCdLR24b+PioHp638bFGFek1gZEos/5keoccPFCQc9LT1lTbCqK/WGDsVUlftx+ZT2OdQ0G9S/MRNu3AczjXZHQbmaafcbdGxbhM0urgmL5upXVmDNzcpa/VZ0zm5xxw+qajGhbFEWitWcorA9pRR1UWFM/U3uyWWV2rtv6hi1vVKv5ZdebHWhe12DYBwl9jZFIN8Qj/V1OcmIiuNnfyfIBm9cHn9vN6xvC9jVNN1Ztl1XeMTvP+jJRc+T5sQn83WcWoarEH/PkmrkzjfOo2YAwANP6JcTF+Leqt5R4ZrE3NjFhWP4+gaA8bVSeag7bdsuqsH7pQ3uOY0bBNMt+nNmg7qHO/phyq5O/P9r3I7LLaV81mli1uoYLjCnoG76A1p4h/PpYN46eHkBpfq72O/c+8y62/eEqPNl0GdYvrDCts2ZjNk+1dGRUP5aIYuckL0bKiWo/WZHGk7yyfJMrXnUPBsKuQ2tL84PG2L7zq2NhfZm5ZYnpw3LMObNFui9iFQudJisWhA6zBMYUtPYM4Z9uWB7Wbze7z1JRbDz2amdMJ1NjumsggNL8XCiKYjjO9NG5EQCT52PerEI8cusqNF1Vjydeb9O2MHyqpcNy/DATziPZ53QliVNCiO8B+BSALUKIaXA+0SKlRbsUlNWMcf3T9xuWVJr+rk8gaEaU2kFRB1jUGWmKIg2Xl471aWI+jextamyW334ZXj7egwkF2hYs/hwf/LnB1X1nSwcevH5Z2HJrc2cWYPb0PFwYm8DfhvxsVlFu2PLowOS/68oKIsYBY4iSTZ/Dj3UNOopHu/FrlsOlBM6OjGI4MIY7PjkPlcV+tJ8dwSN7Tzh+YsjJbHsvPmVN7plTVoBP1M2IeoUUILZlLq36LOoNHHV5wNL8HOxouhxjExOYUTAtaOk7p3VOmgzgCBH8e+nYtjh5msDu0oxm57pgWrblE0r6/PLE621ouqoeDeWF6Dh73tY2XKpYt8zw2tPEbvZ3OvsDePy1Nm1rNCmBx19rw6ra6aZbP6SDSG2X1colRudZLROjHPng9cswqygXHyvJj/p4o8mjBbnG9UtdPYSTGb3HLFfNKJiG1bUztPKfVejHB71D2PDQPlttsc8nMDJ2cdlsdfleIYBxRbGsC2aDuqf7A2ioKIopt9r9+xmrFG9Oc2w0sWp1DVdXlodT5wL448d+o9XD+zYuxmBgDEMXJrDrzQ6cH5vAmvqZUBRpWmfVv6PsS5di34kzkBJB2+ZmQj+WiNzhJC9GyolqPzkvx2f4ewsri7Fl92Hc9PFqw+vQqxdV4AWLMbaeoYDpympu4phzZgsd7z14aiCojbWKhaqSPNNxLT1/jg9rG2Yabndjdp/FyUrbodcKmRrTVSV+fP7yOrSeGcYz+08FjYXsaGnHxuXVACbLozgvB5+YMwOzCqdBkQjrW1mNH6b7eST7nE5wuBnAfwHYIKU8B2AGgL9y+6C8LtITPUYzwYxms21ePzmrCQiewWT0u/dfuxSFuVnajKivb1yCN1p7DC/yzI4vlqeJFUUiPzcLzevn4Y5181BV4nf0eoqN3SdGfT6BlTXTUTsjH4+90qpNkLj/2qV4/NXWoN89OzKK1bXTw568BIDXT/ZpEySAi/GZ6/PhuXdOhc3i27Jpua0brnyinbxAzZHzpwaO9YziUa1/58cmsHn9ZP6rKvFrK63k5WQH1Umz2cvPHziFv/zUfPhzsjA6oeDeZ9/Ftj0ntMHteM1i9eJT1uQen0/g8voybNm0PKoVUvTvE9p3sNP2mPVvlteUYE5ZgXbxd822ffjc99/ALdtfQ/fgqKMJpnpqHTX7mZSTF1TN6+dhZHTC9ioLqcTuLPjQc3/Ntn3Yfei04fkIPZ/aObwwju/f1oi6sjwA4U8o6fPLd25ZgetWVuP3l1ShrqwgaBu4SBOzYlnNxIvc6O+o9c8nBM6OjOK7L53AI3tP4LsvTU6sS/e+k1XbZfWUkNl5VsvEKEc+tOcYzo6M49l3TuG/T5zB+LgS9nq7x2xn1Qe1bEcnJvD3IatLqf2FVI7/dGaVq/TlLwS0/YsB6zyttrP5udmoK8vTJvI89korHtl7An/06BvIzRb4+Z3G/Th1UFfPn+NDZYnxU+tbNi1H79QT8U7bx3TL1ZRanKysYxWrZv1bq2u4+69dFrbl6P3Pv4fBwAQe3deKz19eh8rii9s1WV17+XwCs4qm4dF9rfjuSyeCJpTKqSqptmXRrBxGRJnDbl6MlBPzc7PwtavnY355Ee75/YVBv3ffxsX491fex90bFmFCCd/y7q6d+9F+dsT2GFs88xrHnEk/3qveF1FZjfcOXxjHv/7R6qBxj//1B0tQXjQtrN4sq55uGGtm91liWWk7U2N6QgEe2nMcO1s68CdXzNVW0cz2Abf/zlztun/z+gZUFE+z7Fvl5WQFjeerMuE8kn2OVpKQUo4A+BkACCGapJTbAXTG48BSldVMMP0MTwGBr+zYH5Ss9TOY9L+bl5OF+58/hMvqZ2HTx2sgJfBvL5/ANz67FL3DFwDA1s2GaJ8mNvqbmtc1YEdLO+7esIiDInHmdP+p7GwfrltRjYbyQpzuD6CyxI9FFcUomJaNdz+6+B5bNi1Hz9AFlBVMw6VzyrT3au0ZMt1So6P/PP7wE7V48rftuP3KemT5gMa6GbiivszWDVc+0U5eYicejerfXZ+ej2lZPvzj7iMIjE3uPaevk/rZy10DAeRk+fBWWx82Lq/GD189CQD4yqcabM9itfskuBWvPWVN7srO9uEPln8My6pLHK+QYsZu26PG+4I716K9bxj5udmoKJ6G2hmTcdraMxRxT2izGI9UR0N/tnl9A35xsBOfv7wOD+2xv5JGqrH7NIGT/bj157o0PzfsHG7ZtBzV0/0ozZ+GLB/wxge9QWUVml+cPlEfy2omXhRrf0df/0rzc7F5fUNYTGdC38ms7dLnncOnB3Csa1CbSG52btQyOXJ6IKj+VJX4cUtjLf76p+9o5/cfr1+Gmhl5KNOteOOW0NxaV5aH79y8Em19I6iZnofcHB/+/QuXYu7M1I3/dGY3V9nJ00bt7APXLUXf0AVs/VXwRJ47fvw2Xmheqz2lrm8zF1UU4YHrlmpbbqjvs6SqJKxPOjYhcd+zB9HWez6q9jHdcjWlL7NYBaz3pNbXl/zcLIxNKNiwtDLiVhwP7TmO37mkTNtWJ9K1l1E/YfP6Bjz+Wpt2TLWl+dw/m4hc4SQn/uWn5mPz+gaMTUjUzyzA9Pxs/PONk/3rNz7otezfRLoGcjq+7RTHnEnfT/7+bY24N6TfG2m898HrlyHbB0D48OjL76NnaBRNV9Vj1ezpqCsr0Pq9taX5hv3vmun5yM72ubbSdqbGdPfgxfMTGJ8cd1f//q//wRL8zYYFeP/MMGpnTK4EqX9APfTaqvnJt7UYUPtaVuMGlJmcbreh9+cAtrt1IOki0oC0+tXaM6Q9YafSz2DSX1S99v4ZtLT1o6WtP+j33z3Vj2//8pjtTkW0gxpGf9O2vcexo2kNllVP5wVanDm5yaHKzvZhxexSrJh98Xt2B8i6BgKmW2ocPT2Ip1o6tOVfAaB2Rh6ys+0tSsOBNfISO/FoVP+2vngMTVfVW9bJ0Bz+4C+OBn32h2fP21oCNt4XkZQ+1JgDjPO30xnSTtoen0/gkvJCwyU0I138RYpxqzqq/9msQj+yfMDq2lJ84Qe/cdRmphq7S0g7WZpRf657Bi+EncO7dx3Az+9ci6Ndg7byUTQTs9JpMles/R19/VO32zAanMlkat6ZO7MAi6uKccUlZZbnWS2T6ul52iALAMOVJf726YO4/cp6PPZKq+ttbmhubes9j7/cuR8/+tKlmFXk/qQMcp+dXGUnTxu1s/c+8y4e+0Kjae6eU1Zg2GZ+dtnHgibIL6kq0a7P9P2Da7bti7l9TKdcTenNKFYjTd61im+jOq2u/BAYU/CrI93oOBew1WaE9hPUfuyq2ulaWxbNOBARkRm7OfE7vzqG26+sx3dfOgEAeLLpMu01kfo3ka6B4p3XOOac2YzGltSHPWYYTH43isd7pq4D1fgHgG17TgTVAwBoPzuCh/ceD9oG4uG9x7G6ttRWLNsd08nUmNavAvmdXx0LKqNvPHcI37vt48CZYTzw88NB21eHPnSuTpBQX/vQnuO87iZDTrfb0GMUGbAakNZzslSl2dI65yMsyWPEyRKFkf6m82MTTCYJYDemIlHLvqLYj6YnWoIaCX38VBT7DbfUePD6ZXiqpQOd/QFtyedte07g9EB0x+EkBoniJVI8mtW/0BUBreqkUQ5/7p1T2vYIgHkbYHcJNiKVW0thu9X2RFoeMFKMW9VR/c8uKS/EnJmFUKR05bi9zG4ZO12aUT2fZuewvY/5yIlY+juh9a+zP4Bte04gLzeLfacQTs6zzyewrLokqP5k+Yz3J1WfDnY7xs1yq4Rk2aYRO3naLBZGxxXT3G3WZnb0n8eK2aX4vaVVWDG71HACu1vtOlEqi7YeWG3zpP5bXYbebpth1I/Vt2Wss0QUb1ar5ADh1452+jdWffNE5DWOOWcuo37y3bsOYEbBNEfjvVkh3WizB1Laes8HbYnZ1nvediw7GbfLxJhWz4/ZtXrX1PhI6PbV+nM1Mjqh3fvSv5bX3WQklpUk/sC1o0gj8ZgJZrRcTPO6Bjzxepv2O0ZPBiqKxAdnhtHWN4yCkOWv4/E3UXy4ff4jPVlaW5qPuz69AFtfPBq0pUZdWZ7h6ieVxX609gzFtBUAkVeZ1b/QELeqk0Y5/O4Ni3D1ogosqy4JenoodAl7J0+CpxI3thAhY27NNHer7Ym0PKCdlSacxEom9FnslnG0SzOancPcbF9a5qNEcRLLmRDHyRK6nDqAoJUlgPCng92M8dCyrSrx46bGGoyMTqC1Z0irn2wjU5tRnq4tzQ8q1/Ii43peO8M8d0da5howzzXMK0TRt69mW9d09geCxucCYwq6BgKQEhyHI6K4CW3ra0vz0X52xHHf0SzPSHnxYbnQCRCxjDUwr1E0zPq2od93On5qFo+NdTO070d6ICXaWM7UFSLsMlsFEpg8z92DF4J+36icmW/IiagnSUgpO9w8kHThZEDabCk/o+RvtFxMZ//F2WlqJde/dnxCBu29tHl9AxoqCrFuQYWjpJup+x95hdvn32pw9v3uIXzQO4QnXvsAX716IQKj45g9Ix8fn3oiKfQ4Hrl1Fd7rtLf0NlEqMqt/udkiYqdZZdX5VfdtNNtuwKxTN6sweZOTYp3gwC1E7InlPLuxFLZbbY9V/CuKxPiENL1wcRIrTvaeTAeRylg9H6X5OdjRdDnGJiYMl5g0YjY599Cp/oy5yHR7IpfTvMe+d3Tslpu+/oyPK9iyaTnu3nXAcDK60TVWLDGhL9vS/Fx8/vI6PLTneFgf444fv802MsXp48woBzxy6yrDej53ZgHmziwwbDft9AtDxwDU+LGzTzgn51C6M6oHWzYtR21pvuXrjG5IbvvDVdhzpBsTCvDE623ahImxCYnPPLxPe3+OwxGRm4z6FA9ctxQP7z0e1vYD1hNvjfLMfRsXYzAwpm3158a2ilafx7xGVsyuo69eVIFfHu4K+v73b2u0HFtS60JViR8TCtA3ciHsOnDrzStxRX0ZXojTAyl63MLOmqJIBMbH8c1rl+Lvn31XO88PXr8MD+05FvS7RuNSzDfkhJBSRv6tFNTY2ChbWlqS8tlq4o1mJpidQVQnDYQ6yKdesDVdVY/rVlbbTsD6RiQ/N9vRIHuGcO0kWMVsLDFl9F5q/BgNzt716fmYluXDP+4+EjRw8AfLPwYAQcchJbQBAJU/x4cXPLpPJgf/ACQoZtOJUf0D4FqdbO0ZCtojGpisRzua1mBJVUlYXk/mDRQ3JjiY/b0WecPVPyoV4tYrE0ncbHuMtPYM4Us//A1uaazFtr3Hw9qck73DEWNFUSTa+4bxVvs53PP0waD3MNt7MkGSlmvdiB9FkTh46pw2+K8uJ210Qzfdbt66Wf/UOtQzeAFf+MFvHPWX4l3/DHiuf+Ck3xZLuek/R306WD/IbHSNFUvsR4qLpqvqsW3PiaDvebVvnWSei1kzZn2f3ZvXQpGwXc/N4jy0Xxg6BqDGz/i4gkOd/ejsD6CqJA9LqoqRne3zTL8jQ6RM3Kar8XEFr7b2oqWtDxMK8PyBU7h7wyLTeHcy/qYO3OuXd45mHE7/2QnuCxhhzFKqSeuYNetT3H5lPb770gnt37s3r7X1UJu6CvXh0wM41jWIp1o6cHZkVJvg9bsN5VGtUmHGI3nNazJuzMsuq/HSW7a/HvT9urI83PXpBWGTHvTtdeh9kLqyPNx/7TLkZAmUF02u8NvZby/WGcvxy7WKIvH8gY/w17sOoDQ/Fzc11qB2Rj5K/DnoP38B3YNjhmOIZg9TZXAZUTDTwne0koQQYpqU8kKk72W6WGaCme0zulA3MGb2VKbRa7ftPa51lAJjChQJbWnZSB0cRZHYe7QLBzr6oUggSwDLakqwunYGE0qCuTm7UB8/oYOzgTEFW188hqar6oO+d/euA1hWXaIdg3ocr71/JmWW3k7E4B8nYaQns/rnVp00WxLu6OlBfNh3Hks+Voyf37kWPUOT+d4ngA0P7bNsJ4D4xKOdNirav9eLeSNZ3DjPbnDS9kQTb+o+jk+83obbr6yHEICUQPV0v63tZtS83tY7rF3kqr9z964DGXtT0Y348fkERkYngm7UAsDjr7XhR1+6FBLSlYtML7abbtU//U2Y6pI8x3kv058scdpvMyu36qY1WFYd/hScXugT/z/44qURr7HMYsJOTKufZ5bjlJBnGNhGpj6zsj49END2F7YjdBxgVqEf58fGceO/vWY5BtDWO4za0nzTyT5e6XcQJUL72RE0PdESVCet4t2sfrzQvBYbllRiwZ1rtZuL3YMBw/2v1clQRtvi5OdmY3RiAmUGE3szvS9AROHM+hRCBP+7a+CCrbbd5xO4pLwQWT7gWNcgNn28BlJOXvedHRnFo19oxJd/1OJoHNWqP8y8Rk6YxXtnf/j323rPo3q6P2wVCH07fsPqmqCxo7be82h6ogU/v3MtjnYZTyoCwldkMfpesscx0snJ3mH89dRkl87+ALbtOaFNOm0oL8ITr58wHEMMxXxDdjndbuM1AKttfI+iZJb820wuoPSVPFJHyZ/jg08AYxNSm4Vn1cFp7xvG8a4hbe8fdanAebMKMWcmk4vXOLnR4NbgbEWxH3Vledi4vFqLs+feOeXJpbfjPfjHJ7AoWmb1qOPceWzbcyJoZjMA9AxdiHizLV7x6MYEB+4LF1mqTSSxesLO6KkTtb06PzaBzevnYWdLR9BTL5tWVwOIHCsne4exZfdh3PHJhpQ6X/FmJ36M+gxA8IV+VUn4+T87MopZRdPSut10o/4pisTP3+3UnmLZvH4e855DTvttZuW250g3Tp0L2I4ro4EUs/c+1jUIAEG5zUlMm+W40F/15/hQWZy8bbYodk77PnZuLqjbtR05PRBxDODtD89hIDCOrS8eNaxTseY9L054IzLjNN71v19V4scNq2sgxOQ12ZyyAu3GoiKB6un5qCvLC1tJwieg1XejtqJ5XQN2tLRbrmhBRN6RzHbPrE+hXyjcn+PD8Oi4o1zXM3QBEwogBLQ+RGBMwen+AErzc7Wb0pHGUb16jUfOeKVvZxbvRmMV/hwfZhRMM72Wqyrxo7bU+OGF9j7ja8/FBiuyPHLrKoyOS8Z4HJn11bJ9PhTkZmHTx2sAALvenFz5Rh1DJIqWrUkSQohKANUA8oQQq3BxaYpiANab95EjZsn/7Q/PabOmQi+gAITdbOjsD2ivlRLaBIe5Mwtw37MHbQ04dg1cCHsy86E9x7G6thRzZhZG3WB6paFNJ9F2Qs3ibWFFEapK/EFxZDQ4W1uajzvXNeDeZy7uDfXAdUsj7ukZT2bxFe+bjnwCi+wKfXJICIk7PtmA+3R7rH3z2qUYuTCG5dXF2LC0Ck1PtGhLjM0rL8TfbFiAH73WFlRH9QPt8YpHNyY4cF+4yGI5z4luY9VtGY6cHsCX19Zj15uTfZAtuw9jbEKxXOpQ/f7fb1yMJ3/TjmPdQ0GxEClWugYC2Li8Gh1nRyLu0W71lF66iXbPeqNtfB65dVXY99yqq+okF/UJAADYsvswFlYWxaXdtFs33MhzJ3uHtdgHgJ0tHdi8viFsqxKjc2m2HH6mcdpvMyu3CcX6CeFQRnFi9t4HTw3gKzv2a7ntUGd/WC60+myjHPfPm5Yjf1qWNnkyywdcNncGTvQMJWWbLXLOKIac9H3sTjz0icnY/vLaetObJXVlebh7wyKc6B5Ca88Q/vATtdiy+6j2e2qdirXfYXYdCsTnKTuOJ1AsnMS7okjk52ahef08zCzMxaxCPw6fHoAigb/+6Tu4b+NiDJwfD3qw6Ot/sAT/9v9OaH0sdcl6n5hciTM/N8t0Bdhor9dYJ4gSJ5GTAOz2KR64bike3nscALSbuGUF0xzluo/OBfDYKxdzmXrvob1vBDesrsHP3uoImyTmZHU35rbU4aWJLkbx/sitq1CQm41v37gCx7sHsbOlA7nZAvdfu0xbPV0fK+qDabc01uKj/vOG9aJgWrbhtafRiiwHOvq1dl/9nlWMM46dKy8y7qst/Vgx/r8fvxU0llhdevGhn3iea5ZjerO7ksTvAfgigBoAW3XfHwRwj8vHlNFqSvLwzWuX4u91N8u+8dkl2H2wE0D4BdQCg+WANq9v0JbF2rJpOcoKcnBVw6WoKJ6GnqELhsv/GQ04ms06HRkdj7rB9FJDm06i7YTWlubjgeuWBk1yaF7XgG/98gg+f3mdFkf/ctMKw73sFlQUaa9VP/feZ97F6trSpEwMsIqveD+9nmpPflNyGMXofRsXY/vL7wfVo79/9l00XVWPP//dedq+ebetqQvac02f60MH2uMVj25McDDbMoptwEXRnudEt7FmT8I98XobNi6vDrpJrLZLO5rWhLVX33z+PfzrH38cc8vyUTsj+GlZq1ipKJ7cM3JnSwea1zUE1Y8Hr1+GD3qHwvZoz4Sn9Mzix+h8qHvW37Vzf9hWW3ft3I+f37k2bLlKt85b7/AF3NJYG1Ruzesa0Dd8wfV200ndcCPPhebgzv4AHn+tDd++cQUKpmWhbmqAM/Szx8cVPPPOqbDJp9etqM64iRJO+21G5abGuN32zyxOPrWg3LC/rL73XTv3Y/ttjdry7aH1y+yzfT6BqxdVYPttjWhp68OEAvzLi0fxzWuXhO2nu3l9g6On+Cg5rHKN3b6P0XWd0cTDB69fhtL8XOx607gNHLowhqarLgnrc4ZOhFePJdq8Z3YdajRO4UafhOMJFCujMRCjBz30sVaan4s71s3DX4a0Ma3dQ9j6q+AHi77x3CF85+aVyM4SKPbnoLxoGt4/M6Rtl9i8fp7hdZoQ0V2vsU4QJVaiHpBy0qeoLc3H6tpSdA8GUFnsx3udg2h+8q2w/oFZ2x46wVu997D15pW4//n38IUr6oLGox7d12qaZ9wai2JuSx4vPQQYOiakxvfGR14J6vfm52YFXYvpY2VOWQHuv3aZ9vBZaL3YvL4B3YMXDFeCMro3pkjYjnHGcXSys4BvfHYJvv6fh4LKqT8wFnRN/M3n38P22xoBxPdcsxzTn61JElLKHwH4kRBik5RyV5yPKaOEzkIaGR3Hd186HrSvzv/59Ql89eqFeOnYGQDBF1BGywE9tOc4fvSlSzGrKPxpSWVqVYnQAcdZheEDjnUzCgx/t3aGs7159bzU0KaTaDuh7WdH8PDe4/jnG1fgRPcgJhRoA7oP7TmOb924Ap3nRlBeNA37TpwJezLu//zRak9NDLCKr3g/vc4tBMgOoxi9//n3tH2jVYGxyW1v1CWUb1hdgx0t7UFPXD/523b871tWarkeQNBT8/GIR7cmOHBfOGt2zrPRLOZEt7FGn6dO5MzyGV84Gu0dGRhT8Hb7WdTNyA+LJatYmVNWgE/UzcD2l1vxxOttWv3wCWB+RaHpHu3p3u8wih+fgDY4DwSfD3XPeqOtto53D2J+RREunVPmqJ7bmWWfm+XTBif0x7SjaU1sJ8CAk7rhRp4z6hOcHRlFcV4Orpw30/S9DnX2G04+bSgvxIrZpU7/7JRm1m+rLc033HZCLbfqpjXYc6Q7qE8b2v6ZxadZnOxoWoOHp+pL7Yw8tPed195b/b2Wtj7D+vXYK62WbW/72RFtQE/1Ztu5sKeTHtpzPKivkMz+NpmLlGv0KyEBMMwtRtd1RhMP73n6IJquqse2PSe0NjDLB6xfWI6SvBz87O1TYXF0//Pvaa8JvRZaXFWEH33pUoyMjqN2RgHmzrSX98yuQ82WLY61/eV4AsVKHQPRj7k9vPd42IMeoXuY3//8e2F5/ls3rgiKf3U7jnFFYn5FEebOnOyfq5NUAfMxOX+2L6rrNdYJosRycxKA1fVSpLodeo2s/ru1Z0h7XWj/YFn1dAAI60ub/U0nuodwdmQUNdPz8bWfvmMrz7g1NsrcljxOYzzeT9jrx4T08a0el9onNosVn08gJ0to41H6saMFFUV48IXDODsyin/744/j6//5rraa3yfqZqCmNC8snrOEcTtuFOOM4+ic7r+AsfEJfPvGFRi+MI78adn4/svv41j3UNg1cUtbH2pK8wAgbuea5Zj+7K4koXpeCHErgDn610opv+nmQWUKo1lID1y3FKPjMuhmGQCcHx3X/l9dPtNqOSAJaXtZ183rG/BB71DYQMjcmcaDk3NnFuCND3qj6hTyaXv3TS4BGd0N0a6BANp6z+NY1yAe2Rscc4ExBZ3nRlDkz8Vt//4bLQb0T8YVTIvPjdhoRYqveD69zi0EyA6zGM0KeUBYzfPK1P8X+bMMn7jO8k1eDIe2J3VleWFPSLkVj5zgkBhW59lsFvOsotyEtrFW8bxq9nTD9qGqJPwiU10SP/Q4I11s+3wCl9eXYcum5bh71wF896WLN33Oj00YHlu0T+mlmtD4ee39M6bnA7i4X7Ze6HYCdmfJ251lPzJqXEYjoxNR/MXWnPY/I9W/SINARn2CLZuW44p668kmZpOITvcHsGK2k7849RlNVqktzQ/brkcfWz6fwLLq6Th1LmDaH7OKT7M46eyf7C9/96UTuGPdPG0pYpWaw0Jfl+VDxLbX6DPNnk4SutCxWi6Zy4Amj1WumVNWYCs3Gt1cMJt4OL+iCP4cHzr7J5fI3nrzSu0GyPzyIgTGFO2mrRo/l84pxZNNl2nXQgAMj2vuTHt9RrObIfm5xuMUsba/HE+gWKljIKFjbqExpI81tf+oFxhTcH50XIv/qhJ/2Mp/Rv3zXW924C8/NR/f+dWxoDG5gtwsPHLrKsfXa6wTRIkV7SQAfR+tqsRvuFqvvk8Qbd3Wv66zP6DluisuKQNg3OYvmOpPhP5N44qCv/zUfATGja/bjI7FrbFR5rbkcbotldtP2Ftdz5jFhdEDH/pY0f9Nar3w5/hw+5X12sT3sXElbDU/oy1Il9WU2I5xxnF0RicmIHw+bXKWOgbe83pb2DWxOpYoHazw4RTLMf05nSTxLIB+AG8CuOD+4WQWo1lI9z7zrvZ0h8qf40NBbrb2/+py0ZvXN6BveNRwOSCzzpnPJ7C4qghNV9VDkZOz5tXl2l8Imf1k9iQdAG1fRkVCW1nATqfQaUPLQT5ramdky+7DtpdR01PLAzCeBbmgqhh/9sSbQTGqfzKuomiaYcdA3W8z0eUWKb5ivelhhVsIkB1m+6otqSrRvq+fjJSbLfDg9cuQm+ULm7mvf+I6tD1p6z2Ph6d+fn5sgvGYZqyedk7kxDWznHtVwyz80y/eC2uXtmxajiVVxdqkBn2872hpx6bV1dr72L3Yzs724Q+WfwzLqkuCcu/J3uGgQesbVtcgywc0lBehriwP5UX+jOpnmJWVOul2680rkZstDPOQ01nydmfZmx1TRbH78erWE01241LtEyy4cy3a+4aRn5uNiuJp8PmEZdyZTSKqLMnMValC+21GTw6Fxlak/phVfJrFSVXJxe8bbW2wZdNybH3xaNCx+3N82hN7ZqsAlRf5UeQPn3Bs9nSSTzepyaifz2VAk88q19jNjUY3Fz5RN8PwfRdVFuPnIXkGmKwHi6qKtf2X9fFaP3MZVtdO17a3slOvrJjdDKkotr8XulvnmMgOs+ux0NVVQ2PN6DUfK83T4v+G1TVhK2QZ9c87+wMQkIZjcj+/c23EleNC87lZncjLyUrKmAxRuotmEkBoH615/byw1Z5C295o27to+iK7N68N+5sevH4ZFlQU4r9PnMG07Czbx+LW2Ggi2/tMGheww0mMu/2EfaTrGbO4MHrgQx8rVlszqr9fWpCLOx97I+xvMdqCFICtGE9EHKdj/BZPy8H9z4ffj2q6ql77HaOxRLNzHes54vVH+nM6SaJGSrnB6YcIIf4dwEYA3VLKpVPf+18A/hRAz9Sv3SOlfMHgtRsAPAQgC8CjUsp/cvr5XmU2C+mSWYVBg9QPXLcUy2qK8YMvNmL4wgQ6zo1g4/Jq7UIqdA/cSJ2zzv5A0CQMldHsp9DBSbP9x9U9viPdlLfb0HKQzx59Z8RoGbVI50otD6NJFs3rGvDOh/2GMao+GVc7owC1Mwq0jsGsQj8+6L2432aiyy3aGctuxRufsKdIsnzA5vUNeGhP8P53ebkCm9c3YFbhNLSfHcETr0/m969vXILd757CDatrDeui+sS1UXvS1nse58cmsKZ+ZsL+PkoMs/7DyOhEQle0Mcu5EhItbf04de5C0FLG1dP9yM724TNLq1Can4uWtj5MKDDsQzjdHiE09+rbt9AbRA9ctxQ1JXkZ1c8wW9mgerofm1ZXa+f+hea1ONY1iIOnBsK2E7A7S97uLPtErsDk1mc5HQQ62hX8hNgjt67C6Lg0jbslVcWG+6QvqSpx5TykOruxZdUfs3qPS+eUGcbJkqqLTwt19gewo6Ud229rRE7W5EBdbWk+crJ8Ya8zmiARmnfu+vR8/O2GhfjH3Ue075k9nbS4qghXXFJmOhDHZUCTzyrX2F2J0WwVFaP3rZthvrrK3JkX91/Wx4S6JPHCymLLFVTs5nyrByvikeO5eh/Fyux6LHRlP32s7XqzI+w1WzYtx5qp7cgWTvWf7PbPPzY9H3f85O2wY+sZCuCScvOxN6O+qlGdeOC6pWh+8m209Z5P+z4uUaJFMwkgtI9mtmqYvu2Ntr2Lpi9yeiBguoLb1l8dR2l+blgOtDoWN8ZGE9Xe8/5DOCcx7vYT9na2rjOKi9AHPkJjRf83ne4PIDA+gW88d0h76Peb1y6FIqXh39IzFMCa+plhf4+dGI93HKdr/PaNjJreMy2YNvngtjqWuHn9fMtrj9rS/JjPEa8/0p/TSRKvCiGWSSkPOnzdDwE8AuDxkO9/R0r5bbMXCSGyAHwXwKcBdAD4rRDiP6WU7zn8fE8ym4W0pKoYO5rW4HR/AJUlfiypKkF2tg8fnQvgSz9sCXufnCyBHU1r0Nk/uWTXkqoSy0rudPaTfrZVfm42tuw+HDaTa0fTGls35e02tBzks8dqGTU7iV4rj8oi9A5fwP+9/TL0DY9iRkEuvvrUftzcONswVkInYej3BtPvtxlNucUyuy/aGcuMN3Iq2jjt7A/g8dfagm4cP/5aG25qrMG2PSe0J95vaqzBx+tK8S//dRQHTg1gUZXx1gXqE9d283o6zjDORFZP4F82tyyhK9oY7WGuruKgb5f8OT5tdnd2tg9XzpuJmtI8dA8GtJv0+uN066ZN9XQ/mp98W6tzwOS+0w3lhRmV9+22j+rf/pUdF89NVYkfNzXWYGR0Aq09QxFjym4+SuQKTG59lpO4NOpbHOjoN3xqbPHmtVDk5PuvqpmOn/755Th19nzQdUCmi2V7OT2r+LSKk0jxY3aTWL/ns0+E75O69cVjuOOT8wz3izb6vDkzua2hl1nFSqTcaNRH05eb0ftGuobJ9gnDmFAkIq6g4qRemd0MiUeO5+p9FCuz67FVtdODcmxorFUW+3H14kr0DIXHnRr7ZnWpvMiP//NHq1EwLRsVRdMwoUTez9zOGIWaN0rzc7Cj6XKMTUwgJ8unTZAwex0RxcbpJACjPlqkHBBtexf6ulmFfmT5gDc+6EV+brbpatRWK7ipebPpqnqsmj0ddWUFrra9ZuNUiWjvOR5szG6Mu/2EfaTrGavJuaGrPYTGivo3AcCXfvgb3PTx2ZhVOA3507LReW4E+VXG287Y/VuSEcfpGr9m1/152Vm475lD2laC166sxurai/enorleUlmNl/P6I/05nSRxJYAvCiE+wOR2GwKAlFIut3qRlPJlIcScKI7vUgAnpJStACCEeBLAtQDSYpKE2SwkNemH7j1s1vBMSIlbtr8eNhsKgGHldjL7yWzliNCnC7sGLqDIP2y7wxapoeUgnz1udkbGJyQqiqdhdW0pAOC+jYvx0dnzYbOFH7x+GUrycgzfw6zcugbslZtRvG3ZtBwfm+5HWcE01+LL7nEz3ggI7yhF2hPdSkWxH2dHRoP2wPXnhO9lrkhg4Pw4eoZGAQA7Wzrw4PXLcM/TBw3z9pyyAjxy6yoc6OiHIieX6l5WUxKU19N1hnEmsmrHzXKg2xNkzOJp7swCW/2MSLnarH0TELZu1KufMTqhhK0k0byuAb3DFzIu79ttH/XlV5qfi89fXhf21JBV3nDSz4zXCkxm8R76WU7rhVW/K/S9jGLM6KmxyVVVzgatHpGOuTmWHBTr9nJ6duNTTi2B3t43jM5+45vWenZW33vgumUozc/VrqGAyXgIjCuGE52d1g0uA+oNZnnNKvac9NHk1J7LiiLRM3gBX147ueysugWm2pbNKSvAhCINY0Lds9dsBZUtm5ajtjQ/bufCjW0OuXofRcvsesxs2fjQWLukvNAwhs3q+Ae9Q0F7mW+9eSU+taAc229rREtbHxQJPPfOKdz16QXoHZ7c1XhOWYHl2AoA9A5fwEfnAmF7p88qyg26Aaq+Lp37uEReF9pHM1qdxqg/Gm17p75uTlmBQX90KR7eezxopRmjvnRoDlJXpX6y6bKIx+OknTfrAy2uKtL64JfOifwgYLR9C44Hx8btJ+ztXM9Y9bUBaO2k1eoXo+MSPiHw9ecOacc9s8iPR25dFdRmP3LrKkhpvaW4oki09w3jrfZzYWO2al8+Xlt/p2v8VhRPM1z1q8CfhdxsgZ+91YGbGmswv7wIA4Fx/PZkr3bfKPRc2zlHdq7F3Lr+4MOL3uR0ksTvu/z5dwghPg+gBcBXpZRnQ35eDeBD3b87AFxm9mZCiCYATQBQW1vr8qG6z+ksJKOGZ/P6BrR2D2kDbupsqAV3rg1b4ldfue1+rtFsq217j+P2K+uDng4dVyS+9MPf4O4Ni1wZ1M2UQb5YYzbWzohVIzC3rBB3/PhtlObnak9Z+MRk47LhoX2GA3dm5TY2IaEoMqoVHe7edQC3X1mPx15pjdtNg0yJNzekWp6NlVEd2X5bY9Qzdc2WvN/64lFUlfhx25q6sJu5T7zehtxsgfzcLG3vWp8AcrOD68HouNSeUFbrsl66zjC2I93i1mn/IR4TZCLFU6yzrM36PF/ZsR9nR0ZtH3+uzxe2P/S2vcfxH7df5um8n8yY1cdXz+AFfOEHv3GUN5I9y95uvEdTL8z6XUZLOG7ZtDzsSa0sEf7U2E2NNdoECSB1c7NVzMaag2LdXk7PKj6NjnPz+gZti8NojxmYLNd7n5nc5kC/7aF6w1r9/1hyEJcBdSbRedYq9vRPawLhecB40k3wTQ61z3h2ZFTbd/zeZw+GTSy6b+NiPLL3RNCTo1cvqtBu2E4owNYXjyInyxeX6y5O2o1NuvVpkyGeYyihddwnoG1FClys26Fb5v7D9cvwxGsfoKWtX3u/BRXGT7SOTUhcs22fNkYS+t47mtZ4qo/LmKVUE4+YDc07Z0dGUVOah83rGzA8OmE4vuMG4/7ou9jRtAbnxyYsr9OiHSd12s6bjSuofWY7/YRY+hbpMh6crFzr9rV/tG20kxioKJ5cKTN0nOiepw/i53eu1VakqCz2473OQXzmYfMtxdXPPXJ6wHDFSKtrejf6xKkcv1YxWzujAPUzC4LGwAtys/B+9xC+vnEx+kbGce8zFyekNK9r0LbxtXuvyunqXW7gdZB3OVq7VUrZBmA2gHVT/z/i9D10/hXAJQBWAugE8C8Gv2MUHdLi+LZLKRullI2zZs2K8rASS52FtKZ+prYEzGvvn0FrzxAURYb97uKqIjRdVY871k0uy/r4a2148BdHcM81i1BVMlm5A2MK2vuMK/fJ3uGwz1VXrjBiNttK3a9RTURbdh/GxuXVuGvnfnxwZhitPUOmf4cdaqPoz/Fpn5OOg3yxxqzaGXmheS2ebLoMLzSvdZRY1UagND8Xf/HJefjy2nocPT2A9zr70Tcy+QSkulz6I3tPYNueExgenQiLJ9WcsgJs2bQ8qNya1zXgvmcPhv2uEbN4EyI8hhVFxhxn+uPOhHhzQyrmWaf0sXXw1LmwXNrS1mc6CzUSozr7maVVuHvDIsNO+ra9x3FTYw3uv3YZvrJjP7btuVgX7/jx21p9ONk7jC27D+P2Kyfbhy+vrceW3Ydx8NQ5rW5YzZ5Nd+kYt2o7fumcMkgJ/PpYN95o7cXJM+H50KzDbycvm4kUT3b7GVZ/n1pXfvDFRjRdNdnn0U8ItXP8PUPGK0aoNzy9mvcTFbNmbalafmb7cqrlHOn10ZZ/LOzGezT1wqzf1X52xHCS5/3XLguKsWU1JWFxN7s03/Acq0/ApAqrmI01BxltL7dtzwmcH5uIKrZC4xOYXFL418e6cfT0AErzc7XjfGjPcdywuiamY1YFxhTUzsjXyr+uLA/fuXklpmX7sHn9PDxy66qYcpDd6wI3+9CpLJl9AxlyyiO1qWY3OTYur9b+rfYZ1SfejnUNoq33vDaxSB0/GAyMaW2gGm/tZ0fQ9EQLtu05ge++dAKj4xJHTg/g18e6XY+RePRJMkk69mkTLTRX7t68FgsqivDGB72G8R6aMz84Yx7Doe2L2m/VC72eDIwp+LunD+Ky+llB75flQ1ifYcum5bjv2YNBYySh7903PIpHbl3lmT4uY5ZSTTxiNjTv7Ghag2//8ii27D5qOL4TKzVvnegexLduXIG/+f0FuGPdPFSV+BEYU3B+bCLidVq046RO23mzPpCaiq1er/6dvz3ZF3XfIl3Gg5OZa9289o/2PoeTuKstzUdjXSm+vLZeqxfqa86OTK7oJCXQf348bMv50PdUP9doxchI461W/Qm7Ujl+rWLW5xOYWTgNhblZWFBRhOqSPAxeGMdj//0BpuVkaRMkgIvXQep9SaN7VZHOUaLGy90oc4oPRytJCCG+DqARwAIAPwCQA+D/Avgdpx8spezSve/3ATxv8GsdmJyUoaoB8JHTz0oFdmcSqctbhTrePYjb1tRpT4/k52abVm43lm1dWTMdD39uFTrOjmg3LdSLtMOnB/C1p96JaUZUsp9CTCWxLPfTNRBAaX5u2NPr5cV+lBXkGu5VJ3Ud1dB48vkEPjbdH7S/p7o1i53YM4u3BRVFuGPdPOx6s0NbPtbNmXeMN1KF5uLm9fNQmp+r7XcGANOyfTHN1DWqsxuWVIa9JzBZz1bNno6cLOM9pdV61Tt8wXBLgTdae3HqXAAbllSm9AxjMmb21HNDRSHWLajQclg8luBLRDypdaVrILzvE3r8RkvWAUCuSX2dlpOFdQv/f/bePT6O6rz//5zRbbW6WZJtSUiWhLCwja84Chh+iDZ24jqElDtuLiQhpk77DcgJaeMkDc03gdI6TWkxkG/iQEigTbAJEMKlLqlNimkMicA3jI0vsiUkZEmWZV1WWt1mfn+sZ7yXmd3Z3Znd2d3P+/XSy5Z2d+bsnM95nueceeY5MzPa7puJPSNtL+HELHizeo91XOjZcKNj5WSJkL1RAWB+SzOO9AzjQNcQeoe9cVXhMkOySzrGa4PstDeRthb0JTbkB8Sh8bT51KAXP7/9MmRJQNdZL74aNH7iJdK8wKnjNhMId+0jaTxcIrn/75fOmYGxSRmfeGgX7mhugCtH0hKL1GM+8cXLsH1DM2rLCnTjBL3KZlZqJF3LApPUIlwpen+9643bH9y81LSGDbfMDdpqUW88nx4Zx7yKIvzwM8tRkJeNiqI89I2Mh6zPBB97z/tnMb+yGNs3NOPUUGbGuIQ4Ef8Ybffx07Zti2MU276wrwu3rajD1tYOUzF0rOuk0fp5Izvpn1Cq93lZVrDzvR7s7xxEdUk+7mhu0LYei3ROK74nsY9Y7nOY1Z0sKyHbJ/tX8O0668VnH/uD7rxQ75j+5w0Xy+tt43yoeyjumDid9Ts6OYUpGfjbX+0L6I8R75TuFpa1Zfkodefq3quKdI0Ssb4py4olfU7sIdoqEDcA+HMAHgBQFOUDAEWxnFgIURV03Hd03vZHAI1CiAuFELkA/gLAb2I5XzIx87SO2Yw3ddD6o06y1KdHHrh1GSqK83TfF+3g1su22rCqEX/363fwt7/aF1Ae1nXuRsSRnmFLMqKS+RRiOqKnQ6MSU/e++C7e7R4KeQKyZWUjnn27U/tdT0/lBXl47PU2PLzT9yRS96DXtPaM9Hb/y4fw6K42fO6KOlQWu2x5AikWvfFJvPQjWFvu3Cx87oo6TdOP7mpDUV42vh9UMSXeTF1JEqgvL9C123XlBYa2f1ahC219I1DO+YDgTNrKGW5tbETKnqWeUwtZVnCg6ywOnxrCHc0N2lMhD+44iv2dgwH20Eg/VpR1T0TGeqT2qwtB12zehU/95E1cs3kXXtj/Af73eB9ysgQ2rGoM8Sul7pyMjzOMqkl1nDmvnXD97NSngc3qPZ5xEWwvZxfpH6ui2BWiMVV3F1cU4bHX2/Dvb3SgZWVjSLxltgqXmbYGj4/tB08l1MbHa4OstDfBfadXfW/zTl/1CPVcHWfGAuJQs23Wq6729Fvvo6I4DzlZkraPvHreRIwfp47bTKDjjEfz2Xeu9CXhRorRakvdaOsbgSSE7hjyv4HgypFQVpCr9e8zb3Xq2pa//dU+vNs9HHAs/zF64/LQuaGVGrEjJiEkHOHmOJFsot7rR3uHTWtYb2xvumkJXtzfFfJ5//FcV56PrrNefOKhXfjiz1rx+Z/+Ae92D2NW4fl1PqMx/nRrp/ZUa6bGuIQ4HX9fWFXiwpc/Mhctq+YiPyc77hjdaNvsa5dUY/POo7j3usWmY+hY5svR+nmjdWB17Vn9m7r2pdry9wc8ONozgi2vtWHjswfw6K423LaiTqsKEMuDTLSZySfWdUmzujMaH2oF3+D5mf+8UO+Y6nn1fLI6X9Wbj7/0Tjc+ODuq2+bKYldU1yBd9Vuanwvv1HTA3GnzzqOYnFZwS1NNwHtdORK6zo4ZztcjXaNErG+e7PdEFUOSxBJVJQkAE4qiKEIIBQCEEKaUIoT4JYA/BTBTCNEJ4DsA/lQIsQy+7TNOAvjSufdeAOBRRVGuURRlSghxJ4D/ApAF4KeKohyMss1JxezTOmYz3vT2ZlKz2tSnR/7k4tkAYMmetP7ZVu39Hux5/6xWOQLw3ZRbf3UD8nOyUJCbhX+5ZSnue+lQxO9BEouRDlcvqMDFs4t0tScr0J6A7BnyYnJawT3PH9CSHoz0FM8en5H09uCOo1h9SSV6h5P/BBKfxEtPgm3x1LSCh189FhAk3/+fh/GfLc0hTwfH2++Rxo7eayf6R3DnL/bg//zpXN0xcfK0J2BsRLMPO/XsXCI9+SwrCLCHduxTn8iM9Ujt15vobnxmP9Zd1YAX93fh7o9dHLCXYXVpPuZXFFvezlTDqJpUXXmB9oRxuH526tPAZvVu5X6nD3/60qiP5X/+J99ox/qrG1Bb6sapIW9UVbgikaj9NcMRrw2yyt7o9d39NyzWfRJFCITMs9Q41GybP7GoCqXuXLS2n8G0DGxt7cA9116Cd7uHcfhUcp4iceq4TXdkWcHbHWe1vYr9tWUUo9WWurUn3UrdudiwqhEP7jhvq++7fhEe2nkUwPmFvIlpWevf7kGfLfn+zUtxrHcY0/L5Cn/BNsB/jBqV8LdKI3bEJIQYEWmOE8km6r2+rbUT99+wGN967kBEDev5r9pSN3KypIA2feeTC/Gj/zlf8eXe6xZj/ZOtIb77pbuatfHTPejF1tYO/L/PfggHOgcxPiUHPO1Ku06Ic1F94abthwIqgm55rS3udZhI2xjnZAlb13ii9fPBdnJWoQsn+kcwMDoBACFrX+ox/99nP6TFRep33LzzKNZd1YDHXm9jbJGCxLMuaVZ3RuMjXAVf/y3ng4+pN6e/uKIICyqLceFM33y1rW9Ed73qzo/MRcvKxoC1mH+5ZSne7R7O+LVZWVZwpHdEd+7UdtqD2lK3VvnB/7WB0QnT83V/ErG+2TPkxbbWzpA+v/8G84lrxD6iTZLYJoT4MYAZQoi/BPBFAD+J9CFFUT6l8+fHDN77AYBr/H5/GcDLUbbTMZhdmDQq65Kfk4Xdx08HlMZds7AS1etXYMfh3oDFDnVhG/DtcePKlvDTzzchO1sgCxLKC3Nj+g6Ryl1Xl+Tj33YcxcDoBLatX6EFMv7fgxlRycVIhy+3NGNBVbGu9iQB7QnIhlmFmJqS8dBfXIoPBr0ozs9GVXF+wDn8S0fNqyiKu7zj+NT5PehUvJMy+ka8jtg2wAk3HZxIskt6x0uwtrxTsm6Q3DPsDdjLPBi9UmodA6Nhr0ukoCz4NUkAax7cBe+kjIlpWXdMjE/JAWPDqGxdNHpO9T5OB4yy39UFAUkgwB6q2pp3VzM6znjgzs1GRXGe9nqsfapWQAF8AT8AW/TgPzbOeMaRkyVhdGJae/o23EJQe/8YHvjtEXzvukU4NehFQW42FtcUIzs72mJqqYWZPjWqJvWt5w5g2ZwZaJhVqGvL1N/dudlJ98V6mJ3gxjoR1ht/d/5iD7ZviC55Ti8x9F9+e0S7uRFcLSVWu+uEm+JWLDrEs72cil7ffeu5A1h/dUPAHMeVI+HyC8sCto1T39834sWFMwtM9Ud2toSr5s5ETWk+eoe9uGl5NRQFAVshmBk//v3vzs3GxPQ0ygvyYrK3Toih0xmjsXqy36PdUAXO++31VzdoT0aqn7msvjxkQbV70IsndvsWXi+dM8OXzFbqxvLa0oAxdbLfg7ryfFy7pFor3X/q7KjhllXqZ/znbz3D43h0V5ttGknnssAkcZj1i5HmOOHW4dTKm8GvD4xOYHntjKgT5tVKEf5xedvpEYxPyjg94sVffLgWnolpSAKYlvXnoH0jXt054V//+1u064Q4nGC7tXpBBapnuLB2yxshNqp6/QqMTkzHtN4SbvsKtdKdXts6znjQMzQOz8QU6soKtBu80RKLnw+O8y+cWRBgY/3XvgDfddrTMaBrJxdeUISXW5oZW6QgkXx2ON8fTnf++lag6I6PuvICbYwEv7Zq/mxceVG5rpbN6N1oPj4xLePp1k5ty3JJAHNK83Grjk3ItHsN4eZODTMLUJyfjce/0IR9nYMY9k4HzNn7Rry4aHb018qK9YZwVBS7MDA6gSffaA/o8+W1M2irHEBUSRKKovxACPExAEMA5gH4e0VRfmtLy9KEeCpE3Hf9IrQ8tQft/WMhmWOLq2eg66w3JLOsttStuz+5OycLP/39Cdz9sXkoK8hBblYWKorzAvYijYRRoNU3Mq4ZIs/ENJ8McSDhdLi8phT/dOMSfOPZ/QGaaawo1Eq89nvG0X3Wi68/E/qelfMqAMCSp9AjPR2tTvad8ASSE246OI10qEYQrK0sERgkV5X4biqOTkyjrW9Ed+IVfB3qyvNx18pGfPvX70S8LmaCMnWBrW9kXGuXWtrNPxu1ZWUjtrZ24P4bFkMSCLu3fTT796V6H6cDRv2VJUGzzXr28L2e0Iz01QsqQvZkNNun0ephYmIa+z8YxKkhL6qKXVh8QQlyc7NMfWc1IePwqdDvcElVkeFCEOBLlPjjyQE8usv3RMmc0vSOScz2S315gWE1qZ4hLyQBvN1xNuBJSfXJ5fb+MdSV5+O+6xeF2LZofLFdSVdmJ7hW7nd6aih88ly489eXF2BsUg55Ysq/PGesdtcpN8XtXnQwg1Hf1ZYFPonywK3LUOrOQZYE3PShGm1/Y7X8qZn+CNa2euN79/HTKHXnoiA3C/dcewnuffHdsOPHKDbe2tqBjWsWRO1/nRBDpyvhxqqR9i6uKAp5MlLvM1UlLty4vAayArjzsjVbGTymakvdITHnP9ywGHXl+QF7n9eV56MwLxu/3tsV8jT86gUVtmvECfbADphInBii8YuR5jhGlVpbntqDuz82D7Vl+dh00xKt/La27lZ2fgzG0tbVCypC4vKWlY2av3nmr69Ay6q52kMjz7zViYHRCQgILUlYPbcsK7TrhDgcI1tQ6s7RtVE7Dvdi845jMa23GNm1ra0dhrHmzvd6cLRnJKBi1f03LMby2hlR3TdQ8Z/jnOz34M0T/VEl+gbHCbuPnw65TrLBDe15FcVpF19kCuF8dn15QUTfrxdfButbrzqbej/td0d7dV9bXB3+JnakuLai2IWmuhJ87soGjI1PwZ2XjZ//vg1NdWXY8lobHnn1/Fj3TEzbcq8h1WLUcPP2f3j5EAZGJ7BhVSMqS1x4ef8J3QdNnIa/bfbv89oyxmtOINpKEjiXFMHECJOYXZgMzjzLz8nSEiSAwMwxNcgodedg6/orMDk9jbJzQYZe1t2DO3yZVtcuqdbKTz/2elvATW4zhlEv0FITMKpKfNlQFcUuXH5hOZ8McRhGOpxZkIffHPgAD+08ijs/Mhezi/Iwu9iF2tJ81JYVaDfOVM3o6aphps9Jb9p+SMuEU3+fX1kUlROP9HS0GtA74Qkkp9x0cBLpUF0jWFuVxS7MqyzWSh1/7oq6kIA5eMIafB2uXVKtLVYD+tclUsCqN6nedNMSbdFbLamsPmFY5s5Fz8g4rltWjX/+r/cwMDoRdnJtVs/p0MfpgFF/XXXRTMw2SIA06rut61fE3KfR6GFiYhq/3v8B/v758zduvn/zEiyoLMbpkXFTEzWj8/mXHg5OsFOvTfPcmbjx0uq0jEmC7YcAdK/TvLuaAzLqJUkYVpOanFbw7J4urbyhepxv//odrLuqAY+8egzt/WN4aOdRbF2/AmOT01H74lRNurLD/4eLa/TKc0Zjd3lT/DxGfXdq0Kv5z9qyApzoH8HNP9qtm5QwLeuPr2CfbqTtqhKXFkuUunN926yUuXHx7EIs0lmACxcbx+J/zcbQqbaQZgfRXoNwPtFIe7VhnhZTPxO8LZKa8KdnKzsGRkNizr977gC23Nakle5Xk3dfebcnxMarlQaTPc9KRVLVp6Ui0cSfkXx2uEqt/lu3bbmtCTlZIqwt0LMZ0cTfqm1/cX8XugbGAkpMb1jViILcLHxl696QeZ0T1kYIySRiiZGMbcEVujZq+tyvsay3+NsEXxWyLExOy1izqFK3rSf7PdjfORgSE6jV1uZXFsfky6xM9NWz5S/s69JNYrtwZubNccyQCrF9OJ8d61pksL71qrOp/vrOX+xBqTs34Cn/S6qK4r5ONSX5uPXDdfj6r/ZpWv3edYtwWW1pSFWqk/0ey9caUjFGNapaemrQG7Al+/qrG3DXykb8/W8OavGRU9c5GK85G1NJEkKIYQCK0euKonBjZwOiWZj0zzzbffx0wNMewPkn+/SeolxeWwZJMt5TUVag7T+m/ut/k9tMsCVJApdUFWn7eisK8MRu334/auBk9FQLSS5GOvROTWsLaT945QgAn9PZun4FOgZGtfcb7U2r7nufJYmAffTU4PeMZ9ySpzOXVBfj5ZbmgDLfalCXLJ3xpkMo6VJdI9iG1ZYVYH5LM/qGx/H5x/8QMSgPvg6R9nY22iPdP2tfb0Kw8Zn9AYveA6MTmF9ZjD+5eDZO9nuw9idvBJw33AQi3v37Uq2PUx2j/mqqL4u6Wkj3YOx9Go0e9n8wqCVIAECpOxddA2P4+q8CFzXCTdSMzudferhnyIvJaQX3PH9Ae/L7gVuX4cM61yYVFgoioWc/7rt+MUrdudrkEfBdp44znpCygxfODNXSppuW4J7nD+CTS6t1r7fwu0Tt/WMYm5zGioaZUbc9VZOuovH/0WjMKH6O1+5yMn4eoyfr1BtiT62/HEJAe6ofOH/jauv6FVhcPQNvnuiP2B8nThtrW1GgJVt2D3q1pwRfuqtZt08i7Ssdi/+NNFdLxYU0q4nlGoQbq5fVl+vajfFpg23dhry4/ELfZw6fGgrZFsnIVhq1ISdLaIuw+TlZWLvlDdzR3BBWy5zPR0eq+rRUJBq/aMZnS5LA6MS07rY06tZt659sxcth+tLIZswqyo0q/s6SgHuvW6zN79S/P7jD91CLGtvdvW0vym+/DLOK8rgGR0gCiTVGMrJbk9Oh1Zj9k/3V90Ub70VjE3qGvJAV4zXfWH1ZrIm+evMnPVu+cc0CrF5QgcXVJRk/x4lEqsT24Xy2mTmYHnr6VudgT62/XPusOka7B7145NXz8cCVF5Wjfqa5h9uMONQzFLAW5p2U8ffPv4N5FYVYOqc0YqX5eO81pGKMKisyvvvnC/Gd3xwMaxtlxbcN2r+tXRYQEzmRdFh/TGdMJUkoilIEAEKI7wE4BeBJAALAZwAU2da6NCDWhUmj7Dl3bhZu/9kfDQ2b0eckAUzLgeWn/W9ymzWKqiMJpmZGPnKzObCdipEOX3n3lG6QcWrQi9GgEk9Guppd5MKwdzJk8U5dUA5HsIOYXaSv38aKIlOltRIJbzqEkq7VNdQJptkFOaPrEPy7ugd13/B4SMAanLVvZtHbX4PR3lQzq+d07eNUIxb7Y9R3VSWx92k0ejgVpMkbl9doNwoBcxO1cOfzXwiSZQWPf+EynPGMIydLwujEtFaaWL1GqbJQEAm9Ce+3f+2zH/7xmi+GDA379bTU7xnXEnX1rrfilzYdz/hP1aQrvWuml8QJWLMVmRV2lzdPfIR7Yli9pka6HJuchiSJiP0hywoOdQ8ZalsxWIQ22js10r7SdvjfVFxIs5pYrkEkH6Xnt42eFgN8WlqzsDLkdbU9erbSqA0Vxa6AhzHU1xnTWUeq+rRUJBq/GO8cx3/tLFxfhqsYEU38vWr+7JB1GPV43ik54Pddx06HrSxDCLGeWGMkIxtTVpCH5bVlIVWl/ZPd7fbNFcWukG1m1fOqcWssvixSom/PkFd7n5n5k5Et5xwnMqkS24fz2bHOicPp2/+zZuZ40czt/e93DIxOGN57WTrH/DWIlVSMUSUh8MPfHdOqesyrKMIPXjkcYhslAeTnZkOBkrDvEkuyQ7qsP6YzUpTv/zNFUX6oKMqwoihDiqL8PwA32dGwdEJ12uo+xdFsbaEukqiDZ8LgaZPeYa/h5zasakS5Oxcv7u9Cy8pGPPt2p/aaepNbD1lW0NY3gt3HT6OtbwSyrGg3sf1x5UjoHR7Hnb/Yg5P9nuguDkkYejqsKsnX7c/KEpcWIAC+PTC/+tGLQ3S1pKYE9eUFhhP50Ylpw/aoDuKazbvwqZ+8iWs278KJ/hFd3YcrVZlMzcUyttMZI7uVLtU1/MeEiitHQn5OFmT5/F3D4Ovwwr4u3Hf9opDrcqJ/BNds3oVdx0L3V/TP2j/Z7zE8t7roHaxBo/eHm0CY0XO693EqEa39Meq7hVUlMfdpNHqoCtJkuAor0Zzv/hsWQxIIGIOSJFBfXoDe4Qms3fKG5mO2Hzylvc+JPiUWwu3VGOyzK4rzdI8RrKXygjy4ciQ881YnWlY2BhznvusX4cX9Xdrv8Yz/WOyUU/C/ZvXlvu3J/OOZ7QdPoeNMbBoLjr9rS920uxYiSQKLq2dgfmUxHnu9LaDiTH15QURdRrJ7J/s9ONo7bHgMs7pXddDvGcemm5YEnK9lZSNe3N9lmw7CLaRlCrFcg0ja0PPb9eUFuv37jWf346V3urXjmrWVZvykqkE9G0/bEjup7NNSjWjnI7HOcYLXzsL1pZHNGJ2Yjir+Xlw9w1BLwUmq6s3LVIxfCUlVYo2Rwtktfxu1uHoGNq5ZkFDfXF9egMU1JdiwKjAm+OpHL8azb3ea9mXBcxij+wdqou/ktBLV/Inrr7GTSrG9UT/HuhZppG//z8qyAkkA99+wOOwcz+zcPvh+h6xAdyxUluiPK6u1noox6ujENNr7x/DIq8fw8M5juP/lQ1jbVBuyxjWzIBfdZ0dj+i569z3NfCb4Xpb/OqMR6bL+mM6YqiThx7QQ4jMAnoJv+41PATC+C0piJtqnTYL3VJx3VzM6znjgzs1GQV4Wxian8U83LsGBzrO46UM1eGFfF/7iw7VorCg0LA+sl+G08IIibFjVqD39qRol4LyDVdvJ8jHOZ2FVMe67fpG25YZ6A2RhVQkkSeDhT1+K/Z2Dvu1aoOCnX2jC+KQMd242Kvz2vTeqABHOSek5iDt/sQf/2dKMretXoHvQi6oSl9YWs5mPLF+UPNK1uoaqKfVGhf+ehy0rG9Hy1B7c/bF5uGCGC+UFvvJewXtAyoqCretXYHRiGhXFLkgCWPPgrrBP8vln7RuVaTaaENi1HUy69nEmEK7vYu3TaD67sLIYP/zMcux9/yxkBSjMzYrab/jHOIdODeFIzzD++b/eC9mbGTCehMy7qxlCAEd6hsP6lFTxJUZPPFSWuLTt0SQBNFYUorbM3Pj3tx9PvuHbr/PiiiIsqCxGXZkby2tLw/a32Wvn1G2rou17I639/PbLdDXWHlTVJPjcevH36gUVulWDSGyEs12RdBmpksjY5DS2tfpuPm/eeRSl7lzc0lSDubMKoShAXZk7ou6DdVBXno9/vXUZ2s+M4oIZ+fjg7CiuW1ZtyR65erBqVGzXwEhXANDWN6JrUyRJ4IIZLnz/5qU41jscUN1k4zP7sbi6xFCTtaVu7bju3GxMTE+jvCAPqxdU4KUwfjKcjb9wJm1LrDjVp6UjdsxH/I9ptHVbuG21JCF0bUZFsQuXX1geVfxdW+oOWaP57p8vxNOtHdpx/UtOq09kO/VpUELSiVhjJLN2KxnrLZIksHJeBebOKsTy2lIMjE4ACnDyjAe3NtVg8bmH48KhN4d5+NOX6m4lsrW1Q9veMZ75U6rM151AOsT2sY6NYH2PTkyhtqxAi3n9tVvqzsX6qxswr7IINSX5mJBlrSJpNNUYgrde3PI/x/GdTy7Ed184v3WEeu8lETpOxRg1WLPdg15sbe3A41/4MLrOjqHMnYspWUFWFpAtCUgC2H38tO2VHWKtymKknyM9wwBA++UAok2S+DSAB8/9KAD+99zfiA3olY0yu6fiRbMLtZKtRvvdf6huBuaU6g/CcAu+T+xu18rdKArwxO523PShGrhyJMwsyNM91/LaGdoNdeIcsrMlXL+0Go2zC3Fq0IvKc0kJ2dkSZFnBxJSCLa+1RXQYWRJ0k2eywtSqMXIQB7uH8DdP7ws5p5lEDJYvSj7pVu5O70bF41/4MHa39YcsZK+7qgGPvd4WsAh9+NSwtkWSqsfLLywP2E9PfZJP3bLGf+HLleOrVAEgqgmBnZPrdOvjTMKo7+LpUzOflWUFO4/2Bdjmf7llKf7llqX4WpC9jzRRkyQBIaD5CZXgiYmRjzl0yudj7mhuMPQpqeRLjOLCFfXluKAkP6bxH8l+hOvvaK6dE5OuYul746dHp3Q1tuf9sxiblHWPaRR/q/ug0+6aJ9KCUzh7GEmXwdv7+Gtmw6q5GBidwJNvtGPDqkYU5+fg3hffjSrpJVgH7f1j+Oq2vVh3VQNafrlHe5//HrlWoneD7r7rF6G21G35uZxKrIuJwboyY1PKC/Kw6+jpkC0t/R9AuKSqCD+//TJtYbeuzI1XDvXo3njYuGYB5lUUhfWTTrO96YATfVo6Y8d8JNi2P/6FyyImhfrfWAleDwl+Stxs/N0xMIqHdh4NWHP74e+O4Wur52PFRcOYX1GEf3j5kFZyWn0iW5YV6s0GqufU4oPO96P6zAU1c9D1fodNLSLJJJ6bjWbtVjLWWyRJoH6mL6leL26JhNFDcNs3NONlv4eHJqdlrFlUGbC9o0o086dUmq87gVS8Sa5HrGND1bfevMlfu92DXjzd2onPXVGHr20LXKe6pKrIVKKJ3taL+7uGgDfb8cTtl2FgdEK79yJJIiE6TsUYVU+zd39sHi6tnoHe4XH8n1+8HTBP/fvnD6K9f8zSZAe99YRYty4xSlQ60DWEr2zdS/vlAKJKklAU5SSA6+xpCjFDLIZNb+B/67kDeLmlOaYF34HRCTzyauA+15Lw3ST3Tk3rnmv91Q2YX1kc94APNlC1pW50DIwyczQOsrMlLJ1TGrIPVjTZcd2DXt3kmUtrZxgu3ho5CP+ne/2f/D3RPxKy8PAvtwQGdU7ZZ40ZzemD3o2K3W39ugvZ6vYBquYAGD7J7s7N1vTfPejVnuRbUFmMQ6eG8OQb7RgYndAqVWxcswBrFlZGNSGIdgJB3RK70LPNX3t6n7ZoEu1EzShG8X+KLpKP0UtOUm8COsWXmCFcXBjP4lqsn4/22jkt6SqWvjfSWm1Z6MReTYAbGJ3AvLuaceHMwOpr0Uy6abONiXfhNBpdBmtmW2unFq+OjE9rcSsQmHQ+qygPl9WX67Yn3B7OKv5JXVbrQO8G3UM7j2J5baljxqrdWLWYaMam1JcX4MN1Zbp2ZFahy/BmRfBxN5/rs7u37cUPP7M8rC2xwvbaaYNS1b45zaeR2DHTl8E3Vp7Y7ZvPXTpnBurKC2LWbc+QVysx7c+RnmE8usuXkD8wOgHgfFWJe54/gJ9+/jLtQSl/UnU8OYUPOt/H2h//PqrPbP3SlTa1hiSbVLzZGA1WPyV9asirbRkQTCzzJ7Ud4apGBttB2sD01208BGv3xuU1uvO3l+5qNpVo4r/1ov9xj/SOoLwwD5c1lGt/a+sb0dVx9V+uwOjktKV6TbUY1UizJ/s9WnVnwHfNvv3rd7DuqgY88uqxsDbL3xaMTepvG98z5EtA7feM44Oz3oBK0g/cugzzKswlywSjl/Sh2jYnrzdmElElSQghHoevgkQAiqJ80bIWkYhEa9hiyXKKZsH3nmsvwdDYJJ7Y3Y4LZxbonktWYBiwmEVvwfO+6xfhoZ1Ho8oWI+aIRjcVxS7d5JlwTkLPQdx/w2L883+9F3LOjjMe3PmLPSh152oLtpIAygpyYmqz3Yt6zGhOH/Q0pe4nF2wf1X1iVc2p22X44530Pcn+z/91OOAG7cDoBOZXFuNjCypwwQzfuPGvVGF3wETdEjuJZdEkHEYxiv9TdJF8jJqctO6qBtSW5aPjzBge2nkUl87xbSURS3Z4snDShDfWzHqnEEv7jZ7MuXCmr4xnyeebsLvtDBTlvE0HgI4zHrzXMxzwuZ/c1mT6CRWjbTmYPGx/0my4BRb1RtnPzz0ppKenXcdOaze69PyskY1T3+a/3YIdvtvoBl2qjGOrsMK2mrEpkiRwRUN5yJZuD9y6DFmSfsLtDz+tnwShJuwW5GXHtIBnFjvjRsakJFUIHt/dg15s3nEMT62/PC67Ec4HtKxsxI9+dywgflVji44znpDky9rS0KozHE+ExIeT5l5WY/VT0kZxR7j5U5YE/ODmpTjcMxwyf1LbEa5qpP/WYYwpzpPOuo2HYO2qsbQ/3kkZfSNeU4kmPUPegK0X/e+dnR2dQFvfiPY5Ix3veK8Xm3ccy2i9AvqaNfMwgdF9oODqj0Zritds3qVVig6eg23fYC5ZRu+7qPo50jOMA11DAbYtuM1M7ko80W638aLf/10AbgDwgXXNIVbhP5jcudmoK88PKGUVyw1s/wXf6vUrsONwL6Zl4OGdx7S9GqtK9AMj9WZhcMASDXoLnmazxUj0RBPkxlK6Sy8rUBLQnooAgKoSF25pqsH4lIw7mhvwzFudIQu2FcWuiE8OJ3JLjlR6AjnVSUTQoKepF/Z1hSxk++8Lqz75J4R+MsWRnmG0949pN2izJGDV/NlYXD0DkiQwOjFtWHLZLg1Rt8ROrN4Ds768IGQMfnPNfBz8YBBTsoz6c0/vRfIx3YNePPZ6mxZHAMChU0NYUFls682ldMYJ+53G4xtiaX+kJ3OyJQmP7moLOWZutoS//o+3A+Pa5w/o3ijVe0Il2GZv2n4Ik9NyyGczcVHFzmQdMwssA6MTmFWUh1lFeWHnRUZ+1iiuvqSqCFdeVK5prOOMB4dPDeGO5gYAvu27rPDdThjHqUqw/TGaGwdfy+xsCZ9ccgEWV5cE2BH/7dlUvJMysrOEobZcORIqivJsLatsZ9zImJSkCnbZSj0f4P9gEuDb7hQKtJsCalwRvM6x6aYleOC373E8EUJMEatdi3ZNONz8qXvQi8PnKufotUOWFUxNK4ZrbZdUFWv2LdaYgjcoM4dg7WYZrOPOLnKZSjRRHyJV13vVhzyHxibx6pG+gER5o/E2fe7XZPpsp40BtT1jk9PYsGoutrV2Bmw7pvg90q9ns8JVf/SPme55/kBA4rk/6oNesVZlUfUDAF/ZutfQzjK5KzlEu93GM/6/CyF+CeC/LW0RiRuzFReivYHtP+gXV89A11lvyIBdWFViWD5GDVhmFfoWDaM1sLFmi5HYiCbIjbV0l96+veo5S925+NwVdQEOS9WSmpQzd3YRjvQMa+0102a7F95S/SnaVCFRQYOepjauWYDVCyqwuLoE7f0eeCdl/NP2Q5ouN6xqRJYE3co7etVSZAXwTp3XTDJuTlC3xE6s3gNTkgQumOHSJp0FuVnwTskh+0AHb1Ejywruv2ExvvXcAcMEpyM9w1h0QXFa7NmZDJK932m8viHW9odbMKkozguZgG9Y1QhXdlaI3W3vH0P1DFfEbWiCbXZViQtfWz0fX//VPt4Igb1+1MwCi79mjOZFQPgnRi6pKsJLdzWjbyRQB+o2drKs4O2Os9jyWlvIseP13ckex6mKkf15+NOX4s5f7DE1nwq2I0ZaPtw9FPKEWsvKRmxt7cCmm5agb2TcUENWYGfcyJiUpAp22crgtZVZhS6c6B/BvS++q7tGsmFVIwpys5CfnYV121oD4oCNz+wPSAZW/87x5Dyq59Tig873Tb//gpo56Hq/w8YWkUwknrlQtGvCRvOnimIXXtjXFRLnbLppiVZu/9vPH9B9Uv/hncdw5UXl2jFjiSl4gzKzCNZuZbEL8yqLY/bt/g/0PPLqMS1Gf+qPHbh2SXXAHL2+vCDs+hSQHJ/ttDGg154NqxrxxG7fNjzqPU8Ahv2lV/1Lrf6oQMHsIhf6PeMhD5jHmixj9D1O9nvQ7xkP+2AME8aTQ7SVJIJpBFBrRUOIdRhVXNi6fgXGJqdjvoEd/JpRALRmYSXm3dWMgx8M4ljfiLZ3mGrosyUJP/zdMdx/w2Isr52B2jJzCzZGi0SRssVIbEQb5FpRusv/nH3D4/j8438I0LG61+5jr7fhO9cuxL+8cjhkq5VIbTazl308WL0w77TsTaeQqKBBb5EqSwL+2H7mXF9n4VvPvYMbl9do+3Y/sbsdl9bOQP3MQsMn2atKXLhtRZ02qXthXxfuvW4xcrIEqkpcCb85wadGiZ3YsQdmeUGeVv7uyx+Zq1sKz98eqLZ0VlEu/vXWZZiY9pUjv/fFg1qCkxqnXHlROffsjJFk73car2+wo/21ZQVorCjE+qsbICu+J0kaKwoxsygXLavmQj4Xxz7zVicGRidQVpCnxVNGMYC/zVb9ybHeYd5YPIedN/nNLLD4a0bVU3u/B4dP+RJ7b/pQDQBfZapYnxg52e/RFtSA83Hy+qsb4vbdRrHPmyf6GYuGwcj+vHRXc8TEJyMibR217qoG5GVLqJ9ZAHeuhHuvW4x7nj9g+1aUdsaNjElJqhBvzBBunh+8tnLhzAK8bLBG8uCOo/jRZz+E0ckp3TggSwo8L8eTM/mg832s/fHvTb9/65eutLE1JFOJx67Fe+PQf5ugjWsWYNP2Q1rl1QWVxXDnSeg44wmpzKquww17JzEwOhFg32KJKXiDMvMI1m5tWUHUY8Bfx9UzXPi3tcvwbvcQpmVga2sH1jbV6ibKL6+doa0TLKwqxvtnPNpcUV0fSLTPdtoY0GvPgzuO4ue3X4ZZRXmoLXVjeW1p2P7SswVq9Uf/76S+55m3OvHVj16Mf/3vI5asJwTP9evK87HltibkZImQGDAZCeO89xRlkoQQYhiA3y1pnAKw0dIWkbgxGkxjk9NY0TAz4ufNDgyjAEiSBC6aXYgsCTjWN4KbPlSj7SM2MDqBubMLUerOxbeeO4D1VzdgfmUx1iysBICw59VbJDKTLUZiJ5l7lg2O6e/jXFeWj+/fvFRLkFD/7u+ww7XZzF728WDlwrzTsjedRKSgwUoHr46D+vKCkP74yW1NGBidCHg6x3/SZVQt5fCpIS1BoqrEhbVNtVj/ZKt23Ic/faltT//pwadGid1Y7U/8NWtUCs/fHuhlnufnSPjMZbWomuHG6PgUTnvGkZst4soOJ8mNHayYUFrZftUXFeRmY9X8CkxOT6PUnYfsLOCt9sAqABtWNaKxolCzu+FiAH/937i8Bpt3HsUdzQ28sXiOaBd4o4kZzC6w+LelYVYhakvd6PdM4Nu/fidgHlNb6gYQ/WKUkdYvrijS9d3RxkXhYh/GovoY9UnfiBcrGmbGZFP0tCzg05x3UsYjrx7Ttie8eHYRDvQOYmJK0c5t14JmbakbW25rQmv7GciKL+Fn45oFlsSNjElJKhHPTUGzttXffo9NTOvamXe6BtHcOEs3DmiqK9P+zvFECIlEIudyejcO771uMfJzJPztn81H58Aohr3T+N6L72JgdEK7mezKkdA96NXW4Vw5EtZf3RBi32KJKVjRioQbA3pJPZ1nR/F2x9mAihDfXDMfuVkSZs3Iw3XLqrWq2EDgHL22rADzK4uxafshFOVl41//+6jh+kCicNoYMGqPAkVrTySbFc4W+PfpT25rwrefP4CJKQWl7mz84Oal8IxPocCVjYI8yfD4kQie67f3j2H9k614WWeeluiEcd578hHtdhtFdjWEWEc8g8nKgVFbVoCLZhUGlI9pWdmITdsP4cblNXjk1WOQFeDubXsx765mvNczHPa8eotEZrLFSOqg6m/T9kP4xpoFujqeV1mE7kFvQAkkwLzD1tvLvmVlI+55/gAe/8JlcTt8K59CdVr2ppMIZ+fscvC6VXpM7h+vourDv+3qDS7/4975iz146a5mU4ltVpDsp78JiZaAykMj44Z7lgLGmeff+vh8FLly8bfntigIvmlJUg8nPYFs5IvOjk1if+egliABnNfkS3c1a3Y3Ugyg6v9Iz7D2tENw2dlMvhFidoE32pgh1hu4HQOjWoIEcL7S3/LaUjTMKox6McpI6wsqi3VvsMUaFzEWNY9d9idYyydPj2hbvETantCOBU1ZVvDKoZ4APW26aQlWL6iwJG5kTEoyAbO2Ndh+b1g1V9fOjE3KmJie1vVPVzaUx1zNhhBC7OTE6fO2UO/hoZaVjXj27U7t5rKsQHfOY1SpOpaYwknzSeIsjLa3PzMyjgf+O3BN9x+3H8a6qxrwb/99FLetqMPA6ASA0Ad8VY1Wz3Bh7ZY3wq4PJAqnjQEr2mNkCwCE9Ommm5agtjQfb5w4g7//zbsBSSt1ZQXa9pfREM1cP9EJ45zv+4gqBUYIscPM30hyUQeTK8fXvdEMJqOBcbLfE3U7/PcMv3PlXKy7qgFPvtGO9v4xCHF+qwzvpIyOM+bOqy4SqU/jZGdLAb9zspfaqPq7dkk1/mn7IbSsbAzQ8aablmBx9QxcXFGk/V3FrIMMp8veYa8l3yNYp7HqMpwTzXTC2Tkr7Zg/ev3hv3/8U+svx8stzRFvOkiSQH15gdZ2o6fgO87E195osUq3hCQKVbMfrisLG/cY2dLSgjx898WDITctOwZGE/tFiGXEEwNbjZEv2t85CFnRt/t9I+f9e6QYQNW/GhN1D3q1srMtq+Zi6/oVGZf9HwvRxgzqAks0fh+I3J/q4o8/4WJbI61fODNU6/HERYxFzZMo+6Nu8bLuqgZ865oFWoIEcH7blRuX12htsHpBU09PG5/Zb6nvZExK0h2ztjV4vG1r7cSGVYFrJC0rG/Hi/i7kZkm6/olrZklAyoYQIqofQjKR9jOesA8PBcc0ioKAOc+PP7scL7c04/pl1aifqW/foo0pnDSfJM7CaHv7qhluXZ8uhE+vW1s7sHX9CsO5oyQJjBpUivJfH0gUThsDVrVHzxYYzWtGJ6dD5lgP7jiKnqHxmL5DNHP9WNcbYoXzfR+mKkkIIVwA3ABmCiFKAai9UgzgApvaRmIkUqakXrlVwGfsj/QM447mBjzz1vlMzXieQPHfM1zFlSNBEtCecnHlSHDnZusOyPYM3w8n3YhU6lc1zEL4bj5vf6cb3795KcYmpuDOzcacUpd2gznarDr/c7tzs3V16bTMYKdlbzqJcHYu3tJgU1MyDnYPonvQi6qSfCysKkZ2tmTYH/77x5vFX8PqcYKPm5stWbIFDCGpSDSl4SPFPf5jt6rEhRuX1yBLAgpys1DqztXiHcBnK470DANAWsYd6b7XoJOeQA72Rar2qkvy4c7LRl15fkBVrGD/PrvIXAzg70+6B7147PU2PHDrMiyunpFWfWsX8cQMihL25QAixXTRxrbRaD2W76jairHJaXzr4/MwMa3AO+U7xgv7ujI+FjWypUZ9YqXtrSh2aVu93blyruGirKohSQC7j5+2zOY7rQQvIcnEaGxHGvNm5/nB401Nkvp/n1mOPe+f1fY6X3/1RZicPv++aPwTsQF5Cmt//PuoPrL1S1fa1BjiFOyeh6XiPK8gN1uzhUYPD6kxzYZVjXhidzsAaHMe/1L1Vn1/J80nMw1ZVnDitAftZ3zbVVYU54VUB0kmRjHw6MSUrk9Xzm0Ns3HNgoC5uSwraOsbCdCqk9b/nTYG/NvTM+SFOycLQ+OT+OPJM3FrxKhPh8enDPvaH7N2J5a5fqK2PXKS9pKJ2e02vgTgK/AlRLyF80kSQwAesb5ZJF6MBpNRudXcbIE7f7FHt0xnPANDzwjce90iDHjG8fjv2zEwOoEHbl2GiuI83QG55/2z2LzjWMbuh5NOmCn1659ZV1eejzWLqvB1vzLom25agiU1Skx7TQfvc3ff9YsC9oV2YmYw9+QNj5Gdi8fBT03J+PW+rpA9w69fWm1pf/hr+IOzo6gquQT3vhhYxutg1yAGx6Zo90jGEUtp+HCTCHXsbtp+CGubagNKc6qLLf77Qx7oGsJXtu5Nu7gjU/YaTOSEMhzByTm3ragL0N53rl2IH712DO39YyH+RJYVnOg/X1I/nM9x2iJGqhFtzBDrOIoUQ8TSj2a1Hs93VLdzePjVYwFxUSZvSxRJA8F9YrXtNZNo2zx3Jm5YVo0T/SNY8+AuS20+F9II8WE0tlcvqAjZkiZ47JmdV+qNt4HRCRw+NYxpGciSgI1rFuCnrx/HppuWZUScR0gqYvc8LFXneRXFedp8B4gc0xhtWWD193fKfDKT0OvDDasa0VhRiJXzrNnSLV6MYuC+4fGQLWA23bQE1TNcuGl5dciDy0axg5PW/502BtQHZg+fGsbt2/5omUaM+vSCknzdv9eWne+PaOyOk9dseO/Jh1CiSDEWQtylKMpDUZ9EiJ8CuBZAr6Ioi8797Z8BfBLABIDjAG5XFOWszmdPAhgGMA1gSlGUJjPnbGpqUlpbW6NtatrT1jeCazbvChnk669uwOYdxwL+tu6qBu1ptHgCKzWrSjUCtaVudAyMRtwDSO/GxcvO2w/HMmuW7po10l5w5u/2g6ewafshbFyzIKDkkd774zl3XXk+Nv/FpRibnHaUcwomePxY0M6012w8E6R97w8E7AMH+HS3df0KLJ1Takd/QJYV7HyvRyvBLgmg3J2LH73WhoHRCSfavURj6cB0qm7Jecz4i2iRZQUHus7qjm81BtJLEo3jnI6ztXZcV2KMvy9SY+rga/+Dm5cCAlhQWYwLZ573J2pflbpzcePyGgjh8w03Xlod0x6YJnGcZhNBtDFDPOPIjhjCDPF8xy9/ZK6udh1iN5Ki2Wg1YJdPO9nvQb9nHJ1nxvDN5w6E9O3Jfo8tNj9Vb8Q4iIy0temI0djeun6FbrwZPPbM+AS98fYvtyxDWUEOdrf1Y1oGXtzfhY1rFuCSqiItKSrceWMgozUrhIipKoTdn9n6pSsRzXp+huE4zdo9D0vVeZ7/Wpg7NwtFrpyAh4f844twNjNVv78fGb/mFe5+1fXLqh3Rj3o++b7rF+GhnUcxMaXglqYaXFxRFDK39yecVtXto512Ez0MCbW1dmgknoTXNLA7Gslap0gChl/K7HYbHwbwvpogIYT4HICbALQD+L+KopyJcIifAXgYwBN+f/stgG8qijIlhNgE4JsANhp8/iOKopw201YSHqMyMnJQbO2dlLGkulgz0vEMDL3sM71sNP+MKgGBr2zdG1ICm2U8UxczpVm1zLrKIhzrHbaslKveudv7xzA2OY0VDTNj+DaJw2nZm6lAPBma3YP6Oj016MXSOfb0hyQJrJxXgaK8HOw6dhrTMvCj19o0+0e7RzINO0p5h9vncXF1Cbbc9iHs6xzUEiSsOKfTYIn0xOLvi4706Mc0BXlZ+JOLZ4f4J7Wvuge9eOTV80nMV15UbmeSREYSbcwQzzhKVkwXz3c0Kn2cyXYjWg3Y5dNULX2oVsHSOTMs334u3Lmd+iQUIYnEaIwZzSeDx54Zn2A03gDf04+9w17tKdU3T/TTXhPiUOyeh6XqPE9dC2uYWYjeYS8qi1146a5m9I2ExhfhbGaqfn9ynnD3q5zSj3o+ubbUjeW1paZj4kha5fq/MXZoJNy8JtJ8J53sDu89md9u48cAPgoAQoirAfwTgLsALAOwBcDN4T6sKMprQoj6oL+94vfrG5GOQazBqIxMsP125UhorChK6ODwH5BtfefLaPm3ycoynqm4X1sqY7Y0q6oD9XUrSrlaXRaW2nE+sTr4KoOSWpUlkbUSjy4kSWBWUR4e3RX6tCbLF5NMw65S3kbHveicnWh5ak/Ec6ay/WeJ9MQTKaapM9CPUV8JCLT1jaSU7lKBaGKGRI8jK/dXjvU70m4EEq0G7NZMtNvPzSp0heyDHK2muJBGiPEYqyqxdswbjbfgvxm1Jz8nC7uPn065uJWQdMLuWCCV53l6Nu6i2dHFF3Z//1ReA0gVwt2vcpKOzT4IbIRZrVJzocSrEaNrahRnRZrvpLLdJaFIJt+X5VctYi2ALYqiPKMoyj0A5lrQji8C+E+D1xQArwgh3hJCrLfgXBmNus+MK8fX9Wq5mCU1JSF/S+beM0bttKpNajmdazbvwqd+8iau2bwL2w+eghxcUoNYRrR9aqUGrDwWtZPeLKwqxn3XLwrQyn3XL8LCqpKwn7NCF3bbPUJSBbvGQrjjmjlnqtt/2pjkYUUMtGFVI76ydW/K6S7dSOQ4SpbN8f+Oz7zViQ2rGmk3/EjmnMaKdp7oH0lZP0aIkzAaYwurShwz5u+7fhFantrD8X6O6jm1EEJE9UOIFdgdC2T6PM/O75/qawCpgtH8d0lNSVrpOBPWnewiHo3YcU0z3e6mG8LMHmZCiHcALDu3NcZhAOsVRXlNfU1RlEUmjlEP4MXg9woh/g5AE4AbFZ3GCCEuUBTlAyHEbPi26LhLPbfOe9cDWA8AtbW1H2pvb4/43TIRvX1mADhu7xk798OxcN+guBqUaZqNtk+t1IBVx0qDPaeo2QhMTck42D2IU4NeVJa4sLCqBNnZ4XMKrdJFBu0DFg1xX4BM0G26YddYCHfcSOeMcpw70tbSxiSPWGOg9n4P9rx/Fk+3dmpbwdgUdzhSs04kUeMomTGn/3esLHZhWoZu6eMkkzTNJnNOEw3B55UEsObBlJ7HpAO0tWmE0dh2wpjPz8lCy1N70N4/pr2e6WteQgis/fHvo/rM1i9d6cjPbP3SlTCznp+hOFKzdtuFTJ/n2fX9ExSPc80Lvj48cdqDjjMeuHOzUVGch9qy9NOxxetOySThtjZWjdh1TTPd7qYghp1jdruNXwL4HyHEaQBjAHYBgBBiLoDBmFslxOcBXAtglV6CBAAoivLBuX97hRDPAbgMgG6ShKIoW+Db/gNNTU2MFg0wW64v2dhZxtMp+wZlmmaj7VMrNWDVsZyinWSRCZrNzpawdE4pls4x/xmrdMHyxfaQCbpNN+waC+GOG+mcibT/dmmWNiZ5xBoD9Qx5sXnHsYDXnBh3ZJKdTdQ4SmbMaUXpY6cTj2aTOaeJhuDz7j5+OqPnMelAJtnaVCDWEs2JaM/u46cDEiQArnkRYoZUnYdl+jzPru+fKmvA6WBrJUngotmFaTfnCMZJ607JJBbNxqoRu65pptvddMLUdhuKovwDgK8B+BmAq/wSGiQAd8VyYiHEGgAbAfy5oiijBu8pEEIUqf8HsBrAO7GcjxB/1H2D/OG+QcQM1A7Rg7ogJP3hOCfJgLrLXNj3xGqoKUIyB453QgiJH9pSkmioOevhNSWRMJUkAQCKoryhKMpziqJ4/P52RFGUtyN9VgjxSwC7AcwTQnQKIdYBeBhAEYDfCiH2CiF+dO69FwghXj730QoArwsh9gH4A4CXFEXZbvrbEWIA9w0isULtED2oC0LSH45zkgyou8yFfU+shpoiJHPgeCeEkPihLSWJhpqzHl5TEgmz223EhaIon9L582MG7/0AwDXn/t8GYKmNTSMZiiQJrFlYifktzdw3iEQFtUP0oC4ISX84zkkyoO4yF/Y9sRpqipDMgeOdEELih7aUJBpqznp4TUkkEpIkQTIHWVZwst+DniEvKorDG5xo3msH3DeIxKrBaLSTbJ1nAnrXGEDCrzttCiGph7/9qCpxYVoGeoeN7QbHObEDs36MurMGJ8dmem2jzSHBxDvnpqYISQ2MxrpZG8C4lRCSilgVq1t1HNpSEg475pZmNefkea3TsHIcJ/q6s5/th0kSxDJkWcH2g6dw97a98E7KWumaNQsrQwZuNO8lxA4SoUHq3H6MrnFutsCdv9jD604IMcTffpS6c/G5K+rw4I6jtBskodCPJRYnx2ZObhtxDpxzE5IZGI3f1Qsq8MqhHo5rQkhaYlXswhiIJIJk6owaTw6Jvu7s58QgJbsBJH042e/RBiwAeCdl3L1tL072e+J6LyF2kAgNUuf2Y3SN93cO8roTQsLibz9uXF6jJUgAtBskcdCPJRYnx2ZObhtxDpxzE5IZGI3fg92DHNeEkLTFqtiFMRBJBMnUGTWeHBJ93dnPiYFJEsQyeoa82oBV8U7K6B32xvXeRCPLCtr6RrD7+Gm09Y1AlpVkN4nYQCI0aPc5qFXjaxx8KZxiX6KB/UuIvfjbDyEQ0V5zTBI7SIQfo3bP4+Q5iJPbFg3Um70kc87NviUkcRiN3+5B68Y1xzQhxGlYFbtYcRzaSBKJZM7fjM59pGeYerWRRPd5uqwRAM62qdxug1hGRbELrhwpYOC6ciTMLnLF9d5EwhI2mUMiNGjnOahVH0bXOPgSOMG+RAP7lxD7CbYf4ew1xySxC7v9GLUbiFPnIICz22YW6s1+kjXnZt8SkliMxm9ViTXjmmOaEOJErIpd4j0ObSQxQzLnb0bnPtA1hK9s3Uu92kSi+zwd1ggA59tUVpIgllFfXoAHbl0GV45PVqrY68sL4npvImEJm8whERq08xzUqg+ja7ykpsRx9iUa2L+E2I+//XjmrU5sWNVoaDc4Jold2O3HqN1AnDoHAZzdNrNQb/aTrDk3+5aQxGI0fhdWlVgyrjmmCSFOxKrYJd7j0EYSMyRz/qZ37paVjXj27U7q1UYS3efpsEYAON+mspIEsQxJElizsBLzW5rRO+zF7CIX6ssLdLOBonmvGWRZwcl+D3qGvKgoNj5WpPeFK2HTMKswprYRZ2K1BuM9h1kNq+hptdSdi77hcdPHSAeMrjEAvGxj30Yi2v4MJlNsUbzXiZBoCdbc6gUVmq2oLHZh9SWV6BsJtRv+Y7KqxIUbl9dACKBvZJy6JXER7MdmFbqQJfm0tXX9CoxOTEdlH4M13u8Zzwh/YpZExH/p2DYj7NIb4wNjwulElhV0nPGgZ2gcnokp1JUVBPi5eDSVKbEpIU4h3FgP5yuM7CfjA0JIKqDauHl3NaPjjAfu3GxUFOfFfJxY42qr4h7GtOmN0Vz+zRP9tve3/7mP9AzjQNcQnnyjHd2DXm3N6kjPMACkne6SOa4SPWeP93xOsUFOn0sySYJYiiQJNMwqNCXuaN4bDrPlWsy8L11K2BBzWKXBeM8RS8mhYK1WlbjwuSvq8PnH/+DIskV2YnSN7e5bI6woIZUJtsjppbZI+hFOc/624qLZoXZDHZOl7lzctqIOm3cehXdSxqO72qhbEjeqH6svL9DV6OUXlptOkAj+/KablqCuPB/t/WPa+9LNn0RLIuK/WHFy24KxS2+MDyKjpxNZVrDzvR4c7RnBgzuOhvVzsZAJsSkhTsPIJxj93ch+rl5QgVcO9TA+IISkDO/1DMcdC8YTV1sR9zCmzQwizeXt7G/13ADwla2+81aVuALWrNJNd04YV4mes8d6PidcKxWnzyW53QZJecyWazHzvnQpYUNSi1hKDgVr9ZamGm1B1OwxiD1YUUIqE2yR00ttkfQjHs2pY/KWphptshntMQiJRLx2Ue/zG5/Zj3uvW5zW/oQkB7v0xvggNk72e7C/c9C2+UAmxKaEpDpG9vNg9yDjA0JIyuCEWNCKuMcJ34MkjmT2t79eb1ye3mtWHFfmcdK1cvpckpUkSMpjtlyLmfelYplbkvrEUnIoWKujE9OOLluUSVhRQioTbJHTS22R9CMezaljMjjzOZpjEBKJeO2i0edzskRSt6Ai6YldemN8EBs9Q17ICmy7dpkQmxKS6hjZz+5Bxgdph5QNIaLrqwtq5qDr/Q6bGkSIdTghFrQi7nHC9yCJI5n9Hbz1RjrrjuPKPE66Vk6fSzJJgqQ8Zsu1mH1fKpW5JelBrCWH/LXa1jfi6LJFmYRVJaTS3RY5vdQWST/i1ZwkCdSXF1C3xDbi1ajR5yuKXWntT0hysEtvjA9io6LYhSwBW69dusemhKQ6RvazqiSf8UG6IU9h7Y9/H9VHtn7pSpsaQ4i1OCUWjDfuccr3IIkh2f3tv/VGOusu2dc5lXDatXLyXJLbbZCUx2y5FqeXdSGZixXapL6dA/vCHLxOJNHQ1hKnE6++qE+SSOzSG3UcG/XlBVhcU4INqxp57QjJUIzs58KqYtpVQkjKkC6xYLp8D2IOp/S3U9phF+n+/ayE18o8rCRBUh6z5VqcXtaFZC5WaJP6dg7sC3PwOpFEQ1tLnE68+qI+SSKxS2/UcWxIksDKeRWYO6sQy2tLMToxhdqyAlw4k9eOkEwhnP2kXSWEpArpYrPS5XsQczilv53SDrtI9+9nJbxW5mGSBEkLzJZrcXJZF5LZWKFN6ts5sC/MwetEEg1tLXE68eqL+iSJxC69UcexIUkC9TMLUT+T142QTMXIftKuklionlOLDzrfj+ozF9TMQdf7HTa1iGQK6WKz0uV7EHM4pb+d0g67SPfvZyW8VuZgkgQhhBBCCCGEEEIIIYQQQgAAH3S+j7U//n1Un9n6pSttag0hhBBCiPVIyW4AIYQQQgghhBBCCCGEEEIIIYQQQkgiYJIEIYQQQgghhBBCCCGEEEIIIYQQQjKChGy3IYT4KYBrAfQqirLo3N/KAGwFUA/gJIBbFUUZ0PnsGgAPAsgC8KiiKP+UiDYT5yDLCk72e9Az5EVFsQv15QWQJJG25yXpg1UaohadQyL6gv1NSHKINPY4NokTCKdDapSEwyn6cEo7rMSu75SO14oQYi3x2AnaGEJIumOFnaOtJImGc35CwhM8DmpL3egYGI15XCQkSQLAzwA8DOAJv799A8AORVH+SQjxjXO/b/T/kBAiC8AjAD4GoBPAH4UQv1EU5d2EtJokHVlWsP3gKdy9bS+8kzJcORIeuHUZ1iystNUBJOu8JH2wSkPUonNIRF+wvwlJDpHGHscmcQLhdAiAGiWGOMWGOaUdVmLXd0rHa0UIsZZ47ARtDCEk3bHCztFWkkTDOT8h4dEbI/ddvwgP7TyK9v6xmMZFQrbbUBTlNQBngv58HYCfn/v/zwFcr/PRywAcUxSlTVGUCQBPnfscyRBO9ns0wQOAd1LG3dv24mS/Jy3PS9IHqzRELTqHRPQF+5uQ5BBp7HFsEicQTofUKAmHU/ThlHZYiV3fKR2vFSHEWuKxE06zMdVzaiGEiOonO9cV1fszHik76mucCGLp++o5tQlpG0ltrLBzTrOVJP3hnJ+Q8OiNg2//+h1cu6Ra+z3acZGoShJ6VCiK0g0AiqJ0CyFm67ynGsD7fr93Arg8EY0jzqBnyKsJXsU7KaN32IuGWYVpd16SPlilIWrROSSiL9jfhCSHSGOPY5M4gXA6VBRQo8QQp9gwp7TDSuz6Tul4rQgh1hKPnXCajfmg832s/fHvo/rM1i9dGdVntn7pymiblV7IUzFdY7uJte8JiYQVds5ptpKkP5zzExIeozHin9sZ7bhISCWJONBLW1UM3yzEeiFEqxCita+vz8ZmkURRUeyCKydQpq4cCbOLXGlxXmo2fbFKQ8kaA0ZksmYT0RdO6+90IZN1S8wRaewlemxSs0SPcDpMtv+gZp1NsvXhtHYA1mnWru/kpGtFnANtLfEnHjvBNS9C9KFm0wcr7FyqxGPUbfrg5Dm/lVCzJFaMxoGiBP4e8Kkj3QABAABJREFUzbhIZpJEjxCiCgDO/dur855OAHP8fq8B8IHRARVF2aIoSpOiKE2zZs2ytLEkOdSXF+CBW5dpwlf3lKkvL0iL81Kz6YtVGkrWGDAikzWbiL5wWn+nC5msW2KOSGMv0WOTmiV6hNNhsv0HNetskq0Pp7UDsE6zdn0nJ10r4hxoa4k/8dgJrnkRog81mz5YYedSJR6jbtMHJ8/5rYSaJbGiNw7uu34RXtzfpf0e7bhI5nYbvwHweQD/dO7f53Xe80cAjUKICwF0AfgLAJ9OWAtJ0pEkgTULKzG/pRm9w17MLnKhvrwAkmTv3njJOi9JH6zSELXoHBLRF+xvQpJDpLHHsUmcQCQdUqPECKfYMKe0w0rs+k7peK0IIdYSj52gjSG2IWVDCOqIJB8r7BxtJUk0nPMTEh69MVJb6sby2tKYx0VCkiSEEL8E8KcAZgohOgF8B77kiG1CiHUAOgDccu69FwB4VFGUaxRFmRJC3AngvwBkAfipoigHE9Fm4hwkSaBhVmHC91ZK1nlJ+mCVhqhF55CIvmB/E5IcIo09jk3iBMLpkBol4XCKPpzSDiux6zul47UihFhLPHaCNobYgjyFtT/+vem3b/3SlTY2hmQ6Vtg52kqSaDjnJyQ8euMgnnGRkCQJRVE+ZfDSKp33fgDgGr/fXwbwsk1NI4QQQgghhBBCCCGEEEIIIYQQQkiGICW7AYQQQgghhBBCCCGEEEIIIYQQQgghiUAoipLsNtiCEKIPQHsCTjUTwOkEnCdWnN4+wPltDNe+04qirLHiJDFqNpnXjudOzXMnW7Ox4nQ7EQm2P3Ys0ywQl26d1IdOagvA9uiRirY22dct2ed3QhvSwtbGqdlk94FT2gA4ox1OboNTNGsFTrjO4WD74sO/famsW6dfZzvgd06MZtPtOqfb9wFS6zulsp1Vccr1dkI7MqENdq95OeEaxkMqtz+V2w44455Yql9Df/hdkouhZtM2SSJRCCFaFUVpSnY7jHB6+wDnt9HJ7Utm23juzDp3skn17872pz5OugZOagvA9qQLyb5uyT6/E9qQ7PM7ASdcAye0wSntYBsSg9O/I9sXH05vn1nS5XtEA79z+p7TTtLt+wDp+Z2cjFOutxPawTbED9ufPFK57YAz2u+ENlgFv4tz4XYbhBBCCCGEEEIIIYQQQgghhBBCCMkImCRBCCGEEEIIIYQQQgghhBBCCCGEkIyASRLxsyXZDYiA09sHOL+NTm5fMtvGc2fWuZNNqn93tj/1cdI1cFJbALYnXUj2dUv2+YHktyHZ53cCTrgGTmgD4Ix2sA2Jwenfke2LD6e3zyzp8j2igd85fc9pJ+n2fYD0/E5OxinX2wntYBvih+1PHqncdsAZ7XdCG6yC38WhCEVRkt0GQgghhBBCCCGEEEIIIYQQQgghhBDbYSUJQgghhBBCCCGEEEIIIYQQQgghhGQETJIghBBCCCGEEEIIIYQQQgghhBBCSEbAJAlCCCGEEEIIIYQQQgghhBBCCCGEZARMkiCEEEIIIYQQQgghhBBCCCGEEEJIRsAkCUIIIYQQQgghhBBCCCGEEEIIIYRkBEySIIQQQgghhBBCCCGEEEIIIYQQQkhGwCQJQgghhBBCCCGEEEIIIYQQQgghhGQETJIghBBCCCGEEEIIIYQQQgghhBBCSEbAJAlCCCGEEEIIIYQQQgghhBBCCCGEZARMkiCEEEIIIYQQQgghhBBCCCGEEEJIRsAkCUIIIYQQQgghhBBCCCGEEEIIIYRkBEySIIQQQgghhBBCCCGEEEIIIYQQQkhGwCQJQgghhBBCCCGEEEIIIYQQQgghhGQEtiRJCCE2CCGKhY/HhBBvCyFW23EuI9asWaMA4A9/7P6xDGqWPwn6sQxqlj8J+rEU6pY/CfqxDGqWPwn6sQxqlj8J+rEMapY/CfyxDOqWPwn6sQxqlj8J+rEMapY/CfqxFOqWPwn6sQxqlj8J+jHErkoSX1QUZQjAagCzANwO4J9sOpcup0+fTuTpCIkbapakGtQsSUWoW5JqULMk1aBmSapBzZJUhLolqQY1S1INapakItQtSTWoWZJs7EqSEOf+vQbA44qi7PP7GyGEEEIIIYQQQgghhBBCCCGEEEJIwrErSeItIcQr8CVJ/JcQogiAbNO5CCGEEEIIIYQQQgghhBBCCCGEEEIikm3TcdcBWAagTVGUUSFEOXxbbhBCCCGEEEIIIYQQQgghhBBCCCGEJAW7kiQUAJcAuBbA9wAUAHDZdC5CIMsKTvZ70DPkRUWxC/XlBZAk7vBCUgdqOL1gfxKSvnB8EydDfZJ0gDqOHV47QogeqW4bUr39hBBCSKKgzyQq1II57EqS+CF822ushC9JYhjAMwA+bNP5SAYjywq2HzyFu7fthXdShitHwgO3LsOahZUc9CQloIbTC/YnIekLxzdxMtQnSQeo49jhtSOE6JHqtiHV208IIYQkCvpMokItmEey6biXK4ryZQBeAFAUZQBArk3nIhnOyX6PNtgBwDsp4+5te3Gy35PklhFiDmo4vWB/EpK+cHwTJ0N9knSAOo4dXjtCiB6pbhtSvf2EEEJIoqDPJCrUgnnsSpKYFEJkwbftBoQQs+CrLEGI5fQMebXBruKdlNE77E1SiwiJDmo4vWB/EpK+cHwTJ0N9knSAOo4dXjtCiB6pbhtSvf2EEEJIoqDPJCrUgnnsSpLYDOA5ALOFEP8A4HUA99t0LpLhVBS74MoJlLIrR8LsIleSWkRIdFDD6QX7k5D0heObOBnqk6QD1HHs8NoRQvRIdduQ6u0nhBBCEgV9JlGhFsxjS5KEoij/AeDrAP4RQDeA6xVFedqOcxFSX16AB25dpg16dX+d+vKCJLeMEHNQw+kF+5OQ9IXjmzgZ6pOkA9Rx7PDaEUL0SHXbkOrtJ4QQQhIFfSZRoRbMk23jsXsA7Dp3jnwhxHJFUd628XwkQ5EkgTULKzG/pRm9w17MLnKhvrwAkiSS3TRCTEENpxfsT0LSF45v4mSoT5IOUMexw2tHCNEj1W1DqrefEEIISRT0mUSFWjCPLUkSQoh7AXwBwHEAyrk/KwBW2nE+QiRJoGFWIRpmFSa7KYTEBDWcXrA/CUlfOL6Jk6E+STpAHccOrx0hRI9Utw2p3n5CCCEkUdBnEhVqwRx2VZK4FcBFiqJM2HR8QgghhBBCCCGEEEIIIYQQQgghhJCokGw67jsAZth0bEIIIYQQQgghhBBCCCGEEEIIIYSQqLGrksQ/AtgjhHgHwLj6R0VR/tym8xFCCCGEEEIIIYQQQgghhBBCCCGEhMWuJImfA9gE4AAA2aZzEEIIIYQQQgghhBBCCCGEEEIIIYSYxq4kidOKomy26diEEEIIIYQQQgghhBBCCCGEEEIIIVFjV5LEW0KIfwTwGwRut/G2TecjhBBCCCGEEEIIIYQQQgghhBBCCAmLXUkSl577d4Xf3xQAK206HyGEEEIIIYQQQgghhBBCCCGEEEJIWGxJklAU5SN2HJcQK5FlBSf7PegZ8qKi2IX68gJIkjD9OslcEq0NajE1sKqf2N+EOBNZVtBxxoOeoXF4JqZQV1aAC2dyfBL78fcLs4tcyJKA7kH6iEwgHWOCdPxOdmHHteL1JyRzSIU1L7vb4ITvSAghhERDON9FvxYbvG7pTbz9a0uShBCiBMB3AFx97k//A+B7iqIMmvjsBgB/CUAA+ImiKP8mhCgDsBVAPYCTAG5VFGXAhqaTDEGWFWw/eAp3b9sL76QMV46EB25dhjULKyFJIuLrJHNJtDaoxdTAqn5ifxPiTGRZwc73enC0ZwQP7jjK8UkShp5f2LCqEU/sbsfA6AQ1mMakY0yQjt/JLuy4Vrz+hGQOqbDmZXcbnPAdCSGEkGgI57sA0K/FAOOB9MaK/pVsattPAQwDuPXczxCAxyN9SAixCL4EicsALAVwrRCiEcA3AOxQFKURwI5zvxMSMyf7PdrAAQDvpIy7t+3FyX4PZFnBga6zOHxqCHc0N6CqxBXwOslswmkn0eeTZQVtfSPYffw02vpGIMuKLW0gkbFKF/7HqSpxYd1VDTh8aggHugbZv4QkkZP9noAECcB++08IoO9fHtxxFDcurzGtQcYLqUmiY06rCKe3VP1OycCOaxXvMWlLCEkdIo33k/0ebNp+COuuasCdK+fijuYGbNp+KKH2OB6bZMYe0ecQQghJNcL5Lt4jiA3GA87ALo1a0b+2VJIAcJGiKDf5/f5dIcReE59bAOANRVFGAUAI8T8AbgBwHYA/PfeenwP4HYCNVjWWZB49Q15t4Kh4J2X0DHlx+NRwQOZRy8pGPPlGO7oHvegd9qJhVmGSWk2cgJF27NKG0fnOeMZDtMosyORhlS7U41SVuHDbijps3um7IbvltTb2LyFJpN8zjpmFeQm1/4QAxv5FiPP/D6dBPjWRuiQ65rSCSHpLxe+ULOy4VvEck7aEkNQi0njv94xjbVOtNt9U177OeMYTZo9jtUlm7RF9DiGEkFQjnO9SFPAeQQwwHkg+ds4lrehfuypJjAkhrlJ/EUL8fwDGTHzuHQBXCyHKhRBuANcAmAOgQlGUbgA49+9sG9qcVjB7LDwVxS64cgLl78qR4M7NCsk82rzT97SeK0fC7CJXMpqbsThRx0basUsbRufLyZIyPgvSSfqwShfqcW5cXqMtWAGZ2b+ERIPd9iA3S0LnwGhC7T+JDSf5Bisw8i+Kcv7/4TTIpyZSl0ixhRO1HklviY6jE42VfWLHtYrnmLQlhDgDs3Ym0njPzZJC5pubdx5FTpZdy8TRt9EIs/bI7PGd6E8JIYRkJuF8V6LuETjNL8bbnnSfg6YCds4lrehfu6LfvwbwiBDipBDiJICHAfxVpA8pinIIwCYAvwWwHcA+AFNmTyqEWC+EaBVCtPb19cXU8HRAzcy5ZvMufOonb+Kazbuw/eCppBs0J1FfXoAHbl2mDSA1e2liWtbNPMqSgAduXYb68gJL20HNGuNUHRtpx2ptRDrf6MS0YZacnThFs07Th1W6UI+TJelnB9vdv+mKU3RL7CER9mB0YhrbWjvRsrIxYJzff8NiW+w/NRsbTvMNVqDnXzasasSzb3ea8jXhsuqthJq1nnCxhVO1HklviY6jw2G1Zq3uEzuuVTzHTJQtIeGhrc1sorEzkca70XrC6MS0pW0Op9lYbZJZe2Tm+E71pyR50M6SVIS6TR/C+a5E3CNIlF80q1kr2uOkOWimYudc0or+FYpiX+AnhCgGAEVRhmL8/P0AOgFsAPCniqJ0CyGqAPxOUZR54T7b1NSktLa2xnLalKetbwTXbN4VIDxXjoSXW5pZQsYPWVZwst+D3mEvZhe5UF9egJP9Ht1rt3X9CiyunqFX/sWymkWZrFk9nKxjPe3YWb4qGq2auD5poVkn6sMqXciyggNdg1i7Zbejvl8SsXRw0damH4mwB+o5St25uHF5DYQAJAHceGk16mfqniMtbG2q4UTfYAX+/mVWoQtZEnBqyJyvieKaULMOxCi2cKrWzbTLwjjaUZq1o0/smHPEekynai4FcZRuSWoR7TgMN96dEh/EYpOiuQ6Rjk/blpbQzpJUg2teJIBwvsviewQhOCU+iKE9YUn0vRwSiN3xlsn+NexwWypJCCHuF0LMUBRlSFGUISFEqRDiPpOfnX3u31oANwL4JYDfAPj8ubd8HsDzdrQ7XeBTHuaQJIGGWYVY0TATDbMKIUnCMPPIIEGC2IiTdaynnUSfL9OzIJ2oD6t0IUkCi6tLMrp/CYmGRNgD1eYOjE7gkVeP4dFdbZhfWYzaMo5JJ+FE32AF/v7lotmFqJ9p3tdkeryQ6hjFFk7Vuhm9JTqOThR29Ikd1yrWY9KWEJJ8orUz4ca7U8Z0LDYpmrZHOr5T/SkhhJDMJZzvsvsegdP8olXtSdc5aKpgd9wZb/9mW9KKUD6uKMq31F8URRkQQlwD4NsmPvuMEKIcwCSAL5/77D8B2CaEWAegA8AttrQ6TVD3YQnOzEm1fXbUDKCeIS8qihOT4SVJAmsWVmJ+SzMzy5JMonWcDL3FQ6ZrNV3sXDjmVRThh59ZjoK8bFQU5aG2LHP6l5BoiNUeRGP3M93mpgpO8w1OiC2oXecSjz6cpnWVTNZbsvokUXYmk/uWEKdg1s6YsQupPKatbLvVttsJsR8hhJDMQfU7pe4cbF1/BSanp1FWkOcYvxgvVrSHvjn5OD3utCtJIksIkacoyjgACCHyAeSZ+aCiKM06f+sHsMraJqYvambO3dv2wjspp+RTHup+Q8HfYc3CyoQ9tc/SesklkTpOpt7iIZO1mg52zggjPfKJdUL0icUexGL3M9nmpgpO8g1Oii2oXecRrz6cpPVgMlVvyeiTRNuZTO1bQpyCGTsTjV1I5TFtVduttN1Oiv0IIYSkP0Z+Z3ltWcx+x2nzzHjbQ9/sHJwcdwpFUaw/qBBfB/DnAB4HoAD4IoAXFEXZZPnJDMj0/ZdSfZ+dFNoXkHvd2UiidJxCerOCtNFsqts5IzJMj2bg/owkItHagwSMs7SxtamGU3xDCtpyajaBWKEPp2g9iThOs4nukxS0M8SBuiWpRSQ7Y4NdSHvNWmW7aZMdQ9prlqQdXPMiMWGX3zHpFxNma+Px0/TNxA9D0dhSSUJRlO8LIfYD+Oi5k9+rKMp/2XEuoo+TM3PMEG6/oVT9TiR6EqVj6i01SXU7ZwT1SEj0RGsPOM7SF6f4BmqMhMMKfThF6+Q8ie4T2hlCMo9IdoZ2IXqsst289oQQQhKJXX7HafPMeNpD30zMINlxUCHEJkVRtiuK8jeKonxNUZT/EkIkrIoESX3U/Yb8ccI+uyQ9od6Ik6AeCbEfjjNiN9QYCQf1QayAOiKEBEO7kDx47QkhhCQS+p3I8BoRM9iSJAHgYzp/+7hN5yJpiLrfkGrEkr3/EUlvqDfiJKhHQuyH44zYDTVGwkF9ECugjgghwdAuJA9ee0IIIYmEficyvEbEDJZutyGE+GsA/wdAw7ntNlSKAPyvleci6Y0kCaxZWIn5Lc2ZvM8uSRDUG3ES1CMh9sNxRuyGGiPhoD6IFVBHhJBgaBeSB689IYSQREK/ExleI2IGS5MkAPwCwH8C+EcA3/D7+7CiKGcsPhdJc5y2/xFJb6g34iSoR0Lsh+OM2A01RsJBfRAroI4IIcHQLiQPXntCCCGJhH4nMrxGJBKWJkkoijIIYFAIsTHopUIhRKGiKB1Wno8QQgghhBBCCCGEEEIIIYQQQgghxCxWV5JQeQmAAkAAcAG4EMB7ABbadD6SxsiygpP9HvQMeVFRHFgSJ9xrhCQLVZf9nnHkZkkYnZimPtMEK2wO7RYhycVoDHJskkRjteao4cwjmj6nPuwjE69tJn5nQpxIpLHo9LHqtPY5rT2EEELSGz2/A4C+KAkwBkgdrO4rW5IkFEVZ7P+7EGI5gC/ZcS7iLOxY7N1+8BTu3rYX3kkZrhwJD9y6DGsWVgKA4Ws0YMQMdjg/VbObth/C2qZabN55lPq0mUQFMeHskdnzWXEMQkjsGI3B1Qsq8LujvdjfOQhZAbIEsLimBCvnVXBsElvw12KpOxe3NNXg4tlFWFBVjAtnxpaAR/+S+kSb9GC2z6kP+0jGtU32Ah71REhiMJMAEW4sOn2sWtU+q2yi068XIYSQ9ELP7zz86UsxMaWYnuPxpr41ODkGYD8HYkdfSRa3URdFUd4G8OFEnIskD1Wg12zehU/95E1cs3kXth88BVlWYj7myX6PJngA8E7KuHvbXpzs94R9jZBI2KFX4Lxmr11SrSVIANSnXdjVj3pYYXNotwhJLkZj8HDPEI72jGDLa214eOcx/Pi1NhztGUHHGY5NYg+qFkvdubhtRR22vNaGO3+5B594KDY/Rv+S+kQb00TT59SHfST62iYy9jWCeiLEfsyM9Uhj0elj1Yr2WWkTnX69CCGEpBd6fmd/56ApX+SEOUE64dQYgP0cih19ZUuShBDibr+fvxFC/AJAnx3nIs7BDoH2DHm146l4J2X0DnvDvkZIJOxyfqouhQD1mQASGcRYYXNotwhJLkZjcGB0Eg/uCExse3DHUfQMjSejmSQDULV44/IaS5Iq6V9Sn2hjmmj6nPqwj0RfWycs4FFPhNiPmbEeaSw6faxa0T4rbaLTrxchhJD0Qs/vyIq5+wlOmBOkE06NAdjPodjRV3ZVkijy+8kD8BKA62w6F0kgsqygrW8Eu4+fRlvfSEDWkh0CrSh2wZUTKFNXjoTZRa6wrxHnEk5DicQu5+evS+rTfhIZxFQUu1BXno8vf2Qu7lzp+6krz4+qT2m3CLEHs77FaAx6J6d1bcnoxJRtbSbpTSRNqlq0KqmS/iU18ddJ3/A4St25Aa+H00I0fU592Eeir61e7FvqzkXf8HjC5lfUEyHWohczmJnnRhqLTh+rVrTPyvUAp1wvp6yZEUIIsRc9v5MlAu8nVJW40LJqLkYnpgN8glNv6jsVs+sz/jghZmI/h2JHX9mSJKEoyncVRfkugAcAPKgoyn8oipK5PZcmRCrvYodA68sL8MCtywJuOj9w6zLUlxeEfY04EyeVCLLL+am6fGFfF1pWNlKfNpPIIKa21I27Vjbisdd95fgf3dWGu1Y2orbUbfoYtFuEWE80vsVoDDaUF+jaktoyjk0SPWY0qWoxeBEEiM2P0b+kHsE6+fzjf8DnrqhDVcn5vg+nhWj6nPqwj0Rf2+DYt6rEhc9dUYfPP/6HhM2vqCdCrMMoZqgqiTzPjTQWnT5WrWiflesBTrheTlozI4QQYi96fmdxTYn2NzXO3/JaG774s9YAn+DUm/pOJJr1GafFTOznUOzoK6Eo1gdaQohFAJ4EUHbuT6cBfF5RlHcsP5kBTU1NSmtra6JOlxG09Y3gms27ArKXXDkStq5fgdGJacwucuFE/wju/MUeeCdlTaBrFlZCkkTU55NlBSf7PegZ8sKdm43J6WmUFeShvrxAO576nt5hL2YXuQJeSxCWnSwTNGukoZdbmtEwqzDk/f4aqCiOr3+Dj1Vb6sYrh3q0kkXx6lXvXGc848jJkjA6MR13+y0krTSrBjp29KP/OU72e9A3PI7PP/4H0/qNdDw9u2Wl5tMISy+AE3RLrCWSb9Gz/x0DowFjEAD+851T+NrT523Jv9yyDB9fFLMtSStbS6LDbLwzNSXj3e5BnOwfxfG+EWxr7cTA6AQeuHUZVi+oQMfAaFT+IM64mJo1STS+Otx7jXSy/uoGbN5xzFRME02fO2DeZDWO0Wwir21w7Nuyai62vNama2/qywss0Wq496eRnhKFY3RLnIGRL3jprma81zMcMs8Njg/849rKYhemZaB3+Pw4BhDvWLVVs/HakmjXAyLZuljaY+UcPto1M6IL7SxJNbjmlUH4+4yqEhemphV0DIyiIC8bFUV52oM6kdah68sLbF8Pj0DK2FqzvjXaGCAW/x/LnCvJ/exIYowfDd+QbW3zNLYAuFtRlFcBQAjxp+f+dqVN5yMJwKi8y47DvQELeds3NOPUUHyLJUYGYHltWcDxJEmgYVYhJwspQrgSQcF9aKUTMDrW6gUVeLml2fLFPeoycUiSwJqFlZhvQz8Cgdq5o7nBtH4jtVlPHwx8CImNcL4l3MQxeDKUlyOw/uoGyAogCSAvh+OOxIaZeEeWlZBkzftvWIzltTNQMyO2RE7GH/YTja+O9F4jnVw6ZwaeWn+5qZgmmj6nPuwjkdc2OPYdndDfLqpnyIvDp0JvsMaiVaN2UE+ExI+RL+gb8YbMc8M96BEp5nXqWI3XlkSzHmDG1kXbHqvn8NGsmRFCCEkt/H1GqTsXn7uiDg/uOBrgP2rLCjRfFMkn2Lkenk6Y9a3RxACx+P9Y51zs51Csnovast0GgAI1QQIAFEX5HQBn1HMjMWNU3mX6nI3xTsq4e9teyAqwomEmGmYVxjxgT/Z7NIPhf+yT/Z64vgNJLtGUCLJSA0bH6hgYRcOswrj1SpKL6hjt6Mdg7dhZ4op2j5DYCOdbzI6rk/0e3PmLPdi84xge3nkMm3ccw52/2MPxR2LCTLyjp81vPXcAsgJ0DIzSHziUaHx1pPca6aSuvICxKQmLf+xbb7BdlDs3yzKtEkLsI1zMEDzPDRcfZPI4NrseYMc1svqYLKtNCCHpi7/PuHF5jZYgAej7j0g+wc718HTCDt8ai/+PNWZgP9uPXUkSbUKIe4QQ9ed+vg3ghE3nIglCb7+Xr370Yjz7dqf2HvWplba+Eew+fhptfSMx7Z1nlOFlxbFJ8ohmz6CeIS9K3bn48kfm4s6Vvp9Sdy7a+z3Yffw0Tp4ewfFec1oIlzFISDCyrGh25mS/R9NhYV4W7rn2Etv2J0u2Tv2/N+0rSQVUzfZ7xvH9m5bojk2z4yrZ44+kF2biHSPNHekZRt/wOErduSGv+esxGptN+x4betctGlsRro/b+kZQW+pOyr6n1EN6oWdvNt20BP2ecdzR3ICqEheqSlz48kfm4o7mBvSNjIf0udN8IDVKMgmjmKG21G3aB/UMedE37Bvzd66ci6oSl/YaY9nzmLF10cZXVl93p+6JTgghJHZU33KkZ1iLz/OyJV2fpN73SOZ8MVUw67Pt8K2xzJ+cNuci57Fru40vAvgugGfP/f4agNttOhdJILnZgaWoZxbl4vNX1mFkfBrPvOXbR3lyWtH2+Ym11Jya4RW8V5AVxybJw0yJIHVPoSlZxl0r5+J7L76r9feGVY042jOMx3/frluSykgLRnpiNj4JJrj01bc+Pg+3/3/1eOC3R+CdlFFXno9/W7sMedm+Jz2tLHGVTJ1yqw+SagSXKfzrP2kIiE9yswVkWcHUtGJqXAWPv6oSF25pqsHoxDTa+kZYzi6DsGJfaTPxjpHNP9A1hMdeb8OGVY14Ync7uge92muqbq3c8oHoY3TdLqkqCum3uvJ85OdkYffx0wGaCdfHX9m619at36L9XtRDanNJVRF+fvtlGJ2YQk62hL977gDa+8fgypHwzTXz4Z2S8a//7YtlH93VFtLnTporUaMk09CLGfS21dh00xKUFeRgw6q52NbaGRAfeCen8df/8bb23paVjXjyjXYMjE5wzcOPSLYueH5xS1MNLp5dhAVVxbhwZui6VbCtsuK6s6w2IYSkF3r+4qsfvRhzZxegrjwf1y6phjhn4l/Y14U9758N2NY+0fPFVEHvum66aQk+sagK2dmhdQGC72nmZsd3DaOdP0WzPkkSj1CU9MzKb2pqUlpbW5PdjLSirW9ES1BQceVIWHdVg7aYe+HMAvzjfx5Ce/9YwHt+fvtlmFWUZ9qQGxm6B377XsixX25pTubefJZ5JWo2sN9VXQXr7c6PzMXYpKz7mpEWgvVUV56Pe69bjJwsEfMNkBSGmg1DsJ379ifm4wevHAnR2ot3XoW5FUUArLmhph4nWYvCRvY9yfZVxdIvn466zUT8Nfvlj8zV9Qlb169Ay1N7sLapFpt3Hg2IJz655AJIkggYv1PTCr79/AFMTClRJeIZQFubgiTSDodbXO8e9MKVI2H91Q0BCyRqO4xs9vYNzZAVBPijk/0es/admvXD6Bq/dFczTvSPYH/nIGQFKM7LQllhHr7963dCNAMgYh8n2s863N9HS8ZqVvVd/Z5xfHDWi43P7A9IKvdPsGpZNRdbXgs/b3JSYkKaaVSPjNUtMY+Ztbcndvtuxt9z7SXY8trxkHWyH9y8FK5cCSvnVcQ7jtNGs5Fs3cnTI3h2TxfcuVkocuXgXr8HdoJtolEfrb+6ARfNKtTmGiQppI1mScbANa805njvCD7xUKi/+PqfzUN+Tja+++JBzdd8988X4j/eaMf+riHtfQ6OgZNqa4388JbbmnDV3JkBPtiO+UW086e2vhHc/rM/hF2f9D+2FfcZSAiGF9GuShIkDTEqCSOE798HdxzFE1+8LGBypr5n17HTuk+tGKGXPd3vGdc9du+w16nOgkSJ/95Mqq788U7K8E4Zv2akBX89nfGMo+usF+ufbE36IiBxHsF2rigvR1dr7w+MYm5FkaWLysl8aiRcyS/aV+JE/DVr5BO6B71o7x/Dk2+0Y91VDRACUBSgeoZLS5DQS8i8oMSF2376h5B9Auc7d3JKLMJoj0g7+t7f5h/pGcaBriHt5rl67kvnzMBT6y8P8Qd6NrvUnYu3O87iW88dCPBHpW59P0b7Hp5wfnFiStFuOresmosHziVIqO/x10ykPk50P9Dfpz7hksrVOfm6qxrwyKvHfO9XIs+bnPTkMjVKiLm1t3++eSkOnxrGsHdSd53sSO8w5lcWJ7LZjiecrZNlBW93nMWW19qw7qoG/Nt/h+4T7x8PGvVRdUm+NtcghBCS2ciygkPdQ7r+oiA3G9954WCAr/nObw5i3VUNWpIEY2BjjPxwa/sZ1JTmB1wzO+YX0c6feobCr0+qOCl5PZMIrT1CiAFqGRl/XDkS1GIk3kkZnvEpw/eoE4uT/R5T55MkgYZZhVjRMBMNswpRXpCne2yWpEkfgp1WOL1FqwVVT2UFedrTVkD0uiTpTbCdc+dl62rNnevLMTS6oRarnoLtXqICICP7TvtKnEqwZvX0W1Xie0/3oBePvHoMD+88hsdeb0NZQR4A/fG78Zn9GB6fMpxAkfQm0XtEqjb/4ooiPPZ6m3bzHPBpuK68QNcf6NnsW5pqtAQJtd13b9sLd66+H6N9D4+RX3TnZgXYjXA3oIHIfZzofqC/T33MJJULv/AxS5ibNyUrBg2GGiXE3Nrbez3DeOTVYxgZn9Z977QMrnPoYGTrTvZ7tDgq3EM5KkZ91DU4ps01CCGEZDYn+z042jus6y8K8rIjxvGMgY0x8sPTMkLWb+yaX0Qzf1LbYLQ+qWL1fQZiDtuTJIQQTHFJE+rLC/DArcs0o+LKkXDPtZegyJWFO1fORV15PmrLQt/TsrIRz77dCcA3sHuGvGjrG8Hu46fR1jcCWTa35Yve+R+4dRnqywts+LYkGfg7rWfe6kTLysaA/r7v+kV4cX8XnnmrExtWNcakBaMbID1D0d8AkWUlJi0T5xJsZ7rPjoZobcOqRmSfK3ee6BtqwVilQdpXkmr4a1bPJ2y6aQkmpmX85LYm1JXna39Xda2Wr9PN6DdIjuLkNP0xO3m2wvb6H0MSiMoG69nsi2cX6ep5cnqa9j0GjPzixLQccp3NaMb/eFUlLrSsmosf3LwUioKExo+x+HvGu8lD79qbSSpX1+dcORIW15SklA1gTEoyDb1xrjcO/NfVXDkS5lcU4c6Vc/HG8T7cd/0i3fcyyTc8/tc+eF4QybfXlrqx6aYlIesES2pKaK8IIYQA8N2D2NYaen/j/hsWY2Zhrq6vWVJdgoc+dSn+ZvXF+MltTagtdSej6Y4keA3l+0F+uGVlI17c3xV2Lq6+N9HzC7NtSMZ9Bs73E7PdxlsAlifgPMRm1DIy8+5qRnu/B5IkcOTUEH7+e99eiPddvwh1ZW5cOLMA81t879nz/tmAsrKuHAmT04q2D1A0JWOcVAaU2IPqMO7ethfdg15sbe3AltuakJMlUFHsQm2pG8trS9E77EVlsQurL6lE30h0WlBvgARPgCenFciyYlpPiSh/xD2oEk+wnaksduFY3wjWX90AWQEkARTkZuHOX+7BwOgEfnJbk66ewt1Mtapf02WrD0JiQW+srr6kEr3DXkxOK9i84z1c3jALWRLwvT9fhJL8bBTn52oTkO0HT+G9U0O647eiKE/zRf5jiwue6Y9/HGLU91bYXr1jPPzpS/HSXc0BcQ0ALSHP31/o2WxFga6eywrysLy2jPbdACOfbOQXT/Z7Aq6zmqT14I6jYe2FerxLNjTrbouSqPKZ0fp7lvu0j0jxoNG1v6SqSNOgmlTuv6/tv9yyDAsvKMKVF5UH2JJUsQGMSUkm4T/OS925uKWpBhfPLsKCqmKsXlCBl1ua0TPki23vef4Auge92s34f3j5EAZGJ7DppiX4+CWVaJxdiB2HezEtQ1uDY5KvMcE2dsOquWFtq79vl2UFrxzqwQO/fQ/rrmpAlgRcWluKhpluzCl1tr3iGhMhhNhHsI2tKnFhYHQiYIsFSQDLa2egZoYv2U6tdu3KkfCtj8/HidMe/Ot/H+HcKwijNZRHP9+EP5w4g9wsCdkS8Ler52sPIqjXzAnzC7NtMLpvZVc8x/m+D6Eo9maGCCH2KIpyqa0n0aGpqUlpbW1N9GnTHr2B07KyEU++4UuUeNlvjz6jvb4f+O17AXsmunKkgM+lGJZZC2rWhxpQ2OW0ZFnBC/s/CAhCWlY2YmtrBx7/wmWmddjWN6Il+6hYqWUbnRQ1GyWqJtXEr6dbO7XEr7ryfNz9sXkBegrXT1b2q90adBCWRmWZottMpa1vBLf/7A9Y21QbsLC56aYl+OSSCyCdqwJzzeZdKHXn4rYVdSELoGsWVgJAvL6ItjZFiRSHWGF7zRwjWn9hgX/JOM3Gcs2MFmcuLC80lbibar7b4e1NWc2a0Z7RtX/prma81zOsfbauPB8b1yzAsd4RTMkybry0GvUzk943xJiU1S2xHjMxqSSJsPNR1SbXlxdw/SAKgm1sVYkLn7uiTkt6rCvPx73XLdYe2PH37Q73jYZk0I2QtNQsSWu45pUGGNnY3GyBO3+xx5R/z82S8PCrx1LFvyTU1oabG2VJSOqDCFaSaF+dqjFNjBhewERUkogqC0MI8VUAd5z73AEAtwNwA9gKoB7ASQC3KooyYGkriSn09sXZvPMo1l3VgEdePYbeYa82gPQypPo94wEJEuox/D9HMht1Pye79CBJAhfMcGkZnIpy/kmLaHQYrvyRFW032oNqfno6KUejarJnyIvNO44FvNbeP4bqGS68bDIb1cp+tVuDhKQiPUNeXLukWltkBnzjYuMz+7G4ukQby95JGd2D3oCM/ua5M/Hh+jJt/Nrpi4hziRSHWGF7zRwjWn/hhKcjUo1YfHK463zR7Mj9n2q+O9XamyqY0Z7Rte8b8WLNwkqU334Zdh07DUUB7n3xXe2G6ZUXlTNJgpAUQR3nNy6vCYld/W1CuPmov01mHGCeYBvbPejFE7vb8fPbL4MCJez1S1XfyDUmQgixDyMb+9JdzYZrxsH+/c6Vc1PSvySCcHOj2UUuLUFC/Xuq+rdEr+ukakxjNYlIkjDdg0KIagAtAC5RFGVMCLENwF8AuATADkVR/kkI8Q0A3wCw0ZbWkrAYDRwhzpd+0Svf1jCrELKsYNg7ib9ZfTHqygvQdXYUI+PTeGFf6F5BhETCqEzg1JSMg92D6B70oqokHwuripGdHbjHV3lBHh57vS2u0kV2lz+ik3IeRn0+szAPsuJLuImEUb8e7xtBbak7RKuxtIf2lGQyFcUuZEnQHWdHeoa1LXP0YpEbL63mQjKJSCy2V6/sptEx1Pce6Rk2HQcEH/+y+nJq2QTRxFpG85toCacfJ5XAVtsyNjmNDavmYlvQU8uMNcyj169mtBdOK5IkMKsoD4/uCpzP1JXnIz8nC7uPn066hgCWdSckEuo4F0I/dg32R+r7L55diDuuvghj41MocGXjghmugO25GAdERr2Wpe5c3Li8BkIAWQKoKM5D/czCsPYrmljQSXaQa0yEEGIfRja2Z8iLyhJX2DVj1a8A+ltocu4V3vcmwr/F68/9P19V4sK0DPQO6x/L7geI/eG9BR+JSJL4UJTvzwaQL4SYhK+CxAcAvgngT8+9/nMAvwOTJJKC0cCRBPDArctQW+rWLQmzekEFXjnUE7JNxwv7unDXykbUlroT0n4nTVBI7BiVHvrovNn4zYEP8O1fv6P9/b7rF+H6pdUBN5/N7DkeCSuOEQ4rbsJQ39ai1+cPf/pSvNs9bLoMllG/HugaxODYZIhWo22PlRpMBNQssZr68gJ8uK5Md5wd6x3BidMerYxusmIRktpEa3uNYpaHP31pSNlN/zj6juYGU3FABpVOthyzsZaV19hIP0ZzqGT0o9733bCqEU/s9m2vGLwvO/24MUbamVdRFFF7kWxN8Ot15fm4a2Uj1m55I+kaCvfdaZsIOY86jt87NWTKH9WXF+DHty3HB2fH8fVf7dPG1veuW4Rtf2xHa/ugts3cBTNcKC/ISxu7bLW/qS8vwMOfvhRHe0YC5gbzKotRM8Mdsn7pb7/MxoJOs4O8EUIIIfZhZGO9U9P4+q/2aj5azw+ofmXT9kNoWdkYsv1WKq3z2oWe773/hsWQBDC7yF7/Fq8/9/98qTs3YHuvZMcG6XBvwQqEYubR1wQihNgA4B8AjAF4RVGUzwghziqKMsPvPQOKopSGOw73X7IHPaNw/w2L8aG6GZhTWoCT/R7dfWz+fd3l+NrTewO22nDlSFh3VQMee70NW9evwOLqGbYaA5smKNzrTgc7Fkz9j+nOzUbLU2+H6Onf112Ozz72Zoj+tq5fgaVzSnWPF0/pIjPHiPVa2LgXeUZo1q5F++A+VxTgEw+Z37tLr59aVjbiyTd8Nx5Ureq1H4Dh31KxpGoyNAs4W7fEGqamZLz0Tjc2PrNf09Y9116CwtwstJ32hDwR/c83L8Wx3mF87JIKXFJVYtUYyghbm6no+X8g1EZLkgi7d6YQCDjGidMezadUlbjC7k+uYuEekmml2XBxgPpav2ccH5z1BtgKvT1iT/Z7sO/9syG2I9Z9OvX0YzSHSsZeoEaa+vntl2FW0fkbbg64+eN4zRpdy+0bmk0l2cqyghOnPeg444E7NxsVxXmoLTt//U+c9qD9jAcFedkoyMnCzT/eHXKuF++8CpIkEp7IkmH720aD43VLEossK3h/wIO32s3tpb2vYwBrf/JGyNj6/s1L0fLLPdrv6lpbOqx5RfI3sc79j/eO6M7lt61fgVu3hF5jf/vl78sri/WfCHWaHXSA304USdcsIVHCNa8URq1o3e8Zx9nRqQBf3rKyEVtbO/CNNQvw1//xNgBjP6D6lTOeceRkSRidmHZ6EnrCba06/zl0aghHeobxu8O9+NP5s7HoghKMTU4bzutjwcx9qOD5sRH+8cCXPzJXt7p5MudIVtwjSxEMv1QiKkmYRghRCuA6ABcCOAvgaSHEZ6P4/HoA6wGgtrbWjiZmPJIksHpBBbbc1oTW9jOYloEHdxzB3R+bh+oSt2F5m9eO9mFtUy2efKNdW1xUt+nwTsrYcbgXXWe9tgbnTtx/Lx01a8fESz3mpu2HcO2SamRJwDfWLMD/+90x7O8aAuDrz1MG+js16MXSOYHHtKJ0UaRjxHMtot2DKlH6TgXN2jn5D+7z3cdPR1XSS+3Xos814c0TZ6AoCLCLZzzjON47gkPdQzjaO4xtrZ0YGJ3Aw5++FBNTiu53SlQJLqtJpE1OBd0S68jOlvDJJRdgcXUJjvWOYEpWsGn7IbT3jwUkJgHAjctrMDo+BQB4r2cYp4a8WDmvIukTAmrW2QT7AiO/s3pBBfqGx3FHcwMA4Jm3fDfZVT9xxUUzA+xd+xmPZhO7B7148o12rLuqAXVl+agsyceVDaHls51SOtlJmg0XBwAIeK2uPB9bbmtCTpYIWIQKl9To34dGCZHhbtboxY9O6cdwbVGgBLTFiXOraEiEZo2u5akhb0CcP6vQt1XUmyf6QzTzXk9oMoVelcb7rl+MUneuFlOq5zp0agh/+yvrFgzj/e4s6x4fTrK1xDoOfjCMB3ccwbqrGpAlAU11Zbo+HwAGxsax7qoGiHMvqbHFxNS09h7/tbZk22UrNBvO39SXF8Q89+8dDrVTpe5cnOwfDfh7VYkLNy6vwZGeYQDQbHTDrMKw53eaHUz0PuepCu0sSUWoW/vRm+PJsoJf7+vSKlrXlefjgVuX4VjvCMan5PNzx6lpVJW4ws4jE7nFghOIRbOSJCAE8DdP70OpOzfgoRKjeX0sRFoLAHz+fNex03h0V+SE1J4hr7a9V21pPu5obtDiN/VYyZwjZZr29DC/+Xli+CiAE4qi9CmKMgngWQBXAugRQlQBwLl/e/U+rCjKFkVRmhRFaZo1a1bCGp1uyLKCtr4R7D5+Gm19I5DlwGojHQOjWP9kKzbvOIZHXj2G9v4xbHxmP37f1q/tseyPK0fCtAxs3nkUNy6vCfi7opx//e5te3Gy32Pb9wo3QUkW6ahZowlstH3rr8MDXYP46evHsbapFo+93obNO47hq9v2Yu1ltagq8ZVOcuVIqCrW119lSXLKB8Z7LVQntaLBdxMlnHNPlL5TQbMn+z3YtP0Q1l3VgDtXzsUdzQ3YtP2QLfalwkBz4Up6SZJAsSsHj+5qwyOvHtOCorryfJwdncInHtqFO3+5Bz9+rQ23rahDqTsX+zsHLRlXTiKRNjkVdEusRbWfFcV5uHvb+UpW3kkZm3cexWcur8VtK+rw4v4udAyMQQHgzs3GqbNjjhhX1GxqYeTv/9h+Bv97/DQA3z7Xf3V1gxYru3OzQo5TkJsd4FO6B7147PU2tJ8Zw/onW9ExMBrymVj8kB04SbPh4q/g19r7x3DP8wfgzs1Cz5AXJ/s92gJY8DH85zJG11hdULlm8y586idv4prNu7D94KmQ+VQwTunHaNrixLlVNCRCs+GupeqnLqsvx3s9w1jzYKhmjLR8sPt8XFhV4sK6qxrQccaDv/vEAm1upJ7raO9IUuJHJ2k6nXCSrSXWoI7z9v4xPPLqMWzecSzA5/uvixzvHYFnXMZjr7fh4Z3H8Ogu33yxrjwfs4rytGOqa21A8u2yFZoN529iXXORZQXu3Cy0rJqLO1fO1WznLU01ON43otkvtbLXY6+34a/+/e0Qvx7u/E60g9GsMWUqtLMkFaFu7UWd493+sz/g9WP9+PXeLvzvsdN4r2dIS5AAfHPLu7ftxfiUrK33unIknDjtiTiPzDRi1awaE9y4vEZLkAB81379k62oKHbF7d/07itsbe3Qva9pJu6oKnHhc1f4YomNzx7Q4jf/e1rURHKxJUlCCLFBCFEsfDwmhHhbCLHaxEc7AKwQQriFEALAKgCHAPwGwOfPvefzAJ63o93E3MKe0QRFrSzxwK3LtImAmmn17Nud8E7KyDqnOPXvL+7vCnjdzsmbEyco6YgVC6bBOly7ZTduWD4HW1s7Aiaf9774Lm5cXqNl6y++oAT3Xb8oQH/3Xb8IC6tKrPuCUZDIxWPq+zz9nnEtoUZdPFrbVIsznnHLz6Xu3eWvOTN7dy2sKg7R6v/95EJ881xZNiDwhox8LvDyJ9kLXvFCzZJEMDoxrTt2ZhXmYWtrR2Dy3da9yMvJtsVWkPRGz9+XunPRdtqDLa/5fNGPX2vD6OQ0br+yDi0rGzE5LYccp6I4DxtWNRrG0Xo2P1Y/lM6Ei7+CX6sqcWFtUy3WbnkjYO7T7xnXPYYQ4a9xrDdrnNSPZttCPx4ZM9cynGaMtKw+heZ/827zjmP4m6f34XNX1GnJWPdcewmebu0M+Xwi4kcnaZoQJxPOZwWvi3zioV3oODOKUneu9r7NO49i45oFaOsdARAYO6i/p7pdDudvYllzUa/r2i1vYPOOwGSTi2cXYVtrJ1pW+uKx4JswwX493PlpBwkhJD1Qb5r7rx/95ZOtOHRqWPPJKnr3v55u7Yw4jyTmUGMCtWKWP1bNc4zuK5S4fA+6BMdakc7rq8QfGEuo6/3UhDOwa7uNLyqK8qAQ4s8AzAJwO4DHAbwS7kOKorwphPgVgLcBTAHYA2ALgEIA24QQ6+BLpLjFpnZnPEaLNNXrV2h7IamLLv6GSK0G0XHGg9ULKrB1/QrsONyLafl8KXlXjoSrG2ehuXEmBATebj+Da5dUB7yen5OF3cdP27LnkjpBCS6DRyNkLaqzCtaH2Yn51JSMvZ1nQ3R474vvYt1VDXjk1WPae72TMpZUF+Plc2UWJUng+qXVaJxdiFODXlSWuLCwqgTZ2dHlg8W6p2Uw8V6LaNpCfZ8nN0sKWcjYvPMotq5fYdk5/Ptl3uxC/OqvrkDnwBiqSvKxsKo4ol6ys6UArVbPyEe3wQKLEL4nkOPVktOgZond+J4Qy0ZdeT6uXVKtlSV+YV8XKktcuHZJdYituOf5dyy1FSQz0PP3tzTV4N4X3w3Q14M7juKHn16O7754EB+qK0Vb34hm81SfsmxOCR7/QhM6zoyhOD8Hp86O4aYP1SBLAJXFoTafpZNDiRR/+b9mdPNj6/oVusdonjsTN15abXiN/W+WqOW5hQBODY2hpiQfnYNjujGd3f0YTWxrti3045Excy1VzfjrBfBtwWak5aqSfMObdw/uOIp/vnkpjvYO46KZBRgYnQhokxXxoxk9JcI2WTVnI8QqotGk+l5JCEOfpbc+9+COo9q6iGo3PONTWFRdgqf/agXGJmTc8/wBbY0tHexyJH8T7TzZqFrUtvUrUJCXg4HRCW3Ls9rSfMObML6qdT47rZbRVufulcUuy+0gbR4hhCSHniGv7vrRt3/9DtZf3YDNO877ZN+2WaX4xsfnYdg7jSffaEdutsDVc2diee0M1JWltk9ONmpM8N6pIUvWyVXf2u8ZR26WhNGJaeQY3Ff493WX4/EvNGHP+2cDtt6IdF697b307mmR5GFXkoTaq9cAeFxRlH3nKkNERFGU7wD4TtCfx+GrKkFsxigLesfhXmzecUybjPzb2mX4ytbAfXm2tnYgSwLGJmWsXlCBrrPekL17vvb0XmxcswCrF1Sgd3gcDwTso7oILU/t0fYMt3q/VC4iJ4Z4FkynpmT8el8XOs6M6uowKyjXwZUjobGiKGDPpOxsCUvnlGLpnNjaH24f62i1Eu/icTRtob7PY/Tk+OjEtMEnokOvXzasasQTu9sxMDphWi+qVhdW+XT//plR3QBPEsDimpK0uxFBzRI7UcfpT18/jr+6ei6+++JBbex855MLkZ8nIUvSzzy3ylaQzEHP38+dXairr9Mj4/iLD9fiK1v3YmB0Ag9/+lJMTCmGPmXDqkY881YnBkYnMK+yGLVl+jcjM30PSX8ixV/+r4WzA3rH+HB9WVg/5X+zxH+P1Ed3SfjedYuw7Y/taG0f1I3p7OrHWGJbM22hHzdHpGtZUexCXXk+1jbVanpx5UhonF2IZTWlujo8OzaODasaMTapH/PmZglcv6wataVuy+PHaOcndtkmK+dshFhBNJr0f2+pOxcbVjVqTxj6j9M3T/QbJtGrlWT87cYDty7D6gUVePwLl6WVXQ7nb2JZczFa9+wYGMOaS87Pux959Rg2rJob9iZMfXkBHv70pTjaMxLQh/4xmxV2kDaPEEKSR0Wxy3DeeNGsQt1YfsMqX6WB3GyBu1Y24nOP/4H22wLUmGDhBUWoLnXj759/J+DeYm2p2/SxVN+qVglR+69l1Vzdvp6clvEnF8/G2KSsJaKbiTuMEt+D72mR5CEUJfz+qDEdVIjHAVQDuBDAUgBZAH6nKMqHLD+ZAU1NTUpra2uiTpc2tPWN4JrNu0IGrf8T/K4cCS/eeRU+GPRqW2y8uL8La5tq8eQbvgVdNQvqQNdZraLEs293atns6usn+z3oHfYiPydLS5DwP+/LLc1ONxaWebN00qyahRftxHzf+wNYu+UN3NHcgEd3tYXo8Eef/RD+6t/fsjWoMBoDsWox1mthR1vOkfaatem6RTy+aiejPZeq++AbKq4cCfffsBjLa2egtuz8k8bptOBlEku/pFN1S6xFHafrrmrAY6+H+pMNqxpxcUURvvyLt+2yFWlva0kgwf5ekRV84uHXQ/T1b7cuw3dffFd76qBl1VxseS1Uo/4+JVb/EiVppdlw8Zf/a/k52Vi7ZbeuHfCfq5j1u+pCy+FTQ7r9+v2bl6Lll3sCzmP3XMfuuCiJpIVmZVnB68dOY/2TraZ0KAlgzYO7UOrOxbeuWYC//dW+sH0bz1xED6foySntiIG00C0JJRpNBr+3qsSFW5pqcOmcGagrL9DGqdEx11/dgGkZujGuDWPA8ZqN1s7te/+sru9ff3UDrl9WHWB3K4tdeLd7OGxywvHeEXziIXvtUQrbvGTgeM0SEgTXvByOLCv432On8Zc68frmtZdiYlrG3+jE5D+//TK4ciSs3fJGOtrvpNratr4R3P6zP2hVYxXFd3/y8S9cZvq6Gq0b3rlyru59qa3rV2DpnNKo4w4mOjoGw4ttVyWJdQCWAWhTFGVUCFEO35YbxEasKL2ml4XdsrIRT77Rrr3HOynj/YFRuHKycNXcmXi7YyBg2wwAWum50YlpbN5xLOAc/qXp1J/dx08HJEgEv49YQ6LK85nNlg9uj5rR/8xbvj0gg5+KuOqimXjZ5qfVwu0pGYsW43lywOq2ZAp2l3826pciVxa+/JG5EALoGxk3FSSd7Pfg/YEx3NHcgGfe6tTKegoBXH5hGf6/i2YGHINPCpN0wk6f1DPkRak717BErmdiGl1nR3HPtZdoWyKkQ4WWRMOyvz70rgOAEF90/w2LAxIkAEBW9J9IUWvwBf+fMYA5wsVf/q/JsmIYMxgdI5zu1SdbJIM9UscmpgJ+N9uf8Yw1xpPORpIEcrJE2D7y1+Hu46fhnZTRPejF/S8f0uZMpe5c3NJUg4tnF0FRfJqRJGF5NQen6Mkp7SDpTTS2NxpNBr+3e9CLzTuO4an1lwe8t7bUjU03LcHGZ/YHxBI9Q16UuXM5Bs4RrZ2bmJ4OmQOo655XXlQeYHdlWcG0DPzwM8tRkJeNiqK8kKpeRmW0reyLeGwe43VCCIkPSRK4oqEcm25aggd++x6uXVKNLAlYUFmMU8Nj6B2e0LXRA6MTKHXnotSdG7AGkKn+OhaMfFjPkBft/WMB27IDiOq6qr5VBM3d9e5LtaxsxOS0HJNPZQVG52NXksRvFUXRtsdQFKVfCLEN3DLDNqzKSAoetGqFB39D7sqRsOf9s9r2G2r5IL19eCLtCaxi9n0kdpyWtabXnh9/9kNw5UjoHvRqN4uzJODqxllYXluakHLSTtKik9qSStgdfOj1S115PopcOfi3/1bLareFHV96+lcXZtSnhT+2YDYDJpK22O2Tqkpc+NwVdfhgcMxwG5ueoQk8+3an5mtWzZ+NxdUzOO5M4rS4IlmEuw7BvkgS0MoyqmQJ/b201WJ/wf9nDGAt0cYMZnQvSQJVJfm6/Zqfmx3wu5n+jHesMZ50PrOL9PtoVmFoH/n3pzpnuvujjSgrdOHbvz5guz12ip6c0g6SvkRre6PRpJn3yrKCVw714IHfvqfFqk11Zagrz8ef/dsu3NHcwDEQI+UFefB4B7D+6gbIiu/pU7UqbnAf6GmgNmg/+UTYo1jPwXidEEKsITtbwicWVQFAQPLiPddeguK8LF0bfaBrCI+93qZtp6l374wYE86HWeF71WOon1WP1T3oxdbWDnz/5qU40jMMRQG2tnbgmsWVMftUbpHqbCQrDyaEcAkhygDMFEKUCiHKzv3UA7jAynORQE72e7QBCviyn+7ethcn+z1RH0sdtCsaZmJx9QxsXLMgwGD8/bWX4HeHe7XzPLjjKG5pqtFe938KU32i2//zek9pmn0fiR0rNCLLCtr6RrD7+Gm09Y1AlmPfrkevPX//m3fwDzcs1hIlHnu9DbVlbiyrSdxNKydp0UltSTX87VjDrEJL9aPXL9/8+ALtSRQg8vjS0//mnUdx4/IauHJ8+6gtrCqxrM2EOA0r45ZgZFnB4OgkxiankZ+bha9+9OKA8bphVSMaZxfixf1dmq+ZX1nMBIkosbMPU4lw1yHYF9WWhfqPxTUlIX/bsKoRu470omXVXNx3/SK4cyXUleczBrCJaGIGs7pfWFWM+65fFNCv37tuEZ74fRuqSlxoWTUXP7h5qfbEfzjiHWuMJ51PlgRsWNUYYgeydFZrgvtzYHQC86tKtAQJwFgjVszlnKInp7SDpC/R2t5oNGnmvSf7Pdi0/ZBWRlpWgHueP4CpaV+lqhf2daFlZSPHQAzUlxegYXYh8nOy8OiuNjzy6jEMjE7o9oEZDVhhjyLZ51jPwXidEEKso2NgVEuQAHw29d4X38XC6hLc/bHAdaeWlb6HiiPdOyPGhPNhZvyiWd+qF1PdtbIR//LKYTy88xgee70NG9cswLQM+tQ0xepKEl8C8BX4EiLewvl9PoYAPGLxuYgfdpWblCSB1QsqsOW2JrS2n8G0DPz4teNY21SLvpEJdA/6znvpnBl4av3lIU9fmX06i2Vn7CdejVidga7Xnvb+MdSW5WPr+hU4NehFZYkLC6tKkJ1taT5XWJykRSe1hQSSmy20J08kAUzJSlTjy2g8XlJVhK3rVyRc94QkGrviFj1f9c0183HnR+bCOyXj8gvLMKc0HzUz3Fh4QQltaxyw1LmPaK6DkV8HoP1tVqEL2Vm+pxq+9dz5p8I33bQEqxdUUKdJxmx/Z2dLuH5pNRpnF2ox7YKKYlxWX4q3O84G9G2keDrescZ40vl0D3rxxO7zW64pCvDE7nZcWjsD9TMj2xEzGrGr8mSy9OSUdpD0JVrbG40mzby33zOOtU21IaWeB0bHfZ+tLMIZzzi2rl+B0YlpbqMQBZIksHJeBebOKsTy2lKMTkyhtqwAF84MvH5mNRCvPTJbpSqWczBeJ4QQ6zCyqW+eOIP5FUV44ouX4fTIOA5+MBywLX24e2fEmEg+LJxfjMq36sRUtaVuLK8tDTj2myf66VPTFEuTJBRFeRDAg0KIuxRFecjKY5PwGJWYCS7RGcu+OR0Do1j/ZGvAsTfvPIp1VzVoZeHrygsMjYHZcjIsO2Mv4TTS1jcSURNG2XvzW5pj6jOj9pQX5KFhViGWzgl8fyL3UXSSFp3UFuLT4YGus9jfOQhZ8e1T1j3oxYZVc6Mq82Wk/wVVxUnra+5VSgB7deB/bHduti1lafV81T9uP4x1VzXgsdfbcOOl1doNJ9rWQKLteyvKG6aD3Yn2Ohj5df+/tfWNaDfRAZ+ONz6zH4urS6hZHazWUbjjRdPf2dkSls4pDYhpZQUhfRspnrZirDGedA56+qoodmFgdCJgT91o7Ugkjfj7x6oSF25cXoPDp4ZQPSMfi6tLok6UcIKenNIOkp5Ea3uj9UXh9CvLCgQEvFPTuKO5QZtzbt55FFvXr6D2LUCSBOpnFoYkovkTrIGqEhduaarB6MQ02vpGQh4Qi7VPzK61xXIOs2vFhBBCImNkU6dl4O6n9+HllmbMLMzD3dv2BbynrjwfZQW5mJiWMeydxJsn+lN2/SNRyLJiuG6Yn5OF3cdPa9dQzy9a4VuD/87t/tIXux5TlYUQM9Rfzm298X9sOheBfum1DasacaL/fCkZNYPqms278KmfvIlrNu/C9oOnIpbZNMraEoIlglIJozJEJ/pHTGkiXPaele3R01Ks2iXESlQdrt3yBjbvOIZHd7XhthV1