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@ScottWales
Last active May 3, 2019 01:30
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Rolling window functions: Calculating heatwaves\n",
"\n",
"Let's use Xarray to calculate heatwave statistics over 150 years, for every gridpoint in the CMIP5 ACCESS 1.3 historical run"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import xarray\n",
"import dask\n",
"import numpy\n",
"from scipy.stats import norm\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'll start by loading the full tasmax dataset from the NCI archive. The files will be automatically joined, and it will use the dask library to only load the data that it needs."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"d = xarray.open_mfdataset('/g/data/rr3/publications/CMIP5/output1/CSIRO-BOM/ACCESS1-3/historical/day/atmos/day/r1i1p1/latest/tasmax/tasmax_day_ACCESS1-3_historical_r1i1p1_*.nc')\n",
"tasmax = d.tasmax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Heatwaves are defined as a period of at least three days where for each day the temperature is in the top 10% for that day of the year - [scorcher.org.au](http://scorcher.org.au/about#measure)\n",
"\n",
"First I'll calculate the climatology - the 90th percentile temperature at each grid point for each day in the year. \n",
"\n",
"I could use numpy's percentile function to calculate this, but it would be slow. Numpy calculates percentiles by sorting the array and finding the value 90% along the sorted list. Sorting is a terrible operation to perform on a large dataset - it's slow to do and you need the entire array in memory, which is exactly what we're trying to avoid.\n",
"\n",
"Instead I'll assume the temperatures are normally distributed, and estimate the 90th percentile from the mean and standard deviation, each of which are fast to calculate. A more thourough investigation would check this assumption."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 3s, sys: 31 s, total: 1min 34s\n",
"Wall time: 51 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"# Estimate the 90th percentile\n",
"mean = tasmax.groupby('time.dayofyear').mean('time')\n",
"std = tasmax.groupby('time.dayofyear').std('time')\n",
"\n",
"p90 = xarray.DataArray(norm.ppf(0.9, loc=mean, scale=std), coords=mean.coords)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the climatology I can calculate the locations where the maximum temperature exceeds the 90th percentile for that day of the year - `.where()` will set the values where the test is `False` to `nan`, so the `candidates` array will only contain values where the threshold has been exceeded.\n",
"\n",
"For best results here you should use a recent version of dask (after June 2018), as comparing against a climatology was dramatically improved."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data3/hh5/public/apps/miniconda3/envs/analysis3-18.04/lib/python3.6/site-packages/xarray/core/indexing.py:1168: PerformanceWarning: Slicing with an out-of-order index is generating 23 times more chunks\n",
" return self.array[key]\n"
]
}
],
"source": [
"candidates = tasmax.where((tasmax.groupby('time.dayofyear') - p90) > 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now for a bit of signal processing. I have an array of candidate times and locations, but it's only a heatwave for a location if there are at least three consecutive times.\n",
"\n",
"I want to calculate the number of heatwaves at each location. The easiest way to think about this is to imagine working on a single location. Here's the time series for Melbourne in 1998"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe4c14686a0>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4c1220c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tasmax.sel(lat=-37.8, lon=144.9, method='nearest').sel(time='1998').plot(alpha=0.5)\n",
"candidates.sel(lat=-37.8, lon=144.9, method='nearest').sel(time='1998').plot(color='red')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To help with processing time series Xarray has rolling window functions, which can help with things like temporal smoothing.\n",
"\n",
"I can use this to find times where there are consecutive candidates, by calling `.rolling(time=3)` to create a rolling window with three samples in the time dimension, then `.count()` on that to get the number of non-`nan` values. `.rolling()` works a lot like `.groupby()`, which we've previously seen"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe47a62f550>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe4c1a44588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tasmax.sel(lat=-37.8, lon=144.9, method='nearest').sel(time='1998').plot(alpha=0.5)\n",
"candidates.sel(lat=-37.8, lon=144.9, method='nearest').sel(time='1998').plot(color='red')\n",
"\n",
"# To plot this on the same axis I'm filtering the candidates with .where() to show times when a heatwave was found\n",
"candidates.where(\n",
" candidates.rolling(time=3).count()==3\n",
").sel(lat=-37.8, lon=144.9, method='nearest').sel(time='1998').plot(marker='.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's now zoom in on a couple of the heatwaves to see what's happening. First the one in March:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe4c104d780>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe40d73d358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tasmax.sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19980310','19980320')).plot(alpha=0.5)\n",
"candidates.sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19980310','19980320')).plot(color='red', marker='.')\n",
"\n",
"candidates.where(\n",
" candidates.rolling(time=3).count()==3\n",
").sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19980310','19980320')).plot(marker='.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see here that the window function trails the data - only at the third candidate point is it marked as a heatwave. We've also got multiple marked points for a single heatwave, which will be a problem for counting.\n",
"\n",
"Another interesting point to look at is something that wasn't maked as a heatwave, the spike in October"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe40432ee10>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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sH/M0fXccVtS+110He+8NQ4eWSZzjFEmb5uNIgCbgekkdCN1ot5jZvZJeAW6W9FNgPPDXqPxZkg4BVgCzgZMS0Ow4nzDna+fRfNjX2ahIowGru6vccDhpJ1UtjnLhLQ6nEky/5TF6fON4ur71Cp3X6dH6DjmMHw9Tp8Lhh5dBnOO0gZZaHAWd49GOm0p6WNJL0ecRkn5UDpGOU600L19J53PPZN4Fv2uT0YDQ4pg+vcTCHKcMtGo4CE7n7xO6gzCziYTUI47jRLx7/p9Y3ncAG5x9ZJuPMWAAzJkDK1aUUJjjlIE4Po7uZvas1kyis7JMehyn6lj01gwG/PmnLP3fo6hD28ejNjRAv34wcyYMGtR6ecdJijgtjlmSPkU0dkLSkYA3qB0nYtYp5zPz4BNZd48t230sH8/hVANxWhxnAH8GNpf0PjAVOL6sqhynSpjxn6dZ9/kH6PzmKyU5nhsOpxqIM3XsW8D+knoAHcxsQfllOU76aV6xig5nn8nc71/C4P69S3LMxkZ46aWSHMpxykacqKpfSOprZovMbIGkdST9rBLiHCfNvHfBtazq2oMNvvvlkh2zsTH4OJqbWy/rOEkRx8fxGTP7ZKaAKM3HZ8snyXHSz+L3PqbfFRfQ6eor2+UQz6Vr1zA/x+zZJTuk45ScOIajQdInU5dFqUDyT2XmOHXCzFN/yEf7Hct6+4wo+bHdz+GknTjO8X8AD0u6jhBZdTKehdapYz6673n6PflfOr5eGod4LhnDsfXWZTm847SbOM7xSyRNAvYjTJr0UzO7v+zKHCeF2Kpm7Iwz+fjcXzCksW9ZztHYCM8+W5ZDO05JiJXk0MzuA+4rsxbHST3v/vR6ugEb/vjEsp2jqSm0OMxAPr+lk0LiRFXtIuk5SQslLZe0StL8SohznDSxZPpc1rv0B+iPV6KGOO7BttGrVzAaCxeW7RSO0y7i/PqvBL4EvAF0A74G/LGcohwnjcz4xgV8vPuh9P/MDmU9j+QOcifdxHpsMrM3gQYzW2Vm1wEHl1eW46SLj0dPpP/DN9P/zz+vyPnccDhpJo6PY7GkzsAESZcQ8lSVr53uOCnDmo0VXz+Thd+8mCGD16vIOZua4JXyBG05TruJYwBOiMqdCSwCBgNHlFOU46SJ9379fzQsW8Tgi0+p2Dm9xeGkmRZbHJIeNrP9gNPN7HvAUuAnFVPmOClg2UfzWedX32Xx9bfRoVNDxc673nqwYAEsWwZdfLitkzIKdVU1SdoNOETSzYQxHJ9gZuPKqsxxUsD0039Khx0OZMPDdq3oeTt0CBM7zZgBG25Y0VM7TqsUMhwXAD8GNgB+x5qGw4B9y6jLcRJn9hOTGXDf37GJyaSrzXRXueFw0kaLhsPMbpN0O/BjM7u4gpocJ3Gs2Vj29bOYf+qP2WjowEQ0NDXB++8ncmrHKUhB57iZGXBUhbQ4TmqYdtntdJ47gw1/dXpiGtxB7qSVOFFV4yTtWHYljpMSls9ZRJ+Lz2XF7/9Ih86xsvKUhQEDYNYsWLUqMQmOk5c4/4qdgeMkvUMIxxWhMbJGPmlJl8Y41nwzu6holY5TQd4/8xc0bL0nGx69V6I6OneGPn2C8RiYTG+Z4+QljuE4KOaxjgBa84V8B7go5vEcp+LMefYNBv7nGprHT0xaCrC6u8oNh5Mm4hgOi3msK8zsr4UKSFon5rEcp+JYs7H4lLOZd9L32GjT9ZOWAwQH+fTpsM02SStxnNXEMRz3EIyHgK7AxsBrwFY55W5q6QCSPmNm95nZb9sq1HHKzfvX3EX3GVNp/O1/kpbyCY2N8MYbSatwnDVp1TluZsPNbET0PgzYCXg6T9GHJK0VcS5pFJ5N10k5K+YvodePv8WySy6noVvnpOV8QqaryuK2+x2nAhSdrDAaMb5znk3fJRiPoZkVks4DvgeMbKtAx6kE087+DfM32Z6mUQckLWUNevSATp1g3ryklTjOalrtqpJ0btbHDsD2wAe55czsLknLgPslHUqYm3wPYC8z+7hEeh2n5MybMJWBt17OyrHpzKKTaXX0Lc9MtY5TNHFaHL2yXl0IPo9D8xU0sweAU4DHgC2AfdxoOGlnwSnnMuPL59B763Tm9sg4yB0nLbTa4jCzTzLiRlFRc6MR5WsgaQ6rnejdCa2N9yVlxn2sWzLVjlMiPvjb/+j59iR6jm4xtiNxGhvhxReTVuE4q2mxxSHpAkmbR8tdJD0CTAFmSNo/zy79gP7Re3dg3azP/Ust3HHay8pFy+h2/lks+vlldOzZNWk5LeKpR5y0Uair6hhC2C3AiVHZ/sDewC9yC0fTyrb4Krlyx2kn0779exYN3pxBp34uaSkFWWcdWLoUFi9OWonjBAoZjuVZXVIHATdFRuAV8nRxSXq2tZPFKeM4lWD+c6/S+Pdf0usPP01aSqtIYeS4tzqctFDIx7FM0tbADGAfQrqQDN3zlB8uqVBYioCCEzZL6kJwrHeOtN1mZj+RtBFwM7AOMA44wcxWRnOh3wB8GpgFHGNm7xY6h+OwYAFd9tmNzssX0vWbJ8Ljj0OvXkmrKkhTUzAcQ4e2XtZxyk0hw3E2cBuhe+r3ZjYVQNJngfF5ym8d43wrC200s2WS9jGzxZIagCcl/Q84F/idmf1L0lXAV4FrovfZZjZM0jHAJcCxMXQ4dczHj75E3yULkDXD5Mnw8suwyy5JyypIYyNMnZq0CscJFJrIaSyweZ719wL35lk/pRSCzCzTk9sl0meEFs+XovXXAxcSDMeh0TIEI3dlKTQ4tc1DH27N54duRY93JsOWW8JWudlz0kdjIzydL1+D4yRAUSPHJd1dLiFZ5+ggaTzwIfAgIZJrrpk1R0WmAYOi5UHAexCc88BcSR7267TIu+/C9IW96PLs4/DYY1XRTQXQvz/Mng0rViStxHGKTzkyqPUi7cPMms1sO8Jc5zsRBhKuVSx6V856ET+br1NnmMFDD8HIkdBxnV6he6oKjAZAx46w3nowc2bSShwnXnbcbPL5NtZC0gbAMDMbHTm8O5rZomJOZGbzJT0K7AL0ldQhanVswOqUJ9OAwcAHkU+kt5nNyXe8iy666JPlkSNHMnLkyGLkODXAm2/CkiUwYkTrZdNIxkE+qOyPb069MmbMGMaMGdNqOeUZBL56Y7gZ32Bmx8U9saSTgTOBPmb2KUmbAn8ys3yDBnP37QesMLN5kroB9wO/IowjucPMbomc4y+a2dWSTge2NrPTJR0LHGZmaznHJeUb7O7UEWZwzTWw996wRb42bBXwzDPw8cfwuXQPO3FqCEmYWW7PTuGuqshvMCQKe43LWYRWwvzoGK8DA2Lu2wSMljQBGAvcHznjzwfOlfQ6YUR6ZsKovwL9JL0BfCsq5zhr8fLL0NAAm68V7lE9+AhyJy3E6ap6ixAWeydhznEAzKylOcaXmtnykKLqk1bLWhYrH2Y2iZB9N3f9VPKkcjezZcDRcY7t1C+rVsEjj8DnPx8G01UrjY0wYwY0N0OHoidEcJzSEcdwTIleHQgZclvjSUnfBbpK2gc4Ayh7NJbjtMSECdCnT/UPnuvaFbp3D9FV/folrcapZ4rKjhuT7wKnAq8SBhHeTxhz4TgVZ8UKePRROLpG2qUZB7kbDidJ4kzk1J9gDLYizDkOgJntm6dsA3CdmY0CriqhTsdpE889B+uvDxtskLSS0pDxc2wdJ0+D45SJOD2l/yS0HjYGfgK8DTyXr2DkTB8qqVOpBDpOW1m2DJ58EvZd6xGnenEHuZMG4vg41jOzv0o628weBR6VlNdwREwBHpf0X9Z0pl/eTq2OUxRPPQWbbAID4sb0VQFuOJw0EMdwZJIcTJf0OcLgu0JpPd6NXt3Jn0XXccrOokXw7LNw6qlJKyktvXuHKLEFC6pm0LtThZjBK6+0vD2O4fiZpD7At4ErgN7AOS2f0H5cpEbHKTmPPw7Dh4dJkGoJabWD3A2HUw4+/BDuuy909bZEwZHjbUHSg+TJF2VmB5b0REXgI8fri3nz4Oqr4YwzoGfPpNWUngcegG7dYM89k1bi1BKLF4fxTq+8AvvsA9tvDw0N+UeOx4mq2pQQITXQzLaWNAI4xMx+1sIuP8pa7gocARSwXY5TWsaMgR12qE2jAcHP8dprrZdznDg0N4fow8ceC9F6Z54ZHkwKEaer6lrgPKKxGGY2UdL/AXkNRzSPRzaPSspd5zhlYdascFP95jeTVlI+GhvD2BTHaS9vvQX/+194yDrxxPiBJHEMR3cze1Zr5mpocSY/Sb2zPnYgTOtaYz3NTloZPRp22631J6Zqpl8/mD8/9EF36ZK0GqcamTMndHl++CEceGDI4VZMOp44hmOWpE8R+S0kHQlML1D+5aisCAZmKnBKfEmO0zamTw8TNR12WNJKykuHDuHJcMYM2HDDpNU41cTy5fDEE/D882E6miOOCHO9FEucXc4A/gxsLul9giE4vkD5oWa2xjxlktogzXGK4+GHYa+9oFMdDD/NjOdww+HEwQxeegkefBCGDIFvfCOEdreVOLmq3gL2l9QD6GBmC1rZZSxrZ7h9Ns86xykZb78d5qrYvk5+ZY2NoYXlOK0xfXoIr12xAo48sjQPGy0aDkmjWlgPgJndkLN+AGE+jW6ShrM6lXpvfCCgU0bMQmtjn33CnBv1QGMjjI81H6dTryxaFMJrX3st/De226506fgLtTh2zLNOwBcIc4/fkLPtc8DJhKld/5S1fgHggwKdsvH668FRXE+J/wYOhI8+CqPI68VYOvFYtWp1eO2IESG8tmvX1vcrhhYNh5l9EtCo0Mw4Dvge8Azw8zzlrwOuk3S0md1aWpmOkx+z8FS17771NblR585hjpFZs4IRcRyAKVNCeG3v3vCVr0D//uU5T0EfR+TUPomQbmQscKSZFRx6ZGa3SjqItdOw/6Ldah0nh0mTgjN8s82SVlJ5Mg5yNxzOnDlw//0h0u6gg8L/oZyzXRbycZxBmIjpYeBgM3snzgEl/QnoC+wFXEcYOf5M+6U6zpqsWhXGbRxySHVPCdtWMoZjm22SVuIkxfLlIS/bCy/ArrsG53dbwmuLpcVcVZKagZnAR6yZe0qAmdmIFvabaGYjJL1oZttI6gXcY2Z7lVh7bDxXVW3y3HPw6qtwwglJK0mGN98MMfknnZS0EqfSmIXW9kMPwUYbwf77ty+8tiWk4nNVbdzGcy3NvEtqBD4G1m/jsRwnLytWBOffl76UtJLkyLQ4zOqzxVWvfPBBCK9dtQqOOgoGD668hkLO8VhdU3m4V1Jf4LfABGAVcH0bj+U4eXn22fCHWb+OH0l69gz+nXnzoG/fpNU45WbRohB2/vrrsN9+sO22yT0wlLQ3TFIH4D4zmwv8S9LdQDczm13K8zj1zdKlYXY/76JZ3epww1G7rFoVHpQefzz4s8oRXlssJTUcZtYs6Rpg2+jzEmBJKc/hOE89BZtuWr5Qw2oiYzg23zxpJU45ePPNEF7bty+cfHJIcJkGyuF/Hy3pUDP7bxmO7dQ5CxcGp/jXv560knTQ2AgTJyatwik1s2eH8NqPPoKDD4Zhw9Llx2p1yJSkz0saL2m2pPmSFkiaX2CXk4B/S1oS7TNHkndVOSXh8cfDaFjvmglkppF1aoepU+Evfwk5pU4/PbSu02Q0IF6L4w/A4cCkmDGtKWlMObXG3Lnh6frMM5NWkh7WWSf4fJYsqe05SOqF5ubQNfWFL8AWWyStpmXiJGl4D3gp7kAIM1sFHAV8L1puIvJ5OE57GDMGdtwRevRIWkl6kMLIcW911AYTJgTHd9p9VnEMx3cJIbbfl3Ru5tVSYUlXAvsAmWFZi4Gr2y/VqWc++gjeeCPM7uesScZB7lQ3y5aFTAgHHZS+rqlc4nRV/RxYSMg71TlG+d3MbHtJ4wHMbLakOPs5Tos88kgwGkmHIaaRxsYwH4lT3Tz5JAwdWh1jk+IYjvXNrJiE1Sui8RyZqWbXA5rbIs5xAN5/P7wOPzxpJemkqQme8WxwVc28eSFa8LTTklYSjzhdVffK59k6AAAgAElEQVRKOrCIY/4RuB3oL+knwBPAr9siznGgvqaEbQv9+4fsqCtXJq3EaSsPPQQ77VSefFPlIE6L4zTgO5KWAStYneQw71c0sxskvQDsH606ysxeKolap+54660QTbXddkkrSS8dO8K668LMmdXRzeGsybRpoavxC19IWkl84sw53qsNx20gGBkjXqvGcdaiHqeEbSsZB7kbjurCLAz023ffMDlXtdCq4ZCUNx26mT3WQvkfAl8G/k1onfyfpH+a2S/bI9SpP157LXS/1NOUsG2lsRGmT09ahVMskyeHTM/VNqdKnK6q87KWuwI7AS8A+7ZQfhSwnZktBpD0c2A84IbDiU1zc2htHHBA+kMT00BTU7gJOdXDypXBt3HIIdU37XGcrqo1et4kDSaMJm+J6TnH7RitaxVJGwA3AI2EdOzXmtnlkrYBrgJ6AG8Dx5nZQklDgFeAV6NDPGNmp8c5l5NuJk0KobfDhiWtpDoYODBMG9rcXH03oXpl7FgYMAA2buvMRwnSliSH04BCg+FnAy9Lup/g4zgQeE7SpQBm1uLgQWAlcK6ZTZDUE3he0oPAtdH6JySdRBiUeEG0z5tmtn0bvoeTUjJTwn7xi97aiEu3btC9e4iuWm+9pNU4rbFoURi3cfLJSStpG3F8HFeweurYDoT0IeMK7HJP9MoQO8LczD4EPoyWF0p6FRgEbGpmT0TFHgLuZ7Xh8FtLjfHCCyF99JAhSSupLjIOcjcc6WfMGBg+PD1p0oslTovj+azllcBNZvZkS4XN7K/tVgVI2ohgpJ4BXpL0BTO7Czga2CCr6EZR+O984MdZBsapQpYvD1PCHndc0kqqj4yDfKutklbiFOKjj4I/6owzklbSduL4OIqa9lXSwcBPgSHR8TPjPtYt4hg9gduAs6OWx1eByyVdANwJLI+KTgc2NLM5krYH/iNpSzNbWIxmJz2MHRtaGk1NSSupPpqawuhjJ9088ADsuWfoWqxW4nRVfZ78hqClMY5XEloFk2hDqhFJHQlG48bMZFBm9hpwULR9GPC5aP1yIiNiZuMkTQE2JU9X2kUXXfTJ8siRIxk5cmSx0pwys2QJPP00fPWrSSupTjzZYfqZMgU+/hiOPTZpJfkZM2YMY8aMabWcWsuWLulNipiPQ9IYYF8za1N+Kkk3ALOyneiS+pvZR1EOrOuA0Wb2d0n9gNnRlLVDgUeB4dGc59nHjJsV3kmQhx6CxYtDeKJTPGZwySWhC6Rnz6TVOLk0N8PVV4fBfmlPm55BEma2lh85jo+jqPk4CBFPd0UGZFlmpZldHkPk7sBxwKQou64BPwA2lXRG9PkOM/t7tMtewMWSVhDCd7+eazSc6mDBguAU/8Y3klZSvUirWx2bbJK0GieX8eND99RmmyWtpP3EaXHsSOiqepQ1DcGlLZS/j5BuZI2uKjP7cQn0tglvcaSfe+4JOZcOOihpJdXN/feHm9OeeyatxMlm2TK44ooQ9FFN/rv2tDiKnY9jcJFp2J06Z84ceOklnxK2FDQ1hVQtTrp44onQCqwmo1GIcszHcb+kfc3skbaKcuqL0aNh5519SthS0NgIjz6atAonm7lz4fnnq2eujTiUYz6Ok4GHJC2UNFvSHEmz26jPqXFmzAiRJrvumrSS2qBfP5g/P3SNOOng4YfDg1G1zLURhziG4zTgf5KWSJovaYGk+QXK9wM6AX2A/tHn/u2X6tQijzwCe+wBXbokraQ26NAhTOw0c2bSShwIc228806Y9riWaNVwmFkvM+tgZt3MrHf0uUXbaWargKOA70XLTYQR4I6zBu+9F0Y677hj0kpqC0+xng6qda6NOLTo45C0uZm9Go3IXgszy5uvStKVhBbHXsAvgMXA1YDfHpxPyEzSNHJkiKZySkdTkxuONDB5ckidXm1zbcSh0F/2XOBU4Hd5thktz8exm5ltH43DwMxmS6oxe+u0l7feCmM3tvW2aMlpbAxjBpzkWLkSHnwQDjusNjM8t2g4zOzU6H2fIo+5IhrhbQCS1qMNqUec2iXT2th3X587ohwMHBgS6a1a5VPuJsXYscGAb7RR0krKQ6t/W0k/ldSQ9bm3pOvylMsYoT8CtwP9Jf0EeAL4dYn0OjXAK6+E9Atbbpm0ktqkc+cQwTNrVtJK6pPMXBsHHJC0kvIR53mvI/CspBFRWO5zhKljc3kWwMxuAH4E/BaYAxxlZjeXSK9T5axaFSKp9tuvNpvwaaGpyRMeJsWYMTBiRG3PixInrfr3JT0MjCUYgr3M7M08RZW1z8vAyyVT6dQEzc1wxx3hD+W5lMpLJmdVLTpm08zMmcEpXutZEOKkVd8LuAy4GBgOXCnpZDP7IKdof0ktTgvbUm4rpz5obobbbw8D04491lsb5aaxMXSXOJUlM9dGt25JKykvcQIhf0vobpoMIOlw4BEgNzFwA9ATn8rVySHXaHj4bfnJtDjM3EhXijffDHnX6mFcUpy/8K7RQD4AzOwOSfmy4Uw3s4tLJ82pBdxoJEPPniGiat486Ns3aTW1T3NzaG0ccEB9RLLF8XGskvQ5YCtChtwMuUbCn2ucNXCjkSwZB7kbjvIzblztzLURhzjhuFcDxwDfJBiHowjTyOayX2mlOdWMG43k8alkK8OyZSGS6qCD6qdbME447m5mNgqYY2Y/AXYlzOu9BmbmGXAdwI1GWnDDURkef7y25tqIQxzDsSR6XyxpfcLsfnVURU4xuNFID244ys/cuWHK4/3qrL8lzt/6bkl9gd8A4wipRP5SVlVOVeJGI12suy4sXgxLltR+eGhSPPQQ7LIL9OqVtJLKEsc5/tNo8XZJdwNdzWxeeWU51YYbjfQhrW51bLxx0mpqj/feg3ffhUMOSVpJ5SmUVv3wAtswszvKI8mpNtxopBc3HOUhM9fGfvvV3lwbcSj0F78NmBC9YM1wWwPccDhuNFJOY2OYgc4pLS+/HPKujRiRtJJkKPQ3P4IQhjsC+C9wUws5qpw6xY1G+mlsDCm+ndKxcmXwbdTqXBtxaDGqysz+bWbHAnsDU4DfSXpC0t4VU+ekFjca1cGAAfDxx+Fm55SGZ54Jobe1OtdGHOKE4y4F5gHzgR6sOXrcqUPcaFQPHTuGbMQzZyatpDZYuBCeegr23z9pJclSyDm+D/AlYCfgIeAyM3u+UsKcdOJGo/rIOMjXXz9pJdXPmDEhVX0tz7URh0J/+4eBiYQZ/LoAoySNymw0s7PKrM1JGW40qhMfCFgaZs4Ms1fW+lwbcSj01/9KxVQ4qceNRvXS2BhueE77eOAB2GsvH0wJBQyHmV1fSSFOenGjUd343BztJzPXxg47JK0kHcRxjjt1jBuN6qdbt5Dye7anIW0Tzc1hsN+BB9bHXBtxcMPhtIgbjdqhGvwcZkkryM+4cWFirE3Xyglev8SZc3xdT5lef7jRqC0yhmOrrZJWkp9nnoGHH4ZBg0J6lI03DstJP+EvXRoiqY4/3rv5solzOxgraQJwHXCfWVqfC5xS4Uaj9mhsDOm/08j48fD003DqqSFN+dSpcN99oWtt8ODVhqSxETpUuI/kiSdg2LBwbmc1cW4JmwL7AycDV0i6Bfi7mb1eVmVOIrjRqE0aG2H69KRVrM0rr4SWxkknQb9+0L9/uFFDSAn/zjvBkPz732Hw3ZAhqw1J//7lbQXMmRO6qU47rXznqFbipFU34EHgwWhQ4D+A0yW9CJxvZk+XWaNTIdxo1C59+oSkfAsXhv76NPDWW3D33aEbqF+/tbd37w5bbBFeAAsWwNtvB0PyzDOwYsVqI7LxxmFu9VIakocfhp13rr+5NuIQx8exHnA8cAIwgzD3+J3AtsC/AE/YXAO40ahtsufm2GSTpNXAtGlw221wzDHxp1zt1QuGDw8vCC2CjCF55JHwm80YkY02gt69264vM9fGoYe2/Ri1TJzbw9PAjcBhZjYta/3zkq4upRhJGwA3AI3AKuBaM7tc0jbAVYRcWW8Dx5nZwmif7xO60VYCZ5vZA6XUVA+40agP0mI4Zs6Em24K2WWHDGn7cdZZJ7y22y5EZM2aFYzIK68EH0mPHmsaku7d4x03e66NTp3arq+WUWu+bkmqlENcUiPQaGYTJPUEnge+CFwPnGtmT0g6CRhqZhdI2hL4J7AjsAEhp9awXL0V/ApVhxuN+uHFF+GNN+DII5PTMGcOXHcdHHDA6pZDOTALRnLq1PB6991gZDKGZMgQ6NIl/76TJgVn/SmneCRVNGnfWrVQKMnhXYQJm1Ce2jOzkk+YaGYfAh9GywslvQoMAjY1syeiYg8B9wMXAIcAN5vZSuBtSW8QkjL6DAQxcKNRXzQ2wmOPJXf+BQvghhtgzz3LazQg3PCbmsJrt92Cf+eDD4IRefrp0E02YMBqQzJ4cGhdrFgR5to4/HA3GoUodKv4bcVU5EHSRgQ/yjPAS5K+YGZ3AUcTWhcQjEq2c/79aJ3TCm406o9+/WD+fFi+vPLTnS5ZAjfeCNtvDzvuWNlzQxgPMnhweO21VzAQ06YFQzJ6NMyYEbIHd+kS3tvThVYPFMpV9WglhWQTdVPdRvBZLJT0VeBySRcQHPPLM0Xz7O59Uq3gRqM+aWgIIawzZoQbaKVYvhz++c/gW9ljj8qdtxCdOq1ubUD4L7z7bgj/9XxUrVOoq+pWMzta0iTy3IzNrCyz7UrqSDAaN5rZf6NzvQYcFG0fBnwuKj4NyP4LbAB8kO+4F1100SfLI0eOZOTIkSVWXh240ahvMg7yShmOlSvh5ptDt9ABB6S3+6dLlzB+JDOGpF4ZM2YMY8aMabVci85xSU1mNl1S3kabmb3TLoUtCZJuAGaZ2blZ6/qb2UeSOhBGsI82s79nOcd3JnRRPYg7x1vEjYbz7LPBcBxScg/l2jQ3w7/+FYzFkUdWftS3036Kdo6b2fTovSwGIh+SdgeOAyZJGk9o6fwA2FTSGdHnO8zs75G2yZJuBSYDK4DT3UKszdKlMHlyGAXbtasbjXqmsREmTCj/eczgrrtCN9WXvuRGo9aIE467C3AFsAXQGWgAFplZO4bXVJZ6bHGsXBlCLydODCN0hw4NkSybbZZ84jgnOZYtg9/+Fr7//fLdzM3CpEfvvQejRlXeEe+UjqJbHFlcCRxLGCW+AzCKkL/KSRlmYSTtpElhENTAgTBiROiW8FnLHAh9+b17h8FyAwaU5xyPPw5TpsBXvuJGo1aJ1WFhZm9KajCzVcB1UTfS98srzYmDWYiSmTgRXnopjI4dPjwkZmtPygWndsk4yMthOJ57LmS7Pflkf1ipZeIYjsWSOgMTJF0CTMcngEqcuXNDy2LixBCTPnx4SBZXrqdIp3bIZModUeK4yEmTQmvjK1/xxIC1ThzDcQLBUJwJnEMIfz2inKKc/CxeDC+/HP6gs2bBllvCF74QQivTGubopI+mJnjyydIe8/XXQ36nUaNCag+ntomTVv0dSf2j5Z+UX5KTzYoV8NproWXxzjshznz33cNgKndyO20h01VlVpoHjrffhv/8B778ZW/x1guFBgAKuJDQ0hDQQdJK4Aozu7hC+uqS5uYQCTVpUjAagwaFboUjjmg5MZvjxKVnz/DQMX9+mKejPUyfHsZqHHkkbLBB6+Wd2qBQi+NbwO7AjmY2FUDSUOAqSeeY2e8rIbBeMAtJ2CZODN1RffoEv8UBB6Rn4h2ndsi0OtpjOGbNCqlEPv/5EO7t1A+FRo6PBw4ws1k56/sDD5jZdhXQVxLSPI7j449XO7khtCyGD4f11ktWl1PbPPRQGATa1sw78+bB3/4G++wD225bUmlOimjLOI5OuUYDIEr94dObtIOFC0Po7KRJ4Q+41VahG2r99d3J7VSGpqbw+2sLixaF9Oi77upGo14pZDiWt3Gbk4dly+DVV0PL4v33wwjuffYJTXxPx+BUmsZGePDB4vdbuhT+8Q/YemvYZZfS63Kqg0KGYxtJ8/OsF9C1THqqgubm8AdasiSEyC5ZsuZyvnVLloQUztttF3JF+ZSUTpKsu+7q32bcgXorVoQpXwcPbnsXl1MbFEpyWPPBnmYhCVvcG39medmyEN3UrVsYqd2t25rLAweuva5HDzcWTnqQwu90xowwH3drrFoFt94anOmf+Yx3qdY7dZMj9c478xuBhoa1b/KZ9z59Ql9w7vauXb17yal+MiPIWzMczc3w73+H3/yhh7rRcOrIcAwatLZh6NbN04s79UtTUxhUWggzuO++ENBx3HE+6NQJ1M1t89OfTlqB46SLxkYYO7ZwmUceCcEcJ57oXa3OarzDxXHqlAEDwjiilSvzb3/qqZCe/7jjPGOBsyZuOBynTunYMURXffTR2tvGjQvTzJ5wQgjscJxs3HA4Th2TcZBnM3kyjB4djEZ7c1k5tYkbDsepY5qaQs6qDFOmwD33hO4pT3vjtIQbDsepYzLJDiHMEX777XDMMWG947SEGw7HqWMaG8MgwA8/hJtvhi9+ETbcMGlVTtpxw+E4dUxmQOv114cR4cOGJa3IqQbqZhyH4zj52XJL6N8/JC50nDi0OB9HLZHm+Tgcx3HSSkvzcXhXleM4jlMUbjgcx3GconDD4TiO4xSFGw7HcRynKNxwOI7jOEXhhsNxHMcpCjccjuM4TlG44XAcx3GKwg2H4ziOUxRuOBzHcZyicMPhOI7jFEWqDIekDSQ9ImmypEmSzorWbyPpaUnjJT0raYdo/d6S5koaF71+lOw3cBzHqX1SZTiAlcC5ZrYlsCtwuqQtgEuAC81sO+BC4DdZ+zxmZttHr5+VS9iYMWPKdeiq0gDp0JEGDZAOHWnQAOnQkQYNkA4d5dSQKsNhZh+a2YRoeSHwKrA+0AxkZj/uC7yftdtamRvLQa3/EIohDTrSoAHSoSMNGiAdOtKgAdKho5waUjsfh6SNgG2BscA5wP2SfkcwFLtlFd1F0njgA+A8M5tcYamO4zh1RapaHBkk9QRuA86OWh6nRcsbEozI36KiLwBDoi6sK4H/JKHXcRynnkjdRE6SOgJ3A/eZ2WXRurlm1jerzDwz65Nn36nAp81sds76dH1Jx3GcKiHfRE5p7Kr6GzA5YzQi3pe0t5k9Kmk/4HUASQPNbEa0vBPBEM7OPWC+L+44juO0jVS1OCTtDjwGTAIsev0AmA9cDjQAS4HTzGyCpDMI3VgrgCXAOWY2NgntjuM49UKqDIfjOI6TflLpHHccx3HSixsOQNKeks6KBhvWtQ5Ju0kaJWlgUhoiHV4Xq3WkoS4S1xDpSPyapEFDpCOxa1LXXVWSugLXApsQxosMAX5vZo/Vmw5JPYC/AhsDrwHLIg0VHRfjdbGGjjTUReIaIh2JX5M0aIh0JH5N0hhVVUk2AZab2a4Akn4PzKxTHTsCS8xsZ0l9gMuAWRXWAF4X2aShLtKgAdJxTdKgAVJwTequq0rS5pLWjT6uBxwaJVf8KnAksK+kfetBh6Qh0dMLQHfgaEmKzr8jsL+k4eXUEOnwulitIw11kbiGSEfi1yQNGiIdqbgmn+ipl64qSZsRxojMJ6QtOdfMJks6H9ga2B34FiE31mnAZ81sWi3qkLQ1cBUwD1gOnGlmH0i6lNAM35YQBr0NsAVwipmV/InG62INHWmoi8Q1RDoSvyZp0BDpSMU1WQszq4sX8AfgO9Hy6cB1wJ7R5+8Au2aV/TPhh1IzOogeEqLlfwDfjJYvjD4Pjj7/BtgsWh4I/AX4otdFbdZFWjSk4ZqkQUOarkmhV013VUnqnvWxC7AgWr4K2Ak4SlI3oBvw9WgfAb2B52pMR0OWlmUE5x6EP8GBwPHR55XACdHyXGAA8HKJNHhdZJGGukiDhog0XJM0aEjTNWmRmnSOSzqU0IwcK+ltM7sUeAX4tEJqks7AFIKPZ3vgGuCVqBm6Z1T2tbwHrzIdkg4HzgaekTTWzO6QNB/YXdIUYBAwDhgmaTAhUeQd0Q/xAOBFYLokWfRY00YdXherdaShLhLXEOlI/JqkQUOkIxXXJBaVaNZU8gVsBjwN7EeYu+MpQhOvCyGz7r+B0QTH1l8IfZMQ+guPAfarFR3ApwnhevtF57kHOILQvP4ZcB/wSHTO/wFHRfvtApwBHOh1UZN1kbiGtFyTNGhI0zWJrbeSJ6vIF4IvAr/L+vwVgmOpKfrclLXtXELeq5rUEf2wL876/CNgGtAp+rxJ1rYLgMO9LuqiLhLXkJZrkgYNabomcV9V7+OQ9G1JB2Step8QmrZd9Lkb8B7ww+jzh5I6S/o24eI8WSs6JJ0qadesVZOBUyWtE31eRPgxXgJgZm9G+50LHEJocrcbr4s1dKShLhLXEOlI/JqkQUN0vFRckzaTpNVqp4VeF7iRMABnRs62iwjNubGEfsAtgAlAv2j79wjNvi1rQQfQSGhSfwg8nbPtr8ANwPOEDMM7A/8FehGcgT8FxgBbeF3UXF0kriEt1yQNGtJ0Tdr9PZIW0I4L0BH4UrT8APDzrG0dgB7A9lkX62qgV2bfWtJBcJqdSoiquB34Vta2TkB/orA9glPtT1nbe3ld1GxdJK4hLdckDRrSdE3a/T2SFtDGys8MXOwZvW9BaF72z/wQcspfTsjtolrTkaWhW/S+L6E5vU70uWNO+SuBX9biNfG6SJeGtFyTNGhI0zUpyXdJWkDMCv8KLUQNAB2i978A/83ZtiXwEHAT0KcEOs4Avh4tNyShA9gKWC+fhqwy15D1xBSt25UwSdZNQO8S1MXA3O+eQF00Zi0nWRcZR+paf/AK1sWApK9HdLwNMjfipK4JoaupRytlKvG7OBjYtIVtFbsm5XglLqCVih9CCEt7GNi7lQvQnZDoaxghJcBWhGbhoBLo2Au4E3gbmJCEDkL43xOE5u3zQPdofb6b1eZRmfWBwYT+3XWAjUpQFztHOm4G/gR0SaAutic8Md4F/B3oWqBsOetiX0JM/zEFypS7LvaO/h93EPrqG3J/FxX6j+xNCFu9I3p1zNVRoWvyDWAh8JlWypVTw96E0N3bgPWT+F2U+5W4gFYuwFHAj2OUyzQBfwY0E6ae3bEE5xdwCiG++ujo4l7Z0o+rjDq6AfcDX4s+3wd8t5V9fgOsIjjX2u3Uy9JxHzAq+nxtdLPqkKdsSesi63gCrmd1y+8mggHrVom6yNKxGeGh5hHgYlanoMh3oyxXXXyOMFL4qOimdxdwST4d5fhtZh3zYOBZ4Ljo88Nk+RDKeU3yfM+LCY7s84BPVUJDTl3sSshtdXoR+5T0flGJV+ICWqnQXwI/jJbPA04ChrawzxGEUZUXlVjL5lnLnwJeJeoWaOEmUVId0Y1yI0Iemr2idTcSQgPXaWGfUwihfCWri0jHMELCtUzOnk2iP8nhlaiLrOP+BTgsWu5DaIUd1oKGktdFdNwe0XXZEriUyJAVKF/yuiAMXhuR9Xl/giHP60Qt4/VoIstwA/8H7EHUGs1zcy/L7zN6HxXdK24Eji5Qvly/i0bCw+UJ0eeTgOGsdnDn1kVZrkm5X6nJjivpa4R+xUsldTCzZkmjCH/OLQj5WhYTmpgXm9lTOftvC0w3sxml0pGzvpOZrZB0N/CgmV3Wwv7t1pGrQVJvwp9hKCFXzTTgzejzCWb2Qc7+ewFvmNn0tmpoQcd6hKf92wnN8JGERGvvm9mX8+xfiro4HvgS8AJwj5mNlfQHwtP+XWa2RCG19GcJN4pVOfuXqi6yddxrZs9kbTsJGAHcmr0+Z/9S1sU44E4ze05SA2DR/+U8YGMzO71cGvLouCfznSUNITh0NyBcnwFmdkye/dt9TXKux31m9nS0/lpCC3QQsA/hpvyMmY0rtYYcHeOAu6Pf597AH4GuhBZhA8FXcVCe/UtyTSpO0paLECZ3PuFmOI81R2oeROhLvy1r3eXAt/NZ73LpyCrTgRBL/R3ydM+UWwPh5nhN1ud7gK9Wsi4II1wvI3RH3EvwQ00gK0tniTT0Ihip0YQbwK8JDs11CMnmbgCGZJWfCBxchrrIp+NPwLCsMk3Ar4Dzc/YtiY7WNLC6v/wCom7E7N9speqCkCpjcFb514iyxlagLjaPtp8DbEjwP30Q/YZHVOh3cRXBT9GVkOp836zyk1ndSk5dlFSxr8RHjpvZcoK1Hkxo4v0sa9v9hAq3yDJDuEEMiraXrLlUSEdWmWbC08NwC094Ja2/ljREydQg5K15XauzZ44m3LgrVhdm9m8zOxs4y8w+a2bvAI8SRtyWDDNbAIwn3HhGE5zgAwhdIv8g1MVnJW0Y7fJfQrdVqesin46BwAoI18bCU+ujQA9Jx0v6uaSGUuloTUP0u4SQx2ispHUlfT9nWzl1rIy2zzWz97J2uS3aXrJrUkDD0qjInsAthAfMOwg+uY6l1NCKjmYzW0p4wHska5c7CWNFSqojMZK2XFEddo3euxCeUg7I2rYZITfL3cD3gdeBz1VSB6GlkXmqGwq8S1b4YwXr4iBCtMY3CV1Xr9FCtFkZ6yI35v0HBAfxeiU8d6YLtXv2OQmhkpnBUbsSfAu3ENIyTKXEI2pb0TEip0wDYcTvbIIfqCRP+nE0RJ/7AS8RRh+PJczjIEr3pB9LR1b5cwgt0a0q/Ls4lPD0n/m/XgbsX8HfxTZ5yp9LiAJMfMR3yeqgoicrEBuddaG/QcjDknuDOjy6SeWNiy6jjtzxGlsTxnP0TKIugM9EN8zryNOdVqm6IHQZ/ZXgmN64XBqyymwKPAh0zt6PMOvZpeX+XeTRkTtY61JCmHIl66JT1rrNgTmECYfapaGdOnYgdKHeRguBLOX+XeRsXytcvMLX5N8En2C76iJtr8qdKMyT+/No+VOF/uiR5T6a4GQ7JE06KMETXBs1bEiYFvKTG3qCdZHR0e5WV1wNhNbW36PlLYA9kvhd5OjYHNg9Wm53Wop21MV2hG66koRytkPHpwn+sVLkdGqLhs2yrkdF/yN56mIHQut9TVIAAASjSURBVBfZZqX8nablVXYfRxT1gZl9DGws6XWCBd4yT9mMnl8TnOJPEgbIpEaHRb+MBDQ8TnjCxtrZb12CusjoaPMcy3E1ZPl3NgQaJP2QEGrZM2d7Ejr+QXCSYqHPOwkNNxJG0M8zs3bN/lYCHf3NbLmZvZKQhn+y+npU5D9SoC76mdlKM6vMxEqVplIWihDz/wPgY6LxCC2U244QwvZn2tkdlFYdadCQFh1FaLgLWAL8POG6KJuONGhIi440aEiTjrS9ynPQrGYiYUarp4hCWKP3O6Ntaw1UIqQAGFIrOtKgIS062qKB1Sk0DgO2S6ouSq0jDRrSoiMNGtKkoxpepTtQaKodROjGyEQd7EAIGT0op+xEopm0iJJ4Ubo+ycR1pEFDWnSUQEPeRHnVqCMNGtKiIw0a0qSj2l6lqPgOhP7vqYS46X8Dv4q2HQjcklU2k4LgGII1/xNRn3kt6EiDhrToSIOGtOhIg4a06EiDhjTpqNZXR9rP1wjRBpuY2SpJnwLGSHqKEOnxgaTeZjbfzJZJ6m5mt0haSMgEeaGZza8RHWnQkBYdadCQFh1p0JAWHWnQkCYd1Ul7rA4h3Ox2oiYdUQ584MRo/eaEgXvfJKQj2IaQUXXbUlq/NOhIg4a06EiDhrToSIOGtOhIg4Y06ajmV7vCcc1sJSE76rBo1ZJo/fWEATFDgR8RIhNuJoSpjTazCe05bxp1pEFDWnSkQUNadKRBQ1p0pEFDmnRUM+3qqopimB8FtpDU38w+ktTLQkz7vcDWZnYvcLakrczs5RJoTqWONGhIi440aEiLjjRoSIuONGhIk45qpr0tDiNEH3QAvhytywyEGkLImZMpW7bKT4OONGhIi440aEiLjjRoSIuONGhIk45qpt3OcTN7TdK9wEWS+hASm50OGCEhYUVIg440aEiLjjRoSIuONGhIi440aEiTjmqlZBM5SdqNMDf3zsD/zOyakhy4CnWkQUNadKRBQ1p0pEFDWnSkQUOadFQbJZ8BUJKs1AetUh1p0JAWHWnQkBYdadCQFh1p0JAmHdVCaqaOdRzHcaqDxGcAdBzHcaoLNxyO4zhOUbjhcBzHcYrCDYfjOI5TFG44HMdxnKJww+E4juMUhRsOxykxkvpIOi1abpJ0a9KaHKeU+DgOxykxkjYC7jKz4QlLcZyyUIqJnBzHWZNfAkMljQPeBLYws+GSTiTMTd2DkLL7d0Bn4ARgKfBZM5sraSjwR6AfsBg4xcw8f5KTGryrynFKz/nAFDPbHjiPkDgvw1YE47ET8HNgYVTuGWBUVObPwJlmtmO0/1WVEu44cfAWh+NUltFmthhYLGkuYaY5gEnAcEk9gN2Af0XzRgB0SkCn47SIGw7HqSzLspYt63Mz4f/YAZgTtUIcJ5V4V5XjlJ4FQK9oWYUK5hJNKDRV0pGZdZJGlFCb47QbNxyOU2LMbDbwpKSJwCWs6eNYo2gL648HvippgqSXgEPKINNx2oyH4zqO4zhF4S0Ox3EcpyjccDiO4zhF4YbDcRzHKQo3HI7jOE5RuOFwHMdxisINh+M4jlMUbjgcx3GconDD4TiO4xTF/wMn8rxHyJNtbgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe43c3d9e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tasmax.sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19981015','19981025')).plot(alpha=0.5)\n",
"candidates.sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19981015','19981025')).plot(color='red', marker='.')\n",
"\n",
"candidates.where(\n",
" candidates.rolling(time=3).count()==3\n",
").sel(lat=-37.8, lon=144.9, method='nearest').sel(time=slice('19981015','19981025')).plot(marker='.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a run of only two candidate points, so it was correct to not mark as a heatwave.\n",
"\n",
"As a first pass this works but it is a bit crude - it correctly identifies heatwaves, but doesn't allow us to count them. To do that, I need to define a custom filter function to apply to the window.\n",
"\n",
"To count the heatwaves I need to be a bit more specific than I have been, since each instance occurs over a number of time points. Let's say I want to count the *starts* of the heatwaves - where it transitions from not a candidate to a candidate for 3 steps, so I want to match the pattern\n",
"```\n",
"[ nan, valid, valid, valid ]\n",
"```\n",
"with the second point being marked as the date the heatwave starts. To do this I've created the filter function below. So that the times get marked correctly the function is intended to be used with a centred window function - it returns true if the entry one to the left is `nan` and that the current entry plus the two to the right are finite values, false otherwise."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def rising_filter(array, axis):\n",
" \"\"\"\n",
" Returns locations when the values of array go from nan to valid for at least 3 steps\n",
" \n",
" This should be used with a centred, 5 element window like\n",
" x.rolling(time=5, center=True, min_periods=1).reduce(rising_filter)\n",
" \n",
" Note that applying this to a Dask array will load the entire input array\n",
" \"\"\"\n",
" # Make sure there are enough points\n",
" assert(array.shape[axis] == 5)\n",
" # Make sure we're working on the last axis\n",
" assert(axis == array.ndim-1 or axis == -1)\n",
" \n",
" left = array[..., 1]\n",
" right = array[..., 2:].sum(axis=axis)\n",
"\n",
" return numpy.logical_and(numpy.isnan(left), numpy.isfinite(right))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In theory this function can be applied to our data using\n",
"```\n",
"heatwave_starts = candidates.rolling(time=5, center=True, min_periods=1).reduce(rising_filter)\n",
"```\n",
"unfortunately however this doesn't play well with dask, which is the library that handles loading the data from the input files as we need it. If we try then the entire 150 years of daily data gets loaded into memory, and our program will crash.\n",
"\n",
"So that we don't need to load the whole array into memory, we need to wrap our filter function using `xarray.apply_ufunc(..., dask='parallelized')`. This tells dask that it can apply the filter on chunks one at a time, it doesn't need the whole array."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def rising_filter_dask(x, dim):\n",
" \"\"\"\n",
" Helper function for applying rising_filter() to a dask array without loading the whole thing\n",
" \n",
" Use like\n",
" rising_filter_dask(x.rolling(time=5, center=True, min_periods=1).construct('rolling_dim'),\n",
" dim='rolling_dim')\n",
" \"\"\"\n",
" return xarray.apply_ufunc(rising_filter, x, input_core_dims=[[dim]],\n",
" kwargs={'axis': -1},\n",
" dask='parallelized',\n",
" output_dtypes=[bool])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The dask version of the filter has to be applied slightly differently - this seems to be a bug?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"windows = candidates.chunk({'time':20}).rolling(time=5, center=True, min_periods=1).construct('rolling_dim')\n",
"heatwave_starts = rising_filter_dask(windows, dim='rolling_dim')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally we have a DataArray with the start time of every heatwave at every gridpoint in the ACCESS 1.3 historical run, that's pretty cheap to calculate - the run time of this notebook should be just a couple minutes.\n",
"\n",
"From here we can do some analysis - where do heatwaves occur the most? how does the frequency change with time?"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 32.3 s, sys: 8.53 s, total: 40.9 s\n",
"Wall time: 26.4 s\n"
]
},
{
"data": {
"image/png": 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Wwn+gdWoXA4hITkRe4U66HFpEPeq24ddoJC7HgBU++wSUUk+j+/dX0cZdBfe+1+MyByyt/de7136bukoBmvdrEPejd9sfFe1ylhKRS920rwC/LyJrXLXQh4HrXSnDLrQk4ErR1vQfdOvbDEHJ07qGRO3eeA0LQERSaB21uPVM+tK2uteyIvIBtI718+Y5l0E0etR/B/5RKWVE+F8E3iciA24fvQ9tlLdQPf4ELU5/ibsr9OPHgC0ivysiSRH5X2gCfNsSylro2YXc5t4P/Jlo98K8aDxXRD4dvFEpdTtaxRi0HfKatVB7G24SebmI9LrfN6Hf+0I2A+9Eq8I2oxmic9FeGlm0geQ0WqLzLyLyGldiGXfLMIzYh4BLRbt/9rnlrheRa8W1J2K+TYm/vh8V7QYbE5E88DvAbqXUhIhcJdoWod2992I0gx4qWXHnUgq90MfccbWQJ8nrRLtgiktjPwE8HDJejgtuni9wx34FTUeMa+8xYI2IlvC69O4nwN+4dT0HbUz5pSUW92XgRSLyRrf/OqWuEmpBG1ZX3X4Lninwc8Mo/DJJDjxOUCm1Tyn1cFgadQv7e12x0A+AjW7aP6In8Ch6cH1/oTKWVCEt1rwRbWjzDd/1w+hd75+ireQPoI3nLHc39nvA10WrPX4FbXV7vPgCmiAttmNasE1KqYfQxoj/LHU97DvctKeAv0cbgQ6hVQp3+R6/Fb3zGxKRYd/129EL/2Hfb9CeBSyl/a4E5h607cNXfdcX7NeQtjlow8ENaMOlQ2jDTdBGqdeiRcF70NKm33Ofm0YT2v9Ci+f9YvqF4O/jj6IXtnEReZ/LPHWi+3EeRGQ1mhA+7uYzh7Y1MHg7mskZQqtsXuJTOaWB60Sk4OZ/N3XjW5RSn0HreB9HGwB+Vyn1H03a8WG0yHW3BFQObpmvRY+PCfQC+RpX9dG0rMWeDUIpdSNapfEu9G5wCC3mD50nSqnbmixOS53TLwIec/vye2jp1jzXPncRfSPa82VEKTXs/u+nbg+FUuof0AzSB9HeMgfRBnffctP3og0X1wLbRavIvg48QF3dooAJaYxz8H/ctCxajTCBpncr0XMD99q7gV0iMoWmEX+rlDIGuUG8HT3u/gVtSFxEM5qmzQWpx2dYjvbimkarMmpo5n8hLLX/U+i5M4KWDPSg5znofhFgTEQedK+9Fd13R9E0+M9cNduiUEodQtspfQDtafUIdcnWe4G/dvvtg/joz3G257TDxjru/5MN0Rv4Xw6IyJ8BG5S2VD+V5a5Eu/v0B8S/EZ5BcInq7yil3na66xIhQoRfDoiIunf/muN+7pI1+1Hq5OkXfmnOVhCtmngX2ijwVJZroUWv10eMwTMbSqm70Tv6CBEiRDhlOBVqguPFLwVzICK/gVZTfMFdAE5VuVm0Ds4YZUaIECFChAgNsNUz7wiIXwrmQCn1n2jf2lNdbpFw//AIESJEiBABAOcZeAbiM69GESJEiBAhQoTTiqaSg2Rrp6oWJk5VXSJEiBAhQoRnAg4opdacqsJ+7mwOqoUJzn/PJwBQvrOynAXOzfLfI06TtHmH3frus8Kf91/z7DOb9Kf/+aA9p/gcNJxEY1pT55eQ0EfNVEWmnIbyj2MM+J9bqF8ayjffVeDTX7zTWDcAx4wCCcmTxjR/nl5dwsqxFy4vCH95896xP89Anzsh401C2h58D5bPKa9ZeWbMNm1n4FrYuDXP+cfaUlSMYfPElGfeWcM9wXcUFqqryfjz5mjYOzZJ/noHymu4t8n7DvZZQ55LqGfTewPXmtW3oU5mHDSbz2ZM+54PzsuGdyyB+/3lNmtfYJz7yzN1CKUH7n3e+PaVYeaKFUZ7g/0Y0j/eXLAD94Y9H5b3T4mw8kzbTTv9c3cezQ15zrvXCU8TBx75zPtWcwoR2RxEiBAhQoQIERrg/LxJDgDs4zgjzM+JBTlxCQ2h4t6zxBO850kAmpQXtlv30hoydW9psksLlVQEngvbGXvMYLOdeFhd3Lb4d7hmpzhvxxBWbsiu0uxownbKwbZbTbj9MKmRtxsJkUaYfrH9EprgDidkJ7aUHUeYBCAMnlRh8SwbdlZO4Jppu3+8Bqvpr0fwnYVtDmLVxrwb8grZyTvNZmxwfvjaYtoQ6hXdTOJgkkLqPm+33WSXFra7C+bjr0NwTPqfsdw+M+8hrG7NpEShksulSgwD5akAbfHn7T1m2hTyHq0Quhic22H00WtLs+OifOXFS4H6NqO5TaSEzSRj8573pYXRR3GPFlTWwjPTk774yrVqpmPc3/45l2jMyy/JCUohGuax7502nWMnCaciqNHxYundEPL+TMfH3cDIfgLnvZQQ8bt50TH3wFZH5qeFTviAmLdB7N5EdWAYE1Mn/4QMLrYNBLUWGNH+RSwmDeU2iv70j7BFc55oq4lI3rLriY5b3jyR7BJUD/7nJOysz2Yif7fcWqrxt7+8ef3kQ5jor5l4b159Qwi5eT5WmV9uGLE17z2MCIW9PwPT5uCYdOK+PggwYqEEx9zuJ2Ju3lVTRnAxtOtEys+gB/sqdHExfe6b3XZAFOsnmt61ZKDevrzmqayYL2peirpQF+TeH9LnHkNl2hxCyL0+CFmwDE0x9zcQ+mZqkACaqWv8DGSoyiBYT3OLrw9i5cb6hb7HJv3ZbJE287GhngF1hJ+eh81RCN8YhtWzXoj+8K8DQTVG2MIbxiSYa97U8c05O7U4MxHKUBmGMdgX1BnOhZ492TiRagUR+S/0OT7HlFLn+K7/LjqqZBV9Yu4fL5AFEKkVIkSIECFChNOKE+zK+DngU/jC9YvIFegQ9WcrpWoisujplYsyB80MWDyOM8RwBpMWxoW5HJzhTBvE3wFRrJ9T9XYFVuO9wfsgYGgYZrxlnjMco7crqDdiIY4aIFF03Da4O/oQTv54jRWDOynHt0s3u2QjNjNi+ni5/pCJpBkmHfDycrnzBjG29z7c53194Kk4TN/ZC0se/H1uyjN9EJ8L2eWbvHxJZlfgGVA1Mx6Lzd9phO0qTHvMZ8NzAbWH/x0k5hp3NOaeVKH+sv3vSJfvK7fm9oHpa7+BmLtzVCHSAfNM2BywjLQtZO6YPJz0/LbYadMHMu+5IJyk7/03uz8gMg4zLAybF8F55ZdwGEnFvB2qr+9MO8Pmp50JVDFkh2zyalB1BuorsflpnhTDr85sspMOqhWMtADqY9FIXcPUUc1oikkzcxbq46yWbJRqgl9yaMr3Z9r4fCjcvKpGWtTEaNUPU4yhs37a4tGygITOX2AzlW6o+jQgiWmQOBk6FdLOBlXRaZDw2ycwCrJS6i73HBg/fhv4qO98ldHF8lmUOagZQuOfEEEdtfvbT+CCxM4s7P68zItsWOTtxvsbxD1NVACmnua5WGl+W8L09CqoR67MF5ubz8Rs/cFauvFlNli+GpGmWeD8xN0jfmp+WlVnEqYfNkQg5k6uxIxhFuojWbkrqUc4fAtlUPSfMIuTcqgUp6hWZrGrJRy7ioODUg4oh2SiBeXY2NUStWoJR9lYsTiWFUcSCcSKI4k4ViyOSiV0WiJFPJHBSiRRbv3CRONmkfZPVhVgKsIIlpMAu1qmODlIeWIY5TgQtxCxECWUxgaZOboHp1xC2TUcx0bZNVAgloVYFlgWYsXcTwvLcT+VRSKTJ5nrJJXvJNXSSSrbSaqlg4RLxRr0n+7ZJHXGytfOgFeFfyybmRe2QIKeE2HMgUdI3ddZbWl8BnyLe8zPHbj1M2NEfGPDqAXccuIz89MW8lCC+eo+qNfd1Ne/yTAqDm+Ol+c/5/Wj24S4bz4bJtTUKYy2NFOVWUtQg4R5FjRT25n55V+szXuLleeL+ZupQc1GwMwF/4IaVGf657W3sfLoT70Qw0x679E33rz3F2Ce5nly4Zu7If3TDN5G0JnfP95v3/xwAsy6nwnz0kz/+t6/gUfX/TQ0lAlx00I2S6cSp8DmYCPwfBH5CPrgrj9QSj3Y7IFIrfALDOU42LUytdIMlZlJCqP7KU4eRawY2VwP1fIMx/bdTzyZJZHK6QU9lnAXzxiCUJ2bxorFicXTxBNpxIrjOLXAfxVl2ziqhmNXsatl7GoJVauCCOn2Pja+/D3E03olc+waTrWMU60ACsddsGKJNLFcC0opSlOjFEcOIUpIt/eSbusB4NBPvklh8GmqxWnSHX2kOvuQWAyFAsdBOQ6ptm6WPfdVxNJZJBZHpeOIFcOqCSgbGwenUqIyOYZSNo5dIzZVwa6UsCqaWSpNHWPyyJOUC/MZ7Euu/njD4hohQoQIPwucJYgrtt83zZP3FRa9bwHEgXal1CUichHwNQLH1Yc90BSekVJInAOPYwuxro95YiT3lhAfb8/q2F+LgCFa2HNGPBcLEemFqUESRZcTD+wAoL5rUR63PJ/o+yUGQZh2WlUfd2/qacpoEF+aBupy4qU6G+vtOjwJQoh41729mrPcvH3SjIwwPbyHJ2/5Nwz7G4sniadbiGfz5HpW03LWuSjHZm78KE5COPM9HyKRzum6zLr19hn6edKHEEv2as69pGDiyQcZe+xuSoNHSXb0kM61Mjd2FOXYlKaG2fU/n6E6V8AuF1FKEUumkGQSMdtrBLtUJJFvozozTSyZJtO/ErGhPDlMeWpU7/596Dvr+XStv7Ch77xdpX9nZMabMfRMwdCt32H8/h9zPEi2dtG+ZivDRx+lVp6lVp7Fnp2hVp6lUptFxCKezBBLZEhk8nSffznxdM4br/5xZyRdKmC4axAr16UCtn+8GuPBkJnrSd3cnX+s7FOfBMSsDVK3XCCjZl4HfmMzk6d5zG/M686LeNH97dvdGdF/mPGxt3sMGJY1lOvmFQ+RagSlAn76Yd6DmasqRHVgnq+FqKeaqUiVM19yFFSlhdXTTze8LM0cN7vtBilPo3qxwXjUiNs9aYuPJrl95tEY/zsOGG96qkTfTt58DzOgNN/NzlyFjFevrBCvgDApoScdNnmn59fXvDO/VDKY1mAgHJCs+J9r8GppJlE6SViK5GDTs9vZ9Ox27/eNnxo8niIOAd8AUEo9ICKOiHQppcYWemBR5iDMFTHpTnizoJoX5/c68CabIcx+0U9AlBrqxmU8Gsrz08KQLMwX08+D0X/7Jo2pS30izBfTBW0rdB7mdlNuiJ4/bnTOflVF4zUn7lMLuNcqeX0tNMiP+xmfdZgeeZqn7vk8TrVMLJlBOTbptl69W3ZsujY/m9bVW8h0L0eyKZRjY5UclGOTX74eK5nGspKeYtC8R+W3DHYnUKVVf2ZGfHUqO8wNH2JuYpAjP/qad71WLGB1pLDSGeziDFYyRd9VVxPPtxNLZ8gfiyMidWt8lxAr22Z2+iiJfDtZW6+MpQ43zbFxSiXsuVkKTz/JxPb7qOUsym3i9r/pQxp+6z5v7LvkNKx61lUMnP1i7KwgsQQSiyEiVGMVqtOT1KYncSamSeTb2X/jv6PsGpXpMWZGD1CZnSSezhFPt5DK9pNL5ajNTFOcPEphZB/lgp5vc8VR1r7oGo+J8hPkhDuHTFpwgVZWfez7iVWi0Ng+M+71tUZxdJhI1YzJmlSozc0ST+eAJJXJMRyxibe0YsVS3oIUZKzC3CNDbYeCnh7+sVxSzDy9HXtmBqdSJpbNYiVS2OUSlekxrGSK/KozyfQur6vI/CJutzyjr29Q15i6GQbAZwHvMVshGwDzbkyeYWoJrw+aBHvyL2JOUqgUJiju283MsX2Upoapzk7h2FVaeteQX7aBrhVbSWRaG1SARg0RxjwZuyLDwPvrElR1htnfeHp6/2JoxPMB2hkW7KmuFp2XdSgMDQtTUXi012Nc6kkeE2xoUkgQPVOnWnZ+nqHqyMBq51dH1Hzvral76EnCibQ5cCE0Kki+BbwIuENENgKJZowBRGqFn0sopdh57xcpTh6l96znYsWT9Gy+FICpg9sZO7CN8uQwY0/dz9hT9+sh4iw84te97rdpWblhSWU7do3a3AyFQzs59uitiBUj2dblpccyOdo3X0h27UbSvQPEW/JhKT6oAAAgAElEQVRa7O/f4SwQLlFiMTJ9K/WPQuM9YsWIZ3LEMznSF/bSc+EVP7PhUDydhVTjNSuRJNXVS6qrl9gyfe3MX/8zrHicWEpvefdc949M7nnUeyaRbSUWS5LtWE7X+ovItPeT6VhGorOLUwnl2JSLk5TmJqgUJ2kb2EQ83cLEoccplScojh5mfM/Dvra6DGMqjYggyRS1mWkAku267t2XvZjWs84/4XU99M3PNk0vbzrKylf+6gkv91Ri2z+/z/u+8tLX07HpQhK5NsSKUTy0l+kjOzn60E20DWyi+5zn0dK35vRVNsIvDETkOuAKoEtEDgIfAj4LfE5EHgfKwDWL5bM4cxBiMGUH/H5DHwsYBvl3Rp7laoifclDE1GDIFlA5hHGvYQFnjKTA89n3cdgeJ1ydLwFIFHRBxqiuQdQY0Dn7/XAXqhNAudVVB5hYCLX6c9NDe5g5tpdYNkci00o610WqpZNYIlVXe8QBhPiyPiojuylODuLYNY4+dBNnvuUPaTvnYro2XKTzWwX27AwzO55g+Dtf98rpfsErkJYMVjJJetUaUslualJ/L5U2KB07yv5//zsAWjZsAUcxd/QATrlELJMj0z3A6kveQKZjGYWh3RT2bQfAnptlaucjrLj0tbrPFFCDuE8CNNvvSk3C/Khdbr6Y0/ekfEd72IGFPIzz9wzoQtQK4YFY3Pvd8Zacmp9nvFUfrBl3d+2dq86lOHwQgFzXKtZf9jYSndozqJb1SV0CInz/7snbxbptMiodg2QBssOueqnqUz2ldGNSE7WGNNuucNdPPoJYcbJt/cSTWfbd+3WUssln+mnrOYNkTbASaZxaGYknUHaNeL4NsMh09QOCk++iVpymNKJFlvbIBIkZnxTDb4zp7c5N+3y79AAvWmmrf1dxYcOHP0HVmWP63nuwCwXi7e2k168n3dKFlUpjpxRFlOfxYdQTUDc2LrsS1obAVZ7oeL7Y3UOIt0KwfWHeA/UG+J7zjAdNPvU+2PjG36c8NcrQAzdTGNmLk41DLk0i20Z+6wW0nvMslheKjO24n13f+SdWv+43KR56GhxItXWT61tDuqMXO1NvRMIdJ2auNgRKMx5Mbv9U/TvqQN3D5t684Eshj8+Ll0B9HHhSl7DyQqQ1htbWMoa41dPqkq7GcsFn6Oum+emAp6oO8WgTY8gYpno+DaoEP06kK6NS6q0LJL39ePJZlDkwYkz/Iu0EAreYyRoaxcyzqvU9b0o1urEGFx/3M8yNx+QV4gJnBp8ZqI3RyBoHZoOYzp3U1ZzRGfqIe6fVUL+ab3FKzjQyHDGfS6ER5xmdo4rB2KHH2HWP53ZKS986Nl353oZ67bz5XwlDsr2Hgee9BuU4HPjvz2LFkyRaO8iv3Uz6jDMYvf1mACbHdpFkiriVBqUoHS5T3LWLqbvuaMgve9kFpBOd3u/4pP70rOorEJd6YxOt7bT2b6S25mzKQ0epzExQKYyx55bPIWKR6Owif+Y5JDq7SLR3kj9zK2X3oGrzzvzMoRkvfoJvYJgDzxrfR+DmuSL5ebWglXoTN66GYDRGPWRUY74F3Ij+vSBaxoUuniTd3s/6F76TRHevTjPl+sZdzdWtl3pdg0vfwpFyBXqZYZ2WP9QoG0+OFT2dnJOsy0hLvbqiY1t0ZerzMk1n92sYu/n7JNavofOCy+jqeafbACE7qsvuTsHEE/dz9JYbUI5NdXqC7KozIJehz15JOtOOJBLEN2XI5fu0y+62OWJlPTHtVL0uhmlWLqNc6q6Tk+RM45xLj9e/G713pTVDbvMLG+ZqTQGl+jz0vB58LopGjOzpwf0LXWDhT/jst4JqzAbVk3vNMDF+xmHeZiZkH2CF2B61tqyAlhW092xgfN+jzO7dzfhDd1IpTuFUy8SzeW3QW54j3tLGkR98hY6zL8FxSow9dQ+Hb9OqulUvfhudGy9s6A+vuSFeZKGuegE6XE3Nv6euppnvXdEseqYT0PM3pBl3RTN3/LYuiUY7Kv9Cbpg1z9XTvxEMqg5CPCfCvFYM0+RtJPxr0mlQJfgRna3wCwrHrlEY2Ydd1aOvbM+SSOfp7ToLgKcf+Boj++5veCaems/Wn/HG32XPDZ8i17+WRLaN0vQw5YlhKpMj7P/uf7Lu9e8l2dqlxcfjxyiPH2Nq5yMAdFz8PIoH9zGz+0ns4hwigsolteeB3cgWq2oNQnSAynEojw8z+uCtFHZvJ57L07LhLLouewlZWnnsn7SYNJZMk1+5mY6NzyKRbaWaVVjxBPGuTjIDq37m/nymo1qconVgI+nWHk7zhqMBbRc/h+wZGyj8+E72fPbvcEpzpJYtZ9W7/w8QozY3w7F7b2Vi+wP0vu7NKMdh+MavUDzwNLFMjt1zDwBwyYs+SDLlcnecZqr5C4B4Okfv5stg82XetUqyRq1YwG5NMHTrt5l+8mEQi5H7b9HGuvG4VkHEYqhaBeXY2vU2wi8knolnK4hSYcIjN1FEnf+b+lRGv0i3Ho62WcbuZ4gKICgViPkMBD1DxBBO3HChYUYunnTAszr2GWpVG+8PBq7R9Vu4H4y3g78NtSRMD+1mZM/9TA7uIN3aQyLVgl0tUSqMkmntY+NLfxOxLMZ3PsDovoewaxVSuQ7i6TzpVBvpXCf5tWdhxXTFgsFdQDMe5ZkxiqNHSGbbKbUrarPTHP7+lxrq2P6sS0n2DwCQWbmGeL6Voe99jcqxY1THRlj2W79N+dBBJm6+meVveTe5dRtQSiEiXnlPfbiuI13/uv9Fy7J1PrEgONUK1aODHLnvu8wM7Q3tqw3/92NaP+9y/H4DLQOzWzc7Ob84Mui7XPVJHJrFPA8aWjWIGgMW/k2Dy/h90T1Rsf6cGtvL3LFDTO18hLmhg1iJJM9689803DvX7fMtDzBgfuPajt26UtmdrqtkqdHyVnXkcbKudCBdb3ipW18zkq5iT708s+ut5RROtcqBP9LRUTu2Ppts+3Km928nU0qyetXzaUv1UypP8tjO64m1tuHYNVpreSwrwZozX07MHZO1XNytg4lX4VPJuXPTca9ZPi+XoI9+g3TAFZNXs2bnWE+s5PW1cl2wNQ9Bz4sGTwazyy+UmRs6TGnkCLXiDE5pjuzAGlrPuqCpG2qYZ0kQDdKlmfnXDIKxXpLTvjYYr4isNuCtxqpM73yMsftu05Kp7mVIMsH0U5r5txIpll/xBpK1JMqxNX0UiCdztHSuIJZINxg+6zIW9oTw95lnoGk+Qs6L8SSjar5UodLS2FkN6j9DP1z67KfLxlg0THVg6mekr2Zc+OHNcb/hpPucodlhKiAv0NoC9MSJC4985n0odeKtBMMgIurTO55/3M/91qY7TmodF2UOnvXOvwcCgykQxc4MqoYIYJ7uLqBXoh7AJyx+vplQXoAU36JtiHw9z/qg9K6lGq3XYf5Ej1XnD1AvLUQ94JVviKFd474bNeHNdg6Q615NdXaKwsh+UA7xVBaloFKcIJHOk2zpIJXrIN9/Bq1rzuLJb3xcxw3I5InFknStPg/l1MgvP5NMex/VFmFubJD9P/gCynGoFadJdfThVMpUi9O0rjubqT2PoaqN0T/Sq9eS7O5l+qH7yJ19HrNP1I3mYi15YpksqlbDLpdwyiVQiliuhURLK7FsC7N7dgCQzHWw6eW/Q6qls646cidWqd2iNDXCyBN3MrnnERLZNrKrz9Ai8EoNZddQjoPUdCAllbCQeALJpUn3rySzfDXxzo4GAu2fpPOsxRsmt/teTEAXHxEyKgpDpP1jMShmDbN8NnmHiWmNeuCJT7zfq1Dfc64k1dFD5+rzGp7zW06b54yHR/cj9dXBOuYaU2RCuCfAyadRridLtbXe0FpOV97YrhgmwQ9Tl9yRKnMzw4wP76QydoxEPMPq1ZcTj6WwKvVJp2I6r3KXG+QpZFEJ2hdAXa0gRnecrSeaxaB+iNh8rwrPc8JnAzTb7zIhbpPtEBGw2OBUysyNHKV07DBzw0eojo1gl+dwSiWc0hxORQ8AsWIop97Wje/6ILG+Ti+fep1w22Da62u8GRMhlvBmvNoBfb9yHJxqBadaYnbmGMVDe3CqVVStisQTJNs6mRs8QPHwPqrTk2AJibZ2Bn7l14mv1kx+rKiYO7Sf2KxNZWqc4bu/T7p7ACuRAhQKhTNdYG7sKMnWLnp6z2Zgw/OJJ3SnNUSHDNgKNEaObHx/hiaGbcxqAXXE3MQQUwe2Uy1O4Sgt3bCwtM1Uaw+ZXA/pfBckw9wVGvu14WyeADPhXz+M6tGk+ee6uc/UPeZ7j3ZgU9tgqxLwDHvw8+8/pczBv+y44rife++mH5/UOkZqhZ8CYsXoXHkOYsW0fjaVo61vA2uefTWHt32fsb0P0X/2C8h1raQ8O0F5eoTJw08xvv9RuO+biGVhVyZpX3U2tbkZRvc9SHWuwOTgTja++N0AKOVQnhgGINnWzZor34lSDuO7HqQ0NkTPy65i6tEHqAwPkuzqJbVsOaXDB+h97dVkVq9lZsd2rExWiyPjCSSRwKlWqRWmkESSWC6PJBJQq1IZH0WmJ1n+7Kvo3Xo58RDXMD/SbT2svOz1rLr4KmaGDzA1fQARIZaLI7E4IjEdcVCEWtJB1WpU7FkKOx5l+JZvY5fmWPHmd5Fbt/Fkv6oTirP+6O8p7HmSw9/8PIjQtvE8bff7DIWIkM33kc33kWrXFQ3uLn9eoJSisOMxigeepnhwL5WJUVI9/aT7lhNLpbAzGezyHKpadd0jW0h19pJq6ybZ1k2yvZvsynUkcq0nXBWkbJvC/qewS0UqQ4PMHH6a0uggVjyBlUwRy+bIb9xKIt+GxBPY5TlKI0fJrlxP96UvJdnRTS2jQETTBjdfESG7ai3xWcgBHVsvnmc3kyxApTDByPa7OPzYLeTaB+gaOPsEtzActdIsu276N3LdK2ldthFJaBdqVa1RnSswM7yP0vQI5cIY3esvBhFGdt1D67KNpFo6SWRbEStOvn8d+d61p6TOz1Q4p4YPOS4smTnwG/UZrtqoAxIhcfPNDt5IB/z+2IZLi7uin8Rsfbvm7VpMPPvkwjuj+NzC+tCGmOPzOP56WkPMAxotw5VrEGbqND74FNVyAceu0ppfgVIOiXiGdLYTy07iHBshUYvT2b+F4uABimNHKBVGG6LsZVp7mZsaAmB4