{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" customerID \n",
" gender \n",
" SeniorCitizen \n",
" Partner \n",
" Dependents \n",
" tenure \n",
" PhoneService \n",
" MultipleLines \n",
" InternetService \n",
" OnlineSecurity \n",
" ... \n",
" DeviceProtection \n",
" TechSupport \n",
" StreamingTV \n",
" StreamingMovies \n",
" Contract \n",
" PaperlessBilling \n",
" PaymentMethod \n",
" MonthlyCharges \n",
" TotalCharges \n",
" Churn \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 7590-VHVEG \n",
" Female \n",
" 0 \n",
" Yes \n",
" No \n",
" 1 \n",
" No \n",
" No phone service \n",
" DSL \n",
" No \n",
" ... \n",
" No \n",
" No \n",
" No \n",
" No \n",
" Month-to-month \n",
" Yes \n",
" Electronic check \n",
" 29.85 \n",
" 29.85 \n",
" No \n",
" \n",
" \n",
" 1 \n",
" 5575-GNVDE \n",
" Male \n",
" 0 \n",
" No \n",
" No \n",
" 34 \n",
" Yes \n",
" No \n",
" DSL \n",
" Yes \n",
" ... \n",
" Yes \n",
" No \n",
" No \n",
" No \n",
" One year \n",
" No \n",
" Mailed check \n",
" 56.95 \n",
" 1889.5 \n",
" No \n",
" \n",
" \n",
" 2 \n",
" 3668-QPYBK \n",
" Male \n",
" 0 \n",
" No \n",
" No \n",
" 2 \n",
" Yes \n",
" No \n",
" DSL \n",
" Yes \n",
" ... \n",
" No \n",
" No \n",
" No \n",
" No \n",
" Month-to-month \n",
" Yes \n",
" Mailed check \n",
" 53.85 \n",
" 108.15 \n",
" Yes \n",
" \n",
" \n",
" 3 \n",
" 7795-CFOCW \n",
" Male \n",
" 0 \n",
" No \n",
" No \n",
" 45 \n",
" No \n",
" No phone service \n",
" DSL \n",
" Yes \n",
" ... \n",
" Yes \n",
" Yes \n",
" No \n",
" No \n",
" One year \n",
" No \n",
" Bank transfer (automatic) \n",
" 42.30 \n",
" 1840.75 \n",
" No \n",
" \n",
" \n",
" 4 \n",
" 9237-HQITU \n",
" Female \n",
" 0 \n",
" No \n",
" No \n",
" 2 \n",
" Yes \n",
" No \n",
" Fiber optic \n",
" No \n",
" ... \n",
" No \n",
" No \n",
" No \n",
" No \n",
" Month-to-month \n",
" Yes \n",
" Electronic check \n",
" 70.70 \n",
" 151.65 \n",
" Yes \n",
" \n",
" \n",
"
\n",
"
5 rows × 21 columns
\n",
"
"
],
"text/plain": [
" customerID gender SeniorCitizen Partner Dependents tenure PhoneService \\\n",
"0 7590-VHVEG Female 0 Yes No 1 No \n",
"1 5575-GNVDE Male 0 No No 34 Yes \n",
"2 3668-QPYBK Male 0 No No 2 Yes \n",
"3 7795-CFOCW Male 0 No No 45 No \n",
"4 9237-HQITU Female 0 No No 2 Yes \n",
"\n",
" MultipleLines InternetService OnlineSecurity ... DeviceProtection \\\n",
"0 No phone service DSL No ... No \n",
"1 No DSL Yes ... Yes \n",
"2 No DSL Yes ... No \n",
"3 No phone service DSL Yes ... Yes \n",
"4 No Fiber optic No ... No \n",
"\n",
" TechSupport StreamingTV StreamingMovies Contract PaperlessBilling \\\n",
"0 No No No Month-to-month Yes \n",
"1 No No No One year No \n",
"2 No No No Month-to-month Yes \n",
"3 Yes No No One year No \n",
"4 No No No Month-to-month Yes \n",
"\n",
" PaymentMethod MonthlyCharges TotalCharges Churn \n",
"0 Electronic check 29.85 29.85 No \n",
"1 Mailed check 56.95 1889.5 No \n",
"2 Mailed check 53.85 108.15 Yes \n",
"3 Bank transfer (automatic) 42.30 1840.75 No \n",
"4 Electronic check 70.70 151.65 Yes \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"churn_data = pd.read_csv('https://raw.githubusercontent.com/'\n",
" 'treselle-systems/customer_churn_analysis/'\n",
" 'master/WA_Fn-UseC_-Telco-Customer-Churn.csv')\n",
"churn_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"churn_data = churn_data.set_index('customerID')\n",
"churn_data = churn_data.drop(['TotalCharges'], axis=1)\n",
"\n",
"# The dataset is naturally heirarchical: some columns only apply to some users. Ex, if you don't have internet \n",
"# then the column OnlineBackup isn't applicable, as it's value is \"No internet service\". We \n",
"# are going to map this back to No. We will treat the hierachical nature by stratifying on the \n",
"# different services a user may have. \n",
"churn_data = churn_data.applymap(lambda x: \"No\" if str(x).startswith(\"No \") else x)\n",
"\n",
"strata_cols = ['InternetService', 'StreamingMovies', 'StreamingTV', 'PhoneService']\n",
"\n",
"df = pd.get_dummies(churn_data, \n",
" columns=churn_data.columns.difference(strata_cols + ['tenure', 'MonthlyCharges']), \n",
" drop_first=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from lifelines import CoxPHFitter\n",
"\n",
"cph = CoxPHFitter().fit(df, 'tenure', 'Churn_Yes', strata=strata_cols)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cph"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" model \n",
" lifelines.CoxPHFitter \n",
" \n",
" \n",
" duration col \n",
" 'tenure' \n",
" \n",
" \n",
" event col \n",
" 'Churn_Yes' \n",
" \n",
" \n",
" strata \n",
" [InternetService, StreamingMovies, StreamingTV... \n",
" \n",
" \n",
" baseline estimation \n",
" breslow \n",
" \n",
" \n",
" number of observations \n",
" 7043 \n",
" \n",
" \n",
" number of events observed \n",
" 1869 \n",
" \n",
" \n",
" partial log-likelihood \n",
" -10106.05 \n",
" \n",
" \n",
" time fit was run \n",
" 2020-03-17 17:07:41 UTC \n",
" \n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" coef \n",
" exp(coef) \n",
" se(coef) \n",
" coef lower 95% \n",
" coef upper 95% \n",
" exp(coef) lower 95% \n",
" exp(coef) upper 95% \n",
" z \n",
" p \n",
" -log2(p) \n",
" \n",
" \n",
" \n",
" \n",
" MonthlyCharges \n",
" -0.01 \n",
" 0.99 \n",
" 0.02 \n",
" -0.05 \n",
" 0.04 \n",
" 0.95 \n",
" 1.04 \n",
" -0.24 \n",
" 0.81 \n",
" 0.31 \n",
" \n",
" \n",
" Contract_One year \n",
" -1.59 \n",
" 0.20 \n",
" 0.09 \n",
" -1.77 \n",
" -1.42 \n",
" 0.17 \n",
" 0.24 \n",
" -17.82 \n",
" <0.005 \n",
" 233.65 \n",
" \n",
" \n",
" Contract_Two year \n",
" -3.11 \n",
" 0.04 \n",
" 0.17 \n",
" -3.45 \n",
" -2.77 \n",
" 0.03 \n",
" 0.06 \n",
" -18.00 \n",
" <0.005 \n",
" 238.16 \n",
" \n",
" \n",
" Dependents_Yes \n",
" -0.05 \n",
" 0.95 \n",
" 0.07 \n",
" -0.18 \n",
" 0.09 \n",
" 0.83 \n",
" 1.09 \n",
" -0.67 \n",
" 0.50 \n",
" 0.99 \n",
" \n",
" \n",
" DeviceProtection_Yes \n",
" -0.32 \n",
" 0.73 \n",
" 0.13 \n",
" -0.56 \n",
" -0.07 \n",
" 0.57 \n",
" 0.93 \n",
" -2.51 \n",
" 0.01 \n",
" 6.39 \n",
" \n",
" \n",
" MultipleLines_Yes \n",
" -0.44 \n",
" 0.64 \n",
" 0.13 \n",
" -0.69 \n",
" -0.19 \n",
" 0.50 \n",
" 0.83 \n",
" -3.47 \n",
" <0.005 \n",
" 10.89 \n",
" \n",
" \n",
" OnlineBackup_Yes \n",
" -0.65 \n",
" 0.52 \n",
" 0.13 \n",
" -0.90 \n",
" -0.40 \n",
" 0.41 \n",
" 0.67 \n",
" -5.09 \n",
" <0.005 \n",
" 21.39 \n",
" \n",
" \n",
" OnlineSecurity_Yes \n",
" -0.62 \n",
" 0.54 \n",
" 0.13 \n",
" -0.88 \n",
" -0.36 \n",
" 0.41 \n",
" 0.70 \n",
" -4.65 \n",
" <0.005 \n",
" 18.20 \n",
" \n",
" \n",
" PaperlessBilling_Yes \n",
" 0.19 \n",
" 1.21 \n",
" 0.06 \n",
" 0.08 \n",
" 0.30 \n",
" 1.08 \n",
" 1.35 \n",
" 3.29 \n",
" <0.005 \n",
" 9.97 \n",
" \n",
" \n",
" Partner_Yes \n",
" -0.53 \n",
" 0.59 \n",
" 0.06 \n",
" -0.64 \n",
" -0.42 \n",
" 0.53 \n",
" 0.66 \n",
" -9.57 \n",
" <0.005 \n",
" 69.69 \n",
" \n",
" \n",
" PaymentMethod_Credit card (automatic) \n",
" -0.11 \n",
" 0.90 \n",
" 0.09 \n",
" -0.29 \n",
" 0.07 \n",
" 0.75 \n",
" 1.07 \n",
" -1.18 \n",
" 0.24 \n",
" 2.06 \n",
" \n",
" \n",
" PaymentMethod_Electronic check \n",
" 0.56 \n",
" 1.76 \n",
" 0.07 \n",
" 0.42 \n",
" 0.70 \n",
" 1.53 \n",
" 2.02 \n",
" 7.88 \n",
" <0.005 \n",
" 48.06 \n",
" \n",
" \n",
" PaymentMethod_Mailed check \n",
" 0.51 \n",
" 1.66 \n",
" 0.09 \n",
" 0.33 \n",
" 0.68 \n",
" 1.39 \n",
" 1.98 \n",
" 5.65 \n",
" <0.005 \n",
" 25.85 \n",
" \n",
" \n",
" SeniorCitizen_1 \n",
" -0.06 \n",
" 0.94 \n",
" 0.06 \n",
" -0.17 \n",
" 0.05 \n",
" 0.84 \n",
" 1.06 \n",
" -1.00 \n",
" 0.32 \n",
" 1.67 \n",
" \n",
" \n",
" TechSupport_Yes \n",
" -0.40 \n",
" 0.67 \n",
" 0.13 \n",
" -0.66 \n",
" -0.14 \n",
" 0.52 \n",
" 0.87 \n",
" -2.99 \n",
" <0.005 \n",
" 8.49 \n",
" \n",
" \n",
" gender_Male \n",
" -0.09 \n",
" 0.91 \n",
" 0.05 \n",
" -0.18 \n",
" -0.00 \n",
" 0.83 \n",
" 1.00 \n",
" -1.98 \n",
" 0.05 \n",
" 4.40 \n",
" \n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" Concordance \n",
" 0.83 \n",
" \n",
" \n",
" Log-likelihood ratio test \n",
" 2614.83 on 16 df \n",
" \n",
" \n",
" -log2(p) \n",
" inf \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cph.print_summary()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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p/E7alwLgvTu5jykdnqV3SjWsU2X/umXtSq8fqtK+2nkGUqnGMzt5rmMLxywC1pRU3jO6N6LK9u4+875SCiXLe3vX6jyVlO75rs6+372s527SH3DWB27KfxQyMzMzMzMz63cORAePTfLr5RX2dTT8+WrSMOrD8qI0HwUuiYiX+7i+creTwquP9eM1SsN7u9xrNM8HeTOwAWnF8d91csjt+XV0f9bVibvya1P5jrwQU6m2+WXtd8xzUpZb5jw1cCfwDt17rreTwv3du9C2t+9BR898DaCR9IeFB3p4/moeJIWHH8+LdvVU6XP7qd6XtLSI+AdwH/CxPMdnv9WTpw35PGmxtZskfbQ7x5uZmZmZWddNnTqVqVOn1roMs0HBgejgsTC/NhU3StqNtFJ6RXk15vOBDwIX5M3n9X15yzgzv06vFOxIWk3S9uXbu+llUg+/Dbt53JGkeVT3i4hqPQRLZgOPAl+UtEelBpJ2yPMqlpSmAOhuXdX8GngJOLDCM5tImtv196UFmvICNb/L279UVuve9M38ob2Spym4GNha0jcrBbeSPiJpeGHTD/Pr9yQt09OwbFtv34OfkeaXPVbSJmX7TiUN5f5ZhQWVeiXP4XkOaX7g8/Kq8v8kaRVJH+jCqc4lDXX/Zl5xfikdrereRd8nzQN8QQ6Iy8+/pqTiPJ0/Ja14/wVJO3Wnnoi4jDS9xfuBuf38RxYzMzMzs7o1fPhwhg8f3nlDq6nSqvGd/dTTivD9wXOIDh7nAIcBl0q6jLTI0Rak3nKXAJ/r4NgZpBWu1wfujYjb+rlWIuIGSScDpwMPS7qWtOr56sBGpFDuFrrW26/aNf4h6Q5gdF7F+yFSz8ArI+KeDo57kA5WQC9r+5ak/UjTElwj6Q+kVc9fAz5Mmv9yY9IQ6tfyYTeSej+eLmkLUnBLRJxGD+T7PBy4lBQIXUrq9TsK+CRpHsyjyg77InAbMC33DL6b1Mt4X+Aq4NM9qaXMPpIaquxb2IUFl75EWpTqf0krtt9Cmvd0PdKCPNsAB5I+N0TEbyWdBnwDeEDSr0kL/nwI2JHUC7E5n/svpPkqPy/pLdIK6gFc1JVpGiJioaSJwI+A+ZIuIa3uPoa0wNCDpAXO+sMUYDvSe/SQpKuBv5M+b58ETqTjhcCIiPslHUP648ddkmYDD5Om3diGFE6O7eAUHYqICySNAo4BHs1zFT8BrEUK4ncCLgSOzu1flDQeuAy4UdJ1wD2kYPnj+d6q/l9eEXFlDvOvAFol7RIR5YtZmZmZmZmZDQrNzc00NTXR0NDQ5+eu5arx/Xlfg40D0UEiIu6RNBY4DdiT9N7cDexHGmJbNRCNiOdzILkP1RdT6nMR8W1JtwLHkQKrvUnzDz5N6rXarVWjq/gvUm/U3UnhmUiLsFQNRLsrP/stSfO47kUKpt8hLaxzF2lhmRcL7R+QdCjwVVJg9J68q0eBaD7nbEmfAL4O7EZa9Oc5UuB1avmK5BHxcO5NegawC6ln8T2kz8AH6JtAdO/8U8lcOg/tXpE0htRjdzzwWdKzep4U3n2ZsikNIuKbkm4jfab2AlYDXiCt7D6z0O5tSfuS7v8A4F9Jn41bSOFopyLiHEmPkN7HzwL/Qgpgvwt8q8riSb2WF//anRQmHkKaR1OkP4JcQRcXGIqI6ZL+TKq/ifTev0j6HMzogzq/mIPNo0mfsTVIPZmfID2jn5W1v0bS1qQgeWdSuPsyKVw+vQvXuz730r6KFKruFhF/7O19mJmZmZlZMmNG+n8TJkyoOgjVuqi5ubnPz9nTleL7aoV56J/7GqzU+YhiG+wkrQA8QupJt25EvFLjkszMakLSvJEjR46cN29erUsxMzMzMxtUxo8fD8CsWX3Rd8msNkaNGsX8+fPnR8So3pzHc4gODfuThqPOdBhqZmZmZmZmZmZWnYfML8fyHJ5rkYYkv0oXhqWamZmZmZmZmZnVMweiy7fTSStl3w+cWFqF3KwoLx60zErhFbRGRGs/l2NmZmZmZmZmVlMORJdjEaFa12DLhYnARl1s29qPdZiZmZmZmZmZ1ZwDUbMhLiIaal2DmZmZmZmZmdlg4UDUzMzMzMzMzGyIGz58eK1LMBs0HIiamZmZmZmZmQ1xU6dOrXUJZoPGCrUuwMzMzMzMzMzMzGygOBA1MzMzMzMzMzOzuuFA1MzMzMzMzMxsiBs/fjzjx4+vdRlmg4IDUTMzMzMzMzMzM6sbDkTNzMzMzMzMzMysbjgQNTMzMzMzMzMzs7rhQNTMzMzMzMzMzMzqhgNRMzMzMzMzMzMzqxsORM3MzMzMzMzMzKxurFTrAszMzMzMzMzMrH9NmDCh1iWYDRoORM3MzMzMzMzMhrhx48bVugSzQcND5s3MzMzMzMzMzKxuOBA1MzMzMzMzMxvi5syZw5w5c2pdhtmg4CHzZmZmZmZmZmZD3IwZMwAPnTcD9xA1MzMzMzMzMzOzOuJA1MzMzMzMzMzMzOqGh8ybmZmZmZmZmZn1sYkTJ9LW1tbt4xobG5k2bVo/VGQlDkTNhihJLcChwPCIWFiD6zcDFwKHRUTLQF+/pyQFMDcimgrbJgOnAGMjorWfrttMPz2vgai/O5bXz4aZmZmZmS2/WlpaWLhwIQ0NDTQ3Nw/INdva2pg7d+6AXKsnavFMBgsHonUgBzxF7wAvA/cAMyJi1sBXtfyQ1AAsAH4aEc0d7Ad4FVg3Iv5eoZ2AR4CN86ZehVODLeTqa4VAF+DUiPifKu0OBVryr0sFmWZmZmZmZmaQwr+5c+cyZsyYAQ//hg0bRmNjY6ft2traaG9vH4CKklo+k1pzIFpfpuTXlYHNgb2BsZK2jogTalfWkLEEWA04EDi/wv6dSWHoEvzd644lwGGSpkTE2xX2H0HfPtMRwGt9dC4zMzMzMzOrc42NjbS2tnbarqmpaVD3KB1KHMrUkYiYXPxd0s7A74CJks6qxbDqIWYesBEpoKsUiB4BLAbmAJ8awLqWd1cD+wC7A9cUd0gaAXwCuALYty8uFhEP9sV5zMzMzMzMBpNZszw41KzEq8zXsYi4AXgQELBNabukZkmXS3pM0uuSXpF0q6SDy88h6TZJ7+Rh48uQ9BVJIemrhW0L88/qks6U9GS+TpukfXKblSRNkvSwpDckPSrpS9XuRdJukq6V9KKkxbn9dyWtUaFt6fqr5TZP5GMekXRSHtpeajuZd4fDH5rvpfTTXHbqJaR5EbeWtGXZNd9PCvUuB17q4D42kHR2fvaLJf1N0pWStilrt5A0XB7gxmJdVc57lKR787N8XtL5koZVaTsqv/8v5Boel3SOpHWrtN9E0qWSXpb0qqQ/SNqz2j32wMXA66RAuVxp24wqtQ2TdKKkOZKekvSmpL/mZ7pDlWNCUmtXi5O0uaSW/Dl+Mz/fWZI2q9K+z56XpBUlHZ2/n+35e/SIpBmSNq1yzP6S7pT0mqSXJP1C0vpV2q4l6XRJD+Rzt0u6QdInO6jpc7nNS/nztlDSzyVt3YX7WVPSTfnflK91/UmYmZmZmZmZdZ17iFop/CsGaecC9wE3Ac8CawN7ABdJ2iwivlnWdntSMDWpwvmPJPWKbCnbvjKpd+pawGxgFdJQ88tz2HIMsB1wXT7+AOCHkv4aEb9c6gakU4DJpKDxauAF4OPAV4E9JO0QEa9UuP71wHr5GktIgeUZwHt4d3qBVmAN4HjgbuDXhXNUWipuBnByfh7FAPfQfI/TgQkVjkPSSOC3+ZlcD/wKKAWpt0jaNyKuzc2n5e1jgJ8CCyudM/sOsBtwVT7/2FzfJsC4shr2IoW2Ai4DHgdGAV8A9pa0Y0QsKLTfFLiN9Bm5Lj+TTUjP6boOauqORcClwHhJ60TEc/naqwKHAHOBh6ocOwKYSvosX0OaO3dD4DPApyR9OiJ+09PCJO1Oep9WJj3fR4ANgP2APSWNjYj5hfZ99rwkrUL6vO8KPAnMAl4BGki9ZW8BHi477BjSvV9Jem7bAZ8DtpTUGBGLC+ffiPT5bwBuBn5DmhJiL+A3ko6KiOmF9iL9QeBQ4MX8XP6an8dY4C/Anzq4nw3zNTYBDomIn3Vy//Oq7Nq8o+PMzMzMzKy+tbW10dTUNGDX6ulxA1FjT+sbChyI1jFJuwCbkcLQPxZ2bRERj5a1XYUU2Jws6byIeDrvugT4PnC4pFMiYknhmCbgo8CsiHix7PLrAfOBplIII+kiUnB1KfBormNR3vd9Um/Wk4F/BqKSxpLC0NuAPUrt875mUkAzBfhyhevfDewaEa/n9lNIwdqXJX0rIt6KiNbcG/N4oK182oFyEfGYpDnAQZJOLJ2bFII+nM+3TCAqaaX8LFcnLZI0t7BvPdL78xNJDRGxOCKmKfV+HQO0dLKo0vbAv0fEE4VrzSHNH7ttRNyZt69OCldXIr0vNxdqOIkUFv8YKPYO/BEp3JsYET8otN+bpcPj3ppOCj8PA07P2/bN155e7SDgAWC98s+fpA2AO4EzSSFct0laE/g5ab7RnSLi/sK+LYDbSQH5yMJhffm8JpPC0KuAA8rCzFWB91U4Zndgm4i4t9B2FumPEXuTPoMlPyVNAXFgRPyi0H4NUlB6lqQrI+L5vOsIUhj6R9L3qr1wzIrAB6vdiFKP6utIgeseEfH7zm7ezMzMzMy6Z9Kk1Idp6tSpNa6kttrb2wf9PJ3LQ43LOweidURp+Dek3mybkXoYCjgzIh4vtSsPQ/O2NyX9iNSjcGdgZt7+hqQLSb0x9yb1Liw5Kr/+uEpJE4shTkTcLGkBMBw4qRhu5qDxVmBHSSsWFtc5Lr8eUWyfj2mRdDxwEMsGogDHFQJLIuIFSbNJwdtmwJ+r1N2Z6aRndAAwU9JoUq+1kzo4Zk/gI8D/FcPQXNczkr5D6hW6M3BtheM78r+lMDSfb0l+z0YD25KCQUjv31rAz4thaPY94GhgV0kbRsQTOVTclTSlwNllNc+WNJcU2PZaRNwi6UFggqQzIiJIAdzLpM/cBlWOq7g8X0Q8Jeky4NjS/fSgrENIvYe/VAxD8/n/LGk6aX7ef4uI+/vyeeWA8RjSVAJHF79H+XyLSb0zy51VDEOz6aRAdFtyIJoDyjHAZcUwNJ97Ue6V/Wvgs8A5edex+fWo8ueev6/PVrmXXUnv4d9JwfLd1e677JyjqpxvHkuH0GZmZmZmBixYsKDzRnWgqyu+94Werho/UDUO9Kr2g4kD0fpSmnMySMOQbwZ+Uj40NQ9dPYkUvm0IvLfsPOXzDZ4LfIUUgF6ez/F+Ug++ByLipgq1LKoUvALPkALRSsNhnyZ9ZtfJ/w2wA/AWcICkAyocswrwAUlrR8TfCtvbI+KRCu2fzK9rVtjXVVeQhgwfQQqOj8w1tnRwTGk+y40KwXVRaT7IEXQ/EK00TLnSfZZCpDnljXOIehNp+PRWwBP5FeCWKqu/t9JHgWg2nRTMjpP0OGkY9g9zKF/1IEmfIPXw3YHUS3GVsibrk+6nu0rv2ZZV3rOP5tcRwP307fPaHBgG3BERz3TxGOj6Z6F0b8Oq3NsH8usIAEmrAVsAz0fEXd2oZ39Sj+OHgU/1MJg2MzMzMzPrsq6u+N4Xerpq/EDVWM+r2jsQrSMRUT01yiRtTOoxuCYpMP0t0A68TQrDDgVWLTvvY5KuB3aT9JEcdJbaVesdWu1PEEvyOSvtLw3HX7mwbW3S5/iUZZsvZXWgGIguqtKudI0VOzlfVbk37UzgBKWFe/YHroyIFzo4bO38WinULVq9ByVVutdK91laZKliT77C9tJCVaX2z1doC/Bcl6rrupnAt0jTDzxO6t3c0XB5JO1Lmgv1DdKctY8CrwLvAE2kAHLVasd3ovSeVVrsqaj0nvXl8yq9B0932GpZXf0slO5t1/xTTeneelrPDqTv8x28G8yamZmZmZmZ9SsHolbuBFIYclhEtBR3SDqQFHRWci5pfsIjSPN8HkkKoWb2W6VJO7BCRKzVz9fprumkZ3kJaZGm8ztpXwqA946IK/uzsC7UsE6V/euWtSu9fqhK+2rn6ZGIeFHSFaSex68At0VEZ9ManAq8CWwdEQ8Ud0j6Mb3rwVq6/y0j4p5utO+L51UKNiuuDt8HSrUeHxFn9WM9Xyct2HYYaV1CqH9BAAAgAElEQVSm/46Id7p5DjMzMzMzM7NucSBq5TbJr5dX2NdReHQ1adjxYXlRoY8CMyPi5T6ur9ztpNW8PxYR9/XTNUrDm7vcazQiHpR0M2mezoWk3okduT2/jiatAN4vdXWiNNS5CfhJcUdeiGl0/nV+WfvyeV1LmvqorqLpwOdJQ7Y7mpO1ZBPgvgph6ArAjr2s5XbSHJqjga4Eon35vB4khZAfl7ReN4fNd0Xx89hpIBoRr0r6M7CFpK26MWx+MakH9cVAM7CqpEOKi7OZmZmZmZkt77q6anw9r/o+0ByIWrmF+bWJtHo1AJJ2Iw1Vrigi3pF0PnAacEHefF7/lLiUM0kLEk2XtH95MJTnNvz3iLi94tFd8zJp3tUNu3nckaS5Hh/PiwB1ZDZpOPcXJd0YEcvME5qH398dEa/lTaUpALpbVzW/Bl4CDpT0o7JnNpE0t+vvS/M85oWJfkcaUv0loHzV9L6cP7TkRtLiTysA13eh/UJg02JoqDTh6GTg33pZy4XAJOAUSX+MiDuLO3PoulNEtELfPq+IeFvSOaQeludJKl9lfhVgWERUWlipK+f/Uw7095N0eERcUN5G0r+T5gwtTQVxFqkn9I8lla8yvwLwoYhYZjqGiHgr9z5fDBxMCkU/HxFv9aR2MzMzMzOzSpqbm2lqaqKhoWHArz1YV42v5TOpNQeiVu4c0vDVS/Mq3M+QFkvZnTT8+3MdHDsD+B/SsNl7I+K2fq6ViLhB0snA6cDDkq4lreK9OrARKWS6hVR/T6/xD0l3AKMlXQw8ROqdeWVHQ6Uj4kFST76uXOMtSfuRQr5rJP0BaANeAz4MbANsTBq2XgpEbyTNhXm6pC1IwS0RcVr37/Kf93k4cCkwV9KlpF6/o0gL3zxHWjir6IvAbcA0SZ8E7ib1ytyXFKh/uie1dFBj0PUetJAC8/OAuyRdTlrc6hOkMLRX9UXE3yTtT1pE63ZJNwD3kcLzD5Pmx1ybNGVCSV8+rynAdvmYhyRdTVqp/cOk9+tEOl7IqzPjSQts/UTScaR5PhcBGwAfJ/27sANQCkRnkHqU/hfpuzibtNL9esA40h9KJle6UA54DyVNszEB+FX+A8fiSu3NzMzMzKz7xo0bV+sSaqq5uXnAr9nTleIHYoV5qM0zGSwciNpSIuIeSWNJPT33JH1G7gb2I4UhVQPRiHg+B5L7UH0xpT4XEd+WdCtwHGkY9N6kORCfJvVYm9UHl/kvUri2O3AgaUGfp+jaUOkuyc9+S9Lco3uRgul3SIsZ3UVaOOrFQvsHcoj0VeAY3g3eehSI5nPOzquyfx3YjbQQ0HOkUPHU8h64EfGwpO2BM4BdSD2L7yF9Bj5AHwei3RURP5a0mNTD9VDgddJiYYeRhrv3qr4cyH+c9B7sRgoE3yT9IWEOZVNP9OXzyot37Q4cDRxCuj/la19B+kNAb+7tKUmjgGNJz+og0vQMzwH3Az8E7i20D+CQvMDakcB/khasepb0zDsMsnMv89Lcw18CrpS0T0S83pv7MDMzMzOzZMKEqoM+rZ9Mmzat1iVYFep8JK9Z1+RhsY+QFo1ZNyJeqXFJZlZnJM0bOXLkyHnz5tW6FDMzMzMzM+tjo0aNYv78+fMjYlRvzrNCXxVkRlocZThpMSWHoWZmZmZmZmaDxIIFC1iwYEGtyzAbFDxk3notz+G5FmmY7Kuk+TzNzMzMzMzMbJCYNGkSALNm9cWscmbLNwei1hdOJy1Wcz9wYmkVcrMiSROBNbrQtLW0MruZmZmZmZmZWV9zIGq9FhGqdQ22XJgIbNTFtq39WIeZmZmZmZmZ1TEHomY2ICKiodY1mJmZmZmZmZl5USUzMzMzMzMzMzOrGw5EzczMzMzMzMzMrG44EDUzMzMzMzMzM7O64TlEzczMzMzMzMyGuKlTp9a6BLNBw4GomZmZmZmZmdkQN3z48FqXYDZoeMi8mZmZmZmZmZmZ1Q0HomZmZmZmZmZmQ9yMGTOYMWNGrcswGxQciJqZmZmZmZmZDXFz5sxhzpw5tS7DbFBwIGpmZmZmZmZmZmZ1w4GomZmZmZmZmZmZ1Q0HomZmZmZmZmZmZlY3HIiamZmZmZmZmZlZ3XAgamZmZmZmZmZmZnVjpVoXYGZmZmZmZmZm/Wv48OG1LsFs0HAgamZmZmZmZmY2xE2dOrXWJZgNGh4yb2ZmZmZmZmZmZnXDgaiZmZmZmZmZmZnVDQeiZmZmZmZmZmZD3Pjx4xk/fnytyzAbFDyHqJn1G0lNwI3AlIiYXNtq+oakhQAR0VDY1gxcCBwWES09aWtmZmZmZjYUTZw4kba2tm4f19jYyLRp0/qhIjMHomY1IynKNr0DvAzcA8yIiFkDX1X9kDQZOKVscwB/B+4DLgZ+HBFLBri0mpG0EnArsC2wX0RcUaXdvsCvgDuBT9TTMzIzMzMzq0ctLS0sXLiQhoYGmpubu3VsW1sbc+fO7Z/CKuhNrVY/HIia1d6U/LoysDmwNzBW0tYRcULtyqobc4HW/N8rAR8GPgOcDfwHcFBZ+517eb0rgNuBZ3t5nj4XEUskHQzcBUyXdHtELFWnpHWA84FXgYMchpqZmZmZDX0tLS3MnTuXMWPG9DhkHDZsGI2NjZ22a2tro729vUfXgL6p1YY+B6JmNVY+lFzSzsDvgImSzoqIhbWoq460VngPNgTuB8ZLmlR8DyLi0d5cLCLagZ7/r3s/i4iHJZ0A/Bi4UNKnIqLYm/kC4P3AkRHxSE2KNDMzMzOz5U5jYyOtra2dtmtqahrQHqVWn7yoktkgExE3AA8CArYpbZfULOlySY9Jel3SK5JuzT36liGpVVJIWlXSaZIWSFos6VFJp0hapcpxm0tqkfSkpDclPS9plqTNKrRtydfYWNKxku7JtbV2dp+S1pJ0uqQH8jHtkm6Q9MkKbVeRdJyk+ZJelvSapIWSZkvapaztaElXSXoq3+9zkm6XVD48vqqIeAL4S/71A2XnX1iaG7Qn8vsYeS7RZc4raTVJ35X0RK7/EUknSVKFc0nS8ZLul/SGpKclnS1pWG/qjIjzgSuB3YBjC9c7BvgUMDsipleoZwtJF+Vn/6akZ/PvH6nQdl1JZ0p6KL+fi/Jn4YIcSJuZmZmZmZn1C/cQNRucSuFXsWfeuaS5LW8iDbdeG9gDuEjSZhHxzSrnuoQUrF4GvEUakj8Z2FrSZ4q9/yTtTpobcmXgKuARYANgP2BPSWMjYn6Fa/wAGA1cA1wLvN3hzUkbkYapNwA3A78BVgP2An4j6aiywK0FOBD4MzATeB1YD9gR2B34faH+a4BXSIHe08BawAjgGN6dnqBDkj4MbEaaT/QvnTTvSysD15Pu7TpgCbAPcAbwHpat/0fAF4BnSMPY3yQN9982n+utXtQyAbgX+Lak3+davgs8DxxR3ljSZ0ifNZE+O48BGwL/CewlaXRE/Dm3/VfStAEfBn4LzAZWBDYifdZmAU/0onYzMzMzMzOzqhyImg0yucfjZqQw9I+FXVuUD9fOvTyvA06WdF5EPF3hlCOAj0XEy/mYSaSV3/cCDgYuytvXBH4OvAbsFBH3F66zBSnAmgGMrHCNkcBWEbGgi7f5U1L4dWBE/KJwnTVIQelZkq6MiOclDQM+D8wDtouIpcJWSWsXfj2C1PO9KSLuLmv3/iq1NCktsATp38T1SaHiYuCIiHili/fUF9YD7gZ2jYjXASRNAR4CvizpWxHxVt4+mhSGPkR6Lovy9q+TAuL1gMd7WkhE/FXS4aSA+WJSuPovwP4R8ddiW0kfBH5GmgpgdEQ8VNi3FfAHYDqwQ968OyksPSMivlZ2rlVJYW6HJM2rsmvzzu/OzMzMzKz+TJgwodfnaGtro6mpqdvHDNS1enM9qy8ORM1qrBDGrUwKQvch9bI7MyL+GWhVmrsyIt6U9CNgHGmxn5kVLnFqKQzNx7wh6WukUPRwciAKHAKsAXypGIbmY/4saTppXtN/K98PfKerYaikLYExwGXFMDRfZ1Ee2v5r4LPAOaRgWKSA8p0Kz+BvFS7zeoV2L1YpaUz+KVpCCn/v7PBm+sdxpTAUICJekDSb9P5sRuolC3Bofp1aCkNz+zfz+3tLbwuJiGslnUsKXgHOiYjrKjQ9DPhX4MvFMDSf4y5JLcDRkjaOiMcKuyu9T4tJ77WZmZmZmfWhcePG9foc7e3tAza/50Bey+qPA1Gz2ivNbRnAItIQ8p9ExM+KjfK8iieRgs8NgfeWnWf9Kuev9L8gt5CGtW9V2FbqvbdlIaQt+mh+HUFacKioO8Fh6TrDqlynNGfnCICIeEXSVcCngTZJl5Oe0R0R8VrZsReThlzfIemXpND31oh4qoN6ppQWVZK0ArAuKZT+HrCPpG0j4slu3F9vtFdZqKh0/TUL20rvXaXg83ZSqNsXvsK7gehXq7Qpvaej8nQD5TbOryNIQ+lvIA29P0XSdqRezrcCd0fEMqF3JRExqtL23HO0Ui9mMzMzMzPrpa6uFF/U01Xje3Kt3lzP6osDUbMai4hlFsspJ2ljUui4JikM/C1pePLbpHk4DwVWrXL48xWuuUTSi8AHC5tLQ8+XmR+yzOoVtj3XyTFFpevsmn+6cp3PkcLg8bw7j+Ybki4DvhoRzwNExK8k7UUK8Q4HjoJ/hmRfi4jfdVRYDuOeBn4kaV1gEvCN0nkGwKIq20vh5oqFbcPya6X3921JlXrOdltEvF5az6nYc7VM6T39QpX9Javn87yUg9AppKkb9sj7X5B0NvCt8qkRzMzMzMysd+bMmQP0rqdoV1eKL+rpqvE9uVZvrmf1xYGo2fLhBFLodFhEtBR3SDqQd4dPV/IhyhaokbQS8H7S4kMlpT+hbRkR93Szvui8yTLXOT4izurSyVMQNxmYnHsg7gQ0k+ZAbSAt6FRqew1wjaTVgO1IgdsXgKslbVVhuH81d+TXbbvYfqCV3rsPkXpd/pOkFUmfl0pzyvaH0nu6WfmQ+WrydBDNuVfux0g9n78I/C9paoSp/VGomZmZmVm9mjFjBtA3Q+fNlncr1LoAM+uSTfLr5RX2lc9/2ZX9O5J6G95V2HZ7fh29bPM+1avrRMSTEXExsBvwCLBj2cJKpXavRsSciDgB+BawCvCpblyqNDx9sP47WXrvdqywb3sG9g9ePX5PI+KdiLg3Iqbxbk/RffqsMjMzMzMzM7My7iFqtnxYmF+bgKtKGyXtBnS2VOA3JV1dWGX+PcDped+FhXYXkoaInyLpjxGx1LyguSffThHR2sN7ACAi/iTpZmA/SYdHxAXlbST9O/B8XlDoA8A6EXFvWbPVSEOwlwBv5uN2Av4QEeXzZ34ov5bPOVpRXun8mPxra1eOqYGZpGkBJkmaHRHtAJJWIQXAA2k68P+A0yTdFRHziztzj9XRpc9Ofn+fK1+tnm6+T2ZmZmZmtvzo6qrxXiXeBoIDUbPlwzmklbwvzfNmPgNsAewOXEKaY7OaB4D78nFvAXsDHwGu4d0V5omIv0naH7gCuF3SDcB9pOHwHyYtnLM28J4+uJ/xwBzgJ5KOIw1PXwRsAHw839sOwAukxaLuknQvcA9pgaH3kYbCrwOcFRF/z+c9C1hf0q2kEPlNYBQwDngcWGpV+6ypsLiTSIsqfSrX8hiDdOh2RMyVdD5wJOn9vZz0/n6aNIT9GdLQ84Go5XlJnwMuBf4o6fe8u/DWhsB/kBYBWyNv2xP4X0l/AB4G/kr6jO1Dmhf3/waibjMzMzMz65rm5maamppoaGjo8TkGatX4vqjVhj4HombLgYi4R9JY4DRSmLQScDdpRfVFdByI/ifwTeAgYD3SvJKTgTMiYqm5PyPiBkkfJ60mvhtpCPSbpHBtDpWH7Pfkfp6SNAo4Fvhsrm1F0uJM9wM/BEo9QhcCp5B6x44lzX36EvAX4GSWDjm/BewLbA3sQgoEn8jbp5V6yZYZw9LTCrxGGor/U+D/IqLaQkeDwReAB0mLPh0N/I0UaH8deAp4dKAKiYjrJG1J+uzsSnqmi0mfneuBywrNryaF2aNJ79fqwLPAtcD3ynsnm5mZmZlZbTU3N/f42J6sFN+b43pTq9UPleUhZjZESGoFxnRlFXsbWiRtCjwE/CIiDqx1PQNJ0ryRI0eOnDdvXq1LMTMzMzMbVMaPHw/ArFmzalyJWc+NGjWK+fPnz4+IUb05z2BdLMTMzDohaZ08t2tx278A0/KvVwx8VWZmZmZmZmaDm4fMm5ktvyYCB+bewM+ShqHvTJr/9DrSnJ5mZmZmZmbuGWpW4EDUzGz59TtgS+CTwFrAEtJQ+bNIc6YGgKRG0oJFnYqIyf1SqZmZmZmZmdkg4UDUbIiKiKZa12D9KyJuAG7oQtNG0sJUXTG5xwWZmZmZmZmZLQc8h6iZ2RAXES0Roa781LpWMzMzMzPrH5MmTWLSpEm1LsNsUHAPUTMzMzMzMzOzIW7BggW1LsFs0HAPUTMzMzMzMzMzM6sbDkTNzMzMzMzMzMysbjgQNTMzMzMzMzMzs7rhQNTMzMzMzMzMzMzqhgNRMzMzMzMzMzMzqxteZd7MzMzMzMzMbIgbN25crUswGzQciJqZmZmZmZmZDXETJkyodQlmg4aHzJuZmZmZmZmZmVndcCBqZmZmZmZmZjbELViwgAULFtS6DLNBwUPmzczMzMzMzMyGuEmTJgEwa9asGldiVnvuIWpmZmZmZmZmZmZ1w4GomZmZmZmZmZmZ1Q0HomZmZmZmZmZmZlY3HIiamZmZmZmZmZlZ3XAgamZmZmZmZmZmZnXDgaiZmZmZmZmZmZnVjZVqXYCZmZmZmZmZmfWvqVOn1roEs0HDgaiZmZmZmZmZ2RA3fPjwWpdgNmg4EDWzIU3SQoCIaOhi+wZgAfDTiGjup7I6un4rMCYiNNDXNjMzMzOz5dvEiRNpa2vr9nGNjY1MmzatHyoyG5wciJpZRZIi/2cAm0bEo1Xa3Qg05V8Pi4iW/q9uqeu3MogDREmrAUcAnwG2ANYAXgMeAn4H/CQiHqtdhWZmZmZmtjxraWlh4cKFNDQ00NbWxty5c7t9jueee47JkyfT0NBAc3Nz3xdpNsg4EDWzjiwh/Tvx38DXy3dK2pQUhpbaWYGk7YHLgPWBp4BrgWeA1YCtgJOAEyVtHxHza1aomZmZmZktt1paWpg7dy5jxoz557Zhw4bR2NjY6bFtbW20t7fz3HPPMWXKFMaMGeNA1OqCAwwz68jzwLPAYZL+JyKWlO2fkF+vAvYd0MoGOUmbA9cDqwMnA98rf36ShgPfBt438BWamZmZmdlQ1djYSGtra6ftmpqaetSj1Gx5t0KtCzCzQW86sA6wV3GjpJWBZuAPwP3VDpa0qaSZkp6W9KakZ/Lvm1ZoO1lSSGqStL+kOyW9JuklSb+QtH6hbUMe1j8m/x6Fn9YK515N0nclPSFpsaRHJJ0kqdOh9pJ+ns87psr+z+b9Zxc2/5AUdH47Ir5dIUwmIhZExH8Ct1U450qSvi7p4Vzvk5K+LWmVCm33kfQzSQ9JejX/zJN0nKRl/p2X1JLr3VjSsZLukfR68blJWjW/H4/l6y+QdFreXu0ZryTpGEm3S3olv3d3SfpSlTo+I+kGSc/mazwjaa6kYyo9ZzMzMzMzM7O+4B6iZtaZnwPfJ/UG/XVh+2eAD5KGfW9S6UBJ2wC/B/4VuJIUnG4OHAzsLWmXiPhjhUOPyee/EpgLbAd8DthSUmNELAYWAVNIoexG+b9LFpadb2VSb831gOtIQ/z3Ac4A3lN2bCXnAp8Hjsz1lDsqv56X73s4sAvwBvCdTs5Nvp9ys4DRud5XgD2A/0d65oeVtT0DeAe4A3gaGAaMA34AbAP8V5VL/yBf4xrScP63c/0CLgf2BB4GziY9w2bgY5VOlAPyq4DdgL/k+t8AxpLC4e2KdUg6Evgx8Fw+7sV8bx/P93dOlZrNzMzMzMzMesWBqJl1KCL+LukXQLOkDSLiqbzrCFJQdwmV5xcVMJPUS/LgiLi4sO9zwC+AiyT9W0S8U3b47sA2EXFv4ZhZwIHA3sAlEbEImCypCdgoIiZ3cBvrAXcDu0bE6/l8U0gLG31Z0rci4q0OnsFNku4DPivpuIj4W6GujUnh5x8i4s958475dV6usyc+AnwsIl7K15mU7+EQSV+LiOcKbfcsX/Qq98i8MLc/OyLuqHCNkcBWEbGgbPvBpDD0ZmCXiHgzn/N/gNur1DuJFIaeDUyMiFK4uiJwPnC4pMsiYnZufxTwJrBlRLxQVvv7q1yj2GZelV2bd3asmZmZmdlQ1JPV5Uv+8Y9/9GElZoOfh8ybWVdMB1YEDgeQtBGwK3BxRLxW5Zj/IIVTtxXDUICI+CVwC7AZ74aHRWcVw9BCDQDb9ugO4LhSGJpreAGYTepNuVkXjj8XWJXUS7LoCECk3o4l6+bXp+i5k0phKEBEvApcTPp3e+tiw/IwNG97h9QDFFJQWcl3KoShAIfm12+UwtB8zkXAqeWNc/h6LKm355dLYWg+5m3gK0AAB5UdugRYJoiOiBer1GtmZmZmZlW0t7fT3t7eo2PffvvtzhuZDSHuIWpmnYqIOyTdS+rldxpp+PwKvBtSVjIyv86psn8OKQzdCripbN+fKrR/Mr+u2aWil9YeEY/08pwzSUPTjwS+B0vNo/oyqadsX+ryM5C0NnAiaVj9xqRV7IvWp7I7q2zfijQE/w8V9t1SYdtHgbVIw+u/UWVa1teBEYXfLyY9x/tzD+S5wK0R8dcqNS0lIkZV2p57jo6stM/MzMzMbCgbNmwYQI9C0RVXXNGhqNUVB6Jm1lXTgbOAT5HmeJwXEXd10H5Yfn22yv7S9jUq7Ks0zLy0KNGKndRZSbVh610+Z5464GfA0ZLGRsSNpHlO1wGmRcQbheale6sWRHaqylD7ZeqVtAbwR2A4KeCcCbyU264BHE/q2VrJc1W2DwNeqrQQFPB8hW1r59dNgVOqnBNg9dJ/RMT3Jb1Imi/2OGAiEJLmAidGRKVA2MzMzMzMqmhsbATo0arxq6++eo97l5otjzxk3sy66iJSL7/zSEHf+Z20L/2v6TpV9q9b1m55cG5+ParstfxZlHpRbi1pGP1rAikMnRIR20XEMRHxjTyn6i87OTaqbH8FWEtSpT+afajCttJ7eEVEqIOf4UtdPGJmRGxPClT3BH4C7ARcL+kDndRuZmZmZmZm1iMORM2sS3KPxcuADYBXSavPd6TUe7Spyv6x+XV+L0srLt7TryLiHuBWYF9J25EWU7opIh4oa7cA+D1pBfsTOzuvpGo9OLtik/x6eYV9Y3p4zrtI//vwHxX2VZrz9UFSL9zt8zQC3RIRiyLi2og4AmghDb/fqbvnMTMzMzMzM+sKD5k3s+74BvAr4K8R8fdO2t4K/AXYUdL+EXFZaYek/YHRpFXeK81J2R2lFd83BCotENTXzgU+QQogReoxW8lxpBXZvybpZeAH5UPQJW0IfCefo7WH9SzMr03APxeikrQV8LUennMmMA44TVJxlflhwDfLG0fEEkk/zPvOknRCcQGrfOy6wJoRcX/+fSzQGhHlvVQ/mF+rLdZlZmZmZmadaGtro6mpqUvtzOqRA1Ez67KIeAJ4oottQ9KhwO+AX0qaTepJuBmwD/B34JC8Gnpv3AAcAPxK0rWkYf2PR8RFvTxvNZcCZ5KmDXiRFBAvIyIekLQbqVft/wHHS7oBeIa06NGWpGA1gG/3op6ZpF6o03LI+DBpLs+9cm2f6+E5Pw/sDvxZ0pXAysBnSfOVbkZadKnoVNI9HQ18WtIc4GlSwLkp6V4nAffn9lcA/5D0/9m783i7qvL+45+vOGML4oi1GrQOqK0pcaqiuaCIM2i1lsF6sVDnmurPOkRLLKUOrYpDbYWIUWvqhIrzREyqOAeuIypqghOCE3FAkOH5/bH2KYeTc3PnnJvcz/v1ymvn7r32Xs/eZwg8d631fI6W1A0tSX53YDNthK0kSZKkKYyPjzM2NsayZctYt24d0AorzWQt0Zvf/OasWrWKZcuWLUyQ0iJjQlTSgumq09+dNrL0AcDDaUnE/wFOqKpvzUM3a4Fb0xJ4/0j7XttEW/N03lXV75O8lVYEaF1VXbqDtp9LckfgOFoBpofSKsRfDHyHVmX95G6K/Wzj+XGS+wIvoU1nP5SWeH4KLak444Rol8x+JPB84HHA02mFot4EvI6W0P7VwDmXJTkcOBoYpyVkbwD8lDZy94W0yvI9z+1iPQB4CHAJcB7wHOA/q+qymcYtSZIkLUXj4+P/9/cdjfg855y20tf++++/3bHly5ezZs2a+Q5NWrSy/WxFSdKOJNlIW+PyDlV17ojD2amSHAJ8DHhJVc12Sv6CSbL5gAMOOGDz5s2jDkWSJElaVI488kgA1q9fP+JIpNlbsWIFZ5111llVtWIu17GokiTNQJJ70IoVfXR3ToYmucWQfTeijUSFNuVdkiRJkqRdjlPmJWkakjyZtm7oMbT1M48fbUQL7hVJ7gp8hjbt/ZbAg2kV4F9fVV8YZXCSJEmSJM2WCVFJmp7n0JKC3wMetwQSgu8GbkZb93Vv2hqfXwfe0P2RJEmSJGmXZEJUkqahqpaNOoadqareAbxj1HFIkiRJmh/HHnvsqEOQFg0TopIkSZIkSbu5gw8+eNQhSIuGRZUkSZIkSZIkLRkmRCVJkiRJknZzGzZsYMOGDaMOQ1oUnDIvSZIkSZK0m1u7di3g1HkJHCEqSZIkSZIkaQkxISpJkiRJkiRpyTAhKkmSJEmSJGnJMCEqSZIkSZIkackwISpJkiRJkiRpyTAhKkmSJEmSJGnJuOaoA5AkSZIkSdLCWr9+/ahDkBYNR4hKkiRJkiRJWjJMiEqSJEmSJElaMkyISpIkSZIk7eZWr17N6tWrRx2GtCi4hqgkSZIkSdJubsuWLaMOQVo0HCEqSZIkSZIkackwISpJkuTlvOIAACAASURBVCRJkiRpyTAhKkmSJEmSJGnJMCEqSZIkSZIkacmwqJIkTUOSMeCTwIuqas1oo5EkSZK0FK1atYqJiYkZn7d8+fIFiEbadZkQlQRAkhrY9XvgV8APgLOA04CPVdUVOzu2pS7JOuDxwH5VtXUB+7kmcCZwD+BRVfWeSdo9Eng38AXgPlV1+ULFJEmSJO2q1q1bx9atW1m2bBnj4+Pzcs2JiQk2bdo0q3OPPvroOfe/EPckjYIJUUmDXtRt9wD2Bu4MPA74W+BLSY6qqm+PKjgtnKq6PMnRwNnAKUk+V1Xn97dJcnPgZOC3wFEmQyVJkqTh1q1bx6ZNm1i5cuW8Jw/32muvaY36nJiYYNu2bQAce+yxc+53Ie9J2plMiEq6mmHTwZPcDHgN8BjgE0nuVlUX7uzYtPCq6twkzwReD7wxyYOrqn/08KnAjYG/q6rvjCRISZIkaYlbvnw5GzdunLLd2NjYrEeUSrsziypJmlJVXQD8NbAR+GPg+YNtkuyT5MVJzknyuyTbkpyR5IFD2o4nqW770CSfSfLbJL9M8q4ktxsWR5LrJ3lekomu/W+SfDbJEUPajnV9rEmyPMkHk1yU5OIkm5Lce5I+bpbkDUku6O5jIsnjd/R85nDvByXZmOTXSX7Vxbj/QPuiTZcH2NKdW0m29rW5TZKTk3yn6/8XSb6a5L+S3GhHsQ9TVScD7wMOBZ7e189TgAcDp1fVKUPu7S5J3pLkh0l+n+T87ufbDmm7b5JXJvl295pc1D2/U5PcaqYxS5IkSdqxLVu2sGXLllGHIS0KjhCVNC1VdWWSfwHGgCOS/ENv5GCSW9OSpcuATwEfAfYEHgZ8JMkThyXQgEfREmzv6c5fDvwlcFCSe1fVt3oNk+wNbAD+nLam6am0X+ocCqxPcueqesGQPu4G/CPwWWAtcKuujzOSLB/o48bAZ4DbAJ/u/uwL/BfwsWHPZQ73/jDgMODD3fXvBDwEuHuSO1XVz7p2LwIOB+4KvAq4qNt/Udf/vsAXgT8EPkRb6/W6wH60pQ5eC/x8WOxTOBb4KvDSJJ8ALgf+DbgAOG7Ic3gE8A4gwPuB79Ge9V8BD0ty36r6Wtf2D4DP0ZLrHwNOpy3RcGvae2I98P1ZxCxJkiRpEqtXrwZg/fr1I45EGj0TopJm4tO0xNhNaQnA3q8X30RLZh1RVW/rNe6SmBuBVyd5XzfStN/DgYdX1Qf6znkGcBLwOuD+fW1PoiVDn1NVL+trf13gvcDzk7yrqgZLLj4UOKaq1vWd80RaEvIZwFP62v4rLRl6UlX9Q1/719ISqsPM9t4PBw6tqjP6znkx8FzgCcDLoC1hkGQZLSF60pCiSo8G9gFWVdWr+g8k2RO4cpK4d6iqfprkCcAHgbcClwHXBx5dVT8d6OemwH8D24D79q8xm+TPaUnmU4C/6HY/iJYsfUlVPW/gWtcBrjVVfEk2T3LojlPfnSRJkrTzTExMMDY2Nm/Xmu1555xzDsCcYplt/9JiY0JU0rRV1aVJfg7cDLgJbQr3XYGVwLv6E4Jd+4uSHE9LWP4lLcnZb0N/MrTzWto07YOT3LqqzuumfR8NfKk/Gdr1cUmS59BGih4JDP4LfWZ/MrRzatfPPXo7klwLOAr4NbBmoI8vJXkrV01d750zl3t/W38ytHMyLSF6D2bud4M7quq3s7hO//kfSvKfwJO7Xa+rqg8PaXoM8AfAPwwW3Kqqs5OsA56U5DZV9b0pYr4UuHQucUuSJEmLybZt20a+jmevsBLAhRdaDkIyISppptJte4V2eqP+9kqyZkj7m3Tb/Ycc2+6/CqrqiiSfBm5LGxF6HnB32pTqmqSP3ojCYX18aUgflyW5ALhh3+470kZAfqqqtg2eQxvtObiW6Fzufbu4gB902xsOOTaZ99FGtv5HkkOBjwJnAt8YKIY0W8/iqoTo/5ukTe85rEjyx0OO36bb7k+bSn8Gber98UnuSVs24Ezgy1U1rRGtVbVi2P5u5OgB07mGJEmStDNMtyL8dPRXjZ9pDNe5znUA2H//Yf97srD9S4uNCVFJ09ZNT9+n+7E3bbpXtOeQ7s9kbjBk3+A08p6fdNu9Bvq4e/dnJn1cNGQftKn/e/T93Otrqpj6zeXet4urqi5PwkBcO9SNoL0HbVTrg2hrcAL8IMm/V9Wrp3utSa7/uy4mqmq7EZ2d3nN48iTHe27QXecXXSL0RbS1VB/SHb+wW57gX6vqirnELUmSJC0W060IPx2zrRq/fPlybnGLWwBzW0PUqvXaXZgQlTQTB9K+Ny7oW8uy9+vBZ8wi+XazSfbffODave0rq+qZM+xjunp9TBXTsHNmc+/zpqrOAR6b5Jq0tUYfQFt24FVJfltVb1jgEHrP4Q6DU+YnU1XnAeNJrgHcmbZe7FOBf6ate3riQgQqSZIkSdI1Rh2ApF1Dl7ha3f3Y/yvFz3Xb+87isiuH9LMHLfEKcHa3/QItSTabPqbrm8DFwPIkew05PjZk31zufSZ6oyV3OHK0qi6vqs1V9VLgiG734QsaWTPr51BVV1bVV6vqJK4aKbozYpYkSZIkLVGOEJU0pa6K+GtpScHv09asBP6v4NCngEcleUJVnTrk/D+ljSodXL374CQPGyis9DTa+qGf7EYRUlUXdkWNHpfkhQyZUp3ktsCVVbVlNvfYrSv6VuA42vTz/irzd6MVXBo8Zy73PhM/77a3Ar47cP0VwHeGrHvaG+l68Rz6na5TgH8E/iXJ2VV11kCMe9Cqz2/sfv5T4CeD1erZuTFLkiRJu6zpVq7vrwp/4olOwpJ6TIhKupq+4kDXAPamTWc+ELg2baTmUVX1s4HTjgQ2AG9I8vfA52lrZN4S+DPgLrTCO4NJwfcD70nyHuA7wHLgwcAvgKcMtH0acDvalOrHdYWXLgBuQSvWc3faqMhZJUQ7z6dN3V7VJUE/DewLPBb4EPCIIefM9t5n4gzg2cApSU4Dfg1cVFWvBR4HPLF7Ht8FfklLKD+cVq39pDn0Oy1VdUGSxwLvBL6Y5BPAN7rDtwLuDVyP9n4CeCjwz0k+A5xLW4/2j2kjQ68A/n2hY5YkSZIW2vj4OGNjYyxbtmzerz2byvX77bffnPtdyHuSdiYTopIGHd9tf09LvJ0HvBk4DfjYsCrgVfXDbqTi04G/pI2m3INWiOgbwGuArw7p693AybSp+A8FLuv2PW9wLcqq+lWSlcDf0ZKQfwlcl5YUPZc2ovPjs77r1sfPktyHNgL24cDdgG/RigVtZUhCdA73PpO4PprkWbTRq6toyenzaKN2/we4Di3puIKWePwR8Dbg5VX1tbn0PYMYP5zkrrRK9IfQlkO4FPgxrfL9u/qaf4C2Jut9gUfSii2dT0s6v7yqvrAzYpYkSZIW0vj4+Lxfc7bV6ueryv1C3JM0CqmqUccgaYlJMg68ETimqtaNNhrtTpJsPuCAAw7YvHnzqEORJEmSFpW1a9cCcOyxx444Emn2VqxYwVlnnXVWVa2Yy3UsqiRJkiRJkrSb27BhAxs2bBh1GNKiYEJUkiRJkiRJ0pLhGqKStJtLspxWsGhKVbVmYaORJEmSJGm0TIhK2um6dUPXjTiMpWQ5VxXLmsqaBYxDkiRJkqSRc8q8JO3mqmpdVWU6f0YdqyRJkiRJC82EqCRJkiRJkqQlwynzkiRJkiRJu7n99ttv1CFIi4YJUUmSJEmSpN3ciSeeOOoQpEXDKfOSJEmSJEmSlgwTopIkSZIkSZKWDBOikiRJkiRJu7kjjzySI488ctRhSIuCCVFJkiRJkiRJS4YJUUmSJEmSJElLhglRSZIkSZIkSUuGCVFJkiRJkiRJS4YJUUmSJEmSJElLhglRSZIkSZIkSUvGNUcdgCRJkiRJkhbWscceO+oQpEXDhKgkSZIkSdJu7uCDDx51CNKi4ZR5SZIkSZIkSUuGCVFJkiRJkqTd3IYNG9iwYcOow5AWBafMS5IkSZIk7ebWrl0LOHVeAkeISpIkSZIkSVpCTIhKkiRJkiRJWjKcMi9pt5BkDPgk8KKqWjPaaLaXZBmwBXhTVY3P4LyNwMqqyoIEJkmSJGnRW7VqFRMTEzM+b/ny5Zx00kkLEJG0azMhKmlWkuwBPAE4GvhT4A+AXwI/Ab4AvK+q3je6CBdekjsCTwUOAv4YuB7wM+Bs4N3Af1fVpVNcYx3weGC/qtq6kPGOWpK9geOA5cCfA7cH9gAOqapPjDI2SZIkaSGtW7eOrVu3smzZMsbHx2d8/sTEBJs2bZr/wIaYa6zSrsCEqKQZ65KhHwAeBFwEfBD4IXBt4M7AkcAdgZ2ZEP0CsD8tIbngkvwTcDxt6ZHPAm8CfgPcDBgD1gJPBu7WnfKjLr5tM+zqb4Drzz3iRWEZ8LLu7z+kvVY3G1k0kiRJ0k6ybt06Nm3axMqVK+eUZNxrr71Yvnz5lO0mJibYtm2m/+vRzFes0mJmQlTSbBxBS4Z+mTad+2r/0ia5PnDPnRlQVV0MfHNn9JXk+cCLgB8Aj6mqzw9p8zDgWX3xXTab+Krq+3MIdbE5D3gAcHZV/aJvdKwkSZKkaVi+fDkbN26cst3Y2NhOG1Eq7YosqiRpNu7dbdcNJkOhJSer6pOD+5MckeSTSS5KckmSc5K8IMl1hrStJBuT3DjJyUnOT3Jpkq8nOWZI+7HunDVDjt0uyZuT/CjJ75P8uPv5dkParumuM5bkyCSfT/KbJFu748uANcBlwEOGJUO7Z9AbQdu77rLuuuv675GrEoJbuuPV66trs7FrN/hsdvRnzUD7fZK8uHvev0uyLckZSR445P7Hu2uMJzmo6//XSX6V5INJ9h92v9NRVb+sqjOq6hezvYYkSZKk2Vm/fj3r168fdRjSouAIUUmz8fNue/vpnpDkVOAY2lTp02hT7e8FnADcP8khVXX5wGl7A2cCvwfeBVwHeAxwapIrq+pN0+j37sAnaGucvg/4Bm06/9HAYUkeUFVfHHLqs4BDgPfTijXt1e0/BrgW8Laq+tqO+p5q/VDaKNPDgbsCr6I9E/q2OzpvmMcBtwEu7u1IcmtgI226+qeAjwB7Ag8DPpLkiVV1ypBrPQw4DPgw8F/AnYCHAHdPcqeq2ilLE0iSJEmSNN9MiEqajXcDzwGelOQPgPcAm6vqvGGNk4zTEonvAY6qqt/1HVtDW4vzqbSkYL+7Am8AnlhVV3TtTwK+0vW/w4RokgBvBv4QOLqq3tp37LHA24C3dAm+KwdOPxj4i6o6e2D/gd32jB31PR1VtaYbcXpX4KTpFlWqqjWD+7pRs7ehrWf66r5DbwJuDRxRVW/ra783LVH66iTvq6oLBi55OHBoVZ3Rd86LgefSimm9jBFKsnmSQ3fcqYFIkiRJMzAxMcHY2NiszttZ/c22L2lXYkJU0oxV1dlJjqYlMI/u/pDkF8D/AqdW1fv7TnkGcDnwhP5kaOcE4GnAUWyfEL0YeGYvGdr1/Y0kZwL3S3KDqvrNDkK9Ny1B9tn+ZGh3nbcneRotwXlgF3e/k4ckQwH27bY/3EG/O1WS+wOvB74HHFZVl3T77wqsBN7VnwwFqKqLkhwPvBf4S+B1A5d9W38ytHMyLSF6j/m/C0mSJGn3t23btp26tufO7k/aVZgQlTQrVfWOJO8BDqIlFP+82x4OHJ7kzcA4cD3aCMifAavaoM3tXEqrwD7o3Kr61ZD9P+i2N6RVdp/MAd12wyTHN/TFPpgQ/cIOrrtoJLkTbQmC39DWNP1p3+G/6LZ7DVtbFbhJtx327L80ZF//cx+pqloxbH83cvSAYcckSZKkUZtulfhBs60a39/fOeecA8D++++4LMBcKtRLuwoTopJmrauc/rHuD0n2oI02PBX4G9oU+S8CoSXfjp9hF5Otpdlba3SPKc7vrft5/iTHe/v3HnLsJzs4Z3/gj6boe8EluTnwIVrS+ZCq+tZAkxt120O6P5O5wZB92z37qrq8S2hP9dwlSZIkDTHdKvGDZls1vr+/I488EmDKwkpWqNdSYJV5SfOmqq6oqncAr+x2HQz0frV4dlVlR38WIKRe3zef5Pi+A+361ZB9AJ/utvefbVDzIcn1aQWfbk1bimBwhCtcdV/PmOLZH7PTApckSZIkacRMiEpaCL/utunW+Pw6cOck++zkOHprgI5NcvygbnvWDK75RuAy4C+76eqTSnKdaVyvtz7qtEddJrkGsB64G/BPg+uj9vlct73vdK8tSZIkSdLuzinzkmYsyRG0NUHPGKzO3k3jPq77sTdq8RW0avGnJhmvqosGzrkhsF9VzSQxOR1nAt8CDkzy6Kp6V1+fj6YlCr/NVaM+p1RVW7v1OE8EPpjkMVW13XqbSR4E/CNtlOyO/Lzb3gr47jTDeAVwGPCmqjphB7F+KcmngEcleUJVnTokzj8FLqiqC6fZtyRJkqQRmW7VeCvFSztmQlTSbNyTVjn+J0k+DWzp9u8HPJS2puXpwLsAqurUJCuApwDfTfJR4PvAPt0596ONvHzSfAZZVZXk8cDHgbcnOR34JnAHWvGnXwN/M5jUncZ1/zXJNWlron4xyWdoRYh+A9yMdj+3Y3hhokFnAM8GTklyWhfTRVX12mGNk9yD9uwvAX40SbGkjVW1sfv7kbTiUW9I8vfA52nrg94S+DPgLrTiSzslIZrk34Ebdz8e2G2fneTo7u/vrar37oxYJEmSpJ1lfHycsbExli1bNqfr7Iyq8fMVq7SYmRCVNBsvB84FHkBLqh0KXJc22nEjbTr3+qr6v3U4q+qpST5MS3o+gFbI6Be0xOi/Af+9EIFW1eeT3B14Qdfvw2mjW/8HOGFIIaLpXvefk7yTluQ9CDiGq57BBPBSpnFPVfXRJM+ijapdBVwbOA8YmhAFrt9trws8fweX3thd/4ddMvrptIJXR9Gm5/8E+AbwGuCrU8U5jx5NW/e03wP7/r4VMCEqSZKk3cr4+Piczp9NZfrB8w4+eKrJa81cY5V2BenLV0iStEtLsvmAAw44YPPmzaMORZIkSZI0z1asWMFZZ511VlWtmMt1LKokSZIkSZIkackwISpJkiRJkrSb27JlC1u2bJm6obQEuIaoJGlWkhwOTGcxo61VtW6Bw5EkSZK0A6tXrwZg/fr1I45EGj0TopKk2TocePw02m0C1i1sKJIkSZIkTY8JUUnSrFTVODA+4jAkSZIkSZoR1xCVJEmSJEmStGSYEJUkSZIkSZK0ZJgQlSRJkiRJkrRkmBCVJEmSJEmStGRYVEmSJEmSJGk3d+KJJ446BGnRMCEqSZIkSZK0m9tvv/1GHYK0aDhlXpIkSZIkSdKSYUJUkiRJkiRpN7d27VrWrl076jCkRcGEqCRJkiRJ0m5uw4YNbNiwYdRhSIuCCVFJkiRJkiRJS4YJUUmSJEmSJElLhglRSZIkSZIkSUuGCVFJkiRJkiRJS4YJUUmSJEmSJElLxjVHHYAkSZIkSZIW1n777TfqEKRFw4SoJEmSJEnSbu7EE08cdQjSouGUeUmSJEmSJElLhglRSZIkSZIkSUuGU+YlaR4lKWBTVY2NOpZRSrIVoKqWjTYSSZIkadewatUqJiYmZnze8uXLOemkk6Zsd+SRRwKwfv36Gfch7W5MiErSbizJGuD47se3VNXfTNJuJbCx+/E8E5mSJEnS3Kxbt46tW7eybNkyxsfHp2w/MTHBpk2bFiyWr371q+y5554Lcn1pV2NCVJKWhsuBRyf5+6q6aMjx47o2/rsgSZIkzYN169axadMmVq5cOa2EaM9ee+3F8uXLp2w3MTHBtm3bph3L1772NW5605tOOw5pd+b/+ErS0vAB4HDgKOA/+g8kuSHwl8D7gUfu/NAkSZIk9SxfvpyNGzdO2W5sbGzBRpRKuzuLKkla1NI8I8k3klyS5EdJXptkryRbe2tVDpxzRJJPJrmoO+ecJC9Icp0hbSvJxiQ3TnJykvOTXJrk60mOmSSmayd5YZLvdm23JPmXYdfvO+eaSZ6S5HNJfpXk4iRnJ3lakmsMtF3WxbUuye2TvD3JhUmuTDI286cIwEeAHwLHDjn2OOC6wCk7uN+nJflQkvO6e/5Fkk8kefBMA5nJ6yNJkiRJ0nxzhKikxe4/gCcDPwZOBn4PPAK4B3At4LL+xklOBY6hJf9OAy4C7gWcANw/ySFVdflAH3sDZ3bXfhdwHeAxwKlJrqyqN/VdP8A7gMOA7wKvBa4NPAH402E3kORatNGXhwLfAtYDlwAHAa8B7klLSg66LfB54NvAW4HrAb+a7EFN4QrgVOCfktytqr7Ud+w4YAvwiUnO3Qd4FfAZ4OPAT4F9gYcDH0pyXFWtnU4Qs3x9JEmSJEmaNyZEJS1aSe5LS4Z+G7hnb+3LJM+nJe9uAZzX136clmx7D3BUVf2u79gaWnGhp9KSe/3uCrwBeGJVXdG1Pwn4CvAc4E19bY+gJUM/BxxUVZd07Y8HvjjJraymJUNfC6zq62MPWpL3CUneVVWnD5x3IPDiqnr+pA9pZk4FXkBLgH6pi+FewF26/TXJeb8Ebl1VP+zfmWQvWiL5ZUne2v+8h5nD6zPsWpsnOXTHqc6VJEmSdqaJiQnGxsam1W6hrj/ba0u7KxOikhazx3fbE/sLAVXV75M8D/j0QPtn0AoDPWFIcu4E4Gm0NTQHE24XA8/sJSq7Pr6R5EzgfkluUFW/6Q71ptE/v5cM7dr/IskJwBv7L9xNh3868BPgHwb6uCLJs7prHgUMJkQvAF7EPKmq85J8DDgiyTOr6re05OgVg3EPnHcpbUTn4P5t3YjPlwN3B/53ihBm+/pIkiRJu6xt27Yt6FqfM7n+vvvuu2BxSLsSE6KSFrM/77aDiU9oIzT/b2p1kuvTRnr+DFjVZrZv51Jg/yH7z62qYVPRf9Btbwj0EqIHAFdOEtPGIftuT5tyfi7wgkni+t0kcX25S0bOp1OABwF/neSdwGOBD1bVj5NM+m9CkjsDzwbuR5suf92BJn+0o07n+Ppsp6pWTNLPZtprJEmSJC0KC1E1fqbX71177733nvH1pd2RCVFJi9le3faCwQPd6Mqf9+26IRDgJrSp1zNx0ST7ewnXPQZi+kVVXTak/U+G7LtRt73dFHHdYJrXm6v3057nsbQ1WPdkkmJKPd20+g20fzPOAN5HW8v0SmA5bQmBqQoizeX1kSRJknZZC101fjrXtyK9dHUmRCUtZr1RmzcDvtd/oFt/80bAj7pdvV+lnl1VCzlCcBuwT5JrDUmK3nyS9gDvqapHzbCvydb0nLWquizJG4HnArekTYX/8BSnvYBW0OmgqtrYf6BbuuCwaXS9s14fSZIkSZO46KLJxoJIS8s1Rh2AJO3A2d32wCHH7kXfL3W6NT6/Dtw5yT4LGNNZtO/OYTGNDdn3TbpK6l21+cVgLS3Zekvg1P51TSfxJ7RRsRuHHFs5nQ534usjSZIkaRLnn3/+qEOQFgVHiEpazN4MPAFYneT0qtoGkOTawL8Oaf8KWrX4U5OM9xdi6s67IbBfVZ01h5jeCDwAODHJwX1V5vehjaS8mqq6PMlrgBcCr+6KGV2toFCSfYEbVtU35hDXtFXVd5M8CLg+8KlpnLIVuEOSP6uqr/R2Jvlb4NAZdL0zXh9JkiRpl7bQVeklmRCVtIhV1aYkJwN/B3w9yWnAZcDDaVOwf0xbx7LX/tQkK4CnAN9N8lHg+7SiRvvRCgK9EXjSHML6H1ohokcAX0tyOm0tzkcDXwRuO+ScE2gFhZ4EPDzJBtpU/5vS1ha9D7Aa2CkJUYCq+tgMmp9ES3x+Osk7aM/+brRRsu+i3ft0+twZr48kSZK0KIyPjzM2NsayZctmdN5CVKUfHx/n5z//OXvuuee8XlfaVZkQlbTYPZk27fyJtETZz4H3AM+nrX/53f7GVfXUJB/u2j4A2Bv4BS3x9m/Af88lmKqqJI+hrcE5DjwNOJ+WyPtn4JIh51yW5HDg6O6ch9GKKP0U2EIbPfrWucS1kKrqI0keThsB+1jgCuALwEHAbZhmQrS71oK+PpIkSdJiMT4+PqP206lEP9vzxsfH+djHZjImQtq9pWrea3ZI0oJLcjvg28DbquqIUcejxSHJ5gMOOOCAzZs3jzoUSZIkaVE58sgjAVi/fv2II5Fmb8WKFZx11llnVdWKuVzHokqSFrUkN09yjYF916dN44Y2WlSSJEmSJGlanDIvabFbBRyRZCNtavrNgfvTKqR/GHjn6EKTJEmSJEm7GhOikha7j9MKEj2QVnznctpU+VcDJ9USW/cjyTiwbBpNJ6rqvQsbjSRJkqRdhVPlpauYEJW0qFXVGcAZo45jERkHVk6j3ZsAE6KSJEmSJA0wISpJu5CqGht1DJIkSZIk7cosqiRJkiRJkrSbW716NatXrx51GNKi4AhRSZIkSZKk3dyWLVtGHYK0aDhCVJIkSZIkSdKSYUJUkiRJkiRJ0pJhQlSSJEmSJEnSkmFCVJIkSZIkSdKSYUJUkiRJkiRJ0pJhlXlJkiRJkqTd3MEHHzzqEKRFw4SoJEmSJEnSbu7YY48ddQjSouGUeUmSJEmSJElLhglRSZIkSZKk3dyWLVvYsmXLqMOQFgWnzEuSJEmSJO3mVq9eDcD69etHHIk0eo4QlSRJkiRJkrRkmBCVJEmSJEmStGSYEJUkSZIkSZK0ZJgQlSRJkiRJkrRkmBCVJEmSJEmStGSYEJUkSZIkSZK0ZFxz1AFIkiRJkiRpYZ144omjDkFaNEyIalaSrAMeD+xXVVtH0P848EbgmKpat7P731mSbARWVlX69o0BnwReVFVrRhPZzpFkDXA8cFBVbZzBebcHvga8oKpetjDRCeb+XZBkBfAl4LiqWju/0UmSJEmL26pVq5iYmJjxecuXL+ekk06a0Tn77bffjPuRdldzTogmqYFdVwK/BL4CrK2q9XPtY3eWZBmwBXhTVY3v4DjAI1rXjQAAIABJREFUb4F9q+rXQ9oF+A5wm27XjBJIQ663hlkkonY1SfYEjgMeAdwF2Bu4GPg28HHgDVX1vdFFOH3DkqdL2CuAnwOv3dkdj/qXBfNtob8LqmpzkvcCJyR5W1X9Zr77kCRJkqZj3bp1bN26lWXLljE+Pr5T+pyYmGDTpk07pa/ZGsVzkRbafI4QfVG3vRZwR+Aw4KAkd6uqZ85jP0vV5cCewBHAyUOO35+WDL0cR/5OS5J7Ae8C/gj4IfAh4Me05/znwHOAZye5V1WdNbJAt/cFYH/gZ6MOZDFKcm/gocDqqrp41PEsAc8DXgL8aA7XeDHweeDvgX+dj6AkSZKkmVq3bh2bNm1i5cqVOz3xt9dee7F8+fIp201MTLBt27ZZ9bF2bZuQdeyxx87ovFE+F2mhzFvibHDqbpL700bYrUry6t1hpNSIbQZuTRvNOCwhehxwKbABePBOjGuXlOSOwEeBGwDPBV5eVZcPtNkPeCnwhzs/wsl1Sb5vjjqOReyptJHqbx51IEtBVZ0PnD/Ha3whyTeBJyZ5SVVdOT/RSZIkSbuG5cuXs3HjxinbjY2NzXpE6YYNG4CZJ0Sl3dGCVZmvqjNoSZsAd+/tTzKe5LQk30vyuyS/SnJmkqMHr5Hks0mu7KaNbyfJs5JUkv/Xt29r9+cGSV6Z5AddPxNJDu/aXDPJ6iTnJrkkyXeTPG2ye0lyaJIPJflZkku79v+WZO8hbXv979m1+X53zneSPKeb2t5ru4arpsM/vruX3p/xgUtfTlsz825J7jrQ542Bw4HTgF/s4D5umeS13bO/NMnPk7wvyd0H2m2lTZEF+GR/XJNc94lJvto9ywuSnJxkr0naruhe/wu7GM5L8rok+07S/k+SvDPJL5P8Nslnkjx0snucgdfQEp0vraqXDiZDAapqS1X9FfDZvng2ds/i2kn+Kcm3uvtYNxD3EUk+meSi7rmck+QFSa4zyX3+dZLN3Xv1wiRvSXKLSdqOdTGs6X5e1r02K7uf+99HG6fzMJLskeRJ3WdxWxfHd5KsTXK7vna36O77zCQ/SfL7JD9Osj7JnYZcd1kXx7okt0/y9u7+rkxbC7XXbkWSjyT5ddp3wieS/MV0Yh/o7w+BRwOfqaofDjm+Ismrknw5yS+61+bcJC9PcsMh7dd08Y8NOfZ/99a3r2jT5QG29L0OWwfOvV2SNyf5Ud8zfHP/sx4WQ/e+2pzk4u6cV/TeU0kO7t6fv+o+L29JcqMh1zuo+4x+o2v7uyRfS3J8kusOtN3KFN8F3WtbGfI9neQe3Wv+o+5zcn6SjyX5q8G2wNuAWwGHDDkmSZIkSdK8Weip1b3kX38i7T+BrwP/SxtVdCPgIcBbktyhql440PZetNGPq4dc/+9ooyLXDey/Fm106j7A6cC1aVPNT0vyQOApwD2BD3fnPwZ4TZKfVtXbr3YDyfHAGlqi8QPAhcCfAf8PeEiSv6iqXw3p/6PALbo+LqclLF8CXJerlhfYSFuz8hnAl4H39l1j2KrKa2mjGY8D+hO4j+/u8RRg6K96khwAfKx7Jh8F3g30EqmfTvLIqvpQ1/ykbv9K4E3A1mHX7LwMOBR4f3f9g7r4/gQ4eCCGh9GStqFNVT8PWAE8GTgsyYFVtaWv/e1oycgb0Z7jRHfd93Y/z0rayM8HAJd08e9QVV06ZPdptET/h7t4Luy7/qnAMbRp+KcBF9HexycA909ySH8CNsk/0Na8vIg2qvEi2jP9DDCduRAX0d5T47RRxC/qO7Z1qpOTXJv23j4E+AGwHvgVsAx4JPBp4Nyu+f1o78FPdvf2G+B2tCTkI5Lcp6q+PKSb29KmRH8beCtwva6P3hT3T9Dew++mrYW7nPb52DBV/APu113n05McP667p01dn9egvQefCTw4yT2HrdE7Ay+ifXbuCryK9trQtyXtFxCfAP4AeB/wDdoyI0fTPgcPqKovDrn202mjv99LezYPBP4B2CfJ6bSE4gdpI8jv3V3vxmw/Yvw5XX+f6dpfF7gP7XturOv/iq7tTL4LribJcbTv8Cu6+zwXuClwN9p38DsGTjmz2x5C+46SJEmSJGlBLFhCNMkDgDvQkqH9/3N/l6r67kDba9MSS89N8l9V1VuL7h20RNETkhw/kEQaA24PrK+qwbUUbwGcBYz1kllJ3kJLwr4T+G4Xx0XdsVfQRrM+F/i/hGiSg2hJgs8CD+m1746N00ZsvoiWlBjs/8vAIVX1u679i2jJoH9I8q9VdVlVbexGYD0DmJiqYnhVfS/JBuCoJM/uXZuWBD23u952CdEk1+ye5Q1ohVE29R27Be31eUOSZVV1aVWdlDb6dSWwbopCKvcC/rSqvt/X1wba+rH3qKovdPtvQEuoXJP2unyqL4bn0JLFr6cleXr+g5YMXVVVr+prfxhXTx7P1IHddnP/azpDt6a9h6723uveF8cA7wGO6nuN+ovTPJWWLOsVzXoprRDZAb2lJZI8j/ZefdRUgXT3sKb7TNx6FpXn19CSUO8HHtOfAO5GH/YvGbABuNlg0jBt1PKZtNdx2JINBwIvrqrnD5wX4FRagvTwqjq979gzaAm5mei9tl+a5PiLgaf2Jfx6ff0t7RcOT6G9HrNSVWu61/SuwEmDS4V09/tm2jM9uqre2nfssbSk5luS3GnItPEHACuq6pyu/XVo33OPAx4OPLD32U5yDVpS8UFJlldV/y9YngJsqaqrjfhOcgLwAlpy++3d/czku6D/WncCXkdLet+3qr4+cPyWQ07r/Ttxv2n2sXmSQ3eczvmSJEnSZCYmJhgbG9tpfc32vJnGeM455wDM+LzZxigtZvOWEO2SPdBGR96BNqoowCur6rxeu8FkaLfv90n+gzai8P50a/9V1SVJ3kgbjXkYbURazxO77esnCWlVf2Knqj6VZAuwH/Cc/kRYl2g8EzgwyR59yZK/77bHDSbOqmpdl7A5iu0TogB/358Mq6oLu1Fcf9M9n69NEvdUTqE9o8cAb05yX1oC4Dk7OOehtBF6/96fDO3i+nGSl9EST/enFRaaiX/uJUO7613evWb3Be5BKwAE7fXbB/if/mRo5+XAk4BDktyqqr7fJUwOoS0pcLVK4VV1epJNdFPEZ6E3PX+7KdUz8MIhiXhoye3LgSf0v/6dE2gje4+iS4h2f78W8Jr+5FlVXZnk2bTP0YItbZFkD1qC7HfAkwZHw3Y//7Tv5wsZoqq+3CXrH5jkWlV12UCTC7j6yNWee9M+D//bnwztvJY2KvK2M7ilW3XboWta9n8XDTiV9suXQ5lDQnQa7k37vH62Pxnaxfb2tKU7Duz+/O/Aua/uJUO79pcmeTvtuX6w/7PdvX/+m5ZEvSt9I86r6nuTxPZKWkL0UPp+MTRLT6b9+3LCYDK0i2G7z15VbUtyCVe9hpIkSdJIbNu2bdFXfp9LjBdeOPR/66QlZT5HiPbWmSva9NBPAW+oqv/ub5TkVrTk3f1p/+N7vYHr/NHAz/8JPIuWAD2tu8aNadNez6mqwaQBwEXDEq+0CuL70QoUDfoR7XncnKuqJf8FcBnwmCSPGXLOtYGbJLlRVf28b/+2qvrOkPY/6LbbrVU4A++hVRc/jpY4/rsuxnU7OKe3FuOt+xLX/XrrFu7PzBOiw0biDbvPA7rtdlOguyTq/9KmaP858P1uC/DpwdF8nY3MPiE6H74wuCPJ9WnJp5/RiokNO+9S2nPu6T2X7f4l6xL1P6CNRl0odwT2Aj5fVT+ezglpa7g+iTb1+cZs/z1yY7ZPSH55kqUHdnT/VyT5NDNLiPbWzPzlsINJrkX7Lvlr4E60e+9POA9+/8y3ST8HffsPpL3/B7/bhn3Weq/ZZN9pAFcbjZlkT1ri/pG0UfZ/wFXLm8D8PIN7dduZLm3xC+Bm02lYVSuG7e9Gjh4w7JgkSZI0HdOt+D4fZls1fjYx9kaI7r///lO0vLq5VLaXFqv5rDI/NPvTL8ltaImkG9ISph+jrZF4BS0Z9njgakVnuqTQR4FDk9y2S3T22k02OnSyT+rl3TWHHe9Nx79W374b0Z7R8ds3v5obAP0J0cmmYff62GOK602qG037ZuCZaUVnHg28b7KRe51ekmhYUrffDWYR0rB7HXafvSJLk1Wj7u3vFarqtb9gkvY/mVZ0O+5rLomfYf3fkJZYuglTv2d6pnOfC5kQ7T3vH+2wVadvGvsvaev0fh+4mPaLkN7amcMKR032es3369wblXvdSY6/nZYI/B5tfeGf0JLUAKsYHvt8munnoN+Ovrem9Z3WJYQ30EZvf432PH5K+6UKtPftfDyDGb2v+lyPq15DSZIkaSSmW/F9Psy2avxsYly9upVmOfHEE2d03lwq20uL1UIXVRr0TFpy7piqWtd/IMkRXFWdedB/Ag+ijYp8Lm1U5CV0U+sX0DbgGlW1zwL3M1On0J7lO2iJn5OnaN9LlhxWVe9byMCmEcPNJzm+70C73nay0WKTXWc6egV37pZkr0kS5Ds0uP5ip3eds6tquiPU+u9zu6nFzO0+p6OX0J4yOdytD7uGlkQ8oKrOHzi+o6rww54XzP/r3PvFwLDq6nejJUM/ATx4YE3iawD/OOR6vXU8h31XDktaTmWmn4P5dhgtGbquqo7pP5BkX6afyJ9K//vqm9M5oXsN9qYtkyFJkiRpns00ESrtzhZsbcJJ/Em3PW3IsR1Nf/4AbSTaMV2V+NsD76iqodNi59HngBsmufMC9tGbDj7tUaNV9U3aCNtb0qo+f3yKUz7Xbe+7kHFN4exuOzZ4oEu09WI7a6D9gd06l4O2u850dZXsP0FLJj97qvZd8ZrpXPc3tKTmnZNMN4neu9/t3v/diOo/nuZ1oHvNJnlek/kmLXn1Z12BrR25MS1h9ZkhydAbMLtpyju6/z24qkjSdH2l2w4rrNP7/nlffzK0cw+2X74Drpp6P+x1uNskMezoszPp56BzULc9a5Ljc9V7Bu8ecmyy7+DZfBf0vnOGFdiazB1oI6xdsV2SJEmStKB2dkJ0a7cd69+Z5FBapfShumrLJwM3pRU/Afiv+Q9vO6/stqcMSxYl2TPJvQb3z9AvaaPnZlpI5O9oo90eNcloxX6nA98FnprkIcMaJPmLbg3Mnt4SAPNV4OS9tPUBjxjyzFbR1nb9RK9AU1d05ePd/qcNxHoYc18/9O9pFbCfl+RZXVL2apLcKsnbuGoN1ul4BW1t2VO76tyD17xhkv7E4Vtp05Wf3lUn77W7BvBvzOwzOuPXrFuf9XW0ZOB/DSZ/k1w7yU26Hy+kTY9f0SVAe22uRSsSdeMZxNrzGeBbwP2617Xf05jZ+qHQ1paFq9aw7Le1247170xyU+A/Jrleb63YY/rfI0n+GPinSc7Z0etwJu1+D0zy6IE4Hk37xcC3uWoU83zb2m3HBvq+DZMXk5rNd8F/0qbsv7CrOH81k1SZ771mn5xBP5IkSdJuoVc1fqo/VnyX5sfOnjL/OuAY4J1J3kUrCHIX2nT4dwCP3cG5a2kJiD8CvlpVn13gWKmqM5I8F3gxcG6SD9Gmc96Atq7jSlri4kFz6OM3ST4P3DfJW2nJkCtoo9i+soPzvsk0p6JW1WVJHgV8FPhgks/QRmFdTBv5dnfgNrTpuhd3p32SNl34xUnuQjdSrqr+ZeZ3+X/3+QTgncCmJO+kjfpdATyQNg37iQOnPRX4LHBSNzL4y7QRbo8E3g88fDaxdPGc0yXi3wX8O/CMJGfQ3pN70tbCvA8tWT3tquNVdWqSFbTK7d/t1r/9PrAPLbl7P+CNtKJEVNXW7j32cuDsrmr4Nlql771pIx7/bJrdn0FbJ/bd3Xv1d8B5VfWWKc57EXBP2vP8dpIPAL+mvTceSBtFu66rXP5q2rIVX01yOi35e1B3f5/kqhGO01JVleRvacnv05K8G/gOsJxWeO0jzODzVVVfS/It4P5J9hgoyPVFWkLyUd1n4NO0qfoPpiUptysqVVWf7wp+3Q/4QpIN3TkPp32eho0cPYP2zE5JchrtWV5UVa/t7vfx3f2+vXuG36SNjjy8a/s33S+BFsL7ac/3mUn+lDZi9VbAw4APMjzpOePvgqr6RpKn0H5xdXZ3n+fSljK4O+2XEYPvlQfSvvtOn/XdSZIkSXMwPj7O2NgYy5Yt2+l974zK9kceeSQA69evn9F5o3wu0kLZqQnRqvpKkoOAfwEe2vX/ZeBRtGm7kyZEq+qCLslzOJMXU5p3VfXSJGfSRhQeSFuDbxutWMjJwMy+SYZ7HG006oOAI2jTRn/IVdN/56x79nelrT36MFpi+kpaEZezaWsH/qyv/Tld4ub/0ZJ7vSI1s0qIdtc8Pcl9gOfTEn570RKh/wWcMFjlvKrO7UaTvgR4AG1U21do74GbMIeEaHf9zyW5I21t2kfQ3pM3pCWFv0NLUp7cTbGfyXWfmuTDtKTnA2iJzV/QEqP/Bvz3QPtXJDmflkQbpyXFPkpb03Im76+1tET9X3fnXpNWvX2HCdGuUNeDunj/hraWb2gJwvdw9dGKL6QV4TmWlsDeRkvuvYCWWJ2xqjozyX2BE7lqivXnaa/3ocz8Fw7/SSv89ED6qpx3VesfQXsPP4T2mf4R7bn9C/CNSa53GO11Owx4Oi2x94+0onB/NeR+PprkWbT31Spa0vg84LXd8c8nuTvtmT2A9j7+GfA/tM/Bt2Z4v9NWVb9NcjDtMzVGG5H6PeAE2ujm7b6DZ/tdUFWnJPlad94Y7XP7M9pneG1/2yR7dcc/UFU/mOXtSZIkSXMyPj6+0/ucbTX72Z43G6N4LtJCy9SzrReHbgrxd2ijs/atql+NOCRJi1CSP6QtEfGZqhqchq9FKMnTgVcD962qOS0XkGTzAQcccMDmzZvnJzhJkiRpNzHbEaLSYrJixQrOOuuss6pqxVyus7PXEJ2LR9OmHL/ZZKikyXTfD8cDj+iWL9AiluR6wPOA0+aaDJUkSZIkaTp29hqiM9atr7gPrYjQb2nreUrSjryetlTBzUcdiKa0jLb8yLrRhiFJkiRJWioWfUKUlgC9jLa+37N7VcilfklW0RJgU9lYVRsXOByNWFdM6V9HHYemVlXnAGtGHYckSZIkaelY9AnRqsqoY9AuYRWtoNB0bFzAOCRJkiRJkrSILfqEqDQdVbVs1DFIkiRJkrRYHXvssaMOQVo0TIhKkiRJkiTt5g4++OBRhyAtGrtSlXlJkiRJkiRJmhMTopIkSZIkSbu5DRs2sGHDhlGHIS0KTpmXJEmSJEnaza1duxZw6rwEjhCVJEmSJEmStISYEJUkSZIkSZK0ZJgQlSRJkiRJkrRkmBCVJEmSJEmStGSYEJUkSZIkSZK0ZJgQlSRJkiRJkrRkXHPUAUiSJEmSJGlhrV+/ftQhSIuGI0QlSZIkSZIkLRkmRCVJkiRJkiQtGSZEJUmSJEmSdnOrV69m9erVow5DWhRcQ1SSJEmSJGk3t2XLllGHIC0ajhCVJEmSJEmStGSYEJUkSZIkSZK0ZJgQlSRJkiRJkrRkuIaotJtLsgY4HjioqjaONhoBJNkKUFXLRhuJJEmStPtatWoVExMTMz5v+fLlnHTSSQsQkaTFwoSoNA+S1MCu3wO/An4AnAWcBnysqq7Y2bGNQl8Stt8ltOfxceDFVfXDBY6hgE1VNbaQ/UzS90ZgZVVlZ/c9F0muCZwJ3AN4VFW9Z5J2jwTeDXwBuE9VXb7zopQkSdIorVu3jq1bt7Js2TLGx8dHHc4OTUxMsGnTplGHMe92pddAWqxMiErz60Xddg9gb+DOwOOAvwW+lOSoqvr2To7ptcDbgO/v5H4BNgEbu7/fGHgg8BTgr5Lcq6q+O4KYFoP7jzqAYarq8iRHA2cDpyT5XFWd398myc2Bk4HfAkeZDJUkSVpa1q1bx6ZNm1i5cuUuk4zba6+9WL58+ZTtJiYm2LZt206IaG5m+xocfPDBCxeUtIsxISrNo6paM7gvyc2A1wCPAT6R5G5VdeFOjOlnwM92Vn8DNvY/kyTXAj5MSwi+ADhmRHGN1GJOBFfVuUmeCbweeGOSB1dV/wjoU2nJ7b+rqu+MJEhJkiRpBpYvX87GjRunbDc2NrZbjijtOfbYY0cdgrRoWFRJWmBVdQHw17SRkn8MPH+wTZJ9krw4yTlJfpdkW5IzkjxwoN1zk1SSZwzrK8ktklye5Et9+9Z054wNaX/HJKcm2Zrk0iQXJvlUkidP0nZdkh8k+X2SC5KsT3KHGTyLy2ijC6FNy+5de10X422SPD3JV7rnsLGvzTWSPCnJF5P8Jslvu78/Ock1+tqN9y1hsLK7bu/PmoF7umeSdyX5SXdPP0jy+iS3GBZ/9zqdmORrSS7uXqcvJ3lJkj2TLOv6Xtm17++7/1629tYRHbj+dbrX+Kvd9X/VvR5/NaTtsu6667q/vy3Jz5JckuRLSR421esxmao6GXgfcCjw9L4+nwI8GDi9qk4ZEtNdkrwlyQ+753l+9/Nth7TdN8krk3y7u9eLuvf/qUluNdvYJUmSJEmaiiNEpZ3g/7N352F2VNXex78LEAfQoCiKICR6UfAFaRInVEwD4sQkgyJBpeFGcDbOQ64SvEYc8BoGBSFAc/FGQUBAGZUmEUREExpxxCERREBECPO83j92HXI4nB7T3ae7z/fzPP0UqdpVteqcVvGXXXtl5iMR8UWgE9g3Ij5Sm3UXEZtSwtKpwKXABcA6wC7ABRFxcF34dAowH3gXcESTW72D8rp+90A1RcTOwPeBJ1b3/C7lNf+tgU8Cx9SNfSNlzcgnAD8E/gxsDOwJ7BwR22fmskF9GFBbV7Nx3VUoz7QdcC5wHlC/5uopwCzKOqQLq/P3AL4FvAbYrxrXS1m64BDgbzz2s1hc90wHUsLZ+ynh3/XAZsBsYNfqlf7r6sZPAy4BNgWWUj6fNYAXAh8BjgVur+7dVY2rLaEAsKKvD6S6/trAhZQw9Q/AN4GnAHsDp0ZER2Y+Lkyv7nMl8NfqM3oGsA9wdkS8LjMv6e++/ZgNXAN8JSJ+AjwEfA24GXh3k/p3A06jfL8/rOrZBHgbsEtEbJeZv6nGPhW4gvIXBBcBZ1N+bzel/E4tojVLPEiSJEmT1vLlywGYNm1aiyuRWs9AVBo7l1FCpQ0o4efyav/JlCBo38z8Xm1wRKxHCfCOjIhzMvPmzLyhCqdeHxFb1gKmOvtTGjp9t79CIuKZlNBpLWCHzFzScHzjun9+enW9e4DXZubv6o5tSQm2FgLTB/oAojTtOaj64y+aDJkObJOZy+t3RsS+lDD0qqqGu6r9/0VZp3RWRJybmYsysxfojYhDgBV9LGPwQkqAuYLS/OiGumM7UkK6IyiBa83/Ub6nz2bmYQ3XeyZwV2beB8yrZuNu2uze/fgYJQw9H9ittjZnRBxKCTw/ExE/yszLG87rBOZl5qPha0QsooTcn6CEuEOWmbdUofG5lGd/kCqgzcxb6sdGxAbAd4CVwHb16+RGxDbA5cDxwLbV7jdSwtIvZ+ZnGq71RErw3q+IWNrHoc0HfjpJkiStrt7eXjo7O1tdRr+G02G+dt54frbhPtfcuXMBWLRo0UiWI01IBqLSGMnM+yPiVuDZwLOA5RGxNSUEO70+DK3G316FemcBe1FmQkIJUF9PCT8/URsfES8FXgz8IDNvHaCc/YGnAUc2hqHVves7wL+LMnP0A/VhaDXuNxFxPDAnIl7ceBzorHtNfX3KK9ibUdY0nd+krq82hqGVA6vtp2thaHX/uyPiU8BPKDMaB/u/7O+lhG4frg9Dq2teHBHnUGaJPjUz74yIGZQwrxf4SuPFqnVaV9eBlFmvH61vVJSZ/4yI/6aEzrMp4WK9vwFfbKjnwoi4jrplCYYjM8+LiGMonxfAtzLz/CZDDwCeCnyksWlYZl4VEd3AeyLi+Zn517rD9za55/2UWbuSJEkax1auXDlp19uczM8mqTAQlcZW4+vitRlzUxrXt6w8q9puUbfvB5SZePtFxKczs/Za+f7VtnsQdbyy2jYLtxrVaty6jxpfWFdjYyA6s/qBMnP1esrMzC9l5vVNrnVlHzVMBx6h7pX3Oksor9Zv08e5zdSeaWZEvKzJ8Q0or3C/kPJ6fO3zujAzHxnCfQaleoX8P4AbMvMPTYb0VNtmz9hb9ztQ73pWPefq+BirAtGP9zGmdp8ZEfG8JsefX223oLxKfzHl1ftDIuIVlN/DnwFXD/bzzcwZzfZXM0cHnK0sSZKk1TPYzu2tNNyu8eP92Yb7XJJWMRCVxkhEPImyviNA7ZXj9avtTtVPX9at/UNm3hsRp1HWcXw9cH61/uS+1XUHE3KuV21v6HfUY2t83LqRfdVY59AhvjZ+Ux/7pwD/zswHGg9k5kMR8S9KiDlYtWf6RL+jVj3TUD6v4ZhSbW/s43ht/3pNjt3exzkPMQKN86rft0f/uY9htc/zcc24GqxbXeffVRB6KGWt3DdXx/8ZEUdTAvNmIa8kSZLGicF2bm+l4XaNH+/PNtznkrSKXealsfMayl9C3JyZK6p9tb/W+3BmRj8/BzRc6+RqW5sVujMllFpUdXIfSC1E22gQY2s1bj1AjSf3e5XBadZoqVbDMyLicWtLVuuSPhO4Ywj3qT3TlAGeqfZvGUP5vIajVs9z+ji+YcO48aZW14sG+DxPrZ2QmX/LzC5KkP0SSmOqO4AvAJ8e6weQJEmSJLUPA1FpDETEGsDc6o/161xeUW23G8r1MvNnwJ+A3SNiCquC0cGGkrX7vmkIY4dU4wi7ivLfV69tcuy1lNfbG7vcP1Ltb2aoz1Qb/4bquxzIwwAR0df9HyMz7wT+AmwUEZs1GbJ9tW18xvFi2L8jmflIZl6TmQtYNVP0LSNWmSRJkiRJDQxEpVFWdeD+HqUb+HXAl2rHMvNXwKXAnlVH72bnb1Vdo9HJwJOA91GCpF9n5lWDLOutz4WxAAAgAElEQVRkymy890bE40LG+i7zwEmUGZKHRMTjmvRExBpVV/XRdGK1PSwinlJ376cAX67+eELDObcCzdazBDia0jX9G1XH+ceIiLUj4tFwLzOXUpoZdQCfajJ+/WpJhPp7Q+mkPlgnUtaY/Vp9kFp1sP9c3Zjx6HjgTuCLEfG49TsjYs3635Hqd/pZjeMoDccA7hmVKiVJktSWal3jB/oZbvd2SROPa4hKI6iu6dAalPUe/x/lVfm1KQ2D9mvSkXwWpWnOCRHxIeAXlAByY8qrxFtSmtb8s+G8UyivFx9K6Zg+6FfWM/NfETELOB24JCLOB35N6Tz/EkqQOK0ae2tE7E1p5nRFRFwM/JbyevvzqtrWp4SzoyIzF0XE7sDbgN9GxFnV/d9S1XlqZv5fw2kXA2+PiB9SZlY+CPw0M3+amX+oAugTq+tdAFxL+Rw3ocx0vAXYvO5676A0dfpSROxV/XMAm1HWct0cWFF377cCZ0bEeZRu6n/LzFP6eczDKTN2dweurs57SnWdDYCvZuZlg/vExlZm3hwR+wDfB34ZET9hVYOtTYBXAU9m1RqoOwNfiIjLKTOdb6H8Lr2FMrv28DEsX5IkSUPQ1dVFZ2cnU6dObXUpgzbZusYP9zuYP3/+6BQkTUAGotLIOqTaPkCZMfc34H+BM4CLmnXQzsy/R8QM4IPAXsB+lFe9b6KESkcB1zQ577qIuATYkdJApzEQ7FdmnhsRL6XMeNyREurdBvwBOKxh7MUR8RJKl/E3UALDB4B/UMLcM4Zy72Hal9JR/kDg4Grf74GvA8c0Gf9hSmi6I2UG7RqU8PinAJn5nYi4mtJFfXvK899NeabTgVPrL5aZy6vZj5+kBHcfAO6jhKBf57GB9UJgU+Dt1fi1qtr7DEQz84GI2An4KCUk/yDle70amJOZ3+3ns2m5zDw/Iram/I7sBMwE7qd8nhdSPtOaH1HWS90O2IPSbOlG4Dzg65l55RiWLkmSpCHo6upqdQmDNtxO8eO5wzwM/zuYNm3ayBYiTWCR2VcPE0mSJpaIWDp9+vTpS5cubXUpkiRJkqQRNmPGDJYtW7YsM2esznVcQ1SSJEmSJGmSW7hwIQsXLmx1GdK4YCAqSZIkSZI0yfX09NDT09PqMqRxwTVEJWmSi4gOyrqnA8rMeaNbjSRJkiRJrWUgKkmTXwerGn4NZN4o1iFJkiRJUsv5yrwkTXKZ2Z2ZMZifVtcqSZIkSdJoMxCVJEmSJEmS1DYMRCVJkiRJkiS1DdcQlSRJkiRJmuSmTZvW6hKkccNAVJIkSZIkaZKbP39+q0uQxg1fmZckSZIkSZLUNgxEJUmSJEmSJLUNA1FJkiRJkqRJbtasWcyaNavVZUjjgoGoJEmSJEmSpLZhICpJkiRJkiSpbRiISpIkSZIkSWobBqKSJEmSJEmS2oaBqCRJkiRJkqS2YSAqSZIkSZIkqW2s1eoCJEmSJEmSNLpmz57d6hKkccNAVJIkSZIkaZLbYYcdWl2CNG74yrwkSZIkSZKktmEgKkmSJEmSNMn19PTQ09PT6jKkccFX5iVJkiRJkia5hQsXAr46L4EzRCVJkiRJkiS1EWeISmqZiPgAcBTw1sw8vdX1SJIkSRo/5syZQ29v75DP6+joYMGCBaNQkaTJwkBUahMRkUM85YDM7B6NWlZXRGwJfBToBJ4LPATcAvwRuBQ4JjP/3bICWyQi1gXuBM7NzF2GeY3jgHcDh2XmZ/sY8yJgGXA3sFVm3jzMkiVJkjRGuru7WbFiBVOnTqWrq6vV5QxKb28vS5YsaXUZo2oifi/SZGAgKrWPQ5vsmwNMAY4Abm84NvS/ih0DEbELcAawNiX8/BFwF7Ax8GrgDcDFwBWtqnGC+wglaP5URJyXmZfVH4yItYDvAE8B3m4YKkmSNDF0d3ezZMkSZs6cOeGCtylTptDR0THguN7eXlauXDkGFY2cify9SBOZgajUJjJzXuO+iOiiBKILMnPFGJc0ZBGxBvBtShi6d2ae0WTMdOAfY13bZJGZd0fEO4CfAadExNaZeUfdkEOAlwLHZeYPW1KkJEmS2kpHRweLFy8ecFxnZ+ekn1EqaWTYVEnSgCLiWRFxeET8MSLui4jbIuLCiOjsY3xExLsiYnE19r6IWB4Rp0TES/o4540RcVlE3BURKyPirIj4j4ZhUymvyN/QLAwFyMxlmXlT3XXXjYiMiB/1cd/Tq+PPrNu3ZbXv6Ih4SUScWz3HXdUzzWxynQ9U5+wdEXtFxJURcXdE3BoR342IqX3c/3kRcVxEXBcRD0TEzRFxWrPPqeEeu0fEpRFxR0TcWa3Hemc1dOdqXO3n483u3ZfMvBL4b8rnfXTd/bcFPgP8ibJkQWN9z4mIb0TEn+p+T86LiNc0GfuUiPhURPy6+r7vioi/Vt/HtkOpV5IkSZKkoXCGqKR+RcQLgR5gI+AS4FzgacBuwMUR8c7MXFQ3fg3gVGBv4Gbg+8C/gecBOwFXA79uuM0+wFsor78fA2wN7A68NCJeXDdD8dZq+4yIWD8zb2V0bQFcDvwCOJbyDG8FfhIRe/YxQ/KdwJuA04GfAC8D3g5sHxGvrJ+JGxGbAz8FngVcSHkVfRrls9slInbNzIub3GP/6h61z2tD4ErgMFYFlovqxl8+jGefD7wReGdE/BA4HzgFSGC/zLy7fnBEvJiyVMFzquc+B3g65fdkcUTs0xBin0X5ffgVcCLwAGXZg5nVz8+HUbMkSZKkPixatGjgQVKbMBCVNJBFlJBr98w8p7YzItanvFZ9bLXWZG0N0jmUQO+nwM6ZeVfdOWsBj87ErLMbMDMzL68bexTwAeAdwLcAMnNlRFxIWSf08og4FrgMuCYz7xupB66zA3Bo/XIDEfFtYAmwMCI2bXLfXYEdM/OSunPmAl+krNW6e93YEyhh6JzMPKJu/AnARZRX1qdl5v0N93hTdY/HvA8UEb+jBKLXNlsiYSgy8+GIeCdlLdlvU0LxFwCfz8xfNtw3gO9Rvts3ZeYFdcc2oKznenxEXJiZd0XENEoY+mPgDZmZdePXANYbqL6IWNrHoc2H8JiSJEltp7e3l87OzlaXMSjD6TBfO2+yP6Ok1WMgKqlPEfFqYAbQXR+GAmTmrRHx35RZjbsB/1sd+iDwMHBwfRhanfMQcBOPd1J9GFo5jhKIvpwqEK28izKjcGfgf6p9D0fEr4GzgaNHcOboP4Ev1+/IzEsj4kxgr6qGxlf3f1gfhla+BryPMuvzWZl5S5RO7a8C/ggc1XCPn0TE2ZRZszsDZzZc77uNYehoyMy/RMSHKcHtXpSZpl9qMnQHYCvg2PowtLrGPyNiPrAQeDNwWt3h++rD0Gr8I5QZxZIkSRoFK1eunPTrbLbDM0paPQaikvpTW8vxWRExr8nxjartFgAR8WzKupN/ycw/DOE+v2qy7/pq+/T6nZn5T0qw+ALKTNGXUl5L36b6eV9EvC4zrxnC/fvyiz5mni6mBITb8PhA9HH/5pWZD0TEz6tztqa8Uj69dq0qBGzUQwlEt+HxgeiVg32A1ZWZJ0bEx4AXA5/OzIebDKv9nmzYx+/JptV2i2q7ghKu7hoRv6C8Pn8ZcGWT2bB91TWj2f5q5uj0ZsckSZI0+I7t48Fwu8a3wzMOx9y5cwGYP3/+mNxPGs8MRCX1Z/1qu3P105d1q23tVecbhnif25vse6jartnshMz8C3UzR6umRd8GXk9ZV/NxjXyG4eY+9tdmuU5ZjXNq2xv7GF/b3+z18WazbEfTvQ3bRrXfk9157JIAjdYFyMyMiDcB/wW8jVWzTu+OiP8DPlW3BIMkSZJG0GA7to8Hw+0a3w7POBzLly8fk/tIE4Fd5iX1p/ZXlf+ZmdHPzwercbUQa6Mm1xpVVbOit1Oa/rwqIp5UHarNvuzrL4D6W6/y2X3sf061bfZXuYM9Z2XD/kYb9nOPbLKvlWo17jfA78knaidk5h2Z+cnMnAo8HziA0nDrIOCkMX8CSZIkSVLbMBCV1J8rqu12gxmcmTdTXoeeWnVQH2v3UmaWRl1N9wD3UzrEP0ZErE1Z+7Ivr6gLVut1Vturmhyb2cd9XkkJZ69uOHdm1ZSo0fbVdlk/9TWqvc7edFbtKBrS70mjzFyemd2UZ74F2LlqwCVJkiRJ0ojz/3BK6s8SSiD3joi4KDO/2zggIqYDyzPztmrXkZRmR9+OiDdn5t11Y9cC1q+C0yGLiGcCs4GFmfmvJkM+CTyBshZl/dqfvwReExGvzsyfVdcKSuf3Dfq55QbAp4F5dTVsB+xJabh0bpNzdo2I7RsaK32CMmv2h5l5C0Bm/qFaV3Rb4GDg2Lp7bE9ZP/Qm4Lx+6nuMzLw3Iu4FNhnsOSPkIuA3wIER8ZPMbFxXlYh4GfDHzLwjIjYGnpKZ1zYMexrwFEqA3WxdVUmSJLWhwXaNt2O7pMEyEJXUp2qtx7cCFwOLquY6vwTuBDamNPzZnDLLshaIHgG8mtJA6M8RcQ5wazV+R+AbwOHDLOlJwGHAf0fEFZTZlispa1i+ltK0ZyWlO329r1HWFL0oIk4F7qj+/GxKc59X9XG/HuDjVQj6C0rQ+FbKTMzZfTRc+iFwYUScTpkt+zLgdZS1RT/UMHY28FPgmIjYtXqeqcDelFDwXX3coz8XU5pOnQFcQ5kx+5PMvKL/04YvMx+JiL0pzaJOj4grgaXAXZSZudOBFwKbUT77zYEfVw2QfktZc3Z9YFdgHeDzfTSakiRJ0jB1dXXR2dnJ1KlTW13KkE3mrvET+XuRJjIDUUn9ysy/RsQ2wIeBPYB3UV5Jv5ESZn0N+HPd+EeqEPUA4D+BfSmzNm+kBGYXrkY5NwK7UBonvYoSuj6T8qr8X4GvAwsy8+8Nz3BOROwDfBbYjxLong/sRpnR2pffAx+lNP15X/UcVwCHZObiPs45Bfhf4FOUWZ73AadSOrSvaKjrdxExA/gc8EZgJ0qgew7wxcwczl9xvwdYQHmt/y2UpVHuY9Vr7aMiM/8YEVsDH6E0Vtq/OnQT8GtKkH19te8ayuzcTsp3+QzgX5RZpu/NzLNHs1ZJkqR21NXV1eoShmy4neInSod5mJjfizQZROZ4680hSa0VEVtSQrtvZmbjbNO+zvkAcBTw1sw8fTTrU98iYun06dOnL126tNWlSJIkSePKwoULAZg9e3aLK5GGb8aMGSxbtmxZZs5Ynes4Q1SSJEmSJGmSMwiVVrHLvCRJkiRJkqS24QxRSZrkImIDyhqog3FcZv5jNOuRJEmSNPaWL18OwLRp01pcidR6BqKS1CAzf0NpHDWUc44Gjh6dilbbBsAhgxz7I8BAVJIkSZpk5s6dC8CiRYtaXInUegaikjTJDSfglSRJkiRpsnINUUmSJEmSJEltw0BUkiRJkiRJUtswEJUkSZIkSZLUNgxEJUmSJEmSJLUNA1FJkiRJkiRJbcMu85IkSZIkSZPc/PnzW12CNG4YiEqSJEmSJE1y06ZNa3UJ0rjhK/OSJEmSJEmS2oaBqCRJkiRJ0iS3cOFCFi5c2OoypHHBQFSSJEmSJGmS6+npoaenp9VlSOOCgagkSZIkSZKktmEgKkmSJEmSJKltGIhKkiRJkiRJahsGopIkSZIkSZLahoGoJEmSJEmSpLaxVqsLkCRJkiRJ0uiaNm1aq0uQxg0DUUmSJEmSpElu/vz5rS5BGjd8ZV6SJEmSJElS23CGqKRREREJLMnMziGc0w3sD0zLzBWrce8u4CTggMzsHu51xvs9JUmSpIlqzpw59Pb2Dvm8jo4OFixYMAoVSWonBqLSJFcFkwAJbJaZf+lj3CVAZ/XHUQn1ImIecAiwfWYuHunrj7S6kPPkzOxqbTWjLyLWAn4GvBzYMzN/0Me4PYAzgSuBV2fmQ2NXpSRJkvrT3d3NihUrmDp1Kl1dXa0up0+9vb0sWbKk1WWMivH6HcyaNQuARYsWtbgSqfUMRKX28BDlP+//CXy28WBEbEYJQ2vjWuUzwJeBG1pYw3D9ALgCuLHVhQxXZj4UEe8ArgKOj4grMvMxzxMRzwGOA+4G9jMMlSRJGl+6u7tZsmQJM2fOHFdhXF+mTJlCR0fHgON6e3tZuXLlGFS0+ibadyC1IwNRqT3cTAnqDoiIzzcJsWZX2x8Ce4xpZXWq8G1CBoqZuRKYGP+G1o/M/FNEfBT4NnBSRLwpM7NuyInAM4GDMvPPLSlSkiRJk0ZHRweLFy8ecFxnZ+eknVEqaezZVElqH8cDzwF2qd8ZEU8AuoDLgd81OzEiVkTEij6OzYuIjIjO/m5enX9I9cdLqnOy7pV+IqK72je1bt/Ual93RGweEWdFxL8j4u6IuCwiXt/vUz++jo0j4uiI+GtE3B8Rt0bEORHxsqFcp8l1u6o6uxr2r6h+1omIr0XEddV9/xwRn4qI6ON6r4iI0yPipoh4ICKuj4hvR8Rzm4x9fkQcV13z3urzuSYijo2I9Yf6LJl5HHAO8Abgg3X3eR/wJuDszDy+SR1bRsQpEfH3quYbqz+/oMnYDSPiGxFxbUTcExG3R8TvI+LEiNhkqDVLkiRJkjRYzhCV2sd3gf+hzAY9q27/bsAGwKeA/xjF+y8A3gLMBE4GVgzx/GnAz4FrKLMXNwT2Ac6PiFmZeepAF4iI6cBFwDOACynrYD6zquuyiNgjM88bYl2D8YTqfs8FzqcsTfAWyvIATwIObajzQMpr6fdTgsnrgc0o392uEfHKzLyuGrsh8EvgacB5wBnVNacB7wSOBm4dRs2zKZ/1VyLiJ1XNX6PMNn534+CI2A04DQjKTOO/ApsAbwN2iYjtMvM31dinUpYXeB7l+zgbWBPYFNgTWARcN4yaJUmSJEkakIGo1CYy886I+B7QFREbZ+bfq0PvBu6ghFmPW190BO+/ICLWowSi3cNoqvRa4PDM/ERtR0QcTQlJj42I8zPzjr5OrhoGnQasS2nqtKTu2HMpoeIJETE1M+8fYm0DeS5wNbBTZt5b3fNQ4FrgIxHxpcx8sNr/QuBYSmA8MzMfXU81InakBIhHsGppg70pAe+czDyi4ZnXAR4ZTsGZeUsVzJ4L/B/wIPAUYO/MvKXhPhsA36EsGbBdZl5bd2wbyuzj44Ftq91vpISlX87MzzRc64mUALlfEbG0j0ObD/x0kiRJk19vby+dnZ2tLqNPw+kwXztvPD8XDP/ZJI0dA1GpvRxPaax0IPCFiNgU2An4dmbe08fb2+PFSuAL9Tsy81cR8X/A/pSA8OR+zt8ZeAElVH3M4kOZ+Y+I+CplFuuOlJmWI+1DtTC0uuc/I+Js4F3Ai4DfVIfeSwkEP1wfhlbnXBwR51BmiT41M++sO3wvDTLz7tUpODPPi4hjqpoAvpWZ5zcZegDwVOAj9WFodY2rIqIbeE9EPD8z/zpAzfdTZsZKkiRpNaxcuXJSrrk5WZ9L0tgyEJXaSGb+IiKuAQ6MiC9SXotegxKUjnfLGgLAmsWUQHQb+g9Ea7MTN42IeU2Ob1Ztt2DkA9GVfTQgur7aPr1uX63OmX2sa7oB5fXyFwJLKa/Ufwn4ZkS8gfJq/s+A3zU0Qxquj7EqEP14H2NqNc+IiOc1Of78arsF5VX6iymv3h8SEa+gLCPwM+DqzBzUjNbMnNFsfzVzdPpgriFJkjSZDbZ7e6sMt2v8eH8uGP6zjbbZs2cPPEhqEwaiUvs5HjiS0hznAGBpZl7V2pIG5eY+9t9UbacMcH6tudBbBxi37qArGrzb+9j/ULVds25frc5P0L91ATLzbxHxcmAe5VX0Pavj10fE4Zl55NDLXSUz763NHK6f4dqgVvN7+zjeWPO/qyD0UEqTrzdXx/9ZLYPwpcx8eHXqliRJaneD7d7eKsPtGj/enwuG/2yjbYcddmh1CdK4YSAqtZ9TgK9Q1qnciIbX0PvwCLB2H8fWG6G6BvLsPvY/p9oO9FewteO7Z+Y5I1PSqKjVOaW/NVHrZebvgX2qdVK3Bl5H6Q5/RETcnZknjE6pj6rV/KLGV+b7kpl/o6xnuwbw/yhLFbyf8vv4CDB/NAqVJEmSJGmNVhcgaWxl5u3A6cDGwN2U7vMDuQ14dkQ0a3bz0iHcvjbrb81+RzU3vepO3qiz2g40y/WKarvdMO49loZdZ2Y+lJlLM/MrwL7V7reMWGV9W52aH8nMazJzAatmio5FzZIkSVJb6enpoaenp9VlSOOCM0Sl9vRfwJnALX2sy9noSsq6jAcAx9V2RkQX8Ooh3PfWarvJEM6pmQJ8nrpXySPipcB+lBmKPxjg/LOBvwDvj4hLMvNx64RGxLaUdSzvGUZ9I+Vo4CDgGxHxp8YZlxGxNvCKzLy0+vMM4M+Z2ThDtjajdiye5Xjgk8AXI+KqzFxWfzAi1qR0n19c/Xkr4KbGbvWMbc2SJEkaBwbbNd7O7atv4cKFgK/OS2AgKrWlzLwOuG4IpxxFCUOPiYgdKc2AOijNdH5EWQdyMC6hvA59WERsSZl5SmZ+cRDn/hSYXa09+TNgQ2Afykz3gwd6vTwzH4yIPSlNh86NiMuBXkr49jzgZZTmPxvy+EDuNVWn9GaWre46nQ11/iEiDgROBH4bERcA11I6z29CmYV5C7B5dco7gYMj4jJK4Hsb8AJgV0q39gUjVVs/Nd8cEfsA3wd+GRE/AX5XHd4EeBXwZFYtr7Az8IXqO/hT9TzPo8wMfRg4fLRrliRJmqy6urro7Oxk6tSprS5lUCZj1/iJ9h1I7chAVNKAMvN3EfE6SjfzXSnNgC6lBKJ7MshANDN/HxH7U7qVvw94UnVoMIHocuA9wJer7ROBZcAXMvPCQd7/1xGxNfDRquYDKAHtjZRX7g8B/tXk1BdUP82sR2lSNWIy8zsRcTWlw/v2wOspyxv8g7Lcwal1w79L+SxeBcygBI83AN8Dvp6ZvxnJ2vqp+fzqs/04sBMwkxLI/oMSQp9eN/xHlLVftwP2oDRbuhE4r6r5yrGoWZIkaTLq6upqdQmDMtxO8eO9wzxMnO9AameRma2uQZL6FBFTKWHoyZnZ1dJiNO5FxNLp06dPX7p0aatLkSRJksaVWbNmAbBo0aIWVyIN34wZM1i2bNmyzJyxOtexqZIkSZIkSZKktmEgKkmSJEmSJKltuIaoJE1yEdFBaVg0oMycN7rVSJIkSZLUWgaiksa1zFwBRKvrmOA6KA2jBmPeKNYhSZIkqUVcO1RaxVfmJWmSy8zuzIzB/LS6VkmSJEmSRpuBqCRJkiRJkqS2YSAqSZIkSZI0yc2dO5e5c+e2ugxpXHANUUmSJEmSpElu+fLlrS5BGjecISpJkiRJkiSpbRiISpIkSZIkSWobBqKSJEmSJEmS2oaBqCRJkiRJkqS2YSAqSZIkSZIkqW3YZV6SJEmSJGmS22GHHVpdgjRuGIhKkiRJkiRNcrNnz251CdK44SvzkiRJkiRJktqGgagkSZIkSdIkt3z5cpYvX97qMqRxwVfmJUmSJEmSJrm5c+cCsGjRohZXIrWeM0QlSZIkSZIktQ0DUUmSJEmSJEltw0BUkiRJkiRJUtswEJUkSZIkSZLUNgxEJUmSJEmSJLUNA1FJkiRJkiRJbWOtVhcgSSMhIrJh1yPAbcCvgYWZuWiU798FnAQckJndo3mv0RQRHwKOAM7JzN37GDOF8rluCGybmUvHsERJkiS12Jw5c+jt7R3yeR0dHSxYsGAUKtJgzJ8/v9UlSOOGgaikyebQavsEYHNgd2D7iHhpZn60dWVNGEcBOwO7RcRBmXlckzHfBDYBPmsYKkmSNDF1d3ezYsUKpk6dSldX15DO7e3tZcmSJaNTWIPVqVOPNW3atFaXII0bBqKSJpXMnFf/54jYEfgxMCcijszMFa2oa6LIzKxmu14D/E9EXJKZf6odj4h9gP2AS4GvtKZKSZIkra7u7m6WLFnCzJkzhx00TpkyhY6OjgHH9fb2snLlymHdYyTqlKRGBqKSJrXMvDgi/gBsAbwMWAGPvuK+K7AN5dXvBykh4DGZ+Z3G60TEYmAm8ETg05RQcCrw3Wo7sxp6UkScVHfqtMxcERHzgEOA7YFnAp8EtgTuAy4CPpaZNzS57zOATwBvqe7zAPAr4CuZeVHD2C6q1/aBm6o6twGelpkxwEf1qMy8MSIOAs4AvhMRr87MhyJiI+AY4A7gnZn5SMP91wE+ArwNeAFl2YKrgQWZeXrD2DWqOt8N/AewDnAL8Fvg+Mw8c7D1SpIkqTU6OjpYvHjxgOM6OzvHbEap+rZw4UIAZs+e3eJKpNYzEJXUDmphYP06o8dQwrefAjcC6wNvBk6JiBdl5uf6uNYZlGD1fOAs4J/AYuB2yuv5ZwP1Cyrd3nD++4DdgHOAJcArgH2ArSOiIzPvf7ToiE2ra0+lzMi8gBIc7gJcEBEHZ+bxTWrcG3hjVeOxwKZ9PEufMvPMKtg9APh8RBwCdANPB96VmX+rHx8R61e1bkkJbE+g/G/Mm4DvR8R/ZWb9okWHU8LTPwPfA+6kBNOvAPYEDEQlSZKkEdTT0wMYiEpgICppkouI1wEvooShv6w7tGVm/qVh7NqUEPHTEXFssxmblHBxy8z8V8O5UALRswZoqvRG4GWZeU3duYuAfavzT6sbe3J1v30z83t149ejhI9HRsQ5mXlzwz3eDLw5My/op47B+BBl5utngY2B1wGnZeYpTcZ+kxKGzsnMI+pqfTJwLvCFiDgzM39fHTqIMlt3q8y8r/5CEfHM1axbkiRJkqQ+GYhKmlSqV9OhNFV6EeVV8wC+UT+rsTEMrfY9EBHfBHYAdgT+t8ktPtcYhg7RkfVhaOV4SiD6cqpANCK2poSRp9eHoVWdt1czNs8C9gK+1XC9s0cgDCUz74qId1Bmpx4A/B14T+O4iNgQeCtwWX0YWl3j3oj4DHBF9Yyfjyo9prz+/3CT+w74+UZEX82cNh/oXEmSJK3S2xTpMVEAACAASURBVNtLZ2fnkM8Z7/eSpP4YiEqabA6ptkl5Xf1S4ITGdUEjYhPgU5TgcxPgyQ3X2aiP61+5mvX9qsm+66vt0+v2bVttp9SFvPWeVW23aHJsdWt8VGb+PCLOoKwL+qXMvK3JsFcAawBr9lFr7bPdorpmVrNi3w38NiJOo3xPP8/MO0aqdkmSJA1s5cqVY7a+51jeS5L6YyAqaVIZTPOgiHg+JTR8OiWIuwhYSZmtOBXYn9I8qZmbVrPExjVFAR6qtmvW7Vu/2u5U/fRl3Sb7VrfGRvc2bBvVat2WVUFuM/W1vh+4lvJZz632PRgRPwI+mpkr+isoM2c021/NHJ3e37mSJElaZbCd4usNt2v8WN5LkvpjICqpHX2UEuId0LjeZ0TsSwnpmsrM7OvYCKv9W9+HM/PIIZ47VjXW1Go9LDM/O5gTMvNBSmOlwyPi2cB2wH7AHsAWEbFVZj7U3zUkSZK0+gbbKb7ecLvGj+W9JKk/a7S6AElqgf+otmc0OTZzmNesrYW5Zr+jBu+KarvdCF1vNP2CEsIOq9bMvDkzT8/MPYDLKeuAvmgE65MkSZLa3rRp05g2bVqry5DGBQNRSe1oRbXtrN8ZEW8AZg/zmrdW202Gef5jZOavKK/z7xkRBzYbExFbRcQGI3G/1ZGZ1wOnA6+JiE9GxONC4YjYrFq3lYhYJyJe0WTM2sB61R/vGc2aJUmSpHYzf/585s+f3+oypHHBV+YltaNvUbqmfz8iTgf+AWwJvJHS5X2fYVzz55QQb05ErM+qdTyPyszhLno0C+gBToiID1FmYt4ObAy8pKp5W+Cfw7z+SDoYeD7wFeDAiLgM+BfwXODFwAzK6/DXAU8FroiIa4Fl1b4nA28AXgiclpnLx/wJJEmSNCSD7Rpvp3hJ442BqKS2k5m/jojtgS8CO1P+u/BqYE9K4DjkQDQzb4uIvShd7ruAdapD32HVGptDvebfI2IG8EFgL8oam2tSwtbfAUcB1wzn2iOtev5XA+8F3k7pSr82cDOledKHgdriT7cBnwG2B14DPAu4A/gzcBBw0pgWL0mS1Ia6urro7Oxk6tSpw77GWHSNH4k6JalRjF1/EEmSRldELJ0+ffr0pUuXtroUSZKkSWvOnDnDmvXZ0dHBggULRqEiDcasWbMAWLRoUYsrkYZvxowZLFu2bFlmzlid6zhDVJIkSZIkDZqhpqSJzqZKkiRJkiRJktqGM0QlqQ1ExLxBDj0rM131XpIkSZI0aRmISlJ7OGSQ41YABqKSJEmSpEnLQFSS2kBmRqtrkCRJkiRpPHANUUmSJEmSJEltwxmikiRJkiRJk9zs2bNbXYI0bhiISpIkSZIkTXI77LBDq0uQxg1fmZckSZIkSZLUNgxEJUmSJEmSJrmenh56enpaXYY0LvjKvCRJkiRJ0iS3cOFCwFfnJXCGqCRJkiRJkqQ2YiAqSZIkSZIkqW0YiEqSJEmSJElqGwaikiRJkiRJktqGgagkSZIkSZKktmEgKkmSJEmSJKltrNXqAiRJkiRJkjS6Fi1a1OoSpHHDGaKSJEmSJEmS2oaBqCRJkiRJkqS2YSAqSZIkSZI0yc2dO5e5c+e2ugxpXHANUUmSJEmSpElu+fLlrS5BGjecISpJkiRJkiSpbRiISpIkSZIkSWobvjIv6TEiohvYH5iWmSuqfVOB5cDJmdnVotImrYjoBC4BDs3Mea2tRpIkSZPVnDlz6O3tHfJ5HR0dLFiwYBQqkqTWMBCVJpCIeCnwfmAmsCHwIPA34AJgQWbe0MLyRk1EPBf4BPAGYCoQwC2UkPYy4MTM/EvLChwlEbEYmJmZMUb3+xBwBHBOZu7ex5gpwK8pv3/bZubSsahNkiRpvOnu7mbFihVMnTqVrq6uVpczKL29vSxZsqTVZYyqifi9SBp7BqLSBBARAXwZ+CTwEPBj4PvA2sCrgI8D74uI/TPz9FEo4QZgC2DlKFy7XxGxJbAEeAZwDXAy8G9gA+DlwGcpwehEDkSvpHy+/2pxHUcBOwO7RcRBmXlckzHfBDYBPmsYKkmS2ll3dzdLlixh5syZEy54mzJlCh0dHQOO6+3tZeXKMf+/AKtlIn8vksaOgag0MXyOEoauAHbJzN/WH4yIvYDvAN+LiJ0y85KRvHlmPgj8YSSvOQQLKGHovMw8tPFgRDyfEgxPWJl5D637fOvryIjoogTP/xMRl2Tmn2rHI2IfYD/gUuArralSkiRJq6ujo4PFixcPOK6zs3PSzyhtJzvssEOrS5DGDZsqSeNctX7n5yivx+/WGIYCZOYZwEeANYFjImKN6tyuiMhqu31ELI6IOyPijog4NyK2GGwN1XW6G/Z3V/unRsTBEXFNRNwXETdHxHHV69XNrrdxRBwdEX+NiPsj4taIOCciXtZk+Kuq7RHNrpWZf83Mx4WJEfGMiDgsIn4fEfdGxMqIuDgiXt/Pc+5Tjfl39RwrIuK71VIFtTHzqmfuHMbn9PyI+GBE/LqqaXF1vLM6Pq/+OpSlEaiO1X4WR8SaEXF99T2u28ezHFWN37uv520mM28EDgLWAb4TEWtV19sIOAa4A3hnZj7ScL91IuK/qme7u/o9u6zZ/SNijYj4z4i4IiL+VX0W10XE+RGx51DqlSRJkjQ4s2fPZvbs2a0uQxoXDESl8e8AymzuH2TmNf2MWwjcCLyIKkirswtwESXMOpYyw+/NwJKIeOYI1PjV6udqyivVNwDvBn7QODAipgO9wPuAP1Je0/4h8Frgsoh4c8Mpt1bbFw62mIjYFFgKfJqy1uixwKmU19IviIh3N4yPKsT8HvAS4EzgG5TPaTvK5zcSjgD+mzID8wjgZ32Mux04lLI+LNU/1366M/Nh4HjgqcC+jSdHxJOBdwA3AWcPtcjMPBM4ibIkweerJRu6gacDH8jMv9WPj4j1gSuqZ7sfOAE4BdgI+H5EzG24xeGU39f1KZ/5AqCHsj6sgagkSZIkaVT5yrw0/r2m2v6kv0GZ+VBEXALMAl5N6Vpe8xbgDZl5cW1HRBxGCQwPpISZq+OVwFaZeV117bUoAdf2EfHyzLyybv9pwLrA9pn56Ps3VeOkXwInRMTUzLy/OnQq8DHgnIg4pnqu3sy8o596TgY2BfbNzO/V3WM9YDFwZESck5k3V4feDexf3X+nzFxZd86alPVKR8J0YJvMXN7foMy8HZhXzULdtI/O88dTZg4fXP1zvX2A9YAvVcsdDMeHKMH6Z4GNgdcBp2XmKU3GfhPYEpiTmY/O5K2C2XOBL0TEmZn5++rQQZTlH7bKzPvqLzTYgD4i+lq/dPPBnC9JkjRSent76ezsbHUZgzKcDvO18yb7M7aD5cvL/w2ZNm1aiyuRWs9AVBr/Nqy21w9ibG3Mcxv2f68+DK0cRwlEX74atdV8oRaGwqPh7EmU2ZUvpzQNgtKw5wXA4fVhaHXOPyLiq5TZgjsC51WH5gJPo8yUnVf9ZERcC1wAHJmZf61dJyK2pgR5p9eHodU9bo+IQ4CzgL2Ab1WHPlhtD64PQ6tzHqbMvB0JXx0oDB2szLwxIs4C9o6IGQ0Njg4GHuHxQelQrn9XRLyDMkv2AODvwHsax0XEhsBbgcvqw9DqGvdGxGcos0f3ZdVsU4AHgIeb3LfVjaUkSZKGZOXKlZN+nc12eMZ2MHdueXFr0aJFLa5Eaj0DUak9/KrJvlp4+vQxvP621XbT2nqZDTartltQBaLVTNGDIuJzwBuBV1BmWr4U+HB17G2Z+aOGe0zp4x7PqrsHEbEOZXbjzZl5VV8POEKuHHjIkHwL2JsSgB4EEBFbUWbsnp+ZK1bn4pn584g4A3gbZbbpbU2GvYKy/MqafXzeT662W1TXzIhYRJmV+9uIOI0Suv58gFm/jbXNaLa/mjk6fbDXkSRJWl2D7dg+Hgy3a3w7PKOk9mIgKo1/N1HCpOcNYmxtzD8a9t/eOLCaxQmlEdPqetz1gYeqbf3116+2bx3geo9rFFS93n5y9UNEPIPS6Xw2cGJEbJyZD9TdY6fqZ6B7rFdtbxigppFw00heLDMviYjfA/tGxMcy806qYBT49gjd5t6GbaPa570tq8LoZuq/0/cD11KWKaitL/pgRPwI+OjqBrmSJEljabAd28eD4XaNb4dnlNRebKokjX+XVdvX9TeoWuuys/pjX816Wq32V7W7Z2b083PoQBfKzH9TZkZeR5n1uWXDPT48wD0OqMbVwtyNBvkMte7qzf5Cab0m+x5T9iDvMRTHUsLG/eqaKd0A/Kjfs0ZO7fM+bIDP+021EzLzwcw8PDO3Ap5DCcjPBfYAzq91tpckSZIkaTQYiErjXzdlrcU9IuL/9TPuQMraoX8ExutfiV5RbbcbiYtl5iPA3dUfa2tTDukemXk38Bvg2RGxzSBOqb023mzG7ksHc88heBgeDbv7cjJwD2VmaK2Z0gnV2qdj4ReUoHdY32lm3pyZp2fmHsDllKZILxrB+iRJkiRJegxn4UjjXGb+NSK+ROkofk5E7JqZv6sfExFvAY6gBGjvrYLC8ehs4C/A+yPiksw8r3FARGwLXJ2Z91R/PgQ4udlr1BGxNyVAu40SapKZv4qIS4E9I+LAzDyxyXlbUdYM/We160hKk6lvR0Rjl/k1gGdnZq2xUm0d0AMi4pTMfKga9zzg80P8PAZya7XdBGjajCkzV1Zrcs4Gvkj5HRh2M6WhyszrI+J04K0R8Ung641hbERsBtyfmdfV1mzNzF80jFmbVTNs7xmL2iVJktrVYLvG27Fd0mRlICpNDPOAdYCPAldHxIXAb4EnAK+iNLa5F9g3My9pVZEDycwHI2JP4ELg3Ii4HOilBGDPA14GPB/YkFWh2EeAeRFxFaV50y3AFErjnG0pa5W+p2q+VDML6AFOiIgPUWYx3g5sDLyE8nr9tkAtEF1ImeH4TuBPEXF2dZ/nAjsAJ1K+AzLzFxHxU+C1wJUR0QM8G9i1eq7BrPU6WBdTXic/MyLOo3zHf8vMUxrGfYsSiG4E/DAz/z6CNQzGwZTv7SvAgRFxGfAvyuf3YmAG5XX464CnAldExLXAsmrfk4E3AC8ETsvMpuGvJEnSeNLV1UVnZydTp05tdSlDNpm7xk/k70XS2DEQlSaAasbnxyLiVEpDmtcCO1JmA64Avg4saEEQNmSZ+euI2JoS7u4CHEBZl/NG4CrgEEqYVrML8CZgJqXL/LMpIejfKUHmkZl5TcM9/h4RM4APAnsB+1GaO90E/A44CrimbnwC76qC5oMoXdWfWNV0KXBOw2PsDnyt2n4Q+BPwSeCi6tyRshDYFHh7df21KMshPCYQzcyrIqIX6GDkmikNWmbeFhGvBt5b1fo2YG3gZkrzpA+zahmH24DPANsDr6Gs/3oH8GfKZ3/SmBYvSZI0TF1dXa0uYciG2yl+onSYh4n5vYyV+fPnt7oEadyIkgNIkiaqiHgq8A/g38C0cbxkwqiLiKXTp0+fvnTp0laXIkmSJEkaYTNmzGDZsmXLMnPG6lzHpkqSNPG9l9Jp/lvtHIZKkiRJkjQYvjIvSRNQREyhBKEbAe+mvN7/rZYWJUmSJGncWrhwIQCzZ89ucSVS6xmIStLE9HTgMOB+YCnwwcy8s9nAiJg3yGuelZm2EpUkSZImoZ6eHsBAVAIDUUmakDJzBRCDHH7IIMetAAxEJUmSJEmTmoGoJE1ymTnY4FSSJEmSpEnPpkqSJEmSJEmS2oaBqCRJkiRJkqS2YSAqSZIkSZIkqW24hqgkSZIkSdIkN23atFaXII0bBqKSJEmSJEmT3Pz581tdgjRu+Mq8JEmSJEmSpLZhICpJkiRJkiSpbRiISpIkSZIkTXKzZs1i1qxZrS5DGhcMRCVJkiRJkiS1DQNRSZIkSZIkSW3DQFSSJEmSJElS2zAQlSRJkiRJktQ2DEQlSZIkSZIktQ0DUUmSJEmSJEltY61WFyBJkiRJkqTRNXv27FaXII0bBqKSJEmSJEmT3A477NDqEqRxw1fmJUmSJEmSJLUNA1FJkiRJkqRJrqenh56enlaXIY0LvjIvSZIkSZI0yS1cuBDw1XkJDEQlDVFEdAP7A9Myc0W1byqwHDg5M7taVNq4ERFdwEnAAZnZ3dpqJEmS1I7mzJlDb2/vkM/r6OhgwYIFo1CRJI0fBqLSJBIRLwXeD8wENgQeBP4GXAAsyMwbWljeqKgLHxvdBfwJOJ3y7PeMZV0TUUScCewBfCwz/6ePMS8DLgf+DmydmXeMYYmSJEkt1d3dzYoVK5g6dSpdXV2tLqdfvb29LFmypNVljIqJ9D1IGp8MRKVJICIC+DLwSeAh4MfA94G1gVcBHwfeFxH7Z+bpo1DCDcAWwMpRuPZgXQ2cVf3zGsBzgF2B+cAbI2L7zHy4VcVNEO8GXgl8KSJ+nJnX1B+MiKcA36F8vu80DJUkSe2mu7ubJUuWMHPmzAkTxE2ZMoWOjo4Bx/X29rJyZSv/dX7wJuL3IGl8MRCV/n97dx/veT3nf/zxLJWEsqyIMuMyljWKXJVORULINVmaCC1WYfFLaEK5tlkXix01bAa7ixWtZZkm0m6oxjVJM5vIRVFS6fL1++P9+erbt++ZOWcuzvec833cb7dz+8z5fN6fz+f1+XzPMXrO+2J+eD0tDF0D7F9VP+g/mOQptCDrk0keVVWnbMybV9U1wI835jXXw6qqWtK/I8l2wHeBPbqvlTNf1txRVRcnORj4IvDxJA+qqqv6mrwLuCdwbFWdNpIiJUmSNC2LFi1i5cqV62w3MTExb3uUStIgV5mX5rhu/s7X04bHP2EwDAWoqk8DLwc2B/4pyWbduYuTVLfdK8nKJJcl+UOSk5Pce6o1dNdZNrB/Wbd/QZIXJflekj8l+XWSDyfZdpLr3TnJ+5Kcl+SqJBcnOakbrj1lVXUJ8K3u278cuMeuSd6T5DtJftfV9dMk70pym7U86zOSfLXvnDVJPtFNV7BWSW6T5GtJrk9yRN/+NUnWTHLOku4dTgzsr+7z2iHJvyT5TZIrk5yZ5MB11TKZqvoS8D7gfsBb+u73WOBQ4ExgyZA675Lkg0lWd5/ZRUk+m+QBQ9pul+ToJD/o+3k7N8nyJPdf39olSZIkSZoKe4hKc9/BtN/lfx0c4jxgKfAG4F60OUb7e4nuDzyR1jPwg8B9gMcCD0pyn6q6aANrfDvwaODzwJeBvWjDs+8O3GiJwyS7dG3+AvgS8BngdsABwGlJnlRV/zmVm3aB64OA64GzBw6/gDZf5qnAV2j/QLQr8ArgMUkeXFWX9V0rtLlKDwIu6ur6LXDn7nl+Anx7LbXsRJvL9e7Ac6vqxKk8wzrchjaf5yVdbdsBT6f17rxTVb1jPa/7amAf4PAkJ9OmIzgeuAJ4dtcj+M+SPJj2bLfutv8O3J72fh+T5HFV9dWu7Wa0KR0eCJxG+4yvA3bs7rmiu58kSZIkSZuEgag09+3ebb+ytkZVdW2SU4ADgYdz40D0AODRvdAKIMlbgP8HPI8WaG6IhwD3q6rzu2vfjBZ87ZVkt6r6Zt/+fwVuCexVVX8es5NkB1pvz48kWTAwlBtgUZIl3Z83A7anBb3bAi+rqnMH2r8FeMngvKJJnk8Lj18MvK3v0AtoYei3gEdV1aV952xOCwCH6no9fhHYBnhsVa31s5qGv6bNFfvMqrq+u9dbab04j0ny6ao6b7oXrao/JXk2cAbwUdq0A9sDL66qn/S3TbIV7TPbCti9qv6n79jrae/rhCR364LUXWlh6Cer6lkD19ocuNVUakxy5iSHdp7K+ZIkSRti1apVTExMjLqMtVqfFeZ7583XZxt3y5cvH3UJ0qxhICrNfXfstj+fQttemx0G9n+yPwztfJgWiO62AbX1vLEXhsKfw9kTaPN67gZ8szv0OOBuwDv7w9DunF8meTtwHK0n4WAv0ft3X4M+QQtfb6Sq/m+SWo8H3k3r0dofiP5dt31RfxjaXes64MJhF0vyKODTwGXAI6pqY/Z+vA54TS8M7WpZneQfgaOA5wBHr8+Fq2pVF2i+DbgTcHJV/dOQpgcAOwFv7g9Du2ucn+TdtAW/9uDGn8OVQ+55Ha23qyRJ0qx26aWXztv5Nufzs0lSj4GoJBg+1LsXnk46n+YmuP5Du+1d+np79rtHt703Nw1EP1pVi3vfJNkeeCTwHmD/JBNVdVbf8S2AFwHPpE0RsC03nlf5Tn1ttwHuC/y6qgaH3q/NU4F9gZ8Cj+kPhTeS86tq9ZD9K2mB6E3m75ymd9Lmnr0D8KpJ2vQ+s7tN8pndu2+7AlgF/AA4OMndaNMonAacOTgUf22qatdh+7ueo7tM9TqSJEnrY6ort4/S+q4aP5+fTZJ6DESlue9XtLBpxym07bX55cD+m/TK63pxQluIaUMN6/V3bbftv/5tu+3T1nG9W67rhlX1a9pcmlsD/0wbIv/oviafos1xeR7wOdp77A3DP5w2BLxnu277i3Xdd8BDgS1oQ8+n0oN3un49yf5fdduhi1ZNVVVdn6T3Tm7So7PT+8yeNcnxnlt217ymWyDqKODJQG+e00u7XsNHVtUV61+1JEnSpjfVldtHaX1XjZ/PzzbujjzySACOOeaYEVcijZ6BqDT3nUZb1OeRtOBvqG5+xonu229s+rLWS++feZ9YVSdtpGue0W3/PPS/WxH+SbR5Vx9TVdf2HduMtqhQv16geyem57W0xakObpfO8/uHt/e5HthykmtsN8l+aPN6DnOHbjsT/2zeu8ejq+rLUzmhW6Tr74C/S3JP2s/lobQg+pa0+VolSZIkbUSrVw8bXCaNp83W3UTSLLeMNpfkk5L81VraPY82d+hPaCurz0b/22332IjX7A3J7//fu7t325P6w9DObsDW/Tuq6nLg+8D2SaYzDP0q2rD5fwMWAyd2C0cN+n137S2GHHvgWq6/U5IFQ/ZPdNvpDO9fXxv0mVXVOVX1YeARtPd1wMYqTJIkSZKkYewhKs1xVXVekmOB1wMnJXl8Vf2wv02SA2hzaV4H/O0kvRRng88BPwNekuSUqhqcJ5QkDwW+M5Vh1V2v2MO6b1f2HVrTbSeA9/a1vz3w/kku94+0haY+lGRwlfnNgO2r6iYLK3VDxJ9FC/v+BtgqyTMH5sv8Jm3ey4O7e/Suuxh4+FoecXPgbUme1bfK/ELgZbQpCU5cy7kby78DxwKHJ/laVf13/8G0eRceDnyzqq7u5g29dsiiVrelTS/gcHlJkqSNaKqrxrtyu6RxYiAqzQ9LgG2AVwDfSfIl2sI1WwAPAx5MmwPyWVV1yqiKXJcuPHwy8CXg5CSn0xbhuYI2/+mDgLsCd+SmwdmigUV9bg/sDdwLuIgbD4P/Fm3agCd39ziNNvz8MbQetINzrAIspfWCfA7w0ySfA35L63W7N211+iVDzqOqrktyEPAn4BDgM0meWlW9+TnfSwtD/ynJPrT5RhfR5iD9ArD/sOsC36V9tmcm+TJteP3Tu+2rq+pnk5y30VTVn5I8Cfgi8OUkX+/q+hPtM9sNWEDrqXs17TP8eJJvAj8GLqS9+yfSevG+bVPXLEmStL4WL17MxMQECxYsGHUpUzYfV42fi5+DpNnFQFSaB7rega9M8ingJbThx/vQeoSuAd4FHFdVF4ysyCmqqu8muT8t3N2fFhReTwvOzqYtxnPRkFPv3331/In27O8B3l5Vfw45u4DyCcCbaXN8voy2YNLSbt+Neth25xTw3C5sfiEteNyqq+vrwFrnPO0WKHphV9dLab15D6iqK6vqh0keSetp+Xha786v0wLRJzN5IPp7Woj7dtp7unVX+zuravna6tmYqurMJH8NvBJ4HPB82s/ehbTer0cCf+ia/w9tIaU9ae9+O+A3tKH37xnsYSpJkjSbLF68eNQlTNn6rhQ/21eYh7n1OUiandL+G1+SNJckKeDUqpoYdS2zSZIzd9lll13OPPPMUZciSZIkzSoHHnggAMuXz1jfCWmj23XXXTnrrLPOqqpdN+Q69hCVJEmSJEma5/bee+9RlyDNGgaikiRJkiRJ89whhxwy6hKkWcNAVJLmsSQLgMVTbH5cVV2yyYqRJEmSJGkWMBCVpDmoqjLFpgtoC1FNxTLAQFSSJEmah1avXg3AwoULR1yJNHoGopI0j1XVSmCq4akkSZKkeerII48EXFRJAths1AVIkiRJkiRJ0kwxEJUkSZIkSZI0NgxEJUmSJEmSJI0NA1FJkiRJkiRJY8NAVJIkSZIkSdLYMBCVJEmSJEmSNDZuNuoCJEmSJEmStGkdc8wxoy5BmjUMRCVJkiRJkua5hQsXjroEadZwyLwkSZIkSZKksWEgKkmSJEmSNM8tXbqUpUuXjroMaVYwEJUkSZIkSZrnVqxYwYoVK0ZdhjQrGIhKkiRJkiRJGhsGopIkSZIkSZLGhoGoJEmSJEmSpLFhICpJkiRJkiRpbBiISpIkSZIkSRobNxt1AZIkSZIkSdq0Fi5cOOoSpFnDQFSSJEmSJGmeO+aYY0ZdgjRrGIhKkiRJGjuHH344q1atmvZ5ixYt4rjjjtsEFUmSpJliICrNUUl2Bl4C7AXsCGwNXAScDXwGOLGqrprBehYAq4GPVtXimbrvVCVZAhwF7FVVKzfC9W4GHAQ8A1gEbAdcAnwH+BSwrKqu3dD7SJI0LpYtW8aaNWtYsGABixcv3uT3W7VqFaeeeuomv8/6mun3IUnSODEQleagJG+ghXubAf8DfBT4I7A9MAEsBf4WeOCISpzXktwZOAl4APBr4GTgQuAOwGOARwIvTvKEqrpgZIVKkjSHLFu2jFNPPZU999xzRgPAbbfdlkWLFq2z3apVq7j00ktnoKJmVO9D0vx14IEHArB8+fIRVyKNnoGoNMckeS1wNPBz4GlVdcaQNvsDr5zp2sZBklsAXwTuSwuiX1xVVwwc/wCt9+h/JnlI/3FJkjS7LFq0iJUreUmutwAAIABJREFUV66z3cTExKzuUSpJkqZus1EXIGnqumHpS4BrgMcOC0MBquoLwH5Dzn96kq8luTTJlUm+l+SIJFsNabum+9omyTuSnJ/kqiTnJnlNkvS1XUIbLg9wUJLq+1rctZnovl+SZLckJyf5XbdvQddmryQfTvLDJH/oavx+kqOS3HySd7J5kkOTfKPvuc5NsjTJPXrPQutRC3BKf31rf+NDvYIWhp4OPG8w7Oy+f153/H7AywfqXdnd+2ZJXpvkp917/XmStyXZcpLn3DnJsq7d1Ul+nWR5kntNpegkj+7ue8Ikx7dKclH3tdXAsWclOSXJJUn+lORHSV43yc/NAUlOTHJOksu7rzOTvCzJTf7O6Z6pktw1yd8l+W73Ga6cynNJkiRJkjRd9hCV5paDgS2AT1bV99fWcHD+0CTHAkfQ5hldThti/xjgWODRSfatqqsHLrMF8CVgB1qvyGuBA4C3Ajen9VQFWEmbQ/Mw2hya/9F3jcHVCh7a1XEacDxwO6B339cAO9PCxJO7ezycFgJPJHlkVV3X90xbAl8AHkXrMbsc+AOwAHhSd4+fAsd1de9J69W5Ztg7m6IXdNs3V9X1wxpU1fVJjume4YXAsOUclwN70N7rH4DHAq8Gbk/7nP8syX60eWG3AD4PnAvcGXgy8Lgke1XVWeuo+8vAz4CnJzm8qgbH/D0FuC3wrv6fnSTHd/VcAHyaNk/qQ4A3AfskedTAXKlvBa4HzgB+AWwL7A28B3gQ8JxJ6ntP9z5OBv4TuG6SdpIkSZIkbRADUWlu2b3bfnU6JyXphZA/B3arql91+48APgvsD/w9LRzttwMt4HxUVV3ZnXM0cA7w8iTHVtU1VbWy64V5GLCqqpaspZx9gUOr6kNDjr0YWF1VN+q5meRNwOuAp9IWLOpZQgtDP0+bPqA/yNsKuDVAVR2XZDtaILpsfRdVSrIjsBMtGF7XNU7p2u2U5M5D5hK9G/BXVfW77tpH0t71c5Mc0fcZ3Qb4BHAF8Iiq+mFfPfcF/pc2Z+wuayumqirJB4F30ELJ9w00eWG3/XDf9RfTwtDPAs/u/Qx0x5bQet2+hBZm9jyuqn7Wf+GuZ+gJ3bO9b5KezbsAD6iq1UOO3USSMyc5tPNUzpckzV6rVq1iYmJiRu6zvufN5vokSdK6GYhKc8sdu+10F+p5Xrd9cy9oA6iqa5O8ktY78RBuGogCvKw/CKuq3yT5HPBc4F7AWnuqDrFqkjCUqjpvknP+gRaIPpouEE2yOS1AvZIWsN6oR2z3/W+nWdu69N7/xf3vZJiqujLJxbSFrnbgpp/Za3phaNf+8iQfB95AWwzrC92h59J63760Pwztzvl+kn8GDk9yn8HjQ5xA69n5IvoC0W7Y/Z7AKVV1Tl/7w2ih7vOGPO+bgJcCz6YvEB0MQ7t91yd5T/csj6b1Hh309qmGoZKk+e3SSy+d1XN1zvb6JEnSuhmISuOh13twxeCBqjonyQXAwiTbDgylvrSqzh1yvZ9329usRy3fnOxAkm1oIdyTgHsCtwLS1+ROfX/emTYc+4yq+uV61DFq3x6yb9h7fWi3vX/XK3PQPbvtvYG1BqJVdXGSf6X11HxYVZ3eHer1Dv1gr23a4lD3p02xcHjflLH9ruruS995twVeRQvZ7wpsM3DOnRhu0p+LYapq12H7u56ja+0tK0ma3aa66vuGWt9V42d7fZIkad0MRKW55UJaADVZqDSZbfvOn+y6O9F6Ivb/P+9LJmnfmzNy82nWAfCrYTuTbEELbHej9Tr9FK2H5zVdk6OA/kV8tuu2v1iPGtZXr/bbJtl6bb1Ek2xNm5MT4CaBbVUNe7fD3mvvGi9g7W65juM9H6D11HwRcHo3tcBBwG9oQ+N7bkMLo/+SGxakWqtuWoJvAQtpAefHgN/Rnqs3x+xNFmLqDP25kCSNn6mu+r6h1nfV+NlenyRN5pBDDhl1CdKsYSAqzS2n0Rao2Qf4yDTO64Wcd6AtrDPojgPtNqXJVnZ/Ii0MXVZVg4sK3ZGbhnK9QHG64fB6q6rzk/wc2BGYoC2INJkJ2v/Gnj9k/tDp6H0m96+q727AdQCoqjOSnE23uBJtYa3bAm+rqmv6mvbue3ZVTbXH5SG0MPTowXlku3lsD1tbaVO8hyRJkqT1sPfee4+6BGnW2GzUBUialhNoPSafkuQ+a2vY9fzrObvbTgxpd3faiuWrJ+m1OFW9VcHXp9cowN277WeGHNtzyL4f00LRv06ywxSuv6H19Szttq/NJOPIu0WEXtt9++Fhbabhf7vtHht4nX4fAG5O6yn6QloYeaM6q+qPwA+Av0ryF1O8bu8z/PSQY8M+Q0mSJEmSZpw9RKU5pKrWdPNIHgOcnORpVXWTuSiT7Ae8mtabFOB44PnA65KcVFW/7dptDryT9o8j0+lxOszvacHaTut5/ppuO0FbNR6AJHcF3jbYuKquS/IBWvD4we5d9K8yvyWwbe9ZgYu77frW1/Nu4JnA7sDSJC8dWH19a9qCRbvThv7/wwbe7wTgSOCoJN+qqhvNtdmFr4+oqpXTuOZy2uf+atqCT1+eZEGrd9N+Lo5PsngwME9yG2BhVZ3V7VrTbSeA7/W1ewBwxDTqkyRpxkx11XhXfZc0161Y0ZaUsKeoZCAqzTlVdWySm9GGkH8ryem0BXr+SFvR/BHAPehbtKeqTk/ydloA9v0k/w5cThsufV/aUPx3bGBdf0xyBrBHt1r6ObRemSdNcaj354FzgVckuR+tV+tOwP7AyQwPMo8GHgw8HjgnyReAy2hD2velLe6zrGt7CnA98JYk96UFuFTVm9fjOfcDTgKeBzw2yX/S5sDcnraY0B2BVcDjq+qK6Vx/yP0uTvJU2vye/5vkq7Sem9U950NpQ95vPo1rXpHko8DLul0fmqTd8Ul2BV4M/CzJl4Dzgb+gDY1/BC2wPbQ75WO0d35ckr2An9J+Fven9fx9xlRrlCSNn8WLFzMxMcGCBQtm9L6zddX4Ub0PSfPX0qVtsJuBqGQgKs1JVfXGJP9GC6r2Ag6mBWIX04K4twEnDpzzmm7uyJfShkpvQZtP9HXAu6rq6o1Q2nNoPSL3A55FW5TnAmCdgWhVXZ5kb+CttB6GewDnAW+i9VS8SZhWVVd34eShtGc6qLvnL2kB4ml9bX+U5CDg72nvrRcgTisQ7a51fpIHAYu7up5AWzToku5Zj6LNhXrNpBeZ3v2+muSvabU/mvZurqY95wqGD1Ffl+NpgeiFtHB3snu/JMkXae/4kbTn/B0tGH0HfT9nVfXLJHvQPsPdu1p/THvfX8FAVJK0FosXL57R+63vSvEzscI8zPz7kCRpnKTKdSwkadwkWUzr3fnmqnr9iMvZaJKcucsuu+xy5plnjroUSZIkaVY58MADAVi+fPmIK5HW36677spZZ511VlXtuiHXcVElSRoz3ZQLrwCuZZLh8pIkSZIkzVcOmZekMZFkd9pq7xPA/YD3VdUFIy1KkiRJkqQZZiAqaawlOQCYymRga6pq2SYuZ1N7JG1+098B/0xbZEuSJEmSpLFiICpp3B1AW4xpXU7lhhXr56SqWgIsGXEZkiRJkiSNlIGopLFWVYtpq8VLkiRJ0rzlYkrSDVxUSZIkSZIkSdLYMBCVJEmSJEmSNDYMRCVJkiRJkua5I488kiOPPHLUZUizgnOISpIkSZIkzXOrV68edQnSrGEPUUmSJEmSJEljw0BUkiRJkiRJ0tgwEJUkSZIkSZI0NgxEJUmSJEmSJI0NA1FJkiRJkiRJY8NV5iVJkiRJkua5vffee9QlSLOGgagkSZIkSdI8d8ghh4y6BGnWcMi8JEmSJEmSpLFhICpJkiRJkjTPrV69mtWrV4+6DGlWcMi8JEmSJEnSPHfkkUcCsHz58hFXIo2ePUQlSZIkSZIkjQ0DUUmSJEmSJEljw0BUkiRJkiRJ0tgwEJUkSZIkSZI0NgxEJUmSJEmSJI0NV5mXJEmbzOGHH86qVaumfd6iRYs47rjjNkFFkiRJksadgag0RyXZGXgJsBewI7A1cBFwNvAZ4MSqumoG61kArAY+WlWLZ+q+U5VkCXAUsFdVrVyP8xcDJ0znnKrKdO+j+W/ZsmWsWbOGBQsWsHjx4lGXs8mtWrWKU089ddRlzFrj9vMgSZJG55hjjhl1CdKsYSAqzUFJ3kAL9zYD/gf4KPBHYHtgAlgK/C3wwBGVOB+tAo4e2LcAOAj4P2DZDNejOWrZsmWceuqp7LnnnmMVgG277bYsWrRone1WrVrFpZdeOgMVzQ7j+vMgSZJm3sKFC0ddgjRrGIhKc0yS19KCuZ8DT6uqM4a02R945UzXNp9V1SpaKPpnSSZogeiaqloygrKkOWPRokWsXLlyne0mJibsUSpJkiRpk3JRJWkO6YalLwGuAR47LAwFqKovAPsNOf/pSb6W5NIkVyb5XpIjkmw1pO2a7mubJO9Icn6Sq5Kcm+Q1SdLXdgltuDzAQUmq72tx12ai+35Jkt2SnJzkd92+BV2bvZJ8OMkPk/yhq/H7SY5KcvNJ3snmSQ5N8o2+5zo3ydIk9+g9C61HLcAp/fWt/Y1vmCS3S3J9ki8N7N8uybVdDU8aOPaqbv/TB/bfJ8nyJBcmuTrJBUmO7727KdSya3fdz09yPEl+luSKJLcZOPaEJF/uPq+rkvw0ybFJbjnkOvt2df04yWXd9b7b/ZxtMaT9O7u6Hpjk4CTfTnJ5ku9P5bkkSZIkTc3SpUtZunTpqMuQZgV7iEpzy8HAFsAnq2qtgdHg/KFJjgWOoM0zupw2xP4xwLHAo5PsW1VXD1xmC+BLwA7AF4FrgQOAtwI354Yh5CuB7YDDgO8A/9F3jcHVVB7a1XEacDxwO6B339cAOwOnAyd393g4LQSeSPLIqrqu75m2BL4APIrWY3Y58AfaUPYndff4KXBcV/eetOkF1gx7ZxtbVV2U5LvA7km27Hu/E8Dm3Z/3AT7bd9o+QAGn9HYk2YP2/rfu2v4U+Cvaz8MTk0xU1ffWUcuZSb4FPCbJnavqgoEmjwLuSpsD9vd993478CrgN8BJwG+BXWmf4aOT7FFVV/Rd5w3AHYAzgM8BtwT2oP2c7Z5k/6oaFkQfBewNfB74Cu2zlyRJkrSRrFixAoBDDjlkxJVIo2cgKs0tu3fbr07npCS9EPLnwG5V9atu/xG0gG1/4O9poVW/HWgB56Oq6srunKOBc4CXJzm2qq6pqpVdL8zDgFXrGD6+L3BoVX1oyLEXA6sHA7MkbwJeBzwV+FTfoSW0IO/ztOkDruo7Zyvg1gBVdVyS7WiB6LL1WVRpA6wA7k8LgnvjgPcB/gR8q/tzr+YtaeHh96rqt92+mwH/AmwDHFBVn+tr/3zafLHLaCHlunyAtjDUIbR31++F3fbPn0s39cKrumc4oKou6zv2UuC9tJ+r1/dd57lVdd7gjZP8A3A48Fha2D1oD+BBVfXDKTwHSc6c5NDOUzl/Nli1ahUTExOjLmOTW58V5nvn+X4kSZIkbQoGotLccsduO9i7b12e123f3AtDAarq2iSvpIVUh3DTQBTgZb0wtDvnN0k+BzwXuBcw3aHNqyYJQxkWpHX+gRaIPpouEE2yOS1AvZIWsN6oR2z3/W+nWdum8FXg5bTgsz8QPR34MvDWJDtU1S+BhwC34MaB9z7AXYD/7g9DAarqI10wuUuSXarqrHXU8ingXcDzk7yp19s2yfbAE4DvVtX/9LU/rNs+vz8M7e79viSHAc+mLxBdx2d4OO0zHBaIvneqYeh8cemllzpX5lr4fiRJkiRtKgai0njYpduuGDxQVeckuQBYmGTbqupf3vnSqjp3yPV+3m1vM+TYunxzsgNJtqGFcE8C7gncCkhfkzv1/XlnYFvgjC5MnK2+RptqYB/gDUnuCNwbOJEbPo99aL1A9+6+7/+cJv3s+vYvAh4ArDUQraorkywDXgE8jjYEHlpgvgV9vUM7DwUuBxYnYRILk2zVC6ST3JoWAD8RuDttyPxkn2G/SX8uJnmWoT1iu56juww7NttMddX1uW59V433/UiSJEnaVAxEpbnlQlqYNlmoNJlt+86f7Lo70eYB7f8v80smaX9tt918kuNr86thO7sFd1YAu9F6nX6K1sPzmq7JUUD/4k/bddtfrEcNM6aqLuvm7twtya24IfT8Ki3AvIQbAtF9aO+2v1vcVD47uOF9rMs/0QLLFwEnpSWdh9CCzxN7jbopB7bpvj1q8CIDbglc1S18dRpwP9pUC8uBi2mf4Za04fU3WcCrM/TnYj6b6qrrc936rhrv+5EkSZK0qRiISnPLabRAbR/gI9M4rxdy3gH42ZDjdxxotylNtrL7E2lh6LKqOrj/QNercjCU64W10w2HR2EFrbflnrTP7lLg21V1XZJTgX263rEP7vb3D0/v/+yGmdZnV1XnJvkKsF+SnWg9be8KfKSq/tDX7qokVwG/qaqdpvSU8ExaGPr+qnpp/4Ek96AFopOWNsV7SJIkSZK0QTYbdQGSpuUEWm+7pyS5z9oadj38es7uthND2t0duDNtMaPJeoRORW/19/XpNQpteDXAZ4Yc23PIvh/TQtG/TrLDFK6/ofVtiN6coPvQAu1Te/N3dsfuDLyANmx9cMGsST+7gf3rmj+03wdo//v/AoYsptTnf4EdkyyY4nV7n+Gnhxwb9hlKkiRJmiELFy5k4cKFoy5DmhXsISrNIVW1JskS4Bjg5CRPq6pvD7ZLsh/wam4Ynn088HzgdUlO6lvBfHPgnbRwbDo9Tof5Pa2X31R7Ew5a020naKvGA5DkrsDbBht3vSs/ALwW+GD3LvpXmd8S2Lb3rLSh22xAfRvidNqq8gcCtwfe3XesNzfoEQPf93wFOJ/Wo3O/qvqv3oEki2nzZa6awoJK/T5PW5jrhbR5YM+qqm8NafduWpB5fJJnVtVv+g92UwDcu6p683+u6bYTwCl97e4FvGka9Wkemuqq8a66LkmStGkcc8wxoy5BmjUMRKU5pqqOTXIz2hDybyU5Hfg28Edge+ARwD26fb1zTk/ydlpI+v0k/06bM/IxwH1pQ/HfsYF1/THJGcAeST4OnEPrlXlSVX13Cpf4PHAu8Iok96P1jNwJ2J+2KvmwIPNo2jDzxwPnJPkCcBmwI7Av8CpgWdf2FOB64C1J7ksLcKmqN0//aaenG37+DVoPUejrBVpVP0jyK9qQ+D/RwtP+c69N8lzgi8AXknyG9p7+ivbcvwcWT7Oe65J8GHhjt2tY71Cq6qQkbwZeB5yb5L+A1cCtgQW0sPQ/gad2p/w78Abg9UkeSJsLdkFX50nAM6ZT53y1ePFiJiYmWLBgwahLmVGuGj/cuP48SJIkSaNkICrNQVX1xiT/BrwY2As4GLg5rRfkKlqPyhMHznlNkrOBlwLPpQ3P/hkt7HpXVV29EUp7DvAPwH7As2iri18ArDMQrarLk+wNvJXWw3AP4Dxaz8J3MyRMq6qru96wh9Ke6aDunr8EPksLenttf5TkIODvae/t5t2hTR6Idr5KC0R/XVU/GDi2gtZ79PSq+tPgiVV1apLdaJ/VXsABtAWnPga8sarOW496jqcFopfRFj8aqqpen2QF8He0sP0A2lQFFwDvBz7e1/aSJBO0z3APWg/lc2m9X0/AQBRoAdg4Wd+V4sdhhXkYv58HSZIkaTZIletYSNK4SbI/rVfuB6vqb0ddz8aS5MxddtlllzPPPHPUpUiSJEmzyoEHHgjA8uWT9oeQZr1dd92Vs84666yq2nVDruOiSpI0ZpKENp0AtF6ekiRJkiSNDYfMS9KYSLILbTqDh9CGv3+yqr4/2qokSZIkSZpZBqKSxlqSA4CpTFa4pqqWbeJyNrWHAcfQ5gBdTptLVZIkSZKksWIgKmncHUBbjGldTuWGFevnpKp6H/C+UdchSZIkSdIoGYhKGmtVtRhYPOIyJEmSJEnSDHFRJUmSJEmSJEljwx6ikiRJkiRJ89whhxwy6hKkWcNAVJIkSZIkaZ7be++9R12CNGs4ZF6SJEmSJEnS2DAQlSRJkiRJmudWrFjBihUrRl2GNCs4ZF6SJEmSJGmeW7p0KeDQeQnsISpJkiRJkiRpjBiISpIkSZIkSRobBqKSJEmSJEmSxoaBqCRJkiRJkqSxYSAqSZIkSZIkaWwYiEqSJEmSJEkaGzcbdQGSJEmSJEnatJYvXz7qEqRZwx6ikiRJkiRJksaGgagkSZIkSZKksZGqGnUNkiRtFEku3nrrrf/i3ve+96hLkSRJkmaVX/7ylwDssMMOI65EWn8/+tGPuPLKK39XVbfdkOsYiEqS5o0kq4FbA2tGXIpGY+du++ORViGNnr8L0g38fZBu4O+D5oMFwB+qauGGXMRAVJIkzQtJzgSoql1HXYs0Sv4uSDfw90G6gb8P0g2cQ1SSJEmSJEnS2DAQlSRJkiRJkjQ2DEQlSZIkSZIkjQ0DUUmSJEmSJEljw0BUkiRJkiRJ0thwlXlJkiRJkiRJY8MeopIkSZIkSZLGhoGoJEmSJEmSpLFhICpJkiRJkiRpbBiISpIkSZIkSRobBqKSJEmSJEmSxoaBqCRJkiRJkqSxYSAqSZIkSZIkaWwYiEqSpHknyY5JPpDkjCS/SnJVkl8m+XqSg5NsMeoapZmS5B5JXpNkRZKfJ7k6ya+TfC7JXqOuT5opSbZIcliSE5Ks6n4XKskho65N2pSS3DnJ8d3/F7oqyZokxyW5zahrk0YlVTXqGiRJkjaqJBPA54AzgPOA3wG3BR4D7AicAuxbVdeOqkZppiT5JPAM4IfAabTfh3sBTwA2Bw6rqn8cXYXSzEiyHfD77ttfA1fT/k54QVUtHVlh0iaU5G7A6cDtaf/f6MfAbsBewE+Ah1fVxaOrUBoNA1FJkjTvJNkSuLaqrh/YvwXwZWACeEZV/esIypNmVJLFwHeq6uyB/XsC/w0UsKCqLhxBedKM6f5u2AdYVVUXJlkCHIWBqOaxJF8C9gVeVlXv7dv/buDlwIeq6tBR1SeNikPmJUnSvFNVVw+God3+a4D/6L69x8xWJY1GVS0bDEO7/acCK4EtgYfNdF3STOv+bvii4b/GRdc7dF9gDfD+gcNHAZcDz0myzQyXJo2cgagkSRobSTYHHtt9+91R1iLNEtd0W6ePkKT5pzdP9JcH/6G4qi4DvgHcAnjITBcmjdrNRl2AJEnSppLkdsBLgQB/CTwKuDuwvKo+P8rapFFLchfa8OErgK+NuBxJ0sZ3r257ziTHf0rrQXpP4KszUpE0SxiISpKk+ex2tCFhPQW8E3jtaMqRZockWwEfB7YCXl1Vv1/HKZKkuWfbbnvpJMd7+7ebgVqkWcUh85IkaVZKsiZJTePrxMFrVNWPqyq0fwS+C23xgBcCX0vyFzP8SNJ62xi/D33X2hz4F+DhwKdo/0ggzQkb83dBkjS+7CEqSZJmq58Bf5pG+19OdqCqrgPOB96T5NfAJ4A30obTS3PBRvl96MLQE4GnAf8K/E1V1YaXJ82YjfZ3gzQGej1At53keG//JTNQizSrGIhKkqRZqar22USX/mK3ndhE15c2uo3x+5BkC9ow+acBy4Hndv9YIM0Zm/DvBmk++km3veckx+/RbSebY1SatxwyL0mSxs2duq2ramtsJNkS+DdaGPox4DmGoZI0753SbfdNcqP8J8mtaFOnXAH870wXJo2agagkSZp3kuzSDQ0e3H9L4D3dtyfPbFXSaHQLKH0WeCLwEeDgqrp+tFVJkja1qvoZ8GVgAfCSgcNHA9sA/1JVl89wadLIxSmDJEnSfJPkP2i9Hk6nzR16BbAj8BjaSqqnA4+uqj+OrEhphiQ5AVgMXAR8ABj2HwArq2rlDJYljUSS/wfs3H27CLg/7e+En3b7TquqpaOoTdoUktyN9jN+e+BzwI+ABwN70YbKP6yqLh5dhdJoGIhKkqR5J8njgGcBuwHbA7cAfg98l7aQzPFV5ZB5jYUkK4E919Hs6KpasumrkUZrCr8PH62qxTNTjTQzkuxIW0xyP+C2wIW0kQNHV9XvR1mbNCoGopIkSZIkSZLGhnOISpIkSZIkSRobBqKSJEmSJEmSxoaBqCRJkiRJkqSxYSAqSZIkSZIkaWwYiEqSJEmSJEkaGwaikiRJkiRJksaGgagkSZIkSZKksWEgKkmSJEmSJGlsGIhKkiRJkiRJGhsGopIkSZIkSZLGhoGoJEmSJEmSpLFhICpJkiRpxiVZkKSSLBthDfdMcnWSV4+qhq6OJPlOkq9vwDVmxbPMFUlukeRXSU4cdS2SpJlnICpJkiRpXL0buBh4X//OJMu6sHbxZCcmWdK1WTLJ/v6vPyU5N8mHkywYvFZVFfAGYPckT92Yz9LVtEuSf0vy6y40PT/JB5JsP8mzrRnyDL2vXw1pv2WSNydZneTSJKck2WWSaz+yu87+6/mcJLltktcnOT3JRUmuSXJxkq8nee3gcyVZ2d1zorevqq4A3gIcmORB61uLJGluutmoC5AkSZKkmZbkYcDjgCO7cGxjOxVY2f35tsDewAuApyZ5cFX9tL9xVX0uyY+AY5J8ugtJp2Rtz9IFj5+h/bff54FzgJ2BQ4HHJ3l4VZ0/5LKXAscN2f/HIfveCrwc+DRwAfAc4JQkO1fVhX213BL4Z+DjVfWFqT7fkOc5EdgWOBf4LPCb7vsHA28GXpvk7lV1k/B2wIeAo4BjgH3Xpx5J0txkICpJkiRpHL0EuB742Ca6/sqqWtL7JslmtEDyscBrgYOHnPNRWri4D/CVadxr6LMkuTmwFNgCeEpVfabv2LOA5bQepU8Ycs1L+uufTJIALwJOqKrndfs+SwuDnwO8va/5W4GtgcOm+FyD99qTFoBeS3t/Hx0MjpPcD3gPcPN1Xa+q/pTkU8CLktxjMKSWJM1fDpmXJEmSNKskuWOS93dDt6+B4uQvAAAIjUlEQVRO8tskn0my6yTtt01yXJILuuHpP07yiiR3HTZPaZJbA08FTq+qC2bgkaiq64FeHZMN0f5kt33+VK+7jmd5GLA98O3+MLSr5xPAd4D9k9xlqvcb4i+BWwDf7NvX+/Ofr5tkD+DFwEur6uLp3qQLlD9E69RzWFUtG9aLtqq+BzwS+MUUL/1JIMDzpluTJGnusoeoJEmSpFkjyULgNGAHYAXwCWBH4GnA45I8pX+4ddcLcgWwC3A28HHa8OkjgT0muc0jgC27+4zCNcN2VtX/JfkF8MgkmeKw+bU9yx267XmTnHsecH/acP4TBo5tleRvgJ2Ay4HvAl+rqusG2l0EXAn0h9UP7Lb/B5Bka+AjwGeq6t/X9UCT2BO4Fy3o/MjaGnbh8/VTvO43aZ/Ho4Aj1rM2SdIcYyAqSZIkaTb5IC0MfV1VHdPbmeQDwNeAjya5S1X15rJ8FS0M/SRwYC9ETHIMcNYk99i92357HbUcMGwRpM7EOs69kSSbc0PPz7UFsd8CDgDuDfxwCpde27Nc1G0XTnLuXbvtvYYcuwPwLwP7Vic5uKpO7e2oquuTfBh4WZJtaYHlc4A/0MJpgDfR5lF9ydoeZB16z7lySCi73qrqyiQ/AB6Q5FZVddnGurYkafYyEJUkSZI0KyS5M21xm/O58dyTVNXpST4B/A3wZG6YL/MgWm/AI/p7VFbVz5McR1tkZ9BO3fbCIcf6PbH7Wh8TfSvQ/wWtB+LOtJDzTWs5r7cQ0E5MLRBd27N8A7gEeFCSJ1bV53oHkjyd1jsU4DYD550AfB34AXAZLTh9KfBC4ItJHlpV3+lr/xpaL9Fn0Z71bODvq+oXSXYDDgcWA7/t3smLaEPtvwO8rKq+MYXnvGO33RRTHPwKWATcCfjxJri+JGmWcQ5RSZIkSbPFA7rt16tq2LDyFf3tuvkz7wb8oqrWDGk/WU/M23bb36+jnoOrKsO+gKPXce6etBXMjwL+jhaGrgIeVlW/Wct5v+u2t1vH9XsmfZaqupy2gFEBn0ny2SRvT3ISrUftqq7p9QPnHV1VK6rq11V1RVV9v6oOBd5NWxRpyUD7q6rqiKpaUFW3rqo9q+pbSbakhav/VVUnAi/r3seHgMfQwtb/SrL9FJ91U5nuO5ckzXEGopIkSZJmi2277WQ9N3v7t+u2t+62v56k/WT7r+y261yJfAMc3QWnm9N6cf4jrRfiv3YLBE1m62575Vra9Fvrs1TVx2ir1v83bZj/YV09i7lhSPvaAtp+H+y2j5hi+zfQel2+qPv+VcBXq2pJVf038FxgG6Y2lL732d9piveejum+c0nSHOeQeUmSJEmzxaXd9g6THL/jQLs/dNvJehhOtr8XAN52kuMbTbfAz8+Bw5LsQFsR/qW0gHSYXk1TDSnX+SxVdQpwyuD+JL1pB741xXv9tttus66GSRbRhtL/bTd0/ta0uWF7ISxVdX6Si4C/msK9e719J5JsvjHnEWX671ySNMfZQ1SSJEnSbHF2t909ybDOG3t127MAquoPtJXS7zTJ4ke7D9kHbcV0aMPYZ9IrgauAN3QB4TA704awf2+K11yvZ0myHfB4Wsj531M87SHddrJV63vXvhltqPzKqlo6cHirge+n2kv3VOAnwJ2Bg9dx/82SbDHF60JbVOpiNs38pJKkWchAVJIkSdKsUFUX0MK5BbSFeP4syYOBA2lzZX6279DHaP9d85Yk6Wu/4+A1+qzstg+Z5PgmUVXnA/9M65H4ysHjSbaiDas/u6oumeJlV3bboc+S5FZD9t0C+Cht6oE3VNVVfcfuneQmPUC7wPl93bcnrqOm/wfcHXhBb0cXXv8C2K8XdifZE7gVbfGmtep62r4IuBb4xyR/0/9599V5H+DLTHFofZKFtJ7EK/sX5ZIkzW8OmZckSZI0mxxKWx39HUn2Bb4N7Ag8jdZz8uCquqyv/duBA4BnAvdK8mXaXKRPB77WHRtcNOj7SX4C7LMJhl+vy7HA84GXJ3lvVV3Ud2wC2BL49FQvNoVnOSjJK2nB6YW0MPbxtOkH3lNVHxxo/wzglUm+BvwfbeGjuwGPo/Xm/E/gnZPV0wWSrwdeOWShq7cD7wG+nuQM4NnAH4H3T/FZT03yZOBfuq/XJ1lJ6+W6LfBA4MHA5Ux9PtB9u+2U37kkae6zh6gkSZKkWaOqzqMFWx+kDWX+e9qK5P8FPLyqPjfQ/kraUPr30uYefXn3/bHAW7pmf+Cm/qlrv++QY5tMVV3Y3ftWwBEDhw8CrgY+Ms3Lru1Zvg38CNiP9i6fQltd/rFVNawH7SnAF2gh6IHAK4A9aXN4HgTsX1VXDysiyebA8cAZDA8530sLS3cE/hZYDexXVZMtfnUTVfX5rrY30Ia5P5U2V+mzger2320a1zyIFqgaiErSGImjAiRJkiTNR0leAHwYOLSqPjRw7NbAz4DTq+qJo6hvoJ7bA2uA5VV1yDTPnVXPMlck+WvgO8Drq+rNo65HkjRz7CEqSZIkaU7rVm8f3LcTrTfitcDnB493c1oeBTwhya6bvMh1ey1wHa3maZmFzzJXvBH4OfCuURciSZpZziEqSZIkaa77dLeq+JnAJbRFmfYHbgEcUVW/nOS8D9EWFrrDTBQ5mW5xoAuB53RD6tfHrHiWuaJbWOps4Lhu2gVJ0hhxyLwkSZKkOS3Ji4HnAPegLa7zR1rY9b6q+swoa5MkSbOPgagkSZIkSZKkseEcopIkSZIkSZLGhoGoJEmSJEmSpLFhICpJkiRJkiRpbBiISpIkSZIkSRobBqKSJEmSJEmSxoaBqCRJkiRJkqSxYSAqSZIkSZIkaWwYiEqSJEmSJEkaGwaikiRJkiRJksaGgagkSZIkSZKksWEgKkmSJEmSJGlsGIhKkiRJkiRJGhsGopIkSZIkSZLGxv8HDmHz0GNtZ/gAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 372,
"width": 674
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplots(figsize=(8, 6))\n",
"cph.plot(ax=ax[1])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 380
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 380
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
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"height": 250,
"width": 373
},
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},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 373
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 250,
"width": 386
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cph.plot_covariate_groups('Contract_Two year', values=[0, 1]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}