qCpxYVtrJ+4/t1UMENk2Oq1EMMcYAezVQfCxW556O6QUvRVjwMhXZUlgvBKGWPo+XjuWLnbHDntudcyVzlito0jHi7e/Y+lbp8UMJHaM9FVb6o6rj81oRNVeVYkLt62ow2Ovt2HzjmNYu2V3StpeQuwmWesV6rE++9ibIXNO76SM0YnpuL8bMYe/BqpKXPjcFXXY8lobvvizVkvjVjvjPjNrxYQQQsyhZ1P9t9XoHfaGvKeuPB93rWxEy1N78McTA1i75Y2UXv9IBGos1PLU2yHbYNx3/SK0PLUn4fexAM7L0xmhKNYPRCHEXkVRlgX9bY+iKJdafjIDmpqalNbW1kSdzhGcPD2CZ/d0QVZ8JTqffbsTA6MTePlchpT/64DvCWj/141o6/PdRA/Okvr57ZdhVlFepme9WfbFE6FZ9ekGtVSQJIDPP/4HbZ9LAHhhXxce/8JlIZow0kEk/UTTHiMt2XHuDCalNOskjHSoPqG+fUMzZAWmy1+a1X/w++144trhY8xSB5Npuo0GO3XQ1jeC238W6G/eON6He65diLHJactKDhp9h63rV2Bx9YxExitJtbXR2otY+z5aO2bFOZ1IPNdBjyRdm5SMD6y+VmaOZ6a/jcZgMsZaGpNymg3X//XlBYZ9bMamR9KIem41bk0H25uipJxuMxF1PPV7xpGbJUXczsJKXxRpzpmEsZrRmlW10Dc8jq8/s8/U2lm02B33RVorTkMyWrMkJeGaVwqhVhjecbgX07LPpnYPegPstn9cnp+ThZan9uBrq+fj67/al04xuG221t8vqhXwsiTgTxpn4a32Mxga9yWMhru3aZdv5bw8pTHsKEu32/BDEkII5VwGhhAiC0CuTeci5+ge9GLzjmMhf1ez2N7uOIstr7UF7Gf45BvtEffNUbOkgvfw+XB9GY1AihFcQuiPJ/t197k84xkP0YSRDuLJljNbLpD7KBInEOkJ9dqyAk3TZoimXKZV+0gbwTFGAHt1YLSv8uS0jBUNM+M6tj9GvirBCRJJJRZ7EWvfx1NaOJ3sjtVlr+2IudIVq3Vk5niR+jvcGIy1b1laPT2IpC+9PjZr0yNpRNXe4VNDaWN7CbEDozF3+YXllsdR0RyLVdGSg2pbjeYyemtn0WJ33BdurZh2nxBCokOSBBZXz0DXWa+h3faPy9V7L8d6hxmDm8Q/Fuoe9GpbEs6dVYgH/jvQDxvd27TLt3Jenp7YlSTxXwC2CSF+BEAB8FcAttt0LnIOo31xBAT2dAzg9LA3ZD/D9Vc3RNw3R5IE1iysxPyWZmZJpRm5WZI2yQN8zlnd51KPeRVF+OFnlqMgLxsVRXnaTeFgrH7inXs+kXAkak97Ix2umj/bshuwRt/F7F5qscIxRgB7dRCtvwlGb2wA0B0vmR6zxGIvkmED7DynWb+QKP8RLdSxeazWUVWJCy2r5oZU3ovmeJHGoNq3ZzzjyDn3hPLJfg/7OAOIRa8n+z3YtP0QNqxqRE2pG6PjU+jo96DjjAf1M83HgKpdqZ6Rrz04YbYNhGQSiYijpqZkHOweRPegF1Ul+VhYVYzsbCnssaycc5LoCTeXiTeejCXui+acnOsTQkhsGNlaI7sN+CoY+L9f9R93NDfQFpvEyG8d6xsJqC4hKwo23bQYk9My2vpGAnwh11RINNiVJLERwJcA/DV8ZSxeAfCoTefKGMIFwbKsQJYV/OutyzCtKOgcGMUv/9CBv/hwLb6ydS8GRifQsrIRL+zrwm0r6vDkG+3oHvTi4oqisBlUwee8rN44e544Gz39jE5Mo9SdixuX12glA595qzNkn0ujpylqywpCjj27yIUT/SO48xd7LHviPVWeqHTqzZZ0Jt4KC9H0WTxPqJstkxz8Xe6/YTGW184IeaJIDQiP9AxrbYtHa6kyxoi92KmD0Ylp3az5iXOTmZ4hL9y52ZiYnkZ5wfmtvGRZwYnTHhzqHsLR3mFsa/XdsHzg1mXIzRYBvkYdL7VlBRmd2W30BOIZz7j2erAdqi8vwMOfvhT7OwchK0CWABbXlNhqA6zUWyxxiN0VeqxYMM9kHZslGh1F6hNZVvBu93BA5b0NqxrRWFFoSpeqvXqvZyggMR0IfEpIkgTqywtw+NRwRP0xtkwvakvd2HJbE1rbz0BWfKXaN65ZgNpSN9r6RnRL+/d7xvHFKy/E6OQ0/vZciV5XjoTZxS7UzHCjY2DUtD58T76VMOYjJAxmqkIE2+YLilx4/AsfRseZUbhzs/Hz37fhi1ddpDuupqZk/HpfF77963e0Mfi96xbh8gtLMae0gFXRHEq4uYzZeDKcT/eP+4LfV1vqRvuZUbSf8aAgNxuzi/Jw/LT5NTfO9QkhJHr01gs23bQEH7+kEp2DY1rcrijn3//KoR5s2n4I1y6pRpYEfLiuDIWuLHgnZTzzVidaVjYGVCSiLdZHz2/9881LcHp4HI98+lIoCtA5MIqXD3RjYlrGnFI3DnYNYW5FIVbOq9D1rYSEw5YkCUVRZCHEzwDsVBTlPTvOkWmEW8gFEPLahlWNaFnViJ//70ltcW7zzqNYd1WD9u9jr7ehtjQfb57oN1wotHPxmCQOo75ceEERPndFHR7ccTRAO1UlgVmMRk9TzLurGVkS8HbHWXzruQMBxyh156J70GvJE++pkP3H8ZIc4qmwEG2fxapDs+fR+y7feu4AfnDzUpQW5GhZtFUlLty2oi4ksI5Ha6kwxoj92KkDvUzwuvJ8fHDWi9se+0NAubytrR3YuGYBVi+owCuHegLGjlpO7+5te7H+6oaQ8bL+6gbMryzOaNtrdK27znrxWb9rHWw3JqaUgJvDD9y6zNZ2WqU3PRtrJg6xs0KPVTEBb5BHxqyOzPSJniYe3HEUL93VHPFGR22p29BeqXvU+j8lZEZ/jC3TC3XhNHih9aPzZmsLqsGl3H1J6fnoH50IqP6g+rzZxXn4w4kzAclt/guDejDmIyQ8kZ6617PN37tuER559Sja+8fgypFw73WL8NF5s3WT3k4Pj2sJEoBvPP/98+/gBzcvxcEPhrFmYSXHqAMx0kVulmQqnjTr0/Xed9/1i/DQzvP62rCqEQW5WabX3Pztvi8xPQsT0zKrWBFCSBj05msP/PY9TMkKNu84EhK3b7ppCZ7cfSLk7/94w2LUleejvX8MT77RjnVXNSBLAitEhUH1W/PuasbhniHkSBLGp6bhnZLxtafPJ41/55ML8aP/ORbgH+fOKoyq2h4hACDZcVAhxJ8D2ItzW2wIIZYJIX5jx7kyBaOFtJP9HsMFvfb+UTRfPFs7hndShhDn9zO87/pFuOupPfjUT97ENZt3YfvBU5DV2rIAOs54cPiU70moO1fORak7VzsnSS2M9HPWM6klSKh/f3DHUUwHJsgbPk1x6NQQnt3TpSVI+B/jxuU1Ae/tHfbG9R3U7L8VDTO1p/CcRLgxSuwj3JM+kYilz1QdXlZfDgB480Q/2vpGAmxnrOcx+i5HeodxvHcE379pCVw5Em5cXhNS6tMKrTl9jJHEYJcO1ExwV44v9PQtIC/Gxmf2h5StvXZJNe7ethcHuwdDxs7mnT7/4p2UETzs1L9luu01e639r1OyfJgVejOKgyPFIfH4j1jaZPZ6yrKCtr4R/PFkP17Y/wGu2bzLMFYnPszoyEyfGGmibyRQE+oNDP+++X1bv6G90ntKKJL+ZFnBga6zjC3TCD0NbnxmPw71DOHubXtx7ZJq3fjOMz4NWYGuXk4NerHltTY8vPMYfvxaG472jKDjjE8fqi3Zffx0SKzKmI8QY/TiKH8brjeW//75d3Dtkmrt93uefweHeoa0Y/r7jROnPbrj2TMxFWLjFbr8pOJvRyUBXV0YVZgIjifNxoZ67/v2rwP19eCOozjtmYhqzU2tYjUwOom1W97ALT96g7ElIYTAOGbWm69du6Qaf/fcAd24feMz+/G5KxtC/v7N5w7g3usWw5UjoXvQi8deb8P8ymImSERAkgSyJKCjfxTvfDCIo70jIfewvvvCwRD/2DM0bur44eZKJPOwa7uN7wC4DMDvAEBRlL1CiHqbzpURhFtIUwwWTWQF2hYKgC+IVxTfv1c3zsLXnt6L9v4x7f3+mceyrODtjrMBTxSqT0P5lxkkqYGRfrrDLAZfNPt8HxtlzR/pGTZctAvWXrrvsWWmLCexnnj214y1z6J9stPseYy+y7QM3P+fh/Ef6y7Hyy3NONIzTK2RlEPvyVWjsaEmdKpPRum97sqREDzc1Dgn08dDNNdavU6p7MPC6UhFzy/YuT+zFf5FrfoWvJhuRaWLTMRMn5jVhN4NjNb2M7rHry3Lx89vvwwfri8LiBHCnUvVweFTQyk7LkkohvOxc75O9X3Br49OTCHrnN8L1kvHmdGQBLHltaWoLStgFRJCYiRStRUzcYeaxLR0ju93f7/hzsvWHc/5udnwTvq2RzOzHROxF705/8OfvhQv3dWMvpHzujjZ7zEVO5iNDc3qS2+9N1IMa2cVNUIISUXCre/qzdeyJISN270TU7p/z8kSeJkVoqKmZ2gcD+44ijuaGwBEvv+kzp0iwYqNJBhbKkkAmFIUZdCmY2ckqmH2Rw2CjV6TBDC/oghVJS4tyeHF/V144NZlUKBoCRIq/pnHJ/s9IdUBNu88iluaatL+Znc6YqQRVRvBf59V6ArIpqstdYdkzd9/w2I83dqp/R58DNWnZMoeW+HGKLGPSE/66KFmi0pCxNRn0T4hbFYbet+lZWUjnn27E95JGUPeSTTMKsTFFUXUGklp1KfiZhfpjw01obOqJN/Qv3z1oxej3J0bMF7uufYSPPt2J8cDQp8SjmSHUtmHhYuD1f/r+YVY/Ee8bYrGv/gvvFSVuPDlj8zFHc0N6BsZ51MOMWDUJ/k5WWHjXT1N6N3AkBX9eLjr7BhmFeWFLLaE05+qA6NjpsK4JKEYz8fyA3QQ/HptWQEW15Rgw6rGgPf9g99cTEVdGGSFO0LiI1y1FaOx7F/1wZUjodJvC1N/v/HsW+/jkU8vR8uqubhz5VzUlefjO9cuxKOvHYcrR0KOwfYNHL+JRc+O3vmLPRACAbowG0+ajQ3N6ksSiHrNzc4qaoQQkoqEi5nrywuw6VxF36oSF1pWzcXy2tKwcfucMrfu3yuKXaziFgMev6QTNWncHz3/WObOjbhewrkSCcauShLvCCE+DSBLCNEIoAXA7206V9ojywoUBfjBzUtxtHcY21o7MTA6ERAEP3DrspC9mN05WfjnVw7jb/9sHi6uKIR3chprFlWaynY2Cp4vrihK+5vd6Yg6cQvOkFtYVaL79xP9I7jzF3sC/rZ6QQW2b2hGz9A4PBNTmFmYh9xsgWfe6kTLysaA/ba++tGLISsKfvzZ5Wg8p5l0DwCMrjHHi71Eu6+yf7ZoqTsXG1Y1auW6ollcKHXn4sblNVrG6jNvdRo+2WlWG+p3qf7LFdjxXi+mZQTsZV5bVhDV8QhxEkZPYwVruWVlI7a2dpzzUcUhr993/WKcGfHi8d+fxKzCXHz/5qUYm5hCZYkL7f2ekPiI+IhkN4JfryvPx73XLUbPkFd73al+3Oi7XVJVhCsvKjf0C9H6DyvaFO3itStHQqk7F7etqNPirEd3tfEphxjQ0/j//eRC7Dp6Gt4pGS/s68LGNQuwekFFxKd89J4qemFfFzbdtETb1kadjzVWFOr2ezj9qTrQi7Fp31IX4/mYz9dt2n4opL/vu34R6srcuHBmAebOKsTy2lKMTkyhtqwAkgAGRicCzqHGi/2ecay7qiEgTu0e9LIKCSEWoOdPvvPJhXj3gyHcuXIuXtjXhbtWNmJhVYn2GdVvlLpz8eELy/HlX7ytjfN7r1uEl/d/gCO9IxG3b+D4TRxmKz+YjSfNxoZ671P3XAcQEF/MnVUYNtb1R5YVuHOz0LJqLmTlvF9g8iUhJJOJZOs/sagKs4vy0Hbag3tffFdbR37qjx0hcfvDn74UMwvz8P2bl+B474ju/TsSHXVlBXDlSHjtvV7ctbIR912/CO+fGdWu7feuW4RHXj0K4PyDhi1b92DjmgVh10tSuZIqsQeh2LDJnRDCDeDvAKwGIAD8F4B7FUVJWHpqU1OT0tramqjT6SLLCk72e9Az5EVFcWwLr3o3Fe6/YTGW187wLY6cO54sKzhx2oO20yMYn5Tx/sAonth9/ubay0Hl0yKVlWnrG8E1m3eFLNS+dFdzwDYMBJatTtuhWX8Nzi5yIUsCTg0FTtzU96gTOkkAax4M7fvtG5rxbvdw0M2qRXho51FMTCm4pakGtaVunBry4j/e7MDA6ESI7tKd4Gvp0JtKjtas3QTbtqoSF25pqsGlc2agrrzAVJ+dPD2C/3znVEByxYZVjfj4okrUz9TXu1ltqLb8UPdQSFKcf4CXIlqzCku/WCrqNhlYEcP4YxRXbN/QDFnxTVLcuVmYnJZRVpBn6KNqS9146Z1uPPDb97C2qTZgUqoXHyURx9naSHZDff2MZxxdZ70BN3tVGwTAUl1YhRNtYixt8h8nVSUu3LaiDt6paW37OxW92N4CHKVZq22Q/zHPeMbx/pkxfPNc1Tz/BK3Hv3BZxOtqNI9avaAC7WdG0XHGA3duNiqK82KyR8E6uHF5DbIkYNX82dy7NhBHaTYc/np252Zjcno6xNcd6DqLN9v6UTnDjZOnPRifkvHi/i5DTYbT4UvvdAfY8Gj0TWwnZXSbqZjxP+Fipn+8YTE+sagKublZAe9Xt1HS8+k/v/0yzCrK0x5o0ouZk7i2kpGaNZq7xNMP0awJnOz3oL3fgz3vn8XvDvdi9cJKzCrMQ0FeNupnunFJVYnpeEDPX6h+IdKNJDvisQSQkZolKQ3XvJKEGVt/om8Ez+3tglqc4LX3evGn82fjopkFyJIkCAm4pLIYh4K2ynLY+pQd2G5rZVnBzvd68MHAGE57JiArvooSc2cXYdEFxZhT6sbB7kHsOOx70PDZtzsN74X6Y4ePJymBoWZtqSShKMoogL8TQmzy/aoM23EeJ2PV3jZ65V++9dwBvNzSHHAcSRK4aHYheoe9+Msn3gw4RizZzkZZzhfOZOZbqmBWg2opSVUfu4+f1s2m6xkaD9Hit3/9DrauX4HRiWlMTiu45/kDaO8fy9gn3YKvJXEewdmi3YNebN5xDE+tv9x0v03L0BIkgPN7QK++pNLwM2a0YTYpzuzxCIkVO/bnM8rUPjXk1UoO6qGndTWb//af/TFifETOE8luqK8DwGcf+0NI6cFLdJIlnVLRwIk2MZY2+cff3YNebG3twDfWLMi4pxzs2iM0nMY37zyKdVc1mLqu4eZRF80ujDuhPFgHj73uqx7CBInUxEjPy2vLtP6UJIHRiWnc/5/vhXzeSJNGOjzZ79Fu2ALn9b3ltqaMm5sREi3RrqEAof7km88dwNI5M3TX34KrEKmfUaBo72fVQGdgRz+YjQ3V9/UM+dYqAGB/15D2+lPrL497XXnzzqPYun5F2NiCe7YTQtKdSLZelhXsef+sluCoJpk9+UY7/u8nL9GqZ5u9f0eiQ5IELppZiKM9IwF9sGFVIxZXFyM7W8LoxLTmK1UirZcw1iLB2JIkIYT4MICfAig69/sggC8qivKWHedzIkZ728z3y0gyk5FrdFPhSI8v7yT4M3rlX43Kp4UL0O0sQUwSgxkN6uFfClLdTiBLABPT+mUfxyanccVFMyHLCh7/wmWO1kuKZsETC4nGRhrRO6xvl/tGvFHdGAnWo6JAN6h+6a5m6pZERby2Llb/EY6KYhfqyvNx7ZJqrfz3C/u6Yirvmp0tae3yJ91vHPtjpz8zij27zo5ZrgsSiF78rSiI22+lGnbYIH+MtiKoK8tHfk42ZFmJOJ7sTMzhPCw1iGSH1df7hkMTzfX0HEuMqqdDIxuekyWoIUIiEM7/qDdB/Me80Xhr17ENkiRQX14QcZzTBziDZPVDcOWhuvJ8tPePaa/HEgMa6XRscjrs97E7HgO4RkcISS5Gth7wVRvoGx7Ht85VHwTOJ5mtv7oBjRVFmi2MZfsG2r/wTE3JONg9iMGxSd0HFZfXlqJ+ZmHMcyjGWsQfW5IkADwG4P8oirILAMT/z96fx8dRnfn++Oe0tlZr3yUkWrKwvEvYigKGa3kSKeE6xBmwHXDCxJNhTJS5N1hOyGSc8IPJ5MKQOAsZhLnfxAmTgDNJbGKWAB4PiU3G5saGyAu2wYuELMkykiy3tbbU2ur8/mhVuZeq7uruqu7q7uf9eukFkru7qut8znOe85znPIexVQB+AaBGp+sZDn/GUW1GrlJHP315BF/dfdLrPVpmQhlxVx6hnmDPV6rIS8OO+1agrX/M7TiByoIanxM0o+uFsuAJQBsbqUWihZwef/jZm2X77Nm+EfzjC++SbglVaGHr9Difz5pjwZaGKjzy8hnpvh6/exmsOZagPk+Lfhit6D2eKT3bnsGJuE5MCRee/pQg8Ljb5aDnGaGCwPHhkLM6g2fJ6a5rE/jn379niHHW6H51vOPPDrv++wP1lar0rNU8XsmGF2XG/vhIEKGiNP70jzhwrs+7mtaSkgzZ/nbi0hBaDrR72Qa1/ZzGAGMQ7naQG1vEI25Dqdga7LxJ7zPbKUZHEIQRkJt/+/PjF8xVkBAJ1M6S/fPNzIyAl9+9jEdePqPYBuNTMwCCn0ORr0W4YtLpc0fFBAkA4Jy/BSCujtwQjaMrrsZRKSO302Z3e4/Y0cXPEgN5Lx7vkd5z8aodHQNjOPLBVXTa7LhjcRH2Ndfjt023Yl9zPRnYOMWfBpUwmRjm5aV7Zelt23sK3/nrZW5a1CNILwhc0nPHwBgE8dCvEFHb54jYRswWDcVGytnlQPuCnB7brozK9tkL/aNeunW1+1r2EyL60cLWBTp+qLHb3YPjUoKEeF+PvHwGx7oHg9KwFv0wWtFyPJNrOyXf8+rYZFB+hVHQy7/QGy3GrWgjWB9WDUpHEWxbs9htfhVofwqnvqJVy7GEkh0+fXkIRz64itOXh9z+XY2eterrcjb8iXXVMDGQVgjCD0rjT4KJyfb5WQFe/W1rYxVeaO1xe504psTjmB7vBDJmy40tj7x8Bi2fW6H5uOBv3iQIHJbkRF19f4rREQQRKXzZZk/bJGcHFxVluNniQO0s2T/fvNc77BY/lGuDtJREdAyMAQD5VkTI6FVJ4h3G2E8B/AYAB7ARwJ8YY7UAwDk/rtN1DYO/LCZfGbmeZfzEpIcL/aM4fXkEu452oXfYIb3nXP8Ivr7He5cxZULFN2oz6eTKOykdJ3Dm8jA2r6pEggmoK8/F7ZV5mg46emZS6p0FT0QPoWaL+ivHpqZUmpwe97T24LG7luHRV67vtH/srmV48g8X3F5H1SUIX4Ri68TxwGafxPYNNdJCoq8Jnlq7rXRfh9uv4ueHOwLWcDyXx9NqPPPVdmuWFiPv/ltwuP0q0pITMCtwJCYwPLp2CR577f2oq2gQ7Ts14m2Xg55nhCr1n+5r49IxcwBwzT6p+nmHU1/RruVYQUlHB85dQcuBdjQ3zpf+fe+xHjQ3VKHlYJtfPWvR18XxceGWepztG8GF/lH84L/OY3B8CjvuW4F5eem4MkplfQlCDrnxZ2tjFfoU+vzAmMPNH2Vg+Oruk1K8Tnydq48Wb2N6PBPomO3rWIyVlflB30OnzY4cSxJ2N92G6dlZ5Kal+LT/4n1v339W9fgVDBSjIwgiEvizza62ae+xHnztEwvw4z9ekF770CcXoPOaHZUF6ZIdDTQ+RfbPN73DDp9zqX9euwTHuwfxm3e6sW3NYmkdlJ4dESx6JUksn/vvtz3+fjucSRMNOl3XMLgGJ7qv2WFJTkRRZor070pleArSzYqGetQxg6/uPun1Hi5cP5dbzDwLx/nQdHaSsfE1QLu23cwsxyOvnJbK9z2xrhrzC9Nl9TkxLeCZN9ul3/dprDM9zzyM59LshPbIlWM7eL4fp3qGIXAggQHVZVloWFgkaxfl9Dg4PoVBl3PSOQcG7ZMYHJ9ye69SdYlw2P1YJZbGs2BtnedEsTwvFTs31SEpgfl8JmrtttJ9cR68hv0FmWOpXV3Rajzz13YFGSl49d3L2FhnxY4325FjScb9t5fjp5s+AkHgsOamYV5+dDzTcJyprBWxqttA0DMJSqn/WHMtbvOvqsJ01Apc1TVD1Zdcm4uf66mDaNJyLKOko9m5XwUO6d97hx3YdbQLTasrseLGbJTnpener00mBsYgJdQCQEmWGW39Y3jw1ydULdYZ2RYZ+d6I6MZkYlhSkoGm1ZUQuHM+9vyRLnzxtnLF+J2rP9oxMCY7dytIN/tNpiddxx6Bjtlax6yUFgJrrbk+teV637uOdkkbpRoXFaK6NDtgXSppm2J0BEFEAn+22dM2mRNNkl9gYkBKggmPvfY+KvPdY1GBJEGWZJnR3DgfYgGLvcd6MDg+RfZvjpKsVJTnpWJtTSkYA0wmYGtjFax5FpzvG8XTB9sxOD6F5oYqbN9/FouKM1BZkE6+FBE0uiRJcM4/rsfnRiPn+73PLVyztFhxh1SCCYqGemp21itzqrmhCj1D427X1DLzTMm40C6m6EBugJZru+aGKqlCycMvncZDn6jC43cvczs7XnyNiB4ZjnpmUuq5K5Eguq/Z0dY/hp2Hrp9xvrWxCvML0lGR761dOT0+sa4aP/iv8247j0qyzHhiXTUefum01+tcoYzj4Im18SxYW+c5UeyyTaBpV6vfZDi1dlvuvlzHlWA1HI9+ilbjmb+2q8hLw2N3VaNpVytyLMnYtLIcT/7RfSfZvPzoGEMjtVMj0El6LOs2UMSz2wFn+wHQJMgh13/+dV01tu8/6zb/2rb3FKpLs1TpI9QKPp5tvuO+FZia4bI6oF1HxsDfmOa542lwfAqLijPxVwsKw9aXPbWyvrbM6zhFpcU6I9siI98bERv0DjvQcqDd7W8czuC82IfEuV7CXPVnf9XYLtp8JyiRrmMTpTG7S8E31DpmFWxipet99w47pI1St98UeCVZX9qmGB1BEJFAyTaLc07XsXx9bRm+u/+cVzLX5lWVQc+/BIHj/d5Rr/hxVVE62b85Fhdl4Csfq8I///76utT/uWsZfvFWB1q7hqXXtRxsk9qiIi+NfCkiaHRJkmCMbQXwCwCjAH4GoBbANznnb+hxPaPizyGV2yH19kWbYuCrMMOM3a3dbruMd7d2467lpW6vDzXz1leVgSfvXY47Fhfhvd5hnOsbwQP1ldh7rAe9ww7axRQlyOlSHFSeebMdjmkBI5Oz+I932rC7aSUmpmeRmpSA5t+ecFu8VdKZrwUBf4sFemeSJycyt+zP5EQaJAknoWab9o9MegWenzrQhlprjmyShOcu2YJ0M8Ymp712Hg2OT2FhUTr2uYwVJgbZHUqUcRwcsbYrN9gd2MEuvKm126731WWz48SlIbfjw4LRsNLi4ry8dHRds+N83whyLMkAnItD5/pGUJqdiurSrKieJGm1y95f25lMDEkJDI5pAetry6TFPiD6+kkkdqrNzAj4c4cNrV3XIHDg1XcvY9uaxbhjcRG6B8dlx5tYs0ehoNeCkVz/sdkn0WWbcHudp/3z5ScEoi/PzzEx7wT5Uz3DUtBM/JuoA9p1aQw8deQ5V+oddmB3a7c0l4rEkVCeWmEMsuN8/4j3OG9kW2TkeyNiAzk7OzE9ixdae9xicc8f6cIKazasuWk+q7GZGLDmqcM+Nauk64Vb6sGY008vyTJjVgAdl2NwXMf55AST7Jh94tIQWg60e/k2anz8QOIWes/v1BBMXJx0TRCEHoj2k4PL2rjJGQF3thx2G8vHp2Zk7WiCCUHPv+Ts4lMH2vD6lnqyf3P0DE9ICRKA8xn98ytnsHlVpVuShGtbKI03S7bWQ+Cg6hKET/Q6buPvOedPMcb+J4BCAPfDmTThM0mCMbYQwG6XP1UC+GcAz8/9vQJAJ4B7OeeD2t+2tvhzSOV2+fs6hoNz4Bt3LELblVHsaXWW4Xny3uVITmTSe0LNvPVXZeChPSexc1Mdmna1yv477WIyPkq6FM9gFsufd9kmpLMPBYFj25rFbhP/x+6q9trZ5yugDcBvsFvPTPJOm13avSGix5EhRPShxUKMXcFxHp+akb2ea2CjzpqLN872o+eaXXaHkmNawNJS96M9aMeFdsTirtxgzjoONhgm2u3t+89ibU0pEkzAR8tzYc2xKN5XRV4aJuZ21orXCUbDnpOgHEuyVynxr31iAcyJJin7f+ehjpjIJtfiPGs1Y66oC6XFNaV+YrQyh+HeqSYIHK+f6XXbSSqWgkxPSXTzo5XOPxWJdnsULP6C6qFoTK7/+LJ//vwEtfqS+5wn1lUjx5LslogscOX+dktFHvkABsFVR55zJXOSCdvWLA6qLLlWeI7Pi4ozFAPCgsfRMka2RUa+NyI2qMhLw477Vrgdo7jshizsHO+QdtQD18cJf9XYjnxw1a9mlXR9tm8E//jCu8ixJONvbyt3myfGgj8ba8gdX/jttUvxndfec5vfP3/keiU9z4QZ1/lSp82Oty/a3I7iCiRuEer8TgtfI5i4OEEQhNa42uccS7JX7PXxu5dhx8ELUjIkADz6ymm0fK5W1o7WlecGPf9SsosDYw7cVEi2EFB+RmIFLxHXtpDbeJ5jScbx7iG36szkPxFy6JUkIarsTgC/4Jy/yxjzqzzO+XkAywGAMZYA4DKAlwB8E8ABzvn3GGPfnPt9mx43riVKDikDQ8fAmGwwT84Z3b6hBh8MjOG9D4el5Ign1lWjdi5rHYDbLmN/5xsWZpiRYHLucFGzg82zysCpniG3QWN3azfW15bh2bc6aBeTQQhmtxufOzv3a59YAIFzNDfOR4Y5EacuDeLDYQesual47cFVGJqYwuUhh2yA31dAG1A+SsZ1QqhXJjkF1AgltNiRVp6bJtuvUpMT8e6lIUzNziIvLQXWHAveONvvZeOf/MN5fObmUuw95r1DaVFxhtu11PaTmRkB7/UOo3fYgbKcVJgTEzAwNmmIBUsjEQu7crVYkA42GGYyMXxiYSEsyQk43j0IgQOPvHIa29Ys9iojfPGqHV3X7EhLTsTSGzLw+pZ6DIwFb+vVlBL/8R8voGl1Je04lcGXLfEsG90xMKbYTzz1V5aViv98v8+r1LTcRNT1vXrukNTTv5Cj02aXvj/g7k+3dl1T1GMs2COt6B9xIMeSjPW1ZdKcY++xHlWlNAO1if7snz8/QU1f6h9xwJKciO37z7p9r6ujDnx77RKc6R2RvmMCU07aCLeWCW+U9KVnu8hdE4BfnS+9IQNbGxfg4ZdOywaEmxuq8O3fn8Ev/u4WVRs3jGCLjHxvRksQjHdCaY+pGe5WBvtH99yM72+owT95+DbWHAuOdQ/igfpKAJCqrOZYkjEwOinZ/vK8VLeKReV5qUhNSsCRD66iKNOMwgx5XV/oH4VjWsDf3GpVfVwOoQ3B2F25hJmfHGrH9z97My70j2JpSSY6bXZs+EgZgOt68YxJCQLHwfP9aOsfQ64lGTb7FK6MOFCSbQ4obhHK/E6rMc3INpsgiPjB1T73Djvw/JEuNK2uRGlWKroHJ+CYmsFnakphG5+SEiSbG6sAeG9S276hBisrchWPffXne0TCLkabj6r0jG6dlyv5VOIRHLdYc2AyMdn33FNXJiVIAOQ/EcrolSRxjDH2BoB5AL7FGMsAIPh5jyeNAD7gnHcxxu4C8LG5vz8H4E+IgiQJOYd0a2MVvrr7pFeig2iYXJ3R/hEHpmc5HnU57kKs2vDwS6exr/l6GR7XXSxyjrxnIFHMXharUfjbweZaZaCyIN2r0kSiCbSLySAEs9vt0bVLYHdM4982LsfI+BT2HLuEv/8flWi/YkeCiWHnf3+AC1fG8Pjdy7C8LBtfePYd2QHGVT8lWWYpADwwNgmTyl2oemWS0+SMUEKLBJp5+fL2/mtz9v5rn1gABo5FJZlegY1te09h8ypnYG1wfArPvNku9Z976sqQm5bitcNPhHP5+5mZEfDyu5fxyMtnaOeRH6L9LFStStK7+h/X7JNISjBhfGoWnTa7zwmUIHCvBXFxx/zCogzcVJgue+zA5z5qRVVROhoWFgWtQ1e7XpJlxqLiDK8gtWNagODRT+IpQc7fZNhzzBUEjg+ujOFs74hUuSw5keF762tQnpfmlYFvzbF46e9f11Wj5cAFvxNRz90cetupQPyL0I9gUt75MOsxI3LVY7TbIy0pyTJ7aWJrYxWKM5VLaS7c4kzKddWv51zHE7GtCzKSsbtpJcanZr3aXI2fILfzszDD7HUOvWt1G1H3X/XwHZbckOFTB7TrMnL4G3O1sjGeCWTv9456XTM5kUnaEqv8ieX9xaTcc30j0kKvXEBYqRqkkW2RUe9NryOCiOBQ2x5yfVFujPn6C+/id/9wG567/xaMT83gxhwLEkwM+9/rQ9uVUew95hxvmhuqsP9MLz5VXYIv/uIdtx2qTx9sQ5dtAuV5qdjSUIWNO49K/77jvhVeun5iXTV+8F/nUZJlRlGmmTZ8hBEl/bjaXTlNyfkLXbYJtM9p5IaG+XjqQBtyLMm4p64MD31yAWxjkyjOvF65qtNmx6B9Ch0Ddi8fyGa3eFWf8qWDUJIdtBrTjGqzCYKIL2z2SbcNv3uP9aDlQDsebJiPF4/34Ef31uDi1XG3BMmtjVXISElCWorJbYOP3OY38Xh6ub97+h6RqHIZbT5qRV4afnTPcnz9Bff1x4dfOo0vr74JI45pjDpm8cybbSjONGPV/HzZ57qgMIP8J0IVjCutsITyoYyZ4KwI0cE5H2KM5QEo5ZyfCuAz/h3Acc75DsbYEOc82+XfBjnnOb7eX1dXx1tbW4P7AhoiOovi+dsvtPa4nb/dtLoSi4ozZQ1T59UxvHjishTcFydeYlWHX/5dHVKSEvyWXltSkuF2BqJ47R989mY8se8sBsenpFKAHQNj0vlLrq/dvKoSz77Vge+uq8a/HbjglgVvTjLhV5tvRe1c5lacodkXDlWzotYGRielCbmI57ESMzMCTvYM4VDbAGYF4MXjTl2ak0z4p/+5EKlJiW4lAb+9dineeK8X1TdmY2FRBs72jUoLUCK/bboVhRlm3NlyGDmWZGxaWS6dX+66W95TO+E67iIanQKdMIxmjYKS3QtUm/7s/Q8/ezPskzO4NDTh1X/+8Y4FAJyLvoP2SXAw/PiPF9z6zw3ZZsVqFJ5afvfSoBR4+8rH5+PZtzpC/n4RRNMOKqdbse2icVeuVvoVCdRWfnBlDJ9+Wt5vqCvPxrz8NLR2DeGRl0+7TW52t3bjruWluHt5qRSQDnRBWky+ONc7jDRzEh577X23a+w66kwGbVpdiZYD7uWRw6D/iNvaQNtyZkbwOiJCrC41MT2LO5YUwZyYgEuD47AkJ6IoMwWzAhTb37UkNeD0E1ZW5ku/u2rXSHZKC39BqV/+5Asfwbd/f8anLyRnjwD/O8Y1IOKadUXJtry+xRno//zP3vZ6z9OfX45v/O6UrB2Q05JSWy8pyXCruNdps7u1Z0mWGffUlWH5jdmoyEvzeeycmJjuOf9rOdCuqPvXt9RjXn6apIOCdOUqgHFO2DWrxZgrpxNffl5z43wpYOt6zR9+9mac6x/FofNXsGZZidu86/sbavCjuSplOw62e93Dgw3zpb8r3X8gvlG4d6cZ0W8LQBuGsrXRij/NqWkPpTGgICMZ9/zkqNc1mxvn44XWHtx/ezly0lLw6Ctn3DadjDqm8Zt3uvGNOxbhH3/3rte1dzetxMT0LFKTErBx51G3qkIJDFhfWypV1CrMMMPEgDVPHcbmVZVINAE/lbEDYfKT4k6zSvppWl2JF1p73Npt3YpSVOSn+3zf7qaVmJnl+O+2ASSaTKgqTMf39p+VNsPtuG8FbspPx4lLzpLgP/jszfiGjIaaVjuTwSMwr1FEjd8cAZsdd5oloh7dY17xglwl9YGxSQyMTKHrmh25lmSkmRORmmTC//endjQuLgbngGNmVtHfvjQ4jk8tK1Zl68U4rOvfQ/WzQ0XrmKELutlaQeDYf6YXAgcuXBn1WrsS1zR7hx34/oZq3DIvFxX56W4VlUuyUpFpTsSn9PnuRHSiqFmT0j+EAudcAFAG4BHG2A8B3B5ggkQygL8G8EIg12WMNTHGWhljrQMDAwHds16I2bfmpAS0HGj3yvgVuPMIgk6b3e19gsBxvHsIOw91YMfBdvz8cAc2rSxHjiUZKYkmmJNMSDCZ8NCed3Fny2Hsf68P3dfkd1X1j0zKZk21XRmVPvPKqPO+xKwrc5JTGmLQ5uML87GvuR5lue5lAsXPmp4VIh6YiEa00qw4Mbmz5TAOtyufeSm+9o2z/TjUNoCWA+145s3runTuxk3FTw61u+noJ4facWfNDdh5qANf+fUJSY8lWc6Md7Eig6ife+rKpECd+Bnb9p7CY3dVu2krnBnkYhb9vuZ6/LbpVuxrro/HBImQMaKdDRU5uxeMNv3Z+wtXRrHtxdP4+eEOPNgwH9/81EI82DAf5XmpWHpDJna82Y5v/O4UxqZmpQQJ8b3b9p7Cn85fxZ0th/H6mV5s33/Wy9a7jiPiDnoAYD6quMQL/nQrtt3KynypdHq04GuHczAo7dD29FMA53hytndEccc8GMOLJy5LCRLiv7UcbHNWkijMQPuVUfy/9qu4/5fv4PM/e1vyaQTP8g8y137jbD+adrVi2DErJUi4XuOeujI8ee9y1JRlRWzsCRYtbK1nW+ZYknGubwR/unAFHQNjbs9YEDj+3GHzOiLix3+8gInpWbQcaMdnf3IEJ3uG8C+vvoeNO49izVOHfbe/C3KVm1y1ayQ7FUgfUELJn759Xh62rVnsU4+e9giA5OMF0kfCjdb+wZVR5bNaxSoyrpiTTGi7MuZlB9bXlilqSamtXzxx2e1ZW3MsUnuKFS52HurA3/+y1a095D7vqQPOe3D9DmLTKel+YOz6vSaYGM58OIw1Txm7/aORYDSrxZgrpxNffp7A5XVyrn8Ur757Gc1zyWwP1FeiJMu52/yf9p7CPR+5EQBk+4ro5vgaE9X6Rq7z0HBp1Ih+m9b+mBKxOBcLFDWaU9MeSmNAcoJJtt8kJ5iwaWU5AODS4DgeqK/Egw3zkWNJxmOvvY/xqVlsrLMiwcRkrz0xPYuVlfkYn5qVNpU8+5Yz3vfTQx041jWEirw0SdfWXKcvkWAC9rT2oLmhys1/eGJdteH9WSA6NaukH0tygle7He8ekrSnFFdYWpKFrmvOHcpP/uECvrbnJDbWWVGSZUaOJRlt/WN46eRlqWLb+OSM7PUFDiwoypD8kebG+fjhZ28G54iYX6DGbzaizfZFNGqWIEi33v7Bp58+jP8804ezH46gZ2gcTx1ow7YXT+MfX3gXfSOT+OonFiA9OREtB9sU/W375AyeOtCG/pFJ6e9KY4RrHNb173K+YDjtYrh81EDxpdlOmx0PvfAuzvWPyq5diWua5XmpsNmncLx7CDMzAt4424+NO4/iH351HBt3HsHZvlHsuG9F1MUDifCjS5IEY+x7ALYCeH/up5kx9t0APuJTcFaR6J/7vZ8xVjL32SUArsi9iXO+k3NexzmvKygoCP4L6IBSMI9zecPUabN7nZkjBvyrCtPxrTWLcLZ3WAr8+UqGGHFMozwv1evaswKkzxQD13ILyZ+puQF1FXmoLEhHXlqK7PcoyqQjC4JBK816Tkzk2khsY/G1Apd/3dm+EWnCJrK2plTaKQG4B57FwL81x4JOmx05liRUl2bJajEpgUU0SSHaJmdGxMh2Nli0TqBRsvdiiXXHtIDHXnsfo45ZZ8LEx6vwzJvXk4qUnHNxMWXb3lNYW1Pq9e+u40hJVqrbPfiyCfFALOpWRElvcu0rCBwdA2M48sFVr0VykUAmUJ02O9qujMpev6YsG//y+zOyes6xJCMzNQnf+N27aNp1HF/a1SqNO2oXpF3HPaWFxhU3ZmPN0mI0LCyKugQ5LTTreQTWppXyC7uA83m2dl1TDMiK///Iy2ck+yNOTuXaf1FxpleCgOdE1FO7RrFTWgQRlPzp5OSEgMcbLZI2woHWdtaXbZNbhHh07RK80Nrj9nrRPihpSamtXTX/0J6T6B4cl9rt3zYulz0XXtyxpDR+u34Hk8fvnt+xIN0sBfj+dP6qV/KSEds/GglGs4GMuUr40omSnyd3TXOiCRvrrHjw18fxwzcuuCWxO6YFFGakYO8x+YXVO5YU4TdfuhX7t9ZjYVEG3r5oU/QL/BEtNkpvtNCGGmLZp1WLGs2paQ+lvjg+Nes1xjQ3VCHBxLC7tRtp5iTZzUwCd8bXCjPkY2YMDB0DY1I1Is9NJQ+/dNprYXnN0mI0LirC4PgUdh3twuZVzsSMptWVqLVmG96fBaJTs0r6Kcu2+Gw3pbhC9+C4bHx3fW0Z1teW4akD7gt0V+2Tiglui4szsX9rPb7xPxdi56EOPPibE/j005FLoDTq4lsoRKNmCYJ0K+8fPHWgDeX5aXjyD+4b0R577X280zmILEuSz7WUgbHJOd9gRvq70hjhGYcV/x7p2Gu4fNRA8aVZ17FFKb7ecrAN31yzGADw8Eun8V7vsKx/OC8vPerigUT40SVJAsCdAD7JOf93zvm/A1gD4NMBvP/zAH7j8vvvAXxx7v+/COAVTe5SJ+QWIeSCec0NVXjxeI/f3XUijmkB1hwLvrf/LManZzHsmJWCbqLBljMcpy8PY0tDlZQo4Xptx7SABUUZPnewyZ2bRBlY4cXfwparXuSCYa5tJL5W7nXNDVV4obVHmrCJJJjkF6CsuanYvKoS5bmpeONsv5SteebysGIyDSUpEEbEl91Ts7DsijXHgsfvXiZr70Vcg+GPvnIGt1a6O4RKSXXie/3t0l5akindw95jPdjaqGwTiOhG7bisdqen6wSqJMuMr3x8Ppob5yM1KVF27JHb2fZ//nopEk2QKk956vmeujLZyg/iuKMmsObpJ8n1mfK5koXxmiDn2pbra72D8a4LCv0jDrfkSde2X1iUISVOei747mntwRPr3KtEPX73Mvz7Wx9g86pKZ5n4TXX49LISr+fuql0j2SmtgghKugtUj7EYfFaDL9smLkI8d/8teLBhPjavqsSoYxqD41NunyEuKChpSWxrUe8PNszH1sb5SEtOkF4jPmux3QTOZdtDLPmuZte+WN1GSfcJJvhNAov19jcqWsyFlcZZ0dZ6+nlyOhEXbD3tumsSe3GWWVpYbVpdiR33rcDrW+px9/JSLCvNxq3z8vB+7yg+/XRoFSDi1UZ5QnGS8KFGc77aQ5zbTUzPYmvjfLfNIWLMwnWhe3fTSuxu7YZ9ahZra0oVq5eJG6AEcK9rb22swld3n8SdLYfxfu8olt0gv6nEs9+YTAzVpVl48t7lGByfwjNvOhMzFhVnwppL2tILJf2YFOJi/SPX203Oz/OVHCeO8+kpCWhudPoiAPDPaxd7aaimLAvz8tMgcHglXUQqOc2oi28EQcQfSrZ20D6tmBjfNzyB5sb5SE4w4cf3LndbO/vaJxbgP97uhjnJ5DbmKlcNyjSkLxiNPqo4tuw91oNvrVkkjY9bG+fjW2sWSWuabVfGYJ+a9VnJY2DMEZfxQCIwEnX87GwA1+b+P0vtmxhjFgCfBPBllz9/D8AexthmAN0A7tHoHjXH13lsa5YWY+GWepztG8GF/lHpjFw5wyQaA88FgL4RB7psEyhIT8Fv/9Im7TIRDfaT9y53u7brWby/2nwrDrUNYFYAdh3tks7xWVycqdpAiEHJRc31hjoDNJZRc8afq156hx1SMGzFjdkodzkr2fW14ut+8Nmbcb5/FJxf1wUAKThnTjJh+Y3ZsnrsvjaBZ9/qwB1LCt2y9fa0OoN54k67aBiACUKOYM6m7x4cx9MH27B5VSUYA5aUZGD7/nNux2/4SnoQg+Gu/Ue05eJ768pzpT4p178SE024++ZSVBWmo2/YgdKcVHxycRGu2ifJbscYasdlpV13izzO4hMnUNv3n8XGOqu0ALPzUIfs2OO6s40xwMSAJTdkIjUpUZrUNDdUuZ2VPr8g3eduazWBNddxT+4aNOZcb8uH9pz0udBaWZCOokyzs2x7QxV2t3a7tb2nP8ld1s8Gx6ewoMiZmS/qz5pjQa01x6+f6Knd4kwz7lhSjIGxyPqXrs/NCHpSmhPEevDZn20zmRgKMlLw88POs2NLssxeduCJddWotWbDmiuvpYq8NOy4bwXa+sfcxtyvfWIBSrLM0lzJ9VlbkhNl28OSnKConSUlGbj9pjzpOwCQ+oyc7t++aPP6/Hhrf6OixVxYaZwVbe3u1m43P29wfApVRel4fUs9uq/ZceLSEHYd7cKGj5TJ2vUEE7C1sQo35ljcbLPnfar1C/wRrzbKE4qThA81mlNqDwBec7utjVV4/oh7bE5c6K4sSIcgcGxbsxjn+0bAFfwpa44FP/rDBZiTTMhLS8FHrLlY1FyPLpuzzz5/5Hqc5aE9J7H7SytV9xvSVvhReuan5zYDyfkAvlDSLOdAogkoz0sFA8POQx2SLh/65AL89Au1uDI6hdSkBFTkW7CkJMtn0oXo14cTo/nNBEHEL0q2NjmRyf49LTkB3MP2Prp2CXItyei02fHLP3dKvsG8fPfNxUrjshHHa6Pely8q8tLw/Q01+NEfzsMxI7i10dc+sQCAsw1nBAGci5U8aE5CBA/jXPtyXIyxzwHYDuBNAAzAagDf4pz/VvOLKVBXV8dbW1vDdTmJjoEx3Nly2KtD7nMJNggCx8WrdnRfs8OSnIiizBSv4J3cwtzXPrFAMtBbG6sAwG0yt2ZpMQDgL53XcLj9KjgHXjzeI03GfvOlWzE4Ph3QYh/hF80enJJm1Wpq/3t92L7/LNbWlCLBBHy0PBe3VeYhMdE9q9tTW1sb5+Onc4ON6+f/avOtsI1NojjLjMVFmfjj+SteCTi7W7uxbc1i5FiS8Pmfve12nZIsM/5t43JwcN0GYPH8Z3H3ntEHeYOgu2ZjBUHgOH15CBt3HvXZ/zw58sFVt/5QkmXG391egR//8YKb4z3qmMbY5CxeffcyHrurGk27WqV/33HfCszLS8eVUQemZzkefeU0umwTkt2+Y3ERugfHo8bBDRFNv1is61YJT12K/LbpVqyszHf7m1rt+0oiAq4HoXMsybj/9nJUl2VB4MD41Cw+uDKG51wCxuYkEzavqsSzb3knY8jhee3yvFQ8dlc1khKYUcYDQ9hacZwcGJvEF//9HcX2FJ/nv7/1AbY0LsCXdx3zem3T6kqUZKbiJ4faJXvU3FCF22/KRWZqckyNxeJzM4KNDSZZL0gModlA8Hw2deVZ+PodizA8MY2ynFSYExMwMDbpU5cfXBnDp5/29rOV7NFfOm34y8VBr4XtW+bloK4iTxPtuPr+4lE5nklgNH8DEEWa9ZyzWHMseK93WHac3bmpDrdX5sn6ea6af6C+UkoScn3/Dz97M8zJJjQsLPKpEdEvKMkyY31tmZSo+LEF+airyAvou4XJRsUKUaNboxKK5pRiK8/dfwsKMlLc+pprny3LSsW5/hH0DDlwvm8Ee1p73HzYBz8+HzvebPe6DyX/O8pic6TZOfz5AErIaXb7hhqUZpuRn56C7msTUixAxJeu1MQItUYp9iYIHN3X7OgfmcT41AysuWmYlx/xuQBplog2KOalEl/rAHK2dmtjFd7psOFzt5Tjvd5hCBx49d3L2FhnhcA5drzZ7mVL//GOBRgcnwFjQP38fHy0IjfSNs2o6GprT3Q7j4O9/5d/8WojcV3UkpSAf//zRWxbsxh3LC7CG2f7o8W3IiKDohA0ryTBGDMBEACsBPDRuYtv45z3aX0tI6I2o/d8/6jfTpucyNC0uhICd+7MNCc6s9+eWFeNFTdmgzFghTXbKwDnuqtKRCwbeOu8PCxqrkf/iAOW5ARMzQrotNljIqAdq6jRlMnEcMfiIkzPCtK5xUq6ktu5ubA400uPy8uy0T04jv4RB3qGJ3DHYueZ7qJ2pmcFrFlWjIq8NHTa7F7ZeoPjUyjISNF1kkYBOUIvRH2d6xsJeJeGZ/Zy77ADv36nC7/afCsG7VNISGD4zqvvSYuMj9+9DCsrcmV3+91U6Fy8/MXf3eL1b+LuJtd7pqQhQolAdnqaTAzjcyXrXJEbe5Qy0gWBY0lJBp67/xZMz85ibHIWJy8Nu+3WfuiTC/CL/+dM/hQDhRtqS1VpNxqz4SOBaCv87fJy9SOOdQ3Ktn11aRZ++t/tWFtTCsYAzoGD5/pQmpOKbXvfjqmxWM7GRvJeSOvyuD6ba/ZJXB5y4P5f/gU5lmT87W3lXhXNRF26jpcT0/K2rqY0E/ua672edV5aCna3dkvVczgHdrd2Y82yYumeQtWOa3/tHXZgd2s3dm6qM1ISGBEASnOWHJczkEUc0wKSEhgSE02yOvLUfFVhutvc74l11VhWmqlYPcWVokwzyvNSvapZ3JSfhuVlgleivRJko4hwE4rmlGIrHNxnEvDjdy/D0wfbpPmba/UJ0Ye9s9p7zFDyv4syzfhoeS52N61E77ADJVlmLJ2rEkAYF38+gCuec3MxnianWaUS4VWF6bK+SLirNyiNY0oLUq47rgmCILTC3zqAp39QkG5GYoJzLN66+4TbprXd73TjY4sKZW3v0MQMnnmzHeYkE9YtL6WxOQI4E/Am8MHAmGwblWanYl5+Ghwzs/jF391i6EoeRHSgeZIE51xgjD3IOd8D4Pdaf77RUZoEFaSb0TEwNrfAnIjt+8/6LG3ZabPjwV+f8Pqc3U0rUV2aLXXwinzvAJwvh9lkYqjIS8O5vlEpEytWAtqxitqFrZ6hcXwwMIYH6isBOEv2K5VM9QzgWnPT3AYRa45FMftOLugbiRJ7WpWIJQg5RH09UF8ZcLkuuf6wbc1i1Fpz0Gmzu+36cEwLeOTlM6i15iguqvhacHENvszMcjziUXGC7Hp846qPwgwzdty3QvIt/NlptWOPUsKO6+S1udF5tu5Ol6pFjmkBT/7hgtfOvUAw0kK20VEzYeweHMe2vaeU7V56Cv7hY/PdNLRzU53bzjcai/WBtK6M+GwA4AvPOqulrK8tkxIkAHddVuSleVVUk9P7/MIMRZ9325rFuvq8FOCJLZTmLLubblNcPPWFOJ8HgOlZjt1Nt2F6dha5aYGNpRV5aW6VzMR7+9ZLp5GXnoJV8/MDOpKTbBQRToLVnK94nYhcn33k5TPYvKoSz8ztOH3qQJsqH1YpTuIr3kK23rio9QF8LeTJaVZJl1VF8r5IOP0EscLgub4RPFBfib3HnFVUnOPYSorJxRilN1rxYc+lkD7jhrIbcflSt0Z3RBDXUbMO4OkfdF4dQ6fN7rZW8thr7+O5+2+BOSnBLUYFXD8KSUyIvGgbM0J1nLij02b3GZu6PDSB9oExLCrOxEes1yt90JyECBbNkyTm+ANj7B8B7AZgF//IOb+m0/UMg9Ik6KJtzC2oLJ7tLJbo89ydabNPStnJACRHdGJ6NuTdlbS4HF2oSUAQBI7j3UNuZzSJGutSUSnEcxDpGBgLSCORCOYa6RxGIvYQ9bX3WI/XGef+FkM8d/klJZgwPjWLTpsdNvukZrqVC764ji1k1+MLuVLecsHX/Vvr0Tfi306Hkvzm6WcIcye7+du5R+iLvwmjL7vX3FCF5t0n8NAnF+K/vlqP3mGnhmgsJoyCqxaZwpnxV0avnwcv/vue1h489MkFePIP14/E8hUQ08vnlasGRQGe2EDJTk7PzgY1ziotvtVaAysFbDIxJCUw2Xtr7bqGspxUvwm6VNmEiDbk/FtXmw84/Vi5fsGY++9qfFilMYNictGJWh8g0PZVmneZmPPIFjlbG46FIH/xBqUKGDQPiF4+7LmEjT/9c0ifsfvLt2t0NwThTqCxB19rJRwc1aVZXrZXPBp586pKPH+kC8mJDAXpKRifmiW/N4z0jziQY0lGWnICHrtrGR595Yyb32ZJSgBjIN+J0Ay9kiT+fu6/X3H5GwdQqdP1DIOc02xiwJqn3HcOtxxskzLRAffdmYLA8eGQA8++5W7Ed7d2+9y97HkfSg4zBbSjCzUTsU6bHQ+/dNpLY02rK3Hi0hAmpoWAdiUEo5FwZ+sFUjqeIAJF1FfvsAO7jnZh86pKJJiAxkWFbtV8lHCt2uN59mh5Xiq6bBPSa4PVrVzwxXVsIbseP8gFsHZuqpMNzu1rrsfKyny/n6l1KeMEBrLZBsfT7n3/szej/cooZgVIwdBte09h56Y6tx3G1K6EEfD0C5V06WmfeocdmBW4dMQh55BKqCud7a21z0tHyMU2SnOW3LQU1FpzAx5ntVxcVbq3WQGyPiRplYh2TCaGJSUZsjb/9S31ON8/ivN9I7L9gnO4/R5KbI5ictGLGh8g0PaVKxF/0TYmxZEjZWt9xRuefasDJVkUkyMIInwEug7ga62kMMPsZXsZGL66+6S0obkky4yNdVZs3HmU/N4wU5Jllo7PfOpzK2T9tu9/9mbynQjNUHfQZIBwzufJ/MR8goSI6DSvrMxHZUG6YnZtwtzT99w1IpaU8TTij91VrUkpV3FQcYUcWWPjqSnPwVhpEmbNseCFVuexG502O9QSDRoRs+3F+wzHER9E/OCqr95hZ9LaouJMVQkSInJBhW17T+Gxu6o10a1Svxd3ORmtzxL6Iae11q5rPndSq8Hf2KOE5xiy91gP8tKSsbWximy2gfG0e+1XRtFyoB3PvNnuVvmsteua5FPQWEwYBVct7j3Wo2hv5HzcielZtBxox46D1/UeqL0MBaVF70B8d8K4+LKTwYyzvhbfgrm37Rtq3O6tuaEKr526LOtDklaJWKB32CFr87uvOfW9p9VZUcu1Xzx+9zK8duqy9Huovk40xFuI4AmmfV3HA8bgdvxypGyt0niTYAKevHc5lpZk0TyAIIiwEWjsQcmGLSjKkN7jansLMlIwOD4lvXZ9bZlUXVN8L/m94WFWgHR85vm+UVm/rfOqnXwnQjN0qSTBGDMD+N8AVsFZQeIwgJ9wzsMTaVIgUqUhlTLdGhcV4vab8rx2jSgdtZGUwNzu1/X7WJITMTU7izwVZ5GGUkKbMCYlWWY0N86XSprvPdaDwfEp9I04pIUNX+WnPPuFqJHt+89ibU0pEkzAR8tzYc2xaHbPofZHOq+Z0BOTieGOxUXY3bQSvcMOlGSlYmlJZkD6UnLIkxIY9vnRrZr+oTS2iOfnKZ2PGuo4SGWWw0Mgz1lOawLXf4e/eI82+ySS546VEY/6cPUzBsencENOKm7KT0etNQfjUzOw5qbJlrInfWlDMM9RHFcXbqnH2b4RAN4aKs9LxfzCDJzrGwHnwLz8NBqLibDgT9OefmFxphl3LCnGlVEHLMkJmJoV0Gmze9knc5IJHy3P9Wsv1fapYPoe7SiObVxta/c1OyzJiSjKTAn684oyzSjPS8XamlIpXvDqu/JJDWr6zaeXlSDHkoxTPUOw5qWhb2gcj99VLTvvI60aH/Kj/KM0h7IkJ8IxLbhVEmQMqJ+fj49Yc1BrzZF8HWuORfVz9hVvoZhc7ODazoUZZuy4b4Xbkcuu7euvnyrZ2v4Rh/Tv4ejfvmLZ4uaRcM8DyMYRRHyzpCQDz91/i6qY0sT0LLY2zsee1h5pbcScZMKiogzZ9TTPeWKCSfkIR/J79eXKqPO4jfW1ZVhYnCG75lWZn4Yd960g34nQBL2O23gewCiAp+d+/zyAXQDu0el6folkaUilCZDcjmRfR20UZboH6jy/z9c+sQC/fqcL29Ys9vm9aHE5thAEjvd7R93O2BLPZ/rJoQ4Aygtjcjp6Yl01aq3Z+MTCQkzPClJVEy37jFb9MdxHfBDxgyBwvHG2PySNKgUVijLNPnWrtn/IjS3bN9SgPDcVdywpxPjULDptdsm+a9HvqMxyeAj0ORdmeGvt1XcvY/uGGi8brtUEQrzH7fvPYmOdVcqwF69zx+Ii2WSgeT7sNelLG0J5jiYTw02F6ZiXn4bua3Y8sa5aKlFZnpeKf1g9H//0u3elz/3RPcux9IYMClQSuqJW055+oSBwnO8fxf2//ItP+ySXOOG5mKHm+oH2PTGAZ2KMylXHAef7RzUZ36w5FmxpqMIjL18/m/fxu5d5JTWo1WNiogm3V+ZhcHzKzb5v31CDG7LNbpsw6LhDY0N+lDqsORY8fvcyrz5UnJUi6bt32IFn3myHOcmEdctL0T04Lvk61hyL6nmirzahmFxsIAgcF6/acbZ3BG1XRrGn1bl48+S9y7F/az36RtzbV00/VbK107Mcd7aE7wgONbHscMbkyMYRRPyi1P/n5XtvDPN83dbGKumIhifvXY7Oa3a3JDZx3W3bmsX4xMJCabNcQXqKtNYiQn5veBCP2/jtX7qRaU6UXfP6wRvnsG3N4kjfKhEjMO56sJ5WH8rYu5zzm/39TU/q6up4a2ur9HvHwJjkTIqYk0yKZ81qjRgE8zcBUrpPz/OfP7gyhk8/7f26Bz8+HzvebA/b9yKgmSfuqVm1KGlma2MVtu8/73PioPTeptWVuKkgHU/+4Ty6bBNu/6aFtiLdH+OciGs2GtBCo8FO4pWuvX9rPQTuvnMEgNvY4ito12mzh/ydItR3NY14RINuA3nOgsBx8Hw/2vrHpHJ0rguB3YPjugRfxXsU/Q4tNBFjY0PEbK3Sc3x9Sz0YC2z3WZdtDO9/OIqzfSOYX5ghLaC5fm7T6kq0HGinQGX0Y1j/IFjbEKgtvb6jyFl5QlwcVjt+Bno90UfIsSRLZ65S0D8gDKlZuV2uWvhgImp1FogelV4rnjsv6hEALVCFjm66jTE/Sjc6BsZw/y/fkaqxcA68duoy/v2Lt8gmMyUnMjz46xPIsSTjnroyLC7OxLm+Ea+dqYH0rShrE0PaWiMgN99vbqjCrqPOxbh9zfXSGCCOCZxDNpbrqgm5z92+oUa3+Jy/76gmlh0OAuhPpNkgYYxh40//HNJn7P7y7dBjrSnGibuYV6D46/+irRoYncQXf/GO1+ueu/8WFGSkwMSANU/J+7yvnbqMhz65UNpoVJ6X6pWYTH6vG7rZWnHdU5yLyK1//vCNC9HoUxGRRVGzelWSOMEYW8k5PwoAjLFbAfw/na6likiXhlSTXSsIHAOjk3igvhLA9WM2xPLsrga465pd9vsUpKdQ6Z84Q0nbi4oz8NumW31OZMT3lmSZsb62TCrZmmVOwra9p7B5VSWeebPd7XO10Fak+yNB+EMLjQZbtUfu2jmWZBzvHpJ2dLs65+LYIggcpy8P4VzfCB6or5TGkIf2nMSi5npNvhP13fAQyHPuvmbHqZ5hJJpM+MFnb8bloXGMT81iSUkGEhNNuu3s6R9xlr8ryjRrpgnSlzYoPcezfSP4xxfedbMhYiKNUuLEh0MO/J/X3sfDdy7G+OSM7OeKZQ8d04Jkb6i9CC0J1jaofZ/rovbMLEfzb0+gyzYh9ZMcS5KqzwnkPjttdmnxo3fYgeePdKFpdSVW3JiN8rlS7BR8iz6UEmQLMpJl51zX7JO6jZWB6FHptYx523ba/W5cyI9SR/+IA122CSnOIfbLtiujWFiU4bb7X1xMybEkY9PKcrfKaeJiuBizC6RvUZvEBp02O7bvP+t2XPLu1m6sry3DM2+245p9Euf63BNvfvjZm/1qQi6OYLNPuiVIyL1PD4xUvZX6E0HEL776f0VemuR/P1BfKfs6Do7KgnQc+eCqdIyD6zH3jAFra0qlBAkA6LJN4OmDbdjdtBIT07Pk94aRK6PO9k5JNMm2p2NGkP6fxgBCC/RKkrgVwN8yxrrnfrcCOMsYOw2Ac85rdLquIkYvDekvA9mSnOD2+rTkRPlzFFMSDfW9CP1R0nZ5XprfQcKSnIjyvFSvUumP3bUMOZZkJJjcX6+VtozeHwlCK40GE1SQu/Y9dWVSggTgHbD2NYb0DjtwZdShyXeivhse1D5nQeA43j3kVnquuaEKL7T24Pab8lCRr99EoSjTjHvqytAzOK6ZJkhf2qD0HC/0j7rZkO37z/o9Vqso04zB8Smc7x9FAoPs57puFKJJKqEHwdoGNe/zN34+tOckdjfdpur6gdynZ6Cvd9iBlgPt+G3TrdR/ohjX5Bfgur+2u2ml7JyrqjAdtQIPKNiqVmeB6FHptdwlCU607UZaMCPcIT9KHa7PqSTL7JX84OoLHfngKhzTAtbXlkmvAZx9ouVgm7SpJNC+RW0SG9jsk152vbmhCiaTs52TEkxeY0LblVFVmpCztfGuJepPBBG/+Or/nv63LzshHuPgWsFva2MVAGBietZrQb7LNoGJ6VmsrMzX+ysSLojrVVWF6T7nKDQGEFph8v+SoFgDYB6Av5r7mQfgTgBrAXxGp2v6RDxLzZzk/Mri5Eers7lDRS6g0nKwDffUlaG5oQrTs+5GuigzBVsbq9y+z9bGKvQOjRvqexH6E4q2p2ZnsW3NYq8J/6OvnME9dWWoK8/Vpc8YvT8SRCQ1KnftBYUZilnTgPIYsr62THIatfhO1HfDg9rn3GmzeyXPiL6D3hOFirw0LCjMwJ7WHjQ3uPsjT6yrDkoTpC9tkHuOT6yrxgutPW6v89wpIS7mddrsXp/16ruXkWtJ9vI9H/rkArx4/Prn0iSV0INgbYOa9/kaP8Xfp2dnVV0/kPsUA32uUP+JfpR2uY1PzeKxu6q95lzb9p5ys7lqUKuzQPQo99rmhirJvpM2owPyo9Th+pzkkh9cfSHRVotVVVwRq60E2reoTWKH5ASTbPJMWbYFT967HONT3gtue1p78MS6al18mliHngFBxC+++r+r/733mHd8ytVOzAqQEiQAp91+6kAbAOCjLmsgIuQDRwZxvep7+896teeja5fgxeM9NAYQmqJLJQnOeZcenxsKwZY9DxdKAZXSrFT83/9ux5plxW7/Zs1NQ1VROppWV0LggIkB1lwLlt6QCWuu7+8ld06qUZ4DETihaDsvLQVvd1yT1d6CogzcXpmHfTr0GbX3TFolIoGou4KMZOxuWonxqdmw6k+uf3DuOxtaaQxJMEFyGrUYB40+lsYKap+zUrsvKMrQfaJgMjEsLsnE4PgUdh3tksrMmhhQa80OShOu37t/xAFLcgKmZgV02uykswCQ04+JAYPjU26vSzDJB/xly/0WZ+CafRLmpATUWnMwPjWDG3Ms6Lxmlz6XJqm+IZ8meIIde9S8z9cxA4BT17lpKai15vq9fiD3KQb6PI9lMGL/Ie2qx9cut26F4zIDrb6jVmeB6NFz/J2e5Xj0ldPoHXYYWpuEO+Snq8P1OblW2RJx7ZeirT7fNyLbt+vn5+OTiwsV/VVqE+Oh5ZgmlwThmBaQlpKAv1pQiE6b3Us3g+NTqLVmBxxnIy3RMyCIWMeXffbV/139795hB3YdVT7GUDzGwRXHtPPI8tsq86JmfhbriOtVXbYJt3gj586N49/566UoykzB0pIsGgMITdDruA1DolVpSD0CRSVZZjQ3zpfOdd57rAeD41O4PDyBbWsWexlkk4mhYWERKvPTA1pktuZY8MbZfi+D71pamYheXEteq6EiLw115Tmy2ltcnKnqPPtg+4O//qh0pi9pldATJd3dOi9PV93NzAh4r3cYvcMOlGSlYmlJplv/EATu01lXCso3LipEdWk2AKBjYEzqp7dUBP99qMxyeFB6zq42VyxB53o+rTnJhMXFmWFJOpuXf32RTyw1/OS9y2HNVT+JlLuvirw0nOsbxf2//AvZ/yDx1I9oQ7bvP4u1NaVIMAG3VebhlZOXvfTjeRSBL91UFqTLBnlpUdUd8mlCJ9ixx9/7xPHT9Wxa59EyCW5jrdrrm0xMGpv7R5zVngJdwDZS/yHtBoZS8stF2xhO9wzL+mrFmWZ8cGUMXdfsSEtORFFmit9ND770KKcfNf3G9TMFgeMXf3cLLUJFIeSnq0O01aOOaSkWsvdYj5QYJPpCoq1eekMGlltzcKJ7EAIHXn33MratWYzRyWl88RcnvOwjgKD6IaEvWo9pvo6+FTUmNya4zpV8+QqeyPn3rnP8WLLVSr4Q2TiCiE3U2GclG2izT2L7hhps23sKOZZk3FNXhgWFGbDmpnnZRV92OzHRhDVLi7Fkaz36RyZhn5pBeQCxLUI7xPWqbWsWIteSDEtKIi4PjeM373QjLy0JNvs0EkzAyMQMbqvMQ2KiXoclEPFCXCVJaIEegSJB4Hi/d9TtTPGtjVV+K0MEs8i8fUMNnvzDecVz7YnoQ66dn1hXjVprtt8AGwDY7NNe2qsqSse8fP+OgJ6BU6UzfUmrhJ6EQ3eeE/6yrFT8/vSHeOTlM1I/evzuZbj75lLJ0fO3a0IpACMmSNACR2wgZ3Mfv3sZnj7Yhi7bhNS2nvZbja0OZlEu1N08Sve1pCSD7L/GmEwMdywuwvSsIB2xsfNQh6x+xAXeQAMVrhqameV45JXTbp8bzzaHfBrjUpGXhh33rUBb/5jb2bRPrKvG/q31qnxpEUHguHjVjrO9I2i7Moo9rc7EYyX9y83ljJaUQNpVj2gDcyxJ2N10G6ZnZ5GblgITA9Y8dRg5lmQ0N1S5nV2/474VeO/DUXz9hZNec7GGhUUBt7lW+qFFKMKIaJlAJtdXmhuqsLu1W3aT0nsfjnrF1ZbekIH/+W+Hvezjkq31eL931DB2nLiO1mOav6pQSnMlQP38XEn3RvMXtCSWvxtBEPIEap897UR5Xip+8XcfxTX7FM73j+Jc/yjaroyiuizLzadWU82PxnBjYLNPu83PH127BI/dtQxD9kl8/7/Ou/lkn6m5gdqHCAndkiQYY+UAqjjnf2SMpQJI5JyP6nW9cHHxqrzRXrilHjcVBrfbXm4geOpAG17fUo+K/OADE3Kfu23vKWxeVYln3myXXhdMmU/COMi188MvnUbT6krcVJCOG7LNyEtLkQ0idNrsUlBOfK+oPTWDi56BU6Xyx6RVQk/01p3chP8nX/iIlCAhXu+Rl8+gqjAdN9+YI73XV8Da12J1x8AYtu8/K5UnA4Dt+89iUXEG9aUoQ87mPvLyGfxq860AOHJ92HpftjqUQFQoCylK9/Xc/beQ/deB7sFxKUECuK6f3U0rMTE965XkomaMF/1bm30SHw45pM8XFxt2He1C77Aj7hdVyaeJHP4W1Uwmhnl56Xjw1ye8fOl9zer8YfE6cgtuu452BaR/oyUlkHbVoTSO1lpz8fZFm1v5X9Efq5+fj/z0FHz6afdF1qcOtKFpdSUq852l/gNZFDaafghCK7ReNJXrKy0H27C7aSWqS92PjVOKq3n6qyVZZqyvLcO5vlGc7xtBjiUZvcMO6ocGQusxTU3CuNxcqWNgTJWt9qV7JXu/ZGs9BI6ori5BYxlBxB+B2mdPO9Flm8DpniHMcnhtBJ1fkA5r7nWfemFRBvZvrUffiLfdJvtjDOTWqx577X00ra5EUabZzcfatvcUqkuzqH2IkNAlSYIx9iUATQByAdwEoAzATwA06nG9cNKlcJZo9zW7YpKEvwmd0kAwMObwmXjhD5t90m1RTCwfmOBRgcaztDIRXSjpR+CQkmKefatDNoig9N7ua3ZcGfU/qdIzcOrrTF+C0Au9dSfncB/vHpTtR33DDtx8o/rPVlqsttknsbHO6rZzsbmhCtfskxFzIo1USjyaULK5h9oGsKg4E7XWXNnn6M9WR2oiqHRf41MzUj8UA84JJiA1KRGCwEkrQaL0vCemZ7GyMl/160XduPq3oq/hudggJubG+6JqUaYZ5XmpWFtTKvnlr757mXwanVG7qKZ0Nm0gmlVacBP7gNJneY6HNvukoZISyB9Xh69xVOlIl6LMFCm454o4j7tmn8S5vsB2slFSCxGraO2r+vKJPPuXWn9108pyt/nWo2uXYNQxjef+7EwYpX4YefQY04JJGO8fcbiNCYAzXuupEV+6l9NljiUZx7uH8PBLpzVJJooUNJYRRPzhyz7LxQ/l7ERJtgXf+N27XsnHdeU5qqtDkP0xBr7Wuh577X23DeDUPoQW6HVgy1cA/A8AIwDAOW8DUKjTtcJKWnIizEnuj82cZIIlWTnfRMmx7bTZAVwfCDw/MxRHXRA4Phxy4Nm3OrDjYDt+frgDm1aWozwvFXXludL15MoKEdGFkn44d2qNMW/N+XvviUtD+PzP3sadLYex/70+CAIP6NpaBE7FElikVSKc6K07OUdP4JDtR8VZ2ixAJCeYpIAdcH3hJskzYy5MiItWd7YcVmVniOso2dxZAbI23t/7RFvtayKoJ0r3Zc119sPyvFRsWlmOZ9/qQMuBdmzceYS0EgKBjtn+Xu/q34q+hivi3/1dJx6w5liwpaHKzS/f0lAFa44l0rcW0/ibg4lo4c8q2VHGlD9Lbjz8cMiB8rzUkO5FS8gfV4evcVQ80uVvbyuXbMBPD3Xg/d5RFGbIa8/EgKQEkyr9uqLn3IwgIonWvmogfcWfv2pOMmF9bZnXfOux197H+NSsFIejfhh5jDKmlWSZ3caEnx/uwN/eVo7iTHeN+NK9nC7vqSuTEiTE1/obN4wIjWUEEX8o2WdrjkU2fliS5W0nJqZmZG3m0MS0ap+a7I8xsCisv7qudbn+ndqHCBW9VkgmOedT4i+MsUQAMRHRLspMwdbGKjejvbWxCkWZKYrvUXJsu2x2CAKHNceCnZvq0Nw4Hw82zEd5XmrIjnqnze5VUrnlYBseu6sat1fmYV9zPX7bdCv2NddHXVYx4Y6cI9HcUIUXj/dIAwjg1ED/iMPrvTvuWyFpb2vjfDz8qUV4obVHeo+vSZWek0yxdCFplQgneulOEDg6BsZgYszL0Xv13ct4Yl21Wz96/O5lWFqSFdI1RcanZhV2P81q8vmBonbRivDGl733FSj2Z6uVJoIF6WZ0DIzhyAdX0TEwpnlygtJ9zctPw5qlxWj53AqvgDNpJXjknvcT66phYpBtW3+68fRvlSaxtKjqPOpE7lil7sHxCN9Z7CCOs672Su2impLWTQyq7Z+SHTUxKOpfqYT7Y3dV6+JbBwP54+rwFVAVj3QRz9QFnLt9z/WNoHd4HN9dV+MVW6gpy1L033wtChtlAZAgtEbrRQu1fUUQOEwMXnM1V391X3M9qkszFXc8inE46oeRxyhj2qwAtzFB3O086y4hZd8CDJ1X7Xj2i3VSYqU5yYQFhRkRSXzXGhrLCCL+ULLP3YPjsvHDWQGSnSjJMqO5cT6KZRInnBubE1TbRrI/xmBqdhbNDe7rr65rXSaXzTjUPoQW6HLcBoD/Zow9DCCVMfZJAP8bwKs6XSusWHPTUFWUjqbVlRA4YGJAVZHzbCMllEoGnesbxcS0gOREJp2Da04yYfuGGtyxuCgkR10pKJiUwJCYaAr6/HDCeIiOxMIt9TjbN4IL/aPYdbQLg+NT0lnIgFNz07Pcq1T51Ax3O6/ra59Y4Pb5vsoWqTmD0RdqzokmrRLhRmvduZb7zrEkY2tjlRQUMSeZsLHOil+/3YmffOEjmJoRUJSZgqUlWUhM1CaPUWkMKsoMLdM22CMzqHxd8Ig2t7RpJQ6cu4JZAdh11FnCVy5Q7NpGvs5dtOZY8Pjdy6RFXDFRp2fIji/vOq5buVZ/Y4ivBSLSSuDI+Qs/+K/zGByfkm1bf+3jalv2HutBc0OVW5np7RtqUJptxobaUmnS2jEwFpfH7JDdCx41Y43SsRoLizJkxz9PW+mp9YJ0My7axrDmqcOq7Z8YUHO9hyfWVaPWmg1rrrzWfc3X9gXpW+sB+eP+kWt/14Cd65EurmX5Ww4I0gaJjoExLC3NQmW+BTfmOM9N9qVfpb4RytyMIIyKvz4W6LxETV/xnMM1ra7EgqIMLC7OxLz866+tLEiXkkI9+6s50STZdeqHxsAIY5rSMV+eRy7L6f7bn1mKb+x9F122CZiTTPj+hhrckG1GblqKog6NvsNWrv/SWEYQ8YecfRbnS+IxrGIFgcHxSaxZWowlW+ulY4ZekIm3NjdU4b3Lw6ptI/nSxiDXkoLdrd148OPzUZxpRvfguLTWJc6xb78pj9qH0Ay9kiS+CWAzgNMAvgxgH+f8ZzpdK6yYTAwNC4tQmZ+u2ljKObZbG6tgSUrA9v1ncdfyUq8dRNWlWSE57XotihHGxGRiuKkwHfPy07CkJBO3VeZhckbAt39/Rlo8a26owqOvnMYv/u4WSVtyO9h+/McLbmc7+ZtUBTvJVHtONEFEO679rHfYgeePdKFpdSXKslPRdW1CWuT+h18dw74gz9X1hb+gYjCE0n/pfPPQMJkYqkuzcXnI4bNNA2mj7sFxPH2wDZtXVYIxgHPg6YNtXv5JKGc/+/o+SmMIaUV7TCYGxoB/fOFdt+eq1La+2qciLw3bN9Rg295T6B12YHdrt7TQV1+Vj+rSbElr8T7mk5aDQ61ulCoU7d9ar3r8c9V6x8CYlMDu+nm+7F8wATVf87VIL+AQgRFIUplnWf4u2wQe2nMSm1dV4n/N+YImE/Ppv/nrG6QfItbw1ceC9TH89RXPOVzLgXaYk0xSH3UlwQSvhZmtjVUAKA5HeKPWL3TVfZfNDvvkLH7wxjl02SYAOP2Tf9p7SoohCALXfN6vN776L41lBEEUZZpRnpeKjXVWtw0ZVYXpqLU6jy8WjxlSircC3mO0L9tIvnTkSTABf3NrOZ78wwXkWJJxT10Zvn7HAuSlJ6M4MwUV+emoyKf2IbRDrySJLZzzpwBIiRGMsa1zf4t6AjWWJhPDkpIMqfoE58DzR5zZT5tXOf/mihY7y/RYFCOMj6s2/9Jpw9qaUmnBS1yIddWW0g62hLkN7HrqRimgrfUCHEFEGs9+JgbZHmyYLyUjAfrtKtYjEzqU/kvjU+ioadNA2qh/xIEu24SbHgHo4p8EAmlFH7SqamAyMdyQbXZLrnnstffRO+xAXUVO0HqMRUjLwaFWN0qa7htxBDX+BdtHAp0jki5iC39JZWJbMwZZfYl/F3Xma6zvGBiLa5tKxCdKfUwvHyOQsUBcmHH1iZ4/0oV76srIrhNeBDL+i7rvH3HgWPeQlCAhonbcMCrxPkfQitIbrfiw51Kkb8OJKRGMha65G8puxOVL3RrcEBHNVOSl4bG7qtG0q1V2g7HaeOvzR7rw3P23gINHhW2Md3qHHZgVuLSWOisAP3rjAgbHp/Dc/bdE+vaIGESvJIkvAvBMiPg7mb/FDaKR9iRBppq6FjvLotE5JrQlLy0Fz77V4TM7XSmDvXFRoe5li6j0NBEvKPUzz26l565irTOhQ+m/ND5pg782DaSNjKBROUgr+qBlVQM1vgZAYz5pOTjU6saXpoMZ/8JV+YN0ET+4tvXA2CR+ftjbbopl0l11pqTfeLepBOGKXv0hkLGgKNOMwfEptwUZMa7iWlmLIIDgq08lMP/HaUTbDmgaz7Thw55L2PjTP4f8Obu/fHvoNyPMGOdeiKjHZGJISmCKdkJtLGtwfAoFGSlkV6KEokwzJqZnZddSx6dmInBHRKyjzYHnczDGPs8YexXAPMbY711+3gRg0/Ja0YZotF0xJ5lQV56LmrIs6d/EDGITA458cBUdA2MQPLdyqkR0jldW5ktZxUT8IGane2rLNTtd7jVPrKtGVmoSbqnI01U3Sn2CSk8TsYZcP/v+hhrprHTxb9G0yyjU/kvjk34IAkfHwBhMjKluI6XxQs4/CbdGSSvao8Y/0PqzlGxGQboZHQNjIfu80QBpOXDUjjVaalqPz/OFki5EWx4PfSNeENv6o+W5XvpqbqjCa6cu+9SZqyYsyYk0jyKIOYKZl6ixsYGMBUqvpQQJQklrgfqFFXlpqC7LwtbGqojPz7SE4oKEInMVKUL5Kb3RGulvQWiAkp1gYDAxGDaWRQRPRV4aPlqeK9vu1lxqR0J7tK4k8WcAvQDyAfzI5e+jAE5pfK2oQq6c2vYNNbi9Mg8mE8O+uQzignQzLtrGsOapw3F5ZjOhHWqy08XXLNxSj7N9I7jQP4of/Nd5DI5P6a47KjFMxAuufbF/xIHpWY5HXzmNqRln6bAFRRlYXJyJefnRs3uU+q8xcT3TNceSrPrcRaXxAoDkn9AO59hBy93raj9LyWZctI3hwV+fIJ+XkEXtWKN1RYZIV3jwdT439Y3ox9MvtCQnYHpWwJplxYo689REeV4qHr97GR55+Qz5YUTcE+i8RK2NDWQsiPS4QRgTLcdzk4mhYWER5heko9aag/GpGVhz06IqhiAHxRUIRTSoSEHVKGIDOTuxtbEKX919EoPjU9hx3wq8vqUeA2MUy4oVTCaGWyty8a/rqvH/e+m01O6P370M5bmWSN8eEYMwzmNzV0pdXR1vbW2N9G1AEDg6bXb0jziNcoIJ6BtRNtAdA2O4s+WwV5mgfXQem1HRbISNpGZddVeSZcb62jIkmIDGRUWoLs3SzZEQ+wc5LWElJjRrRFztfVFm7Nv4MPZfTT80lnXrqa+SLDPuqSvDihuzUZ6XZkgbq6bfRClxYWsDaT9Pm2FikJKCRaLVHsYIhtRsMGNNtNuVWPIVdMaQmtUCTw3L2cvyvFS0fG4FJqZnaR4VXcSsbiNJIGOFGhsb7eOIxpBmgyRexvNQ+4sOcYW40yxjTLMjLrRITDDSvUTJulfMx7y0shNdNjtOXBrCC6096B12AIhNuxol6GprOwbGcP8v38HamlJkmBNwQ7YF3TY76qsKdF2rImIaRdFoXUnCeTXGVgJ4GsBiAMkAEgDYOeeZKt6bDeDnAJYB4AD+HsB5ALsBVADoBHAv53xQh1vXlGCyhrU4j40mdESgiLoryTJj08pytBx07jzeeajDTbNaayvazksk/BOv9ketvY+lMzep/xoPT331DjvQcqAdv2261ZDtFIyfFK82xogE2n6eNuPIB1djxh7qTTzrPtCxJhaqMCj5Cv0jDunf400H8YSchp9YV40cS7IUDAaALtsEJqZnsbIy3+v98WoviPglkLHCn4212Sfx4ZAD2/aeitpxhNCPQGxsLM39ldDC76K4AkHENlrZiYq8NHTa7Gg50O72b7FmVwkn/SMOdNkm8OLxHmxaWY5/+t27cEwL2PFmO55YV41aazasuTTPIbTB5P8lQbEDwOcBtAFIBfAAnEkTangKwH7O+SIANwM4C+CbAA5wzqsAHJj73fB02uzSAAA4jfZDe07i4lW74vmHoZ7HJg48d7Ycxud/9jbubDmM/e/10Tm2cUKw5xeLultfWyYlSADXNdtps5O2CL/EmkYC6U9K9r7TZnd7HZ25SehJpPQV7Nijtt+4XieWbEy048vPVQPZQ3WQ7gMjULsSLMHaPTUo9Y3pWU46iEE8tXTxqreGH37pNO6pK3N7n5y9JHtBEP7xZ2P/dP6qlCABqB9H9BwXCGMQqI0Nt68bCQ2Gy+8iCCJ6UWsnfNkw0f6+e2mIYghxQlGmGeV5qfjWnYu91qoefuk0XjxxmeY5hGbolSQBznk7gATO+Szn/BcAPu7vPYyxTACrATw79xlTnPMhAHcBeG7uZc8BuFuPe9Yapazhs30jik61eM6SaPADPY+NHNT4JZSgmKi7BBMUM91JW4Q/YkkjgfYnX7tEXAnVxhOELyKhr1DGHrX9RiSWbEws4MvPDcT3IHvoG9J9YARqV4JB74Voub6xfUMNHn3lNOkgxpDT0tneEVkNLyjK8GsvyV4QhH/82VjGlGMiSlCCUnwQqI0Np68bKQ2Gw+8iCCK6UWMn/Nkw0f7uae1Bc0MVxRDiAGuOBVsaqtB+ZVRWPwIHzXMIzdDluA0A44yxZAAnGWPfB9ALQI21qgQwAOAXjLGbARwDsBVAEee8FwA4572MsUK5NzPGmgA0AYDVag39W4SImDXsef4cOPBAfSX2HnOen/TQnpNYNHd2ksnEsGZpMRY11wd1Hls8lHOLJbTUbPc1O871jeCB+koAwN5jPW7a8oWou9LsVOw81OGl2cIMM2mLAOBbs7GkEdcASEmWGetry3CubwSl2amyZ58p2XvPbOZQbTwRHEbzD/QiEvqSCxZu338WpdlmjE/N+ixDq7bfiMSSjfFHNGhWqf0u9I9iSUmm33O9yR6qI1p0bxTNBmpXgkFpkUSNz60Gub5hs0+iyzbh9rpw6SBWj2/QU7Nqn5mcltqujMpqeHFxJvb5sZfRYi+I4DGKrY02PPvkHYuL3PqTp40NdBzRe1yIZmJJs4HaWL18XbkxJlIaDIffFW5iSbNE/GBk3aqxE/7WNET72zvswK6jXdi8qhKMAfXz8/HRityYmJvEG/402z04jkdePoMH6itl9WNONNE8h9AMvSpJbAKQAOBBAHYANwLYoOJ9iQBqAfx/nPMVc+9VfbQG53wn57yOc15XUFAQ+F1rjFzW8D+vXYKdhz7Azw93YNPKcpRkmb2y58Tz2FZW5kuJE2qh0sXRhVaaFQSO491D2HmoAzsOtkv6yrEkS9ryV3rPZGKoLs1SzHQnbRGAb83GkkZEB7wky4xNK8vx7FsdaDnQjo07j8juyAhkl0goNl5PYrlErNH8Ay1Qaq9w68szWFiSZcbGOis27jzqdxdToLurYsnG+COcmg2271fkpeGJddVu7dfcUIUXWnvcfA9fO0KMag+NRLTo3ih21p9d0WKsC8euSc++kZeWErHjlGJ1d7RemlV6ZjMzgpf25LS0p7XHy7Y+ee9yzMtP82svo8VeEMFjFFsbTczMCHir/SpePnkZ/+8DG+7/5Tt442w/KvLSZG3s3mOB71Kl3fTKxJJmXW1sSZYZX/n4fDQ3zkdqUqLiuKi1r6s0xtjskxHRYCxWhoslzRLxg5F1q2Z+Jq5p7D3WAxMDHvrkAmxpmI9r9kkA7va3d9iBZ950rn0UZKRQDCFK8adZm30Sm1dVIj0lAd9eu8RNP1sbq5CRkojyvFSa5xCaoEslCc5519z/TgD4TgBv7QHQwzl/e+7338GZJNHPGCuZqyJRAuCKdnerHyYTwx2Li7BzUx1au65hVgB+eugDbKyzYuBoF1oOtmHzqko8+1YHGBg6BsZCzioWBx4xgzgWHFTCP502Ox5+yb0Eb8vBNjStrkRhhlmaSHnqYs3SYje9yWW6W3MsUpb6zzbV4ZFXTqPLNkHaIryIJfsjOuDra8u8zj6T25ERjh3Reu7kVGsjCGNgpPby3BWgts8AgfebWLIxRiEULZlMDLXWbDStroTAAc6BXUe7MDg+hYJ0MzoGxjAwOkk7K0OEdO+Ov7HQl13RynZGYtdkpHRAu6MDR6nC0vSsgG17T0ntt31DDWpKs7y0NDg+hVprtt+qEXKQvSAIdwSB4/UzvW59r7mhCtv3n8Wi4gzJjrn2nd5hB3a3dmPnpjokJTBV8y6lcaEgnQL3sYSok+37z2JjnVWa8+w81OHlT+g1d1cal3c3rYxIRQeqDEcQRCjzM+D6mkaOJRmbVpZLttWcZELZhhrUCpx83DhDEDg+HHLg2bec1c7L81Lx43uXo+3KGCZnBDx/xBl32rmpjjRAaIIuSRKMsYsAvNJoOeeVvt7HOe9jjF1ijC3knJ8H0Ajg/bmfLwL43tx/X9H+rvWhe3AcTbta3RxVMTnimTfbkWACtjZW4au7T2JwfEpVoM7X4EMOanyitHNhQVGG39J74r+76qmyIB2VBemyweTtG2pQmm1GbloKaYtwI5bsj+iAn+uTPxdarpyXuEtEj0UDNQs7oQRiaBEkurh4Vb69Fm6px02F8u2lV6DOc7KaYFI+x1mpDK3afhNLNsYohNr3rblpWFSc6WWbLtrG8OCvT+CB+sqIlH6PpeMBYkX3WrRJIEm/cnZFq7EuEkG6SOmAjm8IHLlntramVFqkBZzPcNveU/j5F+tktWTNTZN0HAjRYi9iyUYTxqbTZvfqe2I8ztWOBdp3PDVszbF49eWtjVW4aBvDvHzSd6xw/ZhaMzbuPOrlT+TdfwsKMlJgzbHgjbP9uiS0K43L41OzEVtA1DMOQhCEsQl1fgZct2tyG2627T2F6tIsVBak+x2nyb+MHS5edfffumwT+Nqek9J6qkhSAqM2JjRBlyQJAHUu/28GcA+AXJXv3QLgPxhjyQA6ANwP57EgexhjmwF0z31eVKDkwDLmzOpdUJiBf913Fr3DzhJo/gJ1agYfclDjD6WdC4uLM2EyMUUd9o84cK5vVFFPcsHkbXtPYR8tnBIKxIr9uR4AScXOQx0RP2PT38JOqLtjaREkuui6Zpdtr+5rdtkkCT0rT3gGlVOTEnXtM7FiY4xCqH1fblHBxIA1Tx2WPjfcu9qMVGlFK6Jd91q1SahJDlqNdZFaiI6EDmLxrHG9kXtmSgmE71y8hvUrSoOqGqGE0e1FLNpowrgo2f0EE7zsmNq+o6ThxcUZbtW1xF2OFDuJLUwmhvGpWVldHW6/ip8f7sDOTXW6bUBQGpeLMs24dV6e4ZPkCG9Kb7Tiw55Lkb4NgggKLZLQRbvGmO8NN77GafIvYwulmCdzaUpx7CMILdDruA2bx5/+jTH2FoB/VvHek3BPshBp1ODWwo6SA2tiwBPrqt0SJAD/gTra7UvIobSjbV6+M2tcSYeW5ATc/8u/KOqJFk6JeMZkYqguzTJESTd/fTHUsYEWQaKLtOREBZsu79bp7Tu4TlYFgRuizxDq0KLvewYrjnxwVfo88Vxv15KZeuuBfGXjoVWbhOqXajnWGX0hWiuotG3gyD2zj5bnympvVgD6RhzSWfXxANloIpwo2f268tyg7ZiShv/v39Si5UC71+spdhJ7KOmKc6ceWruu6RZH8zUux4tvEmt82HMJG3/655A+Y/eXb9fobggiMLRYNxDt2vm+kaDnauRfxhZKMU8x34XmpITW6HXcRq3LryY4kx4y9LiW0ZFzYJ9YV41aazYA55mjrvgz/notWlNJoujG3442pYnU1KzgU09aL5ySzohowFOndywu0nSHXzD464uhjg20CBJdFGWmYGtjFZ46cH3heWtjFYoyU2RfH86EN6OX+o73cUhNeehQ+76rveoddmDX0S40ra7EihuzUZ6XpvszpwRP46FVm4Tql9JYpx5XW7GkJAOvb6nHwJjxbHqkCPT4S2uOBds31EhlY81JJjQ3VGF3azc21JZG+NuEF7LRRDiRs/vbN9Tg9sq8oO2YkobTUuQD+qlJCRAEHvd20yhoMReQ01VzQxV2He1yXoPrV0nN6HMtgiDiC602XaxZWowlJRkoz0vDwy+dDniuRv5lbCEX83zokwtQnpeGn3yhFiVZZkzNCui02WkMJDRBr+M2fuTy/zMAOgHcq9O1DI0vBzaY3ZYlWWY0N86HwJ2/7z3Wg8HxKcXBR80EgEoSRTeebXxLhfeEX0mHnTa7T2dGy2CyWp3F+wIWEVl86VQrxzoYjfvri6FOTAIJtlAfjTzW3DRUFaVLJX1NDKgqSoc1V942+9OH1m2q1S4mre8rnvwduWcHQPb7a50I5mmvBsensKg4E3+1oDAsz1nvyjhkAwNHqzYJ1S91Hev6RxywJCfEXHBFC33Gk60MBl/PB4DivOzTy0qQY0lGa9c1zArA7tZubFuzWPckHaPZLKpeRoQTpTkOAHQMjAXVLxSPO8hIkV04b/7tCWxbs5jiHgZAi/FNbLeCjGTsblqJa/YpnLg0hF1Hu6QqwUc/GMB311XjW0Es9KmBKkYQBGEUtFo3MJkYrLlpaB8Yw9bGKuRakpGWkohcS5KqRENf/iWNt9GHNTcN8/LT3GKeqUkJeGLf+3jsrmps3HmU5qmEpuh13MbH9fjcaEXJgQ00A1gQON7vHZXO+hZ3jlYVpcsOPmonAFSSKHoJZJInp0N/zoyWWepqdEZBWSLS6G0Pg9V4sNViApmYqAm2UB81BiYTQ8PCIlTmp6uyzb70YdQ21eO+4sXfUXp2S0oyZL+/eFa2Vs8g0jvc9KwWYNT+YnS0DJ6Fqi2TiaEiLw3n+kalI+dipR210me82MpgUXo+S7bW4/3eUcXnn5howqr5+SjLScWVUQc21JbqbhuNaLOoogsRbjznOKH2CyUNW3PTYM1NQ2nTShw4dwWzAqSFc4p7GINQxze5dttx3wosKs6UqgSX56Xic7eU498OXMDmVZVIMAF15bkhVS8hCIIwKlqvGzz22vvYWGfFt199z60C1GdqbvD5mYpjc46FxtsoRBA4pmfdK4NwzvHwpxbj0VdO0zyV0BxNkyQYYw/5+nfO+ZNaXi9c6JlxFkgGsJxD/9SBNry+pV72ftROAKgkkfFR0mCokzw1zoxWWepqdEZBWSLSaG0PPfuuiSFojfvqi+FalKQ+ahwCsc2+9NExMBaRNvXnW+mhtXjxd5Se3XP336L6+4fq+0Zyh5ue9pBsYHCE2iZyegzlecdqO2r1veLFVgaL0vPpH5n0+/zDYRtd+4slORHb9581lNYjnUhHxC9i3+i02XG+bwQ5lmT0Djs0j6GMT82i5UC723so7mEMQh3f5NrtwV+fwP6t9VJVttSkBGmH6zNvOnVgTjJJScnxDO3mJojYRMt1g7U1pdjd2o3NqyrB5szDk384j+rSLJ+f76uCNo230cd7vcP4xu+cxxSWZJmxvrYMV+1TWFSSiakZ7vZamqcSWqB1JYmMuf8uBPBRAL+f+/0zAA5pfK2wEEyGt16On5JDPzDmwE2F3oZA7QSASl4aF0Hg6L5mx/HuIa8zudYsLdYkiBmuhQw1OqOgLBFptLSHcuPHE+uqpYCcSDAaVxpn9O7L1EejFyV9BNKmWvk3anwrPbQWL/6O57MTJ5U2+yS2Ns7HntYeyQbJff9Y2N2olz0kGxg8wbaJHnqM1XbU6nsp2criTHPQ5eljCaXnY5+aibiu5PpLc0OVWxn4SNxTJHxWInoIx8Kpv76hZQyF4h7GJdS5gFK79Y04sLIyH5UF6TjywVVDta1REhNiYX5BEERwqLVDRZlmZJkTsLHOipaDbW7j9TX7ZFAby2i8jU5E36ymNBMbb7Hisdfeh2NawM5DHdjaWIXnj3T5jGkRRKCYtPwwzvl3OOffAZAPoJZz/nXO+dcBfARAmZbXChdKGWedNrvs60XH786Ww/j8z97GnS2Hsf+9PggCl319IIgOvSu+DIHa14slicTXUslLYyBq6cUTl6UECcBdg4FqIpKo0Vk0fR8iNtHSHsqNHw+/dBr31LkPh4FqXM9xxh/UR2MPtW2qpe7U+FZ6aC1e/B3XZ1eSZcamleV49q0O/O//OIGfHurA395WjpIss+L3D9T3jSfIBoYfPfQYq+2o1feSs5U77luB93tHI+J7GA2lsaQ8Ny3iupLrLy0H27C+9rrvGc57iqTPSkQH4dKIv76hZb+guIdxCXUuoKbdjNS2RrLBNL8giPgkEDtUkZeG6rJsKUECuD5eJyUEt4RpJJtMqKckKxXlean4h4/NlxIkgOtV9cW4eqzG9Ijwo2mShAtWAFMuv08BqNDpWrriK+NMDj0dv0AderWvF0sS7Wuux2+bbsW+5nrK5jUAopYEDkUNRtOCjxqdRdP3IWITLe2h0vixoCgjJI1HMsBAfTT2UNumWupOjW+lh9bixd9xfXbra8u8ggxPHWjDv21crvj9A/V94wmygeFHDz3Gajtq9b3kbOW8vHRa3JhDaSyZlx95XSn1FzGuHO57okUxwh/h0ohS32BM+35BcQ/jEupcQE27GaltjWSDaX5BEPFJIHbIZGLgCmsg41OzQV3fSDaZUM/Skkz8y2eW4lzfiKweVtyYHdMxPSL8aH3chsguAO8wxl4CwAGsA/C8TtfSlUDLselZxifQ8zsDeT2VvDQerlpS0mC0nenqT2fR9n2I2EQre6g0fiwuzpTOLA1G45EsF0d9NPZQ26Za6k6Nb6WX1uLB33F9dhf6R2XbjYMrPoN4OZYkGMgGhh899Bir7ajl9/K0lUYrHx5plMaSSOtKqb80LirE7Tflhf2eqMQx4Y9waUSpb9TPz8f6FaWa9wuKexiXUOYCatrNSG1rJBtM8wuCiE8CtUPFWfK2oigzOFthJJtMqCcx0YSUxAQIXH5NrDwvjeYShKboUkmCc/6vAP4ewCCAIQD3c86f0ONaehNoxpneZXxEh148786fUQ/09YRxELW091gPmhuqFDUYa20ca9+HiF+Uxo95+WkhaTzS5eKoj8YeatpUS90FUumKtBYc4rNzrVwj4q/daLeFb0iX4UUvPcZqO+r1vSLte0QLkdaVUn+pLs2OyD2Rbgh/hEsjSn3joxW5ERsDIm0viOBQ025GaVsj2WCaXxBEfBKoHdKroqgRbDIRGMVZZrz67mWvNbHtG2po7CA0R69KEuCcH2OMXQJgBgDGmJVz3q3X9fQi0Iwz0ZiLpYTI8SOCxVVLu452oWl1JRYUZWBxcSbm5VPWI0EYHb0ylmmcISKBlrqjbP7wEUy7UfsQRoL0aAzI94gOjNZfSDeEP8KlEaP1DYIIB0aywdQHCSI+CdQOka0gRCry0rBtzWJs338Wm1dVIsEE1JXn4vbKPNIDoTm6JEkwxv4awI8A3ADgCgArgHMAlupxPb0JpBwbGXNCK0hLBBH96FHan2wDEQm01l08HHthBIJtN2ofwkiQHiMP+R7Rg5H6C+mG8Ec4NWKkvkEQ4cBoNjjW+mDpjVZ82HMp0rdBEIYmGDsUa7aCCA5JO8UZhhjDiNhGr0oSjwFYCeCPnPMVjLGPA/i8TtcyHGTMCa0gLREEIQfZBiISkO6iE2o3giC0gGwJEQykG8IfpBGC0A/qX/rxYc8lbPzpn0P+nN1fvl2DuyEI40J2iAgW0g4RLkz+XxIU05xzGwATY8zEOX8TwHKdrkUQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBOEXvSpJDDHG0gEcAvAfjLErAGZ0uhZBEARBEARBEARBEARBEARBEARBEARBEIRf9EqSuAvABICvAfgbAFkA/o9O14p5BIGj02ZH/4gDRZl0/g5hLEifBKEv1MeIWIM0HXmoDQgiuqA+G19QexNE9ED9lVAD6YQgIoApEYyF3s9uKLsRly91a3BD0QPZLCLSkAaJcKJ5kgRjLAHAK5zzTwAQADyn9TXiCUHg2P9eHx7acxKOaQHmJBOevHc5lpRkoHeYjAQRWeT0+cS6atRas2HNJV0ShFqUnD+lMWDN0mLqX0RUQuOG9gQ6eSS7QhDRRST6LAWlIvcMyEYTRPRAfm38EMqYQHadICKEMIONP/1zyB+z+8u3a3AzkSUQG0Y2i4g0pEEi3Ji0/kDO+SyAccZYltafHY902uySQQAAx7SAh/acxIsnLuPzP3sbd7Ycxv73+iAIPMJ3SsQjcvp8+KXTePHEZdIlQahEdP7ubDnsZdeVxoBOmz3Cd00QwUHjhrb4sh9KkF0hiOgi3H02GLsSa0TyGZCNJojogfza+CDUMYHsOkFEOXMVKUL5Kb3RGrHbD9SGkc0iIs3Fq/IavHiVNEjog17HbTgAnGaM/QGApF7OebNO14tZ+kcckkEQcUwLEMcx0Ugsaq5HZUF6BO6QiGd86ZN0SRDqUJqALGquV+xjV0Yd1LeIqITGDW3xZT+UniPZFYKILsLdZ4OxK7FGJJ8B2WiCiB7Ir40PQh0TyK4TRJSjQUWKSFajCNSGkc0iIk3XNbusBruv2XFTIWmQ0B7NK0nM8TqARwEcAnDM5YcIkKJMM8xJ7s1kTjKBuyT7iQMVQYQbX/okXRKEOnxNQJT6WGGGOZy3SBCaQeOGtviyH0qQXSGI6CLcfTYYuxJrRPIZkI0miOiB/Nr4INQxgew6QRCRJFAbRjaLiDRpyYmyGrQk67Xfn4h3dEmS4Jw/J/ejx7VinYq8NDx573LJMJiTTNjaWIUXj/dIr6GBiogUcvpsbnDqk3RJEOrwNQGR62NP3rscFXlpkbhVgggZGje0JZgABtkVgoguwt1nKTAa2WdANpogogfya+ODUMcEsusEQUSSQG0Y2Swi0hRlpmBrY5XXemhRZkqE74yIVTRNv2GM3QWgjHP+zNzvbwMomPvnf+Kc/07L68UDJhPDmqXFWNRcjyujDhSkm3HRNobB8SkANFARkUXU58It9TjbN4IL/aPYdbQLg+NTpEuCUIk4ARHL37nadc8xQEycMJlYpG+bIIKCxg1t8WU/lCC7QhDRRbj7bDB2JdaI5DMgG00Q0QP5tfFBqGMC2XWCICJJoDaMbBYRaay5aagqSkfT6koIHDAxoKooHdZc8qsIfdC6Rsk/Aficy+8pAD4KIA3ALwBQkkQQmEwMlQXp0rlP8/LTsI8GKsIgmEwMNxWmY15+GpaUZOL2m/JIlwQRAP4mIJ5jAEFEOzRuaEewAQyyKwQRXYSzz1JgNPLPgGw0QUQP5NfGPlqMCWTXCYKIFMHYMLJZRCQxmRgaFhahMj89buejRHjROkkimXN+yeX3tzjnNgA2xhil+mgEDVSEESFdEkTwUP8h4hHSvTbQcyQIQmvIrtAzIAgiMMhmxDbUvgRBRDNkw4hogzRLhBOT/5cERI7rL5zzB11+LQBBEARBEARBEARBEARBEARBEARBEARBEESE0DpJ4m3G2Jc8/8gY+zKAdzS+FkEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhGoY51y7D2OsEMDLACYBHJ/780cApAC4m3Per9nF/N/LAICuMFwqH8DVMFwnWIx+f4Dx79HX/V3lnK/R4iJBajaSz46uHZ3XjrRmg8XodsIfdP/Bo5lmgZB0a6Q2NNK9AHQ/ckSjrY30c4v09Y1wDzFha0PUbKTbwCj3ABjjPox8D0bRrBYY4Tn7gu4vNFzvL5p1a/TnrAf0ncOj2Vh7zrH2fYDo+k7RbGdFjPK8jXAf8XAPese8jPAMQyGa7z+a7x0wxppYtD9DV+i7RBZFzWqaJCF9KGMNAJbO/foe5/yg5hcxCIyxVs55XaTvQwmj3x9g/Hs08v1F8t7o2vF17UgT7d+d7j/6MdIzMNK9AHQ/sUKkn1ukr2+Ee4j09Y2AEZ6BEe7BKPdB9xAejP4d6f5Cw+j3p5ZY+R6BQN85dq+pJ7H2fYDY/E5GxijP2wj3QfcQOnT/kSOa7x0wxv0b4R60gr6LcUnU40PnkiJiNjGCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIIjowxTpGyAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgggHlCQROjsjfQN+MPr9Aca/RyPfXyTvja4dX9eONNH+3en+ox8jPQMj3QtA9xMrRPq5Rfr6QOTvIdLXNwJGeAZGuAfAGPdB9xAejP4d6f5Cw+j3p5ZY+R6BQN85dq+pJ7H2fYDY/E5GxijP2wj3QfcQOnT/kSOa7x0wxv0b4R60gr6LQWGc80jfA0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhO5QJQmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIOICSpIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCIuoCQJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiDiAkqSIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiLqAkCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIg4gJKkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIi6gJAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIOICSpIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCIuoCQJgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiDiAkqSIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAgiLqAkCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIg4gJKkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIIi6gJAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIOKCmE2SWLNmDQdAP/Sj949mkGbpJ0w/mkGapZ8w/WgK6ZZ+wvSjGaRZ+gnTj2aQZuknTD+aQZqlnzD+aAbpln7C9KMZpFn6CdOPZpBm6SdMP5pCuqWfMP1oBmmWfsL0o0jMJklcvXo10rdAEAFBmiWiDdIsEY2QbologzRLRBukWSLaIM0S0Qjplog2SLNEtEGaJaIR0i0RbZBmiUgTs0kSBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQruiSJMEYy5X52zyV793KGDvDGHuPMfZV8fMYY39gjLXN/TdH41smCIIgCIIgCIIgCIIgCIIgCIIgCIIgCCLG0auSxKuMsUzxF8bYEgCv+nsTY2wZgC8BuAXAzQDWMsaqAHwTwAHOeRWAA3O/Ez4QBI6OgTEc+eAqOgbGIAg+j10hCENCOiZ8QfogCEKE7AEhQlog4gXSuvGgNiEIQm/IzmgPPVOCIFwhm0AQxoL6JKE3iTp97hNwJkp8GsBCAM8D+BsV71sM4CjnfBwAGGP/DWAdgLsAfGzuNc8B+BOAbdrecuwgCBz73+vDQ3tOwjEtwJxkwpP3LseapcUwmVikb48gVEE6JnxB+iAIQoTsASFCWiDiBdK68aA2IQhCb8jOaA89U4IgXCGbQBDGgvokEQ50qSTBOX8dwI8BvAHglwDu5pyfVPHWMwBWM8byGGMWAHcCuBFAEee8d+6zewEU6nHfsUKnzS4ZDgBwTAt4aM9JdNrsEb4zglAP6ZjwBemDIAgRsgeECGmBiBdI68aD2oQgCL0hO6M99EwJgnCFbAJBGAvqk0Q40DRJgjH2NGOshTHWAqABQCaAiwC2zP3NJ5zzswC2A/gDgP0A3gUwE8D1mxhjrYyx1oGBgaC+QyzQP+KQDIeIY1rAlVFHhO6IUII0qwzp2JgYRbOkDyIQjKJbQh9i0R6QZoMjFrUQLZBmwwtpPXS01iy1CREOyNbGN9FoZ4yu2Wh8poS+GF2zhL5Eq00g3RLRhlrNRmufJKILrStJtAI45vLzAwB7XX73C+f8Wc55Led8NYBrANoA9DPGSgBg7r9XFN67k3NexzmvKygoCPnLRCtFmWaYk9yb1pxkQmGGOUJ3RChBmlWGdGxMjKJZ0gcRCEbRLaEPsWgPSLPBEYtaiBZIs+GFtB46WmuW2oQIB2Rr45totDNG12w0PlNCX4yuWUJfotUmkG6JaEOtZqO1TxLRhaZJEpzz5zjnzwH4HYBfufz+KwAvqPkMxljh3H+tANYD+A2A3wP44txLvgjgFS3vO9aoyEvDk/culwyIeFZPRV5ahO+MINRDOiZ8QfogCEKE7AEhQlog4gXSuvGgNiEIQm/IzmgPPVOCIFwhm0AQxoL6JBEOEnX63AMAPgFgbO73VABvALhdxXv3MsbyAEwD+ArnfJAx9j0AexhjmwF0A7hHh3uOGUwmhjVLi7GouR5XRh0ozDCjIi8NJhOL9K0RhGpIx4QvSB8EQYiQPSBESAtEvEBaNx7UJgRB6A3ZGe2hZ0oQhCtkEwjCWFCfJMKBXkkSZs65mCABzvkYY8yi5o2c83qZv9kANGp4fzGPycRQWZCOyoL0SN8KQQQN6ZjwBemDIAgRsgeECGmBiBdI68aD2oQgCL0hO6M99EwJgnCFbAJBGAvqk4TeaHrchgt2xlit+Atj7CMAJnS6FkEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQhF/0qiTxVQAvMMY+nPu9BMBGna5FEARBEARBEARBEARBEARBEARBEARBEAThF12SJDjnf2GMLQKwEAADcI5zPq3HtQiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCINSgVyUJwJkgsQSAGcAKxhg458/reD2CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAhFdEmSYIx9G8DH4EyS2AfgUwDeAkBJEjGAIHB02uzoH3GgKNOMirw0mEws0rdF6AC1NUFEL9R/CaNBmoweqK0IQj+ofxFEbEJ9m9AL0pYxoHYg4gHSOUEQRoHsEREu9Kok8VkANwM4wTm/nzFWBODnOl2LCCOCwLH/vT48tOckHNMCzEkmPHnvcqxZWkxGKsagtiaI6IX6L2E0SJPRA7UVQegH9S+CiE2obxN6QdoyBtQORDxAOicIwiiQPSLCiUmnz53gnAsAZhhjmQCuAKjU6VpEGOm02SXjBACOaQEP7TmJTps9wndGaA21NUFEL9R/CaNBmoweqK0IQj+ofxFEbEJ9m9AL0pYxoHYg4gHSOUEQRoHsERFO9EqSaGWMZQP4GYBjAI4DeEenaxFhpH/EIRknEce0gCujjgjdEaEX1NYEEb1Q/yWMBmkyeqC2Igj9oP5FELEJ9W1CL0hbxoDagYgHSOcEQRgFskdEONH8uA3GGAPwXc75EICfMMb2A8jknJ/S+lpE+CnKNMOcZHIzUuYkEwozzBG8KzqjSA+M2taxCmk4toh0e1L/JYxGLGky0v1bb2KpreKRWNdntEP9Sx2k4+ChZxcZqG8TeqGVtqLdNkT6/qmPE/EA6Vx7Im27CCJaIXukDWSD1KF5JQnOOQfwssvvnZQgETtU5KXhyXuXw5zklI54HlBFXlrE7kk8o+jOlsP4/M/exp0th7H/vT4IAo/YPcUCRmzrWIU0HFsYoT2p/xJGI1Y0aYT+rTex0lbxSDzoM9qh/uUf0nHw0LOLHNS3Cb3QQlvRbhuMcP/Ux4l4gHSuLUawXQQRrZA9Ch2yQephzpwGjT+UsWcA/JJz/hfNP1wldXV1vLW1NVKXj2nEDKQrow4UZkQ+A6ljYAx3thz2yizb11yPyoJ0vS+v2Rc3omaN1taxSpg1HNOaNQIRtkkSMdR/Nb1p0m3kiAVNBtC/o9rWxkJbxSMhjj9RrdlogvqXb+LFzuqBUXzQeEVl3ybdEgET6rgR7f6BUWwbjd9RQ8Q1G82QzrUjEj4tEJ+6JSKC7raW7FFoGMV/MhCK4tH8uI05Pg7gy4yxLgD2uRvgnPMana5HhBGTiaGyIN0wncnXGUXB3COVobmO0do6VglWw6RVY6KVTQq1fan/EkYj2jUp9kktfQ6jEu1tFa8ojT/9Iw7p38lfiDyx3r9C9V+0ntvFE3o/O5p7+CbW+zYROULVVrT7B0r33xVme0R9nIgHSOfXIZ+WICIL2aPQMJoNMvJcUq8kiU/p9LkE4YWWZxSJZWge2nMSjmlBKuWzZmmxYTotEXsEo2HSqnHRwiZR+xKEsRD75Pm+EToXkTAsSuPP9CyXdhDQeELoiRb+C50/Gzx6PjvyTQkieol2/0Dp/k9cGkLLgXZD3ztBENEJ+bQEQUQ7RrJBRp9LmnT63Mc5512uPwAe1+laRIwiCBwdA2M48sFVdAyMKZ6Xo+UZRZ02u9RZAWd21UN7TqLTZg/+ixBRgVq96UEwGiatGhctbFL3NTvO9Y3ggfpKPNgwHzmWZGpfgtCYQOy+aHP3tPaguaGKzkUkVBFu30Ju/Nm+oQaPvnKa/AUDEknfUy+08E/p/NnAcNUR58CO+1bo8uxo7kEQ0YPn+GLNsUS1fyA3LmxtrMILrT0AjHXvsTi2E0SsI9dvyacliNghXsdmI9kgo88l9aoksdT1F8ZYAoCP6HQtwkBoVTYlkOwik4lhzdJiLGquD/mMIqOVoSH0xVWvM7Mcj7xyGl22ibBnswWjYdLqdYxWrilUmyQIHMe7h7DzUIdk/5obqrDraFdcti9B6IGcn7HjvhWYl5eOK6PetkS0ub3DDuw62oXNqyrBGFA/Px8frcg1ROYzYSwC8WW1Gsfkxh+bfRJdtgm318Wrv2AklPRxx+IidA+OG8anCRQt/FMt53axir85zP6t9egb0fbZ0dyDIMJPMP6Br/FlX5T6B57jAgPDV3efRO+w87iQkiwz1teW4UL/KABEbMww+i5Jgog31NhQpX5bkJFMPi1BxACxMDYHGy8ykg0y+lxS0yQJxti3ADwMIJUxNiL+GcAUgJ0qP+NrAB4AwAGcBnA/gG8C+BKAgbmXPcw536fhrRMaoKXRUcouWtRcL9txtDqjyEhlaAh9kdOruBDdO+zwqTc9CFTDpFUnRnV2QrFJnTY7Hn7JfVdPy8E2NK2ujLv2JQi98PQzcizJaOsfw4O/PiFrS1xtbu+wA8+86Sztu35FadRMrIjwotaX1Xockxt/yF8wHnL62L7/LKZnBWzbe8pQPk0gaOWf0vmzyqiZw+xrrsfKynxNr0tzD4IIL8H6B0r+x745/yNa/QPXcaFjYAyD41MAnAkSm1aWo+VgW8THzkDjmARB6IdaG6rUb3c3rSSfliBigGgfm0ONFxnFBhl9LqnpcRuc8+9yzjMA/IBznjn3k8E5z+Ocf8vf+xljpQCaAdRxzpcBSADwubl//jHnfPncDyVIGBAty6b4yi7SEyOVoSH0RU6vLQfbsL62TPpdb72FAmnVidHLNQWDkv1bUJQRd+1LEHrh2c/W15bhqQNtiraEbC4RKGp9Wb3HMdKuMZHTx9qaUilBAohOn4b0pj+RmsNQ2xJEeAnWP1Drf0Rzn3a99/W1ZVKCBBDZsTNScUyCILxRa0OV+u341GzU2kiCIK4T7WNzrKx7GN3v1OW4DTUJET5IhLMSxTQAC4APAVRocV+EvmhZNiVS2UWuZWj6RxywJCdgalZAp81OJbFiDCW9srkmNlI2m1JZJaOUTIokRi/XFAyFGfL2b3FxZty1L0HohaefwRh82hKTieGOxUXY3bQSvcMOlGSZsbQki/okoYhaXzbQcSzQUovkLxgTOX0kmHzboWhAjd6MdkyakZF7VpGaw5AtIYjwEuw8V63/YRTfNpgxwdUeXegfNczYafRdkgQRT6i1oUr9tijTjFvn5dH6AEFEOdE+NsfKuofec8lQYwy6JEkEC+f8MmPshwC6AUwAeINz/gZj7HYADzLG/hZAK4Cvc84HI3mvhDdaGh0xu8izlEw4sotMJoaKvDSc6xvF/b/8S8RL9hH6oKRXzo2VzeavrJIRSiZFkmh3djwRBI6LtjFsbaySdrWLbT4vP/J6JIhYwdPPSGC+Sw4LAscbZ/sNd7QPYVzU+rKBjGPBllokf8F4yOnjo+W5MeHT+NKbUY9JMyJKz2phUUbE5jBkSwgifAQ7z1XrfxjBtw1lTBDtEWCcY0MiGcckCMIdtTbUV7+l9QGCiH6ifWyOpXUPveaSWsQYGOdc05sKBcZYDoC9ADYCGALwAoDfAfgDgKsAOIDHAJRwzv9e5v1NAJoAwGq1fqSrqys8N04A0D7oJWYARWKnSsfAGO5sOexlgPZ5n1cU0g2RZiOHnF63b6hBabYZuWkphskMDkCLaokpzcZasF1s7xxLMtbXloExwMSA9StKUZEftwHpkBvSaLoljIGrn1Gcacb7vaOKtiQIWxxTtpYIDjW+bCDjmA4+gSuk2TDjqQ9rjiXiC1Z6o7GGY1qzSs9q/9Z6r/HKiHMYQpGY1i2hHaHMc9X4H0aIeWkxJhgtHhDJOCYhQXaWCMg2+Oq3Os+/RCjmRUQjUWNro3lsNpqfY0S08Gl1qyTBGEsAUOR6Dc55t5+3fQLARc75wNxnvAjgds75r1w+92cAXpN7M+d8J4CdAFBXV2ec7I84QeuyKZHcqRKuUjak2cgRLSVjjVZWyWiajZZ2VIvY3r3DDjzzZrv099tvyovnJImQMZpuCWPg6WdYc9MUbUm4bTFpNjZQ48sGMo4ZzSdwhTQbOHL6iCWfRg4jadjomlV6Vn0jjpjXCaGM0XVLaEco81w1/ocRYl5a3IPR4gFUcSf6ITsbGwRiG3z1WyP5rr4g3RLRRjg1G81js9H8HCOihZ3WJUmCMbYFwLcB9AMQ75ADqPHz1m4AKxljFjiP22gE0MoYK+Gc9869Zh2AM9rfNaEGf+e7RLPRcSWWStkYDSOdQxwNeiUt+iec7ai3fqm9CSI4tOibvmwJ9U0iUALRpNpxjHQYe8jpxOi+aSiQhtXj61l52gxB4OgYGDPE/IogiMBR8hn0nOcawR5rdQ/RENcJBCPFzAgi2lDyrYPFCLaSIIjQieaxNdb8HK3Rwk6b9LgxAFsBLOScL+WcV8/9+EuQAOf8bTiP1zgO4PTc/e0E8H3G2GnG2CkAHwfwNZ3um/CBWN7lzpbD+PzP3sadLYex/70+CELsJSiK5xWZk5xdJNrOKzIq8aQhrSAtGodw6JfamyACh/omYTT00iTpMLaIR7+YNKwetc8qHnVEELFEpPqwEeyxEe7BaJBNJ4jg0aP/kJ0iiOiHxtbYRgs7zTjXXgyMsTcBfJJzPqP5h6ukrq6Ot7a2RuryMUmYzuEyDCrPK9Is5SweNBtvGtIKjc/OIs0GSbj0G81npemEpl8+3nQbDxi0b5KtjWP01KSOYwRpNszEq1+soYZjXrNqnlW86iiKiXndEoERyT5shJgXzX3dIZuuCWRn4xS9+k8Y7BTFvIhoJGpsLY2tsU+oPq0ux20A6ADwJ8bY6wAmxT9yzp/U6XpEGIjUOVx6lcOJl6NDjES0nOXmD7Wa1Eq7pEVj4E+/1N4EERm0GlvU+AViJnL/iAMA4j6QS8ijtb+jtmxsNJeQjEfU6ETLNjWKPmLRz9Hr2ap5VoHaG6PogCAIJ6H6DL76dDTFvHTYvwcg+mxerMTMCCISKPWfLo1sgF52iiAIfaGxNfbQ+thSvZIkuud+kud+iBhA6XwXBoaOgTFdJhtiOZyH9pyEY1qQyqWsWVoc0rX0+lzCN7FwlpurdnIsybinrgwLCjOwuCQT8/LdAxKksdiiMENevwXp5oi1d7QFfQhCD7TwT9T0YbLrhIg/26ulv6NWd6TP6EHUj4kxnzrRsk1JH/qh57NV4+cFYm9IBwRhPJTmmGp8Bl99GoDh+7veNinS9jkYYiFmRhB6EIpPdOLSEFoOtAdlA8h3IgjjEOzY6yueT0Qfethlk8b3CADgnH+Hc/4dAE8C+JHL70QUI3e+y9bGKnx190ndzvLptNklwQPOLK+H9pzEXzqvoWNgLOjrKX1up82u2b0T3oR6RpAgcHQMjOHIB1dDav9QELWTY0nGppXl2HmoAw/+5gQ+/bR7HyCNxR4JJmBrY5WXDUwwRaa9tT5TzQj9iyACQdSszT6J7RtqQvJP1PRhsusEoM72anl2rZLuuq/Z3Wz2xaukT6MjCBydV8fw8snLuLPlML66+6SXX+GqEy1tDtkv/dDr2ar18wKxN9GiA/JJiXhBEDgu2sZ8jgVK7+sYGMNfOq8p9ulo6O9632Mwn6/G/uh5trmWPiRBxApKfW5mRnDrr9Yci+y6xQutPQCCszHRYEsJIh4IZexNMAEPfXKBm2146JMLkKDLyjihN3rYZV0qSTDGlgHYBSB37verAP6Wc/6eHtcjwoPJxLBmaTEWNdejy2bHiUtDeP5IF3qHnSWnH9pzEos0PstHqRzO4far+PnhjqCzhKjMTmRw1VCgZ7kZJXtX1M762jK0HGzzMshiHyCNxR69ww48f6QLm1dVgjFnqb3nj3RhhTUbnCPs7a3kFARjh43SvwhCLZ6aLc9Lxc5NdZgVhKD8EzU2m+w6AaizvaH4O57I6S7Hkozj3UN4+KXTks3+4WdvJn0aGNFmnesbwc5DHXBMC5Jf0bS6EituzEZ5XpqbTrS0OWS/9EOvZ6vWzwvE3kSDDsgnJeKJTpsdD/76BHIsydIc08SAJSUZinp37SMP1Fcq9ulIzE8DRW+bFMxxRGrsj5bzcE+09CEJIlZQ6nM7N9WhaVerW3+9Y3ER9s31HwaGr+4+KcUFxPcGYmOiwXciiHgglLF3YGwSKQkmNK2uhMCdvlZKgglXxyZRkU/9ONrQwy7rlS+zE8BDnPNyznk5gK8D+JlO1yLCiHhmoTkpAS0H2mUdDX8EsjNELJXlijnJJE34gs0SUvpcKmGnP6KGVlbmo7IgXfVkT+sssWB3KInaYUw56OD6OldIY9FNUaYZyYnX9coYkJzIUJhhjkh7+3IKAoWy44low1OzXbYJNO1qBQdU+SeeY0BJlv8+THadANTbXn/+jlo/RE5399SVSQkS4vXbroySPg2MaLMEj0Wr3mEHWg60IzU5wUsnWtqcUD6LdvX7Rq+xQY2tEdvm7Ys2AMAtFXk+51fRMI6RT0rEE2I/7x124Jk327HjYDtaDrSjb0R5Ptd9zY5zfSN4oL4SC4syUJ6X6vbvYp+Ohv6u9z36+3zP8a37mjr7o+U8XI5gY2YEEaso9bnWrmve1fYGx6X+U5CRgsHxKbf3BWpjosGWEkQ8EMrYm5xgwnf3n0PLgeu+1nf3n0MSlZIAEH3zfT3ssl5KSOOcvyn+wjn/EwCqDRZDBCvGQEvjyJWaa26owovHr5fK6rLZA+7EVMIu+tByIhpKiSZROwkMin1AEDhMDHhiXTVpLIaw5liwpaEKz77VgR0H2/Hzwx3Y0lAFa44lIJuilfOhpVOgd6CHILRGSbNpKYl++8XMjIBXT33oNga83zuKHfet8NmHyXcgAG1sr5wf8uqpDzEzI3i9Vk53CwozvPS/p7WH/A4D42qz1OpHjc1R61MEa7/0LCkeK+g1NqhZ3Au0bbS8V72CaeSTEvFEoD6FIHAc7x7CzkPO+eg3fvcu/mH1fClRwrVPi/29PC8VX/n4fDQ3zsfPNtXBmmPR/XupRW/f2tfny9nQ491DyLEku32GnP2hRVOCCC+FGfJ9LtljgdOzv2phYygGQBDGIJSxd3xqVnZ+MT416/a3aEsW0IJonO/rYZd1OW4DQAdj7FE4j9wAgC8AuKjTtYgIIIrRtQzd9zfU+J1wBVoaR+6Ij11Hr5fQNieZcOLSEFoOtAdUipNK2BkXQeDotNnRP+JslwSTc5edJTkR5Xmp6LJNSK8NdiIaSokmUTtLSjJQnpfmVur6yXuXw5pjkUo05liS0bS6EguKMrC4OBPz8klj0cjMjID3eodxeWgC5qQELChMx6nLI3BMC3jk5TOoteagsiBdlU3RsoSwnB0O1ikQnU1Xp5ECPYSRUdJsUUaKbL8wMeDIB1dRmGHGlVEHtu095TUGvL6lXirNWZxpxqwAvH3RhqLM6/2ZfIfYx9UPcW17ES1sr+iH5FiSsb62DIzBebZ41zXcOi/P7XpyuuMcXvofHJ9CrTVb0jDpM3z40oz4bxPTs9jaOB9vnruC5oYq6cg2X/rxZ3MC8SmCtV96lhSPFfQaG/zZGjk7cr5vBEtKMhTLxvq6V3+2zxU9j8Qgn5SIJ9T6FGL/7LTZcWXEga2NVbDPBfZ/cqgd37hjEdJSEryObbpjcRGmZwXJ7zXa8TV6+9a+Pr9jYMxrfHv4pdNoWl2JlgPtKMkyY31tGRJMQGpSonMjzNx9ybXb9g01sNknpX83wvMliFghwQRsbazCUweu+88PfXIBKvLS8GDDfADAofNX8LFFhRifmkXHwJhkR5MTmVuJfdfqsGqgGABBGAMln8maY0HHwJjPOYxi/DDz+vwiXEf+BTLnCgfRON/Xwy7rlSTx9wC+A+DFud8PAbhfp2tFLUbrFIHi6WgMjU/hT21X8LGqQnQPjst+r2DOjBFLzVXkpWFiWpBKZZmTTNjaWIXnj3RJnxNIJxY/16gdPtJEQp9yA5LYxoPjU3j87mV4+mAbumwTKM9LxWN3VaN/rhRlIPcX6tlFJhNDRX46rLlpWH5jtptBdh1cxBLK5iQT9jXXR1X/jmdctX9Dthl/6RzEIy+fkTT57bVLgXe6pEQJUTdqbIqrPsTAy7m+EZRmp6K6NCsgjWjpFGiZcEFEnmj3L9SgOEHKTYM1N03qF/lpKWgfGMOapw5Lr3t07RLkWJK9juQYGHNgZWU+KvLSfE6OjOA7xEMbRwI1E2MtbG//iAM5lmRsWlnutlhelmPBjDCA0myL22d66k4QuKL+xdcSymjZf3xpBoCsX/ufp3tVJ9H6sjnBJJ+Lc6pOm90rCUwOOodZHXLtFKrO/NkaJTtSPue79Q7LX1fpXgMJCuoZTCOflDAqevheanwKpRjJ3mM9GByfQnNDFdLNCbgxJ80rNtI9OC6bGGykwLfevrXS5yuNb9ZcC8rzUrGxzirZ1p2HOtxsomu79Y84MDkj4Nu/P4Mu20TIiyrk4xNGJxIa7R124PkjXdi8qhKMAeZEE1ISTGj+7QnJLn7nr5fi//6p3W0T5ZKSDDz46xNeC6P7ArSBRokBEEQ8IWdrPH0ma44Fb5zt9zuHUTO/CEeywMyMgNfP9BoqeTVa5/ta22VdkiQ454MAmvX47GhDyXkIV3aSXnTa7LKORtPqSiQnJKBpV6vs9wplZ4jnBJKB4au7T8qeO27kTmwE/Dm1kdKn3ID01IE2bF5ViWfebMcjL5/B7qaVmJ4VcHnIoagzf2i1Q0nOIEfr4EI48dT+js+vkBIkAGdbfue19/D9z96M5t+c8Cp77G+yKOqjJMvsFtT2DLyoRSunIN6z42MpGBXt/oVa/GlWXAh8q/0qvrrbfVx57LX3pV1iIq592eiZ1JFq41jqJ0qobftQbW9Rphn31JVJY4B4rUdfOYPNqyrx7FvHfLZpvNvsUNC6//jSDABZv/a5+29BQUaK3536an0KV/z5nIF+f9rVHxxa6cyXrVGyI647odVeV07H2/efRWm2GeNTs5psfAjkO5N9I4yGnr6XvwQ2fzGSloNt+MkXPoJPP33Y694oNqGM0vjWN+zA1+9YhH/63bs+/UGTiaEiLw09gxP4h18d02TeEKvzuHiYQ8Q6rm04M8vxyCunNUkKUktRphmD41N45k3n/P0rH5+PHW+ec+t33/79e5JdFPvhc/ffQjaQIKIQQeA4eL4fp3qGIXAggQHVZVloWFjkNjeSqwqlFL/xN7/Q22cSBI4/d9gMl7xK830nJv8vIYLF15kuSgG1Tps9wnetDiXDIXCgteua4vcK5MwYuXOAxAnkysp8FGSkSFUlROKxEweKmrOGIqVPJV0xdv3/J6ZnkZuWIjuo+Lo/Vz2ZGHQ7U47Op4xuPLVvn5yR1eTE1IzfM03lzvAS9bG+1juo/dCek7h41R6x889c7atYGSMeiMbz13wR7f5FIPjTbKfN7uaTiDimBVhzLG5jwPa5I8M6BsZwoX9UcXJkBCLRxrHWT5TwNTHWkoq8NMwvTFf0ecQ2PX15SHE8iFebHSpa9B9Xn7LTZlfUjJKeOLjPNgvUp3DFn88Z6Penc5iDIxx2uiIvDQsKMxTn5K7X/UvnNZ9+padWS7LM2FhnxcadR2U1qPd8h+wbYTT07tO+7L6aGMnx7kGvezt9eQglWRSb8EQcw232SWzfUOM1H3jh2CXVcwFfc41gfMdYnMfFyxwilvFswy/tasXGOitKssxh06inP5pggk+7KP4+Phe3cyXebSBBRAPd1+xo6x/DzkMd2HGwHT891IG2/jF0X3O3NYHEb/zNL4KZ38itXSqhtc+gFTTfd0JJEjriy8HVKwgbSOcMBSXDYWLArPvXcvteYubWvuZ6/LbpVuxrrpfNOFXjSFMnDg41E69wLRJ4oqQrzp3BuubG+RifmsXA6CRyLMmq789TT2ueOozkRIbXt/jWYTCQLqMbT+1bUhJlNTkvL81NN2oDGqI+lCZ1Z/tGIhZACNf4YTRiLRgVqv2OJR30jzggcMj24YGxSWxeVYnmxvnYuakOn1pSjDfO9uPOlsM48+GIoYMpkfAhY62fKBGuREeTiWFpcaaizwM4n/GBc1cooKyCQOyWFjbS1ad899KQomaC1VOgPkUgPmeg31/t3I1wx9dz1mqcNZkYFpf4tiPidQ+3X/VpRzy1qpTMG8zGB4KIBdTYzlD6ti+77ytGIv6/XAzuwLkreL93FDvuW0F9dQ7XMfyenxzFk384j52b6vCbLznHt08vK8G2NYuRwOTnD57jt6+5RjC+o55xuEjN8eJlDhHLyLVhy8E2rK8tk35Xo9FQNOjpjzYuKvLr/5iTTLgxx0L+CkFEIf0jk3jqgPtc5KkDbegfmXR7nZbxm0DnN4EmAWrtM2gFzfed6HLchiuMMcY5j8uIni8HV49SJuEszSZ3ls/WxirMy0/Dd//zrNtrPb+XmhLFasodUynO4FBTPihSpXaUdPWfp3vxt7eVSwOk+Pfnj3RJx634uj85PT346xPY11yPlZX5mn4H0mV046n9nx36AN/+zFJ859X3JO09fvcy1FpzkJh43bFRW5ZL1Edpdip2Hurw6mOuu1bk7J5exGppTzXEWhnaUOx3rOmgKNOMV9+9jOaGKrfz2rdvqMHNZVnoG7luo13Hib3HerzeY6RgSiR8yFjrJ0qoOatSK+YVpHtdq7mhCruOdgFwX/QI53gQbYT7+AhPn3JPaw+2Nla5+aiumglGT4H6FIH4nMF8fzqHOXCUnnNBulnTcXZevvzc6fkjXW7X5dy3HfG0fUrJvKIGab5DxBv+bGeoPrQvu39LRZ5iPxf92if/cN7tvaIP8dCek3h9Sz32UV8F4D2Gd9km0LSrFftc7OKapcVYUpKB8rw0PPzSaZ/jt6+5RjC+o15xuEjO8eJlDhHL+Ktmo0ajWmjQ1R8VBI7tG2qkCsPmJBO+vXYpfnKoXbqnrY1VSEwgf4UgohGlqs7jUzNuf9MyfhPo/CbQY3q19hm0hOb7YUiSAHAMQG0YrmM4fDm4egRh1XROrc6CEw3Hwi316L5mR3KiCebEBOSmJePRtUvw4K9PhPS9AgkOxnsnDhQlXTIwdAyMoSIvLayLBK54DkgF6WYkmIBaaw6++It3vDIIPc/bVbq/QCdmofYT0mX04qn9C1fGcEN2CnZ/aSX6RhwozUmFOTEBf+m6JmkDACzJiaoDGiYTQ3Vpllcfe2JdNX7wX+4BrnAFEAJ17mKJWDt/LRT7rbcOwn0erTXHgsfuqsa53mH84LM3o8tmR01ZNm6vzENiogkV+de/k+s40TvswK6jXdi8qhI1pZmoKsowVDAlEj6knkFbI51RHM6FP9dr9Y84MD3L8egrpwEAzY3zcWOOBVdGHSjJMqN32EEBZQUCtVtq+o8vXXr6lL3DDjx/pAvP3X8LOLibZgSBY0lJBp67/xaMT83AmpuGefn+9RRIfwvU54yUjx9vKD3nBBM0HWfl5k4XbWPSkZSeyVeiHRGTA1017vo5qUmJssm8gW580BujjSFE7OLPdiqNRQu31OOmQv99xFeMptNmxx2Li6REBzFGssKajcIMM6w5FiQlmGSTLh3TAgbGHFJp6XhHTVzIZGKoyE+HNTcNy2/MdvMHAef556LNseZYsG3NYmzffxabV1UiwQTUlefi9sq8oGyRP50Fa/MiOdePtbl2PKLUhpyrr8xw8aqyBuV8En+6NpkYPr2sBDmWZLR2XcOsAOw93o1taxaj/coYJmcEPH+kCyus2ajIT4+4v0IQRGDkZ6TI2p28tGS3sbAww4ylNwQ+31YikPlNoGtNFXlpmvoMhLaEI0kiblvZl4OrRxDWX+ecmRHw5w4bWruuQeDAq+9exrY1iwPK3PR0ystzLTjfP4r/9R/H3b7j/q31bjs0A/1e5Ejrh5wuH127BCcuDWJiahbVZVloWFgUsWxbz+zgTpsdg+NTstpecWM2ftt0q9/7C0RPsbaTmggMOdtszbGge3AcU4KADwbsbtnqT967HMmJDI+99n5AO8/lrmNikILaIp47lPQKBMfzDo9YWzAKxb/QUweCwHHwfD9O9QxD4EACgzTeaKFjz/5hzbHgjbP9bu26fUONlCDhiec40TvswLNvdbjtLDMKato4UHvhr+316CdGHW/DufDn6fM8d/8tON495LZzUVzoGByfCtoPjuWFxEDtlr/+I6fLJ9ZVo9aaDWtumqxPOTg+hYKMFLfrKc275uX77zN6jktUASA8KD3nty/aghpnffVhT5s1L995JFyXzY4Tl4akBImvfHw+EkxAekqiou11tUdG942MOoYQsYFcn/NlO5XGorN9I6qC9UoVNb+6+yQGx6ewfUMNPr2sxM1OuCb7rllajNKmlThw7gpmBWDXUWfFTYqhuRNKEqLSXGZxcQa+/ZmlSEtJRFFGCqy5oS3OKOksFJsXybl+rM214xG5Nty+oQal2WZsqC316UcKAsfFq3a83zsiq8H+EQfO9Y0GpevERBNur8xDVmoiLg9NYHFJBmQEMtMAAQAASURBVH7yp3acujwCgNYQCCKamZyZxdc+sQA//uMFyTZ87RMLMDkr4K32q25z7KbVN2HUMY2JqVnMcq5qvq0Fga5dSmN8cQbNww1IOJIk4vKoDcB/EErrIKyvzikIHK+f6XVb3GtuqML2/WexqDhD1T3IOeViaT/PbFDxGAO5ySUAv4FacqT1w1WXXTY7HNMCvrf/LLpsE9JkfH5BesSzbV319kB9pay2y/PSvO5PTnOeeirPS8Vjd1Wjf8R5VIerBuN5Rz3hxHPRStTh5lWVePatDi9tNK2uRJdtQtp5nmACGhcVoro0W5WzIx5IVZZtUbR7egeC4zkxLRYXjIL1L/TUQfc1O9r6x6SdqZ7jTSio9U+27T2FijyLW990HTN+tqkOj7xyWhoPjex3+GrjYOyFv7bXo5/QeOuOycQgcEgJEsD1M3+bVldiUXGmXz0q+d2xvJCo9fERcrp8+KXTaFpdiZsK0nFDthm//LuP4sSlIdinZqVFEs9KFKHMu/Qel4xQASAekHvOwehVyaYvKclA77By0kRFXhompgUkJzJsrLNKibwA3KpEyNlerTSoZ4IWjSGEXvjyo5Rsp1LfvtA/iiUlmQHZfTHByfVo0W17TyHHkoxV8/MV+1B6ShKW3ZCFqRkBn7/FillB8Bqf4p1QKjUozWU6rozhif88L32WNdf9eQdqB5XG6FBsXiTn+rE41443gm1DNTFdS3IC7v/lXxR1rdR/BIGj+5rdK7l8a2MVBsamMDg+Zei5PEEQvslLS8Gv33HG2Blzxs1//U4XFhZn4B9+dcxtjr3z0AdYW1OKZ9/q0CzGKIfcxqxA1y7VzsNjeZOLUTFcJQnG2NcAPABncsVpAPcDsADYDaACQCeAeznng5repU6EMwjly+HvtF3f/QxcD7puXlWpOntYzinftvcUNq+qxDNvtkuvcy3jKTe5TE5kXsdxeAZqyZHWF1GXA6OT+F//4X2MRa01R5cBJRCCOR/eV0BD1NM1+yQuDznQtKtVVoPxvKOe8MZVh4zJn88szCU59A47JFt4m59yWUpadS2l6mr3OgbGdA0Ex3tiGi0YOdFTB/0jk3jqQJsu400g/smBc1dweciBNUuLAXgvHou7YnLTUqLW7wgmiKqm7bXuJzTeeqP0TFbcmI2/WlAY1LiysCgjphcStbZbSm0gcOci1YMfn48EE5PsmXg9V7SYd9G4FJsEo1clm+557KDSfLo024yNO49K7xe4vD+r9bGWeif40hhC6EWwftQT66plK0HdflNeQHa/f8SBlgPtbv/mmBbQ2nUNZTmpsptE9r/Xh+37z7olRMmNT/FOKJUalOYyP/jszdLvcscda2UHQ7F5kZ7rk08T/QTThv5iuk+sq8bUrKCoa6U1hTsWF+GNs/041zfilfT51IE2PHf/LSjIiN65PEEQ14+m8IzVffv3Z2Tn2GK8Xq81rUBj+HpcK1Y2uRiVcCRJfETtCxljpQCaASzhnE8wxvYA+ByAJQAOcM6/xxj7JoBvAtimy91GMb4cfiWHOsEE1dnDSp+RmuRetlrMSO6+Zse5vhE8UF8JANh7rEcK6KiZcJIjrT/2qRnZNh2fmgnL9dWe+ex6PvzikgzcmJOKpSVZXoODv4CGqKUvPPuO4mvieUc94Y2n3ZPThqePImbE+6LTZpfOIWNz73fdYSomt7190YaiTLPugWBKTCMAfXWg53jjyz/5ysfnS33s1XcvY1aAZPNNDF5+yra9pwx5xEYgBGMvImEDYmm89Zfpr3YngCU5UfaZ5KYl+20LJR/o//5NbUwvJCppF3A/N1ytnn2du+yYFlCQnoJvv/qez7mMFvMuT2g3SWzgb4FOro19Je6I/+9rPj0+Nev1/nDYXr0rPcTSGEIYi2D9qFprNppWV0Lgzh2PwR6VpaTtWcF5b567qy3Jidi+/yzW1pS6VYyJtaRIrVBTqaEky4z1tWU41zcCa24qUpMSFY+AHZ+ccfvdVSda2sFQbB7N9YlIoBTTteam4vLQBFbcmI0RxzSaG+dD4M65uHhMUEG6GacvD0lzdfHfHtpzErubVkrVKeT6JAcnm0cQUY7cuGWzT6LLNuH2OnGOPStc/12rNS05X8vTRyjNTkV1aZamNoeq5UUG3ZMkOOeC/1e5kQgglTE2DWcFiQ8BfAvAx+b+/TkAfwIlSXjhK3im5FDXleeqzh5W+oylN2SiPC/VrTw1A3CqZxgMTkdncHxKyqQvzU7Fgw3zJScnlgK10UZ5bhrK81KxtqbUbRHJs0SgHvjLjFM6H37zqkr84wvvypaZ7R9xIMeSjPW1ZdL32Xusx01fkTh3nYheXHWolP1un5yRXiOekzY9664xT/s8PDGF+24p9zpf7Zp9UjZj/meb6nQPBFNiGgHop4Py3DRZDYvjTSgLgL78k//1H8elfvTttUvxxnu92LyqEh9cGUNiggmvnLws+S+inxLtPonS8yjONPtcNA63DYiV8dafP6N0hnXDwiIvjU/NznqNM80NVV5jitw9dM4doeaKY1pAWop84kUsLSTKnRse7O4LOV2KtsGcZIIlJdHv4lmw8y6l41IuXrXjbO8I2q6MYk9rj1RCWM/dJJSUoR2uz7Iky4xZAbgy6l02Wml30swsV0zcEXHddenZbp563HusB1sbq7yqoWhte/VO8I2VMYQwHsEeizMrAAsKM5y2+lhP0OXeK/LSsH1DjdeRTbtbu3HrvFzMzAj4U9sVN7/igVWVignJ0e7X6o1ooy/0j0qLH5tWlmN3azc+91Er3u0ZxmOvvY8tDfNldTEwNun2u6tOtLSD1hwLdm6qczuHfduaxar1RXN9IpwIAoclOcErAeLZtzqkYwQ/uDrmVmVatHPb1izGRdsYHnvtfaytKUWCCXj87mX41ZFOvHnhqrSOAIQn6ZMgiMjgOW6ZGCSbAlxfb1xUnInHXnsfgHuMMRTk5mbNDVXYf6YXa5aVSPGanYc6VM/L1cwJAaqWFynCUUlCNZzzy4yxHwLoBjAB4A3O+RuMsSLOee/ca3oZY4URvdEwojZA5SsYCDgz2X/42ZvdgmvbN9Tgdj8l4V1Rmqz9y6vvoeVzKzAxPYuCdDMu2sbwqZbDXoFF8Uzl7msTePatDunvwWTXBwsF/Ny5MTsV//KZpThxaUiaaG1pqEJ5riWkz1XznP1lxvkKUouv9Swzu/SGDPztbeVuQb+tjVUozryur0icux4sgeo1XvWt5/d21WHvsAO7W7uxc1MdkhKciTwJJuC/zw9Iu4ZMDEhNMiE/PcXt/jzt83fXVePX73S56f/Hf7yAPU0rZfvGI6+c9rK/gQTdjKoNo95XtBENz3Fevvxixrz8tKAXNF2/98821eGRV05LCQ/bN9TgXzx2e3/ntfcUx5XeYYfkp0R7YEVu/Nxx3wq83zuqS8m+YPWn53gbzj7hz59ROsNa7qzMvLQU7G7tlqoMpc1VJRpxzKBjYEz2e4j953zfiKx/U5SRErULicG2YyC7L+SusWZpMRZuqcfZvhFc6B+V5ivNDVW4PDTuNyAr1wfl5l2u1y7McM6hXIPFO+5bgakZLmuz9NxNEohNjobxJ5K4PsscS7LXPGX7hhrckG1GcoJJVrO7m1bikVdO4/98ZgksKUmwT84gzZwIgONfXz8nXUfcdamUaOGqx8HxKVQVpeP1LfUYGNNvrqN3pQcjzdmI2CLQBBw5m/mje27GjTmpsE/NotNmV1VhCoD0t+U3ZuEnX/gIjncPYlYAdrd2Y2OdFY++chotn1sh61dUFaXL9rmC9Oj2a0X0GG9c2+6B+kqYk0xYX1smPe+J6VnJZv/qaDe+9okFbpscHr97GZ4+2AYAsjoJ1Q66fueZWY5HXeY6399Qg8XFGVLlSbXPg8ZtQg2h6ETOJj66dgleOn4J991agVprNgBgzVOH3fyeloNt2N20ElmpSfjiL95xOz6oPM8Zu77tpnwUpKegPC9V9bHMBEFEL57joOsmp62NVagsSMflwXFs+EgZEhiwuCQT18YnwQYQ0vgmF09oOdiG73/2ZvzT794NuMqDvzmhr03DACWAhQNDJUkwxnIA3AVgHoAhAC8wxr4QwPubADQBgNVq1eMWw4qcY7F9Qw0+vawEiYnuR1woBQMXbqnH+X73oPgT66pRa82GNTdwJ7oky4ytjVWwT81KJQR7hx0Yn5rFbTflo2PgenBPvA/xfKBn3myHNceCH/3hgvR3MYM0HE6MEc/0iaRmBYHjP9/v80p6efqg8/wmOeOuxlFW+5yVMuOu2Self19YlIH9W+txrm8Upy+PSHoTX+tZZnb3l1bKnhN5x5Ji6RqROHc9GALVa7j0bTQ7q/f3VgrACgLHe73DuDw4gdz0FPzuWA9OXR4B4HRe/sf8Aukz5Ozzt146LdlFEce0AJt9CnaZsshdtgmUZpuDOuvMiLYv3PdlNN1qiVHb1xNfixkdA2MBl5OT253/rU8tRv7/n707j4+jvu/H//qsrtVtaWUdSJZkYfm2sI0AwxfTxk74uuCUwwESWpIQUqX9FuyEpHVDoReE1G3iFEPaxAkliZsEmzhAIMQlsWkxP64I8AH4RLaEjS7Lsk6vrv38/ljNeHZ3Znf2ntl9PR8PPcDS7uzszPvzns985nMUZKMkLwcf9A6rU/Ep0+EJAXikREletjoCRVtHcU94MLei0BINK9HErN6xlhK4/tG9po9xLDrpmu0oEevrbaLLRKie/kZrWGvXylSOd9eAG//wyUX4h+few/ikDHrzrFCuMSV52boNhbWl+agtzY/7g8RY59lozqOZ0Rcejww6Q8PF5QWYXZaPhVVFuLLBhYnphxPjkzLkKHylDM67ZyU6zo4gLzsTFUU5AQ/I/L/fhtWNPvnpwKmBgLWWtTkrXqNJzHYyscv1x0gi6gbaY3nz8pqAXLBx5wHcdXUDMhzQnQ2vc8CNYmcWpiDwtekGOWeWA/90w2JUz8hRp6XefOtSOAR0p4qvnpFruF7uxeXxu9dJxEwPVrhnS7RUrtNaRbgdcPyXmX35SA86zo7iq0/t182NRrkzO1P4dJTb8ullmPIAQgBrm6rVtpDOAbeaS5Syfn5iCnnZGfj6mvn45q7DPteVE33DmF2WvAfhsYjZeF1vtDlaeeDqnpxSly7RTuffOeDGj149ibuubkBTdREaKwpRW5KH5bUl6Blyo7LIOypU22khmjxoNIpViYO/3nkgYNBQsOMRqt5jh+t2oqR7no22s6xePfLB59/H9/70Ulx9cRkyMx147YMzPnV1JZcpdeBPX1brk+dua671mSFS6aC07fV2tFzTgLkVhVhQWZTUXJds6R63ZD+hYtaow9WQewI/frUdj+w+hkduW4Z/+e8j6t/v/cRc/ONz70d0fdPmM4cQ6n25wj3hwfkIZ+0KdU8YatAwO4DFX1w6SQghNgB4AsAQgB8CWAbgb6SUL4Z468cBnJBS9k5v55cArgLQLYSomp5FogpAj96bpZRbAWwFgObmZqn3GjvRq1hs3HkAJXnZuHpOmakHzh1nA7dx39MH8cL6lRE/XNuwulFttAG8DwTzpke6Ge2HEN7X5edk+vx+2awZ+IO55QmpxFhxTZ9kxuzJvhG1gwTg2/Cql9zNVpTNHme9nnF1rlycPufGnz7+ps9nLKwqxJe37/N5rd40s50G8dc77FYbAe0y6ihYxye9Bs1ExbfV8mwivrd/A+zkpAfP7D+N+595