x10kcu1YiSTxllYGtr4EcSA5rUgmBzjvV/4Ku1pi313Xs/vrn0RiMeKZFpZf8Qae/to/ApDs6KU8eJh0ez9WPMneD/85iY5OEm0dtG4+D4npRtu1srZOT+VAKdRcGaUU8WwLTnGWiScfYHT/Q7S+6IpQq+PckO6DzFidtFq2kE2sobvPndg+KZQJ0uTtCuLAGZrIH9p+M0du+AKp/mUsu/oarK5W77myCbfr7uTSIZ64pn6xyfo1Y5RmRLdhok3PAjoklLMxePN7RxiRptk1lY8eZvye21B2DbtWwonXrceN+qNcj1FC/oB+vmOHFmv4F2Z7oIncHLAzCS80tpEW+GEkJJW876IJvuXuXou99edE6cZ7KjnffA6e8xHmBWTUCmEnYZq4GMa7x39/fE5fq7bUSU0t3Sj1CAtAY/vCtju1KtNPbmPw29fRccnlLLvyTYgVo/D4w0zveQLHrpFfv4W2DeeR6uol2dlLIpZuyM8rp+KT8vhVVobsmABLvjlgDNjCQkFPV4c4ev3niWdyJNq7iPd20/2s15NevpKYq+vy1FohAXlQbpiRmPdznsV9Q5C4mlbvjd59C6XhI5SGj+LUKuR6V7N2y6vp7trkqXcagi65O+lqS8hYkqBRtSsl8hv1GsNQ991ZVSARp33duUzuf4xScQKUQ2V6HGXbbh4CIsSzLXSffRkT+7bpPhvc1VB+1+rzaW9fg+1TT3hnjoTF7DDCtpJ7MeVXSzd6j1R9XhLBAGl+6ZBfYmyMzU8lfr6PbI7Arnu/iOPU6F55PqlUKyIW5dlxRgcfx7FrKGVTq5Upz02Saelh9YVvIN3ex+BjPwQRYok02dY+7WrW0YVYFrUElCaPMbl3G1NHd1CaHqF77QXarz+dozwzTrq1m1guR7KtG6dWYeShW9nwa3/K2IO3MbnjYWLpLLOHdrtce5laYZr0shUkO7qZO3qQ2sw0Tq1MeXiI9q0XYaXSKKuKPTNNdWqc7LK1tKw+EyvfwtD/3Eg8lia3cj0tK9Z7zMWJgojQd9mV9D7nZQxt+xEH//OfGPi1d5Ps7Tuh5ZwoKKWozhZQjsPu6z/hXbeSIebeEU44Jh76Cce+fwOJji6WXfUW8medy/jtP2Ji2710bb2UVa+8hsTy5fPtCJYYpGcpqBVnGL33Fioz49izM4B486I0dBinNEfXVb9C+7kXNzKli0jgfloUj+5n5L4fer9zfWspT49SSfWzb8dNVEsz+pyQRIp4PEU8mWNg+cXEYnWuuFyc4vCTPySezJBI5vRZKQqybcto7Vrji1y6MGLJNKsuewPLXvA65oYPYasqk089SHV8DMdxyPaupH3juWT7V5MoCdnOAXqf9wovVooUSiRbOsiUm6gcfkmwlPDJpxqLMgdGZ+PX03sHiQSM+Py/kyaSW1mz6U5qvj7SoMH/3JUYxEqaPY/7T8BLNi5Uft9ZJ2l2+fp3eny+8NA7IbDo8xsP7HDspN+nWDdeaoparUy+YzWWFePMs9+IGB2aceMqTjB6+FGOHXoIx64wO3WEJ2/+FKDoHThfH0iUssi1tTO593GK1gyxVJZjT9yOUy036EUzK9aQbGlnaPvtDN1/EwCrX/g2KjOTTDz9BKXCCMlEnsk9j7D5TX9EMtfO9KEdTA3uZHrfdtIdfXSvuoCDP7qOZL6DfN8aZscOU7ZtyoNHsMtzZHtXkutdjV0uMv7Y3TiVElYyhcST2MUCIw/cAsD6a/6QdHc/pXbdL56hD/Wdtaen9xHoukGQ/mzYxTogWLS94iVYve0c+Y9/ofsNbyS3dSuxkjFuc9+Pb5cfC7g5+iUAZldghRzC4p3mGXIAUtA40e86WYs5TO3e5hl/Jrt7sVJpVrz8baQ69FkPZlc55/I2HU/V+yd/QG/hazlduVipvmJ5Jz1mXIO/gH1LLWvVbR78ke/cr2EGWt7OyP20fc/NdelyzHz2L2JGZ2ukEMbIzp9XMKwxzHczS/rCjCenGyUGfkmeBHTFDe/AHUNWUTF6z48YuUuP/zNe/VuUp8bY/+m/J9faz9ZXvh/p0BaY1pgi6JzvhRf2kYzq5ASDD/4PldlJEplWYm2tZPtW0rbxPMpHjjC19zE6L3kBsVS60XZk/yiFndvoe9FVxLJ5LXlzHD2282liqQyZVBcy1xivwjvx08SyCLHJCp4iCSCBsPINc0BBbt1GtnzgEzpq6OAY1ZlJKtPjFJ58lPaeM0h3LkMpB9suY9dKjA49wZE9d+izU+JJrFiCKmWU49Cx/jzmCtMopwZKMXjwfmpzBc646M20rdrsq69uTHpCV7yc99HJikW8bRXDT93JxPa6V1bx2D5GH7+Dza99PyqdJZ7KkpxMIBID2iDXBqpux+CnLcFy/eMnKE322yMEjQz9BtFGChnmCu2X6oXGhzjJsJ+B3gqLn61gVACl+S+uHtBH//ZbHXshQA1R8acF1QG+RcWIKE1YYavBQEznES+aRdunAghYRzeELI7rRlhlY+bsM0hMxBryisfmE7G5jjj33/tJ8h0r2XzB2xCxqLrMjpqZZf+T32f48DZtVNixkv5zX0dH3wbIpNh2099hteZJ53soFUbY/tAXyHevIZXv4uhDmvBtedF7mSuMcmj7zbSu3kI+2UNlatpjDADSK9bQ1tZFx7pzGXniTkaf/AnxfAf7b/0SiFApjNN57qUsf9mbaVl+Bk9/+RN0PeeFdF7wXAB6SjZDd34PR1Xpf9HrkHidama2nMWhL3+aWDpLrThDItuGxOJUZic59O3P0b72XDo3Pot0e29jcCFzRGxmvmFZatooR/U1v1qp6sbZTk0IyXUXMbd+J2Pf/Q65zVtw3HqZhachNnrAh7nBg8bUJWveXT3N1CoYH96f6Bkr+dL2fP4fKA8f9X4PvOotZJavxonVN6bm/pZD+jN/0L8CBMakz/jVGPNZ7rirtjTunpQlXujosIBOXuhpH/HzFnlXtRHmlWGmo38R85/sCI2eAsbQ0w7EwQdf0B0TCton+62l9QvxPH186ohg3Ak/cU9OK6qlGY49fhMTOx5k09v+mFRHL9btT7Bnx1fZvOF1tK/ZCrOgXGar0uqLA+H2mSHwnqHh3CwHb/kC2YG1dG85n9psgfLoEAdvupZNfWsYefIuJrbfx/jOB2hdfzazwwdxymXvPI9qYZJSYZTO889r6CujxnJi8938zZj0wvzWtWdNY30ETw8MVfNkAGKojb3E6SUOZK+4RN/vvmQzF9L2S6hMjaGqVVSlqj+rVRJd3STdOB26QGgHJq7/Jk8/eD3nbPorXX+lmBs7Srq9z9sUOXYNK6YHRXzG4diuuzj66H/TefEVSMyiVpzBnitizxXZe/d12MVZ7JJubCydJZbOkkjk6Nl8Kb0D5zX0l7/tXmj1kKBLdQ8jP8eqP7wASb7TPA3zWw99X0/zz7FmAe1OFn4uJQcPfPH9SCzOhovfQtfKc094BZRjU7VL2LUKI0OPMTMzSDrbSUfHevKtA0i1hmUlPdeq04FadQ7brjB+7CkevuOT9K44n3TvCoqTgwzvuZd4MgeOjXJsZqeHmN72TSb7N3PmC97FRW/464ZFYfWFrwH0Qpdu7eHYjjtJ5TrJ96wls+FMdtzwcUobLifd0sW5v/5RCkd3M7V/O09//ZNk+1YRT2QoDh8klsqiKiVqiN5BVEo41TLZgTUAWKkMM3t3MLNvJyte/avEYymWXfGaUJerzIrV9L/qTaTTnSQ7emix23ScBMdmdvwIE3u38dTXPkq2dzXV2UnaVmxm2fkvJU7+Zz6dsDx8lJltjxJva+fAR/6alq3nkb/oYpK5gZ8p358VI7ffRLK9m+5LXsz00A4K999PeWSIzPLVp7VeJxuVsWEqs5NIPK6t60cmcGpVMgOrSPevgFPga1+bm2F8+70k8h1M7HqY3gtfSCaZRymH2eIxcpV1JJLB06LCYVfKjNz3QyYev5f2My9k2XNfDXELpRTb//mPQSl2XvtRsv2rSLZ1UZkaozI9Qd8LryKWySKxGNXpSUbv/iGTD95D5/NffJJbf+IhsRjJHs0ELOVI62S+g9rcDEOP/oi2VWcxtvtBxnc9iGNXSXf0USlMUCvN6lDmbT2UxoepVYqgHNrOuoD08hX1zNxyPG8iu4I9V6RWKqKGxjj8wPcYeviHtC/fTNvKs8i092v7qEoFu1qm5p4YFc+2kMi2hsaHOVGozEwysu12YulTLzp4JkoOFnVlNN/XX/FOOlZtBea7i3mhgH27g3i5MV/vkCa7yrHJ7cxNHaM4fJDCxEFt9S9C57KzaelZTXl2gpH9D1GtzGJhUavN0dG1kVy6m1qtSCzdQjbXQ4u0EY+liceSpDLt1OwyqjBDJtVBrDZfOmDNhJiWz7lsZEwTjLKUqNolWpJd7Bm7h2Qsw/KWLcSsBJWMMFU8yv7Re7HFJp/tp9Vppze3Drszzx0Pf6yx/1w3qniqBSsWZ9OL3kOyy52kIW6cAIPbb+XoE7eQbu8jv2oT+eUbyfWuIjZVZuroDubsaVr613Fs263kl62n6zwtGagUJjh021dBhJWvegeVqVGevk7ryPuf92qSbV0k27qI93TP05cbyU98WlGdmcDqqrsaGqOtwoGdWIkE2VqekcfvYmLXgyAW6Y4+WnvW0bv5uSTTeYLwDH18Y9/4t5fb9edU5zRD//xpqoNDDc+e8ScfISn1rbE33ozqwG+kZA7/CexKwbeTCoRYBt/uw+xUkjCzbycHv/YZ7554dxe10TGSfctY894/aFBLmB14/736S6zg26qYCIdunAK/WqyW1dcqbfqzmm0kDlatbrBXC6FVZnfZEAfCqAA8l996muk7v4jaLs1RHjqCTJcRK8bUzkeY2fMU6a5lKLuGxOLE29uRWIy5wwcouyGVB17xK7Sfc7G3K/Pei9992G1O3FNB1tOMAbIxWvUbFhuRcXF6iOLkECP7H2RmZD9xkpSrdVfQ557/PpKt+vyHhgiSbpRGI9UcOfIoR2++njN+7Y9ItnY09OH0zm0c/v6Xad1wDrMHd7PyyrczvX87rRvPIb2ubj0vATfH0Lgc5qRYf0jvbGNfhJ6kGYi+6c/TU0uEebuGkG3zPowkqCEaoau+8IwdQ3g8L8pjBUojQ0zedwczh3djJdL0/85vAUJtcIh4RydWeyv29BSVkWFSuU7i+VbsuSLx1vaGDUPdCNiVJPvqlJoUlONQ3X2Qwv4nmd7/FJXpMWKJFJJOYSWTWPEUKIVdnKE6M0V+3RbWPv+tiFj1OCQhB+lVWl21XUK7vSrlYCX1GSKeqjzg7jy9bzv7v/df5AbWMXt07yl1ZfzI9iuP+7k/3XLT6Y1zcM7v6QUmzLLTW1Rc3XOiOF+OWex2reVTQnlqhF3f+ReyXQPk+taQ6RygpW8tiWSd+hmRT2y6DEphxRLMTB2lOD1EpTpDLJmlVp5hrjBCeXYCu6b1aqXiBPF4CiueolqeIdvaRyrXSTrXSYvTSlvrKloyvTroz0yJiZlDTM4chJiFZSUYnzvIxPgerFgCEQtBSKTzpNPtFMYP0N+xhcHxx8mle+hqXcvw+FNYEqc1009Xbi2tLQNYEufRAzcwMXsgtD/Pf97vkeldaTpX96GPiTHiLKdWZfTwozz94FcB6Nl4Cd1rL+LYjjuYOrJDWwCndcClnk3PoW/rFcQSaQafvoujd3yTtrVbWfasl2M5FhN7H6U6N021OEVpcoTy9IjrMhVD4gni6RyJji6UXaNWmKY2O0U818ospOcAACAASURBVEaqvYeeC64gt2q9+45xx4Er0lOKudgs5bEhpnZtY3r/dja98D1k2vrcgdXYdv/iZ0TNc5362uxy2Pvnf0zPG95MvKeT2cceY+rHt5HbsJnlv/ru+nOuHYuxZ6n59LVLOUnNLIxVHw9jvBPqMflh8Ac3MPHIT7BSaR0PwsXaa95Hpn9FXSwJ5A/rSZA7oBX1UvXrM1yRqKsiK66sy+8NU2IWsSCUVSdwZd+a5oWaddtSy86fv07KnMng88op6HIqcwWm77mL2UcfpVqYIt07oKVQtSqZFavpuvgFpJx6x6am6jrfp2/6DNOHdxJLpEnne2jbcC7ta7cSb23HiicaiHRm3LU18tSE9foZ5sCq6M9Yuf7yjLeQCfaE7VCrzlGN2XrXWasQt5Jk8j0ogenRfTx9//Vks90kU62kE3kymS6yy9aSyXUzsUZLCAZe8Aa6N1yMFU9446CWUOz81AdpWbMJhcPy11/jqTX9C6sJ6BV2OqvHFAROUvR/N+Pdb1fiMU8uY2RsnwAqgdgVYccV2wFG0F8vz7bKL1Jvayy3IdS9F1NGfxrmwpsTSmFhGFWX1hfmr0leACJfsCfTj+WOebdTbXHVxHMh65sJhmfshUQzs09/7P/Sf/lVWMkUlYlRVK0KtoOVzJDItUJLGqdSxok55M8+H2XbHPiPf9BxL5RDLNdCLOs2sFJDxCLV2Uu6vY90Zz/ZvtXkpO2Uxzn4f0+88rif++DZ/3164xwcuf1b9FxwBel0+2K3zsPczAj7d92JU6tQrRaZPbafZc96Ob1bdTQobyI58wmcZdWr1tI2QEvbQD2wSsjuUKoOIoKdFGrVEsWZY5RmxynPjjM9dpgDh+4E5dCS66c4O0zMStCZX4sQp1aZpqd3C2dufh3JZAuOU2N2ZphM14D2SNizi6GJ7WxZ/WoOjz5MuVJgY+8LELGYnDvKgfEHmBkcwXaqZJOdpFu6Kc2MIWJhxeJ09Z/NwOpLqFaKzB5+DLs6R61Wojw7wfTIXspzkzi1MlYsSbatn3RLF+VZvWq1Ld9Ez8bnMLjtR0wcepx0vge7WvbcI4ujh9n+jY+x9U0fpGXFBrrPv4Ly6BD7fvB5anMzZDqWseKSq8h1r2R25CD7br+OlZe+nnJ5Sh9BfHQvxSP7WP7Kt5LJdpPq6KU0NsTkjgfZ+41/peOsi+k4+9m0tq5q8FwQERLZPDg2sUQKx65x8KHvcOYL64v58aD7qtczfd892DOFOuOUDrHWOomwKyWKQwf0SZMd3TjVCm1nX0jH6nPJDazFzv78hq+tjAwzcfePmXliGy3nns/y172dVO8yHbTGRAU0Uy5EDw5wxsvfTeGpR7FrZVK5TkaOPsru7/0btWIBicVJZPK09K2lbeUWktn1xOKNEiqlFHNTQ2TsLIlUc7WAY1cpTB5memQvk6NPc8ZFVxNPtRBL2DjlOQb33kOlNEU8kaE0N06+dTmtbauozk0xNraTPft/iIhFboMOYT509/eYfPIhVr3gzST6NQPrVMo6mNLgAapT4wzf+l16XnrVT93Hv6gQkaZqiFMFK5Vm2et/ldLup1GOTaq9B6ulDVEWdnmO8sQxaqNlrGQKW1UZveMHtGzcgj1boPO5L6bjhS/Gnp1FTWlGPlmKo+wapYlhKiNDTOx4kMO3fY2eDZec8rY9E89WWFRyEEvnsEuzZPvW0Hvu5bSu2UKi5orpA54BDSFS0xYPff/DlIsTJPId9Jx/OR2bLyaWSjfd5RnDtTB/7JTruVDNyLw0w7UasZVfrWEnBaUUsacOM1ccRTraaOlarY+p9U5HVPPy9M5Md+9xfJ4MwShyyoJapUhxZoRSaZJqeYZ9j31b90+uCyuWwLIS3gIbT2SYGHoKgI5lW0hlO5iZOEh5doJMvgenViXV2sXyLS/RLpJzM0wN7ebozttIZtuplgpastHaiyBsvuLdXr+OFnZz7PE7GLj4FYxsvwunVmHl869mz03/QX5gAwMXvtyr9+DDP2R0+92cd+Ufotr0YiwKJg4+zv57bsQRGyuZQpXKtK3byoqLriLuHl1cyUNpdJDBO75D8dAeMl3LyC07g1RbNy3rNpFs7fR2I34/YmODUXJ3E2YnbxdnOfT5f0bVbHKrNtDz4lchrXUGIe1GGvREsSGnHFpLCEqkjowyvuN+ShPHqMVsatMTVKcmUbZNuneAljPOIn/GZlI9A1oMaUTy7g6u9UB9ACen9ICLlfQ1sf2eMPpd1w8o8tU3ZyIBhsfzqLbUJR1+I0lvXph11zcMbdff2864luXDFnOH9jN29y2UDh2g89xL6TrvMuLZfINKJnioTkN0wGZp7rVaQuFUStiTUxQO72J6/5MUBw+Q71lD97Jz6F19IfGaRbUyy703/6V+1IqRiGc4Y/0r6Np4EbVqicL4fgqDe5ia3E+hcJRsSy8zU4cBiCUyoBwkFseKJ8n3rcNKpRnd9f/Ze+8oO67rzPdXVTfnvp3RAY1uZBCZIEiKmRStaEumki1ZclCw7HEa2+Px2O9pPOvNmugZp1EYySNbgZIlUqYpjURRogLFTCLHBgg0Go3O6fbtm0PV+6POqTp176VAyowyzlpcF+xK51Q4Z+9vf/vbTxLuGqD/tncRSnc7c5A/a1LMzLB65giL0yco5Zeo18r0Xv9mOq65zb6HPsgcf5rJB74Euk5yZDtr3/ABe5wtqh3Ke6Gy6uVzk/sHVlWPxf6R775He6VBjEp9NyRBU/5NJYzK8cmQhVFs3ibfkVaZEPL7ULep2SlAU/EzgJKoPi7RBE9oRarhtghnyes0FttTz+/oRyghmUY5dPV5qCRD8L6TqnZFNbvM0oFH8ceTxDdsJxD1Orjqvk6yS71GtVpg7L/++5cVOfjYsRdulP7Z9vtf2bDC1n/7P6hkM+THRlk58Qzl+RkSPetpW7cTnx7CCIQIhlIEIkkCOVVACOq1CnPGJNmx4yyffob0vptIbb+GqGU/pMZyyeAu8rL+gbfSowxfeNmq0KybrZIAJaQt91EhTgmbygwG05NyJX4dEk8LxrU0EtQ4W8COpR196C8pZqYJRm1NA8MIoPsDBMIpipkpCtlZoql+tr7u1/AHItSDGtm58xQXJgGN7NIFcovjdhXGUIx6rUKiY5ihXW9lYfIwZx/9AoP7305qYBvBaFuTQE01orH47AEuPXk/mt9PYmgr/a97ux02EWNbevYg49+/m/1v+TMqvVFxD+HZe/4agHJmjsiaIfpuvYvxb/wdgbYO+t/8Ps91LJ8tzFK4eJ7S3CTlxTlyz56k85rbSXVvxhcIo3W5NXsrgrUtF1vTZ/d7+lOfxN/ZScfP34VRse+nyqp3BGpalKTVG7gbKvNZ7q+XLBZPPc70U9+ifeRqYp1rsUI+/LEU9LRhhCLoyrcmn3FoSSy2wgiOXHRL/ZlhUYMgYv8Wet3gcXatFJfx9l/tk1N1sEE2odxGy9oBTgn0uITtlXeyLu+ZzZ9Z/fb3WDrwIzquv5OOkavR/W7fWklWy+cRyD63IefJjhBjkNUr1e+xVi2RuzjK8jOP4guE2L7TLh9/+LGPE+9Yh1mvMn3uEYKhJP3b7mTs8D8RSw+QaF9HomMd0e4hDH+QciFDfmkCzR8g2bsRTdM9qWj1ahnNH3Di3FLAppF4W8otUS5mSHSPOH/LlxcZ++EX8IViVItZdF+QDT9rV0r1CA856ZFivPlm48ApZdyKV9CiTowj8+vUAlHCi3JxF9k/FSXLwQkZSCEwxRiWbPxWxrMcQ6mjGcr3NVQfdWpAtOD0NPJaoLlmidon532R06zyjjRxI1TDQZ5fjleZB+S3I+deNWVXzgktJZJliq/41lTDSjWWLB3OfOzlra3wp0ff9oKP+/923PfKhhWqqxn88QRtO/fTtnM/xZlLjP3d/2B57AiJ3g3Uq2VK2QWSvRtZO3wr0aTLMq9VCtQseyLV/AHmf/QA8z96gEjXIOt/9jfQtRZFxX9Kmqbr7HjD7wFey9YhwFXrFHMLhGOdHgJPomuYVMomQ/UYNzQfJz7Atr6r2PGmPyDY2ftj+9G+fi/htl4qFKmXC0z84CtEOgeoFXLkps9RXJykd/j6Jgi4+5o7yY6dILZ+K+md15E7c4JKZoH2fbc2XaNWzJM9dZh6sUByy25bDnZunpmHv87y4ccoZxfY/KGP4Y8lm451xmdZ6JEw1eXl59znJ23VXIaVc8dYGT1MvVJiyxt/i1BS6hSICVhODo1cidUM2dPHqRZXiRvtdKzZQd2ssZg7j18P4SPFQuY0y4VJLCyS5V10DO150cfwQppZKTN3zz9Qm19k3S/9Dv5EG3oL1cvGZlkNRQQu0858/M+o5VYIxNNEeocItfcQbO8h1N4LOjahMRBmeeIYzxr3ARAIxJl+9kes2/k2fL4w1UqBiyceYNtNHybePuQa6UKnIBhNEYymmmqgyGb4gzyf6TEUSxMUBEaAzOQpzj76ebt0cihGcmALa29416sBPb/S/gW2V6N88vPKVkhdeyO+rk58iQSRDZspHTuFHggQ3rKF3KnjmBdnWTz0MLVCnr1v+xiFzBRjR+6nWsgS6V9HuHct/kiCyW9/CX+8jerqMhvu+h2iXXZamE+RX5aogFuxjaZtEh1QoX0HshM/qnUvm1tNUhHNaBDE8HhUDhtbko1anNPXDAu3yt5obI4cbUkVeZKepjecYf+P5umvhCU94jLSw2nI9QVYWjjD+Df/Dn+8DX80Tiw5QLR9gFT/FgxNeL/Cm9EWVqnkl7GwKIfqFJemufTIvaz74B8QTisphsJgmXn8W6w8/RjxLTtZPXmEtmtuoHPzDdQKq0w89CV8yTTDr/+Ac1huwJvBYPnt/1/+9nfIP32Inve8j3CHnQ7VinHfKltB3pfK8jzZs8epzM9SWpiivDiHrhu0rdlKR8922ro3UY+7Rqkk/TkCQKqHMrXKga99DIBoohdDC1AqLmFadaKxbsx6lVItS6J/M8nuDWQunWRp7BA73/H/2MJUQ+IZSSlgNV+9McTYEGoz/WD5JJqlevLiH1H7ZHrGdQ+1GlTm55n/7N8T6u6n62ffge6zt0tPLygkpyV50DLrzBz6LpmJE5Sy8+i+AOm1O+jb8yZ8gbBSAVW+b24fS+fPMXP4O2QnzzBw7duormQorsxQzNhZJ5WCfTFfMMqa9TehGQaZ6dO0De2ke+P1kCuCZWG2uRCQhOXlNyq/Oa/XLQsE0dSczAfxvagVA52KgBYsXTrO/KVD+MMJurfeRDhoZ+i4EtLNRGE5J6lhhcYsExWqbixy1Eom2oHPWxSBkvOAR7q+JlFTMR8o6IB8v5wwXei5t/lXlW2y+JiTfea9vnq9VvfHQWsbqpjax+HZ5rG+ZFhKfh8tkAPnXMptdki5LaoDNyJwapOkzJbaEqqgWhDO/snLixz80ZG7XvBx/2Xnva8sctC55zbK8/NUazVWDzxN5oc/ILZzF7H1OzCWy0x/6e/o2LSfjk3X0du5m6ARxQq2EUx2UCvmSIxstxnRpsHIO38LXzhG4eJ5Jh+5j4Fr30a0a603RiUXSFl6td78EjoxPIX9K0V35PE/jt+hpk45fAKpY69AVO7i2myoNJZ99rJ/L+9/yD6o4/M1TAaBFXc2cfonKqfV/M3vhGu8iElMGEiZmTNcfOKLaIaPWFsfK5NnKM1NUSvlQIPkmo0Y/hCaaVFeXWL023+NLxwDTUczfBRmx/FF4wQjaSxlMpIfVGLX1RTHz5N/9jTR4U3kz59l6YkfoukGnbe9ieTuaykqE1W9y17drapQtTTsfibecQuBeJrJT3+cod//E4xIlIBSW0HeY7mQqxOjr2inIE7f+wU6+neSbhsgsu0awske9GAQTdPIrdFZxZv+V43bJ62l7BkxOON+EmZbAL5m/zufnabr7e+hbWAILejHn7Jxdgl3WgZ0VK5i9e+nOfHQ3zDwx3+CmZALleh4VV2o5EW8sLTanLCC+i7HhQDYipwZ3U2Fp48w/4176bzpjaR2X2cjUjI0Jl4lWc9Efl/nHvsK5eoq/TfdRdiXYurIg8yNPkZnZIRE91XO+ya/K8831z5M8vaPcOJr/4WuwDqy/gkWF58hGush2TlCZuFZKuVVdt/x+9RF6mbP9lsxDdsW0uI2XKMa8r683eFy2ifGLtIdFeupUZlVrc5aD3oNB1W8TUXfOnquoqNHKVBUtgDLMbo9ZaDF9QLiWXtDVt5QpVZT4HpZdjwm+6Z0WvoyMgNC2SY5ADKV1VNFtCZDpHJfd3xO9phwaspJBW4X30yrtFPZHFEz57tqdqJaOViNC786Tidk0SJ04KQ5tqikqoqmgVcoywlHtFBDddKWBRLoSQNuCA/JecCyLApHjmKEI1TmZgitvvyaOq9G5OCyxkHv694CQKnDjiuvHj9M8dIYFx/6Nho6oc5eevf+DGa9hr9gP+1QrIPhO3+F7MQo82efYOGZ74EFui9AaXEafyRBZXWJ/NxFBz240l68ZtarzI0+TnH+EpViltLqPJ07bmb2mW8zdMMvADB/6hEmnr6f3NwYFx77Cu0jV9O75w5KmVlb+7xcxKyWqFfKgEW9VOTCP3ycxLZdJK66Gn/cDoSalQqWadL/K79BbXySlRMHyV84y7oP/B5GOIKeeH5iNWCzouN7ryb75BPkz5wmsWvvCxr36qnD9G24if5Nt3nJqj/hd6cHg6z5pQ8y942vUVteYu4fv0zfr3wUny+FWa2CplGcvERh4jyFS2MUJsYIDgzQ/nM/J0JFLw9IXRofZ/mb36K+lGHN+z9MLD1w2WPMepW5s0+QmTxJ340/z8r4Sc6ffIzEmk3svvY3iScvfw7Zook1HH3i01QrOTTNoG/4BpaXzgEanf27eL5hiivtSntFWr3OzJf/HoDYth0k191wmQNe/Ga+CgsvXTassP+9f27/21QtcI16rUK9kEczDA7e92ee4zZu/Dl61l9v72to1Golpk//kHq9QqmUYXFpFLNWYd0dHyA1vNNDxpGEIpnvbJSb++dkGCg16aUQiqxg10oC00EClE0ypOHmCCuLSkPecCtruyxgaU9lSmlBOyhI8xhahQ4cCegW2RwucU0QmVoVdbEsyoVlJk48SLmwTOfavRj+EOF4F4e/898BSPRsoFJcAUsjGEuzMnXKOXzD9e+jfXAXxYhdctUIhIit+NB1H6s9Grmpc5y/7xMArH/378HWPspTE0x86i8BSN10K7GrdrB68BkwoeutdzmwabVHMfN1cc8rQmJ32XWNAisaxclxJr7yGdJ3vJHODde5gkySbCTOKTUKqqsZpo9/j9yJo6x/z+/ij6daygrLXOtKv9uXRNp2B0sV21uo1xQvtCjEiyaLzH/+bny+MPV8jmomQ311BTQNf2cXoaF1BLYMERxZh9HtiihoFeHFCt0BiZDYF7THHFgQ72vA+45YOtQ77IcciLn9rZXt/SuzWQoHTlB65CTV5SXab3o96S3XoBmG826o0LGE1M2VHHNnHmf27KNEOwdIDW5j+uB3SHVtYO262whH3bi82lqFz2TzrdYolzKszJzBNKv0D1zvyJ9bLY6T35j8xiUqBs3QvZx31PBAaNn+7qVssvoNNX73urLNhc/Nlvt6xqtq+UuUTvyoYVAH4m4xtzSGHKqKfkFj6EDdJpEUWT9DFVaS3nZAEKm99Rq8IYdiu3tOWS1Unksl+DWGVFvJNjvaENLbVoYmCYzy+1Q9eqlJIudEda5vJY3c1BpCD54+NFQhBSVcI1G3Fpk+rcSlfCt1Jr9xN1bdZMu2d/PU1/7dyxpW+N1D737Bx/3F7n94ZcMKz9UMXwCfKCiz63X/inqtzNKlYywvnyMS6XT2q5RWGT30ZQwMEslB4oEoAze+A8MXpJb86SUkvtytVikyduSfWJ4+STjWyciOtxFpd2VM9/zqf6deLjB7+Pv09t/J6Lf/F6XsLGAXdQq19bB68iCR1BoWxkfJTpwmEGsj7u8gEEqwfGEafzTFhvf+EStnD3Hxgc9T/0aJyMhGkjfezMqPfkjm4e+Tefj7oGl0v/09P/FYwn1r6f/Qv2LmK1+gdGqU/rf8kqPj3tiquSyjn/2PJK+9gcHf/Nf4VWr3i9SMRJye3/wI/qy0FsEyTbv4jiicVIvXxabnocb0z2jVmUUWPvOPVCZmCe/eQvq6W4mMbET3+dEuk8ZZLa5y8uv/nbaBq9j4xl8n3NbD8Xv+MwNb76R76Bp8pZ+s75qmEQq3Ee3b9xMdf6VdaT9pW376UQqnTxLs7KH7lre+oGPNWo3S+BiFc2eoTs5gBINkR4+wmNj8EvX2x/TltRhWCC2KwiNRxbwT4wgu2S5KzOoGA3oGBkCgkbWSiWWZHDn2t8T6Rui87a3OBF+t2wVgpPUrPQH7nLbZKSvZSRU1gKKWxx+I4Rcehxp7tIRX5s/a/VUVx6Q+gZPio3oMkh0tPB1ZTQ5cr0fWn1evJ72VUKZF7L8uvQHhGSsxVUnsksp4akzUTbWU11W8F2FHOZ6CYJbrdaiUcxx75BOkUuu49sY/wqfb7oWVV7gVlg6EiW55M6ZZIz6wCSMQpv2q60ilRhh/7CssnH0KPRJl7tnHad99I5pukJ+bI7N4iXC0g9KlC8w++QBdw9ew+w1/yFJildz4KKXZSaKDG8hfPEsg3cXwL/8+VsSHVoFil33TjbDrhsRjtqm/smy7Gr6c+xo6+dttXaz5nd9m7n9/lrknvkXnrW9xnof0FOp+0FJxjHCUgfBOYudjFEQdGVUFsdRt34fEiE2QWxdzXWqfcJNm8vYBEkEAyJcEchCRnqo9Bs1w72soagdVa6v2PTf8CsFUyNhpkmugxspF7LjcLc4Z9JIOIvGSkx2rgnuz/+2LRPftYeRnfgNNN1wCnKm8I8IrVL00f8Fi6vD36BjYxbo9b7O9rrxFIj1ENZdBr5potWY0S6Jz0is1/c1CULLapKrxYBlCOlogelrIPU5+A+5v0ykVxcpmt1LyCqTSohqPbuQAqPyiaszwjEFFJX0FYdwZzd+z7sjtenlN4HqhunieqoEl0wUl6uHhF0lCqOHlUal9dxAD5fk3kuk8aoqa1xNXPeqIUCZ3vPsWEuJOyq/keylosURB5Lulcqyc/ko+g4JqNpMGm8mV8n6qiExJoB4rM6MUL41TzSxRzSyS2nM9qU27qZdLLB96nKVnHsbwBYl2rsVXUFLhnWu4fdH8UFleYOHoI5SmLlGZniTY3k10aCNtg1dTK+WI7umiq20z53h524tZeEnTtL8F3gLMWpa1o2HbHwD/FeiwLGvpx53n8sbBlD2RhtQCO6aAScsNOLsyi+lZHzWzRiTUTmlygmDOcCa7yIL9ZkoGsvqi1YUOvaxWhw7ZlQkOPP1xAK7a/j7SA9uZmzrC8uJZ/P4wnX27CLb3o2m6s7ir5ZylgVFJislBmQB8ljfzQSVcSXhNfvC6IvNajRveMSgfviRIhRcFfKnOp+L0oUwzIVFOeq0yNWSTk0FQEtlyVU489mk6erezftAuCqMJ40mtJ18SJXvt9crP5ts+7GyzNOi/+mdpG9hOsm8T2fwkejBI2/b9rsCJ+B24lOHC41/hya/8WwwjQO+WW9mw02baOtBoHkqGhaaBVrbHFAy6nUmF7Ly6TNamD5e63IEaRWWCC/hIfeidzH/8/7D6hf+Jrz0NmkakfYDUtTdAPEB+9DRaOEQq0ItWMCl0C5ngTnf2i/bYDK/OqP1bdBlXrAimZMAQGgYBBRMVUGx+RjCgpJKgQnKqVu2HGxTQf62qqEhG7O/DWhGrtvr9J+z7kWqzZ9tY0MuuCvmqFKr2cfmyi7D5jDDJ5Ag6NqtPnVPkAiCNUdU4KHboFOor6P4AuXSdaEYskP4QldVltEIFTUwHdiiwTKWUpWZV8PvDJOr2PfAX3BXHDArjSYQFfEqYrx42PNvU79GpUhhuzthpbE4l1hbpwNJ4bsmqN7y/nnOJhdmfU0poywqaYq7wK4S4Wsw7TaoOhFsautmoMEQZePn0PAz/gDcDQveIqglCctZr6NjX8V7DQ1Zs+FZVSL3SoCngAdjEpUNiqZDXUzN3wotynhOHKO+dzPhpKZRFw9/UZaThnuUGlP9fyDH9va9RmpkktW4Hga616P2bmH7ga1RHz7N07pCt7ukPYJl1unfcgl6HugwdVEyKsxMYHWmMSIzCxDkyTz9CbvIc7VuvpX3nz5C4bo1TyCm8WAfxXQeWWzAdX1vts8BfA59T/6hpWj9wBzD+fE7yE4cVLtdOTj/AxPJBAPzhBKfv+W+0b95PtZAlHR6kfc1VlzkDmGaNmemDjJ76RwC273g/oWCKmYmnOXPsHtYMvQ5N93H64N1Uqnni7WsJEKZerxBKdBJP9RNL9RH2t3m0BH6a2sL0MQxfiMHNd0KL2hbPt/mCYVIDttRsYv12Fg8+TNv2/U37BaJJNt7xISyzzvzxRyiuzHq2W5bJ5BNfJ3PxOEO/8JvAPw/m9yUT9PzRb1M6dQazWAbTovTUMS781X8m2D9AaeIinW99O9rKa1fa+IU0f1s7lcwCdAy/4GMHb303F7/3JUbv/q/suP138AUjpHo3M3Xk2xx+8pO0tW+gVFxiNXuJYmGRUKQdwxekVFikM7WJbRve8RKM6Er7l9rMWpVqPoMRT2D43RSH3JkTzHzjKyQ372XzXe9B9wUcJNCslsmPnsQXsiGz9MZ96MEA2YunWJ0YBb+PeqXE6tgpfNE41fwKwXQX9WKBzu03MnD7e/D5bIfA1yLd/ZVqL2ZVRsuyHtE0rRXT/38Cfwjc/3zOc1njQCsKK6rkBjStgo1tObe2Kixwv3u6keBOAnGDvLXKYGIX5aSPhfOniQbinJ74e66+7nfJZSeJJfqIhTqxLJNCYYFovMuuuFWp8dTTf4Gh+VnbdwMzL7ILKQAAIABJREFU80c4N/YgtWqRtsQ6htfdydqlTgJ6GALDlAdjZAqXqNcr6H4fWXOVhQsHOL96P75wjP6tr6c9tNWud+CR4vJit/5VJawgtQREWEGiBeCGVCTUXUq73qgKZQJO0RIA/1LNc25VkrkRWVJTglzL20vQKhaWCEZTlMoZjJBIr8s1MyeDQua3FbFMXtf02UTT7ImD+Iwg/oJChBTuTyktj/MR7Rpi9tyTVFYWCMXaMcow8fTXKS5MkNq0h4tf+d8Mv+Oj+CJxgutda9wU90MS9XwZ970xShJiFFcpGIBB0r/NSfcq/+JeSpcuYowt41t/I9HECLMjIhQj0geDnS7+KtGArrCNHMwU3JhDVUiBS+TAp4QM5Lb2QZv5mMnarkVt1fXkDZ+4nl88VyV2WMvb74TRZn87KiExFLIfaF5k+DQiB9lSiETI9tKLVffdCnb2UJq5hLXxGgA6j9SplvOMn3qA6fwcG659L1bahjw8xa5yFpSqBCNt1KMF/FYAvWLR3r6R3p1DjF98mPNj31bGFaJSyqJrBj4jSCo9ghUwMFUjW9bAEEhVNeW+sDJM18qzlh6/U8TLUN9F7yTpkMjUKpuSXNmCwCu/PQnzq6iEVJCU3nMt7H7PTl/Eu6mb7nGNYUVNRTEalVwVKF7OG3IMnsqUYp5xQpAxty+ygJ2Dgqh5/E5Kqf3/nnCEuNcyjU9FFYIrch/7txUqKc8pt+V73GchQxyhZXGflMckFUSdeUS3WLl4guLSNJVKjlpxlWopB5qGEbBVdQGyF2y9nFo+S/vum4ju3k1tNcvkP/wtAAO734wZMahjoxlWvUZldYnc/BjtN91Jcu91zPzTl6hPZjBCEcJd/Vj5EuH0WoY2vYFgtI1yMcvihQN0rb+OSNEP06BX7Qfoy7sP0igqKFILFOilbi8150DTtLcCE5ZlHXu+jvLlkQNxIwm6E6ImwwfCYLBkQR7lwwhWfawP7LINhxyQgx62YxUsLulhDj3xcTQNamYFXfdhmvbDueH2/4BhGNQqOTQ0YrUI64vriQcMYr40yXAXmm5AEVA+qFDVT49/HQhovsdnQGgfVqfFfO5Zzh38NlP6A3S0byYUaUfTdAw9QGTNEMFwSmGwNtdPkC+9ajg4UKMYs2oQNKoZquEW9fyNzYEaY80ZCfke7zllf32D/RQOj3L4B3/Fui1vpGdov1MGWG3yuNC8/cxkyWBwy9zWg7YmQvbCCUZueT++gqVo/4vzKBNcYHCA8Lk+jn/nr4kPbKaYncGq11n3rt9Ai0WwDI3zX/k4wz//UfJZN6VRLozJLnuxXtEU8XgkVC2MJ1XqWmQn+LPgTwzCrkH7fgGlblHjoCjy8pWsg/6EPTMOhRXRBNHmc/a1cyV7Zgz43QH2pGwadt20zyW5Ev6Ei7eWa3YHgz77OL/PfUcM3TsDx0KugV01DRa/dYCZe55AMwymtBr7PvVefBH3O0sEyp4+ArR3b+fsY3+JLxgj3NXH3OwlFg8/SnLzLiKxtZx5+ktsev2vo2mah3Ffmhjn9Hc/Sap9mG073wsBVzmgmvLTGbmWsfHvEm8fYvuOX8LnD1OvlaFaw+cL2gY7UE64hopcUGUIUF1sGzMJWi1GThxb4d007i/hfjVE4koIy2yHZkPXgfCVb8+pGiknR4V7JN9zaTzryncquQZO6FE1KuR1xDxQizRvk8+homZApL1IV6v7I40uqTUB7n2QIRkPP0TKy5utwi32rwwVqNkR0ihorNioVnWUfILGDAz1upWERmlxmsnv34tZKRMf3Iyvo4NwdJ1dCdGyMMt2erRVq9L2+jcQSKXJPv44809+l/yFM/gicdJb9mNI774IZr1GMTPF9IP34IsmGP7gH6KHIkx+4W+xTJPte38Fnz/suT91XYOiid+MERu8GSouJ0beM6PgTrBaxf3uXwmM+cXkHDQ2TdPCwJ8Ar1f/fLnjXrKwwnM1TdO4deCDgAZ+P5V6gdVolXMXv0NneisLcyeZnT7IytIYuu5jprbAzNJ5bku/n4D/+efMq9frim+gM7aeed8sy5nzZDJjWJZJrVakMP4ge2751xjay34rXpSWHNxKcnAr+dkLjD/4Odq6N1EtrRKKpPEFIpc/QUNLrb2Kja//MGOPfBnLNElu3v2c+2q6wdDt76NWyjN39Ickd+wlOrgBTdcxNei68Q0YdY2x+z5F93W/ihF7eassvppb7vg4s//wCF2/9W6mPvYZqsCx//d+ht67n7bdz60xEGrrYuQtv87CuadYOvQIwfYeBn/uVyjOXCR36hjV4irZqVGSfV7GdXbmDF0brmXDers0rJwKq6UcF098j1JhmY3XvZ/RRz+LaQpDyxdE5+UXhLnSXnutXikx9fCDLI8eoHffz9C+9To0XXdTEOVSpHJyxXSe3nEd6R3XeYwR6YRceuyfmDv+QwJtnaT33UzbruvAp1FZXiA3PkpsaLNdxtv/2p5bzOdhkkwfmGH6wMxPcvoRYAg4otmwQT9wQNO0ayzLmnuugy67Ilpxe4FxwgugWN6i6pwIM6jIgZ6yY83OX1Tp4VnbBaxqVSZrZ7lojmJaJv6awerFWTZFr2XMWGa1uohPC9ARGsIIx7BKQh3OLyasstsnq2S/WVpYVhZUrqfbwH63r41u315qg25x8aMn7+bEw59i/Y67iMa6qMbdW+LP2ZOkRAzUkr3SypYaBr4V1wqtClTB8X5awFTllNG0TVq90kqXec6gVEETf5IfnfzAgsNDJHs2cfChPycYSVEqLBMKpUh3bqa3/xr8XTaNX3o90rMDF6GQRaiC8fUE97+f0cf/XojYuBeuKd+gZD77iLLmmjfZ2yxsVT5x+u6r76SyssTSX32LnnfaBZvy7YIZHhDkr7j7HKUkhJG3T1CKu8+xkhLEt7xAM8KKV1gQiIFQX+xra85I2BsdA2Bj2P3A4j5vibcDc+7CPJ+1PfZIyAv5S7gfYCZrv+dREbooKWTHVNR+aAWRAZEKuwUORv/pDLH9ryNa30Tnm95O6CqNqU98i0whRC0XIxUpcuRiHwDWggvX68MWDPfTtXUAy7KYvftzXPjqJzD8IWqlHJv3v5/zT9zDtrf8awzdfkCWZZGZOMmaLbe6xaQW7Id+6uDnCKQ6CERTnH3ii0Ri3RiJuBRWdKFwiVipuhzCyy6m7PGp77KD+Mi/qdEIcfLwYrMspETPyknhGTsedfN34jD9WyiSOuXdtWYk0EEEFXhVVVkEF70Dt+CWJDT7FG6PvI4jZ6zm1cs+1L1jA3fekH9Tv/VAQ5VElcVf6PQSoT2oiZyWS833Q7ZW8sJybmksAqaqLzrqtOJel1Ni3JbF4sQRpn9wH8neTWx7+x8SCMSgBHbOrzcM4pEnF9eV80ih292mmbD4yENkLhxi/a/9MYFONz0eE4LJDna8808ZfeATVEurBMM2ubmxmq8H0ZUkVfGncoc7mflXlRBD/uUnJNafR1iha08vXXvcWjqHPn3kx+2uif+wLOs40ONs0LQxYI9lWT+2kM3lOQcya0DhEziLsggn6HF7ErUK7uRnVb2UVU2EJepWjcniOVbry0xUTxPTU4SsMFXKtFfSbA3uIVgPkw52MW9M0BFeS1CPQKkKFXFO34/ptuRGqClQcn8Za7rgkui2bf8FJqee4siTn+TGq/8QM+CiEzIEILMdAksuLCxZ2I72e8kdb0CmdAkDxfIpaVzipW0lAe6EHKzmWKMjQyoXT1nVT0En++94N33Wu2yNeLNOeWqS5YtHOPTUx+nsuopU2zDJ/i34/CHPpCKbkzpZh8zFixjhqGeyA3eiU6/dSlNdLirVqAZBH+UL5yk+8gypzXvQxAGhefs3u0EZRFRwI0IyI0YRJRKphHUxkWpVZbJN2xfXBaQaUujtmYptSR3Ir7P3UdJjYkLjdrFiz1Dqwj8/Z084NcE9kKEK1e40xfWi/ornF6AiZqpM3p6Enr3U5V53YBOz93+Vzsg2+tbeyPgP/xfU67QNRgiFykwupDAz9jcjK1Sq/w7PQr1SZmX8BLt/8T8yP/oYE0/9E3PTh9E0g4uP30v/TXfx7Lc/Q61SwNADJAe3gWTAC67Lyso4+2/+IIbhZ2jgZgwj6Fn85AJqRmQmjbLYyqlBpBSqBqezILYoLS0iME52jqFkAclHE8h5F7jGEungLoweYZ0GmWddeUfkg2sV2pPveSvYvCpCcKHlZtEm+f07WU7qOMXCJMepVq2VqczyPqn1GqRhFJ63b1SxQ+UjeDMY1DlChjFkyEA1KpzjBQmv1KYYcsKedSSLxfxTU+6F44xE5DaoLM0z+62vYS6usGn/LxEYsSteako4w3GQRD8zG9Uwj+R0iXlSEQLzzVRZeuQhRn7t3+CPpzzproGMXeztwo++TCWfwR9NKvwMaZA1G0+yOaEnZYmSWXL2sS+tVkmr9iKnMt4N3AK0a5p2EfiYZVmfVXaxeDWFFbLVBSaLpxkvHPX83cQkrXcw5NtCSIs6qERAD9EX2AD6S9tFTdPp77uWxYVTPHPsMwxs+xnS3S+/CMaL1STZRNMNYu0DxNoH6N54A9kTzzA7fYgzJ/+RaKIHzR/ACISIt6+ld/PNgC2klJ06w8Lo41SLOdbf8oEXpU89d95F4cxp5p58kMUjjxDevJlgdy+B9m3PKW7009gsy6Lw9HFKJ84RCvRgloqc+eqfs/PD/43uN+0g2JVg9D/cx/a/fN/lTwZohg9NNygsTTHx9NdpH9zJ4kXbm6gUlsl89Qzp4d10bLqWsD+FWauQX10kHGmHWp2FuZPoukFpdZ5oag2BoKzY8+phcV9pr75m1mosPPwQy089Qvr6W1l39Y3ousFlNLheUCtceJZgTx/+eKrl9qUTj2PWa2x/678h4H/xhc9e7vZiEhIty/rFy2x/XqlOlw8rBFrsEre9a60mzF6RraCpHn1NFgcPMJY9wOjKI86mkeheekLriRT8ojiMTJ41wZTMmRakuqjUz5XYqOt/y0VRhjg8hWwc3VRJfVbIOGaNxaVRejbdRKWU49Qzn+faa36PUCjlev4ChVCtS5+Anhyxl6C7TZf6D9LrUoQgJcnIEmI59VAzquAUVVElTmV/xZClV1A3mj0ASURyasaH22i74Q7aAHNllWJ2jppRIzc7xvzkETp33YJl1jn8uT8FYPDGd9K+8Ro03XDgZUdgR0HhneqP0qpXPWqxv78AoONfu5XEwGayY8cpzU6yeuYRsuXvsfUNv037EddqLnbYJ8tvEfdX+Wj0gsidF6JEyYGse5zQAvCJrINMKaxss89534qtB5JfcXVTpYRzrDPvOV5tFZGd4BdaBqur7rmDMuug2qz2KUMM5YkYlalplr96P7V8juTea8meOEhgYID60jJH/88fk9p/Ix13vJf82Bc48P7Pkf7wzxMa2CDupeJRFZT7Yfjo3HQdyxePEmnvI5eZIrFmE8XMLNGOfroH9hGOd7J07jiXpk+Rz0wRDMYp5heIxLrwB6Ks3XgnwUSHLYkuq52ayjUEamaU7PuiIgeNegWeiqby/Qw0ZxRIrQ55x6pKuE5m1VjiOIlAqaI9rsiYtyiU+u+alOZVaDe+khf6V/vb2E81fCbHWS3b+6hS6TIDQo5XlXmWGQhOCEAhQKpIAbgy7Or5JQwui8rZ+3kRB5V06NyrqsyAcM8p968kmhchfwNK41S/VcjHEkGqhWFl9CiLD38HNJ3IrIU/WGNm4nEsHdK9W6kNdpCdOEVxcZqO/bfZ/W6T/VWelUAMnAylZXdb0OpgfmnZCT3oIkpYLawy/oN7WLlwjGT7MKl6GyYtwjzi3lUVgSxZ8VPOyyrRU6362Up466Vuz4dz8HK3yxsHPgl1Kx9Eg8iFFRYrVtz9orSCsCMzWdYYw8QSCeJG2g4RVCpQASTkE1RAdmkoCLhOCyh4kjQGtBYPT4QMtEjE8/+AaxQ4HXbHkp88y/Hzd+PTA6xvv4HBdbfw1IG/YfO2d9CV3AS4hoBqVOhCFc4SamtaVcXbZThBhiUUcRhhYNRlCqPCxfCvijK8Mr1OiT0W20W8XayHcsLIdzXn98sUL28VODHZBhOEuhKYftDa4iydO4hRMtE0nS23/jpnH/s8iT3XUNO955VhDFU1rRGy85SPdWLU9q+lg6brJEd2kO7fgbXH4sy9/5OTD/wV/Ve/lUSPDUk6KmtLfs/x9n0R4xIT8opKUBULmkTgC7prAPhD9n31iUwCq6bCwvZvftY+l5FVFiohyFReK1IRxbm70i6fIR60b0y5LtU/3ePnFm1PPHK2xoVP/AXd172Bjr23COXJMfxdHfj6OqiMTbD8vR/SPrKPwTveR+b0AeY/ez+D/+oP0HTdW31ubJ7s2Ekys/PkFi5SWLpEemg3m+74CDOHv8PKzFnSW69B03TOH7wXy7JIr91B59V3MLxmhFDZT35pkmo+Q7JnI7rhs8MIVdMZoCoE1gj9eyqFBrwVEMtKlkxjCqKqYigXHwlVqwqijjBSAytfVQttrMooF0y1L1JJtKa8xjX5PYhTeUsh27+y4p8UILJPKvpZlJwFd5Mcn6Pyp8T7nWwDMQa/Eq6RxotbiVVZqGRmuJgPVBEmyVWQRohH5VGEMSpxaTS5/XSrHDaHP9xYvFispViUa3s7zyzXp9O2aQ+xXbupLi9y6cuf4eLJB4j1b8AXTXDxh99l7d63ce6RLwDQtnUf/kjcCRfVQkoIKCLSgEVtFfU9D/s7MasV9LEFQrE0Wt3WUFk89TiB1To37v9jtE7b4lDDPJWY9776lVBO47sYVJR55bMCV9Xz5WyvSfnkF6MF9TCdAZfo9WoCLVPRAdrjIyyunsOyLIaGbyccbmfs2e8QGAmSTK59pbv4krVQxxo0n5+liaO0D+4k2b2eQCRF/tJ5YoMbXtJra5rG5jt/g8XzB7h08P+y9U2//ZJe75Vsuj9AtH89ejCMphuY1QrVyWmie3ayePdXCe/aSsfeWwi2daLpOqktV7N09hkmPvmXRIbX03WbrRmfPXqAuW/dR3JkO5FImv6dW6nXy6QGt6PrBmt32fuV2uzJsm/jLYCGbvjcxbVsEU33oaXWvAJ34kr7aWmaphFIdzD8G/8WYyqPEYqgaRr56THO3fdJoh1rMfxBMs8epnPHjT/R+RM968nOniUU28/suce5cPh+fIEIOza+h0AgSvXyp3nNtJcylfEnbZc3DoQXrBdVLV6Je3sP1xRSnkNaDIc85wGXnChDD1ZNwa8Ex0ALSbdCuUbAPs4SEL5HvtnXEDIIKyW3isLtbQEXGejsWftOHjv9KUYXvk/voQEG9AQ1a4CjJ7/Ipp3vojcgiDaq1xwWVfyCohpk3MUvJXFRsl6r6WbIWYqzGOVmydm65fWaAIJCbllCqfJdSo655na5zb4v0no2WpBunUqThoaGxsCt72TsG58Fw0dycCuWVUcrmx5yodpUVrXcp7EmBLhWuqyZ7nO5qg7qUbZMiiuz1Gslx5NywiYCPq90KKJUBS+kyvOsu14RtQ2qAnnQQorrV7bvmU8gBklFVF1CxfpJ+zqz19jPcdPrxpx9bmuzq1o+s2qTHf/v6W3ONjNnH1eYv0R+4lkiQ+uZevTrZE8fJrB5BKtcw8wVCNSi9O97iy3YUAXQGH7DrzH9w/vIHjxA/963Ui8VmX/w64y84UNEuwY9kuMyQUQyyCXKU2tz3zsJoUt4XsLh9gm8mQHqPCWfqSORXFSev3iHZeaNSoBrlDhWBYDk3+T+ashBhgwcz1jCvYo4ktsn+/9VpENC5I7wkAogSrg93EzYk+eIzHkzGtTmzzcT1Yrthmd8KkHYEGRaCVnXQs0IhyUepCrJLImdUjOhpoxPF9+a7LvfQx61fyWiF5l3xyAJiPK4gCIP3Ujek/e3qoRWXDSDpqZH7I/cNCDQ1YOmaQS71hBItFHLrdhev7gvgawyRwgJ76Bd8sTJlrL7adLevomliRN0prcyc/Jhdm1+H+nUCPWwgQmOTLxfQZL8Am116mioVUTFuyDDC2rdHrVJtOzlbK9J5MADl4tmxcTCq0toXK4EHhq3dx9lsbbEgq+J7ANNSUl0MgtkmmTYneAs33M/NMmNcPqrqkBJPkCLD97yG2gYXHP971OrFQmIxWLI6mFxJk8mO05y8yZ03efNHsgLRb2C4FsoL2ixxx5rcFEs5Epf5Afo1G1QhDh0CakLHoIKUTo68lWv4eAxIJZFkaNyc0xNTrZOupOYJJKpIfrf9n7GH/wq1oGvEWrrIdW1wWEcN5ZADSiTg6ML3xDrBHcilZOtnERr5SJjZx4mN32Owsw4lhC/MvOr+EIxGmFPWdIYoBaXNS7kpKsuVN7fsputim9e1FtIC7Z51b0vgRX730Ghj6TCtJFZr28SmbLfxaWyawhuCNhpkT8yNwIQi7ukjLxQRCz2a0Sv28fqynn8Az10vPWX8Pf3UjplWyLLT/wQrVhjze132ajCagZ/1qQ4P4URDHPpG19kdfIM6Y1Xk0gNQMVyjDR1MVINMPv+0NQkk10tymOI/ZxywKvupOm8g9JJUKcD+TdZfliZbOV7qcbLZWsslaxmCGhOrROxLdzMnHdCVpLWpIQAHBVDJ43YvU457g1ZqEaJhM0dA0BxZhxV0RaLhvM9i/1dBVH3/ZTwvkfQSygWylO2UnmU51aNEik4ZYpwq0fpVKquCqOponAOnLVHPk5PTYbmcJLdXzUUZHrGEFL0xFTVxukf3EdsYAOrE6fp3nsH2akxLN01KtQ5NDwvzy25B+44A5ka3ZENXJi/n0MP/Tm9qavoMPrQcmW0ukyd1ZvO6WTQZCUnrPm9adVUUTg1rfHlaq9JzsG/lKZpGn5/xEE8FrPnWJo6AZxk8uwPCIaSDO96G+nebT/+RK/BFh1Yz8gH/gDz4gzhjn4vmfMFtMLSJEvjR6hXy1CqoPuChEMpAqE45SWLSiHD/KnHiK/dTLijj8ryPNVils4t1wvD4KezBdb00vHud2Al3UnHLFVZ+nu7Zki4e5DM6YNknz1KvVTEH0uCqeGLRqmXS8TWjNC7906CyU5okdN/pV1pr5ZWnLvEwB2/wMXvfJFQey8zT36L4sIkRrLvBZ/L74+ydf3PEwjESWudlz/gSntR2+UJiUEpxq3IS5ZkXQFJxpNsHsXiEoiBJTIbrLALAUsSn14U6EAy0rRNwpgqc1SWhpV/02nGzVtmVwhFHimR6UEgRD/luWXWQbJ9mNTqJjKzo/h8UTR0Rp/8ItFYNyMb30JbyuYiNAqrAARE2eiKEIdR88YdCVYBMdZi7n2RJZ7dwSg5wWKojgegNe8joVdpgef6VEEny3OcR3RlFcAPnTYvREUs5PWkcIh6XFB4bJXCCgsXDjJ55AFSXZvQDR8Lk65ARzjaRSTdRyCSYOP+X0Tr6+L0PX9OqnsjC+MHmT/1GLruxxeM0LV2H4FI0mFvV5LK8CrS8xN9Uh6j9EykoIqa6eF4EyvynXK3RabtX4mkqDnz0hvM94jqiIP2iW7rGHX2uVa8LwdjFwE4FXKVXMpVe1spLGpIzCsS5NkKVrFKctc1+Ns76RgcpjQ9Qf70cYK9/eROH8PM5Rne83ZCO+0sizouTCq9dUVzyWHYy/GqyIEke9UFgNdKOEgaha3CQy5RSIF+BdIlq5aqsLlTq8CRM3av06idYSj9lMJjLiImQ2Qqm1ycR/yqxFuJPMh96sr9aUQMVMKeHIv0gtVsAhlOlOdcGXJfIIlQRSft46IzSoXRsjdjQ+oXqE3+LTLfXNNF3kNZURVcdFCiLR5vX3TZ0UBQxydQJRl6UpEYtyS195kFFKKo1GiwGsndKKhJwqSSWyYUTGHValiFIonBrUw+ej+bIh+x9VeUw6VuhJMporySgUU766wnaGfdqXO21DIwVm34y1LKiDch3QpqW02FxHjlWNRsDpVofSWsAFeQg+dshhFg640folLMMn3kQeZmj2GaVVazlzh26LOs6d/P+g1vfKW7+Yq3+fPPcP7xLzn/X8ovABAIJUl3bmJm4imK+Tk23fjLhBNdFLNzHL/3z+m86gbWrr+D4WveydTYo1SLq8wc+z5Thx/k6nf/J37aX00jFmPoTz9G7kdPkjt1lNWTtjFVXV4kPDjMmnd8gJ7VXjRNo3CZc11pV9qroRWmLhBIdQC2SNHMwe9QK+WprC5Rzi4QSl7x/p+rvSaNA2mxaYqTbsZsU12qJ1qGMM8jrgnvpMcEvDXfAUxB4tPF37wVsYRHLWJAqnqac7ysEe9rpTNoNzXdySFTifinGXLdCZla6CAHSj8TJ+zAmv/6d9C2uI+xJ79KPjeDZZlMjD/MhjW3YQmOhH9VkQCOC2U7YYnLwkb2AEX/hFcg8/rBJSVJMo0aT9QajpMxQF25P7LKWKnTvi8+j/cjLi+MbJWMJb069XqNzanxLs5pWRaXTn2PyYPfBGDdljfR072HQDDGySN3Y+VybIvfxM4dd9r7zxswv8romXuoFXN0JDZSnBrHrFcYSO+lXq9gLq8wP3WYwoUzJAY2i34qcVNH3lXz9AkgMSE4IIILoqrgyVix5G2oaXXSK5SET/W4pc32fSwKYcNbrj0GwM3R084+p4WnslK3IYt0yF3KJ6dtt1JKO0vZZwBL9D1/9Ai13Artw3sJxFJomkHbyC4Cq6YrWauSQxseUXih2btrVfCrLKV/xbnUe6fLmG9ZahooefVtckdJaFN4BZLT0iIFUnpi8p6rXqFML3OKnbVInfxxrfF99aA9EpmTCokKYiGvJ3UW1DlCIgzy3nnSHCteMrDK7WhEQdS0ytiU4ABJ8rHST4mMyOuq3CG5v7xeodPtS1FUfw06PIvmlEvDecbN6Z+S6xBeUIrIRbz3vFVYUepbyPuroovlpE6lsMLMd++hY/vrCC+DWS1RySyw/9Z/hwbUjQCJzfhAAAAgAElEQVTkLK8apjxXXiIzKgoicx/Fu6IgAoYgx2tFMdCwoncjVXQFr82Mutt8OS/SrCIOaiqjqmfzcrXXpHEgsxQ80I2A5+WNd3TFlYXVqUgmX1AF3pHkPfkQatFm1rn8IFWRIFlt0HDIcs2TAlKwJKzCUIj+iToRapVEkatdbhMkQiWPW445Np4nRgeV63+Oi0/dR8f6fVx65hvM9VdJ1qPiPO74wnP2PXNK2Ybd2yz15BsFUtQmocPskIsLNorKmKJv0Um3v3VhUJXamo0Lmb8tS66qc4qTUx5sfkHlYmBJYqlmV0k7eu9/pFrMEm3r56obPoLPH0KrW9QBze8nFu6hZpbRYkLzPJ9jOTdOV2oTxfIS449/FTQoVlao1twFtb9rH4XxM3QHbPa/kXLfDTkuh0x5zp2l/Wen7H9IYS6liqiVFgpq4h2spt0wVjkts040cQ1lIhZGQanPfp4Xc/Zi/5+qb3b2aQ+KypKC2n3ikqt9rmfsc4enxaKiQABy0Rq56ueYHztA5uxBjECYDTd+wDbANPe5qATBUkoaxl5iq/o3WTfBq0nhXQBUspobhrA8v+C+i07Z8rBOrVrEH4goWQcmllmnms+xPHmCxfFDZOfOsfmWD5Pu2NjUl8Z3XhUOsvKrLEwcxtD9BMMpAsl2QvEOj1EkIfXgSoMxpGxzmPuK/+BI6zqkPOWkmjeToa5oePhF5owzXjXs1lA3RZV9ropxyefXihAn8/E95FHNS0QMZtxrlNu841NLXDvzoiRsmmo/5T/sH9UIk+doImOqpG6reZ5yujubYfRHn6B7eB99Pdfjm7NjfFa9xtylg/T278O/UBHjVIyDmjTk5bzuGgDaagO7Vs1aq9Y8m7RCw75K37WyqpEsrSexreb2xVTC3mofX672mjQOrjS3xXvXUy1kSQ/vIdzRRzCehszL/yK90q1azFIr5xnY8SbWbLkFX9X7Ynes2cHJJz/L2PxjAISDbRh6gFxxlpuu+l3Wtu0FbFQqk5vgyIV7Wb/2Ts5PfI/pxaNcu/2jL/uYXqkWTnQxuPON9O98AxNHvsmphz7Jljs+SsD/witqvtStVFjmyI/+hmpplc7BvcT6NtC+dhdz44e4cOwbzgJSqxTQDT+haPp5n7uwPMXYY1+hvDJH25ptdm2QwjJoGle9/rdeqiFdaf/MZlkmY8e/Qbp7M31bbgfAFBlItVqJM8fvobd/3yvZxddEe01mK5ihhhRBwIw05+1Dg8qUDBkIa7DUGVL286ZHSfgMmtN4VBW+Slx4jn4BRxUU/MsviUjNx7nwbHPKjITzJDGoEnfHFpN1HgQ5xl/RCMXaqS8vk+7aCGUoiKIouoJixGSIQihtSXgRXMRAemRq/rZEPySUK6vBqf2U0LEkY5XaXYtXepqhZW81SYBqQqA0wjPSVCRHeo61Zu9A3kcnP960iATa2P/u/2LDjxaAhWWZ5BcmqJSz1CpFAoEEtVoR06xSLC+ji5LYF6YeZWuHLamqFUukSXBr5wegAAPt78VqT4IJpriH4Rn33vnzQiJZhHC0I2fd+1MWVTkFYUpTiFNa1vZkpPy2v6ZCiDayUUoJGFL5IiQHVxZ/eva8XdhMC7jHJ1L2u5FdEoIOugrzewmQnhx4AaXWlfe899o3k39wmsXZEwyk97YkRslnJVMEVS9ceqEzi8cYO/NtSsVFdu/5CMnkWkLCc1sZCYrjlJM2FCRSvw9L9KFaWOXEY59mzaZbSHZv5MT3P878xQNQq7EydZpIvAvL0AlE28jNjbHlTb+FPxx3sptVj9qpimholIsZRh+9m9zKFMNb30LHTfuoVUssTR6juDpPdv4cvqLpvRcScQ41T6jy+TnhAcWzlx6/kw6s6gdIgqf8PpQQQFNITXmOUt1Rzn0qlC+/HUezQSVVat59JBFT3he7L/Kbd49zCi/5JYqhpjkirtccypHQveyfSo505pQG5ElFC2pRb6XZWkSnXq9y9pkvUctl2bLtTfinxTe4XCMSaGOk+2ZM3SQ4l3c8eX1VyaGtiHTDNbYRqeeV+Jkkt0tZ/Ji7fmiSpC4KJKmF7WhId3eUesENNYg0UBU5UBGYK4REuz1/nQMVYpKQjeQcCMa2FPEBMIqizGlKTEaV5gmnEmvO52/cp9YyPGD/uvFQFVJrscBJgyHSHKN0Xj6pxa0o8koxEr0iY/gmVrWKv2q4jGA5ZAXpkvC+L2e/4GpoRI7B4QAo+L6cnKWBJGF0UCYFydSWIQN1uJo0gsTxCp9BTnpy7KohICcTZ4JU9KPkLOaIoKjxb2ncWWXOHbiXxYuHUNvQtjezeP4ghfIiyUA3a+O76IqMQF7g6zJUEWjWspDcE7VCWvCUHTqoz9olyE31WQtJbcv5m2I4CkluCWM6cUmadSdU40BmPsh8dVPcfK3gPpeVsi2RrIlaGcasO5awW/zT3lZu/W9wBWD0GoTrETQTZ0GXoQ9wn6P8DU+XKReWCUU7HCnuiTMP0ZPYxIXiYxw6+Ck2td9C33ab+xETYShppIILJzeG5sBeQDOzZzj5yKfpGrqGwUFb7W5g5GYunH6ApbHDVKt5CivTzjHJ7g0wlyGYijoxeI9QkRDgMesmB37wPxgcvoXte34Vny/I/PQoU+cfoVorEmsfpHfd9XbfVJlxiSK34CzIBU5+L57S7Q3zr5ol4RgVdRnKcd8fp2S7zDBSakHIb60V18UQbHz5/DxaBiVvZoDqzMhvVJ5T3SaNQTn3qdtqDXOSrrxjjdwPNdPHYf8LR07KvVcTSnaN1GURvKZavsDJI58nHEmza/MH0C0fesZ+MNMro1TrJc7P/YidXW9BzxYpUCAcSHpDAuKb9S0I5SI1PCCNA1HxVxXYc3RyhJaOVvSGGQAIib4r84es1+FkxCn1cFSDwCi+AjoHr0Xj4Epzm2VZlApLhCJpWnB2/kU1yzKZu/A0y1MnWVk4R7JrAxtu+mWeffQLdA7vY2n8KPmVadavuYW22FoCKy9mzbbXZquVC2TOH8UXjhGyIqBBIJLC5w9jidhocXWOQDjZ8njLsrAsy04Js0xWzh/j9GPfpF4t4AvEGN74Rtq7txALd7FanGXfmndRNUscnrmfZG47sVhvy/Neri1NHadr6BpG9tzlqMwNbLiNQCjB7MQB1my4ifb+nWihAJnp04w98zUO/+AvaOvezPDtv4L+Y0qs67oP0PAJcvHSzAkyc2fYcsuHSfZs9BAgr7RXR8sX5jl88nP09OxhaPh29Lx3cV7KjzPSdSO67uPA1L3UzDJ1q8oNIx8hxk+vnsk/p70mjQOZbaDCLrLqoCQmGgJdsHQlW6GBWa4rcq2S+erkHavKheI6JSHJqlq4cn+HlKf03oUPveQh+9pe0o9KgJJFSqS3rBYPcrwA4ZGvzp8nFE4T0EOsSm9Fk/sqRLZOoW8gdAtU9EN64GWJCqjQnyT/Gc0vSjkp7qPwYhsRCPs4Ob7me+fAgZLp38IbkWNXGd6NhTCkB3fx+AOsTI/SP/A6dvluImCEqGZDLEfXYc7Osz/1s8StDtDDUDDxFMuSKJTwDqzMitsXUVVTT4tSrfNLzrbaoiLL1tgainFpPr/yb/GixGwooNLvyicub/CGE2rK3GWGJVNahmIkrKxA5D4B7y8LFrlCHpMqhP6Cxfy5pxh7/B9I92/HrNeoVQqARTm/TL1WQdcNLLNOes1VRJO96HnTJfour3D25D+ysjxOvV4mGGvHqJjoup8Nfbei60GyuQkunn6QXmMt2yM3cWH1IMdmvsUNHe9hR/J2Dh76NPFwNyPrXk8yvpbQpAvv1lJhMS6B6Ckk0OVLx1maOslVt3wUTTc8CoCd/n10Du9zyZE1SHduJv3Gf8fS8jmeffTzjH7zb+gbuYHUhj1OKMuUxZxKdXbs+gAnjt3N4LqbAVi35y6q1SIzzz4GmkZHbERcTQmfCAfTkVFW5oHwkiAySznuFnOE45kXW8PK4NUmkd+jnKdU1M2frXrunaoS6UD/IvzpISQ2hHB0T6hLkpVlVoeKjMhwrdQIUNFFmRUhwxnucTK7QRI21WyFxiJXetx+/rWIjlmvMX3+UZamTtI7fD35qfPMzB5iU9/r6UvvhkzZWQdWc9M8c/HLVOoFrtn0a6Ri/cQjPZyd/j6Z/AT5whyxqFJeOWNXdrIksqeEAi1Lolly4lJ0dpyQg/jmQ0qYu+41Ji0lk6GJiKgWu7qSrdDULp+tUBBxISVbQbZ63F5R5cej3lQJTTnlg5V0GUcPXFZeVJ6n3E8u6DUlhidfbPnRqVK3cpF2SrUq3a1K6WFZqS3c4kHIGKAac3bSouw+LZfnCHatId+tpsDYv2XF2fPnxP0Q6WOqhKy7YIuPdM6FsKpxaTB4Y6N2n71SoVLwxqvlLvuN6Le7rVGMRjUcdDm5OyI4NDXTSfWyD5wZf4rBtj30BzdhWPZJ/WW4uu8d9o6y/ob8kItKrFEaB2KcmlKV01wR/AAB/ddX3NJwWoMAi9UihKRLyDGqVAhtsw2N8qAd21ze7F6vJsJIcuy1iMrwF//2yUVBvEeryvMXFeX8opuqvLS6CFm5PKFUN8N3/LL9NxlKE7eiUeq4GrOcxWvl3Gnq5SL7dn4EIxqjWFyirJVJtQ+TP3mYg2OfpzuxBZ/m58jol9g68naG+t5A8ViWJ5f/kU2J1/G6db/KYn6ck6P3omt+tq37WZLRPnFtEXOWY1IWv5mLz9C3+Va0NZ14IkpmnZXVS1SKK9QCEEp1EYv0ONs7Yutov/NPWZg8ysXR7+DPVOjt2CHuuT2Z1yMGIV8PmuHj4uQj9I3chL8CG7e9ncmppzn1/U8xvONtpDrXE2pzz93IK1DrC0jHoTGjAVyjTm8hACVj907JZ0WQrHEe8DglIm3YLe/uzi2ygqWHGyWaLIEtM7AqCdcgc5wE8V3qCotf/tsnRL7UdG7HIBJjCClkaTcTxf5/dT7O94oqsFkZ6hB9euIZTlz6v8TDXfS1bWZu9HESwW6u3/Ahwv4ECKdQy9hhgXO5JxjqvYFcbppDz95NX9sOppaPsS61j/UdN5AM98Gqm7IjDQCHd6XWvpELuPybR7teyuGLfUpKiqKzv3jGivy+Uw9HrFOqwJ4atmpMeXw5mvVaNA6uNLcl+zczc/R7r3Q3XrFWnJ9k/uQxLLNOrZzj/MzDrGnfQYz4K921V30LJ3rwBcKX31Fp1UqeXHaaS1NP0JYcJhxqw/QZxONriAjvsm7as73PCLJ9/V2cnXyIJ459nKE1N7I2toPlygwHFr+OtWhy/bpf5YaRX2d65ThPnv4Md+z+EwHrP3frGNjJ2ae+RIkCsZ5hfMEwKxOnmT3+A4LhFMFYGsunk58fJxhN0zG8j+SaTejVANXyKtFEL6FImlxhtuX5DV+Qbdd9kGOPfALDCLJmYD/+QJQ1G2/m4vFvcv7ofUQSPWy7+aP4g9GW57jSXvyWX55k9NLXGe66gcH2vRDwM9C5z/W6W6Q2+oww47OPU62V2DP0LuazZ9naeQc9sU1YgedXJO1fantNZitIdMDLFvaS/9w8aSWH1ZTelv23gOI9V0V9ckds48eQQ1XP2JEHldXYlDx+6UkHBLfFVI5zKtLVmrdJb9tqBkZca1uKdWQq6Bi2YI7wfvM9Xo/eHp+w3Je8Yiaec0rJ0pILlzkZGkJ7oZUokSRMOnXrFYfcCeW0SCaR90BCsq1CDhJpUEMrvpLtJR75mz/0nG/byM8T86WJBNOQFSetNZONHOteJR2K0IEl0ARNiUlbNQHTiuInmprNIZADCUPqSu6zJs4vMxJqw258XXoKS1vtARZchWPn3ZPkLc99qUnPTTLKvQiU/Tf7V+pHqGROea5KXCcUWkfu0XG0iomm655iQ9BEsqYwe4lj3/1LkvEBejp2MtC7H810oXFZke7I+L0A5KsZNEtjU9/r6W7bysW5pxhb+QFd0fXcvO4jjGcP8djY/yESbGfL4JsI+GNogQAWtge1vHKB4vIkJye/hc8I4TOCdLdtZXz2cQCmDz9IMj1MtV4knOhm++2/TdzXbt+Pkom5vs6UeZalscNcOvxNzHoVfyiGVa/TsXYPqd23sRy0n40kAkoPOV5KsHv3Bznw9CcoFzIMbryDQMXA549QqxYo5Ra4cPTrbNj3HvFgxI+sJqigi42hOY/Eds4LOXt0QCRi2SJjR36z6rcqW3N2lBJyEO+wXvIy78Elwxkl+7r+vFKdNSDJ2IKwrXRbhjqd6ypjkO+GG/pxBx+ZrbGyfIHxZx+iViuy+cZfxR+0Y2hOhUZxWGA2z7kT36XN38OQvgmWc00EQVORvJfZA5FYJ2TPEjHi5JYn2BK/zj4ul3dRP/WbjYhzBJvJg5oIFUgtHTVbTivanr2ZsCd9j95NpeEZqdWAxTn+f/beM0qO6zoX/Sp0zt0zPTlhZpAGOREgRTBKokiRlinJkixKFmWbsi3L18vP2e9ee733vK5zuM73SlaismmLFEmJORPMyEQYpMm5Z6Zzqqr3o86u2tXdIAiKAAkJZy2yMd0VT506Z+9vf/vbagOSPUfGNd9lnxk4D+SgkXiFla0gOlapsgdY1R37Vf1MZKKmVCZlBZg7mh92pa96A8Bi+jcwtmiBc5THJqPCYvrXb08sXr7YWul7YsIoe6vQtQryRgZqyEka43CyBVFblRTZpRDqJa4l3257kwRDujLmJ6naASyFbYnigwI2ZRXpyAAoJOo7hs5XNNVNnaVXqX/czr8BQMvnrResr+cGtMjdCHmTkCXFhP7TBbs8d4OS2FZ1Tl55szYcwF9gWuRrDAEAkGsnEzbRaC1m6IAg61y7/ZBJ2Kgk0u41r30+is9S44qMVqaGeH7+abENy67h6aYAUGHV3Wi8epYN5GZH4Y+0imwP3Zr4HaEx2q9cwLGnvoh1Kz+K1qb1ZtxVMwBo8Cw4J794sA+d8c04MPpfQLUKSVYRjvdiXbwX1ckJHJt/Ci+NfwtNoQEoshv50gKOjjwAADg9+Qz6OnZDKlbw6qEvWsfc1Xcnjkw9hJGZPVBUD+LJNWiOrkJL6yZ7EdQBuaBZ/1YgoyU2hJbYEAzDgFI2iZO06OqyZJEZ7f4RC3JFgcuXhNsXxtjwY2hKrEGgtQfhRC9S069j5dZPINay2ppLKLxj8YrYIyO43BbvYguAlRkgUgS54FkNz8dgBodmhSrFQs4yGWhhcokwAZ8n1UVhBNMixCxALUY6//VZVqpg9NMiVY7aY4o4Ulb2EKvYSIYplTu37sXQcfqVezCzfARxdwdm8pNYOvIKypUcisVFxLs3INGyFtWQC6MHfojZY88iGV2N1a0fABQxQXrFJ4XteA0Dlzm3F5cW0JPcibCrGcenH0NP19VWyMGaBzgnoFwzb3DiqggVSFRtN19PaLaMAl2v+43E0CQWcpBovhDbk3EB1BgVrsap+heyXZKcg8vNbsGmboTbVmJx7CCah97zTl/OBW/jD30bS4dfAgAkm9ejr/d6uOZy59jrcmvUxl97EG0Db27MLE0egdcXR2vT+nNu61EDODR2HwCjLkTgVUPY0HILDs0+hNHUKwCAbR0fg1v1A9EgXjz4b2iKDiLsaUHI14JMYQa7ez8HnzuGiL8DmdIstt/w+5AVl0P74FxNkiRH5vObacX8IkrFNHbs/l34/AloADoGrkFq+nUAEhTlMix9vk2rlHDm+e8iOzcCP4K4atWv4PFDfwkAGJt4Hq0tmxEOd+LIK1/H2h2fQcC3EpOvP4ah3g+ho2kT5KXzfdcNaFoZmlKG8QaKipdbfbskOQdKlvBW5qEKYgevUeDYlm1DdQYcGQmiEUTGCYkkzkFeF4fINSLhkfPCDTw6vBjPjnrlmnN7fkzSuCdpW5k5uORpUJ5yPikhvH0nRu//KtT+Hvhbuy1PnrO4CX0ga5ATA8kLtRjQDi/aWU/CoX9P4Qhh4JKEMBdPIV0Eqz8bjDe6TweyQv0pHqcrC2TGjluGAQBsbLkF8mLBrsAJAEXSNhcuC1sRtJiAkIX3ZG0DQKJwQoM4pCS8EFDFTx6OqBlvlZht+ec6zeOTbj5//kQ6rARFeIh5VmqN8mqjceObp08hLsX6nIhl+TYBf/LqbuR9Gub/0tkJxITnZ4eHBDF1wX4JyotzqFTzUFI5k+GfYZO037xnXYT7+ruuRzjUieboKosglslNI7V8Cq4SUK7msFQy9SE6YpsQj62AJMmQ8hWsT96EfUfuxq7Nv4H+7hux79g3sJgfhTfRiki0B+NL+6BUDMia7shuqW30G5/frIqJDUJjpCFA/VMJyJg6/RpCyT74/HaoIh7sRe/A+5Aa24+WhF0qnd4nQhB4iMbSN2gQ6iRErirCmkQGNI919sWMkE4iR3Oyom/KHN+WJy3bL5YFVQsUlUv0UgjAVSCUgGvEENGunshImVaN+jefdKIK2vgklsYOo3foFvQvdEBeKqLdvxpxTwfa5B4oOReWK7MYBqAabrh1F9bsuhPDL38XPlcYTS5WZpk8cE149FX2ohRLSJfnML14GJvWfBr7j9yNoQ5RlI4ykgg55GFCQgqyYo5gkufUj1LKJiRbTWxH4QULgQBsZIKOXeAvuJPzIzM9A16DodFadaHbuxE5uPhSUJd4C3T2o/2Gj+DU9/4RevXii2VcrKa47cV89Y5Pn5O4drm9cRu87rOYO/Y8quUCiuk5GHr9xK/rGk7vuxeTw09j/dY7HSqWvFX1MpayY8jkp+F1R+D3xDGTOox0cQZVrYSxqT0YPvNDnJp7Dov5ceTKC2iNDGGo8xZILOWzNbQaflcMC0snMLNwCAAwmXkdAOBzR6HILkyOv3gBeqO+RVoHkZk7jRNH7kO5ZMe8VJcP0uWx95ZaON6DvnW34szhB3B48XG8MPtdTOeHMV04gbnyGABY4+HAy/8bo0ceRrxtLYZ6bsPBM99HVXtjbZLl4jSWi9M4mX4JL8/9F1atuBXlSgZhbyuS4VUX/P5+kpphSOf939maJElfkiRpRpKkA+y7v5Ak6YgkSfskSbpHkqTwWQ8g2rkVEgv1aR1yLWRE+csNZJUbFbEgxICsYIfCGVUpE+FlrlhIv+kekVoUsr1Y76TLuQ33ukkGlzgEXFZBePnkSSvsdkmhzFKTE5cZWbkBy6+vxvxrT6J1y3vrjmmlWlnV4/g9iDi2OI+LcRwInck3kySz/ZPtIZCCm1BfY7wEC72oQQIAwC0McCuViRnRdL2Ul+/OGHD7uxBo7kFubgQ9xW40wompoBF5SI3qqlMFT+5REZGQNDSkNEtvCjmteyLEmvdD48X8zHYwT8zy6urvj9AASXP2DwCUa/SGeHEkz6L5SRK5FMfmUtlVkRNueWtcCVCEWyEBstBd2Pet/wGXLwjZ68PgR34T03ufQWF+HO6MjmJpCS7Vjx0bfxW+WQ1jiwewWJhAqZpGSctD0yswVAXVagF+dwzlag6lsjkZV7QChiuPoiuxFQMr3oeAvwWzswewkDuFgLcJm9pvA6q6/YwE6tPtX4djZx5CobKEhLcbW5O3QV7OIwQftrbcjhdOfRNLqdMIe1vQEh/CydlnARjo6NyJQLgD6eVRnBl5DLpWRfPgLiRXmDr6hAA2IgbKmvmHJ2W/vx6lE+7Nn8Hc7EG89MxfwedPQJIUZNPjaGvf1pBAa6X8cseR+p9I05xzQGPEU4/akSdO75wrbV+bmhPp3ElzUKkF+8WsCmSUSIQ8/KKUzPFNhERSiwVgq8TGhBfM5slyi7mde4kqxbIBK/5ZaKL0Y/s3Isr65+xjtfXtQjjRh8kTTyMRWQnf+AlMLx6GplfQGl6NsKcd70v8Fk6knsepI4+ipf9KRPs2ILS8DzOpw+gIrhWdQJOa6EPFwN7pe1HRCogEOrBz7V0IaH6cmt8DL3yQsmIyodg/ERI5L4lQQoaa1DXisXGJZJqLSFHRxSY6Uj0kcnTYzqQiJV9rvfI1DlVRGv7FbG8zcvBlAP8A4Gvsu4cB/L5hGLokSX8G4A/Ef2dt5zbJGxDKJHgdvxkB829H/QXxIEhqlEuOkjiHnZfLTldjHPBFV/PXGBqsQyshkhwlFi/bUZDMVLEwcsNBVNq1FgVaCMxjCOKSKKWsFux7aH/PhzD8nb+Fr6MPwa4Bh3BQo2wBasSKpxAH43BCEax4muwaaS4QbEoZEA42tkCfqe/ctraQRVykyYuITfwYcs070X/Np3D0+38HSJJF2DFY3rAmFn6SWS2w0tTeJaFzIaBR1yKzggiiJIGtUH2KHx27USMIlrPUadJUivXbU39Q3QNuONDkSuPFN2sfk0JGvjlz4LiyQno4xASWxKROmhY8REZj15Uz4IIPO3/2f8LQqlBcXux78M9x6H//ASRJwequm4BkAIrihqaVMTL5HOYXjiAc6UG8cyXCLQm4vCEoLg+kQgWK6oE7GINh6JAqGmRZRbVSwAsP/A+0Rofg1T3oS+zAitAW5EoL0A0NWsS8aQtKFe9ui2cF5AAwVngdUVcrcoUFuDQ/3IofATmEbfFbUaimMZ0ZwctTe9CWWA+/J4FD+76OqlaEqnjRFhnCyOJLwLCE9ratoh8EeU/k+JOoGWBD6pWQKvrZvKZosBNRfyd62ncjX1mErlcQ9DTD7Q6ixOYPGq8UTuDQuifjzFZwMdIhCQhZ8u/MyCuJapdkdFMtEgBI97nFb069A8AOMZGWAd0TYBMJvXPm37wOBlV/tJwSBuK6hWGi0dzZQESN5isuBW+HVJzOWyDcisSqHRh59V4EpDB2bvw8wkuqlVEklzW4dBcS7evgcQfhPrUIvx5ApZK1anxX/TrS5VlklSwq1TzymVlEvW3Y0PpB6PGQiXKlcljKj6PF1WvXTSAxIx+xyd9gEdQa8FqEUWCEWCEy8dykYgN9BHI8xDxFDgjA1icR5lHSDSYLoK7q48Vob9SLgpsAACAASURBVCdFwzCMZyVJ6qn57lH25wsAPnyu41zG695ic4fj6Lnp0xi5/6sYuOP/gscXfacv6W1t1XIBqVOvwa2eX27+5Xb2JssqIKswDFPdMBrpRTGfwvDEozBgwOUKQFW9aGvbhrbeXQgFzHTMIjO6FCHMZMCEhGXhGasuHxKhfuRKC4ihz9o+4DFj+GejE0qShKS3F0lvL340/c8Yzrxg/XZV+x2IuFsQcbegJS4qaboU6LqGkZkXUK7mUK7mUNGK6G26AtXY21NJ0u0OQA2YKXONSppfbufXirkUjj35JfRuvx29xipz3CynHNsEXFFMV6ZQyi9ievZpzKSPYkPIrLKYqSzg1dEH4VVD8AeSkCQJVb2M1c3Xo6qXUCyWUdVKWJg/iMXiBFYFdr4Tt3lJt4usc/BZAN8+10bnNg4y2frvKK2lpmgRb6WEx/FbIc4KWwhrtyTWU64OR6RDgnTzbWxyiAkyjPAApSrHKqkoSv3lqpb6nbhs5iG7l8TuDVQFyfOjMIh3kWk1+CTE4gNYGtyIE1//a/i6+xDdeAVCg0MWjE3ERDVfr+SoCpifW/6ZTvJexHdst1JUeLikZih+c0ye4p+kdGYdB7aHQ949J96RNyJXgWqliKXh13Dm0AMIxXuwpeVDkPIlGH6zY7hHXxTqcBQe4nC7KrxsKmLCU4WMsPMhceueCi9RRUuur2HBq8LMdjOUx5KKFR+OsAlBxhXyWFm6Wc6pYSAxp4GIc56FouOaFEYUy3SLcW4pULI+KDqvzZAlGLqOyb2PAGE/+m75NfjEmKpWzQJK/nALJElG1SshJ67bN2dfFI1FS+tDeLGpsYNIF6fRv+nDkJZFSIeF+Sw1OEICWZiHClPd2PY5zJdGkZOy0PQqvN44YIiiQQIal1JpSIYBL/zQpCJ6fOvQs+ID2Hfim4hITQ7ZYbM/CfFqoGIYoDFtIzH+KdNT1ajoj4BiOOnQs0xy7YROsFRYMQY9hBhw9dUApSIKYiIjFgamzPujYmUySxEMzIj+pPAUOybpuFjkRuYZU1iy0GIiqzx10pJiLtcrKxKyQsAoR0ZofrLmDfb6W8Xn6D0khESSEQy2YfrA41jR2Wkaqdw7DvghaR5kps5g38N/jQ7fGmyI3Ii4twv7Fx/GVP4Yov5OlKt5LC8cgAEd6zpvxWzpNIann4Bb9UOWXUh4u7Cj4xMI5F0W0mxxXEgngRdCIlSBQhZuDiE7iYW8gqIFtwo5dIOliFLYzKr82SDUKRWIZM9hPvY+5Fls8SK1i5WtIEnSHwGoGIbxzXNt++aRA84ap1xXkgx1UwjBfslp0qIJQHZAeAIOFNGJki11b+kFlAVdohqwH6DHbw6wsM+cdZfz9gpQFp1rCJjYPcvi0USAL9K12eejGDUZIzwvmiY2iAWZ56RTqd2O3R9GctN1SM28jsl774avpx89N94BxeO1zstf/OCUE7LKdNiPgBZ1raZuA1AfMvDPmdtyTQNvikIOtODVLypkBHFpZpp8CsVFHP3RPyGoB7Gz7RMIeZrNhdgwrJcs38qkh31Oo4AbXRZORgYkFxkRWgQ6fceVUbNOkifnrBiKE2blYZdKTT2XUoyFhwRHhQwqpWj3mUJhS2ED89AKLXS1mSXcYKE8c4qx84WKxhL1b+rkq5h+9RGoviDaPvTzZr0M2bwn34IHalhIBBsG3FnDMgTLEaXumGQU5kXsWS+FoEPH6OwLUNuvgcsdcFQI9KQEzEuhnKSNdNHEqxgGWtDs5BmR7DUxwqtVSACuiN1mPdtx3zRy+jL6tuxGQaGKebToES+AjTcxvj0i9MRhczI4af98Uq3bn85Lfc8XT3p+pShVQmSaFiKkRos75wfQ4t4IqaB525J2Z9dSCTgrLvIwny7GK4UceCybBJVIoEtmEsuqgLvpWflH7OextN6cLEth86LIcOH3QxwpMsh87gi2r/wMXj3yFUznjqE9tt5pHOo6mny9uLrzTrhlP5SqjlRpAi+n7kWqMAoASBdnoAs1TllScXTyYXhdYewc/EUE5RrijsEWVzF+DMEPkKL2tlKtLgrnDpAxIbgDhmpzjwzKLKCqjMxwoLAZGcYyDx3QPEznbcCnAwC9kUN8gdub4RxkