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@jhamman
Created October 15, 2019 17:56
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import scipy\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import xarray as xr\n",
"\n",
"from xsd.pointwise_models import BcsdTemperature, BcsdPrecipitation"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# utilities for plotting cdfs\n",
"def plot_cdf(ax=None, **kwargs):\n",
" if ax:\n",
" plt.sca(ax)\n",
" else:\n",
" ax = plt.gca()\n",
" \n",
" for label, X in kwargs.items():\n",
" vals = np.sort(X, axis=0)\n",
" pp = scipy.stats.mstats.plotting_positions(vals) \n",
" ax.plot(pp, vals, label=label)\n",
" ax.legend()\n",
" return ax\n",
"\n",
"\n",
"def plot_cdf_by_month(ax=None, **kwargs):\n",
" fig, axes = plt.subplots(4, 3, sharex=True, sharey=False, figsize=(12, 8))\n",
" \n",
" for label, X in kwargs.items():\n",
" for month, ax in zip(range(1, 13), axes.flat):\n",
" \n",
" vals = np.sort(X[X.index.month == month], axis=0)\n",
" pp = scipy.stats.mstats.plotting_positions(vals) \n",
" ax.plot(pp, vals, label=label)\n",
" ax.set_title(month)\n",
" ax.legend()\n",
" return ax\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (point: 5, time: 13483)\n",
"Coordinates:\n",
" lat (point) float32 dask.array<chunksize=(5,), meta=np.ndarray>\n",
" lon (point) float32 dask.array<chunksize=(5,), meta=np.ndarray>\n",
" * time (time) datetime64[ns] 1979-01-01T11:30:00 ... 2015-11-30T11:30:00\n",
"Dimensions without coordinates: point\n",
"Data variables:\n",
" DIV (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" PREC_ACC_C (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" PREC_ACC_NC (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" PREC_TOT (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" PSFC (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" QVAPOR (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T2 (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T2max (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T2min (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T_MEAN (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" T_RANGE (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" U (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" V (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
" W (point, time) float32 dask.array<chunksize=(3, 13483), meta=np.ndarray>\n",
"Attributes:\n",
" NCO: \"4.5.5\"\n",
" history: Wed Mar 1 13:48:35 2017: ncatted -a calendar...\n",
" history_of_appended_files: Wed Feb 8 14:15:52 2017: Appended file wrf_d...\n",
" nco_openmp_thread_number: 1"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# open a small dataset for training\n",
"training = xr.open_zarr('../downscale_test_data.zarr.zip', group='training')\n",
"training"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (point: 5, time: 23376)\n",
"Coordinates:\n",
" lat (point) float64 dask.array<chunksize=(5,), meta=np.ndarray>\n",
" lon (point) float64 dask.array<chunksize=(5,), meta=np.ndarray>\n",
" * time (time) datetime64[ns] 1950-01-01 1950-01-02 ... 2013-12-31\n",
"Dimensions without coordinates: point\n",
"Data variables:\n",
" Prec (time, point) float32 dask.array<chunksize=(11688, 5), meta=np.ndarray>\n",
" Tmax (time, point) float32 dask.array<chunksize=(11688, 5), meta=np.ndarray>\n",
" Tmin (time, point) float32 dask.array<chunksize=(11688, 5), meta=np.ndarray>\n",
" wind (time, point) float32 dask.array<chunksize=(11688, 5), meta=np.ndarray>\n",
"Attributes:\n",
" CDI: Climate Data Interface version 1.6.4 (http://c...\n",
" CDO: Climate Data Operators version 1.6.4 (http://c...\n",
" Conventions: CF-1.4\n",
" NCO: 4.4.5\n",
" history: Fri Oct 10 17:54:37 2014: cdo ifthenelse /Volu...\n",
" nco_openmp_thread_number: 1"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# open a small dataset of observations (targets)\n",
"targets = xr.open_zarr('../downscale_test_data.zarr.zip', group='targets')\n",
"targets"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>T2max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>1979-01-01</td>\n",
" <td>3.174133</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-02-01</td>\n",
" <td>5.273163</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-03-01</td>\n",
" <td>13.126129</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-04-01</td>\n",
" <td>13.500275</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-05-01</td>\n",
" <td>20.057251</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" T2max\n",
"time \n",
"1979-01-01 3.174133\n",
"1979-02-01 5.273163\n",
"1979-03-01 13.126129\n",
"1979-04-01 13.500275\n",
"1979-05-01 20.057251"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PREC_TOT</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>1979-01-01</td>\n",
" <td>102.553276</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-02-01</td>\n",
" <td>216.159973</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-03-01</td>\n",
" <td>98.423416</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-04-01</td>\n",
" <td>129.309418</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1979-05-01</td>\n",
" <td>41.323780</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PREC_TOT\n",
"time \n",
"1979-01-01 102.553276\n",
"1979-02-01 216.159973\n",
"1979-03-01 98.423416\n",
"1979-04-01 129.309418\n",
"1979-05-01 41.323780"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# extract 1 point of training data for precipitation and temperature \n",
"X_temp = training.isel(point=0).to_dataframe()[['T2max']].resample('MS').mean() - 273.13\n",
"X_pcp = training.isel(point=0).to_dataframe()[['PREC_TOT']].resample('MS').sum() * 24\n",
"display(X_temp.head(), X_pcp.head())"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tmax</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>1950-01-01</td>\n",
" <td>-2.065484</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-02-01</td>\n",
" <td>6.638215</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-03-01</td>\n",
" <td>8.544193</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-04-01</td>\n",
" <td>13.238667</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-05-01</td>\n",
" <td>16.199354</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Tmax\n",
"time \n",
"1950-01-01 -2.065484\n",
"1950-02-01 6.638215\n",
"1950-03-01 8.544193\n",
"1950-04-01 13.238667\n",
"1950-05-01 16.199354"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Prec</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>1950-01-01</td>\n",
" <td>214.043198</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-02-01</td>\n",
" <td>237.654190</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-03-01</td>\n",
" <td>269.569855</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-04-01</td>\n",
" <td>149.984604</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1950-05-01</td>\n",
" <td>65.975349</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Prec\n",
"time \n",
"1950-01-01 214.043198\n",
"1950-02-01 237.654190\n",
"1950-03-01 269.569855\n",
"1950-04-01 149.984604\n",
"1950-05-01 65.975349"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# extract 1 point of target data for precipitation and temperature \n",
"y_temp = targets.isel(point=0).to_dataframe()[['Tmax']].resample('MS').mean()\n",
"y_pcp = targets.isel(point=0).to_dataframe()[['Prec']].resample('MS').sum()\n",
"display(y_temp.head(), y_pcp.head())"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12090d7b8>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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anvNlpNfnaDG0stJYrrNZk9RKUVqpYBNgGLchcubAmqmV6qy139aR14AwNZ5IYXPXQVkySNa2QqaJZ9eo3xDs7KIjJ0feF487XY582x05v4nLhHTX0zF6gDtBt8wd0Nns2RkOqHNdgKqsNDIFfO/zr0jWXXn0pEHjexb6SUTeY9rhs6G6wmc3yNOrBOvIhV7N4xRNE8u0JcGEFC+OWtkBiLwOKDZt5DsrK4fIU2VTS91J7jZuAUycujreMLkUpbaa9TO1aUBBpJpNTretIFhbUTpa7Q/yNCInRUpj9cOyglLA0jAXVyWhaqVtDG27I6cl3GV7RmedOEBOLiWLOp/GZ+sU1VNWujWJIVQPnOvyqaU2CRyZUklHTo5g90JPpB+qSuPZT9yD737u5facZ2rh+ZucMD3yNkTeNCi8TMEGRH5pHXw+H1rymx48gbfW9T0kI2rl+Po0iRLLSmPX0DjyVIBxVlYY1RRFE/ig76feBTmwPFONW+uVlW7VrLeZq8TYTK3Q/bQ5xDYdOp1n0MuS0mFqU1HppKqJwM6onzeqVi4YHTk5hRdfvf+sg5Szshu1cj4kY0UHx/Hf/uoe/Ps/uLXxPCEiP1NqZVKU+Be/8QXclUgrJqsqjUwpZCo9KGwgppcnEHmFfp7hp77jawG0d8KvHF7FOz8Z69H5tciaJgVqr5SRyM/TFEPhiFyS4IUc+fkIdn741oN420fvTSJXQuRlpS3NElpRaiyTI08gxaLSGPbag2uEalPjjMb05XtHVnMtWZcqgW1W2CxTBaXSCXbUB9tWtG2cPZ2nn6tWHTmQvjfKeB31c5HGonNcMKqVzVmJQS/DoJedNbdNN9/mOLrwcn/15UNnxd/5iFxuz2e+crT1PKEzOVNq5baHT+Fjdx/Bf/zgbY3HUQfLlEqjG1YHIsWR50rZFVbbe/32t3wSv/Rnd4mKkVC62RRT0JYjj//WtWSCT63E7aFBd/Hy+UPkG9MSWqd5a550k1qxFVWFhUGOXqaSzqXgiLwBVFmOPHEMceSX71loROT0Hs5mnFGeQT/PkCmVDkB2RORdHfmg10Ct8NK6ifMZRJ5hkGcisCR1mksI2uGqlfG0xEI/Rz9TZ7UhBC3TgPalfFtRoJsePIEf+q0b8Ut/dmfymLZkEO4sUu1J1bLgtlWInOpilJXGwyc2ktUES22csFIqyTfShLnQTyFyjV6u0MuaA1CA7wilSSoceCkn/Lr334Q/u81kNkrUCqdomiZ63gbJKZKaYPdCM9+8lbZZ87apZf8qC7hKzr6qNCptqI6Fft7IkXcp0mRVKw0JQYNehv3Lw0aO3CLys1CuWESeKeQNfZYmnbaCXpt1MlMvVRCMHHmetQY7zfnSiNyMESU7clvG9gJSrSz0c/Ty7KyoFf4w2jjyNgRAKKKJv37GG/4cf/+tn0z+vYuOvEtEIHLkDRz58fVpUp5HHXNWanzTf/kYXvjG68Xjqkojzw21kiycXznJV1Hp6DhC9blqR+R3sEw8KaEl/G7qWX741oP2Z2kMdg0+tyHykLs8H3uuEkrcSPTblc3CllaVHDndbz/PMBrkDdRKZR35rOG+rKggJT+swdlFS30vgSa6Xj1Oz0aCSG3p5RlUAx1Iz6DpvnhbUhnUXRA592Mp0DgrK/QyhX4vhcidGidTW8iRK6WepJT6mFLqTqXUHUqpH6s//1ml1CNKqZvrf6/sek7AbPS6MMjRy+WZqatxJNU2e/3Dt3+6UY9M70dCdvyY+xrqtvDJJDVBNZ2fLHTclU6jiuf/wnV4QcJBZ9apVvV500GYXBG1IrdpFjqz4LiyDuTktXyxydnxdy4j8u7BTjJppVOU7RMrEDhyCZEH934+pK52w4eG1HrKLpUmenrnFpGnlvulttRK01K+zZETOLtocYCTG9PkcdSus+LIGWfdFKCn+2lD5OTIUzWN+KSYuq9pR0SeZwr9PMOsjMHQlK00elk77Xw6iLwA8JNa668D8AIAr1NKPbP+21u11s+t//3ZaZwTm1NTfrPfobGNjesYzAKMqP+3brg/+Xc609loaDpldna4AKdSKPBxJklBbXVoyCqtkWXNwU46h92GSiiS1RWR87/JHHk7Ig8/E6mVjlvvcUco0Vj07If93CDA84jIUw64rHRj36D77bVQK0WlMeo1y9201q2xqM1ZhcWBceSVlrM7+XnaVsgfuf0x3JvcxIFz5Ok2na5qJYnImW49NWm0lail9hiO3K2UuU2LCoNeBlXHmrYMkWutD2qtb6p/XgVwJ4Arun4/ZZOixEI/Qy83jT1TTSkfqF0YmqaM0ib1Q1frElwLKQDp3vnApO3JpMHa9twKi0iaj6NApVJNUXkKdjre3b9W7cjrG5Qm1j/664fxqrd9ykNI0oosbK80uYSOoi3Y2Vm1InLkbiD3MnVeELl15ILD09rEhpZqRYo4GTJ0Nxrk2Ews902ws5kjn3VY2WxOC4z6OfYtmVWCxJO3lXEl++L9x/Gvf+dL+IkPyFUSZ2ySyrJ0gJ6u11aErQ2R0+0b+WF6pbFUT6ypSYojcvqOd46ysht39DJ1bnTkSqkrYfbv/Hz90Y8opW5VSr1HKXVR4juvVUrdqJS68ciRI/bzzWmJhUFub+hMNaVdByoZyawkc9TKGTWlc3tUAMmlfsGdCQXYpMHaJPMCePmCNkeOVh05D3byc7tzaORZZnl5aTX7479/C+54dKWVWolL4sbnOtmQPRi2GWjRkfP2SLKwwgW7MtWOlLbCKNgpJavQfS01InLHIy/0s6RzmVXaprqnJqhZBwpzc2bG9EKDM+PfbaJWfudzDwBoUOPUXLNSzX22u2ql3sAlyZG3JwRNS41dLVm0pCO3fq+IwRAJFPJcbb1qRSm1DOAPAfxbrfUKgHcAuArAcwEcBPBm6Xta63dqra/RWl9z4MAB+7kNdmY+h3u61jXho4tpi8jbj22acW17UsHO4PySU+ADc5dF5PE1Hz7hArMSOi86LmMNtYJmaiXchipSllQWIQHNEysPdIWdmbebTHpGYRq49Li7lhXmzlu6/2lZ2nvbCkR+eGWcLL1K1kSt0L0QIpe07xyRL/Qbgp2dEHnz86F28jEtnauLsgMA1mpd/JHEZhikkALQSK1warFp9UrPOLVi5wlBqRVrwbJo0/6hQi9XdgPrEMSYXAyGyLdStaKU6sM48fdprT8IAFrrQ1rrUmtdAXgXgGtP55ybsxLDWrUCbA0ilzpY+NCb9L90aIiYyXhHSNWS6OI4Qi5XajfnaalzSKjr4ROufnITKmuqxW2OM9ydWabKx9BydphA5FWN6gHTCSXkQqsd7sh5wSqycBKQntHJYOkuOo6OHDl35BL6J+4SQCt3+SPvvwn/4je+kPw7AFz7S9fjlW/7VOMxmw3UCt3XUi1Tk1Y11MZeniUzCUmiaDnyDoG8NCI3AoYsS8dIuvDIgAs4n9iYiWNtVlboZ+59tMV1zHfS74yUQYkyQxa09JtS9DuWQ8g9jlyOMwHt/Qw4PdWKAvBuAHdqrd/CPr+MHfY9AG7vek6A6cjrGzrTjVvbEHBcfCnt0KjAjlSzIzxXSl51Johc6hcetVIjcmnJT/VPAHlguOSL5udrMjvRKOWiAFOaI68sGssSaIKWlJwumAqInAYd1eEJrzWelfi9LzzkfSYhrq6IfFJUNt1bGqjTorJtbxtgH7r1ID529xHxb9Oiwuved1Pyu2Raa+tcJJkeOUSHyKUswZpaaQh20oTgEoJSsjkGmBo48lZE3rL5MBnvrw8ei+XARekQeVPuQ+lN5OkxQGMn5ev9FP0UItfYXZcMbgpQe9RKiMhLbfMwcrW1iPzFAH4AwEsDqeEvK6VuU0rdCuBbAfz4aZzTUittWYB3PHqqUSHQNlDDz6RU5k/fexTf9F8+agsjpYKdHPGGaNBejzmB1KAIzy85Dp9aIUQupY67zyTU3ZVu4pmdab6xHvS9tGolY4hcem/UgXm7xWBnfe7Xv+IZ9tzcfvuGB/CRYIszqZv43G56IE8Kl90oTQjTkiPytNKqKaMRAB45uYkP33aw8Ri6XmknYcmR14h8mObIHSJXSR150RL3IONa/9RzjMa00Pe6BjvHs9JO4lJeR1G5jaSbch94GxoReT12UueptFNkJcUAVWVp0KZyCHmTI+eIPG9H5J13CNJafxqyYO605IahUWCElkfSYL714ZP4zrd/Bv/+7z8Dr/vWq8Xz+I5TQuT+eSVq5T9/+Mt4+MQm7qmlTimKnPOQqUBbl6VceH6RWmEDh2plSOfj22vJXGq3lU6pT6PWik2K8f/Oqx+m0AR1Uh+RpxUXrgaIfy5p8wtpQrSJHA36X8CgyV2jPlbGRTJmQYg9NUkBwG2PuA0M1ieFRcyuPf69pnat5+9SROT19SkDUNp4ZMY48kGeNT7n0+HI06qVsi4HIK/Y+PWA5rjNpKiwf3mIg6fG8kqi1Fbd0RR89mNo6bFAK/UmGSOVn0hSK4XGYj2RpXXklYfIw9UoH0NbrSPfctNaYzyrMOpldnkkOeHDKybQ8aUH0kXhPR15y9IakKkV4qzJeaYSdjhPmOLI+QBPIZeIWhEO45MGDVbJebQN+K6xh6pqr7USyg8jRF62owmi0rxgp4jIyZHLdIek9xWDvZbXbx4UG9PSrnzkIJ22bckbglB3P+Z0z0eFHYvofTz7ij0A0jV0+PORnAL1++UuiDwzNY2a1EG02ujCkSczO2uO3MpPhffRNdg5npV2tSGBkaLkiDxNrXTN7KW6NWmKph4fmYoAjDu/CWSawHJK6mkooUEvxZFXAUe+xaqVrTTqpIvDnn0ZktOjwdqUnt62kQO9vCsvXsSlu4fiDuj04AghpOSHnIdMbWXlkmbSpQfC07dRK9ShpY640eLIu8rkSq2tnCs5KErDo9OgD89N5wDqYKdwIkJrfrBTHqiAQ+ThJCaW0W1Q7QwTFRvJ1qelXfmIqpWiDIKd8gDj9JakuHBqE5LodXDk0gRdX58mebGSHmV25gr9XImTOqdfeon7uvmhk3jtb30p+g63oqwwLauAI29O9GrbjYjeh9TvZ6W2oCDL2qsfmu+knSJVkkwrUrSt65KUH9ZxlFFD8lVZiwoaOXK28tvRZWyJ3lga9uzySHpZhNabAnVtMy49iNd+81W45in7sCbs7k28Lj38Lhx5KsuSOsKwl6eplS6qFXZ+GqzSS/URucCRd3XklcvsBOSBMat5yV7inRl+z6Ek0ZHX79QrmtVQzpP0zeHgoWu/6tku5i6N05IF85riBRuTgiHy+O882GkUOfJ5+L1IiJxvvgukd61v236ttIDBIGAJ7NjSq1mGQW4mMv5OJkWJ93zmq/aY1Erjde+7CY/UQfVhotYIjZ02jrwrIp/MSktLpWSMfQ+RpykR+3PD+ydgljpPpetaRA3OtajM5LIwyNK13wOOPAQxFAwFtli1ci6M6I3loZMfivx2/VkjIvc40DQC6GUKS8Nc3GuRnBe1K8mRF810AL/esCe3h18vvIfUtZpqE2/USgHzczoo1maU2Um0khg4LDQGeWaddYTIK436dTYgcolaaea2U9cCfIpFGoR2QmhQG1B7KFAl68hD+aH8XPkEfGQtDnzS+3A1wlOI3E10UtEs6n95pjDsyfw3P6YvLOXf8fG/wa9/4j4ADJEL74Jv/Tfq5+JYJac8qusnAe0ceZv80FYAFGNfTrViULJ8nq6qFaJK0+Vwq3p8mN/DMau1xqSoMOzlGPWaEDlx5HKKPjl64BzoyLfayJkuDXr2ZcglHc1xTSVc23buKFhnXh72RY6caoOQoiWFyPlgSTly6jjDftZacY0sPKys/N1Tmvbv25iWNiW6SX7YZiEiF2mKmgOUEDmljFtEnnLkpFrxgp1p6iC1uS6nsHgbpPsyx+WNA3ljWmC5gSOfsmBn3pA6PS0q7Br2oBRwVKBWqN2ENlNbkHHnvdmgRurnCoNe1siR93Nl284RIK9n3svTiJzv4LXQz8W+Ma5rkftJfnIfsvfVQD/MSm35/xQiJ5qurfphymmSaa2xMibViniI5cjJV4QOfzwzKqPlUQ8Lg4a6NmWgWilCRF5diIi8Z1Ur0kuniG7TfnuOys4/lBIAACAASURBVGhB5LnC8qiHtUkRzaZErawKtAu3iefI5Qe8OTMb2S725e3QpO+GnTBcgTRSK7MS+5eNI5flh90QecXqkUttMu02y1mplooLrDWjCYvIJ82IPFat+H93lEnOPovvy18hNXPkRK3IHHm3hKBpUWFxmGNp0BOlrvS9tl17aFJeGsiBM55+P+xlItihZ5hnyradO44+Q9r9TJmS0sIY4jW6R4mgMTmuxUGeXLEB7l03KTuo/y81cOQF58iVauTISS6bAl8b09K2tUkj7mct+8dRbfjlYQ+jhizastLo580cuUPk7SW+dwxH3oTI6bOuiLyJI+9lmaUgQvRCsyylBadmd+5gpaUsYDrFYt8sL1MvIUUT2OsE97s4lHXbdL399a41TTK1NuM6ckBGJiT5sohLUAx5EXfhJH0JkTcEO2mwRsFOAZHLwU4XNE09i6KsMC0qmyUpUV3TUltnmMpaBUwfGdRqLOl9zTpTK+Zd7hr1xfPw9PthL5efoUXkmcjJcsqEEHlTgBowE6f0fIgKakXkdbt3jXpJaoWeybLlyOWJrMfiMUklSaltJnIKfHEFWlPxrTx3BeHC48h37Br1GksGh0WzJI68a+IZsN2OfMqCnQ3yQ3KWTXrTkjnyJk6Oo5LQCeeZT62kBjx3sCnZmNXS5mlqJZy0wr4TTjRN1MrmtMSexT4y1Y1aSe2A4hy5+T3lFHseItfe9/n58xa+dWNa2vOkytj2MlZJMdzEIkhkAZrlh6N+GpE/UCecLNbSOTmzs/SolSQiLw1P2svkjQPCGilpRO4cg+SkeOzHUCvp+EieOWqF17XhDrqXK7Nbl/DO+iFH3oDIR/28sdYOUWa7Rr3kvY8tum9WrdhaKw0Ta1np1qxVUqwsDeRJCiBFVuaoleA4YhmWBj2zQkoAvVlNndj3IeyEZRF5Agxw2xEc+fKwZztTE3ppqsPdlvDBHQzVNwidsKVW6peReuH8e9KuNkCNyAf1FnZJHj1wSm3USj/doTdn5npLg57I/4fX4igsbANH5GKws17OWu0/VwRUISKX1Q1Epa1PCpeokkCTvTy9/2dYG126V6Adkd93ZA3f9uZPADDONVdKVq0Ewc4mjnyQm1oaImXUkVohRL486jXqsRupFcaRuyJN7no+tZIltf8U1wBqjlw4hu6D9gfl1/faRIh82E9SK+5c6VrjtNE30JLZWblt7FIAjWIFe+s66qnzZMr5itBdWbp41MMwsbGyubcKw35mg8+hjyguJI7cUSs5o1bSnbXJkfOEj9QLB4yW1vKEwcMLfVsbIu837Gq0MS2xUAdxU4M9ROoxR+6fm156akm7OOjhwK6hqFsO29BPFJIpK7NEVQ2I3HHkMQdalqEjlwcgve9J4aL34aR4aGWMd3/6q8a5KPneaQXBVxjSa2tD5HwP08VBjixr4Mg5Ik9SK2agmi0M05TIcktxJevIh70WyrBWrTSUOeBFmngmYR4g8lQmYSeOfEq69lxcsbl2O0TeRq2M7MpGnhBsXZ+WWiuEyFNjlqSHFy3108i+JERe/56gVpaHvaSKqKo0jq9PcfHSsCNH3q5a6Zyify6ML0MsIhdeVpcdcWjQDfI2jpynxfrnjWqfpBw5C8Kkg50FFus05Y1CLtAVDvAQTdCE8ePf/jXYs9BLotKqMhmyC/0cl+4e4bGVeBu7cKWTKtFrMjtdVquUbUooWUJcd9UZjT2OyFvQHWXKhZ35p/7wVpSVxuqkSDoFWoLy88lKm3qi7+WiY+WIfnFAiDzhyC1HnjUE6ozD7+VKpNbofTQVuwKMgx/1DbctTeA2/Z5UKw3BTqJfzPfkYCfRWE2TL2AQt3QMoWjaeINfn2xjWuAXPmQ2Nt81akDkhaNpeoma3NPSR+RN2u623Y+II79ocZDcCjLeNEWmVnaNiFqJ7+1Evf3d/uUB48hjgGJllRcCIl+sy126ZbpErbibSBaYb+HIZwJHHjoOqXCNZDSxLA97yUmGqBXDb6V5O//38DrmXp/35L345y9+arJ2BVcKPGHPSOyEtCQkSyIX3c6Rp1Qr9x1Zw6vf9TkADuXlDYOLrJdnIrXCv2eXstFGz74eN9VmOld6xeY+W6r7ZJsjT1V25Mf1MxmRR6qVlPywXmlliZo1NF76eYZhL0/s2emcvRRc46UoKNFLVq34wU4xhlCfd9Bz/SN8H799wwM2sWj3yIAhCSXbSaGflkR6qpWseYeg1NaEZMSR71noJ/tspY2DTfXHNSbgSE2sR+u8gv27howjj/s+Pe8dX2tlve6kAFjRrDS1AshVCwE/k7Jp4PC02NAJS/UOJOOOPLVMc8X15SWhdL0UtWJreyT2wLSlDgYGkR9eHYup7HxXpKbiQnldj1xqE7W7n8WZnUdZ4otf8EdeXpJR9D4sHHTp7pE7JhFcCqvImTbH98WLQskOwbVxcWhWP2JWa+nUBKlUdgA2KaSX4sjLwJE3UCsmS1Km1HzVihxcK4S+z2ks/kwJkUuo1adWcjGITavcQZ6xuJd/HF/9ULlX6f7pXka1AiYV++C1Vpp2CHLUShtH3m/hyJ2OPBwfqx61InPklOm7f3notO2hL7qQOPK1SWnF/q5olrB8YjeZKlLVphN2ets0Ig+pltQSjF7OUoMjt8HOvHuw83t/7bNeJh+hK5JNpXalJ45xYdDDE3YPMSt1tE8i0SEv/dpLxGvzNuUKTEceH0MFf8LlJUf8XH4o+brQeUj8Lum5+fki1UplONJ2aqWCUoZGaEPki4PclBYIzqO1FjI743sDjLpl2MvqXdLTzrWt1somrewSE6LnpHuJa7F65Fax5ZX1dffZz9N7kfKEoFEvgcjJkfdkVRNgHCVZ0wYMVLZg1MuTJYNnFdeRN8sGhx0Q+VK97WRStRLtfhUj8n5u+jP16RAQcEeeZyYeFYHIiCPf0aoVV97TBjtFWqTdkVtE3s/Fc/iqFZkjlyRAkpFGeJAYpACV5+3VyRUpRB5TJDfe7yo80rJs2HMIUGoXlbAlagVARK9QUOh//eA1+DcvuapRptVaayWgVqQJjztyqRPy6xOiDlEJRzNZIthJdV36zMmIyLXSdR0R8z7C++L3kCmqEeOfg2+8DDQjcnL4/USwmycy5ZlqROREP8qTKgMoubz6s30/l/s+Bxq93EyKTcovwATexeQ9Rq2kOPIBm3TtlmhTiVqpn3c/S5YNKEpfRy61m7KNbUKQsIEJYHzLnoV+Y0EsCkK64Lv/97VxgeVhD0opm40conISIxxYHkKpejUq+B6PI9/JCUFrzJHbzE4xRZ858sSOPFaV0EuoBCqJI/cfTmeOfFZhmFNJUPmYTSY/TNdjiT/nFEFErSR0uRtTJ/kiOuJQEPA0HcNQJv16oEpOmjI7u8gPQ8TFnYOfEBSfg1+7Xz/L8DnxgkPuWv55ylJC5PH1irLy1C3hMfQurr5kGVdevCRSGZw2ANo5chPwk5E09b1+lmHUyxoROUn5xNgPc9K9RF9z9cgzse97iNwWzWoeh6la7BP2jLIabYb9lV+vaZPiMdOkN3Hkbs9OmVpx5Rnqe08h8s0Zdi/0W7l2bzUaHLc+cSUeBgkK9+jaFIM8s5upS4CQ1FgAGuNsZJ0duVLqSUqpjyml7lRK3aGU+rH6831KqeuUUvfW/1/U9ZxmN5aQWkkv1wAjExNraWhC5BkqLcvUAJ8nDPeIDBF6Cm0VVYU+LZsFDkxrXQepTi+zE/A3fZ2wqD2Q5siJWlns5zbmEDoG2m2cn0fqG50Sgmrtrg2+1sfwgJ3P76VjFnRMP1cRtbI5K3HF3gXc/DMvs+2Rqh/mLFiebnOoR5dptLd8/3NMspOAyuzE2neIPLUEn9TBzhRHTvef58qkcidrrbhgp4iSLW2SplZKRitKfd+juWwZ2zQfD6Q3DCF5JlFzEk1Teo7c9FepYqdTtaVVKzOuI09IRuk92mBniiMfz7B71G/MELUbrySoldVJYTODicoJA9DH1ibYtzSwz0iSMRcs2JlnCodXJ55ENrTTQeQFgJ/UWn8dgBcAeJ1S6pkAfhrA9VrrpwO4vv69k/HCMPQy5OytyqLSn/zft+BHf+/m+Fws4UM6j4fIE7tyRDtZNzhgwzfGzgcwg7jSqIvrd6dWAH/ZGSJyh3ACasUGO3u26mCs7vBneEBeEVRa19dpCnZqL7OT7o9H6D1qRXJk7CPibsOJdHNW4uLlAfYumk6fC46TdiPnzy0VFOwxRC4FTXm7M+FaNhZBE2sHRN7Gkfcy1ViTg6iVlB6fK1JS1ArfIcgF19xxHKHSZNdW6IpUSdKqhYMRKVDHn4dF5IKW/NDKGMNeZuiOJkSeOUTepFhq05Gf2iywe8GMoUZEnqWDnbQSB9y4Dfv1uK7DQyb1EQ68yKG/4I3Xi20CTsORa60Paq1vqn9eBXAngCsAfBeA99aHvRfAd3c9J38Jjk+Tl4ZURwQA/vSWR6NjqP/Sw4sRFw/41EkRLfLDVEBwVrqNU6VOwRFyvyG9Vjo/13dbjpxF+SW0ZOtbDLKkAzbV3xyXCMT8Hh3Xy9pqrVRerRWaRD1Enrv3Kg0KSbUSUSuz0lM4SCjQInLOkUvUSs2lpzNEzbW9+hbhIGVZi9SepqJZTRw574/DvixTe8tf3o37jqzbAlSpFHXAUCKpBDWaxJWSg52cfyU1UpOEF4AFDGGbpmXpO3LhnfFzk9hBAkQHT41x2Z4RlJJXCVprSxkCNUeeePcA32M2gciJWmnlyDO3QhQmKWoP+aJIHVdUXkKepNgqKm3FDRJ1GdoZceRKqSsBPA/A5wFcqrU+CBhnD+CSxHdeq5S6USl145EjR2xj+cAB5GDntKy8okiShVXwUoFLg8gp6NEc7ExXQDMvK0WtbLAaEU2Vy5pqcABMtdKCcLhqJS3Tc1tHuaCpfH3asxNo0ZHnaUROE0GKRw5VK1JW3uas8hy5tHTuqlopq8qUFbCTj/yu7UpCaA+XeQJp7rKsjIMZ5FRrpzlmM+rJiPxtH/1Kfb00SuTBzhSwmLF3LwY7A2olT2VRSog8aBPPfKX7i5xd/fvysOfGonC9x06NbfBemsjcJOZUKyLtSvV4qJ5/Q60Vola0TpdDblKt0N8B5shnMWCkLG1Aplb4ee4+tIo2O21HrpRaBvCHAP6t1nql6/e01u/UWl+jtb7mwIEDAFwAqj5vUqrHd2UBgEt2DaNj6GsWkSfQdT939Q1CFBCpWJIcOe23Jwc7Ny1CzhvT+EUnoLkjr5ApX78rJQfYhKB+ngxSekvQLI3I+Z6d0nnsufKYpuDOyCUzyDwydwDEyYdOYTwtsdD30Z2sI8+8hCAJTVm1QYLC48gWqGtbJybMEaNWxAqJjEuXClCtTQocXp2AttQb9bPGEs2r4wK9RIYsp2h6NbUSOqCydBsUSynh/qRKiFyYELy0fv/6/N45IpdK4tIK7pOv/9ZkrRGAEPmCvT8JnACw9WNS1AqXJgPypFFVGmuTwiJyILWyq0z1w4aVr0PkMkc+YwAWiCc7WmnQZPlQXczt8j0jpOy0HLlSqg/jxN+ntf5g/fEhpdRl9d8vA3C46/l45TIgdlJ/9eVDeObPfASnNmYeKr1MuKEQkTdx5Kn6BtOywqW73SSRkvyQU0zJDzlyS6E2kkT92Lc9HR/44Rfaz7ljoKQSXjoga+DIF+oaIeF56P453WE+k2WBpG0FumV2WkQuqVYSQbHQeYgrjVnpVTWUsi0tImdLVWlVTKu/FEdO/YdWGXJ7SObZs+1OBfyAOilGqLXy8rd8Ar/7hQftMxo1bNILAHcfWkkGO2mlpZQrBtdUSU/KoSgCjjzVZ2cCIg/HCNfZm+NiGSfn9em9haCqqjQOrThELrWJc/8A9Y+o2Ux+mc5aXR0X0NpkmqbiTOYz06fTJSOqCJFHADGgVsJJ2oLO+jxv/6fPBwAcEAAs2emoVhSAdwO4U2v9FvanPwHwmvrn1wD4467n5MsHAHWE3930//r0fdiYlvjC/ce9GUy6oRCRxwJ7zpHHD1hrkyb8oqv2289SXBpFlFNomyM3ekmRbtmuEByNYe7DHTeelVYhQSZpfDenJTJl7j2VFs2j4HZZKHLXqKkV4shjXnKdJanwNnNnxDWwEmoNdeSSozJa/Nw7TrqvnMU9zD2kHV5KtRIv0wWOnO1+Y48RruUSubJajeMf82it8e95jjxG5BQXesOrnlmrNuSVRiwYCBUQ/j6jQKgj92muJtXKC562Dx//dy9xE2ILtSKhe76KSJVxPbo+QVFpC9p6Wbxad7XqCZGnShjXk3SmsGehj4Mn4xIWlJ6/e6FvgVNq4uTUStQf2ftI6chDaiWkHy3orMfQ333KRfi2r72kUYJ4Ooj8xQB+AMBLlVI31/9eCeBNAF6mlLoXwMvq3ztZUVUet9kLlqHPeeJe+3O/LtOZsjIIViVVCYntrkySCPDU/UvsnClHXllOUgpA8KSI1PZSjpN16fBAQK3Mquiepei9UTaYJARywJFMz4uCd+ioieXl5szsomKWoPQdQuSx7julNuDOlpQS4Rgcz0qvrIBErZDyiVfwS1ErTaqViCMXJiAKKnOOXHbkDpH3BWrB3bdp86ifJVUrr772yfjGp13cgMhjRx4mvPBKehTw5JMLP69RB8lxnaKs8MSLFnHl/qXkRjATQbWSCnYayaRMrZDU7uKlYfI8kaqrRbXSyxRedPV+fPLeI9G7tSVz2abRoiY9SAiSVhv0bIj/jxx5QK2EggDeXrKmzZ6B01OtfFprrbTWX6+1fm7978+01se01t+mtX56/f/xruecMe4OiPm0PSyVd9DL8MnXf2u6nKemoFez40xVP5wx53vnz78CP/CCpyRnQFpJ9OuszbBT2HMlSr3yYwwi52jSHTMpfEdG7Q8RzuassMi1OQPS0R1hm46sTvClB46j0mjcs5PqUewa9ZiaoFatcPmhSlMU5rzuZ4vIQ448QORSogY5KbaoSVIrXeqak3OVVCs8QaXp3vzsxnSw2yLyXnobt4Fd2aQmKAeG+oIiBfDrwwCmX3p9v76H733eFbZdqeQjAiakAAknoIgjl7htRonQqk4q4wq4yoxSjCBUEaXK2HJa9aVfewBH16a441E/vMffGfV98XlXVDSrPkaYpGjMO0QecOSFy0YFGhA5OyZPTFJk21rGlt80gDoL0jWWO6N+nuHS3SN8zaXLSWSSMScdLy/dy6R/vPMQiunnGRYGebKKIuAkRpZvrCoMM+dweL0Ji8irCgtwx/Adi3LuyINgZ4jIpSp4G0y76qgV9/dTGzM8dHwDVx1Y9o7h9/d97/gsHqyDKt6enYF/of1Md9f6X46UJESeUlJ4KBCxbntWVpiV2uPIU8HOUT/zZJupgFeesSSmyLk46g2QaZNQtWL4fyGPwJZWaA5200rMbEAgbDxdVGxicRQdj5lw50qgKE4uqfzNI4I2lVWFp1+yjLf84+eaa6U48tJRNDSZhRPQtKxsITDTbkkyaureZBlfHSeAF6PowvO4krm1I0/ReGwF8KR9Jnh6aGWMZ2OPazfPSG3Ioah0c9Gsoqrse0hy5GXlUYEhOJMQeVvhrDOSH26VmY4RIHKvg7lj6YGlEE4ZLJ3DYxwKMLccohI+I5vjGtQmLNhp7kNe8jXVm+AIkDuhULUSc+Syg3G8bX0edsx3/uqncfDU2KMNwmPIiZu/I43IGZcIwKuBwQc1fW1xkGNjWkbcJT/vrDSFuvi986Wua5ccOMuzDByTy3VCzACzaovk++BSNv8cmwIir3TMy/KaLE3p1fQ9Q61IskEmz02qkRy6SwXxubYZQFQOgVMvQLpIk+n35jwLA/N/mFofc+RZFBClujcAGnbI8VGptBK1G0/0HUcuSzQdaEpRjzZGwh15A5WVDHayZ+lUK/G9cUQeOmkuKSVL1dqxf0//6dwb1S0gC4vw84f9aF2/ODUzkdoi1ZlLFvAACJW481hH3qGYO0mMUiUoQ9UCIHXUmlrJQmqFO/KYWknpyAklSkGYB45t1M/A54FT92eWlzJPuMI2l6VzSYicUsCXaiqsqdb4tKwiftM6zUHoyOP32ssULtntSoJKtzUjbjOhfw4n+tRz5gHlFN8+sUgxs5RAk0xRCnZS8J36I40TWX5Z9+lkDSGfWgljO0UwDlNFmjjw6kqtiIi85DkNqfHqo1IpQzic7FPUCj+X47/TVKe0qrXnooSgRLCXyw/pOUyEZ+TJD4PVXxHcuzkmPV6BbXTkoVYSQFSEnz9s0lKmNiKl7DVpH0mg3v3cQyV+rWByxjy6X1RyYSkKCKY4SY7IHLUiOw6upKD7IJOCnanMTpLENS0LH2GTISBzgIBJm7Yyxogj96kVrqLhqJKeLU0wGxO/M1fa7UZflFW9LHZ/n9htvgLkEiFS895H/Rz3/uIrcenuYTKRg8sP4wCcWe7bFH1JtSJw9tK5XE2W3KPfpDaZezQ10v3VqAm+86xF/h1+/9THnPxQWMozRz3IM0yCQL+3AXMiQM0d/rCfcOSi/FBCpA5QmTbGFAV9H5BXomHMIq0jd9LSVPE1kSNveAaprQe5qCCZ2RlSK8G9cSEE2ZYFO7farPwu82+Iz7q84es1P5lE5MGSJ6ZWKg91DAKe0M3IjpMEGhJiEkFTwJ8U3BZ28tLRLOXc5yFHzjMbqV0SR87TxgG/o16x1/CCNBmmnhEZBTLD9gCucP7uBkSeKeCZl+0G4LYyWw+KIpWVxq76b4Za8d9rGMii80rF0LzofkrdUfryw9C5zILzyKqVEotBuQRqA7cu253RNQFHDYyFbEvXH+v7FThZG+zsSK30ch9x85pH5u9xfKiqdP2sa2ol5ciFzE5JtUJjkQLm7Yg8bpOjVhyt2MSR86qekmwSqMdjArXTubJGHTmnVtIcuRfs7ITIm4Od2+bI7cMNOPKQWhn0Mrz46ovxy9/39eaYBFqgB9wU7OQPJizSRJ2COmhTYSlKLklt0+SpFlKIo3SIgwev+KnMEkx535OKJ23OOLViPuMv/cn7Fm27AYiBGr4q2DVKZ7eJHHn9jCazCi942j7c98ZXYe/iAABsJbj1AJGXlbZOflYjcj64aMJYCgJnskrAd+Ti5FsHBVOOlTspey0BkYdUDxA7BW9nG0utyZMLHQf4TnHKlvrmWnICjlevKOnItdePwtXGrGznyGlFQWjbTj4Btx/KD6UV5KwMVuJS0aiABpTG/WZHakXa7CKpNGO0orRiJXVcauVbVu5ZU2G5iCMvY/khv1ZIA9PPTYh821QrFgEHqhWfWjFO530/9AL7WRsiTw3UWbDkCztPiAAbtdY1ukvVNZ96wc5mXXs/V8lgp2lzjMilYOdig/yQ/kY7s4Q1Uuh+6bzLw57VTIeoZHXsdkCh63FETg7cXrsuihQi8ko7Jz2tSxHwa53aNDrivQtOgirRHeEEnWVpJOUj8rh/hMheStFfHAiIPMHd+tRaDAjo9M4pOkceUn3kh2VO1qcpwgJMs0BJYmqJ+CtfHlTu56YUNFepcMkg4MaJGOxsqQ0UrgDCeBXgnmnPC3amqJW6L2Yypcgn1lQtIk8ynAAxlI3t9yP/mCKYpAZ5nCMwlRKCSj7unW/gx+xIaiWUF9HP3LkYlO1/L5UWXVa+/FBcXvIHHCByclxckWC+l+bJkqn+heFbfV27rJMNVTjceUzLGJFLHXpz6qoE5gKaKLVBCX/+Y3/POyaUd5LtHvXSiHzTFBay9aYZvzeexcXNyIFIHDmvfBcO+JP1BiJ8YpDojpIFlwDZ2QPu/ad2ogoD7yIin5aRigZIc+SU2UvXT5kk5YuolUSiGw+cDRKrUe6Q7b0FS3mO/hYFJ237K8kPu+rIBW47DK52QuRCbMxtztyMyHnxOZWYEK38mB2T3tPAqZ9E+SGncIUa8bTnLVkqISjP0qg9tG1z5GGdBMC80DDgkwWevEm1wh1nHCmPOw8PUoYR8GZEThx5jYDC7LbSFdfvp9rDAjB8QqlCRJ77rygPlr3rkwJrkwIXLxmH52qkuO+UlcazrtjjFSAK28Sfza5RP1lrZWVcRHtpckQeqmzIKUgcuUetBDwhbenHEbnkXIsA3UlVC+l6pmZ3PXkIlS+94JKKNfQb9fZ9rj2yAobv/m7ffyIeATiZmketFL4ELYUkx6weTQpYFCG1EgSNi2A1QhMLrxFOKwo6j4TIaU/ToTdpxMCL00HU7iRH3qAik1Ur8XMesy0TU9QKBX+lna9suxkdLFErVaVNLZYs9DO+k660D5zChKAv3m9yKrvEfuzfk385x+Y2Q05HyyvtIwV3jMxbZ1k6UyxMiw0ReVRrOoFu6Fo9xpGHToEHfFqDnVnmBfT4ywplY0AsVfrq0XUAwNPqZB9Vl6DlHbWstJd0lAmdma9Wlj1EHjjyumaz+55DyVICk+PIQ2qFO3JtNdlkhMh3h9RKC0euVHozDKNuISVByNn7SEpyCuNp6aloUgoYi8h7edK5cpPaROekfpQKdm4KjlzaMMWXu8X9g0/kFpFzR24Tpsx56D3zVUSYi2GOTxQ643LIXiwtjFQrwoQwnhlKrm3zZb6JeSquQVRWU0IQ/e4FTVuClMMAkVtKOUoIMt89tTHDz/3pl717p59Tu1EB2+nImfyOLKyDTPtHcktpXKuAI5cy97xgZ4DIw4JITWoDyt5yul1JXlQ78kSwk76TZwpXX7KMN/+j59h7tscEelM6H+/Q91lH7mrEhMWlwpWN5IC4E1sauHK44bg4sTHFviVOd2QMkfvLaoCrVuJg5/LA58h5m09tzrBr1Is7cxtHLnDbdL1+ljH0G6PWtuDSpPA3urBa4jAhbFZC1Q4mtULkJlErKRWVxMePrCOXabwu1AqfyK1kdBpTK3QNpUycZCKsItp05GE8op9lyTyDNh35qO+qg6YyO93EmiUpQy/YJR0FPwAAIABJREFUmcmO/C/vOAQAuGT3UETtbhXBY3EJdVwiIYjEBPze7TE7kVrhwT6ysB55WcFTdACxI+PnyxQbOILj7AcPWJS71YOClB5ffjQuuU5JAU0cOXXmlIqmDO7/xVfvt/dMNgmCIkA8M3/1yDqUAq682DlyFfDE4YTYVP2Qvk99KOzMx9en2Md4a44mZqIjJx25Q+Raaz/YSaqVgFrZy2rtAHKKfhlQIpKzB8zzN/tjyoiclEhkoYrGfMdfcaTKAU+KCqO6/LC0QgxXmaJqJaRWEoh8zDbfoPb/P7/71/jKYbcZwaxoVq3wBB0Alj6isr28/fwZLQxyj1oJN6cG5IzMcBVlKNUEjeGpVvzzRGWOE7Qa59LbVCv9RLCzrDTe+Od34nlP3ovvfM4VorMn+imkjaRKk/x98H7tOfIg9pPaRxTYVkTuL9UAKprlc04BIE1y5FUYgBTKlHoPLwgyjgNq5Ruu3IelQY6P3h2XV5/Vy/Dk3p/MobWWDKCEj2Cgusy+AJFnISJfw+V7FqIt0aoQcfGgsoAkQ3pIJZDL8fUpLlryA5AWkZexIzcOzUfkdE4Kdl62ZxTpZE9uTLFnIXDkwrsP7001yA97mUoj8sp3ZuEzBOKSCXkCufHywxJH3osceUxTxNSKHOw0qLS+Fnv2v/axv/HuLUTkTf1jwXLkcXv4ceHORrTq5EorudaKT62E5av5fTZl2o7DHaRS1ArnyBOxBjtxZg7E8GM+ee8RHFqZ4Ie/+Wng9ZF4s53SJs3/O2pFDghTUTpzz/B+bkLk2yY/lPgkUzSLIXKBWkmpVoqaB07XNolL5nqIfFoiZwHMQS/DC6/aj8/ddyy+VunXwJZ05DQA3a7lLKBZaYsI7dIxUJJQZl/EkQftPro28TbDoGP4I6rq1QqZpJMNHbmEyMezEhvT0qNWCHFprc2Gw0F7s0xhsZ97HDm1f9DL8Gv/7Pl43pP34n2fezBG5Au+lNFocps58jA+YI+r64SkKtKFAThpKTsJyuo2ceSk6pBWbYM887TFkgIkolYSDsjnyF37eWwhSgkP7i1MqnLUinln//q3v4Tr7jxU33OIyCU6SOZ/ycIAdSg8MMdIiDxw5IVfrz8V7JwUFah8R5aZZxxtUVdnfisl1xr/1D1HMepneOnXXmquJayQZlbAwPl/P9g5FagVHvtZZYj8yOrU/ty0PyywnY48QKTmZ58Hox3duSURuaYU/RRvHQzUQM5Ehac4lXPx0gC3PxLXwHC1VtLUCv1Nyu763nd8Fjc/dNLeM90X4AYqL+IT3j/v0FJAVKmAuwuCxlLdjjBpQdpY4sSG6VgXBZLAotQMjcWLvCWmSwfcAMkyhVc++zL7sxfs3Jzhsjoj1bYpE1L0Q9VKglqZ1TXkpSCdOY+PSqWl7LT0qRWboi9wt+RgpBhJ2KcJVXolI2jFmugfgHk3vNQvdw5cWSQlBFVBH8oDBw04uvEjdzxm/8Z19MOer5GWgp2hRhqI4xEDgVrhG8GY+8+gdQ1K6s/G03gHKcnXGTWVQ/aArCOndkubk0+K0uwx2vMn1jBozNsMAMPc39fXUithsFOTIzfj5Mn7FvHiqy/27q3JthGR+x3V/OzXIw+RJOC4svGsxKSo7PKbOkdK7hcmRUSIPNixHYBYztNy21k6RX9aujoi0m5E5MRNO4ha8VGANCgA06G9ZXFZ2Tor7pgw2AnvOYborqpcUasXXWU6T9iZ3/yXd9u9UvctMdVKrjCZVcn2AsaR88xOnjIdtokG6qmNWUytBGhbknulqBVCnTZIJ3Dkfto0EAaMZ6UWEXk4cUiIPOzX3KQs4nAilxzQtKxQaTcR8OU61cKh8zYjcl+xsyDID8kuZ5PrwsCnVsLCY+ZnWbXCkXQvkOCaNtd9JCgaVlQaA3LkYfA5sRobs5pFTSn6LovWfBa+/zAYTp/H989WGz3lbb4sxRqyzAk4CJH/0f/9Iuxi7zBkJkLrzJErpd6jlDqslLqdffazSqlHgh2DOlmaWuFIMg4MESL/nl/7LJ7zc38JALjn0CpuuO+Yl3EVbwsVL525kzbIJuajU9tU5Y0JQaV1aKlSlvwaQOxcXaaZNJGl+U0gXmKSooffO78WOeHXv+IZeP+/Mlm0oY78f3z0K3jDH98BANi3NGTnMlSXFOgiG/X9oJiVcXltMv/TAAsDWXR8uNKgZ+LuPXasJt7g724e7mweqprCa/ENlfkxQKxI8hC5gNpDcCAd4zI708HOsNaIHwNyKyqzN264lGf3XskJQRuCI7+COfKYI4+pFUlHPqvaU/RDdCup0cIEtDS14hx+qkQtF0MowdlHE70wiUtxhPDepnalEUx2ASLnTpxfL2WnE+z8TQCvED5/K98xqOvJQl0qgKgeuUHk/vfIkd15cMUe88r//ikA5iXR8lKUPLVw5KHjkPh4rv+2aFtI0R9GiFzeyitcOtPlpJmbjgu15vwZAtJArRrRhNsyy1cA8PZw8xB53R4nPcuj40M1Es2NnMYK90kMeVtqU1sGnFRciO7Bba0Wb+QQUSvBqoaOD2ttAzFo4IjcljIt4hXJNz51n9cujshtmeOGYCdJ/2ywkz0H+r6lvHJ/0vRXdf6zTqXf87/RdTclRx4oe+J6JJVXLM84O3mcUV91WbRcMtxNtcLVRqnUel61MRdoxSpE5ELMoqxin9YP4iGFpSD9vkb3uzopMOpn0co2HAuhdXbkWutPAui8jVubpVL0eeq0lBBEXBnZ0/7jn9mHcGR1Yrcpk+RMTUhBQoAhZw+4QZtnqrFoFv3NOfsUIicU4O4ZgLdjkXf/yuf2CyGNP8+CTqj9GT125KXXVsAFc7SOS/mGafMeIheolXAVQeiDN9shSGpze3xEWtVJ3DbX7AMGVcc6cr+EQxhcmgiIXNKIf+mB4/js3xyzx+0amkmPkJY5vsIPfdNT8Ts/9I1e+/l5piG1IjiOqGgUew7kGMMJgZ5DGOwM64NkylEr4RgkM9SKQAcFclBpdezLD9tVKxIiDzOJUxuG871f6bLSxhI0Zl2yD2tzalUbFB/jbQXMs5RUKyEip4l1dTyL0Di/XspOB5Gn7EeUUrfW1MtFqYOUUq9VSt2olLrxkcPH8APv/gKAkFoRUvQFHXnKHrA1yzNBfujzhL2gg4kcucDvcf1708YSliNP8Ojh/YQDdSqgG8BQOlEyR6gUCZyQyez07wtwnZDLs/g5ADMJhM8gjjVUdiMJ0ZEHndkhaQHhaIfIQ14w1HYTrxhmdoaDNFymj3oxIhdrrXjoN161SAk43/eOG+rjakdeBx3JkROvvzTs2f4o0i8BTSFxsiG1wo3aRICA9xEVrFrC+iBKKSwOepZa2b/sq4fIwucYtpnurUutldTKl16ty7RO04rWSQfn4rJRypGIdnUqSvs+pAqiYVKdtNG11K9NrRU+QUsTq7l/rXVUAsPd27l15O8AcBWA5wI4CODNqQO11u/UWl+jtb4mG7rkFc+55mZpRLMT7Y/HrWlmsjWFE5HysExpyJHziDwgJyFwtU2emcqFTZvdUnXDFEdO6CVWraQ5cp9a8ZepQJzwEXbCsNgT3wjDncP8X2kdOcYQ3RWV9naOj+5RUCMBPoLM2P1TwlCEyCN9fBwwzzMVDdL3fPqr9XF13EJA5KGqKVym88JLZI5aidfz5PCXA0cu8fpS8a04s7Mdkfv3Y74f7nwF+M9RChgDJC30+dprayrI3mPfjzVY/pf3j4RgwKdU42AnVUi0xdmE+4+kpwE9STaZOaoLkAHarNRWSSLx6JI6qp8rsaxCmHgYbqsH+NQKT0BaHRfnH5FrrQ9prUutdQXgXQCu7fI93qYwwwtwD0TqYG1cERBz7QAh8jRS4Jsz8LbxicW0zS3TTVGsWAPLEblSKtof1LsGS3nmdUKaOHIPlZRxsNM4M/d7yDfT5EErCQmR840l+FyWKf+dhBx5WGvFHBPUmSfk4mnbzf9UKpTO7Z/Hn6DGwuQhOeA3X3ePd74kIvcmelme6TlyQW1CRkXC+nmGhX5u1Qj23gMEHK4QI2pFDHa64lxkP/rSq02bOlIrEj0FuL1Wqc3PeeIe/MY//wbvmGGwy5Z1Ug2xKCBO0Q/pB2qXFIDlFFXYr1M1UiaC3jymViqWfBVPCOGkQffvJXEFFB6QTggKJzK6xup4Zjdt4baVwc7IlFKXsV+/B8DtqWO5hfxY+Dl1vlIIdjbNTK++9kkATOeJtlYLlmFhFikvBevaJiznghTbQZ55yysgrjky6GWtqhXA52VTjjwcGGGiE2CcYpOOPOTtHdqU+EbfUYXXogzZJh15P1ce/URtS/H2lkMPVxqZX2fnxHqta2cJSqGGnsse3TZlAiKvU/j5/Ye7NZnv+nW7AbnU8WOnxvbnXaOeQ+SpSSqkzCJqhYKdPh0I+Ij8J17+DOwa9nDLwyfxiXuOiNQKjyNI9UHonMSRF1WFpx1Y9jb5ABDJOEPtO7WbaAMyMUU/RO3BCmn/slFKHV2buGcUcPt8FcmNyw/d/YfUiqNeJR495MgBE+yVEHlIG0n5Af3gfQDmuRw6NbaVTLltpfzwdwHcAOAZSqmHlVL/EsAvK6VuU0rdCuBbAfx4l3NxuiQk/QE3MKSAVwqRf8eznoA3fm+9i1AeF9YKC1CFDnGc4MiBQCtqeTAXzBTlh+xaw16M2qX74RzwNBHsDEtezkodUytZLD/kzzzUtktomg8KDjilkgG+akVy5EF+AKsi567nOHI6NKLVAiR1rHbkFwclA7jT4BmlbYi8H7yLSVHh1e/8HIAUtZJG5IdXncPZNephdTKrj/X7jzuXz6WmMzvdd5xqJQ7Sf+6+43jNe74Q7TRkrh3HYsJxxeuohE6VbFgDFHreBJ7CcQb46FZM0Rd05NzZH9gVO/I0IvfbaRB5SK34x3DVioTsuyFymqR9EOcj8phaoXs4ujbBo6fGeObluxGawFh61jkhSGv9auHjd3f9Pjc+PkVqpXSIPK5+KN8RRyVmKR8jLqkCnNYaSimsTgq7h6Q7Dx+oeZ3V6Xh40+Y44h5mAA57eaRblu6fc5euGls8kYUJQVKw0+uEYWYncftErQiKDC/Yyc4VKmRoYqFgZzjxAER1uXMcWplE984TkBwi98+TBQPw+Lo5D0fkIbXC66DbEqyiaiUovlW354a6RMNEmKgkRH7ZnhEOnhrjwLLT2u8a9TsickEBcgYcOX8H1F/DfTRtoJuVeOXGqZVZFdN39B2ta8VHT0Xad95uI4E112irREr3yfs1IfIjbIIMi32Fyi+ysNhZpuJjuBhC4shD6g2IVyRh6V26N2mCljTplCj4rCv2ILS2YOe2ZHbyJoXBToBz5N0ROd9LMQyuAbFWlgdPiqrCtKi8+hRAPHie/p/+3KIfvuGtxJFHtc8TiJxrqTlSSHPkbqmqlBIHWSidC9GE5e1L35Hza/FBwc8VThpWtdIU7MyUnVgnRYnv//UbvGuY+4qvFwe6/QF4bC1G5CGt5CHyPI3IQ+VG2O+kOIJUaTNTChcvDfCb/5fjk3eNelipHbk02IGYDgyTa05HtcLfoyRj5dSCdF+AmRxOrDteX6I03S7xJgEuxceH7e6qWuHX3LvQR56pCJFL+RE6GGqGWmkJdha6kSMP2wOYiWwiUIb94N7Kym0RJ9FP5Itufdg48r9zeezIz4f88LSNP0IPkQclP6sKnTlyD5EHS3leH8Weh00a4YbC/Dx0DP2/VjsGevhhIHNm06aZI8+zZEIQty7BznCpWpT+tlFAXHNCWtnwjTVKYQByTS53ntKORSVXrYjyQzexciQsIfKy0tbJRDkEwQR1fH2KPFNeOnq4GuEcebOOXE74IJPiCFa1wvratKzw8r/zBLsbE2DS5cNgZxzIzTw6kAKCNNFLwU7isGNE7s49FRwHR+SSYgkwpWwJ8YcaezLnyEkhE3PEkkY+AlV1fMBHwMEeqpnC/uUBjrJCUrQrmD0mkX7Pa62E9082Kysr9aVX3wSG6P6l6o+eTwsK64WbvNO9AcADxzZw8dIgKk0RnlOybXHk3JN7SpIA4YSUAD8mNO44e5kKljMUTZcROZWODKPFqUqKvB1hVNptvOteVLgbUcp4jZRQtcCPAYzzIOlYnKIv7BAkdEIagFIiA6dWUhtQ0HdaVStsecmfQx6sRsz1dFJJEW4ccHx9iosWB76MUfmKHYkjN1SXP7HGmy+4v/GJauhRKzRIfQccSkZ5sFPaUIV+53RgqEaSgp0SJQb4qyaiKUNlj00GE/TxALDYz22hMynQx79j+5GwKrPvNeqPMUXFV60SAt6/PGxE5Klg56QIy93GEtWJV2vFgZim9vAxRO3h9wOwPJL63oiuWhA28V6fFmJOALW5ybYdkftBDx/hSAlBXRD5noU+Tm64mVvaVi63aCqNyKW04PBv/Z4/abjlrh/sTKlWvHOyAZaiKvhSdSYgaTom3FgipAr4SkJSLvjBzjS1QjrhpqJZ/czp8flgDR0wtUXSmQNysDOM8GeZj8h4HXTu+MbB+5ixQmfhtadFJdZasf2VB7OKOGZhHHmAyANnH250shGoqKRgZ5FYtfHfpcSynE2IUhAXqIOdVrWiPUUPmS0JPHPqFnNvUkCYO0WfxrLVH2e+Uwwnj/3LQxwJVCshagecI9da4/DKGNOi8jYpkXXkVZzZGRQWi1UrgfxSoM1c4pD5G61yPF17fb21SSyBJtuyFP2tNM+Re9SKj3C0hMhTHDnr9FdctIBHTmza3yXE6SPy2pEHQnx+TIio+c7lHJFLwaOuiJyrTaS9/cI2SdXWgLgCoDQoOG/vAjA+jw7EmZ0pOWQTR86DnSlEzpM5JJ05EA/A4+v+tnOARK04RE6oeNTLMWVqC3oGYalXMqq0CYTUSuykpLLCu0Z9jGcVZmWVVK2YVHZ3niOrEy9gSo7UKz9rYwneqbz7IAQYFQTT/vsQHTmpViod0Xf8O+HKLiyFQeeg9lfad3acayeTEPC+pYEtpVxVpl6/Lz8kJG1+f8cn/gbX/tL1AIDnP/ki77gwZMV5e3E/zjKByMXqj4Ijr/+2OS2w0M9F6e16XWdFsnOqIz9jYwPI58oI4ThqJUbkcpO5I3/i3gU8tjK2DkpCLhxt047texbicrDmGB2V9KR2h1s5SQGopmCndz1BR96EyKWa7uY8bsDbLEkVdsLc8vaS/pVeiw4yO0PaIKp+mODIQ806vxe6dyAIdkrUCmvL0bUJLl6OHTlfNa8xR04/u80lKBajEW71xq88KSoRuYbVL2kXeYlaAcxEkuLIQ4nm4dUxLmEbhtDz8WrW1Mg23A6R38cGS0wi4zryFD2z2M8xK817TQc7A2qFxpkgKQ6ziHl7pD1LaSMQbr3MyYrdhOj+Tk2kZ/zBmx6xf/v6J7oAYpbJqhVbUtr2fff3sIQDtVuiVvh4pPEwY9RKlEGeM0cuFJ0DtlBHvpWWCnbaIvyWWokdUAqRLwSIvNIuKUPapIHz36QoCKmVPptYuIzNfL9G5D2ZI+e7rTdldnLjqhVbbiBRBa3wqJUYuVJHleo/ULvpGmGlOcCXYDVRK9QeQm8yteIybflz8FEJbHslnTldy230XOLhE5t46v4l75hMIaAo3Ht72TPN7i40OVoHJFBU3KlMitIu+0P+VykGPASOFHAp7qvjWVK1EiLyw6sTXLJr5P0dCJJUBJQI+GNkbRK/F67+kVYagONwafIL+5j5jk+tzGo5oJjoVd/byQ0DmvjmJHaruxZEzlcSrl9zpZVPrdDOWXsX+xFNFdV/YZtvSEqbkNen+/eCneKeneZnmsCkxMPMUitFklrZkcFO/gg5mrAlaCkhqJL37JSMP4Ar9pqNkx+u6RU546ydWuGofSN05CzYOW2hVkKZUso4UnAB2liRQu2WEhCAevPlyq1q+L2Q8VVCISCprsFOOu/m1OwcL020/TyzpQ5S1AovY5uafAhta61x/9ENlJXG1ZcsR88nVK3sHvVw/5tehasOmGPDXZukZ73BNh4ezyqTrZtn0Sqhn7ucBQsYeqEjb0fkPNNYa107cl73nRyiHxCUKA/utNcDlRXgp6hLlS8BN56I25dWwuHKJlSjmPtyYwgwdBjgl0ImFOpz5FUcxGdAR6xZE1ArB0+O8Y1P3Yfrf+Jb4vMEiJxnSIsJQTq+t2FfDnaGGnnA+aDNRE0nwLyrcELlbW6ybVWt/Pi3f433sVOt1Eve0+DI+ZL3iouM9OuRk8aR84qF0bXqYOegl8UZcsxprk18aoWCbCb9XAh2ngki75iiT22SJig6D3XCVJakFOz06n/Ulw115Kn2bM5Ku+dhaHylxZ+DR7OwQZhy5Hzy/crhNQCIHXmQfr02KaLU8pASkRJZNiY8SFpGEjZ7LoakJdoAcI58ZTwTVz8ArTbM91c2C0yLymYzAizYyfxPUVZiEJKPkfWJTK3QhJjiyMPaJl1UK7x8s213gG6l7QKHHRF5ppySRKp8yasWaq3xyMlNPPuKPbh4OdjTNugjtPkGxehE7XsZ07yjQP00E4AVPfcT6zOcWJ+K1AqPD6U48h1Nrfybl1zlfR4uQ8o66YVb2xIDcOm8x+oIt5RNxeVcK5tFhMb5tYpKY2PiI3LqHINeLlMrAUfeDZH7wc5MSc7MBY+kCYraTX1QQi7UphCRSohcax+ZpOSQG9NSpFV4+4pSY8Ke1QrbaJZTB6lVBD/m3sOrUAoWZbt2+4kcG9PYkYclCqQNEfjuOONZZZJKhEHGC7RJO+QAbqXnI/J4QqQJ4fCqoQQ9R16f8xc+9GWLklOyQI6eabXJV6zcUSWplX7P+74k+x1ZRE5685hHDjlyh8g5tRJvPi0F6LlqSap8yYOUJzZmmBSVtzUdv/+QNjHnyrxzhoXeJEQ+LvxVBOADIupTr37X5/C8X7jObIaRQOSAXMkScJNUyrYVkUu1CwA3wKoqTmRJ6cj5Sinct1NCt33WwVbGM+xeiJNcfY7cR+RWfsgCeYAc7Bz2TEJQUVb4lb+4W2w/4CsupoGumYwPjEKYoAC/cBQhl0h+yCaXUhwU5v8YkcsDdXMqI1bevqL0qRVeyY4nYaQyO3ka/4PHN3DZ7pFYH4dPPGuTMu3Ig1Kv/HlztcukKI3aQOAv+7nLyEytoji1ktKR91i5V6rT4nHk7Fl86t6jAIjKiJ85V+OcrB3xouTItbaIMonIBWqGbBhQIqEWH4gVIBaRc0cuUCsiImcOWFq1cTrw0Xo1LjnysIxDGOy3dEgRtCeP/VXJxqGU/xCuUDZmReSs+dhM6ch3KCKngep/7oIeDpGnEGmThRmiYcVCcx6HEo+tTbBvUag41sCRk6Xkh5KO/MO3HcTbP/aVZLtDHbkk5XMceSXKvajdNthpA4dBuz35YdwB+aBoROT17xvTQmwvbx+nVnYNe/gHX3+512ZzPVc0K373sPd0amPmOQMypRSOrE1wqg6qrY5nWB7KKexNHDkPbk9mlVkS9+PJvscCua6fpYOdKR0531bQBgSXfO0zGTkCydkBfkD0xMYMSvm6ZT4hplQrCwG1InLkgvwwot4CUEWIfC8TFkjUilTbhFMilqISCq9prfHwCbPJzBMvkhG5uNdm/SylrfdkHbl//zQR+eU5/O9sTstos/Se58gT1MqO5MhhnHhIm7gZ3rzQqvLrcQAyMnjSvgV8Ayt6H273JiYqsBrAh1cmuHT3CKFxPpqnevOHnZIfRpmdZWUHaMp4MOfG+0/gyRcvJttUVK6Al7RnZ5tqZRhw5EaBwThyD5G776U48tVx4dW78Y5hKxvq9B/60W/yltdWflhxasU/j790nno8qzvGrM6+/a2fAAAcOjWO3m2IyCUk/f/9w2fajYbHRWm2AhTuj5cfkCoNAgEib6i1QhPCWCiGxc9pg4tVvM0f4FNLpzamWIx0y+b/Uqf1/3TtJmrFceROtRKDCkdhAqb08O5RzxuLNMmMWxC5rFqJV5Gl1rj/mHHk0hgKlU3hylbK2JUzO31KaGU8w65hT0wIIpOoFT4ZpamVHejINWLnA/CZucI9h1ZxcmMqJoWE9qnXvzSqT8C3e7MlYb3OTLOuxqEVX7MbXquotIfI+Q4e4caxjiP3g51aw+rVU0aysDsPruC2R07h+695UrJNJtgpozue8OB2rPeft8eRB5sz0zkAqlPjBlhKtXJ0bSI6VsA5+1lZJfXmdqWhuWpF5uOrSuPk5gx7FuO4BnHbR1YnKCuNQ6sTXL7HR2XDYOk8FYKdV1+yC7/7r14AwCCtTSFIZb6TRdRK6BT7eYZRP/MRuUStUD2aIo6zKKXwVz/xzaa9bCkvjQceyDuxMcNCgAD5hDgpzLsPZaWLgfxQpFZovM74xJIKzpvfj2/MoiQuuxL3OPIYAfNEN2llo9hK44Fj67h4aSDGvkJlU7iyDVf0dL2IIw9WJKc2Z0kJM9mGoFrxkqMSjnxnZnZqmbzniPzlb/0k1qdlZ9VKaDx4RE5Yqm+wsjnD+rT0+Eh3DOPIGSJ/ydccsD+HWZvSICSnRcvKlBG1cm+tyHjx1ReL9wXA4+biAKTjSaXECdtuCipLNc05tcIQeep9HFlNO3KuEpkKxae861XNmZ2AcfYnN2be8pzstodP2Z8Pr45RVhpP2OO/234KkQeTC1/yS2oDwEfSqQ2zAVfKNq1acQlBTvnkX2+Q+zGkUqAyAJ8KO7kxxdJQdhxVpZNqnFh+GI87p8cv63bF+8eGZS5OrE8jSoycV7jbkEStRdRKsH0j3f/9RzfwFAGNA7GOPFyxZ5mKdP2SjjwM0q4Ijjz0VxtTeZP38Jyh7cgytoBM3oecEyDU22C//9L3PBsvvCp2doBLHQeAx1aMCoAPaDrPo6dMUORSAZE7+sVw5KN+hj/41y/C0y91SgnaNILKyo6FsqA5mzSajJCCpHwJz1VUDcU/c18bAAAgAElEQVSlWEeljt8kP0xJvQBpz075faxPS08bzI3zpKmaLHy57zI7/fPQPRSlxskEtUKI/PI9Izx60rz3y/cG1EoHjhzgCS9VTa0IHDlbkUmVBsmocFaK6uLBTmkLNyBW2xTCSgrwaYOVcREF/LxgZ1Crm2zRqlZi+SJZlplyyJzqkfaY5W06vj7FZcHEStcPVSuRI69VK39xx2P44d/+knd+c1/uuw8cW8cLnib7Bh40BeTUelN4z0fk4SMIEfnKZpHMDiebFlVErWQdqJUt48iVUu9RSh1WSt3OPtunlLpOKXVv/f9FTecg00IRJwC1DhmeNjM8bD+TZL346oujzD4yXpXw0MoESrni9IB7aQfrwS4jcueA1qcFlgY9POuKPR6aDJMiJjODcMI644Avt5OMkEJq5xd+Ll9HHtMUTVwiEGZ2xkti2m18VlbRtlhSewB0ROQy/cCTMJoyOwGzhK00vEJIZL/xL0wd8F6e2czeywJqJdKRJ1Y2I4YUN6YFFoRAVD93+u8UtQIYRM515JG0jiHAycwkV4UOdmAdhyutIK1Qg1yXSLXDs3b5/rLcwszOlCMx9Ubc/acRuVOtRIi8F497yZFnmdG/v/ez90fnB2CDiCvjGQ6ujPHEfWlE7lMrQpCSTdBUBjuFyD1qJarXJEySkfyQxQvOQ7DzNwG8IvjspwFcr7V+OoDr6987mdQBlVIm7TWR/QcYTe77/9U34uXPvDRaMnvnZ5zj4ZUxLl4airVWSKbUxJGXlcbGpMTiMHasYVKEhHBo4Bxda6ZWCClIqD5s06ys8H/+2tSSiHhrVm+kKbOzqEz6fSrVe9Q3Oxtx9NIUfJZUJLx9XH6Y4tqrqiGzs/6d8gOkus1fc+kuvPraJ2NjWuJgvdoKOfJBgKRSQUpyyOMZUSuSasX1M6taEd7bbovIKdgZ8OicWqn7UCwGCBB5GVMZQFyPO8XJOkQe9+tBL0M/Vzi5ObX3KZnRUtfBzkJHz5CcFMlgT2zEhc5o3PuVBGUdOeCv2Ll/WK4nrGNrU2gd3ze/f59aifn2Htv5iw6V6uMA7n2sjGdRn5QStqKYBXuF55xa0Vp/Uil1ZfDxdwF4Sf3zewF8HMBPtZ4LTTN87hWokpD7i67ajxddtb/xGny7t8dWxnjCnmH0dwA4WKO2A8sCtWKDHg6Rx+3lKKkv7v1Jt8BrKUuWK4WNWWlRkPRSqU0fvOkR/J+bH/U+49cLqRXJkQPGiYUFo8hG/Rzjoox2b/HazK4tSTh5+4qqwqQ0CDB0UtRRHzy+gU/ec8R8lhjItFdnagWw0M8xnpU4tj5FL1NRjkCUoi/skETXJ729pDYAiFppRvYAsDTo4bFTYxv0i5wUK2Mr9SGgO7USFoSKHLkX7Ezr//cuuo0cpAnDnLtnx+usqrDcby48N55V4nsb1e+MTOKkqT94GcHMURIaJq16avIxK1b3e6pqIU2sSaVRUH5ACnZKbYg4cnafZ0qtnC1HfqnW+iAAaK0PKqUuSR2olHotgNcCwJ7Ln5acYUb9zMuqaxPCp4xv93ZoZYLLA/Qe0h3LI4n/5By5HOzyeNRpKTtyFhBssiwDbnnoJG556CTyTIkOgdrNFTDSPppVGOwUOHLAoJtw70OyUc/spBM6Bm68o0pUB8Ay5WpEPpT41rp9P/enXxbPDbh7t1rkxPUWBhk2ZyYBqy+UDQhLi7oNcQUlVS/D2sRQIovCIOvnLi6SQvZ07mlZMUQetClzde3Hs1Ksgmd2DGKqlVKL2aYhFRauJOhxaG36rXQOALhosW/BR8opLg/dphlSQhCX+R7fiOuskA17WSA/jFUr1Ed44hA/hmSeJ2qZb9KRq3DTiFjGa2TFPj0Z7+rk05wb0zJG5JLaJxEfAuK4iD1mpyQEaa3fqbW+Rmt9zWg0akTkXOrXpp9MWZ457vLwyhiXBFpi6mCr4wK9hNP0OHKhZgfgIu4fveswvu5nPoJP3Xs04rkyYUkoGZ/cRgmURM+NTyri5stBBlz4HDkqTW2uSyjJo1YS7QEQLZnJeIbsJMHJSv0hyuwMqJWkI++bjLvNWSkOZodsnf6Zt5PbqJ9bxyAi8kxK0Y/PQzGJW2pVTVzK1Ozt+Po/uAUfuPFhkSu1e616QWpJteL/nqRWKi3WRyHbuziwq5/UeF1mm2ZIRbO4auVEw0rKlIQNEHlEv5n/PWqFXY/AGG0qk1pFhKoVScbbY7GPlNKIJxW6wnvpZJ/UZ7nHkW9Piv4hpdRlAFD/f7jLlzRkThYwiJynw7dxQynr52Yzg6KscGx96lWSA9xL6FI6sqx0KyL/2N3m1o+tT+O08cQ9LA/TEe42PakSPuPXI540FTgkZ/bez95f136WHV6IyM+EIw915DL3H39PUi0ALm1cmlgBNxjWxoXIUXJa6aYHT+Df/v7NANKlWskBSRx5P1cM2Tc78oOnxnj/5x/Ea174FOwNnBmpJD5w48PePUjn8RKCWlQrpt0NHPlM5sgBg8j5fUq2e9SzVOC0rKL4AKdxpDorZKNeHiUEJRE5c/ghih71M3udVJtj1Ur83rhYohSoF37totJuT4PFdkSe6tdALDltOg+3s3XkfwLgNfXPrwHwx52+pds4cofIE5Nqq5Gci5ahqUI1q+NZkpfydOQtHDmXKoWOSvLj/+7lX4OP/uS3eJ/xc7Qhck4/SdxumDgROjSiG97+sa/Uy1gZjU6KMnIMUnsAXxXELVStSIhcqpqYStEnTjblgLjiQrovnrn3kx+4xX4uIdNhL7OIXNaROy7V6ciFyYOd+8VXx/GdXq48pJmayHlQMBWkfvnfudT7PZyAuGplUpQN1ArLvE1AwuWhc+SFkI/AOXKpzgrZiAVNq0pjbRyvgKWVbXj/u0Z9m0GdanOoWpGURD1GdaUEA5x6pT0NosREsf8Fkx3rLykV3pZRK0qp3wVwA4BnKKUeVkr9SwBvAvAypdS9AF5W/95quqFho37m73x+hoi8l2WNcjen/tDp6DYLZrSpVngp2yhrUbiHr3/i3ojuWfPKADQjcu7ImzZfTiXX8CVgkaRWsli1ArkzA7KKhB9DOwmJ1IrwjFJFs9atI08F4Or08po2C43HB7jTTVIrNcJrS9Gn4HpqQrA/i7LSQNqWuLdhvU0dkH5vP/rSp+Ov3/Ay+3sTIt+cxQkqZHzVkOTI2cbSG9MSi4HzpfZVHJEL1IrZENsFDYtKRwIEajcPisaOvGcnjBQiD1Urkox30HOUWSrTOKRegXjS7ILI+a8pdqCNYj4d1cqrE3/6tq7n4NaEyLlMT0JqXYyCnamddqStpkKTdORRe0lHztB0qtSrd26hk60xnXmqJKxD5G7VEm4u0FaTAgBe9swn4HuffwU+eNMj2JzKXPKon+P4+rQFkbdjAaf+qQwn25EjT3GStGJLOfIFTq0I5+VcM2+LJBsc9jIrwUun6DerXwD/fabqmnNrolamzMFIiC/LlId6Q+fKU/Ql5EvGqZVU1dFdoz7Wake+Npkl6cKi0jixPoVS8U5cgBlHhOwpwLo/oEOdakUOdgKmGBuJClI+hq9YAbmoHkfkTdp/+r5UH0f6jvTZRYsDLA5y/Px3PUtsb+o83t8b/3qOTDdQKwaRc2rlzBF5UVW20///7Z17kBzFnee/v37MjF4jaQYJSYzePKRBD4SEhA0s7/cZYRResLX2GgMytuF0YHzgXRNrbGx8eDcOO3ZvWd0dxOI72xssJmwI7/qMY0E+Vt5DWsC8H8ayNUYCWRhppNE8ujvvj6qszqrOzMquyq7unslPhEI93VVZv86u+tWvfvl7RCMlwokEekU+WvLqUct8pIFrpaRW5LJ7kewCFPtLKstZGlnkwmIn70gvSXfvn9uNH+B30uYLAPdblmviksPfI/734RYqv7HKLFb5HMkvnCMj3o1HtZgV+MhHSkqrrOjHCXeE/KLymxn33cosVzGOXNUhCAhb6dI1gpp+kPLv5t2Aql3rTeb/mIgroxqz781RVPlyZppY5J0FjJYrODJSwvBYpWYsfp4/s/s9dBZyNUWlOJ4Ly5tnroiPifRjjXYAEr8LZ1pXEa+/czh07Ch5ihTNkhg7Mh95TaRRUCWRBa0OZRFrRGGZo+dtVzGPl78STdEJY80it0tttw2OF7WifnQypZAnHB1TNwUuhBS5fBqqqfV8cU3tWhFrkqvcOHHvifW54zK8YhW5f+KoSsIC4VKlMrdIV9Ff7NQkBPFxZ02T+8dF+UoVtY9cGrWiUORDoyWlNQ5UFe7gcG2BJg6PIglZ5JpSrYDKtSJJ0ddEykRfq44ddWFF5QbkjRxEPn/hiaiwaq9SjlgOQafIxagglVLkIX88H0Nlkf/Qz3mIhgFzivlc4J7cf5jXY4+6Vmr3q7HIuwqBUlUudipqrUQXO/lTr6yJhfjdypUK+MO07LoVrXtxv3qIczG3nEXeWciFakEn9KwEtVZkjZeB8PFV1i+RVzznYFCc32yxU6ZYo8hOMpMbGL+g+LZ3XXFyzaIfr6IIqJMZAMEFMVKSWrey8MMo/JFyjqQMcCCzsLg4Uq5geoekG5NssTP6FEHVm5hqMRAI36BkpRcAUZELdbqllmL1c1XUCp/jUWPXirr0AkeMzIiOMxITfsi5+fwTpO/z83FopIQKU0f/hMoMK85Hrsh5OYRoPkZU0cryNYCwBcxdq9HFc5MF8WnC+DrXSiiOXJoQVK19o6yPI6yzjZXlrhVvu1zwefQ4pjQ6ISgR2szOYj786JR0sTMfWeysscirf6tcK952FCQNSS3yYrxrRabI434YlfIUrdJJxTz+9IOLarYJFc1SrLgDYctV3gEm57tWqu9dc9qC0Db8YrtmfW3JXU61qXYFYzENM8LvybcZGi0rFwOBcOMFlcXKFYcqhpojWljKqBUhkaezkJPOdayPPCKn+IQn0hmyyOX1yOOIJpWplGvfzGqtEtU8Tu30bsq8HMI0TUgtoL5piE3M9w+OoJin2uQayXUUfVLg8vAxZYjhuYA8bLQQideXHZ9/t5+/sT/I2JUZGKqG1PXQutUPNRa5yXZx8DvqaFn+mCWOq1q1B3xFrrXIuWulemLUKnLZuHoFojKCRdeKKiFGzOzkJ5jsIuCW65gijtwLP6xmI75418U1j87zeybjpbsuVl6gQNgiHytXarqmAIqbneLCGRot1cRhR+UOjq04fzoKOYyU9VmrQNh6VrZ68yd5SJHGD0R85JLH76hlLWYvRuUOwv0khaVM4PMaZDVLDBQg7NpQna/8fDC2yBXnSUfBm8cdvzqA+5/6FYBaC1zufgv/Pamj+obOIhfvk7JaKx35XLxF7v+mP3npneA9mWsluv4Rd+3LaHQceSIY04Ufqks81gPPuONptjofueriA7wJ5DGiUzQJQaPCo3C0lKfsO8TdlVUVB8UfVGVN5iUF+GXnjngDk3aA8RW5yiLh6JQ4IMSRVyrSNG7V2LLOR4DvWtFZ5JL+lFF41IoYyiYjZJHLrK2IIpdtA8S7VrgrZfncbgBqizyU2am4AcfBn2yCtR/FGpH4lKQ6TuAjP6T3kXNUipw3aHl2zx8AAOctq632IXtqi54jYT+3XGbR9QjUdggCwr+ruj1f+G8i+TWpWrSvhxwBq+fPUH9e94iWUN2UTJJpTCj4GXdB1IqkIw0fW6fIC/lc1SKXpegHPnK1RS4NP5S89xcf6g9eqyJFxP1UiRw5Qo1rRWYFhBttyHzk3nvDvj8+gSERkrlUZtK+jqqxo+/xeRwpVfQ+8tANShH9UfBcK3GKnB+nI5+TjtWRz6PCPGVwdEydJdwZ41r5jd+arN9X5DqLXGzRp/p+OkzqDNXso1CKvX5kyat7D3ljRa6RqFWtVeSlShAh8ncfX1srg4GLMuQe0SQEyVL0w+GHVZeZrImF7NiTinkjP34SdxgR4YefO0P5eXMscsjjX4Fa5aRbaNPBy4LqYnu5rlRZUUDUtVK7HREFSiHYxyD8UMa1ZywO2ovF+cgBtUXOLRdeR9nbr3a7STEuCJ4uzBNwkq5XVONtvXBQXTEw3Xvi8XUWuWj9Kl0rgUWur3/Dj6NU0P75OlquKEvdRmWSyc6bIGxaexwAYGXfdOU4QbNjw/DDKHyXV/cNAlArVxHVceZOn4Qls6bg33/7vjdWzE0hzkc+pon8kbsow2/KGrrUjJOj0BOvzHXSUaBQvL7sWKr69VFM2lWmpWmuFVVcZDQMK6kiz/OEIEVHGhGtRZ6jIJxJpTw6C1V/GlDrWpH9cKrSsFwWle82ZJErUtTFhA9VhyAg4ktWxFADCOL6k56AROT5kv0qcdH5UclXWzSr+lqnyHmVQJ3M3LIdVkSHcPgcqNZRxG5DqlK33nbV92VW2yUr5uCNr12KDy49Bo/ddCbuvlKeHMJT9CsVBsaS+Vv5vP70Zc+3q1PkD37yNJx70ixlDRAAuKh/TvA67qag9JH7royxCvMbzMj84ZKbfV6tXI0XOyXhh2IxNFXkV1Qc1QJ89Lsk+c3iaJprRfV0EZ0sXS1sHcUcBSnhgNx6nd/jNRzQ+siFMCRdNmro2AZRK6oTOtqstkYeA9eKmIKtWqgBor5ktWvlyGgZOUqeZQvwImbeE5LUtWJUa6X6t8r6AfiNIxccVyXPaLmCkTHPqv2zy5ZJt+M3DFVkk1gj/KiksW50Ox1c1pV905Xfz0vRLwd9XZNEQJj6rQHg3GWz8eC167UJKeeeVO1hq/K3B8fShB9WmBf5o/pO8nWU8HuhpzHjolmy8MOqa0VlkRNR6D2V+6nme4wbixzqLxP1H4kNUOuh4CuOUUloEWfZHM8fqXs8DS2AqNxB0fR/jZ//S5cvxz9tPQvHKuKuq1l38u/NW7ABGteKf8D/8fNfKzM7gbCVKa/8530+NCJPda8HnhQxVmbSzEepa6XGkjFzrQDVudFFR42MeT7yq0+bjy1/tFS+HbfIYxS01w4unSI3gafoX3zfdgDJYpKj50LcYnUcpyyoLsLFZSAqXSv+/BwdLastaam7RecjVyhyolCIM7e8w5mdVddKKQgY0ActVPReutDYtmmORa5JCIpahmXT2YlQ8B/luUUuu/BXzPP8kO8eUjd8EOVUx76rV86BsELqKuaDyAQZS2ZNwakLZuDuD+vqLuT846pcK97/3/zJa1qLXLT65J9zi7yUOHqIw+O2VT5y2dRGL5xcyEeutsi941Ho/yi8sqOqG0/1OHqLPIhaKvuulaLKdWBJkefDDRgShR9G9tHlUZgQ91uEjq04j/g5cWS0rC0/G0VvkatuCIi4VrwWdeITZ1EMP1SUsfXeqx6jZKirGmGRNykhSB3/Gn0c0tX50FH0fVy6GtHXn7UY+w4N42MbFtR8FshjEIIVPZFrwg8NbgbiWD/4rHp1OhijbKYcZLWWxXG4r1hV+Q/wrKTUFnmegvKzMh+5idsm7FrRf/diYJHLt+PlB4ZLFe1YgY9ctYgp+MiHRkuhOObQdpYsclU55nqI/pZpXGacf9p6VpAUpINBfj3zc+LoaElpkcu+avS7dOTjr9do1EqpXFvGueC33nv8l28HWdRxC/Km63mN8JE3LSFIZeFFJz+5a4V8n5t6sXNKZwH3XLUydhzZa5GotS/r2FN9rZfbBH7yqHzkuw8cCV7LQqtEJhW9sqi6+iBDo+XEESucQq7awk91ocZRj0XOZVddzF3FPI6MlFCuMO1CXmCRq3zWvPplSR+1EucKMqWmKFWCuRTn8akvnJNWJABe/LvuSZOj0nWBRT5Sn488ehMyiVjihlWlwjA0VsZTr+9XRqTc9N1ng/dk/n9xP9P1vCTrGnE0LWpFNcnREzPxYmee+9y8iIukFlHewEcetYx1mZ1pXRSeTL4iV3ynPxyplsOtFvyRb8v95Lpym6PlivFCjopi3mssDah/izsuXYbHbz5TOYbJQi+H/ybqp6hc0GkojWuFR6MMj5UxUqqoo1sapchTWuQLe+WNDBrFhsU90vf5+Tk0pvaRm7R9jKbZywi6FjGGux9/Ga+/czg4F6rjhI917RmLsLB3MqKELHJDozOtUSSjabVWVD9K9MRMHH7oj8OtwCQnfHQ/5QJtIXo3V/t2bSjyQowiv/ND/XjilXdQEoqGKRWarxBlJz2/cY2MVdJb5PlccFNVXag3ni1fcOSEXCuxPnL+vdQWefW1iWtFr6APanINRHnSUpMCnyQhqAGKxITd37hc+Rm/ZoZGStIqlICZb1k0quIs8nKF4V1FQ/To7/Unpy+UuqDEt0zdwEn7EGvHtDEIEe0moheI6Dki2mmyj+pkqnGtJF3s5Ip8rIyOgjwutZ5xZLJV3w9Po66MrY2FjqpFLlcax82YhFsuPBFANQZcpUh4YSJp9ql/cY2UyqlPvkKOgptq0oW/kGslzkfu31zVde+rc6fLEg0SgmIs7YOadnDidmmJFqVKlqJvRRSr8HNiaLRcYxhxTL5qMbTYqY5aAYAnX9uvHFOsRAoA82fWWuNA2FWk8h5kcd+0aZGfyxj7vcmGjJkvds6aqi6PqoMrrqGRUqqIAS4PkSaJKca1Iv6QNu7GcRa5+NnhkRJypFZol6yYg18OHMRrfpaf7Dhew+R0kQ3FfLVhiOpCjSPkWolRjIFFbhAyqnOt8M/UrpWwRR63KJqWqEUeV/RLRiOiJtISXK+jJWVte5On2bBFLp9zPoc3/q9dynHefj+8cKu6EYvTn9R7YIOm3Zvj6m0DwE3nHo/Pnqt/3FbBFfDQaDmVNcR95DrLJ1rNT1WAHrCz2MmfLnTfS+wkr3v85mVpL1s5t+YzsbZJ2ou/mKfUi53RME4dsT5yYX9d9ctqir4+9Z73iVS7Vuwoz6iP/HDEt2sCn0dZEbhGsLpvOi5dMUe7Dbekj4yW1cXgTFwrBin6l5yslwXQnxMiYl3zZt4gbVnkDMD/ISIG4O8YY9uiGxDRFgBbAKBrzvEaRV59/0Or5yW+6LmfbUhzYpjA5dH9SFEZo8cTLQkb/kl+8c40KOV6eKRU0w9SpGdKh9J3KbaySh9+WO24kjhqRdgtLvyQX9CqRVoxnVqX2dgZY5FzRb9t+1sA1L50GyF+QK2sYlcpU7gLwKRYlg1+eJN6AZvDb3SjpYrGtVJ9/z+edzwOHBmt2cbk3Jo1rRMfXb8A3/t/vw3e+4ctp4e2ufWiE7Fq/gyMlSqYo+hqBFSfiI7t7sT//NPTpNu0k2vlDMbY20Q0G8BPiehVxth2cQNfuW8DgEnzTmTK8MN8/B3VBG4VHxktJX6UF2XQxX7WlNKMVloUDm/jguaP8bO71e3VuKI7PFKSZlKaYNO3L1rkSW+s4jxP65TXYq8ez9tWtXAmWvTTNAptbncXbjr3eFwQaZfG4YqcK8f5Mydp5UpLVPkeHdXXitGN8YkPLLIhkhVMXCLiObhpbZ804sb06fueq1bi1X2H8Oxv38eyOdOwwS9axpncUcAVq+fFjsPt8S9cvAwrjpMXOssCK4qcMfa2//+7RPQogPUAtuv2MfGRp1PkPPwwnUXOLQWdLFHXiq7Wis3HL1UbM6Aa1TE4XEqcgCD+FmnF9pphy9vumSJ+jfga6OaLnTpFnssRbrv4JOXnouL40uXLcfzsacptT1/Sg4sNHut1iI/8V54yD9edubjuMbq7injja5cmjuRqBCbFrsTrSOUurMeFxZ9udLWW4uCelUak3ddDakVORFMA5Bhjg/7riwB8RbePV8Y23rWSxg0RRK2MllPVkjDxkdcudqrDDy2teQGobU4rYtJJPg7xBmDDIpe9rgfxfNApX6A657o4co5JGVcVoiLXNaAGgO9v+UDi43DEJ7r7rlmTeBxb4ZC2MG0IwVH+rnlzpcwTfEz94TK4a8XWYnZSbFjkxwJ41D/BCgC+yxj7Z+0emjK2ovJIEyYlKvKZipZo9YxTj49c11jClq8UMHOtDA6r08bjCFvkacMPhQvVgqsnTvkGilxxgYkWeRpfsXgBd09Kfp5NdMSnWiOL3DCnQwc38NLUmqla5OpzmtB4az21ImeMvQVgdV37QBNHbsm1IoYzpYtaodB4MqJRKrrwQ5vJGKp0cCBcS7x7UrIQTpNkKOOxIv0QkyDeBGOVr7+pOkW/KkOa0ErxRtHd5RR5UsIZmSqLPN61Us+5xXuVqiKSTOBRK0mNE1s07egmmZ1plIeY2ZnmMdLIRx7jWgmHH2bjS+Oug6NjZeWCXxzhEr5pXSvxPtB6MLXITWvI22D6pKaVLmp7xHMirjwzoCmIVcd5GljkqVwr3v9t7yNPfGAD14oNHzmQTnFUo1bshB/ayKqb3JGvyTyLEtf9xwTxO9vI7OTYOOnjEoL44dRlbO3bMFlZ5PduWpW4KmirYmKRh5pBK7apx3XJFXmac5v7yJu95tA0Rd7oqJXQY1ia6Bdf86bxkdt2rez80gWIu47FFPYk9TgA7wTPkWd1JLXqOeKjZ9xJ/6XLlwcJNiriLtiqRR7vI7dFVj7yPz5tfibHyZIOgye2fMgit/dUp2riYgLfU+sjb6M48roxKWOb5k5pKx6d76tX5BEfecRazJM9yxbQ+8Y5oqKS1f82pZDzOtKkrRUiJiXFjXX9WUtSHQuoXjxKH3kDXCu2StVORIomi53C2zbCePnvlaTMASfwkTfZtdK0M0/1xUMK2JJrJU39Xz6ObozoiRdVHrarH5ogKqo01kt1sTftYqddH3kcwTwrxI4rupUEmxFJEw2j8EPL88vPkTQlUvg9QLfImsVZ0TRFrrIqbWUThl0rKVL0g8VO9RhxrhXRCs8qB6OYr/b2THUj8/dNa5EXLMSR1wM/guqx2VnPrUXB4Hq1XcuE3xdYCou8VXzkTVTk8cWFbKToA+l85GYJQdXPPrZhQY3c4p9ZFdYhosC9kuYkKwQWeVrXSnMscpW15azn1kL8PVRGg+3frHqOWGfc8lgAABC+SURBVPCRawyDLM61pvnIVWmxIYvckmsl1Q2hjoSgJbOm4Osfrm0d1wzXCuBZnUOaZrYmcJeIXYs8A0Xu/16qHpEA8MVLl2HdInnHmnpY3Te96RbZeKCzkMNIqaLJ7LR77Zx5wjEAgI+nqDkzblL0k6K0yEOZnektaSCda6Ge8EPVjb0ZceSA5776w9BY4qgVoPq906YgFy0tPvfP7Q4uQB18mnX+z0/HdCQyxaS6nyOenikd2HtwWO1asXztHNvdpe1aVA/jIUU/Ear6BrbaIJn43EwwSQji26ge0ULhhxkWKpriZ67pytjGYc1Hbul7/3jrWUbb8cOl8X86smXGZE+Rq9wUppfxDz93RuZPSGmMJSvHb9aB01QcM8Heoqn3A+lOjGJMGFMo/DDDJzC+oJzOIo///kbj+Ptn1cwg8H82sWuLoz54TSSV4WH6NLt6/gxrMpmic61MyKgVW5j02qxnHK1F7is7VXvRnOU4clN4woONxc60FjmPZe+dqq8QaAsboWWObOGNUlSGR7OaRpugS5i74pT4uuZpaZoiT1M60oSQRd5wH7l+/FDPzkx95DxqJf33t2WR905VdzWyCY/YSbM+4siWGb5FzjtJRcnSCDLlKxtPxszJRa1sW88/AS/ddXFD5Ri3rhVbBZ+MLHLfWlU1XxXDj7K0KngtCRvpzGnjrvk8HpORRX7zeccDAK4eh+ns4xVukb8naeHWqnziA4tiOy0RUaqeCCa0XNSKLfKhOPI0CUHxceR8xdokHtVG0SxTgsXOFFZpuWInBXm45PmdslLkUzoLuOPSZZkcy2GHeTMa2yav2XztwyuwfG53Q8ZuiiInND6W2L6PPL4euYk/NkvXCu+AkmaubXVA+f3gCADgmIxcK47244/X9WFweKyleonaZPOGhQ0b24o2JaJLiOg1InqTiO4w2N7GYbUUMvWR82mM1+RZhh9y91WaQwa1JFIWmeKW/Xi3uhzJKeRz+PTZSxvudh2P2OjZmQfwNwAuBDAA4Bki+hFj7GXVPlnoMntlbH2LXHMz4NaqykcukuXCO2+eMFq2UUsineCfOWcpuoo5fGRtX6pxHA5HLTYs8vUA3mSMvcUYGwXwfQAbtQfNQJOLVn+jfeTFwEceP16Wi508ZHCkpG9CoaMSWOTpTpUpnQXcdN4JTU+ccDjGIzauquMA7BH+HvDfUx8043hQG2VsdS6RQkxmp0iWrhWufEdLigB3A1qlS7jD4VBj4+qUaaYajUZEW4hoJxHtLJfkcaKNwkY5XK1Fzi1+A4s8y6p7nfn0ipxZssgdDkfjsHF1DgAQg3X7ALwd3Ygxto0xto4xtq6zI9tu4zZ85DqXAPefm/RRbIpFXk5vkbvqfg5H62Lj6nwGwAlEtJiIOgBcA+BHuh1sFVAyRRc6GIeJj7zLV5g3n3dC7HhZfvVOm64VZ5E7HC1L6qgVxliJiG4C8BMAeQAPMMZe0u0zv2dy2sPWhY0Udb2PPGdcDjPL9YHjZnqhfifMnpp4jEpQb9kpckdr4NZrarGSEMQY+zGAH9sYqxHYaCxh6ykiS9fKqr4ZeOQzH8TqvumJx+BlYF1rNEcr8LPPn43urmxds+1A01L0ddz5H/px6OiYtfHStXqLz+ysh6wjdtYunJlqf2eRO1qJpbOSP12OZ1pSkV935mKr46Xzkdu1yFuwgJsW5yN3OFqfCXF1pota8abIlkuk3Zr+ViwVzXI4HI1jYihyCwlBE7WutYsjdzhanwlxddpICMpykbKVcJmdDkfrMyGuzjS1VnqndmBBz2QcP0EXWdxip8PR+kyIqzONNT25o4Dt//lcbFjSa1Gi9mHdIi/qxSlyh6N1acmoFdu4hbrk/O2frMXu3x9xPnKHo4WZEFfnRPVv22BqZwErjkueUORwOBrPhLDIbTQfdjgcjWFsbAwDAwMYHh5utigtQ1dXF/r6+lAsmmWxTghF7ixyh6N1GRgYwLRp07Bo0aK2y7NoBIwxHDhwAAMDA1i82Cw5ckKYqllXW3Q4HOYMDw+jt7fXKXEfIkJvb29dTygTQ5G7xU6Ho6VxSjxMvfMxMRS585E7HI5xjPOROxyOCc2BAwdw/vnnAwD27duHfD6PWbNmYXBwEAsWLMC+ffuQy+WwZcsWbN26tcnSypkQitz5yB0Oh4re3l4899xzAIAvf/nLmDp1Km677Tbs3bsXe/fuxamnnorBwUGsXbsWF154Ifr7+5sscS2pFDkRfRnADQD2+2/9md9koqXIOx+5w9EW3PXYS3j57UNWx+yf142/+NDJde83d+5czJ07FwAwbdo0LF++HL/73e/Q39+Pc845B2vWrMGuXbuwf/9+PPTQQ7jnnnvwwgsv4Oqrr8bdd98NALjyyiuxZ88eDA8PY+vWrdiyZQt+85vf4IILLsCOHTvQ09ODs88+G3feeScuuuiixN/RhkX+Xxljf2lhnIZRdD5yh8ORgt27d+PZZ5/Fhg0bgvc6Ojqwfft2fOtb38LGjRuxa9cu9PT0YOnSpbjlllvQ29uLBx54AD09PTh69ChOO+00bNq0CQsXLsTtt9+OG2+8ERs2bEB/f38qJQ5MENeK85E7HO1BEsu50Rw+fBibNm3Cfffdh+7u7uD9K664AgCwcuVKnHzyyYH1vmTJEuzZswe9vb349re/jUcffRQAsGfPHrzxxhvo7e3F9ddfj4cffhj3339/4NZJgw1T9SYi+iURPUBE6fqKNQjnI3c4HEkYGxvDpk2bsHnzZlx11VWhzzo7OwEAuVwueM3/LpVKePLJJ/HEE09gx44deP7557FmzZogNnxoaAgDAwMAvBtFWmItciJ6AsAcyUd/DuBvAXwVAPP//ysAn1KMswXAFgBYsGBBQnGTkWsBRf7R9fOx572jzRbD4XAYwhjDddddh+XLl+PWW2+te/+DBw9i5syZmDx5Ml599VX84he/CD67/fbbsXnzZixcuBA33HADHn/88VSyxipyxtgFJgMR0X8HoJSGMbYNwDYAWLduHTMVcLxwz1Wrmi2Cw+Gog6effhrf+c53sHLlSpxyyikAgK9//eu47LLLjPa/5JJLcP/992PVqlU46aSTcPrppwMAnnrqKTzzzDN4+umnkc/n8cgjj+DBBx/Etddem1hWYiy5TiWiuYyxvf7rWwBsYIxdE7ffunXr2M6dOxMf15SX3z6Ef/v1AVx7ht1mzg6Hwx6vvPIKli9f3mwxWg7ZvBDRLsbYuui2aRc77yWiU+C5VnYD+HTK8azSP68b/fO64zd0OByONiaVImeMfdyWIA6Hw+FIhguwdjgcTSeNi3c8Uu98OEXucDiaSldXFw4cOOCUuQ+vR97V1WW8z4RICHI4HK1LX18fBgYGsH///viNJwi8Q5ApTpE7HI6mUiwWjTvhOOQ414rD4XC0OU6ROxwOR5vjFLnD4XC0OakyOxMflGgQwGsxm00HcLCFtjkGwO8tjGNTpizlHq8y2xzLzXX6bUy3azW5s5J5IWNsVs27jLHM/wHYabDNthbbxorM7Sr3eJW5XeUerzK3q9xZ65Dov1Z2rTzWYtuYYDpOO8o9XmW2PVZWxxqvMteznY1x2nGua2iWa2UnkxR+aWXaUWagPeVuR5mB9pS7HWUG2lPuRsrcLIt8W5OOm4Z2lBloT7nbUWagPeVuR5mB9pS7YTI3xSJ3OBwOhz1a2UfucDgcDgOcInc4HI42x4oi9xsvv0tELwrvrSaiHUT0AhE9RkTd/vubieg54V/Fb04BIrrab+T8EhHda0M2i3IXiejv/fdfIaIvSsb7kThWK8vc4nPdQUQP+u8/T0TnSMZrtblWypzlXBPRfCL6F//3fomItvrv9xDRT4noDf//mcI+XySiN4noNSK6WDJmFnNtTe6s5rtemYmo19/+MBH9tWLMZHOdJGZREvv4RwBOBfCi8N4zAM72X38KwFcl+60E8Jb/uhfAbwHM8v/+ewDn25DPhtwAPgbg+/7ryfA6Ii0S9rsKwHfFsVpV5jaY688BeNB/PRvALgC5Fp9rqcxZzzWAuQBO9V9PA/A6gH4A9wK4w3//DgD/xX/dD+B5AJ0AFgP4FYB8E+baitxZzncCmacAOBPAjQD+WjJe4rm2YpEzxrYDeC/y9kkAtvuvfwpgk2TXjwL4nv96CYDXGWO8luUTin2sUafcDMAUIioAmARgFMAhACCiqQBuBXB3I+W1KHOrz3U/gJ/5+70L4H0A64CWnmuVzJnONWNsL2Ps3/3XgwBeAXAcgI3wlBr8/6/0X2+Ed7MfYYz9GsCbANYDmc+1Lbkzm+96ZWaMHWGM/V8Aw9Gx0s51I33kLwK4wn/9EQDzJdtcjaoifxPAMiJa5CueKxX7NBqV3P8I4AiAvfDu+H/JGOMX+VcB/BWAoQzlFKlX5laf6+cBbCSiAhEtBrBW+KxV51olc9PmmogWAVgD4N8AHMv8Run+/7P9zY4DsEfYbcB/D2jSXKeUuynzbSizjlRz3UhF/ikAnyOiXfAeO0bFD4loA4AhxtiLAMAY+wOAzwD4BwA/h+cGKDVQPhUqudcDKAOYB+9R7vNEtIQ8//7xjLFHmyArpy6Z22CuH4B3Ye4EcB+AfwVQavG5lsrcrLn2LbxHAPwnxtgh3aaS91iz5jqt3M2Y7zpkVu2feq4b1liCMfYqgIsAgIhOBHB5ZJNrULXG+T6PwU9RJaIt8JRQpmjk/hiAf2aMjQF4l4iehvfo3AtgLRHthjefs4noScbYOS0s81utPNeMsRKAW/h2RPSvAN4AcDZadK41Mmd+XhNREZ5i+d+MsR/4b79DRHMZY3uJaC6Ad/33BxC2WPsAvA3gA8h4ri3Jnel81ymzivRzbdHxvwjhRaHZ/v85AA8B+JTwWQ7eD7EkMgbfZyaA5wCcaEu+tHIDuB3Ag/AsgSkAXgawSjdWK8vc4nM9GcAU//WFALbHjdXKMmc51/5v/RCA+yLvfxPhBbh7/dcnI7xo+BaExc6s5tqm3FnNd70yC59/EpLFzjRzbesLfQ+eH3YMnoK+DsBWeKu4rwP4BvwsUn/7cwD8QjHOy/6/axp54tQrN4CpAB4G8JIv3xds/QjNkLnF53oRvDLHr8BbrFrYBnOtlDnLuYYXFcEA/BKeEnsOwGXwnhx/Bu8p4WcAeoR9/hxe1MdrAC5t0lxbkzur+U4o8254C+iH/XOq38ZcuxR9h8PhaHNcZqfD4XC0OU6ROxwOR5vjFLnD4XC0OU6ROxwOR5vjFLnD4XC0OU6RO8Y9RDSDiD7rv55HRP/YbJkcDpu48EPHuMevg/E4Y2xFk0VxOBpCw1L0HY4W4hsAlhLRc/CSNJYzxlYQ0SfhFVXKA1gBr2hRB4CPAxgBcBlj7D0iWgrgbwDMglfU6Abmpeo7HC2Bc604JgJ3APgVY+wUAF+IfLYCXk2a9QC+Bq+Q2xoAOwB8wt9mG4CbGWNrAdwG4L9lIrXDYYizyB0TnX9hXi3pQSI6CL/YEoAXAKzyK9t9EMDDREHBvc7sxXQ41DhF7pjojAivK8LfFXjXRw7A+74173C0JM614pgIDMKrHV43zKsv/Wsi+ggAkMdqm8I5HGlxitwx7mGMHQDwtN/U9psJhtgM4Doieh5eJcmNNuVzONLiwg8dDoejzXEWucPhcLQ5TpE7HA5Hm+MUucPhcLQ5TpE7HA5Hm+MUucPhcLQ5TpE7HA5Hm+MUucPhcLQ5/x83VxvfolZi4AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit/predict the BCSD Temperature model\n",
"bcsd_temp = BcsdTemperature()\n",
"bcsd_temp.fit(X_temp, y_temp)\n",
"out = bcsd_temp.predict(X_temp) + X_temp\n",
"plot_cdf(X=X_temp, y=y_temp, out=out)\n",
"out.plot()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11ee56160>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wFfBA7/3bfY5EDBrbWrfxcOHDnJZ9Go+e9uiA6JjgDQR5bFkZT368k7RYOy9eO53ZI1I+36B6Hax+HHZ+BJ4OUGaYswhO+QkcxYRciMFiR/sOXtz2Iq3uVtwBN+6AG1fARY+vh2Z3M5rPx0/SItP2lj94XF289vLTnBLs4TdT4hiX4CfGXQfV1bBlN3RUQSiw78GGzYOLnwdb3/t/CyHC6/Udr/NI4SN8e+i3WTR90d4c4d2t9bS7/FxxUm5YjnMobdD+gTHhLVkpVQPchZH4/lMpdS1QBVwUlmjEN57L7+L25beTaE/knpn3HPPk1+UL0NDpocsToNsboMvjp9Pt528rdlPa0MVFU7P45YIxxqUVrY3RouW/h53LwJEIo86B/FMhfw5ES+m7EH3V4m7hTxv/xJvlbxJpiSQ3Nhe7xU6CPYEMSwZR1igyojLIiskybtFZJDuSjfeOYICmJxdwv3ejsbNtvTuNTIb4bKMkaexCSMgDW6zxYdUaaUx2kw+uQgw4H1R+wD2r7+HkzJO5d9a9+5Q1vri6kvyUKGYOSwrLsQ6lC8SlB3hqXlgiEIPK/Wvvp9JZyTPfeqZPbU1CIU1Qa0JaEwpBUGv8gRDtLh9tPZ/fmrq8VLa6qGrrYXeri+Yu7373lxpjM1oijUqF2kLY9iYUvw2dVRCZBPPvgWnXgk1WdxMiHNwBN88XP8+zRc/iD/m5fPTlXD/h+sNqV9i6+OfkdG3kjfRbuODC70FEJNjjjXshxHFlTf0afrb8Z4xPHs+Dcx7cp9yxqLaTjVUd/OqcMWEbOJOKf3HMLNm1hLfK3+K6CdcxLW0az6/cTUVzN76gxhcI4Q+G8AVC9PgC+4zQ9niD+IMhI9nVfKUTw9cZEmsnJymSUwtSyEuOIj3OTqzdSozdQozdSowlQJpzCxHlj8CSxUa9oMkKw06DUxcZk2Qk8RXiawVCAXZ17qLJ1YTT56TL14XT58TpddLh7djn1uRqosffw+k5p3PL1FvIiT28SdLB4rdJ2vxn/qm+xfzv3QlREUfpVQkhjpY2Txur6laxonYFH1R9QG5sLo/Pe/wrXZxeWl2J3WriwqlZYTu2JMDimKjpquGeVfcwMWUiN068kT+8v53HP9pJrN2CzWomwmwiwmLCalZE2SzE2C1kxjuItlmIslmwmhUmk8KkwKyMf++5NymF2QQWk4nEqAgSoiJIjIwgMTqCpKgI7Fbz/oMqeQc++ytUrYKAB8w2GDYX5v4cRp4FjoRj+0MS4jjiCXgo7yinpK2EktYSSttK2dG+A2/wq1dZIkwRxNviibfHE2+LZ0T8CKYPmc5ZQ886/NUZQ0Eo/Q/BN25ka2gYjvN+S4Ikv0IcNzq9nfy99O8sr15OcWsxGk2CLYF5OfO4ZeotX7kK1On289amWs6flEmcI3ylS5IAi6PKF/SxtHIpT295GoDfnvJbXl1X27tscDb3LRx/7CfBddbCkp9B6TuQMBSmft+o6c07+RsxKUaWLxfhFgwF2dqylY1NGyltK2V723Z2OXft7cUdY41hVNIovjvyu4xKHEVWTBaxEbHERMQQGxGL3WLvWwCuNmgqgerVsP456KyiQafxfNY9PDQlr8+vrz8d4Hy9G/h/QHPvZndqrd/tnwiFCA9f0Mc/Sv/BU1ueotvXzaTUSfzPpP/h5MyTGZ00+oBtTF/fUIPHH+J7J4Zn8tsekgCLo6Kuu47XdrzGG2Vv0OZpIycmhz/M+QOl1RZ++dYmThuZwq/PG3f0k1+tjT+cVaugpQzadkLlSmNW+On/Byf9zzdxMsxzyPLloo/cATer61bzUfVHfFLzCW2eNgDSo9IZmTiS+XnzGZUwioLEArKis/p+LreUQ+NW8LnA1w3tu6Fpm3H+djfu3UznnczjEdfw54YClnzntAHRRaaPnuOr5yvAw1rrPxz7cIQIL6017+1+j0cLH6W2u5ZZmbO4deqtFCQUHNL3vrS6ksk58YzLPPT5AYdCEmDRZ8FQkEpnJdvatlHaWkpRaxEbm4xZ2XOy5nDJyEs4MeNEttY4+cHfVzM2I44/XTYFi7kPi1aEQuBqAW8XeJ3GqG5ruXHzdoEOQcALtRuM7cCY/Z00DEYvgDk/g8T8MLz6gUeWLxeHyh/y8+K2F1myawmBUICgDhLSIUI6RJOrCW/QS7Q1mtmZszk1+1RmZszs0+TVr9AaKlcYS4fveG/f2Ew2aiy5lATHsEOdQUkom22BLKpLjeP/4uzRZCce/5PdDnC+CnHc0lpT3VXNlpYtFLUUsaZ+DeUd5RQkFPDU/Kf2WcDm66zc2UpFSw8PXTzx6zc+TJIAiwPq8fdQ01VDXXcdtd211HbX0upuxRVwGT06/S5cARf1PfW4A27AqPUrSCjg2nHX8p2C75ARnQFAZWsP1zy3jqToCJ65ehpRtsP81fO7oXqNMXpbvdZIbL3Or24XlWrU7ioTmMww/HQYOhtyZxmtkI7/0aIjJcuXi30UtxZz98q7KW0rZXLqZJLsSZiUae8t0Z7IKVmnMC1tWvgWn+lpgbVPQ+l/oKcF7W5DBX24LAksib2Cv3dOoNFnxa1tdJpiGZ4aS0FaDDF2CxkWE0MtZiIsJjLi7Fw0LTs8MQ1cP1JKXQmsB26TkiUxEPmDfnY5d7GjfQc72nawo30Hxa3FdHg7AHBYHIxOHM2vZ/2aBfkL9i5ec6heXFVJQqSVb49PD3vskgCLfXR4OliyewmLyxdT1Fq0z3MOi4MURwpR1igcFoexSpslg5kZMxmdNJrc6BG0tcezodJJ2XYXPyuspq1nJ+0uH63dPiJtZp6/ZjqpMQepB/R2Q0cltO2C9l3QVgHN26FmHQR9RmKbOhbGXQipY4ylTG0xEJ0GycONr8URk6XLv/lcfhdPbHqCF0teJNGeyMOnPszpuacf8f601nS6/TR3eY1bt5dubwBfIIT2OInuqiC6ezep7RuZ0LaECO1js3UilaFx1Hod7NQZvOubydDYJCZNiueizDjGZsQxIi36wBNYv/meBH4N6N77B4Fr9rehnLOiPxQ2FvLE5ifY0LiBQO9CM1aTlWHxw5ibM5fxyeMZnzyeYfHDsBzhEuPVbS6WljTyg9lDj8p7gSTAAk/Aw+r61SzeuZiPqj8iEApQkDCS74++gczoHFIcGaTahxBtjcMf1HR7jRZlPd4A3d4gZU1dPLuuja21uwiGNBaTIivBQWJUBBnxdsZmxJIQFcHCyZkMS4kGXw+4OwDdu7TwVih7H3Z+CJ3V+wZnj4ek4TD9Ohg6B3JOBHtsv/ycjnOHtHy5LF3+zaC1pra7lu1t22n1tOL0OenwGO3H1jeup7a7lu8UfIdbpt5CbMT+z6dAMERth5tdLT1UtrrY3dpDk9OL0+Ony2O0KHR6AnS4fPiDxq9KFG7yVCOzTFuZZ97INLUdszKe82LlfcupvBt9IT2xw0iMiqAgLYaLcuK5JyuOyAj5c7SH1npv0bNS6i/AOwfZVs5ZccyUtJbwx41/5NPaT0l2JHPFmCsYlTCKkYkjyYnNwWoKz9Wihk4PVzyzBofVzBVhnvy2h7zjDEJdvi42NW1iQ+MGChsLKWotwh/yE2mOI8cyH1/HFIrL49jgD/V+R0Pvbf+sZsXErHhumJPPSVl2pjrqcSg/hHzg7zAmsTRtg7fLjATXvZ8reRExMOxUmPZ9ozNDQq5xH5l4NH4Eg5EsX/4NFgwF2dS8iY1NG9nSvIUtzVto9bTus43D4iDOFkdGVAY/nXIXFv9wXlzRRHFdGbtaXHgDQXwBoxe3Lxii2xMg8IWe25ERZobE2UmxBRhrbiI/qp6syHoy4mpJ89cQ567G5vv83A6mjiU4/BZ05hTMKSOwJeZzjiWCc47ZT+X4tefDau+XC4Gig20vxNHU6e1kR/sOXil9hfcr3yc2IpZbpt7CpaMuxWFxhP14DZ0eLnl6FS3dPp6/ZjpZCV+q9Q+FYMXDRgenPuQIkgAPAlpr1tUV8++yZaxtXEGdpxTQoE1obxa+7pkEXfl09QzHZbMxOiOWy6bHMTQ5EosJ7MEeIgJO7MFu7CEXsbqHqFAXkSHjsWjtwuLtgJ3FsLrEmID2ZXE5kDISsk6AuKzeX1pl1OQm5EH2iWCRXp7hIMuXDw5aa7a3b+edne/w7q53aXYbHbOyY3IZFj2F4RF5ODvSCPhiCAUdBIIWfIEQpW4/137SBqwFIDcpkmEp0TisZmwWExFmRZ5vB1O7PiQzWE2Cpxa7qx5CflRXELq+NMgYm2lMLk2YbJzLCbmQNR1zfDaDtoDhMBzgfD1VKTUJowRiN3B9vwUoBhVv0MuqulVsaNxAWXsZZR1lNLmMC4aRlkiun3A9V429ipiIo9My9MvJ79Tc/fTjX/dXWHYPxKTDpMuO+FiSAH+D7L1k2dxFfe1utjaupMS1jhpVgcfiAiDaE8d4Ty4TQlFMC0GWqYsE02YcMeuxxwWxEkS5/bDDD9s84Oncf0K7lwJbrFGWkFwAo8+B9ElGXa7JDBYbJI2QsoVjSJYv/+byBr1sa93G+ob1vLvrXco7yrEoCwWxJzBUXUZ1fSYlpSG2aTCbFKNSI8mztpNgaifW4iLK6sEeayZ7lIPchAiyYyCSRgj4IOQ3ypNK/g2NRcbCMCkFkDkO4r8N5gjjnLY6jA4qScON+4io/v6xHNcOcL4+c8wDEYOWJ+BhRe0K3q98n09qPqHH30OEKYL8+HxmDJnB8IThjIgfwYSUCYe1VPnhOqTkt60CPrjLmOA+8UB/6g6NJMD9IBjSNHV5qOtw4/QEjFLY3mV+Q9pYFtjtD+LxB3H7grj9QYLBEOagF6X9mEIBrIEuQl3NBLqbsPY0EOWuJ8Ffj8dRT1GMi4+jbLSZzTjMIWa5PZzS7ma2201KsMoIQpkgMhkiUyEq2WgRZrIYPXHNEca/LTajo4IjoXeyWW+ia48DRyI44o3SBVMf2pkJIQBjNvW6hnW0elrRWuMLBnH7Q/R4fVR0lrO9o4jK7h0EtTHhJF1lMdl5AnGNcURqM1HmYs6K38yIPDdZlk4S3JWY2iqMxPbLqr/60F7pk+Dsh2D8d2RSqRDHqeLWYp7Z+gw9/h58QR++kA9/0I8/5EdrjUYT0iE0miZXE+6Am3hbPGfmncn83PlMHzI9fN1fvobWmlU7W7nzza0HT35DIXj7R2CywoLH+tzVSRLgPmpyelhV0YrTE6Dbs2diWAC3L4g/FCIQ1AR67zvdfmo73DR0evaprVOEGKbqsBFAEcJKEIfyEoWHPNXAdFMpJ5i2E696AAgBdRYzFVYru61WdtstrI2JoMwWQadJYSeaWVFDOTvtBGanz8DuSPz8F8UaaSS+jgRJXIXoZ76Al2U73uXNksUUdm/Bi2+/21lCkOc1sdDjZabXyRSvm6RQ74fZL76LOwFfPESnGiO0I88yyhMik4xk1hr5+XuByWJ8bXWAxW6M7pojjK+FEMet93a9xy9W/IIoaxRZMVlYTVaiLFFE2CKwmCyYlAmFQimFCRMzM2YyN2cu09KmHXHHhiO1uqKVh5buYO2uNtJibV9NfgM+Y95QwA1Fbxh9w897HOIy+3xsSYCPgNaaNbvaeHFVJf8tbtgnmTUpiLZZcESYsZhMWM0Ki9mExaSItlmYmptAZpydzDgreQ4XeTWLSd7xCrauz4dkAkC3yYSz99YRn8l/kmdQZjFR5u+g3NuOS38+qhMXEUNeXD6nxQ1lVuYsTsk8hUjr8d8gXohvBK2NxVl6mqGnBV/DNlbu+IB/dxezwuanx2QiJhjiTJeL+T0u8v3GCG8IRcgUQcgaRZIpEmVLxJ+QTSg2i2BcFoH0PCzxmcaVmT1XbuzxUksvxCAV0iEe3/Q4T295mimpU3j4tIdJtA+8ieQdLh9bazt54qOdrKpoJTXGxt0LxnDJ9Byj3Vl3M5QshvIPoOJj8Ls+/+bh82HS5WGJQxLgQ+T0+Kluc1FY2c6LqyvZ0dhNnMPK92flcf7ENNK9u4hq2UxEeznK4wRPh7F4Qyhg1NB6u+hwt1FW3cnO2hDlERaWWq20mc34khz4hozGh8YX8uP+yiXLILjLibPFUZBQwPnxpzMiYQT5cfkMjRtKgn0/lwqEEA5mhmAAACAASURBVMeOqw22/NNo5+d17l3OV3ud4HGidBC3UiyJiuSV2BhKbBHYbDDOk8wJjlGckncKBfkjsMWlGuVF1kgwy9uzEOLQuPwu7vzsTpZVLePCERfy8xk/P2YlDHs0OT0U1zlp6fbi8Qdx9ZZwunxBajvcVLW6qGztMUo/gZQYG786ZwyXzfhC4vvhI7DuGWPENz7HSHZTR4HFYcw3GHFG2Ba0knfY/fAGgizd1sh/ixupbO2hqs1Fh8uPiRCTVDnXxJcwL6OcJFMPpu3duDa1slsFqLBaqbA52GWPpNFixqUULgVuNC67xmcHMGrqopWV4bZERiQMw+ZIIsIcYdxMEURZo4iJiCHWFktsRCwxETFkx2ST4kj5Jqx7L8TxracVtrwKnTXg6ybUVY/a+REq5McZM5wOcxKdwURafKnUeyKo1xbWJLRTFtdAwBwg0TSEi7Iv5rqpFzEkJozLCgshBpUuXxclrSVsa93G2zvfpqKzgkXTF3HZqMvCnisEQ5rWbqMPeKfbj9MdoNPtp6Klh6LaTopqO2nq8u73e20WE+lxdnKSopiUHU9uUiS5SVGcPDwZR4QZggH49CFY/nsIeGD8xTDrZkgdfVRXb5UE+Au2N3TxrzU76dr0JiP82znf2kGutYM4aw+RsS7swW7MQQ/aY0IlTcUfPZzf6mb+4TOxpwjCrMxkx2STGZ3JEGskDouDSEskDquDJHsSw+KHMTx+OGmRaZLMCjEQBbxGchvw9N58EAqgAx56Nr2Jo+RfmENePMpBN3Y6Qw4+Dp7Oa8E5lHqMlbhSYmwMT7Nhil3FDu9beEPdnJZ9OleOvZwpqVPk3BdCHJHGnkYe2/gYm5o2UdVVtffxrOgsnpz3JDMzZ4b1eE1dHl5ZW83LayppdH41wTUpGJ4azckjkhmXEce4zDjS4+w4Isw4rMbNZDrI+11LObx1g7Ha66hz4PS7IXlEWF/DgQzKBNjjD1LV2kNtVQVddSW0dHRR29pJYvsWbjB/TJJyErQ5MMVnoWLTIXKU0dbLFguZU1DD5tKmNLd9fBvrG+u5cMSFzMqcRX5cPjkxOcf8soMQ4hBpDa5Wox7X1QbuNuhpAVcLdNZC3UZoLN5v5wQFWLSVV4Oz+VvwTLwJBYwcEsOI1GiyEiK5I8FBZryD9Dgbn9Qu5bGNf6C2u5aT0k/i1mm3Mipx1LF/vUKIb4yVdSu549M7cAfczMyYyXnDz2Ns0lhGJ40Oa62v1poNle08v6qS94rq8Qc1s0ck8z+nDSc+MoJYu4U4h5VYh5WMOIcxivtlAS+07jDea71OYx7EnpLQgBdad0JzKVSvMSbhXvgMjLvwqI74ftk3OgH2B0OUN3VTtXsnyZufINDVQo/Hi/L1MNa0mwLVsc/2IYuJwPBvwUnXYR566gG7JJS0lnDzRzfT5mnj/tn3c06+rG0kRL/ze6Cu0Ehgu+rBWQcep/GmG/JDVyO07wZ/z/6/3x4P6RPwz/ghNeZsSluDrKrqoaLdTxAzozITGDXuBEYPzeGttBiibPu+fba4W3i7/FXeWvEWu527GZkwkqdOfyrsIzJCiMElGAry1Jan+PPmPzMsfhgPznmQ/Pj8fbYxWieG8PiMNqpuf5BuT4BGp4d6p4eGTjcNnV5ae7wEQxp/MEQwpAmEeluv+oxa3R6f0cUqENLE2C1ccWIe3zsxh/yU6K8GFgoZCWzJYmjYaiS3oSD0NBnvtQdbQyAi2lgca9JlcMrPIDY9vD+0Q/CNSYC11myp6WRDZTvb6p2U1Dspa+zifD7kF5aXseGnxZSE2WLFFGvHmzCb2qypxOdNICo6DkwWTDHpRMSkHfQ471a8y10r7yLOFsfzZz3P2KSxx+gVCiH26m6G6tXQWm40Rm8qhfpNEOxtI2ayGKsE2Y1zG5PZmFAx9BRjtbLoVKMVYGQiHSqOZZUBNtS52VzdQen2LoK9nV2m5SawYFYGZ40fQmqM/SthuANu1tSv4Y2yN1hes5ygDjIldQo3TLyBs4aehUlJq0EhxJFrcbew6NNFrKlfw7nDzuXnM35OpDUSjz/IxqoOVlW0snpnK5tqOvAFDpxwmk2KtBgbSdG2vd2prGYTdqsiItJEpM1CpNWMI8JMlM1MblIU50xIJzJiP2liRxWsfxY2/QO6G4xFc9InGmsHWMwwZAKMv8hYHCsmvfcKerTRqUaZjPfkqJRjOtq7P8d9Atzo9PBGYS3/2lBNTXM7M03FnGCvYYGjnYK4XaS7tuNKPxEW/onM1EOvKwmGgiyvWc7Ozp1UOiupclZR6ayk1dPKlNQpPHjqgyQ7ko/iKxNC7BUMQNUq2L4EKj6Cpm2fPxeVYvS8PfFGyDnJWMghOu2gfa59gRAfb2/ijZW1LCvdhj9ojHZMyo7nxjnDmJgdz8TsuH2S3rruOjY2baS8o5zyjnJ2duykpqsGjSbRnsiVY69k4fCFDI0bejR/EkKIQWBX5y7eLH+Tt8rewhVw8X8z/4+FwxdSWNXOIx9sZc2uNnyBECYF4zLj+N6MXJKiI4y6297628gIM2mxdobE2UmOtmE+WC3uHq42oxSsfhN81GYMKgR9veULGroajPdggIKzYNwFRmeG43C11+MqAXZ6/NR3GCuo1XS4WVbSyJodtZyu1vObmI1MiyrEEnQbK0WoIZCYC3MfJnLK1Ye16EMgFODOz+5kya4lACQ7ksmJyWFO9hwKEgq4uOBiqfMVItwqPoHdnxqXzfbUiXmd4O4wmp+7242RhpwTYd6vIO8U4xLaIb7xBoIh1u5u4/3iRhZvrqOtx0dydARXnpTHwsmZjEmP3WeyRqe3k6WVn7K6bjWr61fvnXBiURZyY3MZnTiaBfkLGJs8lpMyTsJqkvcEIcSR6/Z1s7RyKW+Wv8nGpo2YlZnZWbP50aQfEWvO4cevbuLtTXWkxdq44sRcTspP4oShicQ5DuO9p3kHbHvLGFBwtYKrHXzdve+7Grydn29rjTL6ipusn19Js9jh5Fth2vchLiv8P4RjaMAnwJWtPTywpJRPy1ro9gaIpYdhqo58Vc+F9jKeilyNLdgDEekw/jIYdbYxChRxZAtBBEIB7vz0TpbsXsJNk2/i8tGXE2WVte6FOGqat8P7vzB66KKMN1mUsSKZLcaoFRtxhjFDeNhc41LaIery+Pm0rIWl2xr5sLSJTrefCIuJ+aPTuGBKJqcUpGA1f/7h2OV3saxqGf/e+W/WNKwhpENEWiI5YcgJXDb6MqalTSM/Ll8+AAshDpkv6KO6q5r6nnoaehr23rd6Wmn3tNPh6aDd24474AYgLzaPW6bewrnDziXaksDTyyt48uNPCGnN/84dzg2nDvtqaYK3y5j3EPBC0N/bwcYNvh6jTKylzBjZ3XP1bMgEiBkCKaON91RlNkoSotMgcypkTPrGL4U+YBPgHm+AJz4u5y/Ld2ExKy6clMaFHX9jYtULqN6mY9oSjRpzPky8BHJP7vPSvl9Mfn885cdcO/7acLwUIYTPBasfB2e98Ybs6+7txtBivDlHRMH8X8OM6406ssO0vaGLtzfVsqulh5ZuLy3dPlq6vHR5jYbr8ZFW5o1O5YwxacwekbLPBDatNSvrVrJ452I+qv4Id8BNZnQm1467ltlZsxmXPE5Gd4UQhy0QCvBW+Vs8vulxWtwtex83KRMpjhRSHCkk2hJJd+RCKAq/L5JoXQCePD5b7+PNj0qpanPR6fZz9vh0Fp01iuzELw3uudpg5R9h7dPG++qBRKdByig487cw5lyIzThKr/r4MeASYK01izfXcd+7JTQ6vSycnMmds6JIee9Go0/c5O/ByLMhuQCVkGssARoGgVCAOz69g/d2v8ctU2/hmnHXhGW/Qgx6rjb4xyXGbOHIJOOyWkQURCVD2ljjzfjEHxpfH4a2Hh+LN9Xyr8IaimqdWEyK3KRIkqNtjM2IJTnaRkqMjam5CUzLTcBi/uoH5GAoyP1r7+fV7a8SGxHLOfnnsGDYAialTJJevUKII6K15pOaT/jd2gep7t5NvGkEOcHzidBJWHQiFh0HHjPN1V42tLn2mbxmUpAU3UxqjPH+NW5IJJdltzFerYMNb0N3o1EOtqfjQvUaY1Bh7ELjCrjFZkw2s9iM1dOsdojPBYcsuvNlAy4B/um/tvCvDTWMz4zjicunMDXWCU/NMf5nf+dvRsF1mNV01fDQhodYWrmUW6feyvfHfT/sxxBiUHLWwYsXQNtOuPgFGHPeEe+qxxtgc3UHGyrbWV/ZzsqdLfiDmrEZsdy1YAznTswgKfrQR499QR+LPl3E0sqlXD32am6afBMR5ogjjk8IMbgFQ5oXC1fxbMnDtIdKCXmT8TZdgTk0keTkaBQQUgo/oFSIYSlRzBuVSl5yFLlJkeTFmUlrWYO5dZvRRqy1HHash+Le1o0mq1G24Ig3anJRRtJ78i3GqmnisAy4BHjh5ExOyEvgoqnZxoSUV24y6lmuXw7Jw8N2nIqOCpZWLmVZ1TJK2koAuG3qbVw97uqwHUOIgUYptRvoAoJAQGs9LewH+fBe2P6eMZmiu9l4o/7e60YLssOgtaa4zsnizXV8VtZCaYOTkDbK1EakRnP1zDwunJrFqCGHP/u429fNjz/6MWsa1vCTaT/hqrFXHfY+hBACoKXby6vrqnl+07u44p9DaRv5litYMGYhJ5+bRkFqzIFXQ+tugsqVsOk/RpcbX5fxuD3eaNk4+XLInQXZM762u404PAMuAZ41/AuXQSs+htJ3YO4vw5L8hnSI93a9x1+2/oXyjnIAJqZM5LaptzEvZx7Zsdl9PoYQx4HTtNYtX7/ZEehuMtZ0Tx0DOTONkYrJV8CQcYe8i+o2F4s31/HmxlrKm7qxmhUzhibxo7kjmJqbwKTs+MOb9fwlLe4WfvjBDylrL+O+k+9jwbAFR7wvIfpKKfUscA7QpLUe1/tYIvAqkAfsBi7WWrf3V4zC4PEHae0x5hcYcw28rNrZyrtbGzDHLseS9h/ybOk8M+EG0qxRENwOLVuhrse4GuasMUrCQkGjrVhbhXF1DIy+5OMWwpjzjUloUrJw1A24BHivYACWLDJqV076UZ92pbXmw6oP+dOmP1HeUc6IhBH8fMbPmZszl9TI1DAFLIRg679AB+HCv0Lqvkv/BoKh3umrn2t3+Sip76Kkd/GabXVOypqMiRwn5CXwm4XjOHt8OvGRR1aa0OHpYLdzN9Vd1dR01VDdVc3ahrV0ejt5bO5jzM6afUT7FSKMngP+BLzwhccWAcu01g8opRb1fn17P8Q2OAW80Lwd3VhMc1UpVY1t1La04+wxujQoNGZCRCg/Z5r8JGU08s/oEHNcbn5XuYbI7av3v9+oFIhMBrPFuDKWMhKmXmV0rsqYHLY5TeLQDNwEeP0z0FwC333JKOI+Av6gn09rP+XPm/9MSVsJebF5/P6U33NG3hmyQpMYrDTwvlJKA09prZ8O6963vGIsRPGF5Leuw82v39nGkqKGg35rRpyd0emxnD85k3MnZnx1tvMh8AQ8FDYVsqpuFavqVrG9ffve5xSK1MhU8mLzuGnKTUxMmXjY+xci3LTWy5VSeV96+Dzg1N5/Pw98jCTAR8QfDNHa7ds7Ytvu8hEIarQGHQoQ21VGclshie2biXbVEulpJMrbjIkgCkgFYrWVUSYbJrsFk8mESYEyWfBZbfwq1sz71hDfjRrGomlXYolMNmp1zXtuEUZLx+ghR5zLiKNjYCbAQT98fD8MnWP0/jwMLr+LlXUr+aDqAz6p/oRufzeZ0ZncO+tezs4/G4tpYL5kIY6RWVrrOqVUKrBUKVWqtV6+50ml1HXAdQA5OTmHt+emUqjfDGc+ABh/eP62YhePfFBGSGuumTWUxKh9RziibBZGDYlldHrMEY/ygpH4/mrFr1hWtQxfyIfFZGFy6mT+d/L/MjJxJFkxWWRGZ2IzH36LNSH6QZrWuh5Aa13fe76KQ+DxB/l0RxMtK18itW4ZpoALO35sykciQdIIEImXGOUiFhcWZXRgaNAJ7AylU88IavRJ7DLlEJM9kQkTpnDa2AySeyfY+kN+1tWv47+V/+WDyg9w+pzcNvU2rhp7lXSOOc4MzGywaZvR5mPKlYe8VnQwFOS+NfexeOdiPEEP8bZ45ufOZ17OPGZmzJTG9UIAWuu63vsmpdSbwHRg+Reefxp4GmDatGlfrlg4uC2vGM3Ux32Htbva+MVbW9nR2M3po9O4a8GYIxrRPRSBUICffvJTPqn5hO+O/C6nZJ3C1LSpRFqPzvGEGEj69KF1AAuFNN2+AF2eAB5/kFBIEwhpgr03byCE2x/E7Qvg9gdxugOsKa/HW7acW9XLzDdV0mpJIxCVBFYH5ogELFYbVmsERESibbG4bbEEk0biz5qBNT6HsWYTk8wKq9mExaRQSqG1pqa7hvd2FbO6fjXLqpbR4e0gyhrF3Oy5LByxkBOGnNDfPy5xBPqUACulzgQeBczAX7XWD4QlqtoNxn3m1EP+lsc2PsY/d/yThcMXck7+OUxJmyKjvUJ8gVIqCjBprbt6/30GcE9Ydh4KwZbXCA6by68/bOK5lbvJjHfwlyunMX9MWlgOsT9aa+5aeRcf13zMz2f8nEtGXXLUjiXEMdSolErvHf1NB5oOtGGfPrQOAMGQZludk8/KW1hR3sKulh6cHj/d3gD6C68mWzVyuqmQIaqNCALY8BOnukmkm6HKSarq4CrVDWbwRGURmP8XkiZ857C7JnT5uihs2Mzm5s1sbdlKcUsxHd4OACItkZyWcxrfyv0WMzNnyhWl49wRZ4hKKTPwODAfqAHWKaUWa6239Tmq2kJwJBotQA7BOxXv8GzRs3x35Hf5xYm/6PPhhfiGSgPe7L1MZwH+rrV+Lyx7rvwMnDU8GLqM54p2c/XMPG4/cxSOCHNYdn8gD214iMU7F3PjxBsl+RXfJIuBq4AHeu/f7t9wwqvR6eGj0iY+2dHMyp2tdLr9AIwaEsOM/ERi7VZi7RaGqHbGNb9DbsP7xDmNev6g2UHIZEWbIwja4tCORHRkLiomDZ2QjkoYin3s+WCxobXGG/DgDXqNW6D3PuTFF/TtfazT18mW5i0UNhVS3l6ORmNSJobFD2NuzlzGJo1lfPJ4hicMl1Uhv0H6MkQ6HSjXWlcAKKVewSjcD08CnDnlkMoftjZv5a4Vd3HCkBO4fbrMERDiQHrP1fDN/Cr9D2xbDB1VeBtK8GsHr3VP4KkrpvKtsUPCdpgD+VvR33iu+DkuGXkJN0688agfT4ijQSn1D4wJb8lKqRrgLozE959KqWuBKuCi/ouw70IhzdbaTpaVNvFhaSNFtU4A0uPsnDEmjZNHJDMz00xK9w7o2gFd9UZv3LL3jUWwck6Ck+6Dkd/GnDiUr/tY7fK7eGHzn3mh+AW6/F2HFGOUNYqJKROZnzufyamTmZA8QcqovuH6kgBnAtVf+LoGmNG3cDCW9GsuMVY3+RpNriZu/uhmUiJTeHDOg/LJTIhjqbkUvfszKkPJbHCPpTzhFN64et5Rq/UF9tbj/Xf3f3m08FHOzDuTO2bcIZNPxHFLa33pAZ6ad0wDCSOXL8Cmqg7WV7azobKdwqp2ujwBTAqm5CTwszNHMndEPCPdW1Blf4dVK6CxCL7YKDF6CMz6MUz+HiQNO6Tj+oN+XtvxGk9teYo2TxunZZ/GhJQJ2Mw2bGYbdoudCHMEdrNxv+fxSGskuTG5mE1H94qVGFj6kgDv7y/OV+qPDrtAv36z8Ynva+p/PQEPN394M93+bl6a/xIJ9oRDCloIESazb2NJ/GX88OVCfnDyUH525igiLOFvL7izYycralewqXkTG5s20uI21vCYlTmL+06+T1oaCjEAaK1ZtbOV51bu5sPSJgIhjVJQkBrDxWOjmBvfxKSodqLcG6CpHFZ9bKwWaXFA9nQ49Q7ImgZx2cZyv7aYQ54E3+Zp45PqT3hqy1PUdtdywpAT+OOUPzIhZcLRfdHiuNaXBLgG+OLSaVlA3Zc3OuwC/dpC4z5zygE3KW8v5w/r/0BRaxGPnPYIBQkFhxO3ECJMzho3hH//6GTGZ8WFdb/dvm6W7F7Cm2VvsrVlKwCZ0ZnMSJ/B5JTJTEqdxIiEEZL8CtHPXL4Ab68rZ/3KZVg7KjjZ2sjNQ9wMsfuJM3mxdFZB8RdSA2WGuCwYvcC40pt/KkQc3lUjb9DLpqZNrKxbyaq6VZS0lQAwKnEUT57+JLMyZslVIfG1+pIArwNGKKWGArXAJcBlfY6odoPxCTD6q20Pt7Vu4y9b/sIHVR8QaYnkzhl3Mi/nuL1KJMRxTykVtuRXa01hUyFvlL3B0sqluANuhscP56fTfsq38r5FWtTR6yYhhPhck9PDf7bW097jM1qN+YO4fSE8/iAuXwDtcZLiriDHu4OJnnUspJhLlR+soC12FJmgY8AcDXknG0uhp42D5AKISTdWQvsaTp+TKmcVVc4qYyXH7hpqumqo7a6loacBjcaiLExMnchNk2/ipPSTGJs8Vj4Ui0N2xAmw1jqglPoR8F+MNmjPaq2L+xxRXeFXRn8rOir4w/o/8Gntp8RExHDDxBu4fNTlxNtlrWwhjnet7lb+vfPfvF72Orudu4myRnF2/tlcMPwCxiWPk5EcIY4BrTVrdrXx4upK/lvUsLeEwW4xcbZ1PdPVdvKpJk/XkBJq2ft9LbYsOodfgW3SmajU0ajYrMNuPQZQ313PK9tfYX3jeqqd1bR72/d5PsWRQlZMFtPSppEZk8nYpLGcMOQEoqxRfX7tYnDqU6NcrfW7wLthigV6WqF9N0y7Zp+Hf7XyV1R0VnDzlJv57sjvEhMRE7ZDCiGOLa01dT11bGzayIdVH/JR1UcEdIDJqZO5dvy1nJF7hsy+FuIo6/L4qe1wU9vuZmdzN//aUMOOxm5i7RaunpnH5SfmkhcTQv37x1D0L6NWN6UAUuZB6mhIGQ1pY0iOP/LFN7TWbGrexIvbXuTDqg8BmJw6mXm588iNySU7NpvcmFwyYzJxWBzheulCAANtJbi6jcZ9xucjwJ3eTra2bOX6Cdfzg/E/6KfAhBB90eXr4u3ytylsKmRz02aa3EZf/wRbApeNvowLRlzAsPhDm+kthDgyoZDm3Mc/o6rVhdMT2Oe5cZmx/O7CCSyYmIHDrI0J6a/+EFp2wNxfwMm3Qhi7JKysXcljGx+juLWY2IhYrhx7JZeOvJT06PSwHUOIgxlYCXDtBkBBxqS9D62uX01Ih5iZMbP/4hJCHLFgKMiPP/oxaxvWkhGVwdQhU5mcOpnJqZMZET9CWg8JcYyYTIqCtBgmZyeQmeAgJ1ozPFBGuqeCaF8zqroONpZB0zYIeCAyGa5405ioFibBUJA/b/kzT21+ipzYHH554i85J/8cueojjrmBlQDXFULKSKP9Sa9VdauIscYwLnlcPwYmhDhST2x+grUNa7ln5j0sHLGwv8MRYlB76OJJUL0W/nOj0XtXh4wnTBZjglpCHpzwAxgyAYbNheiUsB273dPOHZ/ewYq6FZw37Dx+ceIvsFvsYdu/EIdjYCXATSXGjNFeWmtW1q1kRvoMLKaBFaoQ4ut9VvsZT295moXDF0ryK8RAULcJXvoOOOJg9k+M3rvpEyEq9Ygmrx2qopYibv34VlrcLdx10l1cOOJCmeAq+tXAyipvKgTf58sW7nLuor6nXmp/hTgONfQ0cMendzAiYQR3/H/27ju+7epc/PjnaFmyJe+9kjjbScgkCQSSsFNKgUJp6QB6O7j3xyiFDkLv5ZZCuVDa0jJ62S2jM5c9yoaQvfd0Esfx3pYla4/z++Moq2Q4iWzJ8Xm/XnrJ1vjqUUDW8z3nOc+ZcVeiw9E0rW0n/PkqsKbDt/8JmWXHf84p8oa8vLTtJZ7a9BR5tjxe+sJLjMsd1+evq2nHk1wJsNEEtoM7ui1vXA6g6381bYAJRUP8+LMfE4wEeXjOw3oFt6YlWudeePEKtRHF9W/0efIbioZ4bddrPLHxCdp97VxYfiE/P+vnun2pljSSKwH+F0sbljIkfQiljtJEh6Jp2gn4/drfs7FtI7+e82uGZgxNdDiapgkDpBfD5Y9DTt91XInKKB/u+5DH1j/GPtc+puRP4eG5DzM5f3KfvaamnYykTYCDkSBrWtZw5YgrEx2KpmknYGnDUl7c9iJfH/N15g2dl+hwNE0DyBoC3/sY+qjuttPfyRu73+D/qv6POncdIzJH8Nj5jzGndI6u9dWSUtImwOtb1+ML+3T5g6YNIFEZ5eG1D1PuKOfH036c6HA0TTtUnBPRYCTIxraNvFz1Mh/u+5BQNMSU/CncMukWLhl6iW5xqCW1pE2AlzUuw2QwMb1weqJD0TStl97b+x5VXVX86txfYTFaEh2OpmlxEowEeXfvu+zq2sVe1172du+loaeBqIziMDu4ZtQ1XDPqGkZkjUh0qJrWK0mbAC9vXM6kvEm6ObamxZEQYh7wCGAEnpVSPhivY4eiIR7f8DijskYxb5gufdC000VVVxXzF89nV9cuUowpDEkfQmVOJZcOu5QRWSOYXTJbf1drA05SJsDtvna2d27nB5N/kOhQNO20IYQwAn8ALgLqgdVCiDellNvicfzXdr1GnbuOx89/HIPou36imqb1j6iM8tK2l3hk3SM4LA4ePe9RZpfO1qUN2mkhKRPgFU0rADi7RNf/alocTQd2SymrAYQQfweuAE45AfaH/Ty18Skm5U1idunsUz2cpmmAEKIGcAMRICylnNZfr93saea/lvwXK5tXMrdsLvecdQ85tpz+enlN63NJmQAva1hGVkoWY7PHJjoUTTudlAB1h/xeD8w49AFCiBuBGwHKy8t7feC/7/g7rb5WfjX7V3rFt6bF13lSyvb+eKEWTwvLGpexpGEJSxqWIJF61zbttJV0CfD+7Y9nFs/U06iaFl9H3aDPeQAAIABJREFU+gaTh/0i5dPA0wDTpk2TR3j857iDbp7d8iyzimcxrbDfBqg0TYuDfa59vL77dRbVL6KqqwqAfFs+lwy9hO9O+C5D0ockOEJN6xtJlwBXdVXR4e/Q7c80Lf7qgUO3fyoFGk/1oC9sfYHuQDc/mKJr9jUtziTwgRBCAk/FTlBPWSgS4uO6j3l558usbF6JURiZWjCVO6bewaySWYzMHKlHfLXTXtIlwMsalwF6+2NN6wOrgZFCiGFAA3At8I1TOWCHr4MXt73IxUMupjKnMh4xapp20CwpZaMQIh/4UAixQ0q56NAHnEjZki/s48mNT/L67tfp9HdSnFbMrZNv5csjvkxeal6fvQlNS0ZJlwC3elsZkz2G/NT8RIeiaacVKWVYCHEL8D6qDdofpZRbT+WYOzp3YDKYuHnyzXGJUdO0g6SUjbHrViHEa6iFrIv+5TG9LltKMabw0b6PmJg3kWtGXcPZxWfrjg7aoJV0CfCd0+8kHA0nOgxNOy1JKf8J/DNex5tVMouPr/kYm8kWr0NqmgYIIdIAg5TSHfv5YuDeUzmmQRh47YrX9CY1mkYSJsAAJkNShqVp2hHo5FfT+kQB8FqsFtcE/FVK+d6pHlQnv5qm6ExT0zRN05JMrF/3xETHoWmnKyFlrzodxefFhGgD9h3l7lygX3odnoBkiynZ4oHkiynZ4oFjxzRESpmUq0+O83mF5Pu3TrZ4IPli0vEc34D8vMKA+45Ntngg+WJKtngg+WI6XjxH/cz2awJ8LEKINf25y01vJFtMyRYPJF9MyRYPJGdM8ZBs7yvZ4oHki0nHc3zJGFM8JNv7SrZ4IPliSrZ4IPliOpV49E4TmqZpmqZp2qCiE2BN0zRN0zRtUEmmBDguO9zEWbLFlGzxQPLFlGzxQHLGFA/J9r6SLR5Ivph0PMeXjDHFQ7K9r2SLB5IvpmSLB5IvppOOJ2lqgLX+I4QYCWwGXpZSfivR8WiadmRCiIXATGB/c/QGKeXoxEWkadqxCCGuBX4OlAPNwLellIsTG5V2JLoN2uD0B9S2uJqmJb9bpJTPJjoITdOOTQhxEfAr4GvAKqAosRFpx6IT4EEmdnbqBJYBIxIcjqZpmqadLn4B3CulXBH7vSGRwWjHlkw1wFofE0Kko7bS/FGiY9E0rdceEEK0CyGWCiHmJjoYTdM+TwhhBKYBeUKI3UKIeiHE40IIvVVmktIJ8OByH/CclLIu0YFomtYrdwIVQAlqscdbQojhiQ1J07QjKADMwFeAc4FJwGTgvxIZlHZ0OgEeJIQQk4ALgd8lOhZN03pHSrlSSumWUgaklC8AS4FLEx2Xpmmf44tdPyalbJJStgMPoz+vSUvXAA8ec4GhQK0QAsAOGIUQlVLKKQmMS9O03pOASHQQmqYdTkrZJYSoR31GtQFAjwAPHk8Dw1HTMpOAJ4F3gEsSGZSmaUcmhMgUQlwihLAKIUxCiG8Cs4H3Ex2bpmlH9CfgViFEvhAiC/gh8HaCY9KOQo8ADxJSSi/g3f+7EKIH8Esp2xIXlaZpx2AGfgmMASLADuBKKeXOhEaladrR3AfkAlWAH1gA3J/QiLSj0hthaJqmaZqmaYOKLoHQNE3TNE3TBhWdAGuapmmapmmDik6ANU3TNE3TtEFFJ8CapmmapmnaoNKvXSByc3Pl0KFD+/MlNS2prV27tl1KmZfoOI5Ef1417XDJ/HkF/ZnVtH91rM9svybAQ4cOZc2aNf35kpqW1IQQ+xIdw9Hoz6umHS6ZP6+gP7Oa9q+O9ZnVJRCapmmapmnaoKITYE2Lszp3Hbq/tqYNDM2eZgKRQKLD0DStF7whL23e+OzfpRNgTYujnmAPl792OU9teirRoWia1gv3Lr+Xr7/z9USHoWlaL7xf8z4Xvnwh1c7qUz6WToA1LY5WNq0kLMNMLZia6FA0TTsOb8jLyqaVzCickehQNE3rhXeq36HUXsqwjGGnfCydAGtaHC1pXEKaOY1J+ZMSHYqmacexvHE5wWiQ88rOS1gMQgirEGKVEGKjEGKrEOIXsduzhRAfCiF2xa6zEhakpiWBZk8zq5pXcVnFZQghTvl4OgHWtDiRUrKkYQkzi2ZiNpgTHY6macfxad2nOCwOJhdMTmQYAeB8KeVEYBIwTwgxE5gPfCylHAl8HPtd0watd/e+i0TyxYovxuV4OgHWtDip7q6m2dPMrJJZiQ5F07TjiEQjLKpfxLkl5yb0hFUqPbFfzbGLBK4AXojd/gJwZQLC07Sk8Xb125yRewbl6eVxOZ5OgDUtTpY0LAHgnOJzEhyJpmnHs7l9M12BLuaWzU10KAghjEKIDUAr8KGUciVQIKVsAohd5ycyRk1LpKquKqq6quI2+gs6Ada0uFnasJThGcMpshclOhRN047j07pPMQlTUszYSCkjUspJQCkwXQgxvrfPFULcKIRYI4RY09YWn/ZQmpZs3ql+B6MwMm/YvLgdUyfAmhYH3pCXNS1rkuLLVNO041tYt5CphVNJt6QnOpQDpJROYCEwD2gRQhQBxK5bj/Kcp6WU06SU0/LyknaXZk07aVEZ5Z3qd5hVMotsa3bcjqsTYE2LgzUtawhFQzoB1rQBYJ9rH9Xd1Qnt/rCfECJPCJEZ+9kGXAjsAN4Ebog97AbgjcREqGmJtbZlLS3eFi6ruCyuxzXF9WiaNkgtaViCzWTT/X81bQBYWLcQgDmlcxIbiFIEvCCEMKIGpRZIKd8WQiwHFgghvgvUAtckMkhNS5S3q98m1ZQa93p9nQBrWhwsaVjCmYVnkmJMSXQomqYdx8K6hYzMGkmpozTRoSCl3AR8rg+blLIDuKD/I9K05BGIBPiw5kMuHHIhNpMtrsfWJRCadopqXbXUueuYVazLHzQt2Tn9Tta3rmdu6dxEh6Jp2nEsql+EO+SOa/eH/Y6bAAshyoQQnwohtsd2qbktdrvepUbTONj+7NyScxMciaZpx7O4YTERGUmK+l9N047t7T1vk2vL7ZPtynszAhwGfiSlHAvMBG4WQlSid6nRNACWNi6l3FFOWXpZokPRNO04FtYtJNeWy7jccYkORdO0Y2j3tbOoYRGXDrsUo8EY9+MfNwGWUjZJKdfFfnYD24ES9C41mkYgEmBV06qk6f5wjBmbe4QQDUKIDbHLpYmOVdP6WzASZGnjUuaUzsEgdAWgpiWjSDTCK1WvcPWbVyOl5IoRV/TJ65zQIjghxFBUsf7ndqkRQuhdarRBZ23LWvwRP+eUJM3ub/tnbNYJIRzAWiHEh7H7fiel/E0CY9O0hFrTvAZPyKPLHzQtSW1o3cADqx5gW8c2JudPZv70+YzKGtUnr9XrBFgIYQdeAX4opXQJIXr7vBuBGwHKy+Ozf7OmJYulDUuxGCxMK5iW6FCAA1um7j8xdQsh9s/YaNqgEpVRdnTuYLdzN7u7drPLuYttHduwGq3MKIp/PaGmaSenO9DN2pa1vFfzHu/ufZf81HwePPdBLh12Kb3NNU9GrxJgIYQZlfz+RUr5auzmFiFEUWz095i71ABPA0ybNk3GIWZN63dSShbVL2Jb5zY8QQ+esAdP0MOKphVMLZhKqjk10SF+zr/M2MwCbhFCXA+sQY0SdyUuOk3rO4FIgNs/vZ3FDYsBsBgsVGRWcFbxWZxfdj5WkzXBEWra4CKlxB1y0+nrpNPfSau3lQ1tG1jTvIaqriokEqvRyvcnfJ/vTfhev3ynHjcBFir9fg7YLqV8+JC79u9S8yB6lxrtNNbl7+KXK37JB/s+AMBmspFmTsNutlNsL+Zbld9KcISfd4QZmyeA+wAZu/4t8J0jPE/P2GgDmi/s47ZPbmNF0wpun3o755WdR5mjDJNBt73XtP4UlVHe3fsuz25+lhpXDeFo+LD7rUYrE/MncvOkm5lWOI0JuROwGC39Fl9v/iLMAq4DNgshNsRu+xkq8dW71GintUX1i/j5sp/jDDi5bcpt3FB5A2aj+aiPl1Ly8IdVXHZGMaMLHf0Y6UFHmrGRUrYccv8zwNtHeq6esdEGMm/Iyy2f3MKa5jXcN+u+Pls8o2na0UkpWdq4lEfWPcKOzh2MyhrFDZU3kG3NJtuWTbY1mxxrDhUZFcf8Pj2SaFTS5Q2SYz/1TaeOmwBLKZcARyvC0LvUaKelnmAPv1nzG17Z9Qojs0by5IVPMjp79HGft3hXO499spucNEtCEuCjzdjsL1eK/fplYEu/B6dpfcgT8nDTRzexoW0DD5z7QJ80ztc07XChSAh3yI07qC7tvnZe2vYSq5pXUWIv4YFzH+DSYZfGrevK6xsa+O83tvLqTWczquDUvmP1nJA26Ekpqe+pZ1PbpgOXHV07iMoo3xn/HW6edHOvpmWklPz6/Z2UZNr4+oyElQ8cbcbm60KISagSiBrg3xMTnqbFTygSotnbTFNPE4+uf5Qt7Vt4aPZDXDL0kkSHpmmntWWNy/jNmt+wq2vX5+7LtmZz1/S7uGbUNSc8wnssPYEwD7y7g+H5dkbk2U/5eDoB1gat/dM0j657lO2d2wFV3zsuZxzXV17PRUMuYnzu+F4f770tzWxu6ObXXzmDFFP8m3b3xjFmbP7Z37FoWl9YXL+Y57Y8R527jjZvGxJVqWMymPjtnN9ywRA9MalpfaXWVcuv1/yahXULKbWXctOkm8iwZOCwOA5cxmaP7ZNFbI99vIs2d4Bnrp+GwXDq3SF0AqwNShvbNvL7tb9nTcsaSu2l3DX9LqYWTGV45vCTWiwTiUp+88FORuTbuWpKaR9ErGmDmyfk4derf80ru16h3FHOzKKZFNuLKU4rpthezPDM4eTachMdpqadViLRCJ6wB3fQzYKdC3hp20uYDWZ+OOWHXFd5Xb8tWtvT1sMfl+7lq9NKmVSWGZdj6gRYO+0FI0Fava20eFto9bby3t73+KTuE7Kt2fxsxs/4ysivnPI0zavr6tnT5uGJb07BGIczU03TDlrdvJq7l95Nk6fphMqSNE07ujZvG29Vv8X61vX4wj58YR/+sP/Az56QB1/Yd9hzLh9+ObdNuY381P7b+0xKyb1vbcNqMvKTS8bE7bg6AdYGnDZvGy9tfwlP0ENYhglH1SUUDeEL+/CGvOo67MUVcNEVOLzdbZo5jVsm3cJ1ldfFZZomEI7w+492MaEkg3njC9WNPidY7GDUHzFNO1mhaIiH1zzMn7f/mXJHOS/Me4FJ+ZMSHZamDVihSIjP6j/j9d2vs6RhCREZoSKjgnRLOmmmNHKsOdhMNmwmG3aznTRzGqnmVOxmO5U5lYzNGdvvMX+8vZXPqtq4+7JK8hyn3v1hP/3trA0ou7p2cdPHN9HubSc9JR2TMGEyqIvZYMZmspFqTqUgtQCbWX2A81PzKUgtoCC1gPzUfEocJdhMtrjF9LeVtTQ4fTxw1QS1a03IB3/5CjiK4Gsvxe11NG2weXDlgyyoWsC1o6/l9qm3J+WGM5qW7Ord9axuXs2q5lUsbVhKV6CLfFs+3x73ba4YcQXDMoYlOsSj8oci3Pv2Nkbk27n+rCFxPbZOgLUBY3njcu5YeAc2k42/fvGvCTkT/VfeYJjHP93NzIpszh2ZC9EIvPp9qF+jk19NOwX/2PEPFlQt4Dvjv8PtU29PdDiaNqB0+Dp4dP2jrGhcQaOnEVDdGWYWz+RLFV/irOKzBsTmMM8t2Uttp5c/f3cGZmN8Wqntl/zvXtOA13e/zi+W/YKhGUN54sInKEwrTHRIAPxpaQ3tPUGeum6MGv19/27Y/hZc8gCM/VKiw9O0AWl182oeXPUgs0tn84PJP0h0OH1KCFEGvAgUAlHgaSnlI0KIe4DvA22xh/5MSqm7uWjHJaXk7qV3s7JpJbNLZ3PDuBuYXjid4ZnD1fdUkgtFomxtdLGmppPHP9nNvHGFnDMy/gtcdQKsJbVINMKTm57kyY1PclbRWfx27m9xWBKzwxpAOBJlQ52TT3e28umONrY1ubhwbD5TyzNh8cOw4g8w4z/grJsSFqOmDWT17nruWHgHZellPHjugxgN/dBScM8nsOsjmDsfrOl9/3qHCwM/klKuE0I4gLVCiA9j9/1OSvmb/g5IG9je2PMGixsWM3/6fL459puJDudzwpEobT0BOnqCOL0hOr1BnN4gLS4/6/Y52VDnxBeKADCqwM5/XdY3s706AdaS1taOrdy/4n42t2/myhFX8t9n/TdmQ/yaah+JNxhmY10362q7aHT6CISj+EMR/CF1vbmhm25fCKNBMHVIFnfOG8M3phTAm7fA+j/DuKvgkv/p0xg17XTlDXn5wac/ICIjPHb+Y316shuKRFlZ3cm7W5r4csMLTHN9DBfd22evdzSxHRqbYj+7hRDbgZJ+D0Q7LbR4Wnho1UNMLZjK18d8PaGxtPcEWF/rZGOdk32dXpqcPhqdPlrcASJR+bnHGwRUFqfztTPLmD4sm2lDsshPt/ZZfDoB1pKOK+ji8fWP84+d/yArJUttazrsiyc8dRMIR+jxhwlFJKFIlFAkSjgq8Yci9ATC9PjD6joQZm+7h7X7utja6DrwwcxOs2A1GbCajaSYjaSYDFxUWcD5Y/KZNSKXDLOE5s3w8s1Quxzm3Alz5oMhvnVKmna6i0Qj7Hbu5vENj7PHuYcnLniCIenxXfACakHNsj3tvLu5mQ+3t+D0hrCZjfzQthaGnJ3wri1CiKHAZGAlalfHW4QQ1wNrUKPEXUd/tjbYSSm5Z/k9hGWY+86+L27bDx9JNCqp6fDQ7PLjCUToCYToCURw+0PsbHazvtZJbacXAJNBUJJloyjDyszhORRn2CjKtJJrTyEr1UJ2mpmsVAsZNjOmONf5HotOgLWEkVLiC/twBV10B7pxBV3s7d7L/274X7oCXXxt9Ne4ZfItpFuOPSVZ3dbDO5uaWF7dQacnSLcvRLcvhDcY6XUsVrOBiaWZ/MecCqYOyWJKeRaZqUfoM+rpgM0L4G9vQON6CPvBZIWv/BHGX32i/wSaNiiFo2HWt65nbctaNrRuYGPbRnpCPQDMnz6fs0vOPuXXiEYlu9t62FCnplQ31jnZ0ewmEpU4rCYuHFvAvPGFzCkKY320DoYldndwIYQdeAX4oZTSJYR4ArgPtX35fcBvge8c4Xk3AjcClJcnbAt2LQnsb202f/p8ytLLTvo4wbAqUQiEIgdmQQPhKA1dPrY0drO1wcXWxm48R/mOLUhPYUp5Ft+aWc6U8izGl2RgNSdmd9Rj0QmwFldSSkLREB2+Dup76ql319PQ00BjTyOd/k5cQZe6BFy4g27CMvy5Y4zPGc8fLvwD43LGHfU19nV4eWdzE29vamJ7kwuACSUZlGWnMsFmJsNmJjPVjD3FhMVkxGQUWIwGTEZBismIPcWEw2rCnmLCbjWReawzz55W2P0R7HgHqt6HaAgKz4AzvwelZ6qRI3v/NQXXtIEoFA2xumk1H+z7gE9qP6Er0IVAMDxzOF8Y9gUm509mcv5kSh0nv5OilJIdzW7e2NDIWxsbaXCqJv4Oq4lJZZn8vznDmTY0i7OH52IxxT7vmxao66HnnupbPGlCCDMq+f2LlPJVACllyyH3PwO8faTnSimfBp4GmDZt2ufnlbVBodnTzEOrH2JawbRjlj5Eo5JgJKouYXXp6AmyuaGbzQ3dbGnoZmezm2AkesTn28xGKovT+crUUsaVZFCaZcORYsa+//s0xYTVbBgQi+10AqydNG/Iy/0r72dpw1KCkSCBSIBgNPi5xxmEgYLUAnJtuaRb0imxl5BuSSc9JV1dH/JzZkomIzJHHFj4EgxHqW7vYXuTi+1NbrY1utjW5KLTo15nSnkm/31ZJV+YUEhRxkn29o2EoX07tFeBsw6cteBpBV8X9LRB23b1OHsBTL8RJn8TCo6cnGvaYNUd6GZrx1a2dWyjy99FIBIgFA0RjATxhrysaVmDK+gi1ZTKnLI5XDTkImYUzTjuDM+x9ATCNDl9NDh9bGno5s2NjVS19GA0CGaPzOW2C0cydUgWw3LSMBxth8a9i8CaAYUTTjqOUyFUpvAcsF1K+fAhtxfF6oMBvgxsSUR8WvKTUnLPsnuIyAj3zrr3c6UPjU4f725p5p+bm1hX24U8ymlSutXE+JIM/m3WUIbmpmGLlf5ZY9d5jhQq8uynzW6nOgHWTkpjTyM/+OQH7HLu4tJhl5KRkoHFaMFisGAxWsiyZlFqL6XUXkphWiFmoxkpJf5QFG8wjDcYwR+K4AtF8AUj+PwRutwR6gIR3u7Yza6WHna1uqnp8B6oybWYDIwucHDR2ALGlaRzwdgCSjJPMOltWAvb3gRfp9qtzdUALVtVKcN+KRngKABbNmQPgwlXw8iLoWCCru/VtEMsql/E23veZkvHFurcdQduTzWlHvb3wGK0MLt0NhcPuZizS84mxXjiuzlJKdna6OKtTY0sqmqnocuLy3/4DNKZQ7O478rxXDq+kBx7L1+jZjEMOQf6o9vEkc0CrgM2CyE2xG77GfB1IcQkVAlEDZDYGg0tKVV3V/PLFb9kdfNqfjbjZ5Q5VOmDNxjmrytreWdzE+trnQCMLUrn32cPx2E1kWIyYDEZMBsNZNrMjCvOoCzbNiBGbuPluAmwEOKPwGVAq5RyfOy2e9D9CQetdS3ruH3h7QQjQR4//3HOLT361GEoEuW1dQ08+dke9nZ4jnrmeSijQTAkJ5WR+Xa+ML6IkQV2xhalU5GbdnIF8lKqEoalj6gvO4MZUnPAlqlKF878HhRNhLwxkFmubtc07Zg+qPmAnyz6CTnWHCbmTeSqkVcxLmcclTmVZKRkxO11drW4eWtjI29tamJvuweTQTCzIoczh2ZRlGGjONNKcaaNITmp5DtOcMW4sw66alTrwgSRUi4BjpR16O9U7ah8YR/PbHqGP239EzaTjbtn3s01o64BoK7Ty/dfXMOOZjfjitP5ySWjuXRCEcNy0xIcdZxEI/Dp/8DMmyAt56QP05sR4OeBx1GNug+l+xMOQq/uepX7VtxHib2ER89/lIqMiiM+LhiO8uq6ev6wcDd1nT4mlGRwy3kjsFmMpFlM2CxGUi1GbGZ1SYld2yxGijOtpJjiMBoTDsDml2HZY6qMwVEMF98PU2+AlMT1Eta0gW5JwxLuXHwnZ+SewVMXPRX3LYqllCzb08ETC/ewZHc7BgFnDc/hxtkVzBtXSFbaERaonoyaxeo6gfW/mnYsrd5WnAEnURklIiNIKWnoaeB3a39HQ08Dlw+/nDum3kGOTSWCK6o7uOkv6whFojz/b2cyd/RpuD7l43th6e8hdxRM/NpJH+a4CbCUclGsNYt2mgpHw1R3V9MT7MEb9tLQ7aSqtZ0GVyeeiBNvxIkv4sQT6aQztI/ilImck3oHr68MIdmJlCCRsWuIRCXvbGqiweljYmkGv7h8HOeNzu+7qZWAGzr2gLsZ3E3QvgtatkDzJlXHmz8OrnwCxn8FTHH64tS0QWpdyzpu//R2RmSO4A8X/iGuyW8kKvlgazNPfLaHTfXd5DlSuHPeGK6eWnLio7u9sXexKnXKr4z/sTXtFGxu28yzm5/lk7pPjnj/sIxh/PGSP3Jm4ZkHbntpxT5+8eZWhuSk8sz106jIs/dXuP1ny6sq+Z32nVNKfuHUaoB1f8IBbmfnThbseI33av6JK3Tk/3wyakRG7MiwAxm2E/FdzM6OOexUfdsRQs3dCSFi1yAQjC9J55dfHs/cUXnxT3yjUWjaALs/Vjs41a+C6CG1gCYb5I+B0V+E8VfB8PNVYJqmnZJtHdu4+eObKUwr5MkLnzylBWzRqKS+y8fOFjdVLW7VO7Sui7pOH0NzUnngqgl8eXJJ37VPklKNAA89R9f2a0lBSsnypuU8t/k5VjWvIt2Szo1n3MiY7DEYhAEDBowGIwITw+wT8PhhZXUHXd4Qn+xoYcGaes4fk8/vr51EurVvN41KiJat8MbNUDYD5v3qlA93sglwr/oTgu5RmChdniDbm1ysb6qhO9BFIOInEPUTjPjpCDSz3f0pPlGHlEbCPaMJuy4mLzWHUXm5jC/KY2JJPuOLC8lKScdgEAjEgWTXIGI/90VSGY1C115o2wGeNjWC6+/mQPHw/pZknlZAqNrds2+F4imQXgyOQnAUJXJBi6YNeJ6Qh3ZfO/6wH1/YRyASwBlwcv+K+3FYHDxz8TMHplyllPQEwrj8YVy+EC5fiC5vkLaeIB2x7U47PAG6fSFcvjBufwi3P4zLHyIUObgooCTTxphCB/PnjWXe+MK+X2neVQPddTDrtr59HU07hqiMsq1jGwvrFvJx7cfsdu4m35bPj6f9mAtKLmf9Ph9bd/VQ2+mltsNLbaeXVrcbWPS5Y900dzg/unj0adOl4YCQHzb+DT57SHVs+eqLcZnNPakEuLf9CWOP1T0K+1A0KtnX6WVrYzdbG11sb3Kxo8lNs8uLJe8DUnIXHvF55kg5o6zXMbv4IqaUllJZlN77VdMnQkrorlflCJ3VEPSoS8inOi+E/RDoUWUM/m7o3AMh7+HHMJhAxBLaFDtUzIWRl8CICyAtN/4xD2BCiDJUvX4hEAWellI+IoTIBv4BDEWtKP+qnrUZnKSUuIIumj3NtHhbaPG20NTTRH1PPQ3uBup76un0dx7xuTnWHJ65+BnsplxeWrGPv66sZWeziyPsanpAZqqZnDQLmakWcuwWhuam4bCaSLeaGZqTyqhCByPz7Tj6c8RKSlj4ICCg4rz+e11Ni1ndvJq39rzFovpFdPg7MAgDE/Mm8v0xdxJxT+G1hV3cU78MKdUEZlG6lbLsVOaMyqMsO5Ucu4WsVAuZNjMZqWbyHCl9UybUX6QETzu074S2ndDTovKDoAe2v6V+L54CX/q9GuiKg5NKgHV/wv7n9oeo6/RR2+mlvkudBe7vjdsTUNP/JoNgRL6dGRV2ao0L2O1dxrzyy5lbdh6pZitp5lTSLDY6+oIzAAAgAElEQVSyUjIpdhSdelA+p6q59btiCaxTjdj6uqBzr0pm23eplmOHMlnBbFOlCmYrWNJU67GMUjUdWTBO1eQ5CsGWpR6rSxh6K4wqSVonhHAAa4UQHwLfBj6WUj4ohJgPzAfuTGCcWj8KRUMsbVjKm3veZEnDEnxh32H3G4WRwrRCSh2lnFd2HqWOUgpSC7CZbFhNVqxGK1aTlYAvm2c+6eC1ddvxBCOMK07n/80dTqbNQrpNJbUOq5nsNAu5dgtZaRbM/bi1aa+tfhY2/R3O+0/IHZHoaLRBJBKN8Nj6x3luy7OYRSpZ4gxKQlfid41k3R4TiwJhhNjLxNJMfnjBKOaOzmNMkSM+C8OTib9b9eCuWarW7LRuA2/H4Y8xWcGYAqXT4KpnYNjsuOYCvWmD9jdgLpArhKgHfg7M1f0J+46UkpoOL8v3dLC8uoOV1R20ugOHPcaRYmJUoYOrppQwvjiDyuJ0RhbYcYe6uPXjW9nTsZUfT/sx11deH59ShZBflSZ0VkP9GqheqOpw5ZF3i8FRBNnDYeyXVIP5oolqxWaKQ5cn9KHYiWlT7Ge3EGI7UAJcgfocA7wALEQnwKe9nZ07eWPPG7xT/Q6d/k6yrdlcVnEZhbYy7KZcUg05pIgszGQSjghCkSihSJSgL0qLM0xTt5/mbj9N3T6au7tp7N5HisnAZWcU862Z5Uwqyxx4fUPrVsF7d6lZpHN/nOhotEGk09/Jv793Bzu61xLsmk6480ocDjvZjhSGF1jJG5HCGaUZzBmV1zczssmgcT18cDfsWwYyAuZUyB8Loy9VA195o1RLUkdxn9fm96YLxJH21HuuD2IZFP51G8JOT5D6Li/1XT7qu3zUdXpZX+uk2aU2Zsh3pHDW8Bwqi9Ipy06lLCuVsmwbGTbz5754qrqquOXjW3AGnDxy3iOcV36CU3s9rep/zqZN0LwR2ndDwBUrUXChzndQ5QilZ8Lsn6r/WVMywJquanOsmaqPruk0/fAOILHuLZOBlUDB/lkbKWWTEOI07I2j7ecP+/n16l+zoGoBJoOJGQXnkiPPpqqmhOc3HFqy0BW7HJnNbKQow0phhpWZw3MYV5zBVZNL4teGLN6kPDgb5e+GSGxnymgUOnarUqzNL0NGCVz1lF78pvWbN7cv556VdxKUblLdX+eB87/NFycUDbwTyJMVjcCS38HCByAtT9Xej7gASqcnrDuT3gkuDiJRSXVbDxvru9lc72RjfTf1XT4i0SjhqCQalYRjl8gxiuVSTAZKsmxMHZrFWRU5nDU8h4rcNCIyQp27jmrnNpZ37uGl6t3UdNfgDroJRoMEI+riC/vIs+Xx/LznqcyJtfWRUtXU7i9N8DlVMut3qZoaV6Oq0W3aCK76g8FkV0DeWFWCkOJQ19kVkFNxcCRXS1pCCDvwCvBDKaWrt39k9aLVga+6u5qffPYTqrqqmOi4gs7Gc3hvawSAMYWS78+uIM+eQrrVTLrNhMNqJi3FhMVowGISmI1qd6g0i4l0myn5v6CjUahfDdveULWC3bVHf6w5Vc1GffG36m+apvWxDXVO/mfRi2wL/RERzuAbQx/iR3PPP/1KGkJ+cO5T5Y9de2PXNSr/kFItXG+vgnFfhi8+DKnZiY5YJ8Anyx+KsHBnK29ubOSznW14guoLJtViZHxJBhdV5mM2GjAIgckgMBoEJqPAYjRiNgksRgMpJgPpNjNl2amUZFqJiC6qXdXsc22n1lXL0o211LnraHA3EJYH23wVpxUzLHMYFZkVB7YaTTGYSQsFuDpioeCtn0LjBlVAHg0d+42kpKvuCWXToeT/QfFkVbJgPfn2RlpiCSHMqOT3L1LKV2M3t+yv3RdCFAGtR3quXrQ6sP19+6s8tPp/iEbNeOv+jSWe0UwqczD/C4VcMq7w9NkJCtQJ/Ya/qnrezmowWlTLwzO/q75crYfORAnIGgI5I3QJltbnAuEI72xq4oVlNWxxrsBW+iKFlgn88crfU56Zl+jwTl00qtb41K+G2uVQu1ItXjuUxQ5ZQ9XMMEKVRc7+CUy4JmnW9OgE+CgC4QidniChsCQi5YHR3KZuP29vbOKDrc24A2Fy7RaumFzClPIsJpZmUJFn71ULEn/Yzwf7PmBty1oWNO6m2llNT6jnwP1p5jTKHeWMzhzJhZmVDPN5GBEKMwwDqeEQtLsh2KSm+1xNajHa/hKF/EqYeK3qmGC0qELy1GzV8N2WqZLeFIeahtCJ7mlFqOG654DtUsqHD7nrTeAG4MHY9RsJCE87QZGopMcfJhCJEIlKwhE1kxQMR6jv7qC6q5E6VzNNnhZ2u9fRLlcS9gwj3/8dvjdrHFdMKqEsO767tCWc36WmUlc+qUaXymbAnDtVDaH+e6YlgD8UYWezmy2N3Wxp6OaDrS10eIKUF3aRUf4PRmSN5YUvPIvNZEt0qKemaRN8dI9aBxToVrdZM6Bspuq5n10BWcMgexik5iRNons0gyYBDoQj1HZ42dPWw952L55AmEA4QjAcJRCO4gtFaO8J0OoK0OpWPSuPxmE1MW98IZdPKuasihxMvV3lHPJRU7uYBbtf5422VbgiAbIMFkYY7XxJpDPC4GB40M9Qv5fsiB/Ruh3cCyESWwBnzTjYOcGcFuuekA7Dx6gOCplDYNi5kKmnrgexWcB1wGYhxIbYbT9DJb4LhBDfBWqBaxIUnxYTiUoanT72tnuobutR1+0e2nuCqp+u349HNmFIacFg7kSYuzCYnQevDf/yN0oaGGO9mrvOu5XJZdnJX7rQW95OVa7l7YTmzbDo1+BtVyNJZ9+qSho0rRciUcnGeieeQJhIVBKVkkgUwpEo7kCYHn8Yt1/1qvYEVX4Qiq3XCUWihKISGetJv38H1I6eILtaew6UN2bYzMysyObyKXZ+t+0WssngDxc8PrCTXylh7Z/g3flqEG3C1VAyVV1yRw/YWvrTLgEOhqNUt/ews1ntLFTV4mZ3q2oifWj5rUFAislIilmVIqSYjOTYLVTkpTGzIod8Rwo59hQsJgMmESU11ElaoI00U5TKIgcWow+iO2FfGCJhVWoQCan+tt521c/O10nI28keXwtbvE28b/CzwmbFJCUXeLx8zd3DtLBAmGKtwFKz1VmTYxgYzWAwQ1oOlJ+lRjl0z1vtOKSUS1D7lRzJBf0ZiwahSJQtDd2sqO5kT1sPbe6AuvQE6PQEieDHYOpGmLuxWd1kpXsxZrYRzWpAyCbSiBw4VqoxnQxzPlkpo8iyFFCUVkh5RiEVWcUMyyym0F6AxZiki9NORDQC615QOz02bjh8bQLAkFlw8f9ByZTExKcNOG3uAAvW1PHXlbU0OH3HfbzNbCQtxUSKyYDFZMBsVLXxJqPhkB1P1WZQhRlWLhxbwPiSdMYVZ1CaZcMX9vFv7/8b7qCbF7/wInmpA7TsIeBW3RrW/xm2vwnDL4Crnj5tcpHTIgGWUrJoVzt/+GQ36+u6DuwuZDIIKvLSGFecwZcmFjM8z87wPDvD8tKwp5jUWY3fCUGvSlw9rdC2STVhbq2FPc2qM0JP8+Fb7R5Dt0Gwymplrc3GFpuNHSYjAQGkQaExm1sKZnJ1xeXk5o4Be75KdDVNOy34ghG2NHazuqaTFdWdrKnpxBuMYLC0kpXdgC3ViTGjA0t2B5mylaD0HPZ8J1CUVsS4rJGMyLyYkVkjGZk5kjJHGanm06yU4Uhad6itThvWqKnU8plQPAnSS9QAQVq+apl0uoxua3EXikRxekM4vUEanD5eXlvP+1ubCUUkZw/P4afzRlOcacMg1NocY+zaYTXhsJpISzGdUu/qqIxy1+K72NG5g8fOf4zR2aPj+O5Okb8bnLXq0tOq2pBJqdqZRkKqa4q3Q+2Q2FWjth6OhtXM8/n/Bef8aMCO9h7JgE+Al+/p4OEPd7K6pouSTBvfO7eCMYUORhc6qMhJxSKigFT/EXtawbUFtlars5qaxeo/9L8yp6nibUcB5I1WxdvpxeravH+nFQEGEz4kOz0NLOvaztLOrWzpriZKFJvJytjsSr6aO47xOeOZkDuBUkfp6TMtqWmDnD8UobrNw/YmFxvqnKyv62J7k/vAVOjIgjRmn+Gk3fgBO12rCQJRg4kSewmljlJK7dMpthdTkFqgLmkF5Kfmk2IchC0E/S5Y/gdY8rBaPHP1czD+ap3onqb8oQgr93ayu7XnQCni/os/HMEbiOAJhvEGI3iDEUKRKFEpiUYhKiVSQkSqDksRGStliEhVvhA4fLAq3WriuplD+ebMcobn2eP2HiLRCK3eVhp6Gmj0NB7YRXGPcw9bO7Yyf/p8ZpfOjtvr9Vo0onZP69qrTijbtkPzFpXMuhuP/3yTFTLKILNMlRhVnKdmoM0DeJe5oxhwCfD+HdH2dXh4acU+lu3poCA9hfuuGMdXzyxTrUUiIVj7PLz0kBrVPZLUHLXr2PTvq9pac6paJJY3Wo02HOEsp9Xbykf7PmJv9172ufZR46qhyaM2xDMIA+NzxvP9M77P2cVnMyFvAmaDHt3VtIFASkm3L0Szy0+LK0BLt592T4BoVBKVB790PYEw1e0edrf2UNflJVYOiD3FxMSyDP5jTgUTSux0ipW8uudPLO3aSbY1m5sn3cwXK75IcVoxRt2FQAl61KDE9rfUojZfp2qR9IWH1OyYdlppcPr4dEcrn+5oZdmeDnyhyGH3mwwCi8mA1Wwk1WIkzWLCZlE/p1tNGIRACIFBqPMio0EcNopriI3iZtosZKWZyUy1kJ1qYeqQLGyW3n3mwtEwwUiQQCSAN+ylzdtGu6+dNl8bbd42tW24p4nGnkZaPC2HdWcSCPJS8yi1l3LH1Dv4xphvxPXf7/BAA6rLUzgIrVth53uw631w1n2+85PBrPKaYbPV7En2MJXg2gvAYIrVcxjBaFKPHUQ7rw6IBPhvq2r5y8p91HX6Dluclmu3cPdllXxzRjlWs1HVq2x5Wy2S6NyjasVm3AjCoC5peSq5zShTqxV7OZRf7azm+a3P81b1W4SjYexmO0PThzKlYApD04cyInMEZxaeSUZKRl/9E2ia1gd2t7r509Ia3tzQ+LmRoyOxmAxU5KYxoTSDL08uYUS+ndGFDobHur+sa1nHPct/yt7uvYzIHMG9Z9/LpRWXDp5R3WhUlZX1tKqFaweum8HdorrVuBrB3QyhQ8o/hl8A5/+nWlSjDRjRqGRvh4c2d4D2ngAdPUHaewK09wTp6AnQ4VHX7T1BemKfr7JsG1+dVsrcMflMLsvEajZiMRow9KJ70qmSUrKjcwe7nbupcdVQ013DPtc+Gnoa8If9hyW0/8oojOTacim2FzMxbyIlw0ooshdRnFZMib2EYntx/GvwA251CXrB1QC7P4SqDz7fcsxkhWFzoPJKlcCarGoEN28s5AzXpZZHkfQJ8LraLv7ztc2MKUznSxOLKMtKpTS2G9qofDtWTwNsXQBV70LV++qsKG8MfP0fMOqSEzqTkVISiATwh/34I35qXbW8tO0lFtYvxGq08pWRX+GbY7/JkPQhupRB0waoaFTyWVUbf1y6l8W72rGYDFw2oYjK4nQK0tWuZ4XpVnLtKZiMapTpwMKXo3zu3UE3j6x7hH/s/AfFacU8et6jzC2be3r+nQi4oWGd6gHavksltz2t6uLrPPL26MYUVVLmKFZdG0bNA3vewZreQbygTQhRBrwIFAJR4Gkp5SNCiGzgH8BQoAb4qpTy6Nv29ZM2d4DFu9pYVNXG4l3tdHiCh91vEJCdZiHXnkKO3cIZpZnk2C2UZqUyZ1Qew/PSEvK5WNuylkfXPcq61nWASmhL7CUMSR/ClIIppJnTSDGmkGJMwWK0YDPZyLXlkp+aT64tl6yUrPjO3kRCBzeL6KpRs9U+p/oMOWtVb2tvx+HPMZjVzPWEr6hZa1OKGtSrmKMW0msnJKkTYF8wwo8WbKQow8bf/30m6dbYWYy3E5Y/Bgv+fnCFcFoeTLkexl2l6lWOMbrb7GlmZ+dOdjt3U91dzW7nbva59uEJeT732MyUTG6aeBPXjrmWLKveOUjTBor9ie7+7gutsQ4Me9s9NDh95DtS+NFFo/jGjHJy7Cc/QvtJ7Sfcv/J+2n3tXFd5HbdMumXgLFiLhFVdYGc1dOxR1yFfLImVqp5QSjWw4GpQU6yuBg70HE8vBUehmlErmw6puWqFuD1fTbGm5avENyV90EyrnoQw8CMp5TohhANYK4T4EPg28LGU8kEhxHxgPnBnfwcXiUo21HXx6Y42Fla1sqXBBUBOmoXZo/I4a3gOpZk2cuwp5NotZKZaetULv79s69jGY+sfY0nDEvJsedw1/S5mFs+kzF6Gub9HRoNe2PlPddn10cFeugAI1WLMmqlGb8defnAjCUua2rmwfKbehTWOkjoBfvDd7ext9/DX789QyW/7Llj/Eqx6VjVAHzUPzvkhDDlbDfUfI+kNRAJ8tO8jXtn1CqubVx+4PT81n+EZw7lyxJU4LA6sRitWkxWr0YrD4uDc0nMHdv8+TRtk9neF+dW7O9jWpL6sLSYDefYU8tNTmFCSwU/njeYL44uwmE5uRXNTTxPv17zPezXvsbVjK6OyRvHIeY8wPnd8PN/KiQkHVF1tyKf+Pjpr1dak3Q1q1zR/t9oGPehV93vb1X3ykFpMk1UtQhMCtdDXqMrHjGY10jTsXNWdoTTWA1RvJ3zKpJRNQFPsZ7cQYjtQAlwBzI097AVgIf2UAHsCYT7Y1swnO9RIb7cvhNEgmFKeyU8uGc2cUXlUFqX3S9lCb3hDXqq6qmj1tuIMOOnyd+EMOKlx1bCkYQkZKRncMfUOrh1zbeK+z3ta4c9XqV7WqblQ+SUYco6qyc0aqk4WT6MOCwNB0ibAi6ta+XD5Wh4c5+fsfevh/XegdRsg1Org2T9WU2dH4Q/7cQactHhbeG/ve7xV/RbdgW5K7CXcOvlWphdOpyKzgnSL3jlI004Xm+qdPPjuDpbt6aAs28Yj105i7qh80m2mk5p2lVLSE+o5sAhmZ+dO3t/3PpvaNgFQmVPJ/Onz+eror8Z/0Ws0CmHfwfICT5tKZH1dKskl1r6oqwaaNkJ71ZHLD4QxNrKUoUZiLWlqEXDOCJhQrkabsoaq3x3F+ks4gYQQQ4HJwEqgIJYcE9vCvE9XBkajkpV7O3l5bT3vbmnCG4yQa0/hosoC5o7O49wReWSkJr6WNCqjbGnfwobWDWzv3M62jm3s7d6L5PCd29PMaWRbs/n3M/6dG8bdgMOSwJHTzr3w0pdVPfxXX4Qxl+ktuZNAUibA3S43+X+7mGXWvbAH2CPUKO+8X8HYy9SuZ/8iHA3z82U/Z1XzKroD3fjCB5tdmwwmLii/gKtHXs2MohkYhP4Dr2kDkScQpq7LS22H98COjV2eIF3eEE3dPpbt6SA7zcLPv1TJN2aUq64wveQNednasZUt7VvY3L75wIjSoX9LAMZkj+G2KbdxyZBLKEsvO7k3IqUaoW3erE7sW7fHFoc1qU10wv7DR2aPZX9d7djLVfmByaoWwqSXxNo5FumkdgAQQtiBV4AfSildvT1hE0LcCNwIUF5+4ruASil5alE1f16xj/ouH44UE1dMKubqKaVMKc9KilHeUCTE6ubVfFz7MZ/UfUK7rx2AfFs+lTmVXDL0EsZmj6XYXkyWNYvMlMz+3xSmcy/s/QwCPRwoHwr2qBZ/215XPXavfxPKzuzfuLSjSsoE+I2/P831ci8tk39AweTLoKDyuHUvT216ijf3vMlFQy6iOK2YTGsmmSmZZKVkMSl/Ejm2nH6KXtO0eNn/5fz+1mbqOr209wQ/9xib2UhWqmp7dOv5I7hxdgUO6/FHqtxBN2ua17CiaQWrW1azx7mHaGwEtdReyticscwpnUOeLY+81DzybHmUOEoosZec6JtQXQ/adqhL/RqoXR6rpY3JHKK2MC+boepnTSlgtKhre4G6LTVXbQZhy1KN6YVh/8q8E4tHSzpCCDMq+f2LlPLV2M0tQoii2OhvEXDEnp5SyqeBpwGmTZsmj/SYY3luyV4efHcHZw/P4SeXjObiysJetw07WeFomIaeBlo8LbiDblxBF+6gG3fIjSfkwRf2qUvIhzfsZWv7VtwhNzaTjXNKzuH88vOZUTgjMTuseTvV57irRn2Gu+uhZil07Pr8Y4VB5S6ZQ+CqZyB/TL+Hqx3dcRNgIcQfgcuAVinl+NhtfbY69Z+bmxhW9yqu1EIKvvSLXo1crG5ezdObnuby4Zdz/zn3xyMMTdMSLBSJcterm3l5bT2TyzO5qLKAsuxUyrNTKctKpTDDSobNrFog9lKrt5VXql5haeNStrRvISIjWI1WJudP5sIzLmR8rtq05qQWvIb8KrEN9qif3U1QtxLqVh3ej9xeqGa0hpwNxZNV15qU+DXo1wYWoYZ6nwO2SykfPuSuN4EbgAdj12/E+7XX7uvkwXd3MG9cIU98a0qfdWeo7q7mtV2vUdNdQ42rhnp3/VFbjqWaUrGZbOpiVtfnl5/PBeUXcFbxWVhNcdyQIRI+WB/v64q17GtRJ6z7k1vvIZ1NvB2q68mhbFnqc3zm92DEhaq7CUIlv5Y0fYKaxHozAvw88DiqTct+8+mj1al7qrZxq3ELkRl39ir5dfqdzF88nzJHGf854z/jEYKmaQnmCYS56S/r+KyqjdsvHMUPLhhxSl/ONd01PL/1ed7c8yYRGWF8zni+M/47nFV8FhPzJp7adGlPG6x5DlY/q+p0D5U1FIafrxaM5Y9RyW5anv5S1A41C7gO2CyE2BC77WeoxHeBEOK7QC1wTTxftNMT5Ja/rqc408ZD15zRZ8nv8sbl3LHwDgKRAEPShzAicwQXlF/AkPQhFNuLSbek47A4cFgc2M32vtkoxtUEjevVzq/7W4y1V6lR3OiREnGhupukl6iSy/0xFU1Ua4/yK9XitfRiVW6kDUjHTYCllItihfmH6rPVqbdmr0QiME751nEfK6Xk7qV30+nv5C+X/mXgtB7SNO2o2nsCfOf51Wxp6ObBqyZw7fQTr2vcb2vHVp7b/Bwf7fsIi9HCVSOv4obKG06+dtfdDLUr1Khu2w7o2K2+VGUURl4M07578EvRlqVqcjXtGKSUS4CjZZ8X9MVrRqOS2/+xgY6eIK/edPbBFqNx9tqu17h3+b0MyxzG/17wvxSmFZ78weShdbVONWob9KiuJmEfB7ZlPJRzH2x7E+pXHbzNZFUnpvmVUHmFmpHZv0jUnq9+T8tTO6Npp7WT/S/cN6tToxFY/xfE8PNUPdxx/HXHX1lYv5CfnvlTKnMq4xKCpmmJEY1KNjV0c9vf19Pi8vP0ddP4/+zdeXhU5dn48e8zM5nJZN/3jbCGfQkii2yCu9Z9a6uvFajaKlqt9W39ad9Sa6VFa7VVsYu2Vq2K1eKCqCggCkLY1wDZQ/ZlkpnJrOf5/XFiAAUJ2WZCns91nWvCLOfc5MqZc59nuZ95I5O7vL9/7fsXSzcvJdwUzoIxC7gx70YSrKdISKXU6+HW7TtaTsxWCTW79QlrtnL9faZQfXnRjHwYd4NemSZxWJdjVZS+9Mzaw6wtrOPXl49mdHrPr2CqSY2ntz3N87ueZ1raNJbNWkaE+RTDfJpKYMvf9ZvKhsP6UAO/V980X+cnhX5dyhiY8yDkzobYbNUDo3To9Vuc05qhWvSJvrDFeUu+9W0ev4e9DXtZtmUZszJm8b28U7cWK4oSfCqb29hwsJ71h+r5/JC+qlRsWAgvLzybiVldqzHr1/ws3byUl/e/zNzMuTwy45FvXnyl1Fc0czboF9y6A1C9E4rX6wtDHEsYIH6oPkFtym2QNVW/qJr6eJa5ovSALw43sGz1AS4dl8Z3p3S9d+UrTq8Tu9eOy+fqmLz28v6Xeb/4fa4aehW/OPsXpy4RuOPf8O69evWT+MEQN1hf8cxo1ltiDe2bMLYvCtHeYmuO0P9tCtXP06+zxpywapSiQNcT4E7NToXTnKG69R9gjYMRFx/39L/2/YvXD7xOi6eFFk8Lbr8b0EugLJm+5MxcblRRzhBS6vVF1xXWUd3iorbFTXWLi5oWF60uffxdYqSFmcMSmTEkgdnDE7u8MpvT6+T+dfeztmItN4+8mXsm3XN0TGFjEWz9J+x6XZ/g8vWauRHJ+sS0QTP1SS2WqKNDGdQ4P+UMYHN6uevVbeTEh/PolWO6de2sddbyRMETvFP0zglfXzxxMbeOvvXkx/A4oXILFLwAu1foN5ZXLu9U76+i9ISuJsA9PztV0/TZlmOv00v/HOOlvS8BcE7GOR0D5qPMUcxIn6GWJ1aUINVgd7NiawWvfllOUb0Dk0GQFGkhOTqUIYkRzBiSQHZ8GNMGJzAsOaLbN7LV9iru/Oh2DtqKeTDuLK47VADb5+vdpz63PmZXGGDIfBh3vd6CZI3VW5sSh+slxhTlDBZlNXHn3CFMzokjwtK1y7/X7+Wf+/7Jczuew6t5+V7e9xgUPaijckOohFSfj8E+DTY9p1dAcbW0r0Lo0HteXM1Qsxc0r96yO+dBOOcnanEIpU91pgzaK+gT3hKEEBXAw/TG7FSDAf7nHb0syTFqnbVU2Cu4L/8+bh51c7cPoyhKzylvdPLBnmq8fonXr7VvkrJGBx/urcHrl+Rnx/KjOUO4aExq9+qL+r1wZLtepsjdAm3N0FpFha2E1+yHeJMWfMDTtfXMKF6hr2wWkwmGEP0iO/pqmPBdfZKaogxAQghumppzWp/RpNYxzGF/436WbVlGSUsJszNm89MxC8my1ULFZr3KQt1+feLZcQc16L0poVHHrESYAFN/BNnTIWuKfjOqKH2sM1UgbjjJS70yO/XrMy+31m4FYFLypF45nKKcaU5Su/uXwELgqzpdP5dSvtfdYx2us/Prd/cdc2wIMRqItoZw09Qcrp+cydDkLixBWr5Zn+1tpxwAACAASURBVHiG1BPf8k1w6CN95jegARusobwaHcX60FAMAuZaUrgjYz5D5s7Ux+ieYvEcRVFOrKi5iJ+u+ylH7EdweB3HLTOcbY7hz9aRnLP3c1jfXh1VGCChfVLohO/pN5+x2foCEGHxatKZEpSCvs7H1pqtWE1WhscND3QoitJfvMA3a3cDPCGl/H1PHmja4AR2/vI8zEYDIUYDxu4um9pwGD56GPat7HjqtcgI3ouKxpmejjMkFyd+7L422vxu4kPjWTTsaq4ednX3SiwpigJAtaOaRR8uwqd5uTxhIhEt1UQ0lhDeWk2s3885zjLM4VWQMVmvgJIxGdInqhtOpd/pFwnw2MSxp55FqigKcNLa3b3CbDJgNp16wZpv5bbD4Y9h/3v6ZBijWR8TOP4G9tiKeOSTO8mJziEjMoMwUxjhIeFYTVbGJo5lXtY8Qozqu0FRuszj0HtYWqpoai5iUcVKHP42XjhSw3DPdjBa9MmhQ6+G1LF670p0pmrVVfq9oE6AWz2tFDYVcvu42wMdiqKcCX4shLgJ2ALc21PLl3fLF3+Gj34JfjeExujdp7MfgMgU/JqfX62/lzhrHC9d9BKRZtXCpCg9xufW6+6uXwaOWpxC8KOUJI5YzDxrymH42dfppf+yp4NZLTKlnHmCOgHeXrsdiWRi8sRAh6Io/d0zwBJAtj8uA37w9TedVt3u7lq/DD7+FQy7AKb+WC+DdMwcgFcPvMrehr38bubvVPKrKD1F02DXa7Dm1/rCLjnn4L3sj9xz+BX21u/kidlPkJ81J9BRKkqvC+oEeGvtVkzCxJiEMYEORVH6NSllzVc/CyGeB05YvPO06nZ3hebXJ7Jteg7W/hbGXAuXP/ONya81jhqe2vYU09KmcX7O+T0ehqIMSKWfwwc/1ys2pE2Ay55CDprFLz57gM/rtvGrab9ijkp+lQEiuBPgmq3kxecRFqK6XxSlO75auKb9n1cAu3vtYH4vVGyBok+hdEN72TI7eOx6+bKvjP8uXPbUCWt/Prb5MXyajwenPKgWulGUnlDyGbxwMUSlwxXLYcw1YDCws24H7xe/zx3j7uCKoVcEOkpF6TNBmwC7/W521e/ixhE3BjoURelXTlK7e7YQYjz6EIgS4Ic9elAp9Yk0O16FPf/RC90jIHUcJI08umSpNVbfotNh+MV6/e+vWVexjg9LP+TOCXeSGZXZo2EqyoCVNQ0u+YO+2NQxY3rfKHwDq8nKTaNuCmBwitL3gjYB3lO/B6/mVeN/FeU0naR291977YC2SlhxK5R9ASYr5F0CeZfBoHP0ZPc0tPna+M2m35Abncsto27ppYAVZQAyGCD/+HPK7rHzQckHXDToIsJDwgMUmKIERtAmwF8tgDEhaUKAI1EU5aQOfQxvLgSvCy5+HMZe2+V6oF7Ny282/YZKeyV/O/9vqryZovSy94rfo83XxtXDrg50KIrS54I2AS6oKSA3OpfY0NNrQVIUpY98/jSsfhASR8C1/4DEYV3eVa2zlvvW3se22m0sHLOQySmTezBQRVFO5I3CNxgeO5xR8aMCHYqi9LluVrDvHX7Nz47aHWr4g6IEs5TRMP5GWPhxt5LfzdWbuWblNexv3M/SmUu5a+JdPRikoignsqdhD/sa93HVsKvURFNlQArKBPhQ8yFava1MTFIJsKIErdzZcPmf9cltXSCl5O+7/87C1QuJMkfx8kUvc+GgC3s0REUJdkKIvwkhaoUQu4957pdCiEohxPb27aKePu6KwhWEGkO5OPfint61ovQLQTkEoqCmAIBJyZMCHImiKD2h2FbMR6UfUeWoospRRbWjmhpHDa3eVuZnz2fJ9CVqEo4yUL0APA3842vPPyGl/H1vHNDpdfJu0bucl3MeUeao3jiEogS9oEyAt9ZuJSU8hbSItECHoihKN9Q4anhmxzO8degt/NJPrCWWlPAUMiIzmJwymTEJY7gk9xLVBasMWFLKdUKInL485qqSVTh9TjX5TRnQgi4BllKyrWYbk1JU66+i9Fc2t42/7v4rL+97Gb/0c/2I61kwZgEJ1oRAh6Yo/cWPhRA3AVuAe6WUTT214xWFKxgcPZjxieN7apeK0u90KwEWQpQArYAf8Ekp87sbUIW9gtq2WiYlqQRYUfoTTWrsaF9V6p2id7B77FySewl3jL+DjMiMQIenKP3JM8AS9IVrlgDLgB+c6I1CiEXAIoCsrKxT7vhA4wF21u/k/sn3q54XZUDriRbgOVLK+h7YD6AvfwyoChCK0g9IKdnbuJdVxatYVbKKakc1FqOF2ZmzWThmIcPjhgc6REXpd6SUNV/9LIR4HnjnW967HFgOkJ+fL0+17xUHVxBiCOHS3Et7IlRF6beCbgjE1tqtRJmjGBwzONChKIpyCqtLV3Pf2vswCRPT06ezeOJi5mTOURPaFKUbhBCpUsqq9n9eAez+tvd3lsvn4p2id5ifPZ+Y0Jie2KWi9FvdTYAlsFoIIYHn2u9Ej3O63TPXD7+eaWnTMIigrNCmKMoxpqdN5+GpDzM/ez7RluhAh6Mo/Y4Q4hVgNpAghKgAHgZmCyHGo19jS4Af9sSxQgwhPDrjUVLCU3pid4rSr3U3AZ4upTwihEgCPhRC7JdSrjv2DafbPZMXn0defF43w1IUpS9EmCPUTHJF6QYp5Q0nePqvvXEso8HIrMxZvbFrRel3utXMKqU80v5YC/wHOKsnglIURVEURVGU3tLlBFgIES6EiPzqZ+A8emickqIoiqIoiqL0FiHlKUclnPiDQuSit/qCPpTiZSnlI6f4TB1QepKXE4AeqybRQ4ItpmCLB4IvpmCLB749pmwpZWJfBtNZpzhfIfh+18EWDwRfTCqeU+uX5yv0u2tssMUDwRdTsMUDwRfTqeI56Tnb5QS4pwkhtvREHeGeFGwxBVs8EHwxBVs8EJwx9YRg+38FWzwQfDGpeE4tGGPqCcH2/wq2eCD4Ygq2eCD4YupOPKrUgqIoiqIoijKgqARYURRFURRFGVCCKQH+Rg3hIBBsMXUrHiGE/WubXwjxVCBj6gXBFg8EZ0w9Idj+X8EWD3T/nM0RQrwnhGgSQlQLIZ4WQnSnfGWw/Y6CLR4Izph6QrD9v4ItHuj++ZonhFgjhLAJIQ4JIa4IZDy9JNhi6nI8QTMGWOlb7ZU7aoCLvl67WVGU4CCEeA+oBW4DYoAPgeellH8MaGCKohyn/cZ0L/As8CQwC1gJTJBSFgYyNuXEgqkFWOlbV6NfWNcHOhBFUU5qEPCalNIlpawGVgGjAhyToijfNAJIA56QUvqllGuADcD3AxuWcjIqAR64bgb+IVUXgKIEsyeB64UQYUKIdOBC9CRYUZTgIk7y3Oi+DkTpHJUAD0BCiCz07pkXAx2Loijfai16i28LUAFsAd4KaESKopzIfvRe1Z8KIUKEEOehX2fDAhuWcjIqAR6YbgI+k1IWBzoQRVFOTAhhAD4A3gTC0Qu+xwKPBTIuRVG+SUrpBS4HLgaqgXuB19BvXJUgpBLggekmVOuvogS7OCATeFpK6ZZSNgB/By4KbFiKopyIlHKnlHKWlDJeSnk+kAt8Gei4lBNTCfAAI4SYBqQDrwc6FkVRTk5KWQ8UA7cLIUxCiBj0sfs7AhuZoignIoQYK4QIbR+zfx+QCrwQ4LCUk1AJ8MBzM/CmlLI10IEoinJKVwIXAHXAIcAH3BPQiBRFOZnvA1XoY4HPBeZLKd2BDUk5GVUHWFEURVEURRlQVAuwoiiKoiiKMqCoBFhRFEVRFEUZUFQCrCiKoiiKogwoKgFWFEVRFEVRBhSVACuKoiiKoigDiqkvD5aQkCBzcnL68pCKEtQKCgrqpZSJgY7jRNT5qijH643zVQgRCqwDLOjX5DeklA8LIeKAfwM5QAlwrZSy6dv2pc5ZRTnet52zfZoA5+TksGXLlr48pKIENSFEaaBjOBl1virK8XrpfHUDc6WUdiFECPCZEOJ99BrQH0spfyuEeAB4APjZt+1InbOKcrxvO2fVEAhFURRFCRCps7f/M6R9k8B3OLpk/YvA5QEIT1HOWCoBVpQe5PK5uG/tfeyq2xXoUBRF6YQXdr/AMzueIZCLQgkhjEKI7egriH0opdwEJEspqwDaH5MCFqCiBImDTQdZvGYxdo/91G8+BZUAK0oPcXgd3PHxHawuWU2RrSjQ4SiKcgoNbQ08s+MZDjYdRAgRsDiklH4p5XggAzhLCDG6s58VQiwSQmwRQmypq6vrvSAVJcBKW0pZuHohu+t3Y/PYur0/lQArSg9o8bSw6MNFbK3ZyqPnPMp3hnwn0CEpinIKy3cux+13c+eEOwMdCgBSymbgU+ACoEYIkQrQ/lh7ks8sl1LmSynzExODcj6tonRblb2KBasXoEmN5897nvSI9G7vUyXAitJNTa4mFnywgL0Ne1k2axkX514c6JAURTmF8tZyXit8jSuGXsGg6EEBi0MIkSiEiGn/2QrMA/YD/wVubn/bzcDbgYlQUQKrvq2eBasX4PA4eG7+c+TG5PbIfvu0CoSinGnqnHUsXL2QCnsFT819ihnpMwIdkqIonfD0tqcxCRO3j7s90KGkAi8KIYzojVKvSSnfEUJ8AbwmhLgVKAOuCWSQihIIza5mFq5eSF1bHcvnLycvPq/H9q0SYEU5TY2uRjYe2cgXVV+wrmIdbb42npn3DJNTJgc6NEVROmFfwz7eK36PhWMWkhQW2LllUsqdwIQTPN8AnNv3ESlKcHB4Hdz+0e2UtZTx53l/ZnzS+B7dv0qAFaWTXjvwGm8UvsG+xn0ARJmjmJI6hVtH38qohFEBjk5RlM56cuuTRFuiuWX0LYEORVGUE/Brfn627mfsa9zHH+b8gSmpU3r8GCoBVpROWFWyiiUblzAqfhR3TriTqalTGRk/EqPBGOjQFEU5DRurNrLhyAbuy7+PSHNkoMNRFOUEnih4grUVa3lwyoPMzpzdK8dQCbCinEKRrYiHNzzMuMRx/P38vxNiDAl0SIqidIGUkj8U/IHU8FSuH3F9oMNRFOUE3jz4Ji/ufZEbRtzAdSOu67XjqCoQivItnF4n9356Lxajhd/P+r1KfhWlH1tdupo9DXv40fgfYTFaAh2Ooihfs7l6M0s2LmFa2jTun3x/rx5LtQAryklIKVmycQmHmw/z7PxnSQlPCXRIiqJ0kdvv5omCJxgaO5RLci8JdDiKonxNeUs5P/n0J2RGZvK7Wb/DZOjdFFW1ACvKSbxe+DrvFL3DHePvYFratECHoyhKN7y09yUq7ZXcP/l+NXZfUYLM/sb9/HjNj5FInp77NFHmqF4/pmoBVpQT2F2/m99++VtmpM9g0dhFgQ5HUZRuqG+rZ/nO5czOnM3ZqWcHOhxFUdrtqtvF8p3L+bTiUyJDInly7pNkRWX1ybFVAqwoxzjYdJAX9rzAe8XvkWhN5NEZj2IQqqNEUfqzP279Ix7Nw3359wU6FEUZ8GxuG3sb9vLCnhf4/MjnRFui+dH4H3Fj3o190vL7FZUAKwOelJLN1Zv5+56/81nlZ1hNVq4bfh3/M+p/iAmNCXR4iqJ0w96Gvbx16C1uHnUz2VHZgQ5HUc5ImtQ4Yj9Csa0Ym8eGy+fC7XfT5mujzddGlb2K0tZSylrKaHY3AxAXGsc9k+7huuHXER4S3ucxqwRYGbCqHdW8W/Qu7xS9w6HmQ8SFxnHnhDu5bvh1RFuiAx2eoijdJKXksS8fIzY0Vg1lUpQe1ORq4t2id9lRt4NiWzElLSW4/e6Tvj8pLInsqGzOzTqXnKgcsqOyOTvtbKwmax9GfTyVACsDSqOrkbXla1lZtJIt1VuQSMYnjueXU3/JJYMv6felkYQQocA6wIJ+fr8hpXxYCBEH/BvIAUqAa6WUTYGKU1H6wurS1Wyt3cpDUx9Si14oSjdpUmNj1UbePPgma8rW4NW8pEekkxudy5TUKeRG5zIoehDx1ngsRgtWkxWL0YLFaEEIEejwv+GUCbC6oCr9WX1bPQU1BWyu3kxBTQGHmg8BkB2VzR3j7+DiQReTGZUZ4Ch7lBuYK6W0CyFCgM+EEO8DVwIfSyl/K4R4AHgA+FkgA1WU3uTyuXh8y+MMjx3OlUOuDHQ4itLvNLoaKWouosimb5+Wf0qlvZJoSzTXDb+OK4ZewbDYYYEOs8s60wKsLqhKv+D2u9nfuJ9ddbvYVa9v5a3lAFhNViYmTeTi3Is5O/VsRsWPCso70u6SUkrA3v7PkPZNAt8BZrc//yLwKep8Vc4AUkreL36f/xz6D3aPHafPidPnxO6xY/fa+ev0v6qyZ4rSSZrUeGrbU6woXEGT+2ibptVkZVziOBZPXMzcrLn9vrcUOpEAqwuqEux8mo9ndzzL33b/Da/mBfTxRmMTxnL1sKvJT84nLz6PEMPAWMVNCGEECoAhwJ+klJuEEMlSyioAKWWVECIpoEEqSg+oslexZOMS1leuJycqh/TIdFJNqYSZwggLCWN0wmjOSj0r0GEqSr/g9rv5+fqfs7p0NedmncvEpInkxuSSG51LSnjKGVcRqVNjgLtzQRVCLAIWAWRl9U1tN2XgqGit4IH1D7CjbgcXDrqQ87PPZ3TCaJLDk/s8lnq7mw/31vDBnmq+OyWb+SP7PgYAKaUfGC+EiAH+I4QY3dnPqvNV6Q80qfHq/ld5cuuTSCT3T76fG0fcqFp6FaWLbG4bd625i621W7kv/z5uGnnTGdlLeqxOJcDduaBKKZcDywHy8/Nll6JUlBN4r+g9lmxcAsDSmUu5cNCFfXr8No+fiiYnawvrWL2nhs2ljUgJmXFWnB5fn8ZyIlLKZiHEp8AFQI0QIrX9ZjUVqD3JZ9T5qgSclJIWTws1zhrqnfW0eFto9bR2bF9Wf8nOup1MS5vGQ1MfIj0iPdAhK0q/VWmv5PaPbqeitYLfzfwdFwy6INAh9YnTqgLRlQuqonSHJjW8mpdmVzPN7mYaXY00u5tZX7GelUUrGZc4jsdmPtbrF0Cb08uLX5Sws6KZI80uqmxtNDm9Ha+PSInkrrlDOX9UCnmpkQG7cxZCJALe9nPVCswDHgP+C9wM/Lb98e2ABKgoJ+D2u1lVvIqVRSupbK2krq3upCWVTMJEYlgij8x4hEtzLz3jW6kUpbfY3DbWV65n2ZZluP1uls9fTn5KfqDD6jOdqQKhLqhKr9Kkxvba7bxf/D6flH9Ci6cFn+bDL/1oUjvhZwzCwA/H/pDbxt2GydB71fxaXF7+9lkxf11fTKvbx/DkSNJiQpmQFUNajJXU6FAmZsWSk9D3RbxPIhV4sX3YkgF4TUr5jhDiC+A1IcStQBlwTSCDVBTQW55eO/Aabx58k2Z3MzlROYxNHEtSWBJJYUkkhiWSaE0k2hxNpDmSSHMkVpO1R5NeTZM0Oj0kRPT/ST2K8m2klBxuPsy6ynWsLV/L9rrtaFIjMzKTv5z3FwbHDA50iH2qM5mDuqAqveJA4wFWHl7JqpJV1DhrsBgtnJN+DmkRaZgMpo4txBBCtCWaWEsssaGxxFpiSQhL6NUlE1tcXv7xeQnL1xXR4vJx/qhk7p43jLzUTh6z4EUIT4ARF/dajCcipdwJTDjB8w3AuX0ajKIco83XRrGtmMPNhymyFbG3YS8bqzYCMCdzDtePuJ4pKVP6rEXX6fGxoqCCv20oISnSwr9/OLVPjqsofUVKSUlLCZurN7OlZgtbqrdQ11YHwIi4ESwYs4BZGbMYnTA66Ce4tXn87Kq0sb28iR0VNp64djxmU/di7kwVCHVBVXqUlJKX97/M0s1LMQgDM9JmcM+ke5idOTsgyyECuH1+tpU18/mhejYcbmBHeTM+TTIvL4m75w1jdPpprAwnJXzyCOTM6PMEWFGCzZbqLSzdvJT9jfuR6MPKTcJEdlQ2t46+lWuGXUNqRGqfxVNtc/HiFyW8vKkMW5uXcZkxfPfsbKSUajiF0u/5NT9ba7eyqngVn5R/0pHwJloTyU/J56yUs5iRPoOU8JQAR/rtpJRsLWvirW1H2FrWxP7qVvya/v2REWul2uYiKz6sW8dQK8Epfcqrefntpt/yWuFrzMmcw5LpS/p82WGnx0dhjZ19VS3sr2phX3UrOyuacXk1DALGZMSwaGYuF45OZUxGF2Kr2Q32Ghis7g+VgavZ1cyygmW8degt0sLTuH387QyJGcLg6MFkRmX2aVnCRoeHj/fV8MGeGj49UIsmJReMTuHWGYOYmBWrEl+l39tZt5P3it9jdclq6trqsJqszEifwdS0qUxOnkx2VHa/+Du3u328ta2SlzaWsr+6lTCzkQlZMdw2K5cJmbGMy4whMbJnhiupBFjpMza3jXvX3sumqk38YPQPWDxxcY91u/j8GkX1DkrqHZQ1OiltcFLa6KS2xYXbp+H2+vH4NdxeDbvHh2yvbxBuNjIiNYrrJ2cxbXA8U3LjibZ288J86CP9cYhKgJWBR0rJfw//l2VbltHqaeWW0bdw29jbCAvpXmvN6aq3u3l7+xFW76lmc0kjmoS06FBumZ7DTVNzyIzr23gUpTdoUuPxLY/z4t4XMRvMnJNxDhfkXMDMjJl9fs51ltPjY8+RFhrsHlpdXuxuH3aXj4qmNt7dVYXd7WNkahS/uWIM3xmfRrild1JVlQArfaLYVsxda+6iwl7BkulLuHzI5V3el5SS6hYX28ua2V7ezLayZnZW6i24X4kMNZEdH0ZmXBihIUYsJkP7ZiQmLIThKZGMTI0iPcaKwdDDd8WHPobkMRAZ3F1MitKTfJqPT8o/4cU9L7KjbgfjEsfx0NSH+nyp1NpWF8vXFvHSplJcXo0RKZH8eM4QzhuVwqi0qH7RCqYoneHxe3jwswd5v+R9rht+HXdPvJsIc0SgwzqOy+unyuZiZ0UzW0ubKChrYl/V0eEMx4qwmDhvVDLfOzubCZkxvX6uqgRY6XFuv5t9Dfs6liPeVbeLCnsFMZYY/nLeX5iUPOlbPy+lpNnppc7upq7VTU2Li5IGJ8X1Dorr7ZTUO7G79Tq7ZqOBUelR3HhWNmMzohmUEE52fBjR1pDAXOjcrVC2Eabe0ffHVpQAaHY1s+LgCl498CrVjmrSwtN4aOpDXDX0qj6dWFPT4uLZtYd5eVMZXr/G5RPSuX3WYIYmR/ZZDF0hhMgE/gGkABqwXEr5pBDil8BCoK79rT+XUr4XmCiVYNPiaWHxmsVsqdnCPZPu4ZZRt/TpNe+r63R1i4tqm+voY/vPNS36Y/Mx5ULDzEbGZ8Zwx+zBTMiKITkqlKjQECIsJiJCTYQY+3YinkqAlW7z+r3sqt/Fl9Vf8mX1l+yo3YFH8wCQEp7CmIQxXDv8Wi4cdGHHwHspJYU1dg7WtlLa4KSswUlpo4PyxjZqW114/cffHRoEpMdaGZQQQX52HIMSwhmbEc3ItCgspiBa/al4PWheGDIv0JEoSq85Yj/CxqqNbDyykTXla3D73ZyVchYPnPUAszNm9/iKbFJKyhvb2FjUwMaiBnYfseH1S/yaRJMSTZPU2z34peTKCen8aM6QYCpNeCo+4F4p5VYhRCRQIIT4sP21J6SUvw9gbEoQqnZUc/tHt1PSUsJvz/ktF+f2/GRrl9dPRVMb5Y1Oytq3I81t1LS4qGnRG6c8/uPLlAoB8eEWUqNDyYgNIz8nluTIUJKjQxmZGsWIlEhMfZzkfhuVACud9mXVl3x+5HNaPC3Y3LaOx5KWEtp8bQgEw+OGc/2I65mYPJGxCWNJDEvs+Lxfk2wuaeSD3dWs2lNNRVNbx2sJERay48M4a1AcKdGhJEZYSIw8umXEWoMr0T2ZQx9BSDhknh3oSBSlR+1t2Mvrha+zqWoT5a3lAMSHxnPp4Eu5YcQNpzXUwa9J9lW10Ojw4PT4cXp8OD1+2jx+3D4/Lq+G2+fH7dNocnopKGnkiM2lHzPczISsGKxmE0YBBiEwGARx4Wa+NyW7azPDW6uhvhAGzTz9z3aTlLIKqGr/uVUIsQ9QS9sp+DQf/9j7D4ptxTi8DuweOw6vg5KWEjSp8dy85zgr9awu77/R4aGozk5xvYPypjYqGp2UNzkpb2yjptXVMVcGwBpiJDUmlJSoUM4aFEdSlEVPbqNCSYnWt6RIS5+34naHSoCVUzrQeIAnCp5gw5ENmISJKEsUUeYooi3RJFgTGJc4jimpU8hPzicmNOa4zzY5PGw4XM9nB+v5aF8t9XY3ZqOB6UPi+fGcIYzLjCErLqzXBrn3KSn1BHjQTDCZAx2NovSYz498zuI1izEajExOnsyNI27k7NSzGRwzuNPdrtU2F+sK61h7sI4Nh+qP6xr9OoOgY+x+mNnEhKxYbs+N4+zceIYkRfR8V+8nj8D2V+DuXRDVdyXZvk4IkYNednQTMB34sRDiJmALeitx0wk+swhYBJCVldVnsSq9S0rJI5se4Y3CN0gKSyIyJJJwczgR5gimp09nwZgFp3XT6XD7+GhfDZ8drOdwnZ2iesdx56AQkBZtJSPWyoyhCWTGhnXMo8mKCyMhwnzGjZ8/A7IOpbdU2at4evvTrDy8kkhzJItGLWZa4mVACF6/dswm8bVKPm9pw6850aRkf3Urnx2sZ/cRG1Lqk9JmDkvk/FEpzBmeSGRo35VA6jONRdBcCtPuDHQkitJjPi3/lJ98+hNyonNYPn85CdaEjteklDQ5PJS1txyVNeqtR81ODw6PH4fbh8Pto9Xlo7JZ7/FJirRw7ohkZg5LICPWijXERJjZSJjZiNVsJDTE2LetSDV7YNtLMOW2QCe/EcAK4G4pZYsQ4hlgCSDbH5cBP/j656SUy4HlAPn5+d+cWaT0S8/ufJY3Ct9gwZgFLJ64uEv7aPP4+eRALe/sPMKa/bW4vBpx4WaGJkVw0ZhUchPCGZwYQU5COOkx1m4vLNHfqARYOY7NbePj0nWs2Lea3c0bkFIS2nYudYdmsGxHFaP5wQAAIABJREFUKMvY3Kn9mAyCiVmx3DNvGDOGJjA2PTqoxv70io7yZ2r8r3JmWFWyiv9d97+MiBvBs/OfJdoSjdPjY8OhBtbsr+XTA7VUtQ9N+EpcuJn4cDNhFhMRFiNx4WGEm43clJrNzGGJjEiJDK6WpNX/DyyRMPOnAQtBCBGCnvz+S0r5JoCUsuaY158H3glQeEofW1G4gj9v/zOXDb6Muybc9Y3XNU3S4vLS6PB0bA0OD9U2ffJZVftjaYOTNq+fhAgz1+ZncsnYNPKzY3u+8lE/pRLgAcjtd2Nz2zrG8ba4WzjQWMy7hz6mxLEb0NB84Rick0gXl5Abm0Fmjt4NkhhhwWwy6JvRQIjRgNEgMBqEPhZPgBCClOhQIs6EYQ2dVbUT1v0OEkdA3KBAR6Mo3fb2obd56POHGJ84nt9Me4J3t9v4YM8BvihqwOPTCDcbOWdoIrfOiCUrTu8qzYwL61/n/aGP4PDHcN4jEBYXkBCEfjfwV2CflPLxY55PbR8fDHAFsDsQ8Sl969PyT/nVxl8xPX06v5z2y+NuFpscHpavL+KfX5R2VEI6lhD6fJqUKH0S2tTB8czPS2ZKbjxGlfR+Qz/6plK6y+Zy8vNPl7K+5j9ItG+87nelEOo9l+lpM7lx3DTOGpSoTprOKP0CXr4OLBFw7T8DHY0yANk9dg41H8LutePyuXD5Xbh8Ltx+Nz7Nh1fz4tW8+DQfPs2Hx+/B5Xfh8Xtw+924/W78mh+/9OPX/Hg1L1trtzIkcgLG2kXMXroRr1+SEx/G98/OZu6IJCbnxPXvLlPNr7f+xubAWQsDGcl04PvALiHE9vbnfg7cIIQYjz4EogT4YWDCU/qC1+9le912frr2p+TF5fH4rMc7Vktsdnr4y/pi/r6hGKfXz8VjUpmQFUt8uJm4Y7bEfjYJLdBUAnyGc/v8rCus59XtG9nkeAphrkG2TiZS5BJhiiTaEk1saAwZUUlcOjqP8RkxqnvkdBz6CF79HkSnw/ffgpjMQEeknKFcPhc2t41mdzONrkYKmwrZ07CHfQ37KGkp6fR+QgwhhBpDMRvNhBjMhBgsCIz4NQM+n8DrF3i8QOs0tu2/kKSINm6emsPlE9LPnIUkWo7AysVQuxeueQFMPbO0aldIKT8DTvRLVTV/z1BSSh798lE2VG7A7rVj99g7SoemhWdw56jfsvFwKzUt9RyutfPvzeW0un1cPDaVu88dGvS1rfsLlQD3Q35NUtbopNrmot7upsHupt7uocHhptnpxdbmpcWlP9a1tqFFrsWStJpQSyQLRjzKrZMuUneJPeHA+/DaTZA4HL73H4hIPPVnFOUkNE1yoKaVKlsbla3V7GvaxuHWHVS07cXhr8eP5xufCZGxhGrZJGrfwaJlghaG1EKQ0oTmC0HTTGjSgNSMaNKAXxP4/dDq9h23JPix4sLNZMaFMTMtkksvTGPq4DOs+3T7y/D+A+D3wAWPwciur0qpKF2xqmQVr+x/hWlp00iPSMfRZqKo1s+BI14KD+bx3S17Ot5rEHDeyBTunj+UESlRAYw6CGgaNByCygI4shUm3gwpo7u8O5UABymPT6PB8dVKaG6K6uwcqG7lQE0rB2vteHzHD2EwGJ3ERNsIt7qwWNoIiWwjOtaJURykwVfI3Mxz+eW0h4kNjQ3Q/+gMs/dteOMHkDIWvv8mWNXvVTk1t99Ns6uZZnczTe4mSptr2VZxhL01VZQ11+LSWjFaKzCYGwCQfis+5yCMviGYRARmIrEYIwg1RBJKGhYRjeGrWrhCYAppf2wfl2806DVyDUJ01Mw1GgQRoSYiQ0OItJiIDDURExbSMYY36kys0PKVbf+Ct++ArKnwnT9B/OBAR6QMMK2eVpZuXsrQ6DzyxD289VkVJQ1OrCFGzh+VzKSpsSRF6fV1k6MsJEQM8GENe9+GwtVQtw/qDoDHrj9vjoDsaSoB7m8a7G49ka2xc8TWRrPDS5PTQ7NTf6y3u2k6QY3M5CgLw1OiGJPjxWveTassp9FTSZWzjBaPDS/QfMz7Q2QISdYkfj3u11w2+LIzo+syEBoOw4H3oOhTsNeCywa2csiYDN99A0IH+F25clK1LS5e2PYB75a9QpP/EFK4T/peU2QYSeZocqJGMCEhn8kpkxmTNIJIi1kNS+oJtfvhvfsg5xy46W3o4dXqFOVUnB4fd3/wKPXOBkr3Xs9W12Gm5sbzozlDuHBMav+aQNrbND98+BB88TSEJUDySBh/I6SOg/RJkDCs2+fwKX/bap3yzpNSUtHUxq5KG2WNTpxufXUjp1df4aja5qKwppUGx9GuTLPRQExYCLFhZmLCQhicGKGvshIZetxKaAZzHZtqPuXD0g95t3EfAInWRLKjshmTNJ+cqByyo7JJsCYQY4khNjSWMFOYSnq7ytkIO16Brf/U7zwBEvMgJguS8iD6Gphxjz7xTRkQNE3S4PDg8Wt4fHoNbI9Pw+3TcLWf421efTtYa2N1yWrqjKswhlaBL4p4MR2rIZpQYxRWYzRhxiiyYxKZM3QQk7PSsajFU3qPxwGv3wzmcLjqLyr5VfqM3e1jS0kj7+6s4r3CLxHp7xDadg6LzpnLFRPTyYjtwsqFZzp3K6xYAIWr4Kwfwvm/AWPP3xx0Zo8Dcp1yvybZX92Cx6ehST251ST4NI02jx+Hx9+R4Na2utldaWP3Eds3Vjc6tsB7QoSFeXnJDE2OYFhyJMNTIkmKtJw0SXV6nbxb/C7Lt7/G/sb9AIxLHMd9+fcxP3s+aRFpvf57OGO1NcHO16FyC8j24SR+L/jcehdL+SZ9jGB6vj5OcPiFEJsd2JiVXiGl7FiS99hleFvafByqtXOgppXC9h6bNq//5DsSbozWMoxhxYTEbMMQ3kS8KZ3rhv0vC8ZfRWhI4CZaDWheF6y8W+8+/f6bEJkS6IiUM1iLy8vnhxr4sriRzSWN7DliQ5MQbhbEDF2JMMXy3g2PEmVRPYffoGmw63VYs0SfqHrR73u1QsspE+CBtk55cb2DNwrKeXNr5TcKvJ9MiFEwPCWSC0enMDo9mjHp0QxOjCDMbOxSC2xpSymv7n+Vtw+9Tau3leGxw/nZ5J8xL3seKeHqy7vL3K36MIY9b8G+leB3Q1TG0WWLDSYwherbpP/p9gB7JfCklLh9+k2r3hPjo8WlJ7b7qlrYX9XKvuqWb12WNzHSwvDkSK4/K5Oc+HCsIUZCTAKJh3LnLoocOym276LUXogm/RgwMC5xPLeM/j9mZc7CIAbw+L1A6riY/hpsZTDrARg8N9BRKWeoyuY2/v5ZMa9uLsfu9mExGRifGcOP5wxh8qA4itwf8PuCYpaevVQlvydSux/eXAjVO/VhDlcu18f49qLTalPuyjrl/YHb5+ft7Ud4fUs5m0uaMAiYOSyRn54/nNhwc8cCD0ahTyjRW3X15TvDzSbCLcYeWeWs0l7J0i+XsqZ8DSZhYn72fG7Iu4HxiePVUIaucDbqM0UrCqDsCyjdoLfqhkbDxJtg4vf1E00JSn5N0uT00NS+0lGT00uz8+hjo0MfL9/g8NBg13/2+PXW/BNVN/g6a4ix48Z1aFIkUdYQLCYDFpOB0BC95yY3MYK4cDNSSlo8LRTZithYtZGNRzays24nPukjxBDCmIQxzMv5AfnJ+YxLGkd4SHgv/3aUb2hrgh2v6r03tkp9WXJ7jT5R9bI/wuA5gY5QOQPtrrTx/Poi3tmpr1ly6dhUbpySzbjMaCwmfahNnbOO+9/6E1NTp3JBzgWBDDc4SQn//TG0VMKVz8Poq8HQ+w0HnU6Au7pOuRBiEbAIICsrqydi7jEur59Xvizj2bWHqWlxk5sYzs8uGMEVE9JJiQ7tszi8mpd/7v0nz2x/BiEEt4+7nWuGXUNimCqr9a38Pn0Iw8EPobkMpB80H7RUQeNhcDa0v1HoK7SdtQiGXQBZZ4PxzJzp3p/G7GuaZG9VC6UNTkobHZQ1ODvK+zU6PdjavCdNZM0mA/HhZhIiLMRHmBmaFEl8hJnQYxdmaL9ptJgMxwxFMhHenthmxYWdsLxXs6uZtRVr+aDiS6oPVFPjrKHGUYPLr/cICQQj40dy86ibOTvtbMYnjifU1HffF8ox/F795nbnv2HXCvC16QtbxGTB4HNhyLkw6so+uZgqZxa729fxnVTeqD9W2Vy0uLy0uny0tHlpdXlpcfmIsJj43tREzhklafWXUGDbyEe1TTS7mml0N1LWUobH7+EXZ/9CNWadSOEqqNgMlz4JY6/ts8N2KgHuzjrlUsrlwHKA/Pz8TrTL9D6H28e/NpWyfF0x9XY3Zw2KY9k145k+JL7P/zi3127nVxt/xcGmg8zNnMv/TvnfgT3Mwe/Vqy40HAJvm57UetugqURPaluq9OekBk2l4GoGYdQXojCE6JNbIpJhxCV6iaPUcZA2cSBVaugXY/Y1TXL7vwr4YE/H1wjx4Way4sPIS406bnWj2HAzse0TRb/62RrSteFFJ3PEfoQ1ZWtYU76GgpoCNKkRFxpHVmQWI+JGMCtjFslhyaRHpjMpaRIxoTE9dmylExwN+qIVDQf1ll6XTT//D68BdwuEhOkXzsm3ql4dpctqW1y8u6uKlTuOsLWs+bjXIkNNpMdYibKGkByjkZBYgtNwiDZDCU5ZxZuN9by5/pj3myOJtcQSExrD8NjhXJx/MdlRah7JN2gafLwE4nJh/Hf79NCdqQLRb9cptzm9vF5QTnG9o33BCL2btLrFhcurMWNIAnfOncCU3Pg+icereSm1lXKo+RCFTYXsb9zP+sr1pISn8OScJ5mbNYDGp2kaNJdAzR6o3adf3Gr364mvdoLxmIYQvWUnOkNvvRUGSBkDQ+ZB7hywqoQE+s+Y/T99cogP9tRw59whXDg6laz4sICUAPJqXv607U/8bfffkEiGxAzh1tG3cm7WuYyMH6laawLtyDZ441b95vdYRjOEJ8HIy2DYhZA7W1VkUU6brc1LUZ2d3ZU23t1VxabiRqSEvNQo7pk3jKHJek9RRoyVQ607WV26moKaArY2HUR6JSGGEEbEjWBi9HRyY3IZFDWI3Jhc0iLSOpYxVk5hz5tQuweu+muf98x25orT79Ypr21x8dfPivnXpjLsbh9x4WYSIvTu0jEZMcyNsHDx2BQmZcf1yPGklLR6W6l2VHdstc5aGlwNNLY10uhqpMHVQLWjGm97cmcURnKicrhl9C3cNvY2wkIGQCkUn1vv6tj+MhSvB6/j6Gsx2Xp5sWHn648Jw8ASqSe6JgtEpPRKGZQzWbCO2f/kQC2Pf1TIFRPS+cn8YQFLMqvsVdy/7n62123nyqFXcuvoW8mKCq5hWgPanrfgP7dBeAKc94j+vZA4XK8JGqKGnCinr6bFxVNrDnKgupWiOsdxJUkHJ4az+NyhXDI2jSFJ+s2Uw+vg3aJ3eajgVQ42HcRqsjI+cTznjT+PickTGZMwRg1/6g6fBz55BJJG6UOV+lhnqkD0m3XKyxqcPLP2MCsKKvBpGpeMTeO2WYMZmdaz3d81jhp21u9kR+0OdtbvpLCpEMexyRxgEAZiLDHEhcYRb41ndMJo5mXPY2jMUIbFDmNQ9CDMxjO07qeUUH8QSj/TW3CcjfpWt0/vvoxMbS9oPRaSR+njc81q0lBPCtYx+yX1Dha/so28lCh+c8WYgCW/a8rW8P82/D/80s/SmUu5cNCFAYlDOUZLlT4O0F6j9wwV/B0yp8B1/1LLjCvd9sn+Wu59fQcOt49xGTHMH5nMoIRwchMjGJIUQU780br5Ta4mntnxDP89/F8cXgd5cXn837T/48JBF2I1WQP8P+knmkrbF4+q0Ru/fC596KKU+s+1e6F6F3idcP0rARmnf0Y0qUkp+demMpa8sxcJXJOfwaKZuWTHdz2psrltvFH4BnVtddjcto6t2qm37gKEGEIYGT+SywZfRnpEOsnhyaSGp5ISlkKCNQHjmVpsXfPrJcXcLVBXqFdaqNpxdJU0R62e6AKExeutt9ZYfQLa6Kv12dhn6u8mCATrmH2nx8dtLxUghOC570/Cau79vwFNajS5mmhwNVDfVk9DWwMFNQWsOLiCvLg8fj/r96rVN9A0DTb/BT765dFeIWGECd+Di5ap1l6lWzw+jaWr9vOXz4oZkRLJ0z+c2tHCeyJNriZuXX0rxbZiLsi5gOuGX8e4xHFqONTXOeqhciu0NerXe2ej/rOzUS9l1nDo6HuFQS8vKoz6zwaj3psz8SZ9ZcbhgWmA6PcJsM3p5WcrdrJqTzUzhyWy9Kqx3a7gsL9xP3d/cjeV9koiQiKItkQTZY4ixhLD5JTJjI4fzdjEsYyIG9G/W3F9HrBXQ2uNfuHxefTauN42/a7M2ai3xNTshuby9rs3TX/PcQTED9EnokWlgnUqpE3Q/7Djcjtm4yu9L1jH7Esp+dmKXRyoaeWFW84iM65nhvz4NB8763byWeVnbKzaSENbA26/G4/foz9qnm98RiD4bt53+cmkn/Tv8/dM0HAY3v6RXslh8Lkw5xcQk6nfOKubZKWbSuod3PXqNnZW2LhpajY/vyiP0JCT/101uZpYsHoBZS1l/PncPzM1bWofRhvEpNQXpqjepTd4HfpIT345to1E6HNxrLF6PjB5gT4/J35I0A5fDM6oOmlzSSOLX9lGbaubn180ggUzcjGcoKzR6fjv4f/yqy9+RbQlmpcueolxif1wRrHHqf+h+j16xYSWKqj4Uu9e/KqKgubXW3BPJToTkkfrBeQNpqNjci1RemWF2BxIHT+QqiwEu6AYs69pkqJ6O9vKmtle3szWsmb2VbXw0/OHM2tY17uzfZqPg00H2Vm3k03Vm9h4ZCOt3laMwsi4xHHkp+RjMVqwGC2YjWbMRjMxlhgSrAkkWBOID40nMSxR1ekNNCn1Vt8PH9Invnznz/qwKHWzrHRRXaubnRXN7K9u5UD7drjOTrjFxLPfm8QFo7+9ulKzq5mFqxdS2lLKH+f+ceAmv85GvZZ22Rf6DWpzmV5T22Vrf4OAjHyY/b8w6By96pI1Vq+v389uWvtVAqxfVB3sqmxmc0kTr35ZRmZcGCtun8a4zO5VAfD6vTy2+TH+feDfTE6ZzO9m/o54a99Uh+gRHidUbYcdr8Du/4Cn9fjXLVGQPklf2tdg0v9QrXH6sqCRqfoYXJNFn10dEgYhVj2ptUQG5v+jdEkwjNnfVNTAD18q6FhdLdJiYmxmNL+4KI8F5ww6rX21+drYeGQjBTUF7Krfxd6GvR31eJPDkjkv5zymp09nSuoUoszqJiwgNL9+s6352lcgke3Lirv03iR7LbRWgaNOfy/oLUhFn+itvt95GqLUsu5K1/g1yfPri3h8dWHHQjjpMVaGp0Rybl4S3z07m/SYbx+3a3PbWPjhQoptxTw19ymmpfXuCmR9RkqwVYDHrp+jfu/RR82rn4+aXz8/K7dCZYE+Vwf0XCBusN4jk3mWPlcnZQwkjTxjGrz6RQK8ek81f/msmD2VNhwe/Qs0NMTAlRMzePjSkUSGdq90RkNbA3d9chc763Zyy6hbuGviXZgMQfqrcTbCpuegsQg8Dr0Vt6kEbOX66yFhMPJyyLtUT14NRv3uLGFYv7s7U/ofKSW/fncf4WYTv7gojwlZMeQmRJxWz0yNo4a1FWtZW7GWTVWbcPvdmA1m8uLzuHrY1YxJGMOYxDFkRGSocXk9SdP0Sastlfr3irtVn7yi+fTN59Yvni6b/v3TcFgf7y+10z+WOQIufhzyf6BafZUuK6l3cO/rOygobeL8UcksPCeXYSmRRH1LTmBz26h2VNPoauzY/nv4vxQ1F/HHuX9kWno/TH6l1BPYpmL9PPU49KEKxev087kzwhL0RrLRV+lLEKdP1BvCzmBBmuUd1ez0cO9rO4iLMHP1pAxGp0czNiOGwYnhPbb88KLVi6h11rJs1jLOyzmvB6LuYVLqF6PNf4HP/qC37sZk66225gjImgoJN+lJ7pBzVautEjAf7atlV6WN3109lmvyMzv1GU1q7Knfw7rKdawtX8u+Rr0FIj0inauHXc3szNlMSppEyBm6el+P+2qWtbftmM3ZvrXpyazf295iq+mPZRth30p9TsDJGEx6q5A5Qh/bP+RcvQfJaNGHMRhM7cms0HuTTBZ94kt4ot7LFJGkvwf0501q/LXSNVJKXtpYym/e24/JKHjiunFcPj79lDfEKw+v5KEND+GTvuOejwyJ5Mm5TzI9fXpvht19UuoJbcNXdbHbE9/tL+uLxBwrLB4GzYTs6XopQaNZr6dvMrf/3N4TLIwQFqcPdxxgN6NBnwA/t64Iu8fHG9+fxvCUnk3sDjYd5Icf/hC3383z5z3P+KTxPbr/01Z3QP9DLt2gD2nwOvWuC5dNb3kBvej7vIf1mpiKEkSklDzxYSE58WFcMeHUa2+Ut5bz3I7nWF+5nkZXIwZhYFziOBZPXMzsjNkMjhmsWni/zu/TF4Wo2dO+iMxefWiBt629R6hV/7440WIy38ZkhaHzIO87+uzs0Ch92JTR3J7chqjlhJU+5fFpVDQ5KW1fHr22xU2d3UVdq5uSeicHalqZOSyRx64aQ2r0qVsqVx5eyYMbHmRS8iSuH349caFxxFnjiA+NJ8ocFZzfNS6b3itTuVVv0a3Yog9X+LqsaTB9sT5UwRR69MZTnbPfKqgT4NpWFy9sKOGycWk9nvxur93OHR/fgdVo5cULXmRI7JCe27nfq5cBsVXo42ukpncpOur1ze/W7+Skpie2Ppc+0PzINv1uLOtsiEvWhzOYwyA0Rh9gnj1Nf01RgtAHe2rYW9XC49eO61TvzCObHmFrzVZmZ85mZsZMZqTNGFhLDEt5tNpKW5PeEgv6d4azXh8766jVq7TYq/WhTnWFR6uwCCMkDNVbV8OTjo7bD43Wk9eQML2EmMmqf498NbbfEKLPyjaY9H0YjPoKi6oWt9KHtpc3s66wjjavH1fHplHX6qa00UFlUxva1woxxoWbSYywkBhp4X+m53D95MxOJa7vFL3DgxseJD85n6fPfTr4a/lW74YNT8LuFfqkdYDYQXplpYzJkDRCP3dBr74UmxOwUPuzoE6An/n0MB6/xt3zhvXI/qSUOLwONlVt4oH1D5Acnsxz858jPaKbK8Vqfj15PfwJlKzT79K8zhO/1xKtdw0Kg97d8FU3YWg0nPdrGHud3lWoKP2Ipkn+8FEhuQnhXDbu1BOaqh3VfHHkCxaMWcCdE+7sgwj7SEdS26Df7Dob9WS2uUwvJ1i7T09s/V49kdV8p95naIw+1CA6Q1/yN2mkviWOUDVylX6n2enhsVUHeOXLMvj/7N13mFTl2fjx75ledmZ7ZwuwsLB0KSIgHRG7xhhbEo0Ro/mpMeUNSYw9vpYUfY0pqNEYNcYW7EhXQZAmfWnbe98pO33m+f1xFgSkLLDMDPB8rmuvgZmz59zDxZm5z3Oe574BvVbBpNNiMmgx6TWkWAyMykvmypG5FKRaKUyzkJ1oJi3BiEF3/COaH5R/wG9W/iZ+k99QAMqWqZ8Pjlpo3a3eBdZbYdxcGDBLLStq6Z3OtdLX4jYBru/08uqaaq4+pw9903o2MrG1ZSvrm9bj8DtwBpz7Hzt8HeqPv2N/K+LBKYP568y/Hr3SQ1cblC1VO5nsG8mNhLsXhPjUuTgdVdC66+sSIVnD1OLO+ePV+nf7RlmMNnVOjpz3Jp2BFm5vZGeji6evHdmj0d/3y94nIiJc0f+KKETXS+o2qhe6+5JXb6ea3Ha1qSO17iY1uQ35DvPLijpKkzlETWK13fPwTHa1Gos5Wf07qBfH1lT1FqY1Qya50hlBCMGCTXU88kEpnd4gP5zUl7tnDjjpRexHO96BI7/PTH8mfpJfnwMatsDOD2Drm+oFM6g5QmIfmHYvjL1FJr2nWNwmwM8sUyd03zVzQI+2b+pq4qaFNxGIBNApOuxG+/4GFtnWbEpSS0g2Je9vTTw9bzoWvUWdN+dqVH/cjd0lexqhZi3UrDnyCmeNDuy5kFwAQ65Ub030m6pONpeks0g4os79LcpI4JLhxx79FUKwYO8CxmSOIc/es4VyMbf1LXhn7te3I0H9DLCkdnc7zFDn4SWkq6upLanql5clTf1MsGXJKQbSYSmKkge8DGQBEWC+EOJpRVFSgP8Ahai1u68RQnTEKs6TsbvJxYPvb2fV3jZG5iXx8pVDGZKT2OvHcQacrKlfw6r6VayqW0WTp4lxWeN4Zvoz6vd9tEUi6kVye8XXc3jrv1Ln8YN60Vt8EYy8AQonqVOVpKiJywS4srWLN9bX8t0e1O/b57mtzxEREd674j0K7YUHzwtq2Axr/gquLertSb8bvL9Q2/YdbrRGo4P0wXD+z6H4Qkgd0L1aUtO9GER71q2WlKQj+XBrA3ua3Txz3Si0PSh39lXzV1S7qpk7fG4UousFG16C93+irqa+8q9qFQStQU1o5eeAdPJCwM+EEBsVRbEBGxRFWQzcBCwVQjymKMo8YB7wyxjGedz2NLl4eukePtzaQIJRx8NXDOX6cfk9+pw4Ho1djdz/xf182fAlYRHGprcxPmc8E3MmcnG/izHponAXpa1M/axoL1e7prka1btCB14023PV6Qwjr1MbSPUZo979kWIiLhPgp5fuQa9VuGNa/x5t3+Bu4O09b3PlgCvpa85Qa+GFQ+rCszV/USeSGxPVBSMGqzo6kzNS/Y9nSVUXkdiy1J+ETHXOnVw9KUnHFI4Inl6ym4GZCVw8LLtHv7Ng7wIsOguzCmad4uh6aF8NzfLl6q1Jv0u9UA4H1IvlvYuhaBZc87IcoZF6XXeL8obuP7sURSkFcoHLgandm/0TWMFpkgDvaXLxf8v28sGWeix6LXdM7c8PJ/Uj2dr7UwC/bPiSX3z6CwKRALcMu4VJuZMYljYsOrX8w0H1s+PLv8EtLA54AAAgAElEQVSOBergWWqRmlNklHydV+xLfO09+4yUoiPuEuDdTS4WbKpj7uR+ZNh6dtU2f+t8FODW9nb4ffHBXdD0FnUkd8Kdap9qSZJ6zcfbGihr6eIvN5zTo2YXnqCHhZULubDwwujekgz61KR2X9cydyN01kDLTnV6w74amjqTOl9fb/l6nu6YH8CFj8v5+9IppyhKITAK+BLI7E6OEUI0KIoSF6ujA6EIOxudbKl1sKW2kz3Nbjz+MN6g+uMLhHH5Q1gNWm6f0p9bzz81ia8Qgn9u/yd/2vgn+tr78qdpf6Jv4vF1mjzGAdTSpA2b1Qtjn0PNLYI+CHmhda86rSHkA4MNJtwF4+8AW2bvxSCdUnGXAD+9dA9Wg44fTT7G6K8Q0Lqb2tJ3WFDxFlc73WRX/Eudj9t/hlq7UqtXm0TIqgqSdEpcUJLF09eO5MIhWT3aflHVIrwhL1cUneTit5ZdsOuj7sYOYfVLaF/lBb/z6wWrAbdaRszvOPK+CiaqF8gll8uLZClmFEVJAN4GfiKEcPa0Lq2iKHOBuQD5+fm9HpcQgm11ThaXNvHprmZKG1z7Ww4nWfQMzrKTYTNi1msxG7SY9FoybCa+MzaPlFOQ+AJ0Bbu4b9V9LKpaxKyCWTw88WGs+hOcY+9zqo1gatd1XySH1LKEFZ+Dq/7gbbUGtZSgzqwuVhvzA7UsWf/p8rPjNHTMBDjaE/TvvXgwV43KPfoVY0clfPgz2LuEv6eloElI4IcDvwPj71Rr4kmSFBUGnYbLR/b8nFuwdwEF9gJGZYw6/oOFQ7DtLVj/orpAdR9Fo3Yjs6SqC85M9oPr2/abql4EG7pbg2t06lSnpDy1+5H84pJiTFEUPWry+6oQ4p3up5sURcnuHv3NBpoP97tCiPnAfIAxY8aIw23TU0IIOj1Bmlw+qts8fLq7haWlzTQ6fWgUGJWfzM0TCxneJ4nhfRLpk2yOWgMJIQQ72nfwSeUnfFzxMc2eZn46+qfcNOSmI8cghJrMOmrUObldLepFsrNefa6jClpK1QtmRaPe+dFo1ce8c6H/NMgbr36uGO3yLtAZpicjwFGdoJ+daD5yVxd3C2x6BVY8DhotVZN/yvu173DdoOvJHHdaTI2SpLNWjbOGDU0buPucu4/vS1MItU3v0ofUqQqpRTDrYRhxrby7I532FPVkeAEoFUL88YCX3gO+DzzW/fhubx+70eHjo60NLCltoqrNQ4vLv390F8Bi0DJ5QDozSzKZVpxOaoKxt0M4qmAkyI62HSyrXsaiykXUumvRKTrOzTmXRyc9ytisseqG7ma1LKm7BZy1aomxhs3qnaJg1zd3bLB9fQE86GIonAh9xsk5/meZYybAMZugX7YM6jaotTa7WtTyIftKhwy6BOY8wd+3PIteY+CWYbf02mElSTo1FpQtQKNouLTfpT37hZAftv9XXWBS/xWkFcO1r6llg2T1BenMMRH4LrBVUZRN3c/9GjXxfUNRlFuAauDbvXGwBoeXj7c28uHWBjZUqTdtizNtnNs3hQy7iQybkUy7iaxEI0NyEjHptb1x2GMSQuAMONndsZv1TevZ0LSBLS1b8Ia8+5PeucPnMj1/OonGRHDUwRd/Vhe51288eGemRMgeodbkT8pX7wTZc9SRXEuarOAiAcc5BzhqE/Trv4J/XdkdoVmtp5k9EkbfpF6p5Y6m3FHOhxUf8r2S75FmlrV3JSmehSNh3t37LuflnEem9TCLRMIh2L0QateqlRf8LvUi2NOqjvhe9gyMuF5t4StJZxAhxErgSNnYjN48ljcQZuqTK/CHIgzKsvGzWQO5aHg2/dMTevMwx+QKuHhnzzusb1xPq7eVVl8rrd5WQt2dERUUilOKuWrAVYzOHM3YzLFqm/RIRG1Ote4F2POJOnUhewTMuB/SBqpTm/Z1TZQJrnQMPf42ieoE/WW/U0uU3bnxsJ1QOn2dPPrloxi1Rm4eenMP34EkSdEUEREauhoo6yxjbcNamjxN/Hzsz7sXsO4BX6e6SK1hs/qF5qhR62wbbWBMULspjr0F+k6VZQklqReYDVp+/+0RDMmx0y/KSS+oJUtfKX2Ft/e8TVewi/6J/cmyZtEvqR9p5jTSzGkUWLIZac7A7mpWpzKsfRU6/1dtK97VqlZisKbDpHvUi+K0oqi/D+nM0KMEOKoT9KvXqHU3Zz74jeRXCMGHFR/yxNoncAVczBs3jxSTbBUoSfFkb8deHlj9AHs69uAJefY/PyJ1CNPqdsP7935ddmyfvpPhwv+FgXPkKK8knUKXjjh2t8beVu+u56kNT7GoahEAFyQW8/2EAQzRWNS7PXVV0Pm5WprQ237wLyflq3eBUvqpbcPzz4VBl8oFadJJ60kViOhN0BcClj4M1gwYd3CXqDp3HQ+veZhVdasYljaM+8+7n+KU4pM+pCRJveutPW9R2lbK1QOvpii5iKKkIvp73Nhfuw4CH6tlgy55Sl2AYrCqxeGTC2MdtiRJvSkUAG87Qb+Dn3z+P1R21XGjtR83lG0gu3whsFDdTm9Vqzcl5UPOOeqfbTmQXACZQ2WVFumU6clQS/Qm6Jcvh6qVMOeJg1ZjLqxYyH1f3AfAvHHzuLb4WrSa6EzMlySp54QQrKhZwXk55/Grc3+lPtnVCq9MUb/Ibv5QnbMnSdLpTQho3qHW4BZCPc+rVkHVF2r1he6GVH9PSqQ0OZGnmlqY4S1TF7Gf92PIGqau8ZHTm6QY6UkViOhM0BcClj2ijgqNvmn/0xER4ffrf0+hvZCnpz1NdoJsJShJ8WpP5x7q3HX8cNgP1SfCIXjrB2ollx8slMmvJJ0JypbD0gfVBesH0hogdzSMvB6s6WxV/Dxf8QaXJQ9lxqgr1Ls/Kb3YrU2STkL8TLaLhGHIVeoKTt3XtQY3Nm2kydPEz8b8TCa/knQM0W5cs58Q4G5ixW51JtQUfSrs/kSt31vxKVz+LOSe02uHkyQpyvxutfvixpeh8nN1sOriP6iPigYMCZAzUu2UBvhCPn79/rdJs2Twywv/BgZ7jN+AJB0sfhJgrQ4m/L9vPP1RxUeYdWam9JkSg6Ak6bQT1cY1+719C2x7m+U5mQwTkP7PA1odj5sLo27stUNJktSLQn51JNfnUBekeTvUH0+7+vdgl/pa1WoIecHeBy58TG0DrDtyY4ynNz5NpbOS+bPmY5fJrxSH4icBPoxgOMiiqkVMz5+ORS87tEjSscSkcU3ZMtj2Ns0jrmGbcw13ZU2BKRepXdr2tRyWJCn+NGyBd26Flp3ffM1gU9uK681qa+BRN8DQq9UWwceYt7u2YS2vlL7CtcXXcl7OeacoeEk6OXGdAH9R/wUOv4OL+l4U61Ak6bQTlcY14RB88htILuTTQdNh7Rqmjrsbkgf0yu4lSToFvJ2w8Z9q1SVLKlz1vFpmzGhTu6iZk0+4zJjD7+C3q35Lvi2fe0bf08uBS1LviesE+MOKD0kyJskrSEk6TlFrXLPxn+pK8Gv+xYr6T8hNyKUoSRaml6S407oHljwAjVugs1p9btAlcOn/gTX1pHdf6ajk3zv/zbtl7+IL+XjpwpfknVsprsVtAuwJelhRs4LL+l+GXqOPdTiSdNqIWuMabycs/x0UTMJTNIM1Gx7kmuJr6GmyLUlSFGkN6lSH3DEw+mboMwYKzz+plsHBSJDV9at5rfQ1VtWvQqfRMadwDjeW3EhJakkvBi9JvS9uE+DlNcvxhrxy+oMkHYeoNq75/PfqQpkLH2V1wxoCkQBT86ae9G4lSToFkgvgzg0nvZumriZW1q1kZd1K1jSswR10k25O58cjf8zVA68mzZzWC8FK0qkXtwnwRxUfkW3NZmTGyFiHIkmnk+g1rhlzCyT3hewRLF95LzaDjXMyZakzSTpTuANudnXsYmf7Tna172Jr61b2du4FIMOSwezC2Zzf53wm505Gr5V3aqXTS1wmwB2+Dr6o+4LvDfkeGkV2iZGknopa4xpQC9qn3EI4Euaz2s84P/d8OV1Jkk5jQghK20tZWLmQ5dXLqXRW7n8t2ZjM4NTBXNr/UiblTmJA0gA53Uk6rcVlAry4ajEhEZLTHyTpNLCldQsd/g6m5U2LdSiSJJ2A8s5yPqz4kE8qP6HKWYVO0XFu9rlc2v9SBqUMYlDKINLN6TLhlc4ocZkAf1j+IUVJRQxMHhjrUCRJOobl1cvRKTom5k6MdSiSJB2H3R27+eumv7KkegkaRcPYrLHcNOQmZubPJMmUFOvwJOmUirsEuMHdwMbmjdw56k55tSlJp4HlNcsZkzUGm8EW61AkSeqB8s5y/rL5L3xS+QkJ+gRuH3E71xRfIxewSWeVuEuAP678GIA5fefEOBJJko6lwlFBpbOS6wZdF+tQJEk6hq5gF4+seYSPKj7CqDVy67Bb+f6Q75NoTIx1aJIUdXGXAPvDfibkTCDPJtunSlK8a/W2UmgvlOXPJOk0YNaZqXHV8P2S73PT0JtIMaXEOiRJipm4S4BvH3E7Qhy9/r4kSfFhbNZY3r/y/ViHIUlSD2gUDS/PeVlWV5IkIC7PAjn3V5IkSZJ6n0x+JUklzwRJkiRJkiTprKJEc7qBoigtQNURXk4DWqMWTM/EW0zxFg/EX0zxFg8cPaYCIUR6NIPpqWOcrxB//9bxFg/EX0wynmM7Lc9XOO2+Y+MtHoi/mOItHoi/mI4VzxHP2agmwEejKMp6IcSYWMdxoHiLKd7igfiLKd7igfiMqTfE2/uKt3gg/mKS8RxbPMbUG+LtfcVbPBB/McVbPBB/MZ1MPHIKhCRJkiRJknRWkQmwJEmSJEmSdFaJpwR4fqwDOIx4iyne4oH4iyne4oH4jKk3xNv7ird4IP5ikvEcWzzG1Bvi7X3FWzwQfzHFWzwQfzGdcDxxMwdY6n2Kovw/4CZgGPBvIcRNB7w2A3gWyAe+BG4SQhxtwZMkSafQkc5XRVEMwGvAGKAAmCaEWBGbKCVJ2uco5+x44GFgNBAGVgB3CSEaYhKodFjxNAIs9b564BHgHwc+qShKGvAO8FsgBVgP/Cfq0UmSdKDDnq/dVgI3Ao1RjUiSpKM50jmbjDoyWYh60eoCXoxqZNIxxV0nOKn3CCHeAVAUZQzQ54CXrgK2CyHe7H79AaBVUZRBQoidUQ9UkqQjnq9CiADwVPdr4dhEJ0nSoY5yzn584HaKovwZ+DS60UnHIkeAz05DgM37/iKE6ALKup+XJEmSJKn3TAa2xzoI6WByBPjslAC0HPKcA7DFIBZJkiRJOiMpijIcuA+4PNaxSAeTI8BnJzdgP+Q5O+o8JUmSJEmSTpKiKEXAx8DdQojPYx2PdDCZAJ+dtgMj9v1FURQr0B95i0aSJEmSTpqiKAXAEuBhIcS/Yh2P9E0yAT6DKYqiUxTFBGgBraIoJkVRdMB/gaGKonyr+/X7gC1yAZwkxc5RzlcURTF2vwZg6H5NiVmwkiQd8ZxVFCUXWAY8K4T4W2yjlI5E1gE+g3VXd7j/kKcfFEI8oCjKTODPqCVa9tUBroxuhJIk7XOM87US9Vw9UF95zkpS7BzpnAUE8ADQdeALQoiEqAQm9YhMgCVJkiRJkqSzipwCIUmSJEmSJJ1VZAIsSZIkSZIknVVkAixJkiRJkiSdVWQCLEmSJEmSJJ1VotoJLi0tTRQWFkbzkJIU1zZs2NAqhEiPdRyHI89XSTpYPJ+vIM9ZSTrU0c7ZqCbAhYWFrF+/PpqHlKS4pihKVaxjOBJ5vkrSweL5fAV5zkrSoY52zsopEJIkSZIkSdJZRSbAktTLNjVvwhvyxjoMSZJ6oKyzjFZva6zDkCSpB/xhP181f9Ur+5IJsCT1Ioffwfc+/h4vbX8p1qFIknQMQgh+u+q33PLJLcSqKZSiKP9QFKVZUZRtBzyXoijKYkVR9nQ/JsckOEmKA76QjyVVS/ifz/6Hya9P5gcLf4DD7zjp/UZ1DrAknenWN61HIBiXNS7WoUiSdAwralawtXUrD054EEVRYhXGS6ht6V8+4Ll5wFIhxGOKoszr/vsvYxCbJMWEL+RjZd1KFlYu5LPaz/CGvCQbk5nTdw4XFFyARW856WPIBFiSetG6xnWYtCaGpQ2LdSiSJB1FRET486Y/k2/L59L+l8YsDiHEZ4qiFB7y9OXA1O4//xNYgUyApTNcMBJkdf1qFlYsZFnNMrqCXaSYUrik3yVcUHgBYzLHoNP0XtoqE2BJ6kVrG9cyMmMkBq0h1qFIknQUiyoXsbtjN4+d/xh6jT7W4RwqUwjRACCEaFAUJSPWAUlSbxJC0ORpYlf7LkrbS9nVvov1Tevp9HdiM9i4oOAC5vSdw9issb2a9B5IJsCS1Evafe3s6djDnFFzYh2KJElHEYqEeHbTsxQlFXFh4YWxDuekKIoyF5gLkJ+fH+NoJEklhGBH2w7e3vM2pW2lhEWYiIgQIUIkEqHd106Hv2P/9vm2fCblTmJ24Wwm5EyIyiCSTIAlqZesb1Trb47NGhvjSCRJOpoPyj+g0lnJU1OfQqvRxjqcw2lSFCW7e/Q3G2g+0oZCiPnAfIAxY8bEZiWfJHVz+B18VPERb+9+m10duzBpTfvvimrQoFE0aDVaRhhGUJxczKCUQRSnFGPVW6Meq0yAJamXrG1ci1lnZkjakFiHIknSEQTDQf62+W+UpJYwPX96rMM5kveA7wOPdT++G9twpDOREAJnwEm7r10dkfV10O5rxxfyIRAHbScQ+0dxwyKMEAJf2Icr4MIdcOMKqo8723fiD/spSS3ht+N/y5y+c7AZbL0ffMgPOuNJ7UImwJLUS9Y1ruOczHPicT6hJEnd3t7zNnXuOu4df28sKz/spyjKv1EXvKUpilIL3I+a+L6hKMotQDXw7dhFKJ2JOnwd3Lb4NkrbS094HwaNgQRDAnaDnQR9AjaDjasGXMWVRVcyOHVwL0Z7CGcD/P18uPiPUHLZCe9GJsCS1Atava2UO8q5vOjyWIciSdIR+EI+5m+ZzzkZ5zAxZ2KswwFACHHdEV6aEdVApLOGw+/gtsW3Ue4o565Rd5GdkE2KKYUUUwrJxuT9JcYU1AtERVFQUNTpC4oWjaJOZYjZBeSK/wVvJ2SdXLUlmQBLUi9Y17gOQNb/laQ4FIqE2Ni0kTd2v0GLt4UnJj8RF6O/khRtXcEu7lhyB3s69/DM9GeYlDsp1iEdn+ad8NW/4NwfQUrfk9qVTIAlqResa1xHgj6BQSmDYh2KJElAIBzg89rPWVazjBU1K3AGnBi1Rm4cfCNjssbEOjxJijpP0MMdS+5ge9t2/jD1D6df8guw9EEwJMD5Pz/pXckEWJJ6wbrGdYzOHH3K6hVKktQzQghW1KzgiXVPUOuuxW6wMzVvKtPzpnNeznm90kFKkk43/rCfu5ffzaaWTTx+/uPMyD8NZ9hUroJdH8GM+8GaetK7k9/WknSSmj3NVDoruXrg1bEORZLOapWOSh5f9zgr61bSL7Efz854lgk5E+SFqXTWavY0s6JmBQv2LmBb6zYemfQIF/Y9zWpfd7VB+XL47Emw58L423tlt/JTQZJO0trGtYCs/ytJ0eYP+2nxtNDqbWV5zXJe3vEyJq2JX4z5BdcNvk5WZJHOGkIIuoJddPg7aPO2sb5pPcuql7G1dSsAebY8fjfpdzFt+33cAh7471wo/QAQYE6BK/4CenOv7F4mwJJ0ktY1rsNmsFGcXBzrUCTpjCaE4IPyD3hx+4s0djXiCrgOev3y/pfzk9E/Ic2c1uN9+kNhwhGBxSC/DqXTS6evk9+s+g072nbQ6e8kFAkd9PrQ1KHcNeoupuVNo39S/9Nr4WegC177DlSuhIl3w+BLIWcU9GLjGnnGS9JJWtuwljGZY+K1o5QknRHafe08vPphllQvoSS1hEv6XUKaOY10czpp5jQK7AXk24+jFXBnNcHSj3h37V4ioRDXjM5GM/kXoNGcujchSb2kxdPC3MVzqXZWc3G/i9USZqZkkoxJJBmTGJQyiExrZqzDPDF+N7z2HUT1F/gueRbv4G8TCEUIdvrxhyIEwxEGZdlOOqGXCbAknYQGdwO17lpuGHxDrEORpDPW0uqlPLT6IVwBFz8d/VO+V/K9E7/grP4SVv8ZsfMD9CLCNfueXwGc/1NAJsBSfKt313Proltp8bbwl5l/4dzsc2Md0hFFIoJAOEJECISASDgEjio8zg4aWztpbWsh2LwHQ2cZSb5aMsMNZIoWEHBP8A7efysJWPyN/e5+ZA4GnUyAJSlm5PxfSTo5gXCAZk8zLd4WWjwt+MI+AuEAgXCAYCTI9tbtfFz5MYNTBvPCBS9QlFx04gf7/I+w9EGEKYmPbN/msZbx3HnpBK4Z1xcUba/eXpWkU6HCUcGti27FE/Lw3AXPMSJ9RMxiEULQ6PSxt9lNWbObvS1uOttbSXLuIsFbT3KgHm2wCxDoCFOs1DJMU06C4sMGHDg+7VastOj70GQZwh5zLrXJEyhKG8uvDRoMWg0GnRaDTqP+aBU0vTCbQybAknQS1jauJcmYxIDkAbEORZJOC66Aiw/LP+T98vepdlbT6e886vY6jY4fjfgRc4fPPfFFbULAkvth1dOEh1zNbY7vsbTMzWNXDeOasccxbUKSYkQIQWl7KbcvUSsg/GP2P0667nxlaxflrW58wQjeQBhvMIwvGMbpC9HRFaDdE1AfuwL4gmEE6qkkUEdzO7oCdAXCgGC8ppQbDJ9yAV9iJABABIWQwQSKglA0OMwFVNkvp80+CGFOIT05kaz0NJL7FJNgTSdBUTi51hbHRybAknQC9tUa/bz2c8ZmjUWjyNumknQkQgg2t2zmrd1v8UnlJ/jCPgalDGJ24WzSzelkWDLIsGSQZk7DorOg1+oxaA0YNAaMOuPxJb4hP7gawd0ErgZwNkDVKih9j9A5t/CD5m/zeVk7j181nGvG5p26Ny1Jx8ET9FDuKKfcUU5ZZxkVjgrafG04/U4cfgfOgJOwCJNpyeS5C56jb+KJp4rrK9v526flLCltOuzrigJJZj3JVgMpFgN5KRbMei2KAhoRRkcYLRHyNB4m+1cwoHkhJncNwmhHGfZdKL4IUvqiSczDoDPs329G90+8kAmwJB2HcCTMkuolzN8yn90du+mT0Iebh9wc67AkKW60elspbSul2lVNtbOaalc1FY4K6tx1WHQWLul/CVcPvJohqUNO/mBCQPVq2L0QmrZD0w5w1X9jswB6XtV9h0fWzCAi2nn8W8O5ZoxMfqXYiYgIm1s2s7hqMStqVlDjqtn/mk6jo9BeSLo5nRxrDnaDnURjIonGRC4svPCEFrdFIoLFpU38/dMyNlZ3kmzRc/eMAUwtTsdi0GHSazDrNBiVIFZNCF3Er55L7RXQXq6eX41b1T8jvt6xooF+U2HWvSiDLwPD6dNoRibAktQDwXCQjys/5vmtz1PhqKDQXsijkx5lTt85BxXZj0QEt72ygWvH5jFj8Gm6AleSTsDejr28uP1FPir/iJBQyzFZ9VbybfmUpJZwy7BbuKjvRVj11pM/mLcTtr2NWPc8SvMOwho9baZC9iglbNFMocKfQItIokkk4zVlYE/JIi/Vyo9SLUzsn8aEop6XSZOk3rS+cT0LKxeyrHoZLd4W9Bo95+WcxxVFV9A/sT/9kvqRZ8s77uYtoXCE9q4Are4ArW4/9Z1eajo81LSrj1VtHtq7AuSlmHnoshKuKfRhql8F676Alp3Q1aL+HFJKbb/kQsgaBkO/pdbhVTRgsqujvbask/+HiQGZAEvSUbT72nlz15u8vut1Wr2tDEgewJNTnmRW/qzDrkL/oqyNxTuauHRETgyilaToEkKwsXkjL257kU9rP8WsM/OdQd9hduFs8m35pJhSTq5UUVcrtOyCoBdEGFdHM12bF5DW8Ck6EaRU9OWl0K28Hz6PgM/MgIwESgrsDM1J5Fs5dgZl2Um0yGYYUuy1elt59MtHWVy1GLPOzKTcSczMn8nkPpNJMCQc9/7c/hDvbarn7Y21lLe46fAEv7GNVqOQk2QiL8nM9f18zDaXMiS4Dc2qL2BRi7pRQiZkj4Ds4WDNAKNNTXC1BjWxTe6rJr+n0chuTx0zAVYUJQ94GcgCIsB8IcTTiqKkAP8BCoFK4BohRMepC1WSTo1gOEi7rx1PyIM35MUT9NAV7GJ5zXI+KP8Af9jPxNyJ/G7w7zgv57yjfqH/Z30NiWY9F5TEbvRXUZR/AJcAzUKIod3PyfNV6rGIiNAV7MIT7D4nQh48QQ/tvnZq3bXUuGqodamPde46ko3J3DHyDq4rvo4kU1LPDyQEuBoJt+7F37yHUHsVdNagddVh6NiD3td20OY2wCOSeEXMZHvqbIz5oxmVm8SNOXYGZtow6WUVBym+7Gve8vi6x/EGvdx9zt3cMPgGzLrj72YmhGBrnYN/r63m3U31eAJhijNtXDw8m1SrkVyjh/xwLRnBGlKEA7viQeNphYrPob5a3UliHvSfAQUToHASpPRTJ/2ehXoyAhwCfiaE2Kgoig3YoCjKYuAmYKkQ4jFFUeYB84BfnrpQJenklTvKWduwlipnFZXOSqqcVdS564iIyDe2NWlNXNb/Mm4cfCP9kvodc98dXQE+2dbI9efmx/qL+CXgz6gXrvvMQ56v0mGUtpXy+q7X97cUbvO10e5t3z+N4XCSjcn0sfVheNpwbh5yM5cVXXb0L3QhoHU3tOzC17ibmj2biLTsIjdUQwJetIAFCAkNjaTQIFKoiAxll8hjt+hDUJdAcXYSJXmpDBg6jhvyUtBr5cJTKb41djXy0OqH+Lzuc0amj+TBiQ/SL/Hg7xK3P8R/N9ZS7/Dh9oXo8odw+dXHQChCOByiwL+bfsE9REIBXN4A+VoPbyU2UhSpRO9uRdmKeo5FDhkF1ujBnAx542DST6D/dEiJZp2F+HbMBFgI0QA0dP/ZpShKKcJlvckAACAASURBVJALXA5M7d7sn6hlxOUXqhR3nAEnCysW8m7Zu2xp2QKAWWem0F7IkNQhXNT3IjIsGVj1Viw6Cxa9BbPOTIG9gERjYo+Ps2BTHYFwJOaLa4QQnymKUnjI0/J8lb7hi/ovuGf5PWgUDXm2PFLNqRSnFJNqSiXZlIxZZ8ait+w/L5KMSfRJ6HP0W7bhkFqBwd0InTVQtgyxZxGKqwEAE2ATyTQZCtiSejHOhEK8CYX4EwtR7LmYTEZMei1Zei2Fei3fMuoYkJkgE14p7oUjYXZ27GRtw1rWNq5lfeN6FEVh3rh5XFt87UHT5nzBMK+sqeIvK8oIdbWTpvFgN0KSIUJ/bTMDlFqKwmUM9m/FKtxfH0QPQtGgmAZC1kSw5349gmtJg/RiSC1Spy/oTGft6G5PHNcc4O4v1VHAl0Bmd3KMEKJBUZR4qm4hneWEEHzV/BWv73ydpdVLCUQCFCUV8fMxP2dWwSyyrdm92hddCMF/1tUwvE8iJTn2XttvL+rR+aooylxgLkB+vqyPeib7uOJjfr3y1/RL7MdfZ/6VDMuxP8L9oTAuX4iWTiceZzvB9mr07buxOvdice7F6izD7KpGc8DosVexsFozko+Dl1Kp7cvQ4aO5esIgRuT0/OJSkuKBJ+hhdcNq1jeuxxvyEoqECIkQ4UgYd9DN5pbNuAIuAPol9uOKoiv43pDvkWf7elAkEIrw/sqNVHz+GiWBrSw0VJFh6i5HJgD/vi0VdXrC4CvVKgv540FvAUWDojeDzhjFd35m6nECrChKAvA28BMhhLOnyYP8QpWiKSIiLK9ZzovbXmRzy2bsBjtXDbiKK4quoCS1pFeT3gNtrXOws9HFI1cMPSX7jxYhxHxgPsCYMWPEMTaXTkdC8Oq2F3l841OckzyI/yu5DV35Ojq6HAS7Oom4uuvnupsIeV2E/R4IelDCfnQigAU/BXjQKF//9wgJDVUik69ELnvFUOpEOk0iiYAlE09SMRlJNiYNSOP+kbkkGOXaa+n00eBu4NPaT1lRu4J1DesIRAKYtCYSDAnoNDq0io5IRAGhZ4B1AvnJxYzwRihwVEBbCzVf/S9lwQChYIBQKEi6t4orxQ40isCXmIcp/zzIGQm2bNDoQKuHpAJIG3hGLjyLJz36JFIURY+a/L4qhHin++kmRVGyu0eTsoHmw/2u/EKVoiEYCfLe3vd4aftLVDoryU3I5VfjfsUVRVdg0Z/6D5HX19Vg0mu4bGTcVn/o0fkqxVCgC5pLoXUPhAMgImpJIr9L/Qm4IeiBgEd9Hbrn/YXUv4eD6hzASKj7J6LuQ4TV5hDhAL6gh/kmwXNJdqZ3eXii8hOMGz8B1Dm4ABGh0IadFpGECzNCa0JjTMFoM6M3mnEaLDSYk9FYUtDYsgilFRNI7IfQGshCXS2daNaTlWiK9Vx4STopn9V+xl3L7iIswqQbcxmVOIe8cB45TvDXt+FyOQn43GQoneQqreQryxii/AO9EgYgKLSE0CIUDWFFR0TR4jakUjXg/1E45UZMGSfXyU06OT2pAqEALwClQog/HvDSe8D3gce6H989JRFK0jF4gh5+uuKnrKpfxeCUwTw5+UlmFsw87jqKJ8obCPP+pnouGpaN3RS3JZfk+RpPnA2w5llo2Q2eNrX+Zmc1BxWYP5CiBWMC6K3qqJBGr9bhVBTQ6BBaPZu0glYduBUNLkWPC4GDCI0iRCPQKBQ6UBPSMcE8rI2DuSdkITkljVED8jHZktFZkjDY0jCbzCRb9QxPsWI2yCRWOst4O2hp3MW8z36JxW/ixoYkpoTrKFLWYVQOWRyqh4iiI5SQTdiejz/nIrwF56MtOBeDxY75kLnrcuJP/OhJhjAR+C6wVVGUTd3P/Rr1i/QNRVFuAaqBb5+aECXpyNp97fx4yY/Z0b6D+867j6sHXH3KpjkcyUdbG3D5Q3wnTjpLKYryb9QFb2mKotQC9yPP1+gLB7tHYLtXZwe6wOeAr/4Fa59TR2kzSsCSqtbZHHkDZA6B9EGgN6lJr0ar1uU8wmIWIQSL92zlyQ2P0hjY3v0k+/NoETYSCSUigplEgkmIYBIRfybrgsO5fFQut4/NZ2iuPernjCTFnaAXSt+HjS9D5ee8kJKM257Av9qaGKy34s0ZRiDrEjRZxejTB6j1c/Um0JnRmJMwHKYuvBTfelIFYiVwpE/HGb0bjiT1XJ27jtsW30ZjVyNPTX2KafnTYhLHf9bX0DfNyri+KTE5/qGEENcd4SV5vh4PIdSE1duhJq9BjzoNwe9WH7tawNWoVjzwdqrbHvgT9h9+v4oGhl8LU3+pJr49FAxHcHqDOLxBWlx+Fu2s4b3Kf+G1LIWInszwdRRYhmAzJmA32Eg0JmAxGjBoNeg0CjqtBr1WwW7SM6W7/akknVUctbDrY+iohJBPnU7kbgJnnXoHJuih3ZjL77Wzed9eyuzkiYy46j6wZWOQF4lnHPkJKJ2WdrXv4kdLfkQgHOC5C55jVMaomMRR3uJmbUU7v7xwkBxFi0c+Jzhq1HJc+5LSoE9Narua1U5jAbea4Aa6IBLuHq31qK/vm2t7JHorJGSotTZNiZCYC6YkMCeBIQGhaPAEI3T4BI6wEVfEQKWxmColl87lLly+jbi7a366fCG6AiFCYYEQINj3CF3+IJ6QF0XjRdF60BhaMGYsRGPtYHjiDB6c9EsGpGVH5Z9Ukk4roQBsegW+egXqNqjP6cygNyP0FoKmVNr1edSmjeTVjiEs6MwnZ8h80o0ZPDDn93ACXdqk04NMgKXTzuaWzfxo8Y+w6q3888J/UpRcFLNY3lhfi1aj8K3RuTGLQTqEqxE2vw6bXlWbLxyJOVmtm2m0gcEK9hx1FbZGp7YCTchQb3Oak9XX9VYwWBEGK25hokXYafHr6fAEcHpDOLxBnL7uEdomP1VtHqrbPbj9hzaU8KHXlpNo1mM36Ukw6bAadOSlWLAatIQ1HTgjlTgjlTgiFTgjVeiEAxsHN2sptPXlvgl/YGzW2N7/N5TigqIolYALCAMhIcSY2EZ0GvC71OkM4SBUroQVj6ojvlnDYcZ9MOhSdgSzePSjUrbUduJsVs9PrUZhcLaNG8/9igXVNTw9/ukTalEsnT5kAiydVkrbSrl98e2kmFJ4YfYLZFmzonLccESwubaT0gYnFS1dVLZ1UdHaRWWbh2nFGWTYTFGJQ+oWCasju/vm2Xa1ql92FZ9B9Wq18kH+eTDzAbWkUFK+mshqDWr9TFMS6Ay4/SH2NLkob+nC5QviCYbxBsJ4AmE8rhDu1jBuXxCXL4TbH8Lp9dDa1Ukg9M3OgaBO07Wb9KRaDeSnWhhbmEx+qpWcZC0afSeOUC2t/hpq3JVUOirp9HfiiQRxRIKEIiGC4SBevxcAjaKhX2I/zks9n0xLJnaDHbvRjs1gI8mYxMj0kei1cbvoUuo904QQrbEO4rTwxTOw+D71M2GfrGFw/ZswYBYoCrubXNz4whq0GoWLh+cwNNfO0JxEirNsNHvruOq9e5hVMIvp+dNj9z6kqJAJsHTaKOss47bFt5FgSOD5C54/5cmvNxBm5d5WluxoYunOJlrd6u1wo05DYaqVARk2ZpVkcfPEwlMax1kp4IG2vWqS66hVpzKEvOr826bt0LBJnbpwEAWyR8DEu/EP/Q4txnxa3QEc3iCOtiBObxCnz0+nx01ZcxW7mlzUdni/cWhFAYtei8Wow2bUHTRCazPpSE8wkpZgJM1mINmiJahpxRNpwRlqps3XSH1XPS2eFhwBByt9DhyVDvxlB88HzrBk0C+xH/n2fAxaA3qNHr1Gj06jIychhyGpQxiYPDAqJfwk6Yyw8WVYdC8MnAMDZqqVUuw50H8GaNRKDBWtXdzw/JfoNApv3HYeBakWApEA/rAfV7Cdh1Y/hF6jZ964eTF+M1I0yARYOi1UO6u5ddGtaDVanr/gebITTmy+Y5PTx65GF4FQhEA4oj6GIrj8Idq7/LR3BWhzB2jrCrC93oEvGMFm1DGlOJ1ZJZmMKUwh225Co5HzfXtNwKMuSAl6oWEzbHtLXagS9By0mVA0RHRm2s2F7DDPZKe5AJ9iIiI0eBUTpbpB1LlNtKz041pSBpQd9nAGrYa+aVZG5Sdz3bh8BmbaKMpIINGsx2LQYtRpDjuf2xP0sLtjN6Xtm9jZvpPFtaXs7dxLMBLcv41O0ZFlzSLDkkFeQh5DU4eSZEzCbrTvT3r7JvbFqrf26j+hdMYSwCJFUQTw9+66+tKhdrwH798NRTPhmpdBZ/jGJjXtHm54bg2RiOBnVwS5cclsnH4n4pDSg78d/9sedUWUTn8yAZbiXoO7gR8u+iHBSJAXZ79Ivr3nHQUjEcHWOgdLdzazbGcT2+qcR9xWo0CK1Uiq1UCK1cB3xuQxqySLcX1TMOg0R/w96QREwrB7IeKLP6NUf3HQS35DElVZF1NhG0OzNoN6kca2dg3ra1x4vRFwQZ9kMzlJZjQKKChoNOrj4GQ9kwcYSbcZSUswkJZgJMliINGsw27SYzfrj5jgHsgdcLOzfSc72nZQ2l7KjrYdVDgq9n9ZJhmTGJQyiBsG38CA5AHkJuSSm5BLujkdrSyHJPWeiUKI+u7W5YsVRdkphPjswA3Oym6rjlooW64uaqv/Chq3Qp+xR0x+Gx0+rn9+DV2BMH+6oQ+/WXsLOQk5XFt8LSadCaPWiFFrJMuaxfm558fgDUmxIBNgKW4Fw0GW1Szj6Y1P4wq4eGH2C0dd8BYKR6hs62Jno4tdjS52Nrr4qrqTVrcfjQLn5CfzPxcWMzo/GbNBi0GnwaDVYNBpsBp0JJr1cmT3FPG319D2/gOEnE0E/R5s3loywk3UiTTeDl9Jh7Dhw0CdSGO1r4SQU/1o0moUbCYffZLNfGdsPmMKkxlTkEJWYu/NuQ6EA2xo2sD2tu3sbN9JaVsp1a7q/a9nmDMoSS1hduFsBqcMZnDqYDItmbLqh3TKCSHqux+bFUX5LzAO+OyQbc78bqtCqInu9ndg9yJo3aU+b0xU2whP+glMuFNdrNqt0xOgorWLqjYP/7dsDx1dQV68eSRPbr0TjaLhmenPkJMQt507T7lgMEhtbS0+ny/WofQKk8lEnz590Ot7vi5CJsBS3Cl3lPPO7nd4r+w9OvwdZFuz+evMv1KSWnLY7X3BME8t2cNLX1TgC6qLHzQK9E2zMrEolanF6UwZmEGK9ZsjA6eEELDkAUjsA+Nujc4x45h39wr8r3+fpLCXvSKHkMZAm6GADzNvpy1/FklWC30sBpKtepIsBh4w67GZdNiMekz6Y4/WnohgOMiahjUsrFzI8urluIIuAHITchmcMpjLiy5nUMogSlJLSDOn9frxJelYFEWxAhohhKv7zxcAD8U4rFMj6FPn9rfuUssV7mv/va/1d82X0F6mzustnATnfFed25sxeH+DmGA4wuurK3l7Yx0VrV04vF9PTbKZdLx481g+afwLpe2l/Hn6n8/q5BegtrYWm81GYWHhaX8xL4Sgra2N2tpa+vbt2+PfkwmwFBf8YT+Lqxbz5q432di8EZ2iY1r+NL414FuMzx5/xNvKX+xt5Vf/3UpVm4fLR+YweUA6xVnqnE6TPga3ooWAhfPgy7/B2B9G//ix1tWqLlBzN0PIh7+lHMOXz1Ivstg15Z+MP3cCyRY9iqIw7hSFEIqEcAVcOANOnH4nnf5OOv2ddPg66PR30tDVwGe1n+EMOLHpbUzLn8YFBRcwMmMkiUbZqFSKG5nAf7uTEx3wmhBiYWxD6gWte+GL/wNXg5rcetvVcoWRQ8oF6sxq22+9BVL6wcS7YfClYDm44VAkIvhgawN/WLSLqjYPw/skcumIbApTrepPmoW8FAvLaxbzn13/4eYhNzMlb0oU33B88vl8Z0TyC6AoCqmpqbS0tBzX78kEWIqpamc1b+5+kwV7F9Dp76TAXsBPR/+Uy/pfRqo59Yi/1+kJ8LsPS3lzQy2FqRZeu/VcJvSP8UhdJAIf3gMbXoLxP4bZv4ttPNG04SX47Pdq1YYDGIGPI+eiveJZLjpnQK8dzhVwsat9F5XOSiocFVQ6K6lyVtHmbcMdPLQ6xNe0ipZkUzKT+0xmduFsJuRMwKCN0p0BSToOQohyYESs4+gVQqgXxSv/COueB60R0gaoUxaSCqB4DmSPVFuBm5PV2txHKPEnhCAcEYQignWV7Ty+cCfb6pwMyrLx4k1jmVqc/o2krtJRyf1f3M/I9JHcec6d0XjHp4UzIfnd50Tei0yApZhwB9z8auWvWFGzYv9o7zXF1zAuaxwa5fALziIRwabaThZua+TtDbU4vEHumNqfu2YMiM1o74HqNsDSh6B8BZz/M5j+2/235s4Kq/+i1ti94BHIHonTmMWdb5WytcnP/15/PhcMOfmSdUIINrds5o1db/BJ5ScEIt1l6bRGCuwFFCcXk5Gbsb9ert2g/iSZkkg2JpNkSsKmt51RH/qSFLc6q+Gj/1Hrcvudam1eRQPnfB+m/VptNHOIYDhCVZuHisp2qtrU+btV7R6q27podvkJhQWB8ME1uHOTzPzxmhFcPjIX7WHWcHiCHn726c8waA08OeVJ9BpZOzte1NTUMHnyZDZs2EBKSgodHR2cc845rFixgoKCglN+fJkAS1HnCXq4Y+kdbG3Zyh0j7uDqgVeTbkk/7LZCCNZXdfDhlgY+2d5Ig8OHXqswqSiNX8weREmOPcrRHyDkVxsvrHsedi9URy4u+v3ZN+/X3aLO3Zv5AEy4E4c3yPXPrWFPk56/3nguMwZnnvCuhRB0+DtYUrWEN3a9wa6OXVj1Vq4ccCVT86bSN7Ev2dbsI140SZIUZZEIrH9BXQcBMOzbYE1TW4UXzYSMwfiCYSoanOxucrG32b3/p7Kti2D463V8NpOOwlQrQ3ITmWE3YdBp0GsUdFoNOq1Chs3EpSOyMeq+OQAihOCTqk/40/o/0dDVwLMzno1a4ySpZ/Ly8rj99tuZN28e8+fPZ968ecydOzcqyS/IBFiKMm/Iy4+X/pgtLVt4fPLjzC6cfdjtnL4g72yo5V9rqihr6cKg0zB5QDq/mF3MjMGZJJpjeBXfXgFLH4Q9i9VmDKYkmH4vjLsNTDFMyGOlaqX6WDAJgFfWVLG93smLN41l2qAj19MMR8K0eFvo8HXQ4e+g09dJh7+DJk8Tta5aal211Lhq9k9pGJQyiPvOu4+L+14sG0RIUjzwdqg/fpfabnjvUihbBo4aRL9ptM14kvJAKpWtXVS0dVG20M3e5hVUtnUR6c5zNQoUpFrpn57AzJJMitIT6Jeuzt9N6l4vcLy2t23nibVPsLF5I8XJxTwy6RHZMjxO3XPPPYwePZqnnnqKlStX8swzz0Tt2DIBlqLGF/Jx57I72di8kUcnPfqN5DcYjlDa4OT1dTUs+KoOTyDMiLwknrx6OHOGZZNgjIP/rvWb4NWrIRSAYVfDoEug8HzQn8WtkCtXgd6qliMCFu9oYnifxG8kv0IIal21rG5YzZqGNaxtXIvD7/jG7nQaHX0S+tDH1oeRGSPJs+UxMn0kQ9OGyukLkhQPOmvUEd5tbx38vMGG6DuZt5Nv4YGywbh37N7/kk6jkJ9qYWCmjUuGZ1OUaWNgZgJ906yHHcE9EQ6/g9+v/z3v7n2XZFMyD5z3AFcUXSFrcx/Dg+9vZ0f9kWvkn4iSHDv3XzrkmNvp9XqefPJJLrzwQhYtWoTBEL01GXGQUUhnA3/Yz0+W/4S1DWt5ZNIjXNT3IlaXtfFVTQe7u2v2lrd0EQhHMOo0XDYih++eV8DwPkmxDv1rZcvhPzeqUx1u+gjSB8Y6ovhQuRLyx4NWT7PTx6aaTn426+B/m/WN67l31b3UuesAyLRkMi1vGsPShpFqTt0/RzfZmIzdYJdfWJIUT7ra1DJkjlq1Hu/a7oZ0E+6CjBJ10VpCJsHM4dzz1nY+2NnA5SMzGZWXRGGalb5pVnKTzOi0p26qkhCCe1fey8r6ldw09CbmDptLgiHhlB1P6j0ff/wx2dnZbNu2jVmzZkXtuDIBlk65Nm8bv1n5G1bVr+L+8Q+g84zlkmdWsr37ijMn0URxlo2pxRkUZyUwdWAGydGq2Xs07RVQvhxq16uL3Fp2qXUnb3xb7TEvqWXPWkph+LcBWFLaDMCsIV/P+xVC8Njax4iICL859zeMzx5Pgb1AjuZKUrwJh9RKLpGQusahejVsXwBVq+DAlsFDr1bn/Cfl7X/KFwzz/17byJLSZn41ZxC3Tekf1dAX7F3AitoV/HLsL7mx5MaoHvt015OR2lNl06ZNLF68mDVr1jBp0iSuvfZasrOzo3JsmQBLp9TSqqU8tOYhXAEXl+bczV8+SKW8ZSP90qw88a3hzB6aFdv5vI46qFuvJrmuRnWlciQEDZuho0LdxpoOuaPVKQ9jbwVzHI1Kx1rVKvWxUG0funhHI3kpZoozbfs3+az2M3Z17OKRiY9wedHlsYhSkqRjadoOb978dZe1fdKKYcov1c/AxFy1wY/p4HrZXf4Qc/+1nlV723j4iqF8d3x0FjHtU+uq5bG1jzEuaxzXD74+qseWTpwQgttvv52nnnqK/Px8fvGLX/Dzn/+cV199NSrHlwmwdEo4A04e+/Ix3i9/nwxjPwxNt/La9mQGZ2v58/WjmDM0+7Ala6KmbiMsvg8qP1f/rjWoo7qKVi3VkzYQxt+udhtK7X92lTQ7HpWr1EL1OaPo8odYVdbGjed+PborhGD+1vnkJuRyUb+LYhysJEnfIIRax3vhPDDa1Uo2piTQ6iB9kHrX6ygc3iA3v7iWTTWd/OHbI/jW6D7RibtbRES4d9W9aBQNj0x8RFaEOY0899xz5Ofn75/2cMcdd/DSSy/x6aefMmXKqW9WIhNgqVe1eFr4svFL/rT+KVq8LWgcsyirn8LognQevaQ/04ozYnvru3ErrHoatr4JljT1Nl7hZMgaCjpj7OI6XVWuhLxz/397dx4edXX3ffx9ZjKTTPaQjSWEJawhbDGAoqhgcStWWdoLqygWpFoFFGu9qwVa7d3lEX3UW22LPoi3ly3Wu0AtxVpuNxBkC2tAliwEEpIQQibLJJPMcp4/fhEDAglhZjJJvq/rykVm8sv8PjPMF05+Oed7wGxh48ESGt1eJqd/M/1he+l29pXvY/HVi6X/phDBRmv48CnY/ifoPxGmLb9gf96LKTjt4Mfv7KTgtIPXfpjJbcMD86vr5t45+A7ZZdn8+tpf0yMy8OcXbTdv3jzmzZt39rbZbCY7Oztg55cBsACM+VtnHI2ccTRSWWf8WV3vosHtbfbhodHtxeXx4nJrXB4vVe4SzngPUK2PUq2P4sTYilA3JlFX/DA39MnkJw8NYEzfbi0k8CGvx2i87qyCuopvFnDs/YsxtSEkzNis4trHumbbMl+pOwOnDkDGNMDo/hAbbmFM37izhyzft5xEW6JMfRAi2GhtdHLY/idj58qbfw2m1l89/d+DZTz+3h5CzIqVD4zl2gGB34kztzKXV3a9wqTek/he2vcCfn7RsckAuIuqqnOxtaCCL/Mq2JJ3miNlF98+9mvWEBOhZkWIrQwVkYPHtg+v5SQAJm8UFld/otzXYXGnMTIxnYfmDQ7cRhUuJ+x5F758zRjsXkjycLjt/xiN2cMDOCDvrM7O/70Ot8fLJ4dPMWlw0tmV3ntO7WF76XZ+mvVTQs1ydV2IoLJxGWx+CbLmGNu2t/I3c16v5qWPj/LKx0fJ6BXNH+65it7d/N+X2+1149EePF4PXu3F7XXz9BdPE2mNZMk1S2RRrbhsMgDu5DxeTVFlHXnl3+y281VJDQdOVuHVYLOYGdOvG98d3pPk6FDiIqzEhJsItbrwqloqG8uocJZRXl9GiaOEveV7KawuRKEYnTSa7/S5l+tTric1KjXw/wC5G6FoB+R9DLveAccp6JVlLNgIizWu7obHG1MdIpMgNlXm8vpS4RYIsUHPTHYcq8Re5zpn+sMb+98gNjSW7w/6fjuGFEIA4HHB8a2Qu8HYsKIsB0bebcz5beW/i1V1Lh7/6x4+OXSK6Zkp/OfUDJ9uQ1/VUMX6gvXsKttFZUMlVQ1VVDqNP50e5wW/5+WJLxNvi/dZBtF1yAC4k6l0NLLreCU7CyvJPlbJvmI7Ttc3e6cnRIYyMCmS+ZMGMiI1hDrzV+woW8emioNU2auoaazB4XJ863FNykRSeBJpMWncl34fk1InkWAL8K+83A3GFIZjXxgfx78EV52xaK3/jXDd40Y3AhnkBsZNS2DkTAixsuFgmbFb3yBjS+tDZw6xsWgj80fPl13bhAgGxbvg7Slgshh9u2/5LYydd8lpD/WNHnYdr2RbfgVb88+w54Qdr9Y8d+cw7r3aN60MvdrL9tLtrD66mo8LP6bR20ivyF4k2BJIDk9mcNxgYkNjibRGEmIKwaRMmJUZszKTGp3K9SnXX3EG0TW1OABWSq0ApgCntNYZTff9EngQmiZ8wtNa6/X+CimMXdLKaxoorXZSVuWkrNpJhaORCkcjZ2qNObtlNU4KK+oAY9edYb1iuHtsKkO6RzEgKZK0hEiK64/yUeFHbDn5JSu2HgIgyhrFyMSRDO42mGhrNNHWaKKsUcSGxdIjogc9InqQGJ4Y+EVM9XbI/wwKPjf+8S47AF6X8bWkdBh9rzHw7XOttCZrDxYb9BiJ1poNX5VybVo8EU279b2x7w0iLZHMHDKznUMKIQCjjdnMP0O/642NKy5Ba80za3N4f+cJXB6NScHwXjE8cG1f7hjZk4xeMZf8/tbQWrMmdw3L9y2nuLaYKGsU0wZOY9rAaQyNv3TnCSF8oTVXgFcCrwL/fd79/1drvczniboQt8dLtdONV2u8Xo1Xg0drSuz1HCmr5eipGo6WGdMWymqcaH3u95sUxIVb6RZhfGT0jOEHWb25qk8cwtyhHQAAGNZJREFUI1NisVmNX02V1Jbwz4LV/Gr3BxRUFRBiCmF00mjmj57PNT2uIT0+PTA7b7kbjf3iK45C7Smj3672grMa6k4bmyo01oKrHpx2KM0B7QFrFPQaDdc8Ar0yjQFvROAXXIgLO1xWw4kz9Tx8wwAACqoK2FC4gbnD5xJtlUWGQgQFcwgM+W6rDn1nayF/3nac6ZkpTBnZg6w+cUSF+e4CyBnnGZZuWcpnJz5jVOIoFoxewE19bpK1AiKgWhwAa603KqX6+j9K13GotJq/7ihi7Z5izjgaL3qczWJmYHIk4wfE0zsunO4xYSRHh5IcHUZydBhx4dazvXSPVB5h1aFVFDRWk3fcy6pCLx7twe60s7d8LxpNZlIm911zHzf3vdm3AxPHaTjyEdSWGVMSXPXgaTTmnLnqjO0z7SegutgY0F5IaNN83dAo48qirRtMWAQDvmPM6zXLbJ1gteFAGQDfGWq0T9pYtBGN5u4hd7dnLCFEGxw4WcWv133FxMGJPD9jBCYf92vfVLSJxZsXU91YzZNZT3Jv+r3Su1e0iysZVTyqlLoP2Ak8obWu9FGmTqnG6WLtnpO8v/ME+4qqsJgVk9OTGdO3GyEmhcmkMCmFSUFiVCgDk6LoFWtr8R+fY1XHeH3P6/zr2L+whdhICk/CrMyYTCZMmAgNCeXhUQ8zpf8Uekf1vuRjncPrAftxY96t12VcvXXXG90WGmuM6Qn1Z6BgIxRsajawVcYA1mw1PixhEN3LmHMWmwoJAyF+IER1B7PF2HgiNFJ68HZgG74qY1TvWJKiwwDItecSHxZPYnhiOycTQlwOR4Ob+X/ZTWy4hWXfH+nTwa/D5eCl7JdYdXgVA2IHsPzm5QyKG+SzxxficrV1APwH4DmMzcGfA14AfnShA5VS84B5AKmpqW08Xcfl8Wre23GCZf8+zBlHI0O6R7H0jnTuHNWLbhHWy348t9dNvbue8vpy3sp5iw/yPiDUHMqc4XOYPWw2MaFtnJultTHHNv8zY4FZ4RZoqGr5+7qlwXWPQfqdxu5pIWGyCK0LKa1ysq+oiidvGXz2vnx7PgNiB7RjKiFEWyz94AAFpx28O3cc8ZFtvyjh8XrIteey//R+ck7nsP/0fnLtuXi1l1nps1iYuVCmOwgWL15MQkICCxcuBOCZZ54hOTmZBQsWBOT8bRoAa63Lvv5cKfUGsO4Sxy4HlgNkZWXpix3XGW3Nr+BX/zjIVyXVjO3bjZ/fP4RRvWMvunL2QMUB/rj3jxRWF57tc+jVXjxeD06Pk3p3Pa6vF4EBVpOVe4bew5yMORdvA+OsgrKDxnxbr9uYntBQbcy7ra80NoqoLTM6KtQ2/bXGD4CMqcbUA2u4sWrYbDWu7FpsYI0w2ozZYo3PRZf1VUk1YRYTNze1P9Nak1eVJ03phehg1uwu4n+yi1gwaQDj09q+xsLtdfPox4+y+aTRJzzaGs3whOFM7D2RCSkTGJk40leRha98+B/GLqm+1H043Pa7Sx4yZ84cpk2bxsKFC/F6vaxatYrt27f7NscltGkArJTqobUuabo5FcjxXaSOpdrp4uDJahrcXlxNu6Q1erz8+0AZ/9xfQq9YG6/9MJPbh3e/6MA3z57Ha3teY0PhBmJCYxjbfSwhKgSzyWj1YjaZsZqs2Cw2bCE2wkPCCbeEM6HXBLpHdP/mgbQ2pi543XD6COx409jy11V38ScQGmNsCtF3AqRNMroqxPTy6WskOq+JQ5LYs+RmQkOMOXyljlIcLodcARaiAyk47eAXa3IY27cbC24aeEWPtWznMjaf3MzCzIXc0ucWUqJSZJMKcUF9+/YlPj6e3bt3U1ZWxujRo4mPD1xP59a0QfsLcCOQoJQqApYCNyqlRmFMgTgG/NiPGYPOqWon/z5YxkcHStmaX4HL8+0L22EWE4smD2Le9f0v2Chca01+VT4rclawLn8dthAbD4/4MfcNmEakVxvdEBpqjCu2Xhd43MYispOHoPwQNNSCft2Ye/v11VxnFcZfSZMQGwyfAUO/Z1y5NZmNKQphMcaiM1usMQ9XdBlKqVuBlwEz8KbW+tI/ordC8/d3rj0XgLTYtCt9WCGEH8z4wxZOVNbh8mhcbuOCTaPHS4zNwkszR53dybEt1hxdw7tfvcus9FnMHT7Xh6mFX7Vwpdaf5s6dy8qVKyktLeVHP7rgTFq/aU0XiAst5f5/fsgS1Gob3KzdXczqXUXsOm4HoG98OD+6th/jByQQGWrGYjZhDTFhMZtIiAwlxtZscNlYR031CbYVf8HmU7vZXLGfkoYzhCoz93kj+NHx48QdeQZ45tJBLBGQOBhsccZcW2Uy5t7a4oyBrTnUGOja4mDYXcafQgBKKTPwGjAZKAJ2KKU+0Fof9NU58uzGNtRpMTIAFiIYZfaJY0BSJBaz8X+VJURhMZm4NaM7PWNtbX7cPaf28NzW57i6x9UsumqRDxOLzmzq1KksWbIEl8vFn//854CeW3pLtSCnuIp3tx3ngz3FOBo9DOkexROTB3HzsO4MSo68+K92zuTDvv+FY5toLNzCb8K9rI2MwKMUEV4v4+qdzK13MrG+gcSkDBhxt9EGzBppdEWwRhpXaS1hTXNwLUbv25jUS+7cI8QljAVytdb5AEqpVcCdgO8GwFV5xIfFExsmG5MIEYyevt33m0yUOcp4/LPHSQ5PZtkNywgxydBCtI7VamXixInExsZiNgdgP4Jm5F16AS6Pl/X7S1jxRQF7i6oIs5i4Y0RPfjgu9eKL2NyNUJFrtAXb/1cozgbgTGxvHuuZzG5PDTO7jeLWpCxGxA7BYgkzpiUkDW1xVx4hfKQXcKLZ7SJgnC9PkGfPk/m/QnQhTreThZ8upM5VxxuT32h7JyLRJXm9XrZu3cr7778f8HPLALiZ2gY3q7Yf563Nxyi215OWGMEv70hnambKudMZvlZ3BnaugJy/GYvOvG7j/uThMPlZclNG8ejO33K6/jTP3/A8t/a9NbBPSIhzXejXFedMYL+StoVaa/Lsedw14K42BxRCdCy/2fYbDlQc4OWJLzMgTn74Fa138OBBpkyZwtSpUxk48MoWX7ZFlxwAZxdWUlbtpL7RQ73LQ32jh2J7PX/bVUSN0824ft149s5hTByc9O1G4M5qOLENDn8Ie/9idFjocx2Mnw9J6dBzNCQM5IviL3jy8ycJCwnjrVveYnji8PZ5skJ8owhovhtKCnCy+QFX0rawxFFCnbtOFsAJ4SP+WLTqSxsKN7Amdw0PDn+QSamT2juO6GDS09PJz89vt/N3qQHw6doGlvw9h/X7S7/1NbNJcWtGdx6c0J9RcS6oOAqFh40tfc8UGD3ySvZC6T7QXqMvbsYMuOYRarv15Vj1MQqqCig4/iH5+1/j0xOfMihuEP816b/ObVUmRPvZAQxUSvUDioGZwA999eBnF8DJAFiIKxaIRatXoryunGe/fJb0+HQeHvVwe8cR4rJ1mQHwun0nWfL3A9Q63fzs1sFMGpJEuCWEMKsJm8WMzWImpL4CNj9v9M91O899gLBY6DECJjwBfa+DlLFUaRe/3/57/pH/j7OHmZWZ3lG9mTZwGk9mPUm4JTzAz1SIC9Nau5VSjwIfYVxRWqG1PuCrx/96ACxzgIXwCb8vWm0rrTWLtyzG6Xby2wm/xWKSdpqi4+n0A+DmV31HpsSw7PsjGZgYblzRPbwJSvYZPXcba6EoG9z1MGKm0T83JBSUGWJSjI9mi982F29myZYlVNRXMCt9FlclX0W/mH70juyNRXrriiCltV4PrPfHY+fac0mwJcgiGCF8o1WLVq9k3n5bvXf4PTYXb+bpcU/TP6Z/QM4phK91mgFwVZ2LDzbvouH4Tky1ZTQ463A11BPnKuMeVcrvYs8Q5fSg3tHQ6DAGvADRKUav3NBIGDYVrnsMEi4+GdvhcvDCzhd4/8j7pMWk8cqkVxgWPyxAz1KI4JVnz5PpD0L4TouLVuHK5u23RUFVAS/sfIFre17LzMEz/X06IfymYwyAXc6mq7QOqDttzMU9uRsq8ml0NXKqqg5zbQmzVMW3vtVpjYT4AYQljzfajimTsVlESpax/W90j1bH2FG6g8WbF3Oy9iQPZDzAI6MeIdQc6stnKkSH5NVe8qrymDpgantHEaKzaHHRaqC5vC5+vunnhIaE8uy1z8oWxyKgVq5cyc0330zPnj198njBOQAuyoatr0P5YaguMrb5PY87NJYic29Kar24MBEeMwqVcR3dh46H2FRjy9+QUMIs4edMXWiLOlcdL2a/yHuH3yM1KpW3b3ub0Umjr+gxhehMSh2l1Lvr5QqwEL7j10Wrl0NrzZHKI6w8sJIDFQd48cYXSQpPao8oogtbuXIlGRkZnXQAfGwzbFoGeZ8Yi85Sr4HeY9FRPTjtDuNopZf9FZp/lCWQUxVLaIiZH2T15sEJ/UmN989is20l21i6ZSkna08yK30W80fPxxbS9u0iheiMcu25gCyAE8JX/L1otTWKaor4sOBD1hesJ9eei1mZuT/9fib3mRzIGKITe/HFF1mxYgUAc+fO5a677mLKlCnk5OQAsGzZMmpra8nIyGDnzp3cc8892Gw2vvzyS2y2KxuLBc8A2OOGtQ+Bqx6+8ysYMwdCozhaVsOT/7OPPSfsAPSMCePqIfHMTkvgxsGJJET6ZwqC0+3k+R3P89cjf6VPdB+56ivEJUgLNCF8z5+LVluydMtSVh9dDUBmUia/GPcLJvedTLewbu0RR/jR77f/nkNnDvn0MYd0G8JTY5+65DHZ2dm89dZbbNu2Da0148aN44YbbrjgsTNmzODVV19l2bJlZGVl+SRj8AyAzSFw9yqI6wfWcDxezZuf5/HChiNEWM386nvDuGFQIn3iw/0+76jB08Bjnz7GlpNbuD/9fh4d/ShhIWF+PacQHZl0gBCi89hSvIXVR1czY9AMHhz+ID0jffMrZyGa++KLL5g6dSoREREATJs2jU2bNgXs/MEzAAZINrop5JXX8tP397L7uJ1bhiXz67uGkxgVmMVmjZ5GHv/0cTaf3Myz459l6kBZ1CNES/Lt+XL1V4hOwO118/zO50mJTOHnY3+O1Wxt70jCz1q6UusvWn+7aYndbsfr9Z697XQ6v3WMr5j89sht9PaWY9z+8ibyyx28PHMUf7z3qoANfl0eF4s+W8Sm4k0svWapDH6FaIWvO0DI/F8hOr7VR1eTa8/liawnZPAr/Or6669n7dq11NXV4XA4WLNmDbfddhunTp2ioqKChoYG1q1bd/b4qKgoampqfHb+4LoCDDS4PUwYmMBvpg4nKTpw0w5cHhdPfP4Enxd9zuKrFzNj0IyAnVuIjqzEUSIdIIToBKobq3l196tkJWdxU+pN7R1HdHKZmZnMnj2bsWPHAsYiuDFjxrBkyRLGjRtHv379GDJkyNnjZ8+ezUMPPdQJF8E1mXtdfx6c0N+v83yPVR2jvL6cOlcdde46HC4Hn574lI1FG3l63NP8YPAP/HZuITob2QJZiM5h+d7l2Bvs/GzMz6THrwiIRYsWsWjRonPuW7BgAQsWLPjWsdOnT2f69Ok+O3fQDYBNJv8VXZ49j5d3vcynJz791tfMysxTY57i7iF3++38QnRGX7dAky1Rhei4CqsLeffQu0wdOJWh8UPbO44Qfhd0A2B/KHWU8vqe1/l73t8JDwnnkVGPkJmUSbgl3PgICSfKGkWEJaK9owrR4eTZ80i0JUoHCCE6sBd3vojVZGX+6PntHUWIgOhUA+AGTwOljlJO1Z2ivK6c8vpyCqoKWJe/Dq/2cu/Qe5k7fC5xYXHtHVWITiPPnifzf4XowLaVbOOTE5+wMHMhCbaE9o4jREB06AFwTWMNe07tIbssm+yybHIqcnB73eccYwuxcUvfW3hk1CPSy1AIH/NqL/lV+Uwf6Lt5WUII/9Nas7d8L+vy1/FhwYf0jOjJrPRZ7R1LBJDWutPM9b5QS7WWBN0AuLC6kBM1J7A32KlqqMLeYMfutFPjqsHR6DD+dDmoaayhxFGCV3sJUSGkJ6Qza+gsBsQNINGWSHJ4MonhiURaIjvNX7AQweZk7Unq3fX0j5X5v0J0BHn2PP6Z/0/WF6ynuLaYUHMoN/a+kQeHP0ioOTAtR0X7CwsLo6Kigvj4+A4/RtJaU1FRQVjY5XUOC7oB8Jv732Rt7tpz7ou2RhNljSLKGkWkJZLu4d1Ji03jjqg7uCr5KkYkjCDcEt5OiYXouvKr8gHpACFER+Dxepjz0RwqGyq5usfV/GTUT7gp9SZZ/9IFpaSkUFRURHl5eXtH8YmwsDBSUlIu63taHAArpVYAU4BTWuuMpvu6Ae8BfYFjwA+01pWXmfeCZg+bzfSB04kJjSE2NJZoazRmk9kXDy2E8LHRSaP50+Q/MThucHtHEUK0wGwy8/wNz9Mvpp/M9e3iLBYL/fr1a+8Y7ao1O8GtBG49777/AD7WWg8EPm667RNpsWmMShpFv5h+xIXFyeBXiCAWZY1ifM/x8hsYITqIMd3HyOBXCFoxANZabwTOnHf3ncDbTZ+/Ddzl41xCCCGEEEL4RWuuAF9Ista6BKDpzyTfRRJCCCGEEMJ//L4ITik1D5jXdLNWKXX4IocmAKf9necyBVumYMsDwZcp2PLApTP1CWSQy5GdnX1aKVV4iUOC7bUOtjwQfJkkT8s6ZL1CizUbbK91sOWB4MsUbHkg+DK1lOeiNdvWAXCZUqqH1rpEKdUDOHWxA7XWy4HlLT2gUmqn1jqrjXn8ItgyBVseCL5MwZYHgjNTa2itEy/19WB7XsGWB4Ivk+RpWTBmaq1L1WywPa9gywPBlynY8kDwZbqSPG2dAvEBcH/T5/cDf2/j4wghhBBCCBFQLQ6AlVJ/Ab4EBiulipRSc4DfAZOVUkeByU23hRBCCCGECHotToHQWt99kS/d5OMsLU6TaAfBlinY8kDwZQq2PBCcmXwh2J5XsOWB4MskeVoWjJl8IdieV7DlgeDLFGx5IPgytTmPasv+yUIIIYQQQnRUbZ0DLIQQQgghRIcU8AGwUupWpdRhpVSuUupbO8gpwytNX9+nlMps5zz3NOXYp5TaopQa6c88rcnU7LgxSimPUmpGe+dRSt2olNqjlDqglPrcn3lak0kpFaOU+odSam9Tpgf8nGeFUuqUUirnIl8P6PvaV4KtXluZKaA1G2z12tpMgaxZqdfAkHq98jzNjpN67ez1qrUO2AdgBvKA/oAV2Aukn3fM7cCHgAKuBra1c57xQFzT57f5M09rMzU77hNgPTCjnV+jWOAgkNp0O6m9XyPgaeD3TZ8nYuxmaPVjpuuBTCDnIl8P2Ps6wK9zQJ9XsNVssNXrZbxGAatZqdfAfEi9+iZPs+OkXjt5vQb6CvBYIFdrna+1bgRWYWyr3NydwH9rw1YgVhm9htslj9Z6i9a6sunmViDFT1lananJfOBvXKIHcwDz/BBYrbU+DqC1DoZMGohSSikgEqNA3f4KpC+8ZXhzgXxf+0qw1WurMgW4ZoOtXlubKZA1K/UaGFKvPsjTROq1C9RroAfAvYATzW4XNd13uccEMk9zczB+yvCnFjMppXoBU4E/+jlLq/IAg4A4pdRnSqlspdR9QZDpVWAocBLYDyzUWnv9nOtSAvm+9pVgq9e2nM/fNRts9dqqTAS2ZqVeA0Pq1Qd5pF67Tr36fSvk86gL3Hd+G4rWHOMrrT6XUmoiRnFe56csZ091gfvOz/QS8JTW2mP8ANbueUKAqzBa49mAL5VSW7XWR9ox0y3AHmASkAZsUEpt0lpX+ylTSwL5vvaVYKvXyzpfgGo22OoVgq9mpV4DQ+rVN3mkXlvO0ynqNdAD4CKgd7PbKRg/QVzuMYHMg1JqBPAmcJvWusJPWS4nUxawqqk4E4DblVJurfXadspTBJzWWjsAh1JqIzAS8NcAuDWZHgB+p40JQrlKqQJgCLDdT5laEsj3ta8EW722+nwBrNlgq9fWZgpkzUq9BobUq2/ySL12lXq93MnIV/KBMeDOB/rxzeTqYecd813Oncy8vZ3zpAK5wPhgeY3OO34l/l0E15rXaCjwcdOx4UAOkNHOmf4A/LLp82SgGEjw899dXy4+ST9g7+sAv84BfV7BVrPBVq+X8RoFrGalXgPzIfXqmzznHS/12onrNaBXgLXWbqXUo8BHGCsNV2itDyilHmr6+h8xVl3ejlEQdRg/abRnniVAPPB600+Ebq11VjtnCpjW5NFaf6WU+hewD/ACb2qtL9iuJFCZgOeAlUqp/RhF8ZTW+rS/Miljy/AbgQSlVBGwFLA0yxOw97WvBFu9XkamgNVssNVrazMFsmalXgND6tVneQJK6rVl/qpX2QlOCCGEEEJ0KbITnBBCCCGE6FJkACyEEEIIIboUGQALIYQQQoguRQbAQgghhBCiS5EBsBBCCCGE6FJkACyEEEIIIboUGQALIYQQQoguRQbAQgghhBCiS/n/b+V97f2jpiMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x576 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_cdf_by_month(X=X_temp, y=y_temp, out=out)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11fe1d828>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Fit/predict the BCSD Precipitation model\n",
"bcsd_pcp = BcsdPrecipitation()\n",
"bcsd_pcp.fit(X_pcp, y_pcp)\n",
"out = bcsd_pcp.predict(X_pcp) * X_pcp \n",
"plot_cdf(X=X_pcp, y=y_pcp, out=out)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1203b7e80>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_cdf_by_month(X=X_pcp, y=y_pcp, out=out)"
]
}
],
"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": 4
}
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