V43Tv1+7CHizHQdODwbEXLC1ybWcWQ5kZjiCrEmfE1FDsBVzX6L3y2pxG0tWPb96jB5mRDKdnNHo/PmVhfBI4L2PBuDMcqAkLxt3rKgLWL5AaWBU6iiAt5wtqCyyxPUg2pj1P9b+DVGA8TEOp2HMivGX6H0K1dPfaPprZa1Mo5v/soIcbHjynZDfQyk/2rV+hQBWzinDZfWl6jmL94PEWOfZaM5jqHMS7MGD9jO05cjjkXji85erD0KuXVgZchS+f0d17VJxedkZAd/vkd3HfDpQeiSC3lfFazSJ2ZxsxfIfjkTUDbTHUgjj85mXnaE7G15NSS5arrlY7SChvOfvnn0X275wOfpGxlFV7MSiqmK8fLxXfZigve5pp4FN5Hmxyz2X3aRyndZKzHbA8Xgk3u4451Mf1TZsA4G50Sh3tlzT4PO79z4awOOvtAVcy/Knl30KLOsOfOOmJdjy6WU43DWEsUkPfvKadyakF2ze5hWv603fyJhabwKAXe924s+uuRjHeobUz9LWJ5TlArTHU3mgYVR3jjQPGo1i1Xbu9h80FKzzs5l6D3mle56NtrPszMJs3frO2x39qC3NQ8PMAp+6un8uU+6FlAeUNy+vUf+mbOv+Z97F9pYVOD8xxfrFtHSPW7KfUDFr1OGq5ZoG3LGiDtteb8d7nQM+f9/826PqdTKc65vR88+fvNbu8/xzzkz9WbtC3ZebuSdU7rV5D5UcjtAvicgXpJSDAK4FMBPAnQD+2cT7OgCsEELkCSEEgNUADgH4FYDPTb/mcwCejf0uW49RA1Vr+1mc7Bvx+b1SwdDydl4wXjfXDL2E9MjuY7iluUb9jPWrGjE+vVay0X44BLB+VSP+edch3LGiDlXF3tfVJbCQB2vwS0fBHtzqJXejirJ/LJo9zkrPOCVenFkOPHjDkoCOG/fu2IcpDwJeu2F1I3759il1e84sB6qKc3Xjz//7KI0eKxrK1AuQ1Rgdx0Ndg/B4Auu76Rrfyfje73UOqB0klM/7x+ffwxevuRhAYMwZ5cX5lUUBMf3XvziA9U++jYduXOzzt823LkVtSR7aeofx2gdn0NY7rBsHeqwaG1bdL7tJheNoVEaC3WgYjc7vHhxD96AbO1q9o8FuaQ5sVNmy5xhuXn6hHiMl1Nm6ZpelZu/scI6x2es9YM34S/Q+6dVnNq1rQm2Jd+myutJ83WOvrJVpdPM/OeXR/R7dg77fQ3tuOwfc+O5Lx/HDvW2YWZhjyfqNWdGcR71zoh19YfTg4eblNT6f4fFI9bqrTJe+oqEM9WUFuLg8eD3SqBz98p3T+MwP3sDuwz2GD8wVGdOdIbSU+6p4jiYxmy+sWP6txv9Y6h1XKYHJKal7TXNmZkBCvyHtZN8oDp4exO7DPXitrQ+uvGx1qnj/655RDo83O9xzEUXjZN8I7nv6oE95O9w1GDQ3GuVO/1u7Ha2n8PBNSwKuZaX5WYZl/W+fPoj9pwaw+bdH8d2Xjqsdgu2el+NxvfF4JD465+308Ngeb91pzeIq/PjVNlxaWwJnlkOdXcKoPqE4cca47hxpHgw2AE3ZF/9BQ0bHw2y9hwgwX96M6rrZGQ7d+s6UB+o2tHV1vVz24PPv42+vW4C7V81BbUmu7v6cn5hi/YIohQWrL23Z4302OeX7Z5/rZKyffz5042Isuag4aDuDETP3hNp7bd5DJV68lttQztx1AJ6QUu6f7vQQlJTyDSHELwC8DWASwDvw9igqALBDCHEXvB0pbonPbluL0SgopWKh7QllNBVLRVFORD2cFEYJqbo4F3evmgMpvesjLq4uhscjdffjgbULMXh+Qu19pV1mwyG8oxsripyoLclDR/9o3NbG45o+voyOR3NdqW5yNzuqrLxQf7v+a2Hq9Ywz+ozeYbfPa2cWeNdt7h8dV7e/+dalWFRVZLkpiSJdy8/o/BztHsLCqqKAnpDpGt9G33tmgRNtvcNxySdKY5OWe8I77ZZezOnlxfWrGvG9/zmuTrE8t7wQ33jhkNpD9dHp9RiVnvG1JXl48VB3RFOMWjU2rLpfdpMKxzGS6eSCjc6vc+Wjf3Qc215vx5dXN+q+LifTodZRRtwT+I8/vRQNZXlx+X5WEM4xDmdmDyvGX6L3yeEQuHZBBbbe0YzW9rPejp2/PYKsDAfWLKrE7LLAY/8v65rUtTKNjrcEdL+HMnubIlWnY4zmPIYafRFq5rvyQmfUU3uHegjmkfrn16F5+LGkpjjg3Ia7bKIinPqo2ZiyYvm3Gu2x3PnWqYClWpSRvOsurdGNlzMjY6gtzdM9zhVFTjzw7IVZzb550xLc90fzcWZkXHdbR7uH1H2Ktk7MNe2JvPRyvVF+V3KjUe70L0L9o+NYXjsjYKkcj0fioRsXo+PsqG5Z15ut0O552cwMUeHmpBNn9GdW3XpHM1bUl2LTuiZs3Hkg5HT+Ho/EoU7jjjGRztBg9J2Vzt3KCFe94+HPTL2HSGG2fmcUV6PjU2r50dZ3trd2YN3yagAX6urVLStwuGtIv97SM4TH9hzHhtVzWN8kSkPBroPuCQ8ayvLxnd8d9XmPtgOh2Tyh1CFCPf9UlqfXW1YzlFD3hKnQfmN38eok8ZYQ4kUAswF8XQhRCMAT4j0AACnl3wP4e79fj8E7q0RaqXflh6xYKIwaAwFE1XBqlJBOD5zHY3uOq/v0wLMH8cTnL0fDzAKf/RAQ+PL2fQFr+CybNQNTUmLNI3vV/VLWFGvvOx92Q6QZqdqIHCm947FpXROuanDpHnOzFeUMBwKS/YbVjQE360DgNJbSoEFhZoEz4LWzy/J119a10pRE0TSw17vy8fBNS9SRKdqG1KsudgXcbKdrfBt97xN9wz5rusYynygzlvjH6WyXNyb9Y04bl92DbnVd8/a+8zjaM4yHblzs00ECANr7zmN0fApXXlwGAGjrHY54ilGrxoZV98tuUuE4RpK7ldH5/uWwttR3/d8Pz53Xfd0ls4rxH3+yHMNjk+gedOO+Xx5M6XV5wznG4Tz4tGL8JWOfOvpH0bKt1eeYaXO00TXAmeXAD+5o1j3ehc5MrF/VGLBUzITfcAmr1X1iJdrzaDRVuscjMTklDR9QKZ8R7dTewRp1AKijU7XnV1mO46qLXT73ctGe23Dro2Zjyorl32r8j6WyVEvP0IVc0DngVmcN0cu7tSV5eOjGxT7LvP3jHy/Clt1HfOLz608fxA8/14zS0QndbR08PYgvb98X9XUu2g5ERKlEL9c/t/90QDueNjfq3eff+4m5yJkefa1tm1E6xPlPcV/ozERzXYnhoBftdlIhLwe73kSSk4J1bMjKEMjOzsAnmy7CkurikNffk30jONYzFPOHuEbtddUznLh5WbXuoCGj8xysY04qxAfFVrSdZSuKnLisrhQledlqB/LtrR3YuGaBzzYcDoHR8Sl82K9/v67c8uxo5QNFonRkNOBw2+vtcGY5UJCTiU9fVhvw/Oknr7WbzhNKHeJI16BuHuroP68uhQl4B63Xu/J1l9UMVu8wuicMtXwnJY6QMvbLFAkhHACWAmiTUp4TQrgAVEspD8T8www0NzfL1tbWRH1c3ExOevBqW59asXj+wGlsWD03rBFESo8opXIfzowNejccD9+0BMPuCfQMj0NK4Jdvn0LngBtPtlyBFQ1lPu9v6x3GdVv2BiSZ7S0rcNvW1wN+r12H15nliPnaif7HIgZJKGYZLN4xq9e7HkDA8VB+5x8fZm8+X/vgDO7dsR83L6+BEFBj5Du3XRIQH/5OnhnGb97tCrjA/dHiStSX2W+NRKP4NxvXJ88M45fvnIZHXjiOwdYUNRnftolZs/y/t0NA7YClMDrukYw6mZz04Jn9p30aqx+6cTFuvKQamZmhV7Hy39/R8Ul86nuv6ebJS2aVAPCWq8/84I2AbenlXb3vVlXsxJQHlquAJTpmAevEbSzF4doW8T7EelSp0XaDXZMA7+iw9rMjyMvOwIkzo/jH597zubHKdACVM/Lw15p13oGY1j1sl2uVY903MoaPzrkDGveNbvqiib94x02iyoTZHK1XL6hz5eLeT8zzOd7fvGkJRsYmMDQ2hdK8bOTlZOJU/yie/H2H2ik5DiwXs5Gex2B54+Dpc3ijrQ/5ziw8+Pz7muv4EjTXXbi/iuS6678PRuuaAsDNy2tQ7MzA8rpSTEx54joaP9r6aDBJvv5YLmbDoT12lUVOvN85hE27DmFtUzUyHMBldaW4ssGFzEwHJic9eK9zAF0DbrgKcnC4cwD3P/t+wDZ//mdXoKrYibc7zvk8gH1g7UJsf7MDvcPjuKW5BktnzUC9Kz+i8xXPeEoTto5b8gpVZ7p2QQU6+kcNc2N73zAOnhrEyPgkKoud+PZ/H0Hv8LhPG8rH5pVheW1pwPXs4OlzuG3r6yjJy8YdK+oCOtuF+uwIWCJmja43keSktt5hPLvvNL7/clvUuUxp//I/Fw/ftAQ3Lq0OmHXCqN6rd+9+dnQM2RkOjI5PGb7ezHk2ateNZGYqm7BEzNqVxyPRcXYE3YNjGB2fRG1pfsAMKsrr9O7HlRzUPehGXnYmJqamUJqf41MfV2I9O8OBb/7mfayaXxnQMXzb6+3qQKKqYie+dUsTMhzCUu1ZMcQ2L7KjuOdaj0fixJkRHOoaxNHuITzV6n0u8tCNS1DnysWDz72PlXPLvTMjZTqQ4RBoKMtHY0Vh0GdcCqUOoVenUu7dlTyk1BEA8F7IvgxjNl4zSfxWSqnO/CCl7BNC7EAazgYRrcxMB66eU4bqGbk41DWIDEc1/vW/jwSMdlSSRvvZEeRPT/WiVHa1I6nCrRzrTSH8yO6j+PRltdj51imfRBHOCMNxg3WWtYuyRDs9nR6jUWWpTu+8b1rXhOsXV/kcj1APnbIzBVquaYBHAg4B5Oc4cOLMiM/NW152JrIzhU9PO7O96DsH3PjJa+246+oGtXHgJ6+1Y1ntDFt2kghnynI9taX5mF9ZZHqEXrrGt//3fu2DM6aOe6Qj4RwOgZmF2fjWpy7ByPgk8rMzUZjrnf7czBIf/vv7+5N9AaNJv75mPsYnPepyRFXFvr30q4qduKW5BqPjU2jrHQ74LLuM8kvXmI21ZB/HSONN2wAzMj6JOr8GmFANLzMLs7G9ZYVPwyGAgPfc90fzcffH5sA96VGXCdu4ZgE6zupPqRfruocd+B/rOlcutt7RjKwMETSfRdPJIZZ5Sm8/ElkmopmWtr3vPKpnOH1mxxo4P443T/Tjyd93qA9MF1QV4f7rF6bVqKlIcluwvKFdtqrOlYvNty7F8Z5hjE16UO/K9alrBjunRvddgG8jzLULKtTzqiwVl50pcFtzbcBDrStm68/kFgvR1keDSfb1x87879GlBO5ZNRf3P3MwICdmZjpwyawSXDLLG+Pnx6fgzHKgJC9bfahalJOB/OwMdA64sWzWDPzwc81484T3/n3ryx/g9svr4Mx04Ju7DkeVc+MZT0RWYzTQRK/ONOXxqNMu6+XGYB0rlIZ47YChWy6t1r2eObME3BMedA64se31C20nV8wuxf+5uCxl87LR94okJ3UPurGjNXBGp4dvWhJ2PauiyKku86ecC4cAltfOMH1/DlyIqZK8bHz2yrqAUfNVxU68caLPp74dznleWFWIH995OUbHJ+HKz8bY1IUlwIgURnE6uyywXOjNPKa3TOymdU1YWlMSMNChJC8btzTX4E9XzEb/6Bg2rG7E+YkpXDG7FPc9fdBnptX+0XFkOhy4osGVyMNBREnmcAjUlebBPTGJ4twsNJTlo+3MCL79ovfZ6F/933kYn/RgZHwK7kkPntt/Wh1UYqa9SalD+Nep/qCxDAPuCd0Zm9440cd7oRQU004SQggngDwAZUKIElzonVEE4KJYflY6cTgEhAC+9pTvaEdlytd6V77uSKXGigKsmlfhUzHXmzr2vqcPouWaBsyvLFIr6NobQYdAwBTCj+w+hpZrGrBl9/GgD26Npms92TcSdApa5d9cYyw29M77xp0HUJKXjavnlKkxEmxqYQDq8gWA9yFtblYG/u7Z9wIae/WWTjFzs6ncYH73peOoKnbi5uU1uKW5BrlZmfB4pKUe7poR7VrNqTqFdrxVFDlR58rF2qZqtePVc/tPBxz3SKfSPtk3gi9tezvkSGCzDc+u/Bxsb+1QK2P52RkYm/Lgjv9802dbj92+DHf/7B3DhhPtZ0U7TThROCKJN49HYs+RbhzrHjaMZaPtbr2jWa2X+D9g1Fua5uHfHEbLNQ3qMmHfvGkJ/vOVD7Di4pmmckU68D/W7X3n0bKtNWhv+Gg7OcQqT1mhU5hRp+DakjyfznP+Hd4Ab72gND/Hp6F7/4f9+Nmb7QH1q2/etCQh38fOjOJqe8uKgBi/d8c+3HV1A54/cBrXLixXOyYqI+yNzqnefdfCiwoxMubRjUPtUnEzC3J8ZtNLxPU52vooxZeSww53DWKrZlSzUWw4HAJXNrjwb7ctxYkzI3hk9zG1bnjrdGwpcflU64VBDd/53VG0XNMQdewxnihdGNUv5lUU6taZ/NvHtPUQ7bbuuroBj7/iW9b12temPFAfJCqdoY50DeJj88rVMtg54MZ3X/K+5xMLytOynSCSnFRR5ER2poBHSvzjJxchLycTnedGAzo2mKGtLyjnYvOtS9XOk4pQbW3K325eXqPeG2lfFyy+ggk2s1UqLzVIkQn3/sy/s84HPYH34tq2Z2X7eqO2H1i7EPnZGTg/PoV7VjXiw7Oj2DE9anzD6kZUFOUk7kAQkSVoZ3L2rz8BwL/+9xGftr6HblyM2pI8AObymbYOoa1T3bysGstmlWB7ywp0DrhRVZyLRVVFcDgE74VSVOh5wcPzJQBvAZg//V/l51kA343xZ6WVYL2j9Qr9I7uP4cCpAZzsGzG1HY/0VspPnBnBrve6cN2WvfjMD97AdVv24u2OcyjJyw54z7JZM/DE55vx4zsvx8KqQsN9VypNKxrK0DCzAA6HUG8knFneEFQS2fMHTqv/5hpjsWN03lvbz/rESLA48/+bcvO2tqlardgqr7//mXex5dPL8GTLFXhh/UrTN11KXNS5cnHHijo8/kobtuw+jtu2voZd73VhctKDtt5hvPbBGbT1DsNj8a7venEeblzrlR8KrrYkD/esasTjr7ThsT3H8cO9bbhnVaNaUVIEi/dg9N63tqla7SChbOfeHfsCcrCeelc+Nq5ZgMdfacPOt05hVkkeNv/2aMC2ZrsK8ML6lfi325bqNpyYLctEsRZJvJ3sG8GBUwNBYznYtSvc9yybNUO9Jn2y6SJ84eqLcbTrnKlckQ4iPYd6N51m8l6knxmP/YgFpVPjC+tXqnGmzFygrVO/99EQHrt9Wch6wej4lG796utPH0zo97Ijo7jqHND/fW6WA/esasRtW19Xz9Ou97oAIOCcrllUiY7+Ud37rqHzU7pxePD0ObW+qqy9nOjrcyzqoxQ/Sg7zSJiOjcxMBxrLC9VrqN5DtUd2H8PNy2t8tuV/6xRJ7DGeKF0Y1S/aDWYiU8qXXj1Euy0h9Mu6tq66ZlEleobc6oNEpa76/Zfb0HZmBD/87KVYv3oO7l41B3WuXDx042IsqiqO7wGxqEhyktJe8NhLx7HxlwfxV7/Yj9KCHNTM0L8H8HikYTuUXh1Qr/3LbFubUXwEi69gjNqLb15ek5Q6M1lbtPdnRvlRaXtWtn/z8pqA+5wHn38fMwuduPvn7+BrTx3A919uw1c+3oj7/mg+GisKAjoeEVHqe69zQF3q2sz18f5n3kVH/ygAc/nMqA6hzIpz29bX8ef/9TZu2/oaXjzUDY9HRnwvFKwuQckX05kkpJSPAHhECHGPlPLRWG473Rn1UppZ4Aza8aG9b8Rn5LnRduR0o0zHWeOZJrbs9l0+IcPhCBjJafZhuNG0XMtrSzhiPg6MzvuUBz7TASmv045WyBBAZZETHgmfbSgXJ6OL1PmJKVNrNmspy7uUF+bg5WO9+OLKBnVZF6PRw1bu9c6ZIJKjo39UrUQBFypKy2tL1Cm3TvaNwCFERL0/9cpThsO4YTvU6DwlThZuWIm3O87haM+Q7rZ6h91Y0VCG7kG3TxkFgJ1vndIty+zZSolQVezE+tVz1JuTnW95R3z4x5t2yuLzE1NBHwg1zCwIeu0K9z1108svKK5dUIG87Az8+X+9ZZgr0kE0+TDaKddjlaesMvW7mZFUX31qH56/+2qfpTX06gUVRU6f64oyu5YQQO/wGOsSQRjFVVVxru7vr5hdir3HzwTUOZURJv5TWRvF28jYpO7vdx/uwelzbrW+Gou4D3eZG9ZHEyPS5Ye0MRVObPQMhX6opl3K0pnlgP/uRJJzGU+UDjweid6hMXxxZQMAqNcH94QH+TmZIWdF9a+HaMt5QU6Gbr3Zv65aUeRdXtH/QaK2fU6ZZer6xVXIzIz1GDh7iCQnhWov0DIzY5mZpS9CXf+1fws3voIxqrco1wejbUWzpB7ZV6jl5oxiQvlbVoYjaNuzsn2jesuhrkGfcvl3v3oP3/vTS3H1xWWMP6I01Dcyps66PK+i0NT1UXkWaua+O9gM+MFmoQi33mGF2U8puJh2ktDwCCFmSCnPAcD00hufkVL+e5w+z5IirVTqvU9vytcNqxtxom8Yc2YW6BZ6hwDe+fAczk941EKnt531qxqx7fV2OLMcyMvO1K2oNJYXYsPqOepUV5vWNeGBZw8aJgsz9G4kUnHtxGTSxtL3//RS/N2v3lWXwFi/qhHbWztwy6XV6lTQ5YVOfP+O5Xj/oyGf6c/nVRbh2gUVPrGTIeDTay4WD2M9Hhmwfp0Sn50Dbt3Rw1ZaPsCozDOuEyvYAzPt8kQlednYsLoxYKr/UL0/9fLoZXWlUU3b73AIeCTwyO6j+Nq189WGM6VBTlumqoqdActtbFjdiMqiC59lNE04R/lRMNocVlXs9GnMMKrDeDwS73cOqVOEK/HYWFHgE2/+NwUbVs9RryNG1w+9ON60rgmbf3vEZx+cWQ7kZmXgtQ/OoLzQqS5NEyz2O/pH8XZHvyUerieL/5qwRvnQKC7ysjNR58pFe995dZvhXP9jlaes2imsw2Ak1Yf9o/jY/IqgMVbvysdldaVqx1XtdLQ/3NuWFjfUkd5HGcXVoqqigN8/dONifO0X+9Hedx51rlw8sHYhjvcMY3zKg7MjY7rnyCje8p36D82yMxw+9dVo4z7SBhbWR+Mr1HkJFs952d7Y2fnWKaxf1RiwhKHR7Eb+sWjUHqD8/+ZblyI/x6HWMTMEsKSmOKK6IeOJUtnkpAevtvWhtf0sAO893R0r6rDr3U784fxyjI5N4gd3NOP+Zw+qbSvK8gUK/3qIdjCKgAioN9eW5sEh4LPEaL0rH3PLC0OOmvz60wdxyawZaV0ew81J4XSwjdXycKGu/8rfdr51KqBOHiq+gjHqzK48VNLblv89wi3NNZhbXogFVUWYXcbOEqnMKE5rinPxyvEzaG0/C4/05sUH1i7EbFcBeobcmJySuP/ZgxiflPi7tQvxT8+/79Omu721A+uWV6vbP9I1aHowxNsd/agtzUvrHEeUjjweiYHRKTz+Spu6tOC/rGuCwyFwqn8U58en4MrPxn/8b5v6HmeWQ30W6v8cy+i+W68OEaqeEG69g0tiW1+8Okn8mZRSXV5DStkvhPgzAGnTSSLSBiy9921a14TrF1dhYVUhWq5pgEcCUkJdQ+7X96zU7UCRl5WB773chv7RcVS3rMCS6hlqD6l596zEoa5BHO0ewrbXL6xFV1GUo1tROdw1hMdfacPDNy3B8toZ6B0e82kUB9LrwYLVeTwSHWdH8HbHOdz39EE1Lr5x0xL0Dbkx4J7C9tYOPLB2Id7vHAqItyd/3xGQuH99z0rMqyjEv//JcuTnZKKyKAfzKouwadehgAa9SB/G6l00tuw5pq47FWz0cLKxV6B1BHtgpo2xzgE3fvJaO1quacCyWTNQN90hLdT50utpWlOci3tWNaojUpSG7ZriXJ/16INtv29kDLdfXoe/+sV+dRtf+fhc/OzNdp8lAKY80J1S+dqFlUH3kaM/Ulu0o338G8P8O+IY5TOjKVx/fc9Kn9f6v25H6yn8xR80BO2opI3j7kE38rIzMD7lwUM3LPFpmH7oxsVY/+Q76r8337oUuzasRNegcex3D7oDZkgCrPFwPVHM5EMAQePioRsX49E9x3yOvdnrf6zyVDQPneM1Ss7jkRAGs3PkZYe+/XI4BK5scGHTuiZ80DscMIo01W+oo6lTBYsr7e9zszLUvFFV7MRtzbU+n1fvykdZwTBqS31jwqjjeqEzA9++ZSm++lTg/VhJXrZPg4re/gEwVV9gA4s1BTsv2g66evE8PjWl3ktte92bh2tL8tA16Maje44FzISmxEhNcS6+cdMS/O3TB3Ufqm2+dSkWVhXiqotd6qyNLx7q9nk4u/nWpWF/V44uplQ2OenBcwc+wtc1bSjrVzViz+Eu3HZ5LR7UPPjbtK4J1TOcKMnLwYm+YfSPjgPQn3ZZuXYc7hrEd353NKDe/LVr5+KrT+33yQ0Oh8CCqqKYzipAXuF0sDXTocJsXszOFGqbrkN4/w0E1l0qi5xYs6gSHw2cR+eAG8XOLPW1SuyZrefqdWbPz87Af/xvm2GdWbmm+XfUZRuXvZmJU6NZn3/9bqe6vKwzy4Gvr5mPtt4Rn4EJygC3J9/swHduXYpDXYOY8gDbWzuwfvVc1JbkXZhFtaoQda58n/Zqo8EQ/jMgE1F66Dg7ghN9w/jyxxtR6MzyqYOtX9WIZ/adxt0fa/S5Pip5qH90XF3+KpL2plgPxLHK7KdkLF6dJBxCCCGlt+ouhMgAkB2nz7KkSBuw9N63cecBlORlIzfb4bPkhaJ32K12fFBGP53qH8X3Xm5D54B3nR3/qV4vLi/A7LJ8LKwqUhtO/Hsw+1d03BPeqf1eWL8Srnz9zhTp8mDBypSG5cNdg+rNEOCNpb99+iC2t6zA+YkprFteDSmB6x/dGxBvd13dgO++dCHW3BPeac++9tR+n5ujaxdUYH5lIc6OjGF7ywqMjk9F1VhmdNHIcMCwwmyVmGOjtXUEe2D2xok+nxjrHHBjy+7jeLLlirDOk3+v0bbeYd0pO8sLnaaXiMnJcAQ0mn3nd0fxnVuX4p93HVIbybXTKyvcE97lOC4uv/AdOMovfcSik5Y2h+mtbW6Uz4zytn88+r+uc8CN//jfNjz2mWX48Z2XY3R8ErWl+QGjk5RZsA53DeHOH/0+oGE6K8OhPujU7usL61cGXfKposiJ5/afDujkZ7bRMRXonRP/fKhdMkIvLu5/5l21XhFJJ4dY5KlIO1vEs3Pjyb4R/P2v3g2IrwfWLkRFUY6pbWRmOvDJpovwP0d70u6GOto6lVFcaX//2gdn1Lyhty7y/c94pzOfX1kUMKW2ct/VcXYEedmZqCjKQW1pPjrOjuh2aG+5piFgWk/t/oUTi2xgsaZQa94Gi2dXfg62t3bgXz91CY50D2HKA3z7t0fV+3j/mdC016v/fve0+uAVADasbkRNSS4WVhWr19P6sgt11WjvVdgpnFKZxyPxaluf2kECuDBo418+dQn+eroju/L7jTsP4IXp8jO7LD/oUlrKtcO/DU3Z1ozcbJTkZQeUydll+h3zIp1VgLzC6WAb6kGJ2bx4su/CA2XtdpQY0tYN9Lb5wNqFGHJPYMg9heoZTlM516gz+46WFfjObZcE7Uyu1P3TraNuqgrn+q3X1qV0kAC8cdA3Oh7Q3qwMcPvuS8fxT8+/j7+9bgEOdw/hhqXVGHFP4NS5UdSXFah1k9rSfCydNcOnMwYAn84Y2lkoiCh9eDwSb3ecw9aX23DX1Q34t98d0803Dzz7LrbecSnePNkPKaHORA5c6FwVSXtTrGdntursp3RBvDpJ/DeAHUKI7wGQAP4cwK44fZYlRdqAZfS+1vazWD2/3LBAKR0fhACu27I34DVTHgRUZo0aEJWG5qPdQzh4etAnwSjf4fJ6F6dytyjlRuiLKxt0Y+n8xJT64Oi1D84YdkrQcmY5cLR7KODmSLmhi9UNktFFY/X8ciyqKkbW9JTFVow5NlpbR7AHZvGqmATL3WYbFc4Mj+tuY/D8BNr7zquxxMoV+YtFJy1tDButEaqXz8zGo97r+kfHUZKfHXIfjTqQvjA9w0QkM1vVu/Kxcc0CbNp1CHdd3YAMB9BcV4qrGlxp86DHzLlr1ywZYRQX2npFskTS2SKenRuVuNz2eru6hqaUwMxC78N0s5ROQumW8xNRp9LGv1Fse2Tg/RMA9b5L2xEMuNDRyN/cisKg9dVwYpF1AGsKdl5CxbNyPTrSNYgf7m3T3YbRdfCuqxvw4PPv4+blNRgZn4KU3qnV/WMTiE25YqdwSmUn+0Z87t0U7gkP3OOTQcuPmXpIsGt6R/8obl5eg+++dNynTPrf184scIactYJCC6eDbagHJWbzYrRLfDz4/PvqDKtmHxgbfeZoiLq7ck0L556QrC2a67deHHmkfmwoS8/2j47jUNeQOvjOmeVdxlnpuAno379dv7gKJXnZaG0/q85CsXHNAuY4ojRzsm9EnWnG6Fqk/L5zwG14DxWpWM/OzCWxrS9enSQ2AvgSgL8AIAC8COCHcfosS4q0AcvofVMeYHR8Co/dvgwHTg0YriOqV+i0M0GYqcwqFRUA+PL2fbrfgVO5W5e2AhsqBo3irXl6HWwlhh6+aQn+9b99Z3GIx82R0UVDu1RMNDEXz+lh2WhtLUYNVfGqmATL3VrByk1+jv565kW5WVi/eg5Gx6fQ1juM2pI8Vq7IRywefJhZ21wvn5ktU/Wu/JB1mEi+X6S5V72mVBambT3GzLnLz86MKC7sIJ4P4pW47Bxw+zQO+i9DY0Y63lAnok6lPa65WQ7D6czDiQmj/V5QWRT0vIcTi+kYD1alva8oL3TisduX+Uw7rT0vweI52NTTRjOhARc6tvvnGaOHZ7EoV+wUTqks2FJss0rzTJefYG0O9a58PHzTEp9yrrTXrbu0Rneb/ve1oWatIHPMdrAN1Q5lNi/GYomPDAfCuuZHmveVusaRrsG418e4hFNiRHP91oujDKGfK6X0nfJe+1mj45Mh9zMz04Gr55ShpiQXPUNurFtezZggSkP+OStYvukdGovZMvBasZydmc9RrS8unSSklB4hxI8A7JFSHgn1ersxU4mLtAGr3pWPTeuadKeXunZBOfqGxyEA7HzrFPpHxwPWEVUKXXXLCuw+3IMpz4WpZpxZDggItPUOmyqIob4Dp3K3Dm1M5mVnos6Vi51vnQp5kTA6xyvqS7G9ZQU6B9yYWZCDTIdQRyso4vFgJNRFI5qYi/f0sGy0tod4VUz0zr/REjG5WRnweKTPZ3o8ErlZDjx042J8eHYUO1q9Of7eT8zF6MRkwPrR1y6oYONYmtKrg8TiwYc2ho3WNtfLZ2bKlMcj0dY7jPPjU0HrMEaCfb9ocm861GP846W2JA8d/aPqv4PlEo9HQkqpxoLZuLBLY2c8H8QbxeXssvDrBOl4Q52IOpVyXBd9eSU+7D+Pb9y0GO19o2onrrKCHPz7/3wQVkzo7fdjty8D4J29zag8hBOL6RgPVmR0X7Frw0p0Dfqel1DxrM2Zl9TMwK4NK3FmeAxZGQ6Mjk/hZN8Iqor1Y+TKBpd3GxJ4bv/poKMtY1Gu2CmcUpnRUmzfvGkJllXPwNY7mtHaflYtb/d+Yh76RsYw5J7E+NQUXPk5qC3Jw4uHug3bHBwOgeW1M3yWZlLWznYIcw/A06H+agV69Vm9Y242L5rJwcpnOoTQ3ebq+eXqACIzIs37ZjrvxUKwNjoAtrifsIpQ919m49TjkThxZgTtZ0eQrywppzNI5+LyAtz7ibnY/Nuj6u/+ZV0TLprhxLULyrF++zvqjNTKZ5mdTY85jojKC52oc+VibVM1sjMc6jLU7X3nfZ6VKh2ysjNFVMvAJgJzm7UJKWXsNyrEHwP4VwDZUsrZQoilAP5JSvnHMf8wA83NzbK1tTXm2w3nQatSSdGur6VtmDYqsJOTHrza1qdOL/X8gdO4Z1Ujzg6PYXBsChkCKM3LxvdebkP/6Dh+fOflmFmYE9Cw7b+fytqFyoOJhVWF6BwIvS/vdQ6gc8CNqmInFlUVIzPTEfC6NBazjBtpzOqd64duXIyzw2PwAKiZkQfhAOZXFAWs9a68/0IHiwx4pETH2fM+HXW+8vG5yM1y4OHfHIZ7woM6Vy4evGEJsjKEbW5Y2nqHdZeieSGG08P6l3mLHpekx2yq0p7/yiInJqYk3u8cRFvvsNrpYf2qRuw53IX1q+ep5UevMe2BtQsx4p7AwupifPHHrabiVvn8vpExZE83rNulfIYQ0523c9wa1UE+Pq8cv3m/yydvR9IJzD+GpzxA73DofKbXmFIzw1vn6RsZQ+c5N/7ar/On0iBsJgeHakDrODuC7sExjI5PorY0X/dalwRJz7X+x63OlYt7VjXi/mfeNVWHPXj6HNY/+Q6+cNVs9I2OwyOBopwMLLioGJkOodvpQslnm3YdwtqmamQ4gMvqSnFlgytk/THRnSvi3XlSKRcdZ0eQpzQylloiNo0kPWa1Qh2/aOJFe708dfY8/m33Udx+eR2+87sLDb1//8lF+N7/HsfGNQvCign/PPp+55BhjHk8Eh1nR9AzNIauQTc+6LlQX4hlLKawpMSskh93H+6BR3o7/ikDEoyuaUb3CEZ5KDtTBMxK4f+7h25cjEf3HFMbCzeta8L1i6sCcq22rFQWOTHknsBHfvf2oTrUhdpfxmpYLJVrU1m41wklvrV1mGW1JWgoy8P+Dwd86rLfuGkJfv7GSbS2D/g01v/DHy/GX/zXW0Hv3fTK0cM3LcGldTMwq8SS9YS0i9lwcp22/VbbYe3aBRUBeRSAYd1G+5kledn4y49djJ6hMZ8Z+FbNqwg7PqJto4pnG5dRG92uDSuD1p9MSKuYNdPZpG9kDB+dc/u0Fzx80xIsr50REINKDszNcuCSmhlwT07hohlOjIxNYWRsEqV52Vi//R2MT0rcvLwGQgAOAdy8rBr1ZQWsK0SGbV5kR3HLte19w3j1g7P4x+fe09z7LEFetgNlBTnoHxnHxJTE1pc/wNGeYeYYMsswQOLVSeItAKsA/I+Uctn07w5IKZti/mEG4nVBiPRBa7iVBG1FNC8rA/s+PKc+oFY6PADApl1HcPeqOfjh3raARjflgYUzy4F3Tw3giVfb1Z6cziwHWq5pwJbdxw33hRUbU5Je+TaKyVDnV0t7rpV1Dv23d/fH5mB8yoPL60vQNzIR8DBO7ybQSnHy2gdn8JkfvBHw+5//2RW48uLkrqWeYEmP2VSnlzsfWLsQg+cn8JuDnVizuMpndNLWO5rRsi2wI8S3PnUJhAD+8mfvBHzGky1X+Kwjqr2hva25NmAGGZvnbd4wTjPK91vvaMYDzx5UG3Sb60pxlc5D6Xg8hDbqlFlTkotvvXgEa5uqda8pd13dgO++dDwgloN9jn8DHQAr11OSnmv94+UvPzZH91z412GVc3q4axBbdh9HVbFTbQCTEriyoQQZDgeqigMfAG9a14Rtr53AqvmVPnlo07omfLLpIlP1kESey3g2/NqwHp30mNUK1eAb6bHVq/Ma1X23t6zQHbFpNpcGu2+sd+Vjz5FuHOse9pmdxb/BmoJKeMzqxaXS8a9zwG36mqYIdR+n/d2v71kJIYCeITdyszKw/sl30N533uc1RvncaODEY7cvQ31pPg53DeFYzxB2tJ5CdqYI2qHOJp3CrcxSuTZVRXoNVtrRDnUN4mj3EJ5qPYVbmmvUWf0U2rqs9t8ZDviUXcUTn2+GMytDvWZ4PDJgYFS4nfISKO1iNtT1W6kDGNWF/2hhJX53pCcg/q5dUGE408jJvhH1M5uqi3D7FXX4B5+HQ4tx4yXVKTVozaiNbnvLCnzuiTejGeCUVjFrFK+/vmcljnQP+XSYf/CGJRgam8CRLm9+UzrmXrugAu91DmD9k+8EtCcpncBua67F9tYO/NW183H3z4O3UbGuEDa2eZEdxS3XvtHWp3sdaLmmAblZGeq9jDLA8NpFlagv4wwNFJJhzMardjUppRyI07aTKtg6XsGc7BtRKybKe+7dsQ8HT5+DxxPYUUWZgmVFQxnOT3jUDhLKex/ZfQw1Jd51EZX1cu/dsQ8n+0bUG8LrH92LL/yoFV/4USsmfXcZ7gkPlI/Vvler4+wIDncN4osrG3D3qjkoycvWfR0ll1FMhjq/Wtr4FAK623NPerBl93FkZWSoHSS023+1rQ/XbdmLz/zgDVy3ZS/2HOnGBz3DeO2DM2jrHdaN80TKm15XXcuZ5UBedkaS9ojsTFk+QC++T5wJzPcPPv8+hsemsHJuuXrDqfyttf2sbpkbGZvEyNgkNqyeg6riC9Mg6k2LqJThtU3VAdtn3k4dRvm+tf0s2vvO47svHceW3cfRsq0VHf2jPq9T6gbaPL3rvS7d3Bwsvv3p1W8e2X0Mx3qGsbap2vCaIkR4U3Rr60VK49jB0+fUekpVsZPx7sc/XozOhbYOq4yQPtw1iMbyQtS5ctX17h/bcxyPv9KGN0/24zM/eAO/fOd0wLnfuPMAPntVQ0Ae2rjzgOl6iPKeRJxL/7iKZeNdpN8pnPKXyoIdv2jiRa/Oa1Q2zk9M6XaQCJZLteevd2gMJXnZAdvtGXLjZN8IDpwaUDtIKH+77+mDah2ecWA9erG3Zc8x3Ly8JqxrmhInR7uHgt7HaX/XO+xW89Xo+JRPBwnlNXr5XO8affPyGpTkZeNY9zDWPvYK7v75O/j+y224Y0Udbrl0ltpBQnmPtnzFM28SxYrZ64T/NRfw1pe+9tR+bNl9HJ0DbnikcV3W/9+e6fWxtZxZDrzz4Tmfa8apc6No2daKLbuP47svHUd733mf/WNdILmM7rn6RsZ86gBGdeFD3YO68fde54BhXGo/84vXXKx2kFBed/8z7+K9Tms2s0car8oSEFrOLAdGxicjandPV0bx2nHWNw+2951Hy7ZWHOkaUvObe8KDTbsO4dfvdmL34R7ccumsgPu4LXuOqe1Ma5uqcaxnSPe8zSxwqnFwsm8E9a581hWIKCJG1wGPhHovo7S1D7in0DUY/vWBdS3SyozTdt8VQtwOIEMI0QhgPYBX4/RZCWVmHS+90UVGlZbdh3tw+pw7aI9xo8RwfnxSHbmi/E6pNOo13vj3dNdOIqK8VzsF4Nsd59Qe89pRMtrXUWIEG7FmFJPBzq8///g02l6wGxbtg16l0c1/mthkjowYn5oKWF90/apGTEx5Qr+Z0preFMTB1pptPzsStCHN/29KY5p/mTs9cF6dDcZ/uST/dUCVMhzsISjztv0Z5Xv/NKZ3zo0ai+cHGXVakpeNW5prMLe8EAuq9JdsCtZRT4l5vX12CGDTuqaI1rQNNZKX8e5lFC9GdVi9c/+Vj89D18B5/Hg6/yi5CIDhQ4PzQRo2zdZDzLzH6iL5TjacfSJugh0/aRB7ZuJFr86bm+UwtU4zEDyX1rvyDUfta2fzKy90onvQ+MFb96Abh7uimmaa4sQoLjMcML1Ou7ac37NqjuE1Uss/HkO1SWhnBDKqk968vCagk86WPcfwj59clHL5mNJPsGuIdiaAySmJ+589qC5bs/nWpZhZmB3w3lDtLcq/nz9wGg+sXYgHn38/4Dqg7MO9O/bhx3deHnT/WBdILqMcOzklfeoARtdx5eGz2d/3DHlnpVi/eg48EijIzkBJXrZad1Be1zXgxiWzYv1toxNN3bXelY/Nty4NeG9dab7pehkZx2tedqapjpifvqwWH/QOo7Y0D678bN3Y03Ys3tF6Cg/ftAT3PX3Q57yd6LNWGzAR2Vfd9MBw/7w2r6IQJXnZPu3rGQ6EfX1guwv5i9dMEvcAWARgDMDPAQwC+HKoNwkh5gkh9ml+BoUQXxZC/IMQ4rTm99fFab9DUipxSq9JpRApDSJGo4uqivV7yE55EHLkk1JB9H9vkTNLfSCg/C43KwN9I2OGjTfK6zasbsQv3z7lsz1tQjnZN6JWeJT3b9lzDLc017BimmChRqzpxWSo8+tP24N751unsH5Vo8/2Hli7EMXODPzbbUsN41H7kE6v0S3Zo3td+TnY3tqBu672zoxy19UN2N7agdL8nKTtE1mfXvn79bud2LTrkGF85xvMWuLQPDDWem7/aWxa1xRQhp9qPaVu/5Hdx/Bvty3FC+tX6lbatGVY77O1jebsKWtfevl+07omPH/gtM/r9HK+2ZmwlAeAJXnZuGNFHba+3Ia7f/4Orn80cOYJj0caztLjmF6aYedbp/CVj88NuKZc2eDC9YurIroBidVI3lTnHy/P7T+Nh25cbFiH1Tv3X96+D/+2+xi+8vFGPPH5Zp9Rk8o2/P9dW5oXNA/pMRpJZudzGcl3StaMGlbkf/yUhwej41OGecdMvPjXeb++Zj4KczKxYXWjYdnQCpZLjWbWuaW5JmC7FUVOZAj9MpSXncE4sCijcr16frnpRjVtri3IDoy9b9+yFE01xUHjMVSbhPIZOZkO3f2V0nh2obycyMsXkVUYldXKIqfPvd2fbWvFbc21PjOSZWf4lpudb50KKKcP3rBYrX8rnXWfP3DaOx39mx1ouaYBT3y+GT++83L85mAnbl5eg7tXzVFnaB0dnzQsZ6wLJF+9Kz/g/nz9qka81d6v24HG/99lBTmoc+UG/N6oXbiyyLtsx9aX2/DYnuP4fz97G5+9si5gNsnKYuvl4Wji1eEQWLOoEi+sX4knW65Q2zpmlwW/xpEvozpBRVGObrzla2bTrSp2oig3C1tfbsPXnjqAv/ipfuwpg+akBPpHx7G8dobPeVtYVah2kACYt4goOhkZIqDutX5VI7714mF89so6NY85sxxYXlsS9vWBdS3yF5eZJKSUowD+VgixyftPOWTyfUcALAUAIUQGgNMAngZwJ4DvSCm/FY/9DYdSiZu/fqXu2lpGhezX96wM6CGrjHoMNTJDqSBq3/vtW5YiM1Ogf3QcwIVksf7Jd3DvJ+ahzpUbsEbp6vnluOpiF2YWOHGib9jnvf4VTqMGwLkVhagtyUNb7zC6B93Iy87E+NQUXPk5XGMsTkKN/vWPSTPn15+2B3fngBvbWzvwH3+yHOfOT+DEmRE8tuc4+kfH8e1blqKuNC8gHh++aQke2X1U3Z4VR7PXu/Kxcc2CgF6CvNGiYPTK38adB3xm5lF+r8R3RVEONqxu9Flj/N5PzMXl9aWY8HjQWF6gLlnjzHJg45oF+Pi8csx25eFk3ygcQuAbLxwK6L0vIQ3Lj1KGN+06FDBjihLn7Clrf3p1kNqSPGRlOELmNjMzYQEXrv83L6/RXbpFufYo8bRp1yF85eNz8Z3fHfUZMVdTkotvvXgEnQNu/OzNdvzwc82YmPQgLzsTFUU5qC2NvM5gdiSvMgtM38gYsjMcGB2fCpiNKZUZxcvy2hLdOmywc/93v3oPd13dgMdfaVPrr8pDA22u23zrUlw6qwSb1jX55Llw6iGpco02+k7aerR/PKbijBqR0h6/krxsfPbKOjXW6ly5eOjGxeqSAOHEi3+dd3RiCo/sPoaSvGzcdXUDhAAcAlhYVaibJ4LlUqPzt2zWDDzZcoVaBpW8tKCqKKAM/cu6JoxPeRgHFmVUrpdUzzB9XdHm2m/uOhwQe4suKkRtaT5eMGhvAEK3SXQPun06YfjXSZ/4/07i1uYa3VjuPDcacflKlGCzLBIBxmVVGaTk39FWubdzT3gwOj7l897+0XHkZ2fg7o/NwfiUB811pVhRX4pL60q8bWJZGegeHsMNS6ux7XXvzFt//odz8Adzy9FxdgR/tKTKpwxuWN2o26ailLM3TvTpXgPap6evZ6zHn8MhcNEMp5qbpQS2vd6OdZf65k29uvD6VY346lP78Jcfa8R3XzqmzlLy8E1LMCMvy3RcPrL7GFquaVBnlnzoxsVYVFWczMOiK9q6q7KEk/9rg13jyJdRnQBAQLwp9+nKM4NbmmvUmW8A/dh7YO1CbH35A6xf1YjtrR3e+5npe3nlvL32wRnWXYkoZjoH3PjJa+3YfMslONw9hCkP1IHij+w+hrs/5p2N7xs3LcFVs13q9cHsPQLbXchfXDpJCCEuA/CfAAqn/z0A4AtSyrfC2MxqAB9IKduF/7C1JDOqxAHGhax32LukRnXLCuw+3ONTuJWGNaOCHKzCs71lBfYeO4NaVz4+OjeKT15Sjc2/PYIHb1iClm2tho03s8uCN7wYNQDOrygMmGZeqShtXLOAD9viwEzi9o/JUOfXn8cjUZSbiX/840XIy85E57lR5OVk4C9++rb62VXFThzpHkRutgMLqwrx63tWonfYu/0Mh3eKNuXmUBkZZ6Xp8UI1JhLpCfYwVksb37Wl+WisKEDLNQ3wSG+Dd8PMfDTVeHOwxyOxpLrY56Glklfnlhfga/93ntrJSW/7ehwOgWsXVKB6hvchzU/vugIeSJ8ObG29w6aWWyBr88/3Ho/EvIpC/PufLEd+TiYqCvU7IJh9CK1c/0N1dtN2IPrRqydx98fmoLwwB9UluaiekYuaGXlYdFGxYb5VZjWJ5AGHUR1l9fxyta6j7cRxW3NtQMehdKmv6NVZ/eNH2/E12LlXfq88THj8lTY0VhT41AeU8/jJpot88lyo85uIa3SiH6oZdVIJtlxTeaF+bM8ssN7IwXjTHr/eoTF87ok31ePS3ncej+45hu0tK3B+YiqsePE/L6PjU3BPeKfA1nZ+vOpiF+rLAq+NwTq/DLkndc9fnSvfp3OZ8t46Vy7++eYmbL3jUnQNuNEzNIZv//YIHrphieXq0eQVba7SzsCk5FSj2DNqb9Dui9FrKoqcuKW5Bv/56gl8+rJa/OunLsHo+CTOjoyjzpWPW5prsKLBhbkVRfjqU74d35fXzkDNDOMOdcnGTr9khlFZNeqAoF0irrzQiStmuzB//Up0D7qRn52BiSmJQfcEakvz1eXn/OtTc2YW4KqLXT5lZsqDgBk2H9l9DEtqinHtggrdNhujeu47H57D+QkPYz1BXPk5ePyVNp/zoMwAqXQE7h8dx8KLCvFfd12BD3qHkZediR+8/AHa+87j7559F9/61CXIzBCQEjjWM4z2vhEsr5sRUHc2issl1cX4/p8uR2WxE4uqipGZGa/JoCNntiN+uIJd4yiQXk462TeC3CwHvnXLJTjVP4oh95S6hKtSh1bqwVruCQ+qi3Nx96o5cAigojAHX712PgZHx/DQDUswNOYdTKddijNecUBE6amiyIn+0XG83zWEx/Yc9/mbe8KD+rJ8PP65ZlxUnKteG8O5R2DOIn9x6SQB4HEA/09KuRcAhBBXA3gCQFMY2/g0vEt1KO4WQnwWQCuAr0op+2O1s7EUrJA5HAJLqmfg9Dm3bsOaf0HWNlJ09I/qNuqOT3ngEAJ//Yv9Pp0WcrMdIUefBKtwGjUAZmYIw573fNgWH5Ek7nBuKCYnPXjuwEf4umY9ua98fC72d5zz6SBxx4o6w4dMHo/0eSicn52Bf/jkIvzDc+9ZagQSb7QoXEblr7muVP29f3w7HAKr5lWgoawgaOOyso7tqXOj6kjZNYur8MCz7xrOBmHE45G6D94urS2N+Qhljt5LDDPH2egmoLY0MFbMPthRrv9HugaDXnu08dQ54Ma3XvTOJvRkyxXqg0WjfOvxSOw50o0DpwbgkUCGAJbUFGPVvApTsWRmJK/SieOuqxuCzoiRqvTiB4DP7/wf2Cuj8z88O6p77pWc5Z7woKm6CC+sX6nG0MXlvscykuttPK/RyXqo5v+dQnVWy3AgYETihtWNAR3z0oVy/PSuX+1953F+YgorGsoi3m7DzAJ80DNsqmOKtkzNqyjErg0r0TXo2/kl2GxOQODsVO1953Hnj36vjtZT3P/sQfzbbUvxfuegT45Mdj2avCLNVdrOe+tXNWJscirqxjmjukK9Kx+LLyqGMzMjYITziTPD2LL7OLa+3IZdG1aqbQaVRU5MebzXdI/0XmuteJ0MNcsikUKvrBrd2ylTyW9Y3YgTfcOYXZaPelc+DncN4c4f/d4np9eV5umWO7280DOkf//15omzuKg4V/c9evVcZRav/tFxxnqC6J2HjWsW4NoFFWpHYGWZjC9te8PnXPUOj6NzwI1T50YhJQLqdfWufHUGKgCGnWQvDnKtsco9eSrOBmd3evc9D6xdqP7dPeFR69Btvfr14I7+83j8lTZsWN2IB559DwBwx4o6/JnfYEzlXopxQESxVO/KxzdvWoKTfSO6Oepo95A6242Si8K5R2DOIn/x6iQxpHSQAAAp5StCCFNLbgCAECIbwB8D+Pr0r/4DwIMA5PR/vw3gCzrvawHQAgC1tbUR73w0QhUyo4cUegX5vqcPouWaBtSW5uHRPb7TtC2vnYHa0nxkZzgCGv+3TI+sirShWalsl+RlYXvLlZiYmkLp9GjkYD3vOS1N+MzErNnEHclNkscj8Wpbn9pBAvCex+/87ii+M72mnXsi9LTrykPhwpws7D1+BgPuKTx/oF2dnnDlnDJcVl8KABGPHCZrsEKejYdgjcx65e+qBldEHdH0blgfvmkJ5pYX4IvXXIzjPUP45CXV2PVuJ+66ugEZDuDqi8vQXF8atKyYqQzGoqesXUfv2S1uzR7ncB8UmHmwo9RTFlYVos6Vj/s0Hei01x4z8WRUrjrOjuBY9zC2vtzm02A4Z2aB7shto33U6/ChfObR7iF8cWUDCnIyYtI5KNGiiVmj+MnOFOpasc4sB7be0RzwwPbRPcfwnVuWYlZpPu5/5sK5VxrnAe95bqwotPTx85eMh2p68R+qs5oyraR2euefvNaOZbUzTJWNZIpnno3nSA8zHVP0ytSmdU24aIb385XOju4JD7a93q5ev7Wz2wDGnRU90nefxiclRsenfHLk5luXRv1dyVei6wbaPLTt9XZ89so6PLB2oTrNdbiNc6HqChWFOVj/pO/64Fv2HMPmWy7BX35sDoQAuofGcFldKepd+VHV7xL5sC7dp8e1W53WavTu7R5YuxBD7gncdXWDOsr6hfUrAQQugfCfr3yAsYkpnwEmwcqK0fVrygPDmFXqua47L8fe42fUpR4A4K6rG3C0e0j9Lla+/1LYNWaD3W8o91N6nV+1M65dNCNPHdBWVezEzctrkCGAt9rP+dxjPXb7MtMPazweiY6zI3i741zAfVoy7slTccZWu8asQu++58Hn30fLNQ24Y0Udtrd2qHVoo5xYVpCN/7rrcvzTc+/j5uU1mF9ZiL+ajmVlm8GWgU6FOLAbu8ctpZ9QMVtelIPeIXfA/dJDNy7B6PgE7l41BzvfOqXmIqN7hLMjYwAQcJ/CnEVa8eok8aYQ4vvwzgQhAdwG4H+EEMsBQEr5doj3/xGAt6WU3dOv71b+IIT4AYDn9d4kpdwKYCsANDc3S73XxJuZQqb3kCJYo9n9z7yLf/3UJXh4eo16pfPE/MoizCzM1n3f6PhURPtv1NiyfHo0cqie95yWJjxmYtZMTEX64PJk3wha28/qxtDI+KQ6laAQQEleNm5eXqNORbnzrVMBS37MLMzBD/demJLwwGnvSOSbl1UDgC0frpIvK+TZWAtVfkI1jpj9jJN9IzjZN4IjXYMoyctG54Bb7RD3nVuX4is6o4U6B9xYNiv0OtdmGoxj0VPWrqP37Ba3Zo9zvB4UOBwC9WUFqC3Nx9JZM3SvPUo8bdp1CGubqpHhAC6rK0VtSR6A4OWqe3BMd+rh5bUlph8E65VBo1EzypqrCjvUV6KJWaP4abmmwed3etf/9r7z2HO0F8/tP42tdzQj0yEgBHDw1Dmsu7QGz+0/jY1rFtiuh32iH6oZxf/CqsKgD/uVaSW1U+/bIV6B+ObZeI70MNMx5cSZwDK1cecB9SHIwzctUa/r2qUTrrrY5XP9NrqP8r/E39Jcoz74ALx18MPTs/vUu/LZgBMjia4b+M/AtGnXEVQVO/HjOy/H6Pgk8rIzUVGUY3p7oeoKoxP6U2i7Jz3qFPI/3NuGzbcuxbyKwojrd4nuQJvu0+ParU4bL5F2zHE4BBZWFaozYM6rKFTb2bR6htyQ0nf5sapiJ75w9cVhlZV6V77P8gzKfd721g6sW14ddD+1bSuhZva0MjvHrNH9hhJ75w3ybIYDWL+qESfPjAScv7uubsDm3/kOUrr7Z+/4zOxj9LBGybeHuwbVjpTKNpJ5T55qM7baOWaB4M8Xtuw5hq13NPsM5FRyYqbDgfoy71LePYNuXDG7FJ+6tAYP/+YwvriyQXebwZaBpsSye9xS+gkWsyf7RvDGibPYsvs4qoqdPvfq2RlATl4OHn/lBO5YUYdtr7ejZ8ite49Q58rF6XNu/Onjb+rWn5izSBGvThJLp//7936/vwreThOrQrz/M9AstSGEqJJSdk7/8yYA78ZgH+MmVEVameJYu4RGVbFx5wP3hAfHeobUgq9MgXnvjn3Y3rLCoLHNu/68/+eEunkM1dhiNPXf9tYOTksTR6ESt3LetB0ZTp0dwbunz2FkfMrw3HcPemNJL4YqCp1wZjuwvWUFJqck8rMzAkbZVRb5NkYFa8Q2+9DPKtMGUvowis2FG1bCIy/0Nr283hVRLOo1Hms7QbgnPDjUNWg4AkVv6QT/cmI0RafSYBxshqBwvlO6j95LFDPH2buueQbWr54Dj/R2XOsccEf0oMAo7wa79jgcAtcuqMDElMen4TfYVHebdh1C9Qwn+kbG8MWVDeo+K38fHZ+M5HCp3+Hg6XM43DXos+0Hn38/7abRMzta3ej6L6W3s8QDzx7EvZ+Y53N+N61rwrULLiyL4vFInDgzgvazI8iffsBXW2q963a4D9WirYsYXVd+fc/KoPHIaR/1mR3poT1vVcXepQPOjo4hO8OBUb/6sPJahxAhO6a0nx3RLVPKTHpKB3btkhl68WV0frMzhc8SXnPLC9XPs/ODsXQULHfo5aH+0XGMTXrwFz99W/f8BtueUa5v7xtBvSvfMO+d7BsJuDY/fNMSfHFlA4AL9Qmz9btEd6BlnqRoO+Z0DrjVfH33qjnoHx33+bszy4HKIicGzk/41LNvXl6Dw5p7NoVSVpQ2D//yev3iKpTkZaO1/SymPMD21g5sXLMAtSV5QWfZ1MZ6qJk9KTH8Y2/D6jm6eXZueSG+8cIh3Npc4x00pDl/St1Byz3hQdegGysayoKeTyXfBntgbRSHsfjubKeLTjyOod42gw1udE94kJUhAmZgzMl0oCA702cp7/Lp9l5lO+ncQZGIEqt70O3T3pk7/azz/MQUhHDgWy8exm3Ntdje2oFbmmvU9gH/e4QHb1iClullggDWn8hYXDpJSCk/Ful7hRB5AD4B4EuaX/+LEGIpvB0sTvr9zfL0buIeunGxzxIam29disduX+YzDbLyEE2Zjk/70Eyp3IyOTwUkgA2rG/Hl7fvQPzqu+znBbh5DPZjRNlIqCWtiyoM1iytZSU6i7kE3SvKy1UbUkrxsfPbKOty69fWgDQcVRU48t/90wPrJD6xdiEOdA3j4N0fgzHLgh59r1h31e+3CSp/9CNaIbfahH2eboETTi82SvOyYTWGp13is5PPvvnRczfFaygiUzbcuxeyywKV1/MtJsCk6Q80QFA6jzhj+a7dTdEI90DXqeKM0uobzoCCavNvRP6o+QAd8bzj8y1VVsRO3NdfiNs11SdtZyJnl0O0QFOl30G470yGwvWVFwEPSVGVUTv2/8nP7T+uOblSmdF7bVB1wfjfuPIAl1cVomFmge9w3rG5EY0UBVs2rsNQxDuehWizqIkZ1nt5hd9CH/Zz20VioDsPa86bUg5/8fQdua64N6GBw7YIKvHioW32t/3Ib/rGRn51p2NgMeM/t3IoLs4QYxZfR+QXgM3pUajow8cGYfYTKHXp5aNO6Jjzw7EHd8xtqCQyjusI7H57D+QkPrl1QEfB5D924BN9+8Yj6euXafNePWwOuA/2j46YefiS6Ay3zJEXbMUdbdna+dSqgLeSx25fh/c6hgHplpgMYHJvSLXeVRU7D8pqZ6cDVc8pQU5KLniE31i2vRm1JnnodMqpraGP9aPcQO6pbgP/MUjtaT+nWIRZWFeI7t12CyiIn5lYU4Uj3YEDMRHI/rc234cZhNDmS7XTRi8cxNNqm3vVf+3yhoshpeB+nnfH0weffx3/8yXJUFTt1cyU7KBJRvFQWOXFQiIAlep9qPYX+0XG1/XNtUzXmVhQaLqHBgX5kVlw6SQghNgB4AsAQgB8AWA7gb6SUL4Z6r5RyFIDL73d3xGM/E0XvJu7+Z95VH5BpR5f9+p6VONQ1iKPdQ2rjhFKZUR6a+Vdurpjtwvz1K9HeN4J3PjyHn7zWro7M1Puc6iAPCsyMtON0NNZTUeTEnVfVYXh8Cl9c2YB5FcHXi1PUu/Kxcc0CbNp1SF0/eUFlEYbc43ji1Xb1vW+e0F+So+PsCGaXhV5ORtnHULFl16n8yd70YtN/qutoYtGoUiYE1Abyzb894vN3Z5YjYC1zhbacKGubHjg1gI8vqMCuDSvRNejbYKy3Vmqk38XM2u0UvVAPdI063mxvWeETM2ZGq0STd4PdcPiXK70HfdrOn3odgkJRvl/v0FjQ9YDnlKdXnUWvnN77ibmoLc3zeYi7cc0CXLugAkuqi9U6pNKxRNlOsKW29GLnkd3H0HJNAxrKrHXMw3moFou6SLA6T6h6tJkZ6fhA8AK9PHDz8ho8stubA/Q6GGxvWaG+Vllu496PN2JRdTHGJj2o8+uwVVGUE1CmtB2KnFkOLKgsCjlNNmBcT9b+zuOR6jXAaMQpG3asJ1Tu0MtDfSNjPstBKe/rGfLmYaPt1bvyISXwrU9dgmM9Q9ihaTBU2hBeWL8y4PMcAj6j5o2uzcrSnmYefiRj+Qu2R6S3aBu86135eOz2ZThwagAeCTgE8MTnLwPgjWcpgesf3RtQLr5/x6X4u2ffDXhQuGldE6Y8xuVVKf/amDV7f6a8D+Aobivwn1lKqUM8/rlmZDiEz/VfWbKrtjQfNSW56oMevYfN/vfTRvU+Jd8aPbAOFYeRMJqtj+104YlHW6fRNpXr/zyd5wubb12K2pI83XOq1J2V2dXcEx70Do3h5uU1+O5Lx7Ht9Xa0XNOAZbNmoI7LvxFRHA25J7D5t0cD2pr+9VOX4Ej3kNpBQnmO5Z+LlMEMRjP3s/5E/uK13MYXpJSPCCH+L4ByAHfC22kiZCeJVGR0E5eT6fD597GeIcytKMSahZWYVZILAJjywGeUpTJtm1K5USolDTML0D3o9pnmVdmuEL7/3n24B1t2H9ftucrpK+2ptiQPJfk52Py7d+Ge8GD96jmmGg6U6dKri504PXAeZQU5yMlw4M+ff99nXU6jKbmVkUpmej+biS328KNk0ItN7VTXikhj0WhU98fmzsQnFpRjZGwKD92wBPc/e9Bn1h+9DhLAhXLiPwX31pfbdEcjxLJcmVm7naIX6oGu0Tk9PzHl00HCzGiVYPERarrWYA9G/MtVhkP/QV9TtffBYriNLNrvZzTlrDIbS7rVYfTK6RP/30k8+pml6kPcyiLvUgS/bz+LiiInVs6ZifMTHvXhmTPLgasaXMjNMl5qK9iyHla8bpt9qBaLnBnL+jRH7xkzygNKxwKjDgbKCDmtSQ98RtMrI0E7B7w5eOFFF9ZrbiwvwD/vOqTenymdvLQPs6KhvQb0Do+pa9Ir2LBjTWZyh38ecgio08gC3o5oygwORtvrHnTjcJfvKPcH1i7E4PkJn8ES3YNu9bP0OuAEuzYvmzUDfzC33FSOYfsBJVosOuaMT0qf0Yna6+prH5zRL8uDY/jCVbPxn6+eUAeYNNeV4qoGF37frj+oxKjuEKx8672e5cwa9GaW6h8dR6bDgSsaXLrvcTgEllQXq+evc8CtLld8vGcYY5Men/vpYPW+2pI8bL2jGa3tZyEhce/HG3FRSR4WVBZhdlk+3jjRF9P2tFCz9Vmxvm9VsWqT0XagOT8xFXSbF5cXYHZZPhZWFeGqi10oL3TqzmKjPafa5wfOLAd6hsbUDjz9o+OYX1lkun5ARBSpj3Tu190THhzpHsIP97apM3zNrypWB1sZXT/9Z+5n/Yn0xKuThHK1vA7AE1LK/UKIpF9BkzUKK89gitZ6zYhJZ5YDB08P4svb96nTY50+5w4o2Mq0bXojlIKtO6b9tzKtu17PVU5faU+nzo3iw/5RdS3ZvOwMUw0HHo8MqCBvWteE7Ezf8x1sSu7+0XFTvZ/NxFYyRiIR6cWmlECdKxdrm6rVG8Xn9p+OKBb1RnXf90fzcfrcefy1pkxtWteE6hlOlObnBM27SjkxOwV3LMtVRZEz5NrtFBvBHujGcmYeo22Zma5VabDdtOuQ2ov7srpS1JbkBZSr3KxMtTFa+zmNFYURNa75fz+972A0G0uqMyqnpfk5aJhZYDiF+7ULKnxGwns8MmCprSd/34GrGlx47YMzyMvORJ0r12cUtDPLu6yHnXNCLHJmLOvTnGXLWLA84MxyBPxO+bf/iBKj62nLNQ0+HctvXlaNrkFvJ6P//Nzl6B0OPLexut9UrgF8MGYf4eYOj0fi/c6hgGlkGysK1POrt7287Az8zS8PqB3hAGDryx9gbVO12kFCeZ0/s9fmujDilu0H1pIOMw9FmxdDXVeNyvKH/aPIz87Epy+rxfmJKZ96Zrjl36iNUK/cAixnVqE3s9SG1Y2oKMoJ+j7t+VNmb3tQMzBJGytG8blww8qAZWA2rWvCmoXeJV28+xfb9rRgy4Y+/kpbUur7ds1xsTg3/g8AN6yeY2omaCU3dg+6MeSexKZdhwzPqXIonVkOfOXjc/GzN9ux5dPL1E4WdjneRGRvVcW5an5TZlDOcACN5YUoycvGlj3H8J+fuwyX119YRtro+vnre1aamvGR0lu8Okm8JYR4EcBsAF8XQhQC8IR4T1wlcxTW+NRUwFRo61c1ouvcKAD4PHDWFmCjmyCld7F/xVDvZvGhGxfj0T3HAj5HoddzldNX2ovHI/F2xzmfBravfHwuvr5mPr6567Buw0GwKco37jyArXc0o2XbhdF0ypTclUVO7D1+BlLCZ0pus72fQ8UWG4IpWfxjc3LSg3tWNeL+Z971yae1JXlhb1tvVPegexIP/+ZwQNl7Qeehl3++ry3Jw+Zbl+Jwl+/apsp2/MtjLMsVy6g1RDMzz9HuIXUbRmukm52uVZmNaGLK49OJTlu/UsqV/+hV7T5H0til/X5GU86mYwcJILLlWpSpWbV50H8kpbJ2/W0/eF3d7oM3LMZjLx1TZ8FRHvDVluShrXfYdg2YQOzyXKzq05xly5hRHtj5lneN8Cd/36GbGxZVFfucY6PR9Mrofm0ZWdFQpr7m4vLA67X//eamdU24fnGV+gAjXHwwZh/h5g6jJYu2/9mKoNvzSInbmmsD2haUEFP+PTGl3/xi9tocDrYfWEO6zDwUbV4MNYuDXtnTDhBRlqNZUj0DgHfpjL6RsYBBJcHKklEboVG5Vb43y1ly1Zbmo7GiAC3XNKhLtTRWFKC2NHTO1HZ+9J+97bHbl0FKb93bIQRK8rJ9Znb1xqd+2129K09dTllpJ4jVvbpRWUnWbH12znGxuL/wrzfsaD0V0Gln07omnzarULOBABfO6cY18zG/shA1M3KRm52JH7/ahg2r56btPTURJc+iqiJ846Yl2LL7qO59z7bX2zE+OaXOjFrvyje8ZvUOu7GioYz1JwoqXp0k7gKwFECblHJUCOGCd8mNpInlKKxwG/Nd+TnY3trh84Bse2sHtnx6Gb73p8tx8PRgQAXlUNcgZpfl694ETU568GpbH1rbz8IjvaObN65ZgDWLKgNuFmtL8rC8tmR6pEgG1j/5jk9lmyOA7e9k3wjue/qgT2x/53dH8Z1bl+IXX7oSw+OTPg0H2kry//tD/WU5sjKEbi+7mYU5cZ3ylw3BZBUd/aNqBwnAWy7uf+ZdLK8tCfua4T+qu6rYib+9boE684uyBqTeQy+jhoBrF1Sgekau7ug/AYG23mGfspOdKXwac/xnizGLZdQaopmZRztrldKgtGZRJRZuWInuwTGMjE+irjQfZ0fHTD2Y7egfVRuEldcYramst88AImrs0n6/zgE310jViHS5Fv9z6x9DeqPtH3j2XTz5ZyvQPzqOImcWsjIEhsem8FpbX8ASQolswIxmlJnV8lyqzLIVj5F/wfLA7LJ8XLuwEv2jY9jeskJ9gKB8rpnR9NrZ+Mx0TDlxJvB+c+POAyjJy8bVc8oi/r58MGYf8yoK8e9/shz5OZmoKMxBbalxnBvl4t1HenB6wG14b//79rMBuXjLnmP4/h2X4u5Vc9S2hjWLK0Pub7LynV1HAltdqs88pBc3kXwvo+vqxJSExyPVcuG683LdASLLZs3AyjkzceLMCA51DuJYzxB2tJ5CdqbA1juakZUhQsa1URuhmXJLyeNwCKyaV4GGsoKA+xmznYP9825lkRPvdw7h+kf3+sxOoSyfVFXsxC3NNegbGcMXVzaobQfA9DXDbzll/5nhosmvRmUlWbP12TnH6V1va0vywroW+tcbOgfc+M3BTjzx+cvQcXYUedMdG7IyHOp9V7DZQJT2KWeWA3/QOBPvfTSAO3/0ezUOH1i7EJfWsYMEESVeZqYDs0py8dVr5+Ovf7E/IIe1XNOAtz8853P9W1hVmBLtJpQccekkIaX0CCFqANw+vcrG/0opn4vHZ5kVy/W/wm3Mr3flY+OaBQHvWVI9A4XOEXx5+76AAny0ewgLq4p0RxT/+t3OgGUPNu06hPmVhQHrjgLwGSmitx8cAWxvRrF9qGsQEgiITW0leU55vv40j1kZuo2xiRhFzoZgsoJYjtzVlpuSvGx89so6fG26kuc/Msm/8hZsxLd2bVNtg8qXt+9D/+i4em062Teirr+mcGY5dGetMINl1BoimZnHf9aqefesVEdC603fqreUgn+MhlNW9Pa5rXc4osYu/+/HNVJ9RbtcCxB4jI1G2/ePjuMP5pYHHaWUyAbMWIwys1KeS4UZfOI18s9cHtA/h6FG0ysPKBShGlg8HolDnfozPLW2n0VNSa4l4oniwyjGg40uNsrFykxO8zWz+yix09Y7jLfa+3Xj7OCpATy253jYOSLR+c7OI4GtLpVnHopl3NS78nWXEn3g2YN44vOXo2FmQdABIrWl+QFLlip1npZtrabusYzaCO10bU9X/jkzktjUbkPvXuiR3d4HQE+1nsJnr6zzmSlAW79WrhnK+/RmhouGUR00WTML2D3H+dc9w40b/3pDVbETf7Skyqdjg//zgWCzgQBQP7c0PztgptMHn38fv75nZfwOCBFREDmZGejoG9HNYbNd+fiX/z6i/luZld/u7SaUPHHpJCGE+GcAlwH46fSv1gshrpJSfj0en2dGrEZhRdJzNdgIjXpXPh6+aYk6E4C20ruwqggAfHqTnuwbCRixqfQCDVUxtNrIOIoNsw1sCm0leWLSozvN49DYhO5nMYYoXcRy5K623PQOjeFzT7yp2wt2fmVRQOVNW16VddiEAHqHx1Dvyg9Y21QZcQJcKP92b0ygyGjj7nDXIN77aChg1qqOsyO4uLxAt26jt/SS3g1GeWF0ZSXS+OT1KHzKCEyzU0L7H2OHELqj7fOyM0OOUkpkzrHzKDM9qRDr8TonsTo22lHDb5w4i8byAoxOTPpMhR2qgeVk3wiO9QwZ1sl5zU1tRjFe3bLC8GFSqM6MejHTPeiGe9KjG2crG8vQXF9i+RyRajnaSlJl5iE9sYwbh0PgohlOn1kclDqyttzpldFN65rw0cAojnQNqksi+Nd5zOT7VLi2k1eo2Aw1c47RvdCyWTPwfy4u0207uOvqBjz+Spup5ZSjYbU4TaUcF0lO889JtzTXqB1olG0o8dE96L3ndwhhOBvIVRe71HP6xok+3TjsHXYHLC9HRJQIQ+5xXFIzQzeH5WQ6Apal6h12W+qaRfYSr+U2rgOwVErpAQAhxI8BvAMgaZ0kYjUKK5rGfGX9uZN9I3jjRJ9aQV5eO0OdBl25QesfHdedEjtYL1AzFUMrjYyj2AjVwNbud0OmvbHIycrQnebxsvpLDD+PMUTpIF4jd/tHxw0bQfRGwCvltSQvG3esqFM7NP1wb5t6bVBGCGzZfTxguz1D7pRqTKDwKPm6d2gMj7+yPyAG8rK91UCjuoXR0ksKj0fiRN9wwFqo4ZSVaOKT1yPz/Ecr1blyTU0JrT3GJ88EnusNqxtRWZyDD3r1e/iL6U0mMuekYscwu8d6PM9JsHuscBpEHA6BiqIcZGUIfGV65qeWaxpQW5qHueUFWBxi1GT3oBs7Wk8FdD5+YO1CbH35A6xbXh3V9yRrM1w643APTp9zB4wMVR6aleRl4ad3XYG32s9iwD3lMzpYL2dWFDnx3P7TAXG2aV2TbdYMT8UcbRWpMPOQkVjHjSs/B4+/EnwZUe0D4u5BNyamJB7QLCWmHdHvnvCg0JmB9avnYHR8KmDpQz12v7aTV7DYrHflh5wtwOheqC7I+upN1cV49DPL8EHPsM/f4lHftlKcplKOiySn+S+T2TeivzxmhgOYmJK4bstelORl696r+9cZ2GZERFbi8UgIIdA/Oq47uPdU/6jP65V8ZaVrFtlLvDpJAMAMAGen/784jp9jSqx6wEZTcQi2tvz8yqKgU2IrvUmNPr+5rtSWFUOKnhLb1S0rsPtwD6Y88Glge8dvjaZrF1SoNxZCCHz6stqABx652RnJ/lpESRXLURPa3P/FlQ2GjSDBRhke7hoMWH/azLVB2e9UaUygyFQU5eg+3K4oygEQfDaIYDcYylIuJXnZamc7hwAWVhWaLiuMz8TwH63U3nfe9JTQitrSfDRWFKgdex0CWHhRId77aAhHugZ1Y0hKc6PwY4mNfNYT73MSq2nYpzxQ82TngFutP//6npUht1NR5ET/6Di2vd7ukw9H3BPYuGYBc1qKC2dmP714fejGxfjpm8fU+zejnKlM0b9p1yHcdXUDMhxAc10prmpw2aKDBMAcHU9WG/UdS7GOG7P1T6WxHQCu27LXcMasOlcuCp1Z+LffHYvqOkT2Eyw2zcwWECoW9bb9XueAWkdRlgdTlttM5fpGKuW4aHKaskymUdvS8toSPPDsQbU++5PX2tFyTQOWzZqBOle+7jHjPTkRWUnH2RG899EgRsYm8cy+0wGDex+8YYma/5ivKBbi1UniYQDvCCFeAiAAXIMkziKhiEVvomgqDsHWllcqeke7h3Dw9GDAlNhKb1KjKf+MGkZCTe1GqcHhEFhSPQOnz7kN11PWi7fjPUP4yWvtPhebn7zWjqWzZpj+bMYYpapY9UDV5v6dbwWOMt1861LUluShrXc4oBwpDQH+N79A6GuDcm1KpcYEiozew+3GigJ1rfQMB3Q7UShrlRpRRsB0Drjx3ZcuzGRy1cUu1JeZLzcLqwrx4zsvx+j4JGpL8zG7jPEZa5GOwPS/xv9hYzkaygrUXCIlcP2j3lFKeiObq2c4sW55dUJzDhv5rCfe5yRW07D3DOmXEzNTDWu/43df8j64ePimJVheOwO1peHFP+vW9hPO0hl68Xr/M+9ie8sKnJ+YClpPU+t0lYVBZ3mycvwwR8dXqo6gi3XchHt/ZFSPEsL7UPIf/ngx/uK/3gq4DrnuvBwzC3MsVw4pdoLFptESBsosE0quXlhViF/fsxK9w4HLM/tv27+N75Hdx/DjNIqzVMlxkea0UG1LD9+0BM4sgfa+8+p7lI6/T7ZcEdEy4UREidY9OIbNvz0aMKuyM8uBb9+yFHWuXLYhUkzFvJOEEMIBwANgBYDL4O0ksVFK2RXrz0qGaCoOoRqolcrKl7fv83mdtjdpOJ8fq1FVZA/+sSEg8OXt+wLWaPKPt/7RcZ+HW84sByqKzI3IYIwRhabN/Z0DbnWUaVN1ERorClFbkocXD3UbliOlgSTYSINQ14ZUaUygyDgcAqvmVfg83NbGhzLCxL/D3LLaGUE7O0Q7qs/oGjK7jA9KYi2ScxXsGq/kktc+OKN2lNGOoF85pwyX1ZcmpS7ARj7rifc5idU07NEu/xOL78i6tT2FmtlPG0NG8Xp+YgorGspMfZZRnc4O8cMcTZGIR9yEc39kdH1YOacMNy+rNizXe4+f8VkmkXGeeoLFplHczCxwmsrVZtv4JCTv820m0pxm1LY0v7IQx3qG8K//fQS3NtdEVJ9lmxERWcXI+KRuO9OVDaU4PzGF//tve9mGSDEV804SUkqPEOJuKeUOAL+K9fatINKKg5mGt3pXPh67fRkOnBqARwIZAphbUQiH8DZ6KA/MzHx+rEZVkX1oY6Otdxj9o+M+f9eLN6X3ckleNm5prsHc8kJIeSHegkl2jFl9pBQREJj7OwfcePyVNvzgs80Yck/i9MBo1NNwArypJS+jvBgsPpRp4v07zIVqSAlnBIzefiX7GpJOzJ4r7XnKy87Epl2Hgp4fbX5TZhRxZjlw87JqU9fjeF3HmQ+tJ57nJNhDiHBEO1I5Ft9RyYsledm4eXkNhACOdA1iYVVhWDP0UOIZzeznP2NYXnZmRA8vzORLu1xXmaMpErGMm3DrH7Uledi0rgkbdx7wKdvaDqFGy45ZtRxS7BjFpl777pKaYmQ4YDpXh9vGl2hsk4ucmZzmf3z9l8lU2pZarmnAlt3ee/kdracCZokMdd/Hc0dEVlJXmq/bznTtwnLc9eNWy9/rkP3Ea7mN3wohvgZgO4AR5ZdSyrNx+jxbMNvwNj4psfXlNvU1X/n4XPzLfx/GxjULfHoWh6rQxGpUFdmT2YeqaxZVYuGGlXi74xzue/pgWKOOoomxaCvkdhgpRQTol8UNqxvx1784gP7RcfzTDYsxt7wAB04Pqu8pyctG79CYT/ngqDsKJdK8GOmDQbMjYIz2a2ZhdsA1RC/2GefRM3Ou9M6TMl1854AbVcVO3Ly8Bke7hwB44yaah8q8jlOsGF1nT/QNo640Dx39o6ZyihVGuHcPunWnFa1z5Ye9bAclnl4M+c8YVufKxYM3LMYDz75rOm+azZe8/ycKLdz6h8cj8eKhbmz+7RHcdXUDMhxAc10p6ly5eONEHyqKvOXcaMkdgOUwnfm3726+dSl6h8ciytVGnXWStVwR6/LxpXd8H7t9WUCuefimJfjX/z6ivk+ZJfLHd14OCYmZBU5kOKDmKyVeeO6IyKrqSvPwjZuW4G81z6k2rG7EqbPnsWF1I0bGpwAAO986hc4BN+tYFDUhpYz9RoU4ofNrKaVsiPmHGWhubpatra2J+jjTlAfDRg1vbb3DuG7L3oAe6Hdd3YDHX2nDC9M9o4JVRgHvKJKTfSPY/+E57Gg9pU7H5sxyqNugmIhZ7TEeMRsq3hRGcecfK/4dGxwCWPNI6Pfp7Ve0FXKz+0wB4hqz7I2uTzkuH/QO4+DpATzll5e/9alLcPfP3wEAVBU78dkr6wJ6/qfxDWtMv7RV6wexEE1eNHu9iOV+bW9Zgdu2vq7+3kzs2yjHWLp+oCdYHfSXb58KeGjrX+8MN3Z4HTcvQXFvu5jVOnlmGL985zQ80rtk0C/fPoX+0XFsvaMZLdtabXM9besdxjP7TqsPVBTOLAd+fc9KCAE75L9EsUXM6uW6Olcu/vnmJgAwdS7N5su23mHc+aM3sbapGmJ6c8/tP40nPn8586p12CJuU5lReTLKsUavV0ZuK9eWaxdUoKN/FO19I3jnw3MB93s2rt8wZjXCqZOZvQdSfh8sRpQ2tE27DmFtU7XaWeeqBhcyMx2x/ZImWbgub+uYVWKsd2gMn3vizYDju2vDSngk1HuvYO2y9a583bbXeRWFuP5RS567dMU2L7KjuOXatt5h/O79LgyPTwXc32vrX1/5+Fz87M123uuQWYYxG5eZJKSUs+OxXbszU5k2Gv0hhG/PYqOpNOfdsxJHuod8KkAPrF2IIfcEfv5mBzauWZC0XsaUeGanpDSKu/a+ETVOjTo2PHb7Mtz9s3fC6skei6mEOVLKejiSwJhSFo92D6nTICq864hemKL1luYa9SGx8ncrTh8WzUM7Gz3othX/vKg38j/YCOp4TX1tlK9Hx6d8RsIYxX51ywqMjk+hqtiJ9zuHmGPixOg8ZTiAm5fXqB0klN9r85KZ2PEv930jkY2is6tI8166X1vNHrfOAXfA9RUAWtvPWvp66v/9akvyMLe8ULdsHOoaxNee2p+WcWBnerm1ve88Xmvrw41Lq03Fot429GZeqi3Jwz2rGnH/MxdmqXjoxsWoLcmL6XcisppwrrFG9R2jHGv0eo+88P/37tinPlysLclDhsP70NojvR2V2A6XGsKtkwW7B9JbhiNYjGjbgJUlEpP9UDtWbXJsG7hAG2NfXNmge+3vHhyDR0rkZWeib2QMpXk5hu2yRs8O/v1PlqfVfRgR2Uv3oBuDY1PY+dYp9bnRuktrsPOtUz71r+/87ih++Llm1rEoanHpJCGEcAL4fwCuBiAB7AXwPSmlOx6fZwdmK9NGa+pK6bvWnFFltONsYAXoweffR8s1Dbj3E/Nw7YKKtK1skjGjuHvnw3M4P+HBmkWVhpXrX9+zEi+EOS1xLKYSNtrnZK7HmO7ssg5yMlUV5+rGbW1JrlqORsenLH/DGs1Du3R/4BdP2rxYVew0HPmf6ONslK8ripy4YrZLnZbcKPZ3H+7Blt3HsX71HJ/R1cwxsWV0nlbPL0fnQHSNoHrlftO6JtS5ctHed97n81LxOh5N3kvna2s4x80ofqd8w9ZS11Oj77egslD3uxztHkrLOLC7YLHZPWguFv23ocy8pIwwVWJnYVWh2kEC8MbJ/c+8i+W1JYwTSlnhXmONyqRRjg3WRqdQri31rnyf5XWU+g7b4VJDuHWyYG1WR7qHApbhCMaKg4Ri0SbHtgFf/jEW6tq/flUjtrd6B0Tu2rASXYO+7bJGcZOfk8n2VCKyrIoiJ4pyMgJmmt2wutHnde4JDyYmPWl5vaDYitecXD8BsAjAowAeA7AQwLZQbxJCzBNC7NP8DAohviyEKBVC/FYIcWz6vyVx2u+4MapMn+wb8XmdsqauM8t7apRKz/MHTvuM0Fcqo1rOLAfysjMNe7lv3HkAHf2j8fqKZGNGcfdU6yk1To0q173D3puyFQ1laJhZYLqDwy3NgaNS73v6YECZCGefk7keIwW/cSevRVVFeOjGxT5x+9CNi7HoomK1HNW78nXzu5VuWM1e02L9XgpOmxeNRv4n4zgHy9fKDBbBYl95yOmRYI6JI6PztKR6BuZWFEaVl/TK/cadB/DgDUvS4joeTd5L52trOMdNL343rWvC8wdO+7zOStdTo++XkSECvsvDNy3BU62nfN6fLnFgd/WufHzzpibd+/u87AzT29DGhNHMS92DxjP0EKWqcK+xeteLYDlW7/UbVjfil29feL1ybTGq77AdLjWEWyczqltnOBB2vdCoDTiZdZpYtMmxbcCXNsZ2vnUK61c1Br32b9lzDGubqnHvjn3wSAS0yxrFTUVhDttTiciy6l35WHBRcUDOe2T3MUx5LvRSVZ6FEkUrXlE0T0p5iebfLwkh9od6k5TyCIClACCEyABwGsDTAP4GwG4p5T8LIf5m+t8bY77XcWS216/DIbBmUSXmr1+J7kE38rIzMDHlwZrFlT4j9JXKqH9v24qiHMNe7snuZUzWpcSd687Lsff4GUgJbHu9XV1Ds2fIHdOZG+pd+YZTCZuNUW1ZCXcddIoPzu4RWmamAzdeUo3G8gJ0DbhRWezEoqpin3VEjfK7lW5YoxnJYsVRMKlCmxe1o+EUyTrOZvO1XuyvX9WIba+3q69hjomfYOcp2rxkVO6zMkTYs1HZUTR5L52vreEcN734rS3JQ1aGw7LXU6Pv1zXoDvguDgH0j477vDZd4sDuHA6B+rJcbL51KQ53DWLKA2xv7cBtzbWY8J/qJMg2tDFhNPPS6Phk2uYLSl/hXmP1rhfBcqz/62cWOHGib1h9vfba8saJPsvUvyn2wq2TGdWtI4kTK7YRxKJNjm0DvrQx1jngxrbX29FyTQOWzZoBCf0BA/7Lc2sZxU1tqXcWX7anEpEVORwC58cndXPe+NSFmXY2rG5ERVFOMnaRUky8Okm8I4RYIaV8HQCEEFcA+P/C3MZqAB9IKduFEDcA+MPp3/8YwP/AZp0kwqlMm1kX3KgyCsDwAQMbSCgYh0NgZmEOfri3TTdOY3lT5nAILKgqiroRz0xZocSx4o27FWVmOnDJrBJcMkv/73boABTNQ7t0fuCXCEpeBKzVoSCSuk1uVgbWP/mO2mFv51unsGF1o890e8wxsWV0nqLNS8GWXEmH63g0eS+dr62RPIzwjycrX0+DfT//7+LxyLSNg1RQnJuNL2/fh7VN1RACWNtUje2tHVizuNL0NrQx0dY7rBs7taXpmy8ofUVyjQ03x/q/fnZZvm4nT97npLZI6mR6dZNIY9aKdZpo2+RYZnz5x1j/6DjmVxbhD+aW42TfiOGgyGDPF4LFTTrchxGRPVUU6S9XPbe8EHevmgOHABorClBbyvscip6Q2oX0YrVRIQ4BmAegY/pXtQAOAfAAkFLKJhPb+E8Ab0spHxNCnJNSztD8rV9KGXTJjebmZtna2hrpV/Dh8Uh1uYGKosgqorFaZ83Mvng8EifOjOBQ1yCOdg/hqdZT6B8dD/p5sfiOaSpmBylYzAY7P7E8d6HiVPmsSG/KtPtaVezE+51DXHsw8eIas9HGiBXEukz5bwuA7fNtNNe0CN4b04MTy/qBlVl9fVcz5Wxy0oNX2/rQ2n4WHgk8t/80Hli7ELNdBegdjv46FOfyl5D6QbjMfv9YHyerx2M4Ijk20X7/BF1bLRezynHbtOsQ1jZVI8MBXFZXiisbXD4zMNlVuHFhJg5iVXZtcm+YtJgN9/jEOgcG257HI/Fe5wA6B9yoKs7FgopCnBo4b/VzmU4sl2vtzmz50pbb8kInMhxA50DgPVo011q9fdm0rgnXL66y83UrpWI22utbLK7FqVQvDodR20gcjoWlYlb53l0DbuRkOjDgHocr34lFVUW6ecEoxvTiZv2qRmxv7cDGNQtSPn5SHNu8yI7immvHx6fw3Lud2LL7qNoWsGzWDMx25eFE3yjysjNRUZSD2lLe25BphoESr04SdcH+LqVsD/Z3IUQ2gI8ALJJSdpvtJCGEaAHQAgC1tbWXtrcH/RhTYlF51VYE87IzMTE1hdL8nIgq47FuSIvVd0xjUR0gMzEb7PwA5m8own0wEuuGeL3v8djty6J62EURiXvM2lks86HRtrIzBe7+2TuWy7eRNPhHmivCfG/UByYV49Zsp0krdloyU87i0cic4PqO5XKt0fe/dkEFOvpH1ViqLcnDi4e6Y36crBqP4Yi2g5jFv7/lYhbwdpb69bud2LjzQMweLlvp4X8s4yKWnfJtcm+YlJiN9PhMTnp8Oi8YPRwxSy92gMB7w4duXIxH9xxDe995K5/LdGLJXGt3wXKpxyPRcXYEb3ecw31PH1TLxobVjfjJa+0hBxSFS9vJd8oDPH/gtN0fYKZMzMb6Xl+vPhFupx0L1wtjKlS7ZoyPhWViNljHhntWNeLGS6rhcAjTdVPf5wve5bkjeb5AlsM2L7KjuOVaj0diz5FufNR/Hs6sDPzdr97jvQ3FQmI7SURrenmNv5RSXjv97yMA/lBK2SmEqALwP1LKecG2Eatec229w7huy96AqV1eWL/S1JRURhXBhVWFPr3WzRTkaPdFu0/aCphDAGseiX67aSruPZSDnXcAPn+rKnbiluYaLJ01A/Wu/LBv1OIpkvi1WkN2irBUr3qraesdxp0/ehNrm6pR6MxA9Yw8tPeNYGXjTCypLg4r/oxivuWaBmzZfdznd8nOt1bIEUGwV70fq52vcHO1mevBBz3DuP7R2NZNYlWPMslyuVbv+9e5cnHvJ+b5PIDeekczWra1mj5O6XStjiaGbHCcLBezQGzLbSIejiRTrI6V/3aM7i8sICkxG8lxDtbZB4jdDGNG+3bX1Q347kvHTe0rxZ0lc22qUvL+4a5BbH05cFlRpWxEc13RzpQ55QHaz45g/4fnsKP1lLpknM3LXcrErPZeX0x/q+f2n8YTn7887DZVo/rEyb6RRN5vBOyX1eominS9Dwt2XX78lTb84s+vRMfZ8wEDAy6a4YQrzM4PVj7/FBLbvMiO4pZrT54Zxm/e7cL5iSnd+tu/fuoSHOkews63vLPn27iORYllGLNWne/tMwB+rvn3rwB8bvr/Pwfg2UTtSPeg26cgAoB7woOeIbep95/sG1ErO8p7792xD++eHsS9O/bjui17seu9Lng8oTurRLsvwIXK/HVb9uIzP3gD123Zi7c7zqEkLzuq7VL8BDvv2r81VRfhgbULAQBvd5zDnT96U40tozg82Tdiie+hRy9WzZYVokj1jYzhtuZaPH/gNDwe4K9+sR8/faMDuw9344WDnfigZ9h0DBrFvP/brZBvrZAjyDwrnS+9XL3nSDc+6BnGax+cQVtvYJkJdT3weCQOdQ5GXefxF4t6lJ3pff+1TdXqQzvAezxa28+aPk5mrtUej0Rbr3E82EmkMcQ6TeRiWW5jlTutej5jday026kqduLPr2kA4L2/eHbfaew50p3075pMZo6zNu990DOM10/2BeTae3fsw4kzIzGNJaN9E8L33+ly3SNS8r5HImjZiKRcaK8F9+7Yj9+824XrH92LL/yoFd9/uQ13rKhDVbEz4u1T7Cn3+o+/0obH9hzHD/e24bbmWpwdGQtrO8HqE4m439CrW1u1bqJI1/uwYNdl94QH/aMTAbG0cecB/M+RM2GdQ6uffyKicHQPjuGR3ccM62+j45N4bv9p3LGiDiV52Sl/LaH4s1wnCSFEHoBPAPil5tf/DOATQohj03/750TtT0WRE84s38PkzHKgvNBp6v1GFaKjPUNqQTbbOBftvgD6lfn7nj6IW5protouxU+w8678rarYidsur8W9O/Zhy+4LN3ubdh1K2I1aNN9Dj5UeAlL6yM5wYMueY1jbVI0te46hJC8bd6yow9aX23D3z9/B9Y+av9k0inn/zvxWyLdWyBFknpXOl3+uLsnLxrFu7ywQRg00oa4HJ/tGcKxnKOo6j79Y1KPsTO/7ZzgCbzo9EqaPU6hrdao12EUaQ6zTRC6W5TZWudOq5zNWx0q7nc9eWYfR6RE8j+05ju+/3IZj3cPoOJu+sRvqOPvnvesf3YuuAf3Y6zgb21gy2jft5KHpdN0j0ub9YGUjknKhvRbcvLwGj+w+5lOWt+w5hpuX10S8fYo95V7f/zxlZYTXNB6sPhHv+w2junWsryexlq73YcGuy84sB8YmpnRjKSfTEdY5tGrdlIgoEiPjk0Hrb6fPncdtzbXY3tqBW5prUv5aQvEXt04SQog6IcTHp/8/VwhRaOZ9UspRKaVLSjmg+V2flHK1lLJx+r9n47Xf/upd+dh861K1QCrTqClrfoZiVCGa8kC9aTLbOBftvgDGlfm5FYVRbZfiJ9h5V/52S3MNHnz+/YCbvbVN1Qm5UYv2e+ix0kNASh+j41M+PftvXl4T0JBi9mbTKOabaootl2+tkCPIPCudL/9crddI7F9mQl0Pugfd2NF6CutXNfq85uGblkRVVmJRj7Izve9/WV1pQCw9t/80Nq1rMnWcQl2rU63BLtIYYp0mcrEst7HKnVY9n7E6Vtrt1JTkBeT0R3YfQ/dgeKNuU0mo46yX9z48O6obe3nZmTGNJb19e+jGxXj+wGndfSVKdUre3/lWYL3ygbUL8cu3T0VcLrTXAuXeUUu5p2S5sw7lXl/LOyJ1KqztBKtPxPt+w6hu3T04Zsm6iSJd78P0vvf6VY14/sBpPHTjYsws1I+l+jLvcTF7Dq1aNyUiikRdab5h/W39qkY81XpKfe41t6Iw5a8lFH+Z8dioEOLPALQAKAVwMYAaAN8DsDoenxdPDofAmkWVmL9+JXqG3Gql1+y6XkqFSLu+2PpVjdj2ervPTZOZxrlo9wW4UJnXVp6cWQ4sqCzCC1Fsl+In1Hlfs6gy4JwC3gpxhgM+N2r+ayYm8iISbvwaxSof2lI8aRs8nFkOwwavniF3yPXOjGIegOXyrRVyBJlnpfPln6vNlJlQ14OKIif6R8ex7fV23HV1A4QAHAJYXjsjqrISi3qUnel9/9qSvIBY2rhmAa5dUIEl1cUhj1Ooa3WwBjs7rhkZaQyxThO5WJbbWOVOq57PWB0r7XaO9gwZTnGarkIdZ728t6P1FB5Yu1Dt1O7M8q45XlGUE9NYMsrzy2tL0vK6R1TvysfDNy3BfU8fxLbX29FyTQNqS/LQNehGXWkuvnPbJRGXC/9rgV5ZXjmnDDcvq2a5swij63dFUXg5N1h9It73G0Z169HxSUvWTRTpeh+m/d7dg25kZTgw5B7Hlk8vw6KqYrxzqh/rVzWqA3OUZwYfnRsFYP4cWrVuSkQUidll+di0rgkbdx4IqL9te70dnQPeDmAZDmBBZVHKX0so/uLSSQLAXwK4HMAbACClPCaEKI/TZ8WdwyHQMLMgosZcpUJU3bICuw/3YMoDtTA7s7zTrofTOBfNvgDGlfnZZfnqtsl6gp13h0Og3pWvWyFuritNyI2aWeHEr5UeAlL6UOJu065DWL+qEWOTU1HdbBrFfDR5PB6skiPIHCudL/9cnSH0G4n9y0yw64F2m9996bia/2tLo8//0daj7E7v+xvFkpnjFOpanYoNdpHEEOs00YlVuY1V7rTy+YzlsWqYWaBOB+1fhmORj+0s2HHWy3v9o+MYcU/grqsbkOEAmutKcVWDCw6HiHks6e1bOl/3KL05HALLa2eg5ZoGeCQw5QG+/duj6B8dxwvrV0ZVLrTXgp1vncKG1Y3qzDtKWb6svpT3UxYSq+t3qPpEPO83jOrWtaXWrZso0vU+LNj3duXnYHtrhzowQEpge2sH1jZVh3UOrVw3JSIKl8MhcP3iKpTkZaO1/SwaywvxrRcPo73vvPoa5bnX7DLmOYqekDL2awILId6QUl4hhHhHSrlMCJEJ4G0pZVPMP8xAc3OzbG1tTdTHhaSsG6etsDx80xIsr52B2tLEPtjweCRO9o0k/cFKiojZgYsmZvXia9O6Jly/uAqZmXFbVSfuGKtxYYmYtTIl7s6OjMGZlYGj3cO47+mDPjebaxZVMhYTJ6YHOlXjNpm0ubqyyIn3O4cCGmjCLTMpkP/TJtcGO1d69ZN0zaE2iOm0idlYsMH5jAmLl2FLxqzRMVtYVYiuQf08mQ6xRCpLxm0qi2ce868DT3mA3uGUK8spFbN2z7nB4hmArb9bDNkmZo3acqtnOFGanxPWObR7bKc5tnnZSPWsWnx06kPTr7+oZhZOf9gRxz1KmrjnWm37/OlzbmzceSClnntRwhnGbLw6SfwLgHMAPgvgHgD/D8D7Usq/jfmHGbDiBYEVlpRkmco344tMskzM2gXLVtLxhtFmWGYAMNeqGA+2wZglXRYuw5aNWQsfM0o+y8ZtKmOZjApj1mIYzyHZKmZ5Pgls87IVIQRu+/6rpl+//UtXIR7PXy0gobmWuZJiwDBg4rXcxt8AuAvAQQBfAvCClPIHcfosS1MKcPegGxVF3gKcblOLUWLEauo6vZjlRYfSmdmyxbJD5BXO9Yjlxt7MnL90nVqXkod5JbZYhsMX7TFjDBPFVrhlkmWQrMxq12WWl+jonU8eU6LECnd2CEos5kSKt3h1krhHSvkIALVjhBBiw/Tv0obFpyclCsCYJYoMyw5R+Fhu7I3nj6yIcUl2xxgmSi6WQSLzWF5ij8eUKPE+OvWh6dkhtn/pqjjvDWkxJ1IixGvRls/p/O7zcfosy/F4JNp6h/E/R3twpGsQJXnZAAD3hAf37tiHk30jSd5Dsgslll774Azaeofh8cR3eqaTfSPqRQdgzBKZleiyk+jcQATEPu54zUmMeOULnj+yIsZl/LDukRipFsOMGwrFajGSamWQ0lu8yxfLi7FIjz2PKVH0qmfVQghh+oesyeOROHj6HA53DeKLKxtQVexkTqS4iOlMEkKIzwC4HcBsIcSvNH8qBNAXy8+yKr3eTetXNWLb6+3oHHDDPeFBz5DbMtOikXUlo6dc96BbrYgrGLNEoSWy7LAXLSVDPOKO15z4i2e+4PkjK2JcxgfrHomTSjHMuKFQrBgjqVQGKb0lonyxvOiL5tjzmBJFL5yZIQDODmFFoZ6xMidSLMV6JolXAXwbwOHp/yo/XwWwJsafZUl6PT637DmGm5fXAACcWQ6UFzqTuYtkE8noPVxR5IQzyzctMGaJQktk2eHIAkqGeMQdrznxF898wfNHVsS4jA/WPRInlWKYcUOhWDFGUqkMUnpLRPliedEXzbHnMSUiCv6MlTmRYi2mnSSklO1Syv+RUl4ppfxfzc/bUsrJWH6WVRn1+BQCas/Reld+kvaO7CRY7+F4qXflY/OtS9UKOWOWyJxElp1k5AaieMQdrznxF898wfNHVsS4jA/WPRInlWKYcUOhWDFGUqkMUnpLRPliedEXzbHnMSUiMs6jGQ4wJ1LMxXS5DYUQYgWARwEsAJANIAPAiJSyKB6fZyVKj09tIXZmObByThluXlaNelc+p5YkU4xiKZ495RwOgTWLKjF//Ur0DLlRXuhkzBKZkMiyk4zcQBSPuOM1J/7imS94/siKGJfxwbpH4qRSDDNuKBQrxkgqlUFKb4koXywv+qI59jymRETGeXT1/HIsqZ7BnEgxFevlNhSPAfgMgGMAcgF8Ed5OEynPqMfnZfWlaJhZwAJMpiWr97DDIdAwswArGsoYs0RhSFTZ4cgCSoZ4xR2vOfEV73zB80dWxLiMPdY9EitVYphxQ6FYNUZSpQxSektU+WJ5CRTtsecxJaJ0Z5RH2UGC4iEuM0kAgJTyuBAiQ0o5BeAJIcSr8fosK2GPT4oVxhIR6WFuoGRg3NkTzxsRxQJzCUWCcUOhMEaI4oflK3l47ImIosM8SokUr04So0KIbAD7hBD/AqATQNoMF1B6fDbMLAj5Wo9H4mTfCLoH3agoYmEnX+HEUrwwRomsQa8sJjM3UHIlIzdb4ZpE4UvGeWPdgeKFsZU8vAZELx3jl3FDoaRSjKRjGSd9VomFVCpfdhPq2FslRoiIrIg5khIpXp0k7gCQAeBuAF8BMAvAujh9lm15PBK73uvCvTv2wT3hUaeNWbOokoWeLIExSmQNLIukxXggK2N8UrwwtsjOGL9EqY1lnBSMBQqFMUJEZIw5khLNEY+NSinbpZTnpZSDUsp/lFLeK6U8bua9QogZQohfCCEOCyEOCSGuFEL8gxDitBBi3/TPdfHY70Q72TeiFnYAcE94cO+OfTjZN5LkPSPyYowSWQPLImkxHsjKGJ8UL4wtsjPGL1FqYxknBWOBQmGMEBEZY46kRItLJwkhxAkhRJv/j8m3PwJgl5RyPoBLABya/v13pJRLp39eiMd+J1r3oFst7Ar3hAc9Q+4k7RGRL8YokTWwLJIW44GsjPFJ8cLYIjtj/BKlNpZxUjAWKBTGCFEacWRCCGH6p3pWbbL3OOmYIynR4rXcRrPm/50AbgFQGupNQogiANcA+DwASCnHAYwLkZrTqFQUOeHMcvgUemeWA+WFziTuFdEFjFEia2BZJC3GA1kZ45PihbFFdsb4JUptLOOkYCxQKIwRojTimcRt33/V9Mu3f+mqOO6MPTBHUqLFa7mNPs3PaSnlvwFYZeKtDQB6ATwhhHhHCPFDIUT+9N/uFkIcEEL8pxCiJB77nWj1rnxsvnUpnFne06Csr1Pvyg/xTqLEYIwSWQPLImkxHsjKGJ8UL4wtsjPGL1FqYxknBWOBQmGMEBEZY46kRIvLTBJCiOWafzrgnVmi0OT+LAdwj5TyDSHEIwD+BsBjAB4EIKf/+20AX9D53BYALQBQW2v9qWkcDoE1iyoxf/1K9Ay5UV7oRL0rHw5Has6cQYGsHrOMUfJn9ZhNVSyL0Um1uGU8pD47xyzjMz0lImYZWxRLic6zjF+KBTvXD1Idy7i+dIxZxoK9sU5LdpSOuZbsLVjMMkdSogkpZew3KsRLmn9OAjgJ4FtSyiMh3lcJ4HUpZf30v1cC+Bsp5fWa19QDeF5KuTjYtpqbm2Vra2tE+08UhphlZ8YsJQhjluwmprVgxi0lCHMt2Q1jluyGMUt2xLglu2HMkt0wZslu2OYVY0KIsJe4MPv6cF4b6evj8bw2DphryW4MYzYuM0lIKT8W4fu6hBAfCiHmTXeoWA3gfSFElZSyc/plNwF4N1b7SkREREREREREREREREREROkhpp0khBD3Bvu7lHKzic3cA+CnQohsAG0A7gSwRQixFN7lNk4C+FJ0e0pERERERERERERERERERETpJtYzSRRO/3cegMsA/Gr6358E8LKZDUgp9wFo9vv1HbHYOSIiIiIiIiIiIiIiIiIiIkpfMe0kIaX8RwAQQrwIYLmUcmj63/8A4KlYflY68XgkTvaNoHvQjYoiJ+pd+XA4YrpcFVHEGJ9E8cUyRqmGMZ18PAdE9sIym154vonsg+WVzGCcpBaeTyKi+GKepUSK9UwSiloA45p/jwOoj9NnpTSPR2LXe124d8c+uCc8cGY5sPnWpVizqJKJgZKO8UkUXyxjlGoY08nHc0BkLyyz6YXnm8g+WF7JDMZJauH5JEq86lm1+OjUh8neDUoQ5llKtHh1ktgG4E0hxNMAJICbAPwkTp+V0k72jagJAQDcEx7cu2Mf5q9fiYaZBUneO0p3jE+i+GIZo1TDmE4+ngMie2GZTS8830T2wfJKZjBOUgvPJ1HifXTqQ9z2/VdNv377l66K495QvDHPUqI54rFRKeU3AHwBQD+AcwDulFI+HI/PSnXdg241ISjcEx70DLmTtEdEFzA+ieKLZYxSDWM6+XgOiOyFZTa98HwT2QfLK5nBOEktPJ9ERPHFPEuJFpdOEgAgpXwLwM8BPA2gTwhRG6/PSmUVRU44s3xPkzPLgfJCZ5L2iOgCxidRfLGMUaphTCcfzwGRvbDMpheebyL7YHklMxgnqYXnk4govphnKdHi0klCCPHHQohjAE4A+N/p//4mHp+V6upd+dh861I1MShr8NS78pO8Z0SMT6J4YxmjVMOYTj6eAyJ7YZlNLzzfRPbB8kpmME5SC88nEVF8Mc9SomXGabsPAlgB4HdSymVCiI8B+EycPiulORwCaxZVYv76legZcqO80Il6Vz4cDpHsXSNifBLFGcsYpRrGdPLxHBDZC8tseuH5JrIPllcyg3GSWng+iYjii3mWEi1enSQmpJR9QgiHEMIhpXxJCLEpTp+V8hwOgYaZBWiYWZDsXSEKwPgkii+WMUo1jOnk4zkgsheW2fTC801kHyyvZAbjJLXwfBIRxRfzLCVSvDpJnBNCFAB4GcBPhRA9ACbj9FlEREREREREREREREREREREITnitN0bAIwC+AqAXQA+APDJOH0WEREREREREREREREREVlY9axaCCFM/RARxVPMZ5IQQmQAeFZK+XEAHgA/jvVnEBEREREREREREREREZF9fHTqQ9z2/VdNvXb7l66K894QUTqL+UwSUsopAKNCiOJYb5uIiIiIiIiIiIiIiIiIKGU4Mk3PsFE9qzbZe0uUEmI+k8Q0N4CDQojfAhhRfimlXB+nzyMiIiIiIiIiIiIiIiIishfPJGfYIEqweHWS+PX0D8WBxyNxsm8E3YNuVBQ5Ue/Kh8PB9ZkouRiXRJFj+aF0xLiPDR5HIoo15hUeAyIKD3NGauP5JQVjgYgsY3rWCbMuqpmF0x92xHGHYoe5lhIpLp0kpJQ/jsd2yZsgdr3XhXt37IN7wgNnlgObb12KNYsqmSgoaRiXRJFj+aF0xLiPDR5HIoo15hUeAyIKD3NGauP5JQVjgYgsJYxZJwD7zDzBXEuJ5ojlxoQQNwgh/lLz7zeEEG3TP58yuY0ZQohfCCEOCyEOCSGuFEKUCiF+K4Q4Nv3fkljut52c7BtREwQAuCc8uHfHPpzsGwnxTqL4YVwSRY7lh9IR4z42eByJKNaYV3gMiCg8zBmpjeeXFIwFIqL4Y66lRItpJwkAfw3gV5p/5wC4DMAfAvgLk9t4BMAuKeV8AJcAOATgbwDsllI2Atg9/e+01D3oVhOEwj3hQc+QO0l7RMS4JIoGyw+lI8Z9bPA4ElGsMa/wGBBReJgzUhvPLykYC0RE8cdcS4kW604S2VLKDzX/fkVK2Sel7ACQH+rNQogiANcAeBwApJTjUspzAG4AoCzh8WMAN8Zyp+2kosgJZ5bvaXNmOVBe6EzSHhExLomiwfJD6YhxHxs8jkQUa8wrPAZEFB7mjNTG80sKxgKRsepZtRBCmP4hMsJcS4kW604SPstgSCnv1vxzpon3NwDoBfCEEOIdIcQPhRD5ACqklJ3T2+wEUB6rHbabelc+Nt+6VE0Uypo89a6QfVCI4oZxSRQ5lh9KR4z72OBxJKJYY17hMSCi8DBnpDaeX1IwFoiMfXTqQ9z2/VdN/xAZYa6lRMuM8fbeEEL8mZTyB9pfCiG+BOBNk/uzHMA9Uso3hBCPIIylNYQQLQBaAKC2ttb8XtuIwyGwZlEl5q9fiZ4hN8oLnah35cPhYA88O0qVmGVcpo9UiVkrYfmJP8at9TDugzMbszyOZBXMs6kjXfJKsJhNl2NA9sNca03MGcZSIWZ5ftML6wdkR6mQaym9MNeSlcS6k8RXADwjhLgdwNvTv7sUQA7MLZFxCsApKeUb0//+BbydJLqFEFVSyk4hRBWAHr03Sym3AtgKAM3NzTLib2FxDodAw8wCNMwsSPauUJRSKWYZl+khlWLWSlh+4otxa02Me2PhxCyPI1kB82xqSYe8Eipm0+EYkP0w11oXc4a+VIlZnt/0wfoB2VGq5FpKH8y1ZCUxXW5DStkjpbwKwIMATk7//JOU8kopZbeJ93cB+FAIMW/6V6sBvA/gVwA+N/27zwF4Npb7TURERERERERERERERJRqqmfVQghh6icz22n6tUJwhL8tODLDOqfVszgrCaWHWM8kAQCQUu4BsCfCt98D4KdCiGwAbQDuhLczxw4hxF0AOgDcEpMdJSIiIiIiIiIiIiIiIkpRH536ELd9/1VTr93+patMv1Z5PVmcZ5LnlEiHkDI1Z+ARQvQCaE/AR5UBOJOAz4mU1fcPsP4+Btu/M1LKNbH4kAhjNpnHjp9tz89OdsxGyup5IhTuf+RiFrNAVHFrpXNopX0BuD967Jhrk33ckv35VtiHlMi1UcZsss+BVfYBsMZ+WHkfrBKzsWCF4xwM9y862v2zc9xa/TjHA79zYmI21Y5zqn0fwF7fyc55VmGV422F/UiHfYh3m5cVjmE07Lz/dt53wBrPxOx+DLX4XZLLMGZTtpNEogghWqWUzcneDyNW3z/A+vto5f1L5r7xs9Prs5PN7t+d+29/VjoGVtoXgPuTKpJ93JL9+VbYh2R/vhVY4RhYYR+ssh/ch8Sw+nfk/kXH6vtnVqp8j3DwO6fuZ8ZTqn0fIDW/k5VZ5XhbYT+4D9Hj/iePnfcdsMb+W2EfYoXfxbocyd4BIiIiIiIiIiIiIiIiIiIiokRgJwkiIiIiIiIiIiIiIiIiIiJKC+wkEb2tyd6BEKy+f4D199HK+5fMfeNnp9dnJ5vdvzv33/6sdAystC8A9ydVJPu4JfvzgeTvQ7I/3wqscAyssA+ANfaD+5AYVv+O3L/oWH3/zEqV7xEOfufU/cx4SrXvA6Tmd7IyqxxvK+wH9yF63P/ksfO+A9bYfyvsQ6zwu1iUkFImex+IiIiIiIiIiIiIiIiIiIiI4o4zSRAREREREREREREREREREVFaYCcJIiIiIiIiIiIiIiIiIiIiSgvsJEFERERERERERERERERERERpIaU7SQgh/lMI0SOEeNfEa2uFEC8JId4RQhwQQlyXiH0kIiIiIiIiIiIiIiIiIiKixEjpThIAfgRgjcnX3g9gh5RyGYBPA/j3eO0UERERERERERERERERERERJV5Kd5KQUr4M4Kz2d0KIi4UQu4QQbwkh9goh5isvB1A0/f/FAD5K4K4SERERERERERERERERERFRnGUmeweSYCuAP5dSHhNCXAHvjBGrAPwDgBeFEPcAyAfw8eTtIhEREREREREREREREREREcVaWnWSEEIUALgKwFNCCOXXOdP//QyAH0kpvy2EuBLANiHEYimlJwm7SkRERERERERERERERERERDGWVp0k4F1e5JyUcqnO3+4CsAYApJSvCSGcAMoA9CRu94iIiIiIiIiIiIiIiIiIiCheHMnegUSSUg4COCGEuAUAhNcl03/uALB6+vcLADgB9CZlR4mIiIiIiIiIiIiIiIiIiCjmhJQy2fsQN0KInwP4Q3hnhOgG8PcA9gD4DwBVALIAPCml/CchxEIAPwBQAEAC+Gsp5YvJ2G8iIiIiIiIiIiIiIiIiIiKKvZTuJEFERERERERERERERERERESkSKvlNoiIiIiIiIiIiIiIiIiIiCh9sZMEERERERERERERERERERERpYWU7SSxZs0aCYA//In3T8wwZvmToJ+YYczyJ0E/McW45U+CfmKGMcufBP3EDGOWPwn6iRnGLH8S+BMzjFv+JOgnZhiz/EnQT8wwZvmToJ+YYtzyJ0E/McOY5U+CfgylbCeJM2fOJHsXiMLCmCW7YcySHTFuyW4Ys2Q3jFmyG8Ys2RHjluyGMUt2w5glO2Lckt0wZinZUraTBBEREREREREREREREREREZEWO0kQERERERERERERERERERFRWshM9g4QWZXHI3GybwTdg25UFDlR78qHwyGSvVuUhhiL6YXnm8iaWDbJChiHZHeMYfN4rIgonqyQY6ywD0REwTBPkZUwHolij50kiHR4PBK73uvCvTv2wT3hgTPLgc23LsWaRZW88FBCMRbTC883kTWxbJIVMA7J7hjD5vFYEVE8WSHHWGEfiIiCYZ4iK2E8EsUHl9sg0nGyb0S94ACAe8KDe3fsw8m+kSTvGaUbxmJ64fkmsiaWTbICxiHZHWPYPB4rIoonK+QYK+wDEVEwzFNkJYxHovjgTBJEOroH3eoFR+Ge8KBnyI2GmQVJ2itKR4zF9MLzTWRNLJtkBYxDsjvGsHk8VkQUT1bIMVbYByKiYJinyErSMR7X3f5ZfNR7VvdvF80sxc6f/STBe0SpiJ0kyPKSsdZSRZETziyHz4XHmeVAeaEzrp9LqSUWsctYtJZ45yOeb6LkCVa+WTbJCkLFIdcnpWCsEB+pmkvjcWxT9VgRUWxFmn+skGMqipyoc+VibVM1xPQuP7f/NPMcEcVMtHU0K+RKSj9GcZuO8fhR71nU3fK3un9rf+obCd4bSlVcboMsTVlr6bote/GZH7yB67bsxa73uuDxyLh+br0rH5tvXQpnlreIKGs81bvy4/q5lDpiFbuMRetIRD7i+SZKjlDlm2WTrCBYHCarzkz2YJX4SMVcGq9jm4rHiohiK5r8Y4UcU1uSh3tWNeLxV9rw2J7j+OHeNtyzqhG1JXkJ2wciSl2xqKNZIVdSegkWt4xHovgQUqZmw1lzc7NsbW1N9m5QlNp6h3Hdlr0BPeReWL8y7tMIKb32eobcKC807G0as+FXjNnUEsvYNRmLZjFmI5SofBTj850KYvrl0y1uyRwz5TvMsslcS3FhFIcxuEYxZlNYMu+p/MWwnmOJmI3nsWWdMCVZIm4pNUSbf5Ld5mWlaxOlFOZZAhC7HJOA+hjbvEgVKm4tdH+QkFx75SfWBp1J4rXfPh+r3aDUZxizXG6DLC2Zay05HAINMwt4c0YRiWXsMhatIVH5iOebKPHMlG+WTbICozhMx/VJyTwrxUeq5dJ4HttUO1ZEFFvR5p9k5xgrXZuIKPXEKsckO1dSegkVt4xHotjjchtkacpaS1qpvtYSpQbGburhOSVKXSzfZHeMYQqG8RE/PLZElCx2zz92338isjbmGLIjxi1R4rGTBFka11oiu2Lsph6eU6LUxfJNdscYpmAYH/HDY0tEyWL3/GP3/Scia2OOITti3BIlHpfbIEtzOATWLKrE/PUrrbDWEpFpjN3Uw3NKlLpYvsnuGMMUDOMjfnhsiShZ7J5/7L7/RGRtzDFkR4xbosRLaicJIcQsAD8BUAnAA2CrlPIRv9f8IYBnAZyY/tUvpZT/lMDdpCTjWktkV4zd1MNzSpS6WL7J7hjDFAzjI354bIkoWeyef+y+/0RkbcwxZEeMW6LESvZMEpMAviqlfFsIUQjgLSHEb6WU7/u9bq+Ucm0S9o+IiIiIiIiIiIiIiIiIiIhShCOZHy6l7JRSvj39/0MADgGoTuY+ERERERERERERERERERERUWpKaicJLSFEPYBlAN7Q+fOVQoj9QojfCCEWJXbPiIiIiIiIiIiIiIiIiIiIKBVYopOEEKIAwE4AX5ZSDvr9+W0AdVLKSwA8CuCZINtpEUK0CiFae3t747a/RLHCmCW7YcySHTFuyW4Ys2Q3jFmyG8Ys2RHjluyGMUt2w5glO2Lckt0wZslKkt5JQgiRBW8HiZ9KKX/p/3cp5aCUcnj6/18AkCWEKNPblpRyq5SyWUrZPHPmzLjuN1EsMGbJbhizZEeMW7IbxizZDWOW7IYxS3bEuCW7YcyS3TBmyY4Yt2Q3jFmykqR2khBCCACPAzgkpdxs8JrK6ddBCHE5vPvcl7i9JCIiIiIiIiIiIiIiIiIiolSQmeTP/z8A7gBwUAixb/p39wGoBQAp5fcAfArAXwghJgGcB/BpKaVMwr4SERERERERERERERERERGRjSW1k4SU8hUAIsRrHgPwWGL2iIiIiIiIiIiIiIiIiIiIiFJVUpfbICIiIiIiIiIiIiIiIiIiIkoUdpIgIiIiIiIiIiIiIiIiIiKitMBOEkRERERERERERERERERERJQWMpO9A0RW4/FInOwbQfegGxVFTtS78uFwiGTvFlEAxmpq4/klshaWSbIrxi4lEuMtdfHcEqUWO5dpO+87EdkD8wzZCeOVKHLsJEGk4fFI7HqvC/fu2Af3hAfOLAc237oUaxZV8sJClsJYTW08v0TWwjJJdsXYpURivKUunlui1GLnMm3nfScie2CeITthvBJFh8ttEGmc7BtRLygA4J7w4N4d+3CybyTJe0bki7Ga2nh+iayFZZLsirFLicR4S108t0Spxc5l2s77TkT2wDxDdsJ4JYoOO0kQaXQPutULisI94UHPkDtJe0Skj7Ga2nh+iayFZZLsirFLicR4S108t0Spxc5l2s77TkT2wDxDdsJ4JYoOO0kQaVQUOeHM8i0WziwHygudSdojIn2M1dTG80tkLSyTZFeMXUokxlvq4rklSi12LtN23ncisgfmGbITxitRdNhJgkij3pWPzbcuVS8syhpO9a78JO8ZkS/Gamrj+SWyFpZJsivGLiUS4y118dwSpRY7l2k77zsR2QPzDNkJ45UoOpnJ3gEiK3E4BNYsqsT89SvRM+RGeaET9a58OBwi2btG5IOxmtp4fomshWWS7IqxS4nEeEtdPLdEqcXOZdrO+05E9sA8Q3bCeCWKDjtJEPlxOAQaZhagYWZBsneFKCjGamrj+SWyFpZJsivGLiUS4y118dwSpRY7l2k77zsR2QPzDNkJ45Uoclxug4iIiIiIiIiIiIiIiIiIiNICO0kQERERERERERERERERERFRWmAnCSIiIiIiIiIiIiIiIiIiIkoL7CRBREREREREREREREREREREaYGdJIiIiIiIiIiIiIiIiIiIiCgtsJMEERERERERERERERERERERpYWkdpIQQswSQrwkhDgkhHhPCLFB5zVCCLFFCHFcCHFACLE8GftKRERERERERERERERERERE9paZ5M+fBPBVKeXbQohCAG8JIX4rpXxf85o/AtA4/XMFgP+Y/i8RERERERERERERERERERGRaUmdSUJK2SmlfHv6/4cAHAJQ7feyGwD8RHq9DmCGEKIqwbtKRERERERERERERERERERENpfUThJaQoh6AMsAvOH3p2oAH2r+fQqBHSmIiIiIiIiIiIiIiIiIiIiIgrJEJwkhRAGAnQC+LKUc9P+zzlukwXZahBCtQojW3t7eWO8mUcwxZsluGLNkR4xbshvGLNkNY5bshjFLdsS4JbthzJLdMGbJjhi3ZDeMWbKSpHeSEEJkwdtB4qdSyl/qvOQUgFmaf9cA+EhvW1LKrVLKZill88yZM2O/s0Qxxpglu2HMkh0xbsluGLNkN4xZshvGLNkR45bshjFLdsOYJTti3JLdMGbJSpLaSUIIIQA8DuCQlHKzwct+BeCzwmsFgAEpZWfCdpKIiIiIiIiIiIiIiIiIiIhSQmaSP///ALgDwEEhxL7p390HoBYApJTfA/ACgOsAHAcwCuDOxO8mERERERERERERERERERER2V1SO0lIKV8BIEK8RgL4y8TsEREREREREREREREREREREaWqpC63QURERERERERERERERERERJQo7CRBREREREREREREREREREREaYGdJIiIiIiIiIiIiIiIiIiIiCgtZCZ7Byj9eDwSJ/tG0D3oRkWRE/WufDgcItm7RWmGcUiRYNwQpQaWZUo2xiDZBWPVunhuiNIPy33s8FgS2QfLK6U6xjhR8rCTBCWUxyOx670u3LtjH9wTHjizHNh861KsWVTJxE8JwzikSDBuiFIDyzIlG2OQ7IKxal08N0Tph+U+dngsieyD5ZVSHWOcKLm43AYl1Mm+ETXhA4B7woN7d+zDyb6RJO8ZpRPGIUWCcUOUGliWKdkYg2QXjFXr4rkhSj8s97HDY0lkHyyvlOoY40TJxU4SlFDdg2414SvcEx70DLmTtEeUjhiHFAnGDVFqYFmmZGMMkl0wVq2L54Yo/bDcxw6PJZF9sLxSqmOMEyUXO0lQQlUUOeHM8g07Z5YD5YXOJO0RpSPGIUWCcUOUGliWKdkYg2QXjFXr4rkhSj8s97HDY0lkHyyvlOoY40TJxU4SlFD1rnxsvnWpmviVNZbqXflJ3jNKJ4xDigTjhig1sCxTsjEGyS4Yq9bFc0OUfljuY4fHksg+WF4p1THGiZIrM9k7QOnF4RBYs6jy/2fvzMPbqM79/z2SZcvyvsQLNrZj4iROYmfBQOAmFGLKTakhQAhQWtrS8MvtbcEBuqSlLKVQbtPStKThtk3LfksJNOyludAEClxWA1nJ4uDEjhNv8W7ZsmzN+f0hzWQkzWgdSSP5/TyPHlvSaObMmfe85z3vec97MLtxKbqHbSjIMKMiLw0GA4t10YgpBMkhEQokNwSRGFBbJmINySARL5Cs6hd6NgQx9aB2rx1UlwQRP1B7JRIdknGCiC2aBUkwxrZzzuv9fUYQBgND5bR0VE5Lj3VRiCkMySERCiQ3BJEYUFsmYg3JIBEvkKzqF3o2BDH1oHavHVSXBBE/UHslEh2ScYKIHWEHSTDGzAAsAPIZYzkAxBCnTACnhXt+giAIgiAIgiAIgiAIgiAIgiAIgiAIgiAILdAik8R/ALgFzoCIj3EqSGIIwEManJ8g/CIIHEd7regasqEwk1ISEfEHyXBiQc+TIBIXat+EniH5JBIBkuPQobojCEKJeNcN8V5+giCmJqS7iFhAckcQwRF2kATn/EEADzLGbuac/06DMhFEUAgCx7Z9nbjtmZ2wTQgwmwzYcPUCLJ9bRB0AEReQDCcW9DwJInGh9k3oGZJPIhEgOQ4dqjuCIJSId90Q7+UnCGJqQrqLiAUkdwQRPAatTsQ5/x1j7DzG2HWMsa+LL63OTxBqHO21SoofAGwTAm57ZieO9lpjXDKCCAyS4cSCnidBJC7Uvgk9Q/JJJAIkx6FDdUcQhBLxrhvivfwEQUxNSHcRsYDkjiCCR7MgCcbYkwAeALAEwFmuV51W5ycINbqGbJLiF7FNCOgetsWoRAQRHCTDiQU9T4JIXKh9E3qG5JNIBEiOQ4fqjiAIJeJdN8R7+QmCmJqQ7iJiAckdQQRP2NttyKgDMIdzzjU8J0H4pTDTDLPJ4NYBmE0GFGSYY1gqgggckuHEgp4nQSQu1L4JPUPySSQCJMehQ3VHEIQS8a4b4r38BEFMTUh3EbGA5I4ggkezTBIA9gIoCvZHjLFHGGPdjLG9Kt9fwBgbZIztdL3uCrukREJRkZeGDVcvgNnkFGdxr6WKvLQYl4wgAoNkOLGg50kQiQu1b0LPkHwSiQDJcehQ3REEoUS864Z4Lz9BEFMT0l1ELCC5I4jg0TKTRD6AzxhjHwIYFz/knF/m53ePAdgE4Akfx7zNOW8Iu4REQmIwMCyfW4TZjUvRPWxDQYYZFXlpMBhYrItGEAFBMpxY0PMkiMSF2jehZ0g+iUSA5Dh0qO4IglAi3nVDvJefIIipCekuIhaQ3BFE8GgZJPHTUH7EOX+LMVahYTmIKYjBwFA5LR2V09JjXRSCCAmS4cSCnidBJC7Uvgk9Q/JJJAIkx6FDdUcQhBLxrhvivfwEQUxNSHcRsYDkjiCCQ7MgCc75v7Q6lwLnMsZ2ATgB4Puc831KBzHG1gBYAwBlZWURLA5BaAPJLBFvkMwS8QjJLRFvkMwS8QbJLBFvkMwS8QjJLRFvkMwS8QbJLBGPkNwS8QbJLKEnDFqdiDE2zBgbcr1sjDEHY2xIg1N/AqCccz4fwO8AvKB2IOd8M+e8jnNeN23aNA0uTRCRhWSWiDdIZol4hOSWiDdIZol4g2SWiDdIZol4hOSWiDdIZol4g2SWiEdIbol4g2SW0BOaBUlwzjM455mulxnASgCbNDjvEOd8xPX/qwBMjLH8cM9LEARBEARBEARBEARBEARBEARBEARBEMTUQrMgCU845y8AWBbueRhjRYwx5vr/bDjL3BvueQmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCmFokaXUixtiVsrcGAHUAeAC/+yuACwDkM8baAdwNwAQAnPM/ALgKwH8yxiYBjAG4lnPu97wEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRByNAuSAHCp7P9JAEcBrPD3I875V/x8vwkabNtBEARBEARBEARBEARBEARBEARBEARBEMTURrMgCc75DVqdiyAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIQmsMWp2IMVbKGHueMdbNGOtijG1ljJVqdX6CIAiCIAiCIAiCIAiCIAiCIAiCIAiCIIhw0HK7jUcBPAVglev911yffVHDaxA6RxA4jvZa0TVkQ2GmGRV5aTAYWKyLRRCKkLwmBvQcCYLQAtIlRKwg2SNESBaIQCA5IYipAbX1wKB6IghCCdINRKJDMk4Q2qBlkMQ0zvmjsvePMcZu0fD8hM4RBI5t+zpx2zM7YZsQYDYZsOHqBVg+t4gUNKE7SF4TA3qOBEFoAekSIlaQ7BEiJAtEIJCcEMTUgNp6YFA9EQShBOkGItEhGScI7dBsuw0AJxljX2OMGV2vrwHo1fD8hM452muVFDMA2CYE3PbMThzttca4ZAThDclrYkDPkSAILSBdQsQKkj1ChGSBCASSE4KYGlBbDwyqJ4IglCDdQCQ6JOMEoR1aBkl8C8DVADoBdAC4yvUZMUXoGrJJilnENiGgtdeK9z4/iZaeEQgCj1HpCOIUYjoqJXntHrbFqFREKKjpnWg+R0HgaOkZIT1HEHGI2H4PdQ3HXJcQUxMt+zHqj6JDpOpZDzYNoX9ITghiahBKW5+KdgDZUQQx9QikrZK9ROgFGjsShP7RbLsNznkbgMu0Oh8RfxRmmmE2GdwUtNlkwKfHBrBx+2FK+0PoAjEd1cHOIUV5Lcgwx7B0RLCo6Z1oPUdKb0YQ8Yu8/d64tJL6BCImaNWPUX8UHSJZz7G2aYj4oCBDWU6mpZOcEEQiEWyfMFXtALKjCGJqEWhbJbua0AM0diSI+ECzTBKMsemMsQ2MsecYYy+JL63OT+ifirw0bLh6Acwmp1iZTQasra/Cs03tACjtD6EPxHRUzzS1o3FZlZu8brh6ASry0mJcQiIYlPRONJ8jpTcjiPhF3n63fkx9AhEbtOrHqD+KDpGs51jbNER8YDQAa+urvMbcRi1zhBIEEXOC7ROmqh1AdhRBTC0CbatkVxN6gMaOBBEfaJZJAsALAB4G8DIAwfehRCJiMDAsn1uE2Y1L0T1sAwPDLVt2omPwVJofMe1P5bT0GJaUmMqI6ag6Bm148v1WrF5SCcaApTPycVZFLq0SiDM89U5BhhkVeWlRe46+0puRniMIfSNvv/I+obYkE1WFGVHVJcTURat+jPqj6BDJeo61TUPEBx2DNjzx3qkxDOfAE++1YmFZNiryqa0TRKIQbJ8wVe0AsqMIYmoRaFslu5rQAzR2JIj4QMsgCRvnfKOG5yPiEIOBoXJaOiqnpaOlZwT9o3a37yntDxFr5OmoOgZteOgN51YwVy4sIUMiTpHrnWhD6c0IIn7xbL8dgzY8/E4LXm1cSs5QIqpo0Y9RfxQdIl3PsbRpiPigMNOM/lE7HnrjsPQZtXWCSEyC6ROmsh1AdhRBTB2CaatkVxOxhsaOBBEfaJmU8UHG2N2MsXMZY4vEl4bnJ+IMSvtD6BGSS0JLSJ4IIn6h9kskEiTP0YHqmYg1JIMEQShBuiE8qP4IIj6gtkrEEySvBBEfaJlJogbA9QCW4dR2G9z1npiCUNofQo+QXBJaQvJEEPELtV8ikSB5jg5Uz0SsIRkkCEIJ0g3hQfVHEPEBtVUiniB5JYj4QMsgiSsAVHLO7X6PJKYMlPaH0CMkl4SWkDwRRPxC7ZdIJEieowPVMxFrSAYJglCCdEN4UP0RRHxAbZWIJ0heCUL/aBkksQtANoBuDc9JxCGCwHG014quIRsKMylCjoguJH9EtCGZI4j4gdorEQtI7oh4g2RWO6guCYLQGtIrkYfqmCBiC7VBIl4h2SWI+EPLIIlCAAcYYx8BGHd9xjnnKzS8BqEzPBV/WY4Fr+3vwm3P7IRtQpD2Wlo+t4g6BCJogjUsBIFj275Okj9CU3zJIckcQegfeRuedHDc8eIetPaOUXslooKvfgIAOVASnHh0kpFtox3xVJfxKKsEMRWZnBTwbksvmlr7IHDg5V3HsW55tS71SrwSrO4m/UkQ2hKK/UTtkNAD1H8QRHyiZZDE3bL/GYAlAL6i4fkJnaGk+NevrMWG1w/CNiEAAGwTAm57ZidmNy6ltEJEUPgzLJQMiaO9Vul4gOSPCA25bBVnmfFZx7CqHJLMEYS+mZwU8Pe9HVi3dbfUhhuXVeHJ91vRMWij9kpEHLV+Ys7apV79y/qVtTgt24y8tBRykCQAep0g9+eMI9tGO2JRl6E4W/UqqwRBuCMIXNGuXb9tP0qyzRi1O2iSRQOC0d1KYw3SnwQRHoG2QdHm6bWO48SAjdohEXOo/yCI+MSg1Yk45/8CMAjgywAeA1AP4A/+fscYe4Qx1s0Y26vyPWOMbWSMHWaM7WaMLdKqzER4tPVZcaBzCDcurcRNy2Ygx5KMdVt3o6G2xO0424SAriFbjEpJxCtKhsX6bfux5/gA3vv8JP7v8Enc8NiH+MqfPsAlG9/Gtn2d6BqySceL2CYEdA+T/BGBITqJL9n4Nr7ypw/w3KfHFQ3co71WANBc5gSBo6VnBO99fhItPSMQBB7eDRHEFEYQON5t6ZUGnYCzfW7c0YwrF5WiOMuM1UsqcahrmNobEREEgaNneFyylYuzzABE23jcq39Zt3U33jx4UrJrSCbjE7Evf/NQNw52DiHHkgzA24aIVdnkdo6SrJE9rR2B1qVW9l8gz1cJNYduLGWVIAhvjvZaseH1g1i9xGlX3Li0Elua2tBQW4LtB7qDaveEOp66W23MoDbWIP1JEKHja/wkt5/kNs+bB09SOyQiTiD2ejC2P/UfBKEfws4kwRibCeBaOLNG9ALYAoBxzi8M8BSPAdgE4AmV778EoMr1OgfA711/iRgiCByftA1g81stXiszjR6hN2aTAZZkI6UQIoJCaWB6TV0Zrtn8vupq4C1rzoXZZHD7ndlkQEGGORa3QMQhnk5igUPVwK2clo7CTHPIMkfbFRFEZDnaa0VTa59iG84wG3H94nJs3NFM7Y2ICEors0W7pX/UDqt9UlE2GQt+tTnZ2PrB13PvGLS52RBKv430cwxkdVM4tg3hTiB1qWUWhyMnQ8tc4cuhS9lDCEI/9FrHcU1dmZv92risCkkGYNDmAEDZf4JFqe+V6+7iLLPqmMHXWIP0J0EEj7/xk9x+ktu04vhJDrVDQksCtdcDHUdR/0EQ+kKLTBIH4MwacSnnfAnn/HcAHIH+mHP+FoA+H4esAPAEd/I+gGzGWHFYJSbC5mivFbc/v8drZeaqulLMLsqE2eQULdGgsTuEkFa1EFMX0bAQuXJRqTQwBdxXA4vv7Q4HNly9wE3+Nly9ABV5adG/ASIuUXISy+VQfC8auBV5aSHJnNJKv3dbemkVH0FoSNeQDQJXbsOnZVu8+hRqb4SWKE1Gi7byhqsXoDw3TVE2ucs0DnTlfqgrx4nIoPbcRXtVLdggWs8xkNVNodo2hDeB1KVWWRwEgWN/x1BIWUA8x11iWSkwhiD0RbLRoOgTmV2chec+aZeOo+w/gaHW95blWCTdreSHEnW0r7EG6U+CCB5f46f7Lp+HshyLdKynTUvtkIgkgdrrZTkW3Hf5PDfb31N2Ad++KpJbgog+WgRJrATQCeANxtifGGP1ALRc8lIC4JjsfbvrMyKGqDnYqgrS8cg7n0vp/1Yvcab/SzYaaPKPCApPp6LRoBwZzFzaxmwyINlowPK5RXi1cSmeXnMOXm1cSquCiaDwdBJv/bgda+urVJ3bBgMLSeaUDGxfUcQEQQRPYaYZL+86jsZl7m34/itqYJ90UHsjIoqarbzw9Gwsn1uE6fnek6eNy6qkSY5AHSSUJl9fqD13xnwHG0TrOQYyGR6qbUN4E0hdarW9ydFeK5q7h0NytlJgDEHEB6N2Zfv1QOcQOgZP6QyaZAkMtb63rX9U0t01JZmqOlptrLF+ZS3pT4IIATWbqCQrFb/b0Yy2/lHpc7lNu/Xjdq92SHYMoSWB2utt/aP43Y5mt3kxT9kF1H1V1H8QRGwIe7sNzvnzAJ5njKUBuBzArQAKGWO/B/A85/y1MC+h5I1RXFLDGFsDYA0AlJWVhXlZwhdq6YOqizLxrSVneKUfsjsESiGkAMmsOqJTcXbjUnQP25BqSpK2dxERV1yKEwsTDgEGA0PltPQpLVeRJNFlVnQSizqsf9SOqsJ0/P3mpegZsaEgwzv9dSgyp2Rgi1HElN5aexJdbgllKvLSsG55NdZv24/VSyphNAB15bnIMBux/UCPrtsbyWz8o2Yrl8v6ENHO6RqyYcLBceeLe9AxaAvKsaeXNPkks07UnvvSGfm4cmGJ6hYa0XqOnnaOmqxNBXs6WjLrry612t6ka8iGZ5qckwTytPD3X1HjV5d4jruU7F1CH5Cundqo6YvSHIv0ud4mB/Uss/76XlFvq+lotbHGeZV5pD/jGD3LbKKjpuPa+sfQ2jvmZhfLbdqOQRu2NLVh8/V1MBnZlNx+kOQ2sgRqr3cN2dDaO4aH3jjs9rnnmI76D5JZQl+EHSQhwjm3AvgLgL8wxnIBrALwIwDhBkm0Azhd9r4UwAmVMmwGsBkA6urqKMdsBFFzsIkDCU8Hy9Feq64nI2IFyaxv5E5FQeBeMndnwxwM2yakjCXL5xXFusgJT6LLrC8n8RkF2k0UKBnYL+86jvUra7Fu625dOrjimUSXW0IZqT0XZXjZJGLUvnwiSU9R+ySz8U8gk9Geds6j3zw76AlKrSZYw4Vk1onacz+rItfn84zWc6TJ8FPoRWYDDVzxR2GmGf2jdjz5fitWL6kEY4CBAYvKsgN6vlMhMCYR0IvcErGhIi/Na7zYuKwKj7zzObasWYyxCYfu9LqeZTaQvteXjlYba+il7onQ0LPMJjpK7a1xWRWefL9VNfMZ2bROSG4jS6D2eqBjOuo/SGYJfaFZkIQcznkfgD+6XuHyEoCbGGNPAzgHwCDnvEOD8xJh4M8Y8XSwaOX8IaYucpmTr7hs7R0jeSI0JRpOYiWduG55NS6uLkRNSdaUNZIJQmuU2jNF7RPRIFjHXah9D9nY+iJUh200nyNNhusLrZz8chl66I3DkgyV5ZIuIIhEwWBg+PK8YuRYktHU2geHAGxpasO65dWoKQksIIo4RaABrb50NPWpBKEdYnubdfNS7O8cwqGuYTz5fiv6R+1TNvMZoQ8CtdeDGdOR/BKEfohIkEQwMMb+CuACAPmMsXYAdwMwAQDn/A8AXgVwCYDDAEYB3BCbkhKeBKPMKcKT0AItVlwShB7wpRPJSCaIyEJR+0S0iIZOJxtbf4Ty3Ok5Tm200BUkQwQxNUhKMmDJjHyU5qSie9iGlYvUt3IifBOo3qQxOkFEDzGL6/T8NMwpzsR5Z+SRTUPogkD6ArLHCSI+iXmQBOf8K36+5wC+G6XiEBGEBhaElpA8EfEOyTBBxA5qf0QiQfKcGNBzJMKFZIggpgbU1rWD6pIg9Am1TSJeIdkliPjDEOsCEARBEARBEARBEARBEARBEARBEARBEARBRAMKkiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIYkoQ8+02CEINQeA42mtF15ANhZm0hxMRHiRPRDxAckoQsYPaH6EnSB71Cz0bIl4gWSWIqQW1ef9QHRFEYkJtm4gXSFYJQn9QkAShSwSBY9u+Ttz2zE7YJgSYTQZsuHoBls8too6DCBqSJyIeIDkliNhB7Y/QEySP+oWeDREvkKwSxNSC2rx/qI4IIjGhtk3ECySrBKFPaLsNImYIAkdLzwje+/wkWnpGIAhc+u5or1XqMADANiHgtmd24mivNVbFJeKYWMqTLzknIkc81jvpPYKIPqKuePNQNw52DiHHkgyA2h8RW472WrF+236sXlKJm5bNwI1LK7F+236SR40Ix0agvpqIF0RZzbEk47sXOvXIwc4htPWRrBJEvKPUj03l/inQfn0q1xFBxBPB2urUtolYEoy8kqwShD6hTBJE0GiRFshf5FzXkE3qMERsEwK6h22onJau5e0QMSRaKaZiJU8UIRob4qXePeW/1zpOeo8gNMRfH6OkKxqXVeHJ91vRMWij9kcEjNb2TK91HNfUlWHjjmY32eyzjpM8hkm4NkIsbUpKy5rYaP2Mu4ZsyLEk4/rF5W66pDwvDWW5JD8EEQ8o6QUAiv3YtIzkKTmWDKZfD6UPp/6XICKDWtsKxVanOQQiVqjJ68XVhWjrH/WSb5JVgtAnFCRBBIVWk49qkXOzG5eiclo6CjPNMJsMbh2H2WRAQYZZ83siYkM0J7JjJU/+5JyIDPFQ70ryv35lLcrzUtHaOyYdR3qPIEIjkD5GSVds3NGM1Usq8dAbh6n9EQERCXsm2WiQJjWBU7K5Zc1iLYs+JQnXRoiFTRkvwZ9E6ETiGRdmmrGqrtRLl9z+/B4sOD1bNzYxQRDKqOmFOcUZiv3YljWLp6QPLZh+Pdg+nPpfgogMvtpWKLY6zSEQsUJJXtdv248Jh4B1W3d7yTfJKkHoE9pugwgKLdICCQJHz/A4blzqTCFcnGWWztU9bAMAVOSlYcPVC2A2OUVU7FDEyHki/olUiimlNFexkidfEaJE5IiHeleS/3Vbd+PeFTWk9whCA9T6mD3HB6T0h2q6gjFqf0TgaG3PCAKHbUJQtJNH7Q7Nyj1VCdVGEO3LriEb/nR9HcrzUgFER1dQWtbEJxLPuCIvDTMLMmJqE8fj9ncEoRfU9ELXkHf2wRyLM4vEA1fNx9p6p+0wVWzZYPr1YP1CWvk/SQ8ShDu+2pa8TRdnmaUtw3pGxlXbD80hELFCqQ9qqC2RAiSAU/L90dE+cA5sum4hySpB6AzKJEEERbhpgXyltu4ftUuRcwYDw/K5RZjduBTdwzYUZFBau0QjEimmfEUjx0KeKEI0NsRDvavJv8nI8CrpPYIIG7U2tv1AN44P2HxG8S+dkY8rF5ZQ+yMCQkt7xp+dXJipn34sXgnFRlDL/lSSbUZuWkrEdQWlZU18IvGMDQaG6uLMmNnEtAKbIMJDTS+M2ifd2nVxlhlfP7cc33j0Q6mt3X9FDRaVZU+JrXWC6deD9TNGwv9JepAgfLctsU17bhn257dbVNsPzSEQsUKpDzIaoCjfbx8+KcnxtrVL0TlEskoQeoEySRBBISp/OcE4WtRSW6+qK/WKnDMYGCqnpWNxZT4qp6VTh5FghCtLSviKRo6FPFE0c2yIh3q3JCcpyr8l2Uh6jyA0QK2PcQiQ+gU1XXFWRS61PyJgtLRngrGTidAIxUZQy/6Um5YSFV0RCZuZ0BeResbT82NnE1MGFIIIDzW9UJbr3q5X1ZXiwe3e2+oIHFPClg22Xw/GLxQJ/yfpQYLw3bbENq20ZZiv9kNzCEQsUOqDzirPVZRvzk/JscBBskoQOoIySRBBISp/z0joQB0tatGiC0/PxhdmFlDHMIUIV5aU0NtKO4pmjg3xUO92hwONy6qkQZ+4WnjCIfj/MUEQflHqY8QV+fJ+Qe+6gtA/WtozZCdHnlBshFjbl5GwmQl9EalnHEubONbthiDiHTW9MD0/DdPz06R2PWp3TOm2Fkk9Fyn/51R5NgShhq+2JbZpz9X5ALUfQn8o9UFlORZVXxRAckwQeoSCJIigCGYAIghc2k/MkpwEu8MBS3ISyvNS0do7Jh1nNhlQTpMSU45gB7NyeSrMVD5Wj9ssiNHM4Wwh4u++CW/CrfdIk5eWgi1NbVi9pBKMAeYkA5IMwJBtEi09IyjLsaCtf5SeO0GEiNjHlKxZjO0HupFsNIAxYOWZpTAyoCjTTPqV0IRA7JlAZc3TjinOMmNVXSk4IGU/IRkNDF91HqyNoJV9GarOiYfgTyI8fD1jJbkBELAsxcom1uO4jCD0hL8+wZ9eAADOneNKJR/bVGproeo5tWcg/3xOcQb+fvNS9IwE3/+SHiQIZeT6zTlnYITdIUjjHQDIS0tGY/0MCBzY+nE7OgZt1H4IXWIwMEluu4ZsAICLZhVgy5rFOD4wBkEANr/1OToGnd+RHBOE/qAgCcKLQAZr/gYgansqb2lqw83LqvC7Hc1o7R2jlVBTHF+yJJfDggwzjvSO4KanPvW5l2OirbSjPSxDR++TnxV5aVi3vBq3PbMTOZZkfP3ccmz4pzOrRHleKm5eVoU7XthLz50gwsBgYKgpyUbPyDiau0akVMRmkwE1pVn4rGMY67ftR0NtCYwG4KzyXJxbmYekJNqNjggONXtGEDiOnLRif8cQmruH8UxTO/pH7ao6XW7HiH2DXG6pLwiMYO0nfzaDFvZluDad3oM/ifBResZqcpOcxKRxUXleKu5dUQOTkenK5k20cRlBaEmgfYLSxEtZjgWv7e9y++19l88jH1uQTE4KeLelF02tfRA48PKu41i3vBoXVxd61W+o9hfpQYJQR9RvBzqHccNjH0k2zc+vqMGAdQLN3cN41jV2EucT1i2vpvZDxBS14GV5n67k011bX4WeEbvkCyA5Jgh9QUEShBtaTcqq7am8ekkl7nhhL7asWYyxCQethCIUUZLDtfVVyLEko2PQJu3hNbtxqZsjMdFW2qntYel534Q78RBcIpfVnuFxfOPRD6Xn3FBbIhnTAD13gggHg4Fhel66NJkEONvU7vZBvLjzOK6pK3Pb9mb9ylpcWnuabnQFEb+oBQw/+X6rqk731TdQXxA4wdhPgdgMWtiXZNMRoaAmN2vOr4RtQkBxlhnX1JVhzZNNurN5E21cRhBaEmifoNRHrV9Ziw2vH3T7LfnYgkMQOP6+twPrtu52s9HWb9uPkmyzZv016UGC8I1cF4o2zY2PN3mNnTbuaMaWNYtRU5JN7YeIGWrjxjnFGW79hpJP98HtzXj8hrMxLSOF+gGC0CG0VI5wQ22wdrTXGtR51PbeY8z5d2zCgcWV+aiclh5WxyAIHC09I3jv85No6RmR0g4S8Y2SHD64vRlXLiqVjhH38PJEXIWlhXyFilZy6WsPS0IdrfRYpBDl44Mjvc73nLs9Z1FPyqHnThCh0z3srUsF7hy8igESgLOdrdu6Wze6gohv1AKGr1xUKul0JXtBtGM8+wbxHNQX+CcY+ylQmyFc+zJSNh2NhRIbNbkRH/OVi0q9+rFo2byByJ4exmUEoUcC7ROU+qh1W3ejobbE67dqPjbqJ7w52muVAiSAUzZaQ22JtChHTjj9NelBglBHrguVbBr52GlswhFS+yEdSGiF2rixa2g8IJ8uB1fsB0hGCSL2UCYJwg1fg7VgoqbV9t7jXLu9l+JhtTgRGr6CbET0uoeXlnJJe1iGhlZ6LBIoycefrq9TfM703AlCG5R0qZEB3EdAUqx1BRH/+LJlzCYDpqWbfdoLZAOETjB1Fy2bIRLPk8ZCiY+a3IiP11dgbST7MZI9ggiPQPsEtT7K6LHcTa0/obaqjK96zUo1kf1FEFFCrgvVbBpx7BRKGyQdSGiJWt8xap8M2adLMkoQ+oAySRBuiAaKHLPJgFSTMaiINnHvPfFcYpqsV3Yf12zvJb2vFidCQxA4LMlJinIo2gd63stRS7lUakd6vW89oabHtHRshBrpqyQfd7y4B+tX1kplfnnXcdx3+Tx67gShEWU5Fmy+vg6N9TNw07IZKM9LRa4lGXOKMyOuK4ipi1pfZGDAhqsXwGiAW3rZ1UsqcaBzCHuOD0IQONkAYRBM3UXSZpDbCpwDm65bqOnzpLFQYqFkW6rJcm1plttncqLRj5HsEUR4BNpPqfVRdeW5MJsMKM4yo7F+Bh64aj44h9eYlNqqMmr1uqgsB79+7QAal1W5PZv1K2v99te0EpgggkfUheV5qZhVmOFz7BSKzUw6kNAStb6jLPeUHH/3whkwJxnw+68uQnleqnSMmgyTjBKEPoh5JgnG2HIADwIwAvgz5/wXHt9fAOBFAEdcHz3HOf9ZNMs4lRANFHkE232Xz0Pj05+itXcs4Ig2+d57XUM2WJKNmHAIWD6vSHXvJUHgONprRdeQDYWZ/vfq0/NqcSI0xAjK9dv2o3FZlds+8eI+X+edkafrvRy1lEvawzI0lPSYlhNL4UT6KslHa+8YynNTsWXNYnQM2lCcZUZ1YSYWleXQcyeIMBEEjtf2d7m11zsb5uCf+zpx4ewC3LtiHu58cW9EdAUxtVHqi+6/ogYLT88GY8CBzmHcuLQSbx3sxvJ5xZLNs/mtFqlPIRsgNIKxnyJlM6jZCtvWLkXnkDbPMxibM9hxFhFdfNmWSrIMAK82LkWfdRxVBelS2vho9WO91nGsXlIpZfnb+nE7OgZtNA4niAAJtJ9S66MWV+Tib98+Fwc6h6V9z5XGpOQzU0apXtevrEVWahKaWgdxfOCUjuMcKMk2++wzaSUwQYSGwcBw0awCjE848IArQEnuB77/ihosKstGWW5odivpQEJL1PpkowEozkrBLfUz8ePn97j1KyXZZuSmpaiOvUhGCUIfxDRIgjFmBPAQgC8CaAfwEWPsJc75Zx6Hvs05b4h6AacgnoO1VJNRCpAATkW0zW5c6ldZi3vvBaLUQxlUUBrixOPIyVMRlE++34rVSyphNAD1swpQU5oNg4GhIl/fRoLWchlMOyKcRDq4RC3SNxC9qCQf5XmpaO0b83JwL59bRM+dIMJEqb3e+8pn0uA2x5KMNedXoqogHXOKszA9nyYOCW1Q6ovKcixeQTtyRwvg3aeQDRAagdpPkbIZ1GyFVxuXYnFlfljnFgnU5qTJG/3jz7ZUkmXxs0UCR01JVtSCqQSB48SADQ+/0yLJU+OyKmxpaqNxOEEEQSD9lC9b4kDnEDa/1eJzTEo+M3WSkxjWnF8JgQMGBqSlGJFjSYbZZEDHoA0PvXEYgLO+Vi4q8XmucPwDBDGVEQSO94/2SRPLbn7g2QWoKckOy6YhHUhoiWefPC3djCO9I1j+4NtYvaRSso0BZz+wbutuvOqnHyAZJQh9EOvtNs4GcJhz3sI5twN4GsCKGJdpyiMO1hZX5mPU7pACJETEiDYtCSW9EKUhTjxa+6ySDIgD043bD6Nv1B43TlySS30g12OV09I1lR9fkb7+UJKPe1fUSAES4rkovRpBaINaez3QOQTbhICOQRs2bj+MH/xtNxhD3PQ1RHzg2Re19Y962buiLMqJhK1NqBMJmyEcWyFQArU5KY2r/glHXiJp8ypxtNfqZbdu3NGMe1fU0HiHICKAmi0hcPjVG+SbUOZorxU3PfUpNm4/jE07nD6nm576FA4BIdVXNPp8gkhEjvZa0dTap+gHHptwhG3TkA4ktEbeJzMG3PTUp7BNCGDMf5+sBMkoQeiDWG+3UQLgmOx9O4BzFI47lzG2C8AJAN/nnO+LRuGmOoLAYUk2orF+BgR+Ko1mJCLaQkkvRFsR6Ast0vimJScpRlBakmOtqgKH5DLxKcw0ozwvFQ21JVKa4Zd3HQ9ILyrJB6VXI4jgCbTPUYvMd7g3OWpzRFRQ0vcCh5uMFmeZsaquFKN2B1p6RsiGiFPCXRUUiI4L1OYkO0P/RGIVWaS2WFGTJ5ORka4iCI3w1X7lbdCf3iDfhDJqeqxnxOZWX0WZZjgE4IMjvSGNN2glMDGVCMXu6BqyeY2FAO3aD+lAIhBCtZk9+5JQ5JhklCD0QaxnHpVaPPd4/wmAcs75CGPsEgAvAKhSPBljawCsAYCysjINizn1UErLKqbRXLe8WvOItlAHFfG+FUGiyKxWaXwLM1Owtr4KD24/tQfd2voqFGamRLD02hPvcumLRJHZcCjLseDmZVVu+7/ed/k8lOVYAvq9knyQUyWykNwmFsH0OWp7Dm94/aDbcXprcySziYmSvfvyruNYv7IW67buRo4lGV8/t9zNDoqXbRFIZt1R27M2kDFUMDouEJuTJm+U0ZPMhiMvSkRyixU1eSrMnNryFC30JLdEZPDXfsU2uPXjdjQuq8LGHc0+9UasfRN6lFlf/aJYXxV5aWGNN2glcPyiR5nVO6HaHYWZZry867iXLlu/slaz9hNrHRgtSG5DIxybWd6XBNonKzFVZNQTkllCTzDOPWMSonhxxs4F8FPO+b+73v8YADjn/+XjN0cB1HHOT/o6d11dHW9qatKwtFOLlp4RXLLxba9Bw5Y1i8PeE0yJON4rV7PCxbPMqsmLv723PBEEjh0Hu7C7fVDaG7K2NAvLZhXqXQ7iCZLZMNFK3kXiWP9FC00rYarKbSIRbBsUVwZ47uUc4TZHupbwQk3fX1xdiLb+UfQMj+Mbj36oWf8SJCSzGuOpewJdFUR2RsAklMyGKi9KaC1DnuVMUHmKFgklt4T2+Gu/8jaYY0nGqrpSzCzMQHVRJqbnR2T1acLJbCB6LNzxBq0EjikJJ7N6J1S7Q2yL67ftR0NtCYwGoK48F+dV5iEpKdY7xEcV8nnFiHBsZs++pDwvFfeuqIHJyDTN4qZjoqJrz/1iA8pX/UTxu9Znf473Xn9Fq2IQiY+qzMY6k8RHAKoYY9MBHAdwLYDr5AcwxooAdHHOOWPsbAAGAL1RL+kUQy39nBZ7gikRaHqhSKUNJcJDqzS+BgPDslmFqMxPV5QDev6EHtA6bbVe0qtR+yLiBbU22DWk3AaVIvP10OaIqYcvfV85LT2o/oV0tv7x1D2CwNHSM+L3mSWqnUH4RstVZJHcYiUa8kT6jZjK+Gu/BgPDxdWF2LJmMToGbSjOMmNucdZUm1AMC196TNQ/h7qGg9KjU3UlMEEAodsdUlssygjJpiB7gQiXcGzmSNjEJNMEERtiGiTBOZ9kjN0E4H8BGAE8wjnfxxj7tuv7PwC4CsB/MsYmAYwBuJbHMv3FFEEt/dy0dHNAzr1Q8OdI1HrlJ3U82hFMGl9/9a42uIz0qqVg5IFkZ+oiCByW5CTN9WOoEylaQasCiXhCrc8BgPc+PxlQmzEYmJT6sGvIBgABtTPS/0SgCALHkZNWtPZZkZachMLMFJTlpvl0ogdqf0cpGwqhIUr97KbrFuKM/HR0D4/Dap9EeW4apuenqcpBqskIQeAhPWOavElcBIGjrc+KrqFTclSQoT4206Ifi6Q8kU1KTEXk7VJtrCn6VgSB+7UBPM9ndziQl5YyJe1WNZ2npMfk+ufGpZUhbVWlhY6l8QYRb4SztVuoNoW/DH3BtB9/bY7aZOIS7raEWtrESjJ9/xU1OLM8G5MOoHuY5JMgIkWsM0mAc/4qgFc9PvuD7P9NADZFu1xTGUHg4Bx44Kr5aO4exjNN7egftWPD1QtwpHcENz31acQdFkodg7iHuNhx2SYE3PbMTswOIW0oOV+0JdA9GCcnBbzb0oum1j4I3LkP97rl1QHV+9Feq3R+ILzn70kw8kCyk5gEYlTKUwEq7TWnlX6MhYxFsn0RhNZU5KVh/cparNu6W2ojdzfMxY+e2w37JHemHS7IQHWxetrhUNoZ6X8iUDy3DzMyIC8tGafljPjcQkzNnvLsXzZfX0c6O8qE63zy7GdzLMk40T+G5q4RPLi92cu56ykHjcuq0Pj0pwHbzcTUQNQ1nnK06bqFirqkLMfipZtqdLa1IdmkxFRDKV33fZfPwx0v7PVqvy09Izjaa8XBziHkWJLRMWjzaiNK9mrjsipsaWqbcn1IsLa7XP+Esr+8FmMFf+egyTAimgQqb4H6hLVEyV5Yv20/JhyCm58g3DE++QASByV5joXsqqEk0w9uP4Q155+Be1/5jOSTICJIzIMkCH2hFrW28PRsWO2TeO2zLty4tBJbP25Hx6AtYg4LpY5h3dbdWL2kEg+9cVg6LtS0oeR8CQ1fUfj+UkwJAsff93a4GauNy6qwftt+zC7K8FvvkUwbG4w8kOwkHoEalfJnv21vB3551XzY7JOonJaOaRnJ+Pffvq2JXMRCxiLZvghCawwGhtOyzVi9pBKMATMLM/Dr1w7APslx/eJyN2fm+pW1+PK8Yq8UxKG0M9L/RKC09VnR3DWCzW+1SLK4tr4KLd0jqMxXX2kit6ecqz+NGLJNoOlov9tkSFNrH+nsKKKF80nezxZnmfHjS6oxZp9Er9XuNdH1auNSLJ9bhJI1i7H9QDccAvDk+60RHXsR8cnRXit2tw9KugZw6oKbnvoU29YuxaseY7Nj/c6ME566aca0dFTk60OmyCYlphqe9mVr7xh+t6MZW9YsxqjdAUuyEQJX9qWIfYO8jSjZqxt3NGP1ksop14cEa7vL9U/HoA1Pvt+K1UsqUVuSiarCDL8BCeGMFURfm68gmIq8NJoMI6JGMPZvMNsOaBXoo2QvNNSWSHoS0GaMTz6AxMCXPIe6ZYbWQWtqMi0GSAAknwQRKWjTOsINJeV6+/N7cKx/DFf94T1s3H4Yf367BdcvLkdxllkajGmNmnPE6CGxwaRACuT8kbiXREE0KC7Z+Da+8qcPcMnGt7FtXycEwbn7jZhianFlvrRXppyjvVYvY3XjjmY01JYEVO9iCiw5oT5/T4KRB5KdxEPNqDzaa3U7Tnz2xVlmLJ9XjB/+bRd+uHUPvvbwB/i4dQA5lmS340OVi1jIWCTbF0FEgry0FDz8Tgs27TiMQ13DaO0dw5WLSqUACeBUgOW7Lb1SXyUSSjsj/U8EStfQuLSqGxBXgTSjONviV17ErWD6Rydwzeb3cf3DH+GPb52yvQFA4CCdHUUCtRN8IfazxVlmXL+4HD/82y6s27rH69mKOsVgYBi1O7Bx+2E89MZhdAza3L4nCMDZLwkcin1T55DNbWwGAC0nR70crQ9ub0bX0HjUy64G2aTEVEPJvmztHcOEQ5BsgX/u71H0pVy5qBSAextRs1cZm3p9SLC2u6f+6Ri04eF3WlBVmKHo4wr3eiJyX9u3HmtStQ20sEcIIlCClTd/PmHAv185GJTsBaNB2SYKZ4xPPoDEwJc8ByK7nmgpyyKhyDTJJ0FoAwVJEG6oKVf5ijX5gCxSDgs150hdea70eTgpkMj5EjzhDsh8Bb4EUu9iCiwtnr8nwcgDyU7iEahRKT57pYnY25/fg1V1pW7HhyoXsZCxSLYvgogESjIrOn/liDaMZ18VSjsj/U8EitU+qSiLY/bJgORFbRWoOBny8q7jWL+ylnR2lNDC+STqrFV13jaE2kQX6RzCH4WZZhhZYEFTR3ut+LStX1GWR+2TES9roJBNSkw11HS9yWiQbAE1G5cx7zaidj7Op14fEmw/Gq7+CbXf9mf3ieegyTAimkRC3rQM9FFqr2fJ5gxEwh3jkz2eGGgtz5EIWlOS6eqiTJJPgogCtN0G4YaoXOUdh9lkgMO9H5EmtyPlsFDbE+q8yjyvtKGhpDLS055T8UK4qU/VZKuuPDegeg8mfVuwBCMPJDuJh5psehqV4rM/0Dmk2BZmFmZI5wlHLmIhY5FsXwQRCeQy22cdR1VBOlp6RlRtGM++KpR2RvqfCJTy3DRFWTwtJzUgefG1CtRsMmDd8mpcXF2ImpIs0tlRIFA7wReizvI8D6A+0UU6h/BHRV4aakqzsLa+SspeoyYnYtYJJVkuy9WPTJFNSkw11HT9qN3h1VY93y+dkY8rF5a4tRGl8zUuq8KWprYp14cE24+Gq39C7bf92X3yc4RrjxBEoGhh/3qi5ZZaSu21LMei+Rif7PHEQGt5jsT2cKJMz7p5KfZ3DuFQ1zB+/+Zhn3b+VJfP5kMHce4XG7w+P21aLrY+9UQMSkTEKxQkQbihpFzXr6zFhtcPuh1nNhlQP7sANSXZEXFY+BqcVE5T38tZi/MTyoRrUKjJ1nmVeQHXu1bPX+m8gcoDyU7iEahRKT77kuxUt72fgVMRvloEccVKxiLVvggiUshldpHA0dZnRXleGm5/fo+XU3jlohKv3wbbzkj/E4EyPd+7X/nlylosrgjM5lGzuTwnQ0hnRwetnE/iVipKz/bcylxcsaAE0/NP6RTSOYQ/DAaGZbMKMWNaOhaV5WDUPomy3DQ3ORIpzDTj5V3H0bisSspmIo7Hpufry5FK+o2YSqjp+qO9Vqm/2Ppxu1fb3XD1ApxVkevV1uXn6xqywZJsxIRDwPJ5RVOuDwnV3g9V/4Tabwdq9031yTAiukRC3rSeqFZqr1qP8ckeTwy0ludIBBEBTnk7oyAd0/PTMKc4E+edkYeiTDMunlOEnhGST08muQHlq37i9Xnrsz+PQWmIeIaCJKYYgsBxtNeKriEbCjO9FadaJKY81Z/YkcwtzvJ5rnCJtHOEnC/u+JMN0aBYv20/GmpLYDQAZ5XnoizHEtD59d5xByMPJDuJRbBBMjUlWYrGteiQVpILf+1L7bizA5xQI4ipiFK7Ks22ID89BU2tfXAIwJamNqytnwkDcx7vafMEq8tJ/xOBEI7NIwgcBgbcf0WNFPBTnpeKe1fUQOCh73GaqATav4aDljasmoOuJDsVHYM2MAYvxxfpHMIXBgNDWW4aBA50DXEwFbGsyEvDuuXVWL9tP1YvqYTRANSV5wYVsK4XotHuCUJLlGQWgNdnalnPOgZt2NLUhs3X18FkZH7lnvqOU0S7LjyvJwgcLT0jPvWVp22gZvfp3adGxDdKekpc1d7WZ4UlOQmFmSlhXSMagT6RGOOTTo1PPGX64upCaWHbtHQzjAbggyO9IdmSkZZlJZk7o4DkkyAiBQVJJCBqTgNB4Ni2r9NLgS+fW+R30kBuiE9LN8PAgG37OtHcPYxnmtrRP2pXPBcRH3jKhjgo8xyAX1xdiAmHgHVbd/uUITWo4w4OcgBGBrV6DSZIJhjnhJLuXb+yFqdlm5GXlhK0jiaIeEVLnearvSyZkY/Tssxo7h5BdVEG2gdG8Y1HP8S65dXUnoioEYrNI5frHEsy1tZXYWZhOmwTAppa+yBwwMiAmtIsLJtVOOVlOdx+UxA4jpy0orXPijSX47csVz1IMhLZ7Kalm3GkdwTLH3yb+v4pRqCTpv7kIJgx/vK5RZhdlBHXk2tkLxPxhpKv5edX1GDAOuHlT5tTnIGOQfcJSpoQj1+C1s+ubQSPD9iw5skmVd9cOPYI+ZgIJdRk9eLqQhzsGvYrw4HKVaiBPiS3RLD40r8VeWlB25JqQUSesgzAb2AcQRD6g4IkEgxfncDRXqv0OeDcK+m2Z3ZiduNSvwa26BhU6kgal1XhyfdbAz4XoT/kslGcZcY1dWXSoEwuQ239o1KABBCcDAUKGb9OyAEYGUKp13CDKpR077qtu7F6SSUefqdFEx1NEHpHa53mq71U5KVhX8eQW0Bf47IqrN+2H7OLMgJqT9QXTV1i+ew95Zpz4PPuETg4pG2ezCYD1tZXYca0dFTkT+2+IZx+U0knra2vQlVhetABKMHKjNyGaOkZwU1PfUp9/xRDSf42XbcQ9kkedD955GTg7SARAtbJXibiDSVfy42PNyn609acX4mN2w+7tX/RD3e01xryilcieLSwB4PRV/KMlF97+EO/vrlQnj/5mAg11GR1y5rFfmU4WLkK1hbxFcDR1j9K43VCEV/6F0BQtqQvGffMHKSVv5kgiOhCQRIJgqhUj/ZacbBzCDmWZHQM2twUfdeQzW2vJMDZEXQP2wI2Ttr6rDjQOYQbl1YCALZ+3I6NO5px04Uz8MBrh9DaayWFHofIZePKRaXSXpcAApKhPuu4dJ7CTOcWLaEYq4FmtIg0ejBSyAEYGYKtV0Hg2HGwC7vbB1VX8PqTF7V2w1hg7UvU0fLrFGeZ4RCA7mEypIn4QK3tzVm71JUiPDhZVmsvh7qGMWybxIbXD7pda+OOZvzqqvnoGRn3ew1yIMYfWvXb4Tx7LcqgZI/96qr5+MHfdrnJ84Pbm7GoLCfgIAk92DWRIJyxjZJOenB7M9acX4nKfKeza3JSwL6OQXQM2lCclYq5xZlISjK4nccz+8equlLMLMhAdXEmynP928NajM+I+MNT/nIsybDZBRzqHsaNSyux9eN2dAza/NqoR05a8VnHkF8ZSiQdoNZmyA9BxBJ5G7MkJ8HucEgZA/35WjbuaMbqJZV46I3DEFy7K9gmBKzfth8l2WaM2h2YdHDc8eIetPaOkV0aBQK1B309d4OBhdTHK8lLjiUZVy4qBWPAwc4hFGakICctOWidRz4mQg01WRXnFTw/l8uwklzJ9Zc/u8NfZi1LslFRbjdfX4c7X9zjth30uZV5XrY6MTXxpX85R1C6WcluP9A5BLPJgIq8NGkOpGd4XFXHluVYvMaVBgMjvxNB6AQKkkgAlAx4MRpdNGhae63gANbWz8AzTU6nCwCYTQYUZJgDvs4nbQNuK9nE6xRlmlGelwrruAPb9nWSQo8zCjPNMJsMbhO3ckRjQX6cSHleKo4P2KRod7PJgPsun4e+kXEMjTuCSgsdaEaLSMqWXibHyGkeOME4foOt17Y+K5q7RlRX8AYiL0rtxmwygHP366sdV5Bh9pqE+fq55XhwezMZ0kTcoNT2cizJ+KRtALc/vydoWS502R0NtSXS/usv7zqOPceHcMuWnW52EOBsZwe7hvGDv+3yew1yIMYXanrYM2V1IPox1Gevle1QkOFtj42OTyr2W6P2yYDOqRe7JhL46jf9oWYPCNwZgFiWY8ELu47jjhf2utm3l88vcXO+ijKTY0nG9YvLpckv8fjf7WhWndQSBA5LshGN9TMgcEgT48GMz4j4RC5/xVlmXL+4HN93BUN5juW7h23SKnJ5QPpr+7tw2zM7cePSSp/tINF0gFq7//TYAMYmhLi9LyJ+UfPHbWlqw7rl1ZhVmOHX15KSZHAbH4q+kGs2v6+oF8gujSyB2IP+nvvyuUUh2Smevjkl+6Ig04znPzmGxvpZQS0oIh8ToYaarBZn+ZdhT7lS0l/rV9biy/OKfQYbi8d6ZtZqrJ+hKLcHOgZxTV2ZW9tYv7IWl9aeRnYA4Vf/BqOblex2pTHfpfNL3ILaAOf4rtc6jk/a+r3GlWeW5ZDfiSB0AoXXxSmCwNHSM4L3Pj+JPccHsX7bfq9o9CsXlQI45TT41mNN+ONbLfj6ueWSobPh6gVSlKY/jvZapYkM+XVW1ZU6t2FYXo32gVHc9sxOHO21RubGCU2Qy09LzwjKcizYcPUCmE1OlSD+FRGNhYq8NK/j7l1R47UFxx0v7MWI3YFNOw7jj2+1oLlrBG19/mUikIwWkZYttQFxtGVaNOjkkNPcG3FQdcnGt/GVP32ASza+jW37OiGIy3A8CLZeu4bGpWAE4NRK064hZ/aUQORFqd00LqvCc5+0u11f6bgNVy9AWY4Fe44PSFl85AESatckCL2h1PZW1ZXi9uf3IMeSjO9eOAM3Lq3Ewc6hgPqLshwLbl5WhYffacGmHYfx57db8O3zZ+DtQ91edhBwKjApkPbiy4E41fG0H9R0bTRR08PPfXo8oH5BTqjPXivbwWgA1tZXufUDJ63jiv1WWW7g9rse7JpIoNZvBjK2UbMHMlOMSDUZ8cahbhzrG0WOJRnAKft2X8eg229EmVGyW+94YS8aakuk9/J6F+2Xaza/j43bnTrs+sXlKM9LDWp8RsQncvlTW1l+5aJSmE0GTEs3u9m6Nzz2Id5x6eAbl1birYPdaFzmrjfuv6LGbSVmIukANbv62ab2uL4vIj4RBO42TivOMkttuKG2BLc9sxNGA/z6WqoK0nH7l2ZL40NfekF8T3Zp5AjEHlTSrfLnftSV3SYQO0VuX3MObLpuofSbVXXesnDvK5/hW0vOwJonm4KydcnHRKhRkZeGTdctRGP9DNy0bAbW1s/ApusWYm5xll8Z9pQrJf21butuvNvS6yWjSu1od/ug22cCV9abRdkWxeuQHTC1EfVp15ANf7q+DuV5qQDcZTfYMaQ/u10c86WnGPH1c8vdfFRfP7ccJoNBCpCQ/+bE4Bj5nQhCJ1AmiTjEX+YI4FQqd7PJgDsb5mDYNoHiLDM6Bm14cHszHr/hbEzLSAkqPZvaQKEsx4Jfv34IXz2nDGMTgq4jkRMp1Wio+NrP7dXGpeizjqOqIN1tL3dxovZorxU5FhO2rDkXEw4HctNSfK7EE/8PNC10oBktIilbeomuF402z+fky2k+FeU72FW/wdar1e57BW8g8mIwMCyfWyRtqTHh4LjzxT3SalHx+gYDw8XVhdiyZrGUgq26MENaKSiW986GOdKWSmrXjBemosxOVZTa3syCDMXVUeV5aSjLTVNNZ1uYaYaBwWugec8r+7B6SSV2H3emHje6fClyO0k89lDXsFQuT5kLZ3V6IqPX1ciB2CFq/YKnXAWyWiqYMgSrlzsGbXjivVasXlKJ9BQj7myYg81vfY5bL5qJ3/zzkFu9T88PbBJdL3ZNJJD3r93DNingMBB5VNJJt39pNtLMJreVb7deNBOPvXtUys7XOWjD/NNPnUfUF2p2K2Pu78V6V5tc2bJmMWpKsuOmL6R+PDTk8qcmO+LEqtEAt0ximakmfPt/PnbzA2zb24HVSypRlpuK4wNjKM+1SBN0iaYDxHafd8PZePuwc0JR7geJ1/si4g9/fjmxbXcO2aS+qs86jjPy0/BjWRa1Oxvm4OF3Psd/nD8D/aN2AM6gSV99ii/bJFH1cjTvK5CxgOfKYnHl8KxC5/hG1EX+7BQ1+3rb2qU4OTKOEyrbHRzoHHKzIQJZfRyKj4mYOtgnuVsG1Q1XLwjI1vaUKzX91dTah9KcVDcZVbJRBI+tELZ+3I7GZVVeGSPaeq0JZd8Q4aOkT9evrEVJthm5ae5zYIGOIQWBw8CA+6+owe3P7/E55pt0cGx647Cbbn5wezNqSrIUfzMy7iC/E0HoBAqS0CH+jH81p9pvrl6AfR1D2PpxO/pH7Ti7IgcGVolNOw6jf9SOOxvmYMuHbdh9fAh9rsGXgUFaieZvwKE2UOgcsqF/1I7Kaem495XPdKvQ9ercjzZqe2kZGFCclYoFpTlYVMZQU5Il7f8mcI5/HujCZx1DEDikLTQWleWCc+U0VVwWICxOKstluzjLDIcAaZsBeTTnbc/sBADFVOqRli29TI4F6/ifqvIdrOM3kHqV70E+LT0FdeVZaGp1rhwtzjJjVV0pOAdaekbcJtRE54jRAKSakqQoebluPWd6HgDg0W+e7XZ9ADh6cgT7TgzhYNcwLMlGTDo4BsfsXvr+3lc+w5rzK7Fx+2GpzHrVu76YqjKrZyLtfKwuysDD36jDiM2B0hwzJh0cP7mkWkoxDjhl/Pbn96AkOxVmkxF2hwPT0lPwWcewm6zcf0WNYrCQ3Hk8syAD61fW4PjAmOSwFtvw4OgEXtx5XHE7qER2IAb7jAWBo63Piq6hcQzZJnCwc0iqdzWHbDDX0ELm/G1pBDhlo8/qzACklK5e/pw3XbcQNz31aVDPPhDbIZB7Lcgwo3/UjofecOp3UV7nnpaBLWsWB7Svbyhli2cMBobKaemqzlC1ehftgVk3L0VbnxWZZhMA4F/NPbhxaaW09cVv/nkI3794Ju77+wHnqrUs93oT9UV7n1XaNgOANB4zJxnw3QtngDGn/VyU6fy9mv0yNuEAAGkFVKwmuPzZ7AYDm9L9eDi61GqfRHlumhSg3jMyjj+/3eLVRutnF6CmJBsfHOmVAgrHJhxe2cQ27mjGr66ajwdeO4AVC0qQn5aM91p6YXcIOK8yz21Ll7cOdmPpzAKkmgwwGQz46Ggv8tKCWzihBwwGhmkZKYr1lii6jdAHarqwIMOMsYlJRb/c6iWVePidFpxVkYP1K2tgMhggCFzqq4yGPmy4egEOdA7BIQCb3/oc19SVoa1vFKuXVIIxYF5JlmKfIvpe1GyTRNXLWt6XfKwv7gvvuQWAuKp+d/ugm/+rLMci9c+W5CSU56XCPsm9Ar7X1ldJ/b0I90jyIMqW2h72rzYuRV1FHj7vHlH0N1QVZEgL4cTfKflAPPsrse8JNriUCJ9IjrUFgePISSta+6xIS05CYWaKtOggkOuqLT4qcQXvVuSlgXNIMis/v6ePLdWUJAVbiJhNBiQbDV4LFZTGKUbm7mPuGLRhS1MbHv3mWQAgjePea+lN6DHOVMSXHIvfe24/19Y/Kr3nHF5yvG7rbrzqI4DMUzfLr9NrHceJARs2vH4Qq848HfdcNhdluRa8vOs4WnvHpOOlrKWTgur4Tml+ozgzJWH9TgQRb1CQhM5QMv7vv6IGC0/PBuccn5+0IiXJgAevXYiHdjRj9/EhAE6lax2fxMu7juPr55ajPNeCtl6r2yq6e1/5DBuuXoD12/bDZDTgV/+7H/XVRZien4bUZAP+48lPvAYcwKkJvoIMs5fjWNxz794V8/DsR23oH7XrVqEn+h7j/gxf8ftDXcOS8xeA14Du51fUoK48G73WcXQOjuPHz+/G2voqpCUbpXOlmoxINhrwr0PdSE5yrry7/x8HpHPc9sWZePT/jkrHm00GnJ5jkWRbXAklOvnkMica10NjdpTnWnDni+57dpXlWCJWR0Bwk2ORnlD05/iXoxf5jvbKlVAmf+T16lne0qxUvLTnhNtecT9bMQ9AK44PjCvK7abrFuLeVz5z2w9x81st2HD1AiQnMdz01KeYWZCONeefgX0nhlCea0GGOUkyxgWB483mbkxOcoxNOGAxGZGaZMT3/7YLNy6tVDSyK/PTpPsW+wmjAfi8e0SaxPAcMOjNAaIXmSWchOp8FNtQ56ANKUkGDNrsyEszo7owAyeGxtA1NI5R+ySMBgPufHEPWnvHUJ6Xiu9cMAN3v7RPVcbfPnwSf367BT9ePhuFmWYpjbE4wXO014qffLkaP//7fsk5aDYZYHbt6bx+ZS2Skww4MWBHWnIS+kftKM4ye7XhtfVVmDEt3S3TUTir0/WCki4WBI53W3rR1NoHgTsH5uKeyQYD83Ia56Ql4WDnCLqHx3HvK58prpL0dMiKcrR+23401JbAaADOKs/FuZV5Ae1BG4rDW6nfXltfhSfea5WOKc9LxfEBG7728Iduq0o2vH7QSwf9/ealfp3HSg4aJdtBdKaLDhbPLF2e9yputyHKaP+oHakmI07PtcAhAKN2R9CyEM9BP75sikC+86z38rxU3LuiBkkGhrSUJNgdDuSlpWDpjGleATNyOS/KSkV5XipuXlaFucVZXte+aFYBtn3WiR/Knu/a+iqU5Vpgm3TgJ8+fsilmFWWiNNsCS3KSov1SlGl2axflean4xZW1MDAG6/gk8jNSMD7piOjEtrxt+rLZp2o/HqzuEgSOHQe70Nw14laP4v7cZTkWbL6+Dk2tfUhJMsBkYDgt24L0FBMEgcOSnCSlW1frM5u7h/HdC6tggICxCQ67Q4Al2YiWk1b88a3P0VBbgiyzEV8/r8LNxhXH8uuWV2NOcQY6BkOzGWOxcj2edRsRPpGQOfk5izLNGB6fwNGTo/i8ZwRvHOjGl2qK3drwz6+owQ8unoX+sQkpsE5cRX3vinm468W9aO0dk/wYl88vQVKSAQbG3HQnAGnR071/34/yvFRU5FncVnSvra/C9Pw05KcnY+WiEtX7TVS9rNV9TU4KeGHXca994cVnI8dzVf2vVy3A/7X04FjvKE7PS0P3SSt+cWUtjvVZcddLn3mtHP5idSGOnhzBJ20D0vaCq+pKMaMgHYWZKTg5bMf3nlUe7+dYktFvteOD4V5Yxyfx8Dfq8JvXD2LZ7CI3353cVlHygfjqr+JZHuKRYGyHUAIxPc+9tr4KVYXpuKCqQDEo3LPP7xqyYWZBOm48/wyMjU/CkpKE5z4+hmN9Y+gcGseY3YEfPbfb6/ziYgO5j621dwS/vWaBtMju5V3H8dVzygHOcbh7BLds2Sndu1JfXlOahV+urHWzq6+pK8OvXzuAOxvmomvIOfY/pyIX61fWeo2vyA6IT3zJ8bJZhQDg9f19l8/D73Y0S33tA1fNV11EV5GX5haAwTnHuud2S7/dcPUCXDSrAAe6h6S+32wy4umP2tx8vWaTAfeumIdNbzTDPsmxqq4UZ0xLR591HOOTzu9zLMlSdiEjA07LNuN7F8/C4e4RKfDuexfPwuzCTMwryfbyOwGxD5gniKkGBUlEEF8RbgUZZhgN8HJEKBn/tz+/B2vOr0SqyYgn3mtF/6gda+urcMO/Tcej/3cEu48PwWwyoK1/FA21JXhwezPW1leBu4yRm5bNkDJIHOgcwrrl1bj3lX1Yt7wa67ftx4oFJag5LctrZeCsm5fiYNewlzG1be1SaUJiT/sAGmpLsOmNZqytn4m7L5vrlSJbLyRaqlE5cudbriUZvVY7uodsWHR6DtoHx9A1ZMOkg+MO1wSVOKASOPfaS+snz+/Bpq8sxKfHBvHwO85BYeW0dLT0jHgN1EV5vPWimVhbXwWr3QEDA2pKsqRUkaLcJBlPOQOuXFTqtQpKPsgVr7fpjZ3SagoA+N0O57YdoTyvQAclgU6O6W2Vhh7kO9p1IggcnAMPXDUfzd3DeKapPahALaXy/tcVNfidq02IKzUGrOP44fJqDIxOYN+JQS9d+febl2KGFnGCAABrxElEQVTjtQul9NzAKZlec34lZhak4ytnl0ur5T3bzy9X1mJg1I77/3FAcp7kZ6Tg5mUzYDQwxUmUjkEbNl9fh+HxCRzsHMZj/3cEXUOnHHfiZI7cAaS3VUR6kFniFGpZhswmg5TpJxA92LisCjsOHMZ3LqzC4NgEjp60Sm3zx8tnY3h8EtPSU3BiYAw5lmQA6tmIcizJGJ1w4BbZ+e9umIs/vHVY6svEtpScxPCj5dWYFDgev+Fs/Op/96OpddDl1JyPZ9YsxpBtEjc+0eTlxFTaDiqYIDW9ofRcNl23EKPjDjdnU+OyKqzfth+zizJQlmPxchqvX1kDc1KSFCABOJ+JbdKBW+qrcGxgDC/vOo6iTLPbqrpH3vnczZFQnpeKey6bh5Qkg5vNe+SkssN71s1LcUZB4PXu2W/np6WgZ2QcYxMOyTF374oarHnS/dmv27obq5dUSlkbxM97RmxYXJnvMzOBr23LRNtBnqlCXFXqz7kv326DMefKln/s6UBhphm3y1JzB6PP4zXoZ3JSUA3qAbydZPIAbzFQ53sXz8bnPSNSgNXyecWSHLgHe9f4XA0MDvx61QIsKHVug6GUxtUz4ObB7c347dULpAAJ8fPbntmJzdfX4c4X93ilDt5w9QI4hFMroIqzzPjWedOx89iA28TcrRfNxFMftoY9sa2GvD+4clEpnv6ozc0eF/XGVO3HfU3WVeSlSQE6yUYDRu0OWJKT0DkwhrEJB25cWgnAuSp83dbdKMhIQf/ohJdD+Oev7kf/qB33XT4Pr+07gUtqSqXrKfWZDgG468W9ePDahegZcY7ZVi+pxF8/POXYXb2kEhv+uddLztfWV+FA5xCGbRM41j/mFUDnj1iNieJVtxHhE4rMBbKgRDznzIJ03LysCn2jdliSk5CWbETjRVXSYiHglN9E7CfEyer+UTtmFmSgzzoO+ySXjr3jhb2oKkjH/NNzYB13KOrOSUHA7V+ahZrSbNzw2EdefcrfXfaRr3tJVL2s1X3t6xhU3Bd+dlEGLMlJbtv6eer57z27E5uvXwSj0Yj/ePLUlkc/u2weZhakSwvYxOMPdA3jUNcwNr/Vori94Nr6KsWxUHGWGf/5hUp8eLTPre+//4oaPLj9kJufwjbpwO2XVOOB1w5g3fJqLx+IFsElcnmzJJ8KMCV9GxyB2A7iXMGR3hGvrHa+9JvSuR/c3ow151diWnqK4nXXnF+JZ5vasaquFDMLMlCWZ8ENS6bjhzKf1T2XzcWvXjuAhtoSr3HMg9ubcdtFVZiWnuKW6Q4APm4dcBu33NkwByYGpKYkoW/EjhxLspscKvXlH7f1uY2Htu3twPJ5xW5b4m24egG+PK8YNSVZmtsBibptkZ5p67NKC2MAp60synFlfrpilog7XtiLmy6cgQdec+rG5u5hRTu5OMuMdw6fdBtXXntWGb513nT84a0WdAzasH7bfoxNOPATD9lddebp2NLkPhba9EYzfrlyPg73jLgtJvn5FTV4YFUtjvWNuenvirw0DNsmvOZUTgyNoSI/3c3vpJe5BmoDxFSDgiQihFpGiNHxCXQO2yWFLE6SiQrP177KD253ptK8/9X9Ukdx4/ln4Id/2yUNylae6XSg5KYl47/fPIyG2hK3DBIOATjcPYLW3jEc6BxCQ20JBA70j9rx1XPK8MBrh6RrtvUpG3F/v3kpLMlGbD/QDYEDz33ijJq//fk9eLVxqW6VZiKnG27rc67iHZtw4NjAGIwMGM02o31gzGu1kBhpvnFHM+65dK6XvOVYkpFiMmJ2UQZ+ddV8HB8YdWYv8QhqeHB7s2SM/Oafh9wmGhaeno3Hbzgbo/ZJlOWmYXp+Gj440iv9Xm0PL/kgt9c67hWt2bisCn3W8ZAG+MEMEAOZHNPbKg09yHc060RNxy4qyw44UEupvD92Obue+6Qd1y8ux5Ymp3P564986CaH2/Z2YOnMAjAGnLSOQxC4W7Qw4DTqBQ5JT3u2H7HN/HDrbqw5v1LReXLrRTPx4+Wz8V/bDrhdX+w7bruoCg4B+Oo55TgxOCYFcDTUlng5gPS2ikgPMpvoBDOw8dxX11MWlQZmSm1oS1Mb1px/Br7zl0/c5DjVZIDRaMCmbYfdZPmjI71SymFxwHpNXRmefL9VMaDunlf2SW0nx5LsHMh+uRqpJiN+9so+t0DA4wPj6Bi04Zf/ewAbr12IIduEYt8zap+MRPXHDPlzEZ2ovSN2KTBFDPISJ826h20Ytk246YwcSzKMzIDW3hHJIZCeYgQDw2/+eUh6hvddPg8nBsbw/pFTDoc155+BzW99Ll3/mroyfPt/PvaSpdY+5X1k2/qsQQVJAKf67Yq8NMUJ7CQDU7yW0X3RYEA6SK2ve1UW6Ak4V3+Ix6nZPa29Vrd2WZjpvd2G0pY0werzeAv6EQSOv+/tcFsZJg/qAbydZGKdAMAj73yOdcur3fSKXC6BUwE/Ny9zBnQp9eFiZo9j/aPIz0hGUpLB7bmK11YLuBlU0Tmdg2O4dH4JDAbgpgtnwO4Q3LZWEH9z5aJS9I7a3VIW2yYEye4Wndwbtx/W1IEm7w8yzEZVe3yq9uNq4/U+6zgOdA5j/bb9XoFi37lghptjVByT9Y7Yvdr3g9ubse7fZyEvw4wx+yRu+LczcKzPCrPJIO3LvaWpTcrWU12Uid+/6ewT01OMGJtw4JaLqnB6jgVlOTMk+1BJD+VYkpGZanJz5Mrbmt6z2cWbbiO0IViZUwsenZ6XLmXgEyfFcyzJ+Mo55bj56VMTlHc1zIFtwqG4zVtZbipuuci5QOmWi6qQaTbh928exqHuEbd+wTYhoGtoHC09I0gyKgfBMzAM2hx4r6VXUce09VlRnqu8VZio+xNVL2t1X6INLMcZGD7s5jdT29YPYLjn5X1usnfXS3vxwFXzcdNfP3Ur26GuYQjcecyVi0q9FieJ/gBRr2/c0YwcSzJ+ckk1AOD+f3hvRyj3U8j75fUra3FxdaFX/6/WX4lZzvwFOyi1HXmgpih3NJnmH3+2g2ew5MyCdMnfdLBzCHOKM7yC+v2dW+DqMl9dlInbvjgT7f2jUmCmGLgj/ubul/ZJ40Clc6SZTW5BC+tX1mLB6VlSgIRYDnG72NmFGfivbQck3ei5FeLZFXmS3OSlpbgFZnz3whlebUhp/KUFepmkTjT8ZQH8pG1A0VYWuHObq1G7coDhtPQU6f0zTe24/4oatyCdP16/CEdOjuKTtn43f9PTH7VhxYISXLmoFA+94Zw/+4mC7D547ULFsdDA2ITbYhLbhICN2w/hvhU1ODQx4rZ9449di589+wClxTp6mGugNkBMRaZUkESohpu/PY+UotD3HB+QIuBEpXj783uw4eoF+NM7R7Dm/DPw/CfHJGUsrpyT7xkq/k5cUWmbEDBmn8S3z6/EH95qQZLBAM45Vi+plKLWxT0Kjw+M4Zq6MqQkOQcSYgYJMf2xuOJEdA6nJiehKJNJe9qZTQZYkpMUHYb7O4fw/Wd3eXVcHYM2XUeox3NKTn/7Jg6OTiAvLQUDoxMoz0tDx8AoSnIsXsapOCHy0BvOSaribLNbKqgMsxGZZhP+3xOnVtmtra/CmIoxUpRplmRGvg/8p8cG3By20/PTvAa2/ga5yUaDlxG8cUcztqxZHFIdar2qQul8OZZk9AyPx2RwqAf5jubKFbWsO8EEaqmV12hwTkxsaWrD9y6ejbZeqxQwNDLukNISi9f/89steOybZ3mlo76zYQ7y05ORnpKE71zgnAQRt7m5clEpqgrS8buvLMSf3vocAoei8+Q3/zyEmy6cgTXnV6IkKxVt/WN48n1nCvm19VXItiRjwz/3uV3TZnegqjAdGeYqjIw73NK/6klH60FmEwG1fRsB9ZXWSm2kOMss2R+zCjPwwGsH3GwAJeeM2IZqSzKl1JzF2WZsdK1yAk7J8QNXzXebCBInbC5fVIqDnUN41pVt4s6GOdjyYZvUryi1UcaUAznubJiDYduE1E6vXFSK5z5pxzV1Zbhm8/u4cWmlYt8j1leiID4Xzzoqz0vFnQ1zcLh7RNJHWWYjUk1GHOsfc9uK69b6GchKNUHgqTgth2Hzvz7HBbML8OLO414ZnlYsKMHG7YdRnpeKdcur0dIzgu9fPBv3v7pfUa+Jg/w0j+0GirPMWFVXivFJp/M2lD5UqW9Yt3U3tqw5V/HZ15XnSp/LdZAWqzR7reNSXc0qzFC8/qfHBjA2IUjtUq4XxW0ODnUPR61v1QtHe61SgARwKqDhO1+YgZ6RcRhUdEPXkA3JRgOuOavcK8PNZteWAw+9cdirbTxw1Tzce/k87G4fkJxnXz+3HGdMS0fHwBgeefcI/t2VpcKX7SBu6VOaY8GYfRKnZTu36fDcs7Z9YAybdhyW2uT4hICOIRvSU6wozjplm88uysDo+KSqHhQd4OJnWjnQ5DZ7SbYFP/CYxBft8anaj8v7S8A5Pu4ftcNsMuJA5xC+84UZXoGrd7+0z6sOH7hqPpIMcNOpog5OSzG5rea8+9K5+Nmlc3DXy59h294ONNZXobV3FAIHDnQO4YYl05GXlozbn9+DLLMJ/3nBDOyXBQldv7gcHNxLD62qK/V28O5wBsIHOqZJ1JXr8UoiT1YqbR8qTmIryZx4/NFeKw52DkmTjhkpSUgxGrF9fyeGxh14eddxrK2fiVsuqlLUeT975TP85uoFuOG8ctz/j4PS+c0mAzLMSRifcLhtPdq4rAo977dK7Vo8NjnJgEs2vo1bLqryyiTUuKwK7a7FKXaHoGozGA0Gn5MniaqXtbqv4qxURT3oubhAzOa7cfup4EezyYA+q3fwozPYLAnrV9bAkpyEx99twRWLTsemHYex8sxSZwCMit1SlpuKlWeWYtveDtxxyWyU5KTh02P9qCrIOCWvZiNKsi04ctKKymlpbj4H8Tzrtu7GvNOyvIKM1YJLdh8fRFpyklewgydKWd9E/4Q8C0KktpFQIh51nHPrLGVfv8no3aaf/si56EC+Qr08L01xMZDaucvzUjG7MANGA8PtX5oFu4PDNikg1WRARkoSbpU9LzHb49iEMzPJn976XArQmFWYgeMDowHZD+u27sbvv3amYoCRwIHDPVbJhlXaClEuN55t3mjwv9BOK/QwSZ1o+Jt0P9prdZu/kLJXXlSFtJQkFGWa0TU0rqjPLCmnpjb7R+04szwbf/v2uegfnYBtwgEDM3hl1RZ9vYLAkZlqxPcvnolprmy+BsZgdW1xufXjdqSalOcmNl9/pltZxMUh/88ja6E4XyaOG0RsE8qLdfRgV1MbIKYiMQ+SYIwtB/AgACOAP3POf+HxPXN9fwmAUQDf5Jx/Eux1wtlr29+eR/LziNse7G4flPYZEoMaOgZtONA5hB8tr8Yvtu3HHZfMARhQW5KJ3ceHcLh7GMzAYEk24q8ftuGmZTNgtU1gWqYZj75zBGaTAb1W5xYGN5xXjtOyLchLT8bDb7egf9SOuxvmYusnbbj1opl47N2j6B+140/X16E8LxUOAWjvH8U1dWXY0tQmdQo/Wl6NnmEbOgZGMWJ34MpFpXj4nRZsuHoBirJSFPfu7hsZd3PmiBMRD7/TousI9XhMySkIHK29VjS19uPOF5X3TRQEjsMnrW4poRqXVeH25/dIq3HlzoOy3FTctGwGXt51HG29Vvz5G4sAGHC8fwxFWWYpdaB4/IPbm/HoN8/C7V+ahSHZhKvZ5Nzi5avnlMHuEFCea8ET3zoLY3YHBM5x4cx8zCnJxoHOIZRkOwM7RCN368ftWFtfhac/anPbs7wsxyINejoGbW7OD3E1bMegDRnm4CdPtF5V4Xk+0TH+jUeVjfxIowf5jubKFS0MR7XyLjw9G81dw7ju7HI3B3Xjsiop6rhdtgLaNiHgU1kqbPGzzW99jjXnn4G1T5/qP3566VykJDH8WLY/+b0r5uH03FTsbBtUvKeiLDMKMlLwefcIZhdl4BvnVqC6OB0GZsBHrX1u7eTeVz7D6iWVWPPkx7j1opmSY/xw1xAuX1SKk8N2fHSkFykmA9JTTG4y4i8YS0S+17uYSjpYB4V4jhyLCVvWnIsJhwO5lLbTDX8OILvdgd0nnM8rKzUJT757FO8d6cO9K+ZhYNSO8UmuOLBJv/5MmE1GFGam4PScNMl22Xdi2C1y/9aLZsKcZHDLYjKzMAMOAdKqu6JMM+rKs7DyzDL3yZyGubBPtkppZ20TAqz2STd9ef3icq+Vq0++3yqtNNl9fAhGpr4Vh9Lkuyj/Ytpjg8H9OPlKLbmenp4ff45juXx4buFWnGVGeV4qvnfxbBzuHsYtF1UhycCQlZqMg51DeKapHclJDPdfOQ9DY5P4oKUXdgeHgQE/u2wu0s0GtPXZ3Ab4dzfMhdHIFVdRGAynnAJye/neFfOQnpLk9tzFoJuekXEUZaXg9i/NxkmrHZZkZ5Dmz2TOwFD6UHmAiDzIl3NB0bl+XmWe2xYZorPd15ghkL5OEDhODNikFVDlean4rytqcKTXKo0Pci3J+MNbThtedDjI+/Ke4XF849EPVYN79GxzK6FlZpv7r6jxskvL81KlFXOizQyccmT96qr5YK5x139eMANDtgn86qr5GB23A8yAm576xE2un/6oDfetqMHw+CTuW1GD0qxUtPSMYGR8EmvrZ+CNA92SA9nIgHMqc5Gflgyr3SFNsJlNzrSrf/3gqLT9z9r6KvxjTwfWLZ+FgswUNHeNeKXTfvxbZ6H1pBXN3cMoyUrF2voZeKbp1GSg2WTA3OJMNNbPQFVBhhSwrJUDrSIvDZuuW4jd7YMYm3AotmHxs1jbnpFESWYB4LOOYa90uXNOy8ChrhHFFXBqk2OWFAN6RyYkPSGO8XItJnzHI63/PS/vw2PfPAt/uv5MGI0Mu44NepVheGwC3zpvOpJNRrfJD3Hcf+1ZZV59YFmuRbFsFflp+OHWXar+Dnm9iIE9ajpKrR7jbZIrEGI9eRevK/8CqTe1Ld5EX0d5XipSTUa89/lJaWGTmHEhx5KMG84rx9cWV+Cul9yzbIpjuwe3H8K65bPR0qOc5Wp/5xDOqsjFuuWzYLU7pH58/bYDuPasMmdgW2E6blgyHQOjE/jtNQtgSTagaloaRsYnMaMwA229o/jVVfPRPzqOh9854pZKfkuTc0Xr7KJMPPLO51i/stYtm9KtF82EwDk6Bsd8joH14BOIBFrd19ziTNx3+Ty3rBFnTEtXrNOZsgBXs8mA316zwC3AtzjLjK+eU4aiLDM+bu2Xthe87/IalOYkoyQ7BeYkZ7+en56MuxuqkZ9hxvGBUQDO5w6XTfgfX6jE+CTHf/7lVOa1ey6bi2eb2rBsdpGbXfGzFfMUJ6EPdQ3j9OxUnBgaQ9fQOKz2SZTnWPDfX12InccGFe1PMSuV0sSXIHC0nBxRrJtp6SmS3AHq2b08g5Z8bZUWiO7Ui44TBI62PuupenZlz1XSW219VnzS5r79hNgv/2zFXHQPjXstTjQnGbwCEG5/fg/OmJaG6sJMHOgawolBG3IsJpwYcK5Sl8Zsl87FGwc6cOHsYnz/b7ukoOtNb5zK5ijPGCFubyn//p7L5uK/3zy1veXdl87FTy6pxs9f3S+Na2YVZijKxqdt/VhVV+oVYGRggIEBjfUzUJKdil9cWeu1rZBcbjzbfKopyS2zmnhevfoa9UiwNkowx/s7VmkrDfnzltd5bUkmrjm7zC1I6NerFmBGQSp+c/UC7O8cQkqSASYDQ256CkxGhtqSTFwwuwA1JVnYd3wYrX1Wr60K/777BJbOLIBt0oHvXzwbHQOjePTdVsX2IQZAr62vQr/VrigPJ0fsbvav6HeSt+fxSYc0ryZWhzieMhqAaS4/r+hfq8jzXmAKaCProY7F5fcc722AIHwR0yAJxpgRwEMAvgigHcBHjLGXOOefyQ77EoAq1+scAL93/Q2KUKOglH53xwt78cur5uNQ1zAAuKWjbOuzotnDQbK2vkpSislGA6z2SXzrvOmwTTowLT0FN/zbdPzlg6MQONAzMAaLyYhvnTcdm9/6HCsWlCBrUsDXFpfB7uBwODgeefcIfnrZPIxPODA0No7VS6djcHQCf3jrMH5w8Wz0joxLZd3VPoA7LpmD+179DPeumIfuoTE01JZgS1MbbrqwCr0jTqM2JcmIR99txU8vnYNXXdHAR05aFbdY+N21C70i5ZMMiIsI9XhKySkOAA50Dnml2ZXvaXlEFiAhfi9mjJBnjgCcHWtb3xhe2X0cdzXMhW3CAfskcM/LzqjKxvoZih3hey29MCcZpQlXcQuCJ99vxfcunum1pceOA51YVVcmrZra/FaL137dxVlmnJad6jb433D1AiQnMbf998StDZbPK/aa2Lq4utBnVhc5coevOECsKc0KWWY9I5tX1XmnhY92pGWs5TuaK1e0MBzVyvtvlfnIMJvwtYc/UG1Xv7xqvtu5rHZHQIPbn768zyvN2p0v7sVtF1WhpjRLcXVBW98o+qx2pJqM+IFsoKs0wSxffS+u8th5rBcXVRdjzZPuTpft+ztw+cIyLJ9bBEHgeGHXcbe2LA/GEhH1kmcq6WAcFGrOjUVluTFz4MXaqa1UHl9OpM97RvBZxxBaekYkh9w9l80F4Nwfcc35Z6gO5nYeG8R/v3kYd186F6dlW7F0RgFaekbwvWe9VwnJZTXHkoy2vlF8T5ZJ6r7L5+F7F8/2cnDc88o+/PKq+Wh0pZ0VV9qJbVYpwEHeX5Vmp2LTdQsxo8CCsrw0tyDAn102Dw+92YxL55co3p8o/2I7PSxbhd8xaMOT77di9ZJK1JZkoqowI+bPOhSU5GNt/alteDZdtxCN9TPxQ5m+EPfpLM9LxX2Xz8PI+CR2tg3gjQPd+FJNsZtj4E/X13mter7nlX149Jtn4a4XP/J6br+8ar7iM73zxb341VXzYTYZvLYT+vPbLfj1qgXISUvG/f9wpl397T/D70MLM50BIp76qaogHV+eV+wVEKHUbyptpyAvS1mOBZuvr3Pb09RzH2jPTAj2SY6ekXGvQCTx/HKHg1gm0TmhFtyjd5tbTrBObXkfryRbt3vsAy/anasf/wg3Lq1U1A0Hu4bx8q7j+PYXZrhNIP/m6gW41TWJJndoXXtWGT5q7ZMyo8mD5MvzUvHtL8yQUm6bTQbML83GSav31hg/eX4Pfv+1RZhwcGSnmnDfK59h+bxijE040No76nX87c/vwdr6KhRlOe0ZcRu9//xCJX7/rxbJYdczbJMy8Ig2QP+oHUWZZrT0jITdn9knOTa/1SIF6Si1YfEZxsvYKhjUZHZWYYbivt//s/oc/Mfznyj2a4BywJ/JYMSdL37qJnvH+kZRlJmjKMPvtvQi1WRERV6a4hj9919dhAOdw1Jwo2c5rHbnivkHr1mII71WVORakJpiVCzboa5hfOu86Rgen4RtUpCySZXlKq8Y3nTdQq/908WsPErHe4734mEi3x96mLyLx5V/gdab0r2Jsv3K7uO4eVmVV9r3Da8flHTXiN2BDf/0DqCT+0wOdA5jTnGmYptINRnBOcfYhHN16Qs7j+P6xRWwT3I8uL0ZP7tsDjiY13grNYlh89stblvt3n3pXNx04QxscqX3NhqAH32pGhMTk2jttWL1kjMwsyAdf1l9Dt441ANzkkEKXA4kcDLWPoFIocV9JSUZcPn8ElQVpKNz0IaiLDPSPTKbAc46rS7KlOzGokwz9p0Yxh0v7pEmuJUCh598vxV3vLAHf/7GmfjK2RX4yQvuE+MPvHYANy6pxNiEAxtk29f95uoFuP15d/m++yXneMpz2867XtyrmOXiaK8V2/Z34nj/mNRHlOel4qYLq1TtTzHzsFIWlm37OiFw7wxEZpNz5bYod50K2znYJpzZvcRzitmWlfTTzJuWYF/HkJdfUMnXpwcdJy6M9Axy9dRbvvy5G3c47YajvVb0jYx7+Xbuu3yeYp1+cKQPh7pGpGDgdctnSb87tahsDDf82xn49WsHJDtayWYQx91K34vbbIgZiO95eR/++LVFeOQbZ6FzyIasVBOau4YVZcMhANPzLW4BRmvrq5CekgTOuTSXoOZ7VhoTVU5LhyDwuPI16o1gbZRgjvd3rK+tNMTnLdZ5jiUZ375ghlc7/96zO/Hbaxa4jeHW1lfh168dQnISw3cvrMJdL+7F6iWVMBqguFWhp/zc2TAHXz2nTLF9rK13ZuUdm3CgwOVf8MwMmJGShFsvmiltRWo0QHEL5Tsb5mDTdQsBwM1PMbMgHdVFmW6Z39Ytr8bF1YWay3o4Y3H5PcdzGwiUldd9HSd6+rw+P21aLrY+9UQMSkREC+8lotHlbACHOectnHM7gKcBrPA4ZgWAJ7iT9wFkM8aKg72QryioUH53uHsYm3Ycxp/fbsE1dWWyvbTGFRXs6TkWrK2vQqY5CX0j4+gdtYOBoc9qx5FeKxrrZ+EX2/bjpNWOk1Y7ekftaKgtgcCBu1/ahwxzMgozzHjk3SNoqC2BdXwSJwbG0DfqwPDYBLLTUtDaO4YDXU7HyJWLnGndxiac++Fee1YZDnQMIT8jFRfMyseGVQuQksSQZUmB1e6QIomrCjOkqM3uYeV733Ni0O3+Nu5oxqLy3Lh3bOgNcQAg7mMoxzYhoHPQBkHgONA5pPi9OOARt1QRDZG3D3XjmroyfPepT/Ddpz7Fd/7yCa6pK0NxlhmCa7sWOaKhu3FHMxpqS7BxRzO+d/FsyRnb1jfqJQ9fP6/Sa4Lltmd2oq1/FJXT0rG4Mh8OAW4TCOIxu9u95evG88/wcpCv37Yff9/bgUs2vo2v/OkDXLLxbedAzjOHlQzR4btpx2H88a0W2CfVj/WHGNn8auNSPL3mHCw4PTskHZNIeNbJq41LI6YXxAAHUV5DMRzVypucbMTQmPI+4uIEbFuv1e27zBQjvn5uOR5+p0XqG4qyzIrn8BRRcT/H1Y83YeN252+vX1yO8rxUNC6rwrNN7djw+iH0jIyrDnQ37miW9D6Xpd6elp6Cry6ejrs82uPdL+3DVxdPx23P7MTRXiv2dQx6pRm944W92Ncx6FZWMeWmqAs82+9Rj3pRQs25EchvI4E4YAhGl0QatTpq67Ni275OXLrpHax9eif++JZTVnIsybj7pX345pLpaKgtwb2vfIbyvDRFfV6RnyY5O4bHHDhy0ormbuVVQvIqUJK7O17Yi4FR5bZic6UONJsMuO2LMzEyNoG19VUwm9RTzjJX5ohZRRlYPqcIBzut2Lj9EFYvqURj/QxsuHoB/rn/BH5w8Wxp+wLP+5PLvznJgPrZhW7HdQw6V/fL7Z14Q0k+Htzu1AG2CQG72welwBL5cxOzPXz3qU8k+bnmbOd+nPJznVBZpXjSpYM8Pz960qr6TI+ctKJxWZVzRZGHzvjeszsl2VP7fbB9aEVeGu5dUeN1rXVbd7vZIL6eva8xgyBwvLa/C2uePKWvb/viLK99oD3PceWiUmx43XsbGlFvKzkcROeEPLinsX4GtqxZHHc2d7B6vyIvDetX1vrVF2L/11g/083uVNMNDbUlXnuJ7+8ckhxaYh/+x7dakJlqQqrJKB13xwt70VBbAkD5PDtdW3UolbVnaBxn5KcjPz0FF8wuwMYdzRA4VI8/Lcs56SC3Wa12B365sgarl1Tiifdacf8/DkhtfuOOZqyqK8Wm6xbis47hsPsz+fMSg3SU2nAs++5IoyazrX3Kq8w/71HuRxlzOj3vu3yem83auKwKu9oHFGXvxIBzVbwccTz24PZmTApcWc6Gx5FrSVb8zmhwpsxesaAE4w4HAI5JgeOuF/eicVmVV9nePNAtrSwVy/VJ2wDa+pTrZXpeuqL9r1aPnuO9RJAlPdi3ofq8Ykmg9aZ2b7Ulmdh47UKvccy6rbvRUFsiBdqp6VuxLzEaAIcA/Nc/9nu11x8vnw2jwRkAIfb9zgUjR/HVc8pgmxBQmpvm5f+4+6V9yE5LQUNtiZudds/L+5BpNuHbX5iBh99pwcbth/GLf+yHdcIZcPGff/kEX970DtoHxvDyruMYmxCk4CdRJ4czBp7qJCUZMP/0HPz7vGLMPz0H06elK/oVpuenSXajwIHvPbsTrb1jroVCsxUDvsVnPDHJpQAJ+fcNtSXoGRn3sgn3q/j0xlS23CrLsbiV986GOQCAw90jbuO1htoSr+xacvuzIj9N0Q4V22V7/6g0fhOvtba+Ch0Do9hw9QKU5Vik8Zscs8kAS7LThhLH2tsPdCveS3P3iJdfUM3Xpwcdd7TXit3tg4oLpOR6y58/t6VnBHe8sBd2B/c617G+UcU6nVWU4fY8xT5fzLom6pMbHvsIVyw6HcVZZp92NAC/3wNOf1X7gA3fevwj3PbMLnz3qU+QajI6M0962A+v7D6OnuFx3HThDKy/sga/XjUfZ0xLR0WeRQqQAKDqe1abhI03X6PeCNZGCeZ4f8d6bqUhH7uIz1sc+62qK1Wd4/isY8jtHGK/2lBbgrtc7YIx9fGV/Ly2CWcWUjErjhznFkomt/b07fNnSLa5qHPve/UzCJxLY/SlM/IVx0v3vvIZpuelY9msQmy8dqGUbeKas8tw6zM73eyK9dv2o61/VHNZD2UsnmhtIFBO9PShfNVPvF5KgRNEYhHr7TZKAByTvW+Hd5YIpWNKAHQEc6FQo6DUfudwvRWV+5Y1iwHALZ20iG1CAAekyPGbLnSuFG45aUVhRgoE7hz0tfaOuU1IiAM124QA+6SA/SdHpEjzDHMSfv73I+gfteOP15+JTteKY85PDfLECOe7G+bi168dwsozS/FJWz8uX1CCirw0dA2P+4xM83fv8vubcAhx5ayNB+QDAKXnUJRlxtFeK7jK9+KAZ0ZBBtavrEFbn3NA52sFr9JqRTHCU+5EONQ1jP5RO+5dMQ8bXj/kVm5fgzl5VLDaAEdpny6lvacbaksUgyzUosgjEXUuj2xu6RmZspGWcqK1ckWrlJtq5U1LUV5Rwl2DudrSbLfo+DklWbjx8SbFwa3nOTyLqLYf9C+vmo//enW/lEpTbBtqA1lR7z/5fqt0LUtKEvoV9k61TQjS5Hb3sE11ortz0Ib5p5/6TJwc8DWh6e/Z6y11mx5WpHiiVkddQ+NeZZVnYBgYnZD26zw+MKqoz0+4UrzaJpxbYLT1WeFQWSUkl1W1Z56msgq1PC8NT685B9PSzegetuGGxz5CjiUZq5dUSgEOSte7/4oa1JRku63El2dDWr2kEmDAA/97QLW/Eo+dUZCYezOryYfozJI7BuTPzdcWJWIdA4BFZUVdVqpJ8fNJQd1WGZ8U8NdP2nFLfZXfPl+LPtRgYDAZWVg6xteYQUlfrNu6GzUlWW7n9jyHL72tJo9y2RWDezZcvQA1JdlxZ3MHq/cNBobTss34lStrk1p/LJ6nY+DU+X3ZsivPLPUqh8Ch6tC66cIZbuX15VAWs5QplTU1OQk9IzacXZGHmQWn0hOrHZ+dlox1z7k7Ex/c3oz/vm6RW1sVy2ObELDw9GyU5abhy797O+z+TP68xCAdtTacqGlX1WRWzT5U05uzCjPAa0swODrhllpflEcl2bvrpX3YdN0iry1gxPGYQUVuuofHpfGf53ezizJx7yufSVnK1pzvzHAhTvj96qr5ONg1LJVNKTDy9uf34PEbzlasl54RmxSAFkg9Ko334l2W9GDfxuPKv0DrTe3eqgozVM9hNLjbRL7GdvI2YrNP4qHrFmFX+wAcAjA64VAMUF+9pBLT0lNgNhlwclg5kLR/dELqM+Q62zYpuAXbKQXfrdu6W8pc5amT4z0rmp4IxK/g2S8e6hpWfN5iwEC3ijyoTeCJE8ZefYtKn9M5ZHPrU4ZtE7DaHdJ1RHzZn7deNBOdrmAHTztUvN/H323Ft8+vxJrzKyFw53YJZbkWzD0tE2W5zswOe9oHFO2uCZfjWLSd1bKgOBQC/9R8fVvWnBtzHdc1ZFOdhFXzd6rZhqIu8DzXM03tuLNhjtt2A43LqjDgkSlSlA9fYzy164vi7Wt7SxElf9V/bTuAtfVVkhzOKszAA68dwLrl1TAw4JYtO93KLnD35xxKprx48zXqiWBtlGCO93es2vczXf0XcGrsZ7M7cGxgLOC5KHm/KqIm00q/V9KxSvIuZko95LKVh20TaO0dg9XuwMPvtOC+y+dhfkk2uoaUdX/PiA1nFKRj1O7cxvDKRco+4NVLKqV601LWQxmLx3sbaD50EOd+sUHxu/ajR1BaMV3xu8Oft6A8kgUjdEusM0kotS7PpS6BHOM8kLE1jLEmxlhTT0+P23ehRkEp/a5xWRWe+6RdOsY2IWDUZZCW5yqv3GzttUp7xdodTufGpCCgb9QOAwNSTEbJUBFfs4sy8dwn7TCbDMhJM8EhOAMn5hRnoqV7RDrfwOgE0pKTpHKJE+Pi3qMHXRPaBgZpL/FAojCV7n39ylq8svu41/0VZup34K1nfMms6AhQWi1w3+XzMLc4C11DNrT3jyquAOp0TZD916v7cax/DA+/0+KWil+OaFx0DNqwpakNj99wNhrrZ2D1kkophb/cibB0Rj5ebVyKuvIc9I/a3c4lH8x5fi4fvIj353mMZ5/r/F2K17HiRKDnfahFkUc66nyqRFr6ktloIw6S/K0KDoXCzBSvVRNiZLx8H3tRfxqZ96ScOLiVn+PWi2Yiz5Ls9tnpOcr7QR/qGnbbf1x+e0pt5+zpudjS1Ca1V3GVR2Gmd/sxmwzItpikdlmclap4jJjuW0Tch1WtDIE4KNTafiSdG77kVg8rUjxRqyO1QEzRIZdjMaHalSZ4ZNyBLU1tWL2kEjctc+rzLU1tGLY5pPOlJSfBkpykuEroti/ORHneqVVK4mDTs0wTDgF3XzrX7bd3XzoXmalGLK7MxxkF6VI5OwZteOiNw7j/1f1e/da9K+YhPy0Zi8qcE8C+HN7VRZl49Jtn4+zpOdjy/xbj919diN9cvcBN/kX9G81VJ1oSiH0gR+7M8nxW4v++HKVyHn+3Bfdc5v5Mf3bZXDz6zhGv53ZXwxykmoxITzF66TvRLu0YtOHE4JjPPl/LlZHh6hhf/Xmg+sLzHGrtp352gao8xpvshiKzvp5JXloKDncP44HXDnjJxp0Nc6SxmNlkQJr5VN8kTiCtOb8Sv/vKQqw5/5QtKx4v5+VdxzHdlWFHjui4lpeXewT1eJ5nVmGGoi7tGBhFQYYZBgOTdPTWj9tRlmdRtDV6VCZXeq2nbG55ecwmZ2CaWhbAYPszz+flqw3refLVH6HIbGFGiqJv4E9vfe4lp2vrq3D/q/vx0BuH0T82IWWLeOiNw+gYtPmUvUHXQgil8Vhb36hXv3vrRTPx7MfHkGFO8vruzoY5+MObh6U2YJtwBtWIstgxaMPBrmH8+e0WqWxq/cWofTIoOQhuvBe/sgREz76NhM8rlgRab77uTe0cdeW5Uv+rZGeIYzt5GzGbDMhNN+PBfx5CVUEGjAb4zNCSlpKE2744E9NUxls5FpPkQ5Hr7MJM99Wram3OZGRxnxVNT/4DNfz5FdRkzPO9gQF3NszByZFxVVtdySZ8eddx7/FUw1w8/m6LYt/ylw/a8JAr08/D77RI4zs1e9Pz/ezCDDz1YSvOqcxTtC3l2cz+8FYLHILTR10/uwBfmleMivx0abw2pDLmzE1LAXBqrK3UBu+/ogbtA95ZE9R8fRMOR1R0nD/7QK2elfydarrnuOy+Pc/VP2rH0NiEtEL9l1fNx5Pvt8JgMLgde3zAOYZXqy+jwTnG8rQ17750LlJNRjTWz8Cc07K8MkLc3TBX8vubTQZVW8Vqd+ChN5yr4AHglyvnY/ncIlw0uxCbr6+TbJgtTW2Y71pkJCL6nresWazLcU4kfY2RQsuxWDDH+ztW7fvqoky3es1LS8GJQWcGJSVfkdJclLxfBZzynmtJ9pL5+y5X/n17/yju8vBhlOWq+2flOtdsMuCc6bnYsmYxLp9fguRko2Rb+6sLX36ZSNjDodio0WgDkbQPJrlBMSNE+aqfYHh8UvW7iUmHpuUg4odYZ5JoByBbo4pSACdCOAYAwDnfDGAzANTV1bkFUoQaBeX5u1STEY1Pfyo5GQD3IIHp+d4rFm+9aCYee/eodGx1USZ6XIEKgsBRlGnGE++2YG19FdJcKcnSzEn4w5uHpT0LObhrADcXfcM2bH77iHS+aekpaOkZlrY/uLNhDk4MjGLFghJYTEY88u4RrK2vkv5fuahEujdfkWlKdVaWY4HJaEioFZmxxJfMylcQis7eGa40ZXOKs5CU5JS7MbsDL+w87hZJvqWpDfdfUYPbn98jOeHuvnQu7nl5HwD1SGGzyYDvXliF1/cdx8yibClFv2jIb2lqw69XLcBZFbmS/HrKe+OyKjz+bgt+tmKelPJKSU6UVvf+cmUtBkbtUvnEQWBhZorXsWeV5yrehz8jL1JR54kQaRkIvmQ2kSjLTUNVYTrWnF+JJIMBlflpSDYZ8Mg3zsb0fOV97D3lq3/UjvLcVPzm6gUYm3DgaK8Vj717FMlJDA9esxDjkw4c7hlB97BNUTZF0REHshOTDmmgvba+ym3fyntXzIOBcaxYUCKt8ijJSUXnwBie/agN91w2V0oBazY598j9y/tH3PaMvu/yeVKqWnEgMbc4y61exOCRpz9qCzryXyQWK/t9ya0eV92p1ZEYiKkkKz+7bB4GRsdhswvSM/LcK3dtfRWeeK9VkqmMVCMKM1Pw1w/b8K3zprutEjInGfD4/x3FmvMrUZZjwah90ktGfn5FDX7/5mFcfebpeOCq+bDaJ5GWnIRkkwFV0zKlMnrWsegU+eP1Z6Jr0IairFT8z/stuHxhGcpy0xR/I95rXXmuWxsEgBohG219Vvxy5XyM2idRlpsmHQPE597MgdoHSs+2ujgTt31xJja8fshNXwDK/X91UaZbv1tfXYRtezrwwFXzIXCOvPRkHOkZwXtH+nCga0SyNwwMKMuzSFl0yvOc+m5SEJBtScYdL+yRJhxmFKTj16sW4HvPust0chKTnLBbmtqw+fo6mIxM2ns4lD40XB3jqz8PVF94nqMo04xZRZleZfKXFSKeZDdYmfX3TCry0lBTmgWzyYinP2qT9pidX5qN37/Z7BYQlZbiDNj5mWtFTv+oHeYkIx5/twXXnztdCugVtz2Q67FrzypDtkqWFHk/fN/l8/C7Hc3SeUS7WjzPuuXVuGhWAT4+1u/Uh+OT6Bu1w5xkwGk5qdK9yseKj//fUay9qAq/vXoBxiad2x89+X4rvnFuuWJ5To6MS//L27y8LrXoz5SeV01pVsJl5QlFZsty01CWm4aSNYux/UA3HAKkAIZB2wQ2X38mmlr7kWw0wGIyusmep8xce1YZ+kbsis8sPyMFv9t+CMtmFyn24yXZKfj9Vxfh02POle5PfdiKtfUzkWlOQnllLv5+81IpOOZHz+322ke5PC/N7R49bUu1VXhlucG1ZbV6FHV/osgSED37NhI+r1gSaL35uje1c5xXmYey3FSU56Xh9uf3SD6VWYUZyE1LRr/Vjh8tr8Yvtu1Ha++YNGn7yDufY/fxITzw2gF8+/wZUpCYkv1kMjKYkwx49J3PFcdbA9ZxKRBj047DUn9SnKVsT3i+F+2heNa/ieA/8HwGL+86jrsb5uKeV0497zsb5mBobAJW2wSeaTqmmF1hS1MbVv/bdK/+4KvnlOO07BS8ctMSHOgaxqGuYfz1w1ZcMLsAp7v8CXaHA9mWZLSetEp9i9nkDMZ89P+cPobvXzzLTZcr2T2Ny6qw/n+dK/7V7NBAs5kVZprx8q7jXmPO9StrJflU2j7OaHAGXGSlmvCNRz/0qqszy3IU20NuWgoWleVGXMf5sw9qSrO8/DG+/J2i7inLtaDTVQ8AVP0qYl/fP2rHfZfPw69fO4COQRsef7cF966YJ2258dcP23DLRTNhMhoU62t2YQa+98WZ6LM6t7+wOwRUF2Xi928exqHuEaytr8JPX3L6iFcvqUSqyYA5p2Xiv99olrJYzy7KRNeQsg4UfciNy6rwwGsH8Og3z4bBwGAwMCyZkY/SnFR0D9uwclEJynIsXnrMlwwSwaPlWCyY4/0dq/b99Pw0r/Mojf2qizLx/KdtWHP+GW7ZVcR2kpzEpHbRMWjDI+8ewd2XzsHvv3YmeoZs6B4ex9MftuLbX5jhpnfvbJiDYdsEBEGQskclGw1I95NVWNTlG65egH87I99NfpXmBJXq4mDnkKqvKxJ9u17tiHiyD3xlpjhtWi62PvWE4ncrr/u64lYdvn5DxAbGeexkkDGWBOAQgHoAxwF8BOA6zvk+2TFfBnATgEvg3IpjI+f8bH/nrqur401NTZqXWdxPzVOxyCMeBYHjaK8VXUM2TDg47nxxjzTo+vkVNajIS8Wkgzu3SUgyYnxyEpMCkGRkSGIGOCBgwDqJ/lE70pKTAMbx2P8dwXXnVKAkOwU/3HrqfPeumIeGuUXoGBlH97AN09LNMBqcExCpJiN6reMYsws41j+Kpz9qw7rl1WFHZ4r3Fy8D7wij2Y0ryay/uhYEjh0Hu9DcNeJmoN9/RQ2qi9NhHXegf3QCmWYTirJSMOkA+kfHcXzAJqWvE+UyLdmIrFQTBC4gI8UEgXMwxtAzPI60lCTYJx0oybZ4RRDK5d1kNGDYZkduWgqqCzPRPjjmU048768sx4I3m7uxu31QmqirLc3CslmFAOB17Gv7u3y2Rc9r+Wu7U4SIymwiEYyuU5Kv9StrUZ6bCsYY7A4ByUYDrOMOTAgCDnYMwZxsREVeGsYmHBgdd+DHrn36zCYDfr1qAeaeloGOQRscnONozwhSU5LQ2jsKgQOZKUZUn5aFMbsDhZkpmFucJe39LG8jbf2j6B624bRsM7qH7OgcsqHQlZklLcXkdk+TkwL2dQyic9CGoiwz5rqCsTzvc8fBLuxuH4Ql2YjSbAuYAZhdmOk2Ka1l3UJDmQW85VavukGpjgB4lfXeFfNQVZCOvAwTTvSPY8LhQHZqMqx2ByYcDmSkmDA64XDtt+hAW/8o8tNSUJiVgtNzTp1z/bb9aKgtQarJgLMqcpFkYBiyTSDXkowJQUBuWoqbTBVkmFGalYp/fNaJDa8flBwpi8pycN70PCS7gj7Fe/Es950NczAtPQVFmSmwO5znl8uBWpv68rxiL7nUKVGzD0Tbr3NIuS/NTDFiXmkWRsYd6Bked3Mu3Hf5PMwqzMD4pAPDtkkkGQ3Yf2IQQ+MOGBgwoyAdT7x7BPXVRchMNbn9dv3KWnxpThFa+0dx5KQVZpMBmWYT5rhWhXjqE08dJcp0JGzKSNmq4eiLOLCfY2rTKiEIHG19VnQNjWPUPom8tGTJPh21O6TJIwA41m9Fy8lRfNrWD4cAvLL7ONYtr8bF1YVueqssx4KjvVY0d4/AIXD0DNuQlmJEr3XCzZa+9aKZYOA4LceC6qJMlOee0n/T0s1IMgKdg+NegVmCwHHkpBVtfVZYkpNQmJmCslxv+12si6JMMxyC0z43GQ0YtTtQnGXGvhPDbkFFol3QOeTd5sW61LI/U+uDdCbDMZNZpbr+9aoFKMhMxqGuEdz7ymfIsSRjVV0pZhZkIDvNhN++fhAXzCpEQUYKSnJSkWoyom/UjuGxSTcb8Jcra7F8ThHaB8fQZz0lF2nJRkw4OIZsEyjLTXOTSbXnMTkp4O97O9zGfXKZUJLFnhHn/591DCvKEhCcHMSJLGlCgHqOxmIeaNE/+muvnmOk/2vpwfgER6rJAAHAmN3hWpCShrb+UXQN2WBJNoJzDpPRgM86h3GnbKL5zoY5OC0rBRlmE/LTU+AQAKvduX1h19A48tOT4eACPjs+hNnFWZiWYUJb75ibTSTXIeV5qbh5WZXbZLZaW41BmyGZhVOOWnpGcKBrGOBA3+g4ci0pYAZgVkEGjC47N9NswvGBMfz69YNYdebpKMlOhcloQPvAKEbtDswqzMC8kkxMTHIc6x/1shXk/jWLyYjh8QmYjM7A9tJsC9oHRiW76PQcC5KMzG0MIP9e3leIMj2hMO5Su19/Mif2heI40mgA6spzcV5lnjRe82WbAFD8/eKKXPzzYHc49kzE7QO5feoZoC8/TqzD/LQU7O8cwg/+dqo//tVVtSjLtaDPOo4MczImHAIKMrzHdZ7j7wNdQ+gYHEdaihGZ5iQYjQz7O0Zwxwt73MZ4v9vRDPskx6q6UlQVpLuCs4wYtk2iIMOMI70juOmpT739V2DoH7XDkpwEu8PpB97f6W4T/PzyGvSO2DBoc0g2t7/nEwdjoVgSUZ8XEHz9B+sP9Td3Eci5BIGjtdeKY/2j6Bx0Bjg8+/ExrFtejbmnZaB7aBydQza09zuDf8cmHKgrz8XZZTn4sK0fTa19SDYakGxkKM9PQ2GGGWMTDkw4ODZuP4hzKqfBaADOnp6LkqxUdMr6enF8mWFOQnPXiJttfmfDHEzLSEFRhrLvKti6aOuz4pO2Adwuu0akfV0Ran9RsQ/O/WIDylf9RPG7bfd9E8vveCzgz0P9ztdvWp/9Od57/RXF79TK7us3RERRn3iIZZAEADDGLgHwWwBGAI9wzn/OGPs2AHDO/8AYYwA2AVgOYBTADZxzv1Z1JI1vLTsKX79RMmIFgfudxAr3+kRQxHzAGKiB7vkbtcmVWMtIJNsXtQcAOpDZRCVQ+VIKRlCaPPR07Mkd5eGssg6XGLQj3Q0YY0kkyhrOOYMZ8PqbONSyXDogprpWbVLKn72gNJEgOubkE2hx+Dw0I87l0hdxbx+EakMWZZrBOdA97Gwb8uCweOtrE1g+lYgbPQuoBwVE+pmRLOmOuNe1iUCw8j05KeCzjkF0DI4j3WzEaVnODBWhTJCoHec5GaqjNkcyKyPQ4AGlADSdPVdNCLY+Au0Dw+yDdCmzgSxKCZVQ9Ek4vlcd66t4JeI+r3hCa50RytxBsL4rLe8xjqAgCYQWJPHPn38dVTNnKf6m/egRlFZMV/yOMlA4UcvQAfitI1WZjfV2G+CcvwrgVY/P/iD7nwP4brTL5YtgUt+GkibX128MBob5p+dg/ukKP9To+kR8YTAwVOSnoyI/PBkL5veRJJLti9oDEUkCla+kJIOiHvel9/Ukt3orjxbE0z1FoqzhnDPQ3xoMDGcUpOOMAm3sIcI3anXnz15Q+p3n+2CeYSJCcqlfwrUhp+vomYYqZySf0SNYPRsrO49kiSC8CVa+k5IMqD09B7UB+OGCsY392VyE/gjk+Sodk6j2c6j14e+7ROyD1PxAWhCKPgnXbk6050PoB611RihzB8H6roIlEXUcETiT3KAa+LH/vm+qftf67M8jWay44URPn+Z1FPMgCYIgCIIgCIIgCIIgCIIgCIIgCIIgCILQO82HDuLcLzYofnf48xaUR7k8nvjKuqCWtULrjBVhZH6IGhQkQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRB+8JcVItb4yrqglrVC64wVkcj8oDXMuZtF4sEY6wHQGoVL5QM4GYXrhIreywfov4y+yneSc75ci4uEKLOxrDu6dnxeO9YyGyp61xP+oPKHjmYyC4Qlt3p6hnoqC0DlUSIedW2s6y3W19dDGRJC14Yps7F+BnopA6CPcui5DHqRWS3QQz37gsoXHvLyxbPc6r2eIwHdc3RkNtHqOdHuB4ive4pnPSuil/rWQzmmQhki7fPSQx2GQzyXP57LDuhjTize61AO3UtsUZXZhA2SiBaMsSbOeV2sy6GG3ssH6L+Mei5fLMtG155a14418X7vVP74R091oKeyAFSeRCHW9Rbr6+uhDLG+vh7QQx3ooQx6KQeVITro/R6pfOGh9/IFSqLcRzDQPSfuNSNJot0PkJj3pGf0Ut96KAeVIXyo/LEjnssO6KP8eiiDVtC96BdDrAtAEARBEARBEARBEARBEARBEARBEARBEAQRDShIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiCIKQEFSYTP5lgXwA96Lx+g/zLquXyxLBtde2pdO9bE+71T+eMfPdWBnsoCUHkShVjXW6yvD8S+DLG+vh7QQx3ooQyAPspBZYgOer9HKl946L18gZIo9xEMdM+Je81Ikmj3AyTmPekZvdS3HspBZQgfKn/siOeyA/oovx7KoBV0LzqFcc5jXQaCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIIiIQ5kkCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIKYElCQRAAwxoyMsU8ZY6+43ucyxl5njDW7/ubIjv0xY+wwY+wgY+zfo1C2bMbY3xhjBxhj+xlj5+qpfK5r3soY28cY28sY+ytjzBzLMjLGHmGMdTPG9so+C7o8jLEzGWN7XN9tZIwxvZZVw2v/yiVruxljzzPGsl2fVzDGxhhjO12vP0Tg2j9ljB2XXeMS2XeRvu8tsuseZYztdH2u2X0zxk5njL3hasf7GGNrXZ/rqj1HCpde+JAxtst1//coHJPFGHtZdswNsSirL5hHf+HxHXPpisOuNrQoFmX0h597+Kqr7LsZY+8yxubHooyRQqn9e3x/AWNsUNbm74pgWRR1gscxUZOpAMsTzfoJRGfERZuLNoyx5a5+4zBj7EcK30e0nfu7vuy4sxhjDsbYVdG+vkuWd7pk61/RvH489HXBoKRXQ7FtWJh2t0o5grYtwymHmh6NZn34KEPU6kJNf8dCLqIJc44h9rjqt8n1GY2JgytfVNusj7LFvC1HGhaknykRYEH6reIRrdp9NMugd4LVVXonFP1GhE+sdS5jbJZMXncyxoYYY7dE+7nrRQ8zxta6yrCPMXaL67O4aQOxlqdQ0Yschope5DdU9Cb3LEC/UTygZCvEK2p2QtzDOaeXnxeA2wA8BeAV1/tfAviR6/8fAVjv+n8OgF0AUgBMB/A5AGOEy/Y4gBtd/ycDyNZZ+UoAHAGQ6nr/DIBvxrKMAM4HsAjAXtlnQZcHwIcAzgXAAPwDwJciUH+alFXDa18MIMn1/3rZtSvkx0Xovn8K4PsKx0b8vj2+/zWAu7S+bwDFABa5/s8AcMh1b7ppz5F8udpRuut/E4APACz2OOZ22f1PA9AHIDnWZfcoo1t/4fHdJS5dwQAsBvBBrMsbwj2cByDH9f+X9HoPYdy7v/Z/gVK9RKgsijohVjIVYHmiWT+B6Iy4aHPRfAEwuvqLSjjtxl0KzzFi7TyQ68uO2wHgVQBXRfn+swF8BqDM9b4gytfXfV8X5D3rwu5WKcdPEaRtGU451PRoNOvDRxmiVhdQ0d+xkIsot4WjAPI9PqMxcXDli5qchtiOdFN/GtxjwH6mRHghSL9VvL60avfRKkM8vILRVfHwCla/0UuzeteNzoVzvNIJoDyaZdCLHgYwD8BeABYASQD+CaAqntqAnuQp3uQwjPLqQn7DKL+u5B4B+o3i5aVkK8TrS81OiHW5wn1RJgk/MMZKAXwZwJ9lH6+As8OB6+/lss+f5pyPc86PADgM4OwIli0Tzkb2MABwzu2c8wG9lE9GEoBUxlgSnMr2RCzLyDl/C06Hs5ygysMYKwaQyTl/jzu1whOy3+iqrFpem3P+Gud80vX2fQCloZ4/2Gv7IOL3LcIYYwCuBvDXUM/v47odnPNPXP8PA9gPp5Glt/YcEbiTEddbk+vFPQ8DkOF6DulwPqdJ6ASV/kLOCgBPuO71fQDZLl2iG/zdA+f8Xc55v+ttxHRArAhS90QUHzpBTtRkKsDyRI0AdYbu21wMOBvAYc55C+fcDuBpOOtJIsLt3O/1XdwMYCuAbg2vHej1rwPwHOe8DQA451qWIZDr67qvCxa92N1a2JbhlkMrWy+ccoSgyyNRBjX9rcvxWIShMXFw5VMjquXTQ1uOJCH4mRKFYPxWcUks/UshlkH36Gn8qAUh6DciTHSoc+sBfM45b41BGfSgh6sBvM85H+VO//e/AFwRg3KEhA7lKVRiKYehogf5DRW9yX2gfqO4IJFsBb35hrWCgiT881sAPwQgyD4r5Jx3AE7BAFDg+rwEwDHZce2IrJBUAugB8Chzpkb/M2MsTUflA+f8OIAHALQB6AAwyDl/TU9ldBFseUpc/0e7nIB+6u5bcK52EZnuksN/McaWRuiaNzFn+u9HZCmeonnfSwF0cc6bZZ9pft+MsQoAC+FcWaeX5x1xmHObh51wToq9zjn/wOOQTXAabicA7AGwlnMuQD/8Ft79hZx4eGa/he97kLMa7jpgqnAuc6YI/wdjbG40LuihE+TERKZ8lAeIYv0EoDPioc1Fm2DrROt27vf6jLESOAfkYW3dFer1AcwEkMMYe5Mx9jFj7OtRvr7e+zot0JPdHYxtqVk5wrT1NCmHgi6PWl2o6G89yUUk4ABec+mVNa7P9Gbnx8MziEmbVUMPbTkCBOtnintC8FslEnrQQ4lYz0q6Kq4IUL8R4aM3nXstTi0Mi1oZdKSH9wI4nzGWxxizwJmd8vQYlCNU9CZPoRITOQwVHclvqOhN7smXFwf48Q3HFRQk4QPGWAOAbs75x4H+ROEzz1WNWpIEZ6qW33POFwKwwpn6Ro1olw+uwcAKONPznQYgjTH2NV8/UfgsomX0g1p59FZOIIplYoz9BM5VjX9xfdQBZ1rqhXCl6ndFr2rJ7wGcAWCB63q/FoujcGyknsVX4J5FQvP7Zoylw7l69hbO+ZCvQxU+i7UMhgXn3ME5XwDnquWzGWPzPA75dwA74dQlCwBsioCchUSA/YWun1kwfR5j7EI4J0/XRbxg+uITAOWc8/kAfgfghUhf0I9OiEW/7qs8Ua2fAHSGrttcjAi4TiLUzgO5/m8BrOOcOzS8bjDXTwJwJpxZdf4dwJ2MsZlRvL5u+7ooEG27O1jbUpNyaGDrhV0OhTJEtS4C0N9uxY1EGWLAv3HOF8G5jdF3GWPn+zhWb/eml2cQkzarhh7acoQI1s8U94Tgt5oK6FU+4wE1XRU3BKHfiPDRjc5ljCUDuAzAszG4ti70MOd8P5zbS78OYBucaf7jKaufbuQpVGIph6GiF/kNFR3KPdkgOifR7AQKkvDNvwG4jDF2FM60LssYY/8DoEtM1+z6K6bhbYczykqkFM5VYJGiHUC7bOXk3+DsCPVSPgC4CMARznkP53wCwHNw7nWtpzIihPK0wz39dLTKCcS47hhj3wDQAOCrnDs3IHKlYOx1/f8xnPtGaTWhANd5u1wOVQHAn3Aq1WO07jsJwJUAtsjKpOl9M8ZMcHYwf+GcP+f6WG9tJeK4UsG9CWC5x1c3wJkCnXPOD8O539vs6JZOFbX+Qo7en1kg9wDGWC2c23GsEOV/qsA5H+KuFOGc81cBmBhj+ZG6nopOkBNVmfJXnmjXj+y6A1DWGXpvc7EgoDqJYDsP5Pp1AJ526aKrAPw3Y+zyKF6/HcA2zrmVc34SwFsA5kfx+nru67RCF3Z3CLZl2OXQyNYLqxxKZYhFXbiuO4BT+lsXchEpOOcnXH+7ATwPZx3rzc7X9TOIlZwqoYe2HEGC9TMlAsH6rRIJPeihhKpnH7oqLghSvxHhoyed+yUAn3DOu1zvo1kG3ehhzvnDnPNFnPPz4UyR3xyLcoSInuQpVGIph6GiG/kNFZ3JPfnydEwAvuq4g4IkfMA5/zHnvJRzXgFnmp8dnPOvAXgJwDdch30DwIuu/18CcC1jLIUxNh1AFYAPI1i+TgDHGGOzXB/VA/hML+Vz0QZgMWPMwhhjrjLu11kZxesGXB5XiqFhxthi1319XfYbXZVVywszxpbDuaL0Ms75qOzzaYwxo+v/Ste1WzS+tnwf+SvgTAUFRE9mLgJwgHMupUTV8r5dcvQwgP2c8w2yr/TWViKCqy6zXf+nwlXfHoe1walDwBgrBDALGstZqPjoL+S8BODrzMliONOvdUS7rGoEcg+MsTI4jf3rOeeHYlDMmMIYK3K1VTDGzobTjopIoIgPnSAnajIVSHmiXD+B6Axdt7kY8RGAKsbYdOZcoXEtnPUkEeF27vf6nPPpnPMKly76G4DvcM5fiNb14exnlzLGkpgz1eQ5cNqu0bq+bvs6DdGF3R2sbRluObSy9cIph1oZolkXPvS3LuQiEjDG0hhjGeL/AC6Gs471Zufr+hlEu836KEfM23IkCcHPlAgE67dKJPSghxKqnn3oKt0Tgn4jwkRnOtcze240y6AbPcwYK3D9LYNzsdxfY1GOUNCZPIVKLOUwVHQjv6GiM7kPxG9CxIAAfdXxB+ecXgG8AFwA4BXX/3kAtsMZUbUdQK7suJ/AuZr8IIAvRaFcCwA0AdgNZ1rrHD2Vz3XNe+B0fO0F8CSAlFiWEU4l3wFgAs7ItNWhlAfOlY57Xd9tAsD0WlYNr30Yzj2hdrpef3AduxLAPjjTMX0C4NIIXPtJOPfm3g1nx1gcrft2ff4YgG97HKvZfQNYAmfqqN2y+r1Eb+05Ui8AtQA+dd3/XgB3uT7/tljvcKYse80lB3sBfC3W5Va5lwtwqr+Ql58BeMj1zPYAqIt1WUO4hz8D6JfJaFOsy6rxfSvpHvn93yRr8+8DOC+CZVHTCTGRqQDLE836CURnxE2bi+bL9dwOuerlJwr1FtF27u/6Hsc+BuCqaF8fwA/gdCbthTN9YDTrPy76uiDuVxd2t0o5grYtwykHNLT1Qi2HjzJErS6grr91OR7TqB1Uwtk37oKznxTbPo2JddxmQ2hHuqk/De5xAYLwMyXCC0H6reLxpVW7j2YZ9P4KVlfp/RWKfqOXJvUec50LwALnAocs2WfRLoMu9DCAt+EcC+4CUB+Luoh3eYpnOQyj7LqQ3zDKryu5h4LfJF5fSrZCrMsUxr0o2gmxLle4L+a6OYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgiISGttsgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCGJKQEESBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEFMCShIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiCIKQEFSRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEMSWgIAmCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIGIOY+wRxlg3Y2xvAMeWMcbeYIx9yhjbzRi7JJBrUJCEjmCMlTLGXmSMNTPGPmeMPcgYS47CdUdcfysCETZiasEYczDGdspeP/Jz/AWMsfMiUI4Kxth1Gp7vAsbYK2Ge403GWJ1WZSJ8wxj7CWNsn6uT28kYO8f1+S2MMUsI5xsJoyzfZIydFurvZedZIO+wGWOXBdDG/uqqg1uDvFY2Y+w7svenMcb+FnypCS2R6di9jLGXGWPZsS6TSLR1nFwvy9sCY+xyxticaJWDcCfeZTRQXccYu127kknnrGOMbXT9HxH7KBFhjF3BGOOMsdkanU+zMQ5j7NuMsa9rca4wyvAzxthFsSyDFmhhi08VFMZjFUH+XpJbxthjjLGrXP//WexfPXUgY+xdjYofFciXET1k8riPMbaLMXYbY2zK+RYDkTlPH4bcLiCiSyL5EgItM2NsqeuedzLGUhljv3K9/1WI151S8swYK2SMPcUYa2GMfcwYe48xdkWY5/wpY+z7If5WU5+oHgi1/Wl4fTcfWaJBMhx5Yi3Dnmjp03D1VZu0Oh/hRGtfR4hl0JXcBsBjAJYHeOwdAJ7hnC8EcC2A/w7kR1NuIKNXGGMMwHMAXuCcVwGYCSAdwM81OHdSuOfQEr2Vh/DLGOd8gez1Cz/HXwBAcRIgzGdfASBmxhTJbWxhjJ0LoAHAIs55LYCLABxzfX0LgGh37t8EEHaQBIAFAKQgCc75S77aGGOsCMB5nPNazvlvgrxWNgBpAMg5P8E5vyrIcxDaI+rYeQD6AHw3mhdnTnRnD3q0hcsBUJBE7IhrGQ1C12keJME5b+KcN7reXgAV+4jw4isA3oFzUKsrOOd/4Jw/Eenr+LI7Oed3cc7/GekyELrCczx2NJgfq8kt5/xGzvlnrre3e3xH+opQQ5THuQC+COdY5m4tTswYM2pxHh1RAZkPw8MuIKJEAvoSbkFgZf4qgAdc7XUMwH/AWQc/UPuBH79XBaaIPLt89C8AeItzXsk5PxNOu7RU4dho+QorECGfaAx17y2IfvuTkw2ZjyyRIBmOGrcgtjLsiaJPQ69+vymKHnwdt0BfcusTzvlbcPoiJRhjZzDGtrkCwN6WBZ1wAJmu/7MAnAj0IvTSwQtAPZwdl/yzTAC9cArtBwDmyr57E8CZANIAPALgIwCfAljh+v6bAJ4F8DKAHXAGXGwH8AmAPeJxrmNHXH8rAOxVKFsxgLcA7ASwF8BS1+fLXefbBWC767NcODvh3QDeB1Dr+vynADYDeA3AUwCmAdjqKvdHAP4t1s+AXqqyOaLy+VEA98hkarZLhjoBHHfJy1I4o702AHgDwG8ANAOY5jqHAcBhAPke5/6C6/c7XXKd4ZKnQddnt7qu9bbr+p/AOXEMOCch3gTwNwAHAPwFAJPJ7AE4O6ONAF5xfX42gHdd13oXwCyVdpQK4GmXfG+Bs13WATC67nOvqy5ujfVzS7QXgCsBvKzweSMAu6ve3/CUWQBXAXjM9f90AO+5dM69Hsf9wPX5bgD3uD6rALAfwJ8A7HPpr1TXOUcAHHTJY6pCmT5znetpNRkDkAygDUCP6zzXuGRuk+s3q1wytQuu/sF1zjGcal//z1XuXXDqVIvruEIAz7s+3wXnxNzTst/+CjKdD8AM4FFXPX4K4EJZG3gOwDY42+4vYy0LifbykMNvA/hv1/9nuOr9Yzh13WwfcmF0PVNRhv/D9bli3y+T7f92Pe9yAD90HbMLwC9cx70JYD2ADwEcgqv/9yg/A7DJJfN/B/AqgKtc3x2FS7/DqSvfVGsPrs8vwCm9/E3Xec+D0xg+4pLdMwB8Irt+FYCPY/0cE/mVADJagVO67ptQ0GkAfgHA4ZKxv7g++5rrvDsB/BGAUawPOIOYd8FpmxT6uO8LALwCZfvoCACT67hMV3sxxfp5x/rlkonjcAaMH5B9bgTwgEsGdgO42fX5XS652gvnWEO0+c50PYv3XLK3V3YeJVm8AMC/ADzjkqVfwDm58KHrmme4jvspgO+7/p8B4J+u63wiHiMrcxqcenGXq3zXyMr2Lzjbzv8C/7+9c4+3o6ru+PeXBAghBAxQCxa9gKBWxCii8jFCUEotqICCSCkQtFqoFSyi4gNJhaIoChZElAgXQuQhAQmgggIBDai8Qh4CUsOlSUUBC2gMAiGrf6w998yZMzNnTnLzuMn6fj7zOXPmuffM2muvvfbae9g6J8+npX0nJ5kYkfaNwTt0NsBtzkzP7obr0ftSWjetyWNpm66Q5i/RsmHOSNv6gfPwcv5r4J0NnuUserDFY+laLpYU/te17Y9I7+M+YFqJ3OblZxZeP5fpwG52cql8F9JZZhNPAabhbauHgA91uU8fJfZ4XTmPZbXL4/a430o1emEEXqcvwOvFor34eVoO433SO70Hb4uPzb3vDt1ZSEtHGyhtPz7J6XzgYznZegCYmrZPxzvPZyfZfGOdzNJuX1Tlu+jDmETL1q3znV2Al8+FwLFr+p0P94Vh5EsopK9Dz1ak+ZvAXek+2f3/mVYbajowk5aeP6Rwnym0+2v7KPe19SzPw3XBffS31uyfTHOf+2fT+/4JcCmt+ngW8Ia0viUwkJOdJs+/VO8U0tmH67mL0jFX0vIZDdCuew9NaZ8PnJ6OKfV1prSfhdug82npy6o+ig47noIsV92rx/dWp1dPyB03Pz2bNh9Z2lfW5pyQrjcXr2NelHsOZ+L29f24XX4VXlecmrtfR7tyKPIbMrzeyXCtbUDBnqfcp9JRX6Rzy9qUk2n5p/fD68Ate81TLG3vqMPXQXM/xMvwMjo3/b40be8n2dTp/5LcdWdRaJMX5XZNP5Menl0fubZeegY7pvU3ATen9a1T3hYDTwK7Nrr+ms5gLIMv9ljgzJLt9wK74JVHZuxuDfw6rZ8G/FNa3zwVpk2SIlsMjE/7RgHj0vqWeMd05qzqFiTxceCzaX1kUpRb4Y667dL27D5nAyen9bcBc9L6FLwxmzk0vgtMTOsvBe5f0+8glkrZzCrYbMkcvAO0HNT/CkzNveu88dmPO0KyzoWTaTkm9gFmlNzzWlLgDF6BjCLXAEvbxwCj0/qOwF1pfRJudP0N7oy5A5iIdwIvSscKr3yyBt04YFRa3ztLU0k5Oh64IK3vAizDHYu7Aj/OpW3zNf3e1rUlycEcXMedC+yZ2zdAzlCj2rExEzgirX+Elu7bh9SxkmTmOmAPXCcuAyak466gpW9nkRoDJWn9LbBRXha6yNg5uXMH/+OV+ksK1+mj3SjYIrd+Kq0yeTmtcjYSj54snjv4H9fzF6b1V+LBG6NTeham80cDjwDbrml5WJeWnByOxBup70j/qwy+Mrn4MPC5tL4R3ujZjoq6P7375cCb075/wBtEWWMz03mzgK+m9X2Bn5Sk/z3Aj1P6twGeonuQRFV5mEQhSCKt99Nu9N9Cq1yelsl9LCGjFTLaR3uQRKlOo73ueBVui2RBDOfSqj8MeFda/3IuX2X5zsv0FNrtowuBA3LP56tr+l2vDQvuRPxOWr8dH/EIcAweDJjpjvH537Q+Lfdu5pJsBdqDJKpkcRKuv7ZO2/+XVtvrOOCs4nvEg2UPTOujM/nMpee9wPm5/5vhQQ630woYPoSWbTmLFISU/l9DK2jxEFq2dj9u32yY5Hm3tH0cXqaq8tjRpiukdzzuAM3aiJvn7vcj3EbaEbeNR3d5lj3Z4rF0LRf59tjVVOvOV6d3mNW9WTnJy20/hSCJtF7s+O5mJ3fId0m6y2ziKbgDduOU9kW4/bAi9nhpOY9llctjxyAK3An54hq9cBAeGDEC+Ot0fN5e/GROnm8DNkn/P4V3gFTqzkI6ytpAu+J19CZ4m3IB8LqcbL0mpetuvANCwP74LK91MttHs7ol78MY/E+97+z2dJ0t8QCU9T6IciVldtj4EgrpLtWzJWnOdP3IdO2sU62fko6TkvtMod1fW+dr60meh+tChY8+t38yDXzutPTPGNxO+2+6dzA3ff6leqeQzj687ZL5Vy/I3X+Alu7dBvcBbZXycjM+m2OprzOl/fy0vgctXVjVR1Flxw/QsllW2q9aJYdUB0n00e4jq2pz5u2NL9BqF8yi1Rl/HG73ZG2JxcAWVLQrhyK/IcPrnQx3tQ1or8P6yPlUCukerC+oblNOxgcuHYgHvbxoKGV0fVwo8XXQ3A9xLXBkWv8ALTu1n+ogiY42eVFuh8tCu909llaAW7bcn/YdD3w8re+OB+yP6Hb9mD5+7UG40q/afgXeCXEy8D7cSQ1ukL879z2o0XjQAbhi/r/cdU6TtAeuIF+CN2J/1yBtdwIXSNoAL4BzJE3CR8k9DJC7z0TckMfMbpa0haTN0r6Z5lO8gXeK/K3P/gTAOEmbmtmfGqQnWL08Y2YTKvZdlX7vxjvKqviemb2Q1i/Anb5n4Ur9wpLjZwNfkzQduMrMFudkJWMD4BxJE3DH4U65fb80s8UAkubginQJ8LCZPZS2X4IbZODOk4sk7YiXtw1y18qXoz3wUW+Y2VxJc9P2hcD2ks7GI/1vrHkWwQpgZksk7YqPvt0LuFzSiWbW38Nl3kLST3hHyulpfZ+03Jv+j8UN+f/BZWZO2n43LkvdmAtMl/R9PAIY6mWsitlAv6QraJW1IjtLOhU33sfio6rAjekjAFLZe1rSi2ruNRE3xjGzByQ9QqtM3WRmTwNI+hUevbqoQfqDZmyc01N3Az+WNBafQeF7Od23Ufotk4t9gF2UvjGOy1vWkVVW9wM8YmY/T+t740EyS6GtTod2Pd9Xkv49gEuTnP1W0s0N8rwi5SHPVOAoScfjTvI39nh+0BvDXUaLNNFpb8edHHem/G0MPJb2PYc7wLN7/l1NvuuYio9U+j5wFD4zUOAjgM5K65el//fgMnCemS2DNhnYS9IncWfceGCBpNtwp9St6ZhpuNMTqmXxOeBOM3sUQNJvaNlz83DbYxBJm+JBMVen9PylJC/zgDMknY47BH8qaWdgZ7wcgTuoHs2dc3lh/RA8MKzse5qvAB41sztTGv6Y0laVx442XeF6fwT+AkyVdD0tOQf/rudy4CFJC/GAyrpn2astHtTT1h5L77BMd74NuNLMnoAOXbmiVNnJP6Ug3yXnltnEANckv8Azkm7B6/GJFfcptceTj6GqnAern8wYqNILE3GfwHLgd+m958l035vxT6zNTjpyQ9yp+wrqdWdGWRtoInC1mf0ZQNJVeJtyJi5b89L2BbiNYJLm0W5TlMnsnNz+On1YRZ3v7HozexZ4VtJjePleXHOtoIZh5kvI02FHVBz3Pkkfxju1tsbL0NyKY6vI+2vrfG1VlMpzZnMPdyR9A8/jc2a2W9rcxOf+Vlz/LE3Xmdngdk2ff5Xeebhw3CIzm53WL8E7z89I/zPduxs+oOHxlM7peDv/FKp9nZeCT4MuaZykzanuo6iy4/MMhV+1Tq82oaPNWWJvXESrTwa8LgEvrwtybYmFwLYpTWXtymtZjX7kkOF1QoZXxDbI+1SgvL4wytuU4HXmG4B9su3BSlHm67ieZn6I3Wn1vU3DB+x0o6xN/rOVycBawgjgqYr+yg/is1diZndIGo0HFj1WcuwgESSx9rCAlsENgKRxeIX6GzNbKukPknbBnWX/kh0GvNfMHiyc+ybgz7lNh+HRdLua2fOSBnBF35VUWeyBT60zTdJX8AinqqCOjkuk33x6RgC754zwYHjybPp9gXp9MvjuzWyRpN9Lehs+8vSw4sFm9qXknN0X+LmkvUuu+e/A74HX4vKUd04/m1vPp61MZsGNplvM7EBJfXg0ZUfaq65hZk9Kei3w9/iogvfhASDBEJIcXbOAWclxdSQeMdlxaG69qOeq9NYXzexbbRtdFoqytHGDpO6HG+PvBk6S9GrqZawUMzs66fL9gDmpgVGkHx+JfJ+kyXik6IpQprszqspTMDQ8Y2YTUsPnOlyH9FNh8FXIhfDZFG7IH5tkoqruz+u2qkBNaKbnq85dhutnaC+LPZeHAjPwoNGb8U9t/KHH84PeWBdktOz4unMEXGRmny7Z97yZZWkZPL+hzh7EzGZL6pO0Jz7b1vwGaV+nkbQF3sG1syTDO8EsBUF0yEBq8J6Lj2BaJGkKLj918lIli5Nol43luf/L6ZSTunoTADP7deqU2Rf4oqQb8VkAFpjZ7hWn5eV+ZjpvPO5cLQah1QXZd+QRoNimM7OLc+ldJumNeJDQ+4F/w98HJfexqvuUPMsmtnjQG1Vt+zrZX1FK7WSAonyb2RcKh5TZxJSkMZOnXuzxVZHXYAWQtD3+Xh6jWi/s1+Uyme4T3mlzaOH811CvO2uTWLOvqd4vk9niPar0YS/pyq4b7a8hZjj4EiRti3ecgnfGnddNz0raDjgBHwH8pKT+knQ3IW9/1PnaKpNfsm046+g2H72ZfUTSlvhI94ymPvde28pNn3+lvVegTn/ldW/nifW+zqq6vKyPomud3c2vKmkkHmyUZ1drDciryofR/qyhuoysiG2RrzeKdcooatqVq9iPHDLMOiXDsGK2weA7rqkv6vK2EP+s2k60y07QI1W+DnymtV78EBnZOxssh0lON8wds07ak2b2R0kPSzrYzL6X8r2Lmd2HB6m+HR/A9Cpcxh/vds0R3Q4IVhs3AWMkHQGDivOr+NRuS9Mxl+EjzjbLot3xUcMfTcKApNdVXH8z4LFU0e2Fj5prhKSXpXPPB76DTwVzB7BnUrAk5x341IiHpW2TgCcqIs1uxB1v2T0mNE1PsNbzJ/yTLHVMxaM/rygYAwBI2sHM5pnZ6Xgl/MqS626GRzouBw7HK5c6HgC2k7RD+p93vGyGT2cEPp1UFXn53hmflopkaI4wsxnASXgZCYYQSa+QjzrPmIBPkw6dsvF7Sa+SNAKfFixjNu70h/bgnBuAD8hHRiPpJZL+qkuSSuU83XNbM7sF19eb46NJqmSssrykcvALM/s88AQeNFdkU+BR+YjCfJ5uwqeDQ9LIFHRXVzbzsr0THin9YMWxwSogjbI5Fm+0PAM8LOlgcEM3Nbaq5OIG4JgkB0jaSdImNK/7b8TLwJh0/viK48q4DXh/krOtaR9tPYB37EF7IGhTnZvRJrvmI7ZvwL+nWDYbUbAKGMYy2pTns/ThOvSgrC6QND7Zw5U00NllOvhifARLyLFzEHCxmb3MzPrMbFt8JNFEXAaOljQKBmUgc8Y9kerwgwDM7Clao4ehs84vk8WeSO2bxZIOSNfZKJPPDEnbAEvN7BJ8tNPr8bp1K0m7p2M2yHUcF++xBP8W6dfxEaRFm/kBYBtJu6VrbZqeT2keK9p0+fSOxduZPwA+httaGQdLGpHs6O1TPnp9lnW2eNAbVbrzJnyE2BbQs67M68A8pXZyhXwPUmMTA+wvaXRK5yR8lpOe7PEu5TxYTUjaCjgP/0SaUa0Xfga8N+mRF1Md2P1z4C2SXp7OH5PaJk11Z1kb6DbggHStTWhNG90LZTKbpyrfTdtfk6j2nQUryXDxJZjZIjObkJbzavRs/vxxeCfY06lsDcWMOlW+tvVJnm8GRks6JrdtTNXBVNfLtwEHStpYPgvZu3LnDNBqKx+U2970+Te1w16a6U7c9iobRfwL3Me/pbw/4lDgVtX7Og9J950IPJ3ailV9FGV2fFueutwLM3shVz6ypWgbV8nhQHY9Sa/HP4fUdv9cOtvanClfT0p6azrmcOBWmlParuyW3yEgZHjdkuGmVNnzUF1fVLUpwevK9wAXV7VZg8bU+TqacDvtdkhWDgZolcP9aTZTb5O+u7UGSZeSZpaTtFjSB/Fn8EFJ9+FBYfunwz8OfChtvxSYnBvkVMk6ET2yLmBmJulA4FxJJ+EBLD8APpM77ErcSXZKbtsp+DQtc5MCHwDeWXKL6cC1ku7CpwV8oIfkTQI+Iel5fJrUI8zscfn0PFelxsNj+HTDU4AL5Z8hWIpHZ5dxLPCNdNwovBI4uoc0BauPbJrtjB+Z2Yk1x18LXClpf+CjFcfMxDsEqjoFPpaMshfwbwf9EI+eW5aUXD8+cnCGvIPmFjpnfGjDzP6SZPZ6SU/glcnOafeX8anfj6dzlF6eb9KS7zm44xp8GrILU1kAKBt5GqwcY4Gz5dOfLcO/g5dN0fxt4IeSHjWzvYAT8dHOi/BvDWYO2eOA70o6Dh+JDoCZ3SiPLrwj2cFL8O+EdQTw5OgHzpP0DO2z4owELpGPuBb+DcCnJFXJ2C3AiamMfbFwj68kZ47whtV9dHYgnoQ3Bh7Bp+HKjJzjgG8nw+EF4BjzaaZmS5qPl6lv5K5zbsrPPPz5TjazZ9X5mZtgFWJm9yYd937c4PumpM/hRu5luAyUycVcfNq0e5It8Dj+/cVGdb+Z/UgerHiXpOfotD/quBqPhp6Hf68x7zD4D+A7kj6Dy2lGU52bcRlwvqRj8W/t/Sbl7T3E541WK8NURpvybdyevsfMDkv5ujHV7c/jo0EeqTm/LN975va32UfmUyZPB04lTfUZcCjwpcK2GcA/4jblTvg7eh7/huw5ks7H9c8A7Z1WR+GfllhK61NU4IG6fXTK4opwOPAtSV/AZeRgfLRNxmtwuVie9h9jZs/Jp5T9r2QrjMLbcgsq7nE5PqXvpOKOdK1DcPtoYzx4ae+aPE6i0KYrXHJT4Br5DB3CR4FlPIjr9xcDRye7uqdn2cUWD3qjVHea2QJJ/4k7hV/Ap3+f3PCabTow21hjJ7+cgnwXrldlE4O3oa7Hg3JPMbPf4p/s6tUeryrnwaol8w9sgLcbpgFfS/uq9MIMfFTXfNxe/AX+neQ2kp9pMnCppOwzXp8zn5mnie6sagP102q7T032TF8Pee6Q2cL5VfmeS7sP497cOVNo5jsLVp7h4kso0mFHlKVZ0r14WViIB3OsLFW+tvVGnpOP/gDgTPmMZo/jz+FTFadU1cv3SLo8bXuE9gCtM4ArJB1Oe5u46fP/Os3ssPuBIyV9C3gI92sW8/uopE+n+wn4gZldIw+Cr/J1PinpdrzjNRstX9VHMZWCHQ+cQ06W8QDdlfWrTqFcDmcAR6S66068HsLM/pD3kZnZJyranEfiZXYMXs6OapogM/tVRbvymSHIb919Q4bXLRluyqA9D3w2v8N8BuKO+qKmTZmd96Ckw/BPrb4r+eOC3qnydRwDNHmmx+Ltnk/gZSXTQ+fjbfhf4n6o2v6xRNH2WauxwgxzOd5Rcuyv8E+k9YQaBFIEQRAMKZLegDvK3tr14CAIgmDYkJzQ15nZlav4PifgI55PWpX3CYJVSerw2d/MDl/TaQmCKlaXXg/WD+SfxVliZmd0OzZYt5A01syWyGdj+CXwFjP73ZpOVzdCZoMgGK6kYK7rzGxIg1IlzQJOMLOYfj9YpYQMB0GwOoiZJIIgWK1IOhGPkospUYMgCIKekXQ1sAM+g0UQDEsknY1Pcbnvmk5LEARBEKwGrksj+TfEZ2NY6wMkgiAIgiAIgiBYt4mZJIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgWC8Y0f2QIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiC4U8ESQRBEARBEARBEARBEARBEARBEARBEARBsF4QQRJBEARBEARBEARBEARBEARBEARBEARBEKwXRJBEEARBEARBEARBEARBEARBEARBEARBEATrBREkEQRBEARBEARBEARBEARBEARBEARBEATBekEESQRBEARBEARBEARBEARBEARBEARBEARBsF7w/+wQ78dT7rVaAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(model_data)" ] }, { "cell_type": "markdown", "id": "18cfda17", "metadata": {}, "source": [ "# Since overall score has the highest correlation and is a an aggregation of all the other features, a basic model would be linear regression with only the score and amount\n", "\n", "- Taking the log of the amount produces a nicer gaussian distribution in Amount which will provide more reasonable fits for the linear regression." ] }, { "cell_type": "code", "execution_count": 15, "id": "123ab464", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.histplot(np.log(model_data[\"Amount\"]))" ] }, { "cell_type": "code", "execution_count": 16, "id": "4b529e66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=model_data[\"Overall score\"]/1000, y=np.log(model_data[\"Amount\"]), color=\"b\", alpha=0.5)" ] }, { "cell_type": "markdown", "id": "7e392d72", "metadata": {}, "source": [ "# Linear regression using ElasticNet\n", "- Elastic net was chosen due to strong multicollinearity in the data set (see correlation table). \n", "- A ridge regression was not used as I suspect that some features (e.g. student satisfaction) could be eliminated.\n", "- log(\"Amount\") was used to allow for linear regression to be used.\n", "\n", "N.B. With 2D data as in the first model a simple linear regression could be used, but ElasticNet was used for consistency." ] }, { "cell_type": "code", "execution_count": 17, "id": "42dccf96", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split, cross_validate, cross_val_score\n", "from sklearn.linear_model import ElasticNetCV\n", "from sklearn.metrics import mean_squared_error, r2_score" ] }, { "cell_type": "code", "execution_count": 18, "id": "8aeb16b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 test score = 0.6699829208555639\n", "MSE test value = 1.130851928183498\n", "MSE final train value = 1.7579898886242507\n" ] } ], "source": [ "X_train_lin, X_test_lin, y_train_lin, y_test_lin = train_test_split(model_data[\"Overall score\"], np.log(model_data[\"Amount\"]), test_size=0.2, random_state=0)\n", "\n", "lin_EN = ElasticNetCV(cv=5, random_state=0, n_alphas=50)\n", "lin_EN.fit(X_train_lin.values.reshape(-1, 1), y_train_lin)\n", "\n", "print(\"R2 test score =\", lin_EN.score(X_test_lin.values.reshape(-1, 1), y_test_lin))\n", "print(\"MSE test value = \", mean_squared_error(lin_EN.predict(X_test_lin.values.reshape(-1, 1)), y_test_lin))\n", "print(\"MSE final train value =\", np.mean(lin_EN.mse_path_, axis=1)[-1])" ] }, { "cell_type": "code", "execution_count": 19, "id": "4b07982c", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'MSE vs iteration')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lineplot(x=np.arange(0,len(lin_EN.mse_path_)), y=(np.mean(lin_EN.mse_path_, axis=1)))\n", "plt.xlabel(\"regularization iteration\")\n", "plt.ylabel(\"MSE\")\n", "plt.title(\"MSE vs iteration\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "2c7f8f0a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Pred vs Test')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=model_data[\"Overall score\"], y=np.log(model_data[\"Amount\"]), color=\"b\", alpha=0.5, label=\"raw data\")\n", "sns.scatterplot(x=X_test_lin, y= lin_EN.predict(X_test_lin.values.reshape(-1, 1)), color=\"r\", label=\"predicted values\")\n", "sns.scatterplot(x=X_test_lin, y=y_test_lin, color=\"k\", label=\"test values\")\n", "plt.xlabel(\"Overall score\")\n", "plt.ylabel(\"Predicted Amount values / log(£)\")\n", "plt.title(\"Pred vs Test\")" ] }, { "cell_type": "markdown", "id": "2bf179ed", "metadata": {}, "source": [ "- Since the data is 2D, no parameter optimisation is needed beyond alpha.\n", "- The results suggest that a significant model can be made, and that there is no overfitting.\n", "- Can a more complex model provide better results?" ] }, { "cell_type": "markdown", "id": "895be018", "metadata": {}, "source": [ "# Does including all features improve the model?" ] }, { "cell_type": "code", "execution_count": 21, "id": "3dd675f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 = 0.5890819066709618\n", "MSE test score = 1.4080711197472693\n", "MSE train score = [2.23830911 2.15193097 2.13616893 2.13488121 2.13415446 2.13401964\n", " 2.13392145 2.13389809]\n" ] } ], "source": [ "X_train_feat, X_test_feat, y_train_feat, y_test_feat = train_test_split(model_data.drop([\"Amount\"], axis=1), np.log(model_data[\"Amount\"]), test_size=0.2, random_state=0)\n", "\n", "l1_ratio=[.01, .1, .5, .7, .9, .95, .99, 1]\n", "\n", "lin_ENfeat = ElasticNetCV(cv=5, random_state=0, n_alphas=1000, l1_ratio=l1_ratio, eps=1e-3)\n", "lin_ENfeat.fit(X_train_feat, y_train_feat)\n", "\n", "print(\"R2 =\", lin_ENfeat.score(X_test_feat, y_test_feat))\n", "print(\"MSE test score =\", mean_squared_error(y_test_feat, lin_ENfeat.predict(X_test_feat)))\n", "print(\"MSE train score =\", np.mean(np.mean(lin_ENfeat.mse_path_, axis=1), axis=1))" ] }, { "cell_type": "code", "execution_count": 38, "id": "85bed8c5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'MSE vs iteration for different l1 ratios')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for l1_num, l1_results in enumerate(lin_ENfeat.mse_path_):\n", " sns.lineplot(x=np.arange(0,len(l1_results)), y=(np.mean(l1_results, axis=1)), label=l1_ratio[l1_num])\n", "plt.xlabel(\"regularization iteration\")\n", "plt.ylabel(\"MSE\")\n", "plt.title(\"MSE vs iteration for different l1 ratios\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "f5df1d8d", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Pred vs Test')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(13,19,0.01), np.arange(13,19,0.01))\n", "sns.scatterplot(x=y_test_feat, y=lin_ENfeat.predict(X_test_feat))\n", "plt.xlabel(\"Actual Amount values / log(£)\")\n", "plt.ylabel(\"Predicted Amount values / log(£)\")\n", "plt.title(\"Pred vs Test\")" ] }, { "cell_type": "markdown", "id": "6500b6a1", "metadata": {}, "source": [ "## This results in a slightly better model when using log(Amount), however if the returned values are converted back to a pound value (use exponent) then the model using all features and the log of the target has a larger error than when just the overall score is used." ] }, { "cell_type": "code", "execution_count": 24, "id": "d0e75026", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r2 and MSE for log(Amount) models\n", "MSE 1 feature : 1.130851928183498\n", "R2 1 feature 0.6699829208555639\n", "MSE all features : 1.4080711197472693\n", "R2 all features 0.5890819066709618\n" ] } ], "source": [ "print(\"r2 and MSE for log(Amount) models\")\n", "print(\"MSE 1 feature :\", mean_squared_error(y_test_lin, lin_EN.predict(X_test_lin.values.reshape(-1, 1))))\n", "print(\"R2 1 feature\", r2_score(y_test_lin, lin_EN.predict(X_test_lin.values.reshape(-1, 1))))\n", "print(\"MSE all features :\", mean_squared_error(y_test_feat, lin_ENfeat.predict(X_test_feat)))\n", "print(\"R2 all features\", r2_score(y_test_feat, lin_ENfeat.predict(X_test_feat)))" ] }, { "cell_type": "code", "execution_count": 25, "id": "285e4b34", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r2 and MSE for exp(log(Amount)) models\n", "MSE 1 feature : 3.7E+15\n", "R2 1 feature 0.022296716973354225\n", "MSE all features : 4.7E+15\n", "R2 all features -0.23935269846859497\n" ] } ], "source": [ "print(\"r2 and MSE for exp(log(Amount)) models\")\n", "print(\"MSE 1 feature :\", format(mean_squared_error(np.exp(y_test_lin), np.exp(lin_EN.predict(X_test_lin.values.reshape(-1, 1)))), '.1E'))\n", "print(\"R2 1 feature\", r2_score(np.exp(y_test_lin), np.exp(lin_EN.predict(X_test_lin.values.reshape(-1, 1)))))\n", "print(\"MSE all features :\", format(mean_squared_error(np.exp(y_test_feat), np.exp(lin_ENfeat.predict(X_test_feat))), '.1E'))\n", "print(\"R2 all features\", r2_score(np.exp(y_test_feat), np.exp(lin_ENfeat.predict(X_test_feat))))" ] }, { "cell_type": "markdown", "id": "ad6a2204", "metadata": {}, "source": [ "# Final regression model using SVR with RBF kernel\n", "- Training a model directly on the raw amount data is preferable to avoid this issue. As such, SVC regression was used in confunction with radial basis functions to fit the un-transformed data.\n", "- Grid search used to optimize the values for C and $\\epsilon$\n", "- Scaled data is needed for this so a pipeline is used." ] }, { "cell_type": "code", "execution_count": 26, "id": "d4db87ea", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.svm import SVR\n", "from sklearn.model_selection import GridSearchCV\n", "from sklearn.pipeline import Pipeline" ] }, { "cell_type": "code", "execution_count": 27, "id": "638a27be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'svr__C': 1000, 'svr__epsilon': 100, 'svr__gamma': 'scale', 'svr__kernel': 'rbf'}\n", "r2 -0.2829307124286562\n", "MSE 2.3E+15\n" ] } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(model_data.drop([\"Amount\"], axis=1), model_data[\"Amount\"], test_size=0.2, random_state=40)\n", "\n", "parameters = {'svr__kernel':(['rbf']), 'svr__gamma': (['scale']), 'svr__C':[0.1, 1, 10, 100, 1000], 'svr__epsilon':[100, 10, 1, 0.1, 0.01]}\n", "#change gamma to scale\n", "\n", "svr = SVR()\n", "scaler = StandardScaler()\n", "pipe = Pipeline([(\"scaler\", scaler), (\"svr\", svr)])\n", "\n", "search = GridSearchCV(pipe, parameters, cv=2)\n", "search.fit(X_train, y_train)\n", "print(search.best_params_)\n", "print(\"r2\", r2_score(y_test, search.predict(X_test)))\n", "print(\"MSE\", format(mean_squared_error(y_test, search.predict(X_test)), '.1E'))" ] }, { "cell_type": "code", "execution_count": 28, "id": "cc585b22", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Pred vs Test')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=model_data[\"Overall score\"], y=(model_data[\"Amount\"]), color=\"b\", alpha=0.5, label=\"raw data\")\n", "sns.scatterplot(x=X_test[\"Overall score\"], y= search.predict(X_test), color=\"r\", label=\"predicted values\")\n", "sns.scatterplot(x=X_test[\"Overall score\"], y=y_test, color=\"k\", label=\"test values\")\n", "plt.xlabel(\"Overall score\")\n", "plt.ylabel(\"Predicted Amount values / log(£)\")\n", "plt.title(\"Pred vs Test\")" ] }, { "cell_type": "code", "execution_count": 29, "id": "7d1b166f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Pred vs Test')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plt.plot(np.arange(0, 1e7, 1e4), np.arange(0, 1e7, 1e4))\n", "sns.scatterplot(x=y_test, y=search.predict(X_test))\n", "plt.xlabel(\"Actual Amount values / £\")\n", "plt.ylabel(\"Predicted Amount values / £\")\n", "plt.title(\"Pred vs Test\")" ] }, { "cell_type": "markdown", "id": "a1d798a1", "metadata": {}, "source": [ "- It performs poorly with both hyperparameters tending upwards.\n", "- With $\\epsilon$ being so high it is trying not to penalise any data points.\n", "- Final model appears to be an almost flat value prediction for any given parameters, with varyiation in the 3rd significant figure despite the dataset spanning several orders of magnitude.\n", "- Poor model choice, likely due to noisy data with a non-linear relationship." ] }, { "cell_type": "markdown", "id": "60cf6e5b", "metadata": {}, "source": [ "# Random forest regression\n", "- Random forests are a good alternative as they can perform linear regression on an unscaled dataset.\n", "- The main drawback is they are very poor at extrapolation, however for this data set it is unlikely that a new university that you wanted to predict funding for would be outsite the current range." ] }, { "cell_type": "code", "execution_count": 30, "id": "32707c53", "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import cross_val_predict" ] }, { "cell_type": "code", "execution_count": 31, "id": "bd654593", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r2 test 0.7201305434966744\n", "r2 train 0.7294809841686116\n", "MSE test 597675257666315.1\n", "MSE train 475993331595102.3\n" ] } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(model_data.drop([\"Amount\"], axis=1), model_data[\"Amount\"], test_size=0.2, random_state=40)\n", "\n", "forest_regr = RandomForestRegressor(n_estimators=25,\n", " max_depth=2, \n", " min_samples_split=2)\n", "\n", "forest_regr.fit(X_train, y_train)\n", "\n", "print(\"r2 test\", r2_score(forest_regr.predict(X_test), y_test))\n", "print(\"r2 train\", r2_score(forest_regr.predict(X_train), y_train))\n", "print(\"MSE test\", mean_squared_error(forest_regr.predict(X_test), y_test))\n", "print(\"MSE train\", mean_squared_error(forest_regr.predict(X_train), y_train))" ] }, { "cell_type": "code", "execution_count": 32, "id": "5613fac0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=y_test, y=forest_regr.predict(X_test), color=\"b\", alpha=0.5, label=\"predicted vs actual\")\n", "plt.plot(np.arange(0,1.6e8, 1e5), np.arange(0,1.6e8, 1e5))\n", "plt.xlabel(\"Test Amount values / £\")\n", "plt.ylabel(\"Predicted Amount values / £\")\n", "plt.title(\"Pred vs Test\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "4fbcf878", "metadata": {}, "source": [ "It seems to perform very well, easily beating out the linear regression models, and it seems unlikely to be overfitting given the train and test R2 scores are the same, however some parameter tuning is still necessary." ] }, { "cell_type": "markdown", "id": "03c5690e", "metadata": {}, "source": [ "# Using a gridsearch to optimized the forest and prevent overfitting\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "07530a46", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=5, estimator=RandomForestRegressor(),\n", " param_grid={'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " 'min_samples_leaf': [1, 2, 3, 4, 5, 6],\n", " 'min_samples_split': [2, 3, 4, 5],\n", " 'n_estimators': [10, 25, 50, 75, 100, 125]})" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters = {\"n_estimators\": [10, 25, 50, 75, 100, 125], \"max_depth\": [1,2,3,4,5,6,7,8,9], \"min_samples_split\": [2,3,4,5], \"min_samples_leaf\": [1,2,3,4,5,6]}\n", "\n", "regr = RandomForestRegressor()\n", "grid_regr = GridSearchCV(regr, parameters, cv=5)\n", "grid_regr.fit(X_train, y_train)\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "83c68cac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'max_depth': 8, 'min_samples_leaf': 1, 'min_samples_split': 3, 'n_estimators': 10}\n", "0.5113925206532943\n", "0.9324792016795899\n" ] } ], "source": [ "print(grid_regr.best_params_)\n", "print(\"r2 test :\", grid_regr.score(X_test, y_test))\n", "print(\"r2 train :\", grid_regr.score(X_train, y_train))" ] }, { "cell_type": "code", "execution_count": 40, "id": "f5c85560", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "r2 test : 0.7394697638101138\n", "r2 train : 0.8893858787103363\n", "MSE test : 945056703206409.2\n", "MSE train : 276875372373278.2\n" ] } ], "source": [ "forest_regr = RandomForestRegressor(n_estimators=10,\n", " max_depth=8, \n", " min_samples_split=3,\n", " min_samples_leaf=1)\n", "\n", "forest_regr.fit(X_train, y_train)\n", "\n", "print(\"r2 test :\", r2_score(forest_regr.predict(X_test), y_test))\n", "print(\"r2 train :\", r2_score(forest_regr.predict(X_train), y_train))\n", "print(\"MSE test :\", mean_squared_error(forest_regr.predict(X_test), y_test))\n", "print(\"MSE train :\", mean_squared_error(forest_regr.predict(X_train), y_train))" ] }, { "cell_type": "code", "execution_count": 41, "id": "de2083a8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=y_test, y=forest_regr.predict(X_test), color=\"b\", alpha=0.5, label=\"predicted vs actual\")\n", "plt.plot(np.arange(0,1.6e8, 1e5), np.arange(0,1.6e8, 1e5))\n", "plt.xlabel(\"Test Amount values / £\")\n", "plt.ylabel(\"Predicted Amount values / £\")\n", "plt.title(\"Pred vs Test\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "0dfc030f", "metadata": {}, "source": [ "# Summary\n", "\n", "- Linear regression using the log(\"Amount\") vales provides a quick and simple approximation, with a reasonable $R^2=0.67$.\n", "- Including all the features did not improve the model's results\n", "- When trying to predeict the actual values by taking the exponent on the results (exp(log(predicted amount)) these results are worsened significantly.\n", "- Due to the small dataset size these results are very dependent on the train/test splitting. A single entry at the top end of the \"Amount\" feature can significantly change the results leading to a different conclusion.\n", "\n", "- Support Vector Regression was used with a rbf kernel to try and use the raw \"Amount\" values. A working model could not be found through hyperparameter fitting, likely due to the inherent noise in the data.\n", "- Finally a Random Forest Regression model was optimized using a grid search. This proved to be the best model out of those discussed here, with $R^2=0.73$, better than the single feature regression on log(\"Amount\"), and with a significantly smaller MSE ($3.7e^{14}$ vs $9.4e^{14}$).\n", "- Again, despite using cross validation, the small dataset size and range of expected results (spanning > 4 orders of magnitude) creates quite sensitive models. Running the random forest multiple times and averaging the results might provide the best solution, despite it already being an ensemble.\n", "## Improvements\n", "- From the available data it is likey impossible to create a highly accurate model as there are many other factors that go into the governments grant making, such as long term research stratergies, specific investment in under-performing institutions.\n", "- A better model might include institute size, location, existing research infrastructure and historic funding, if available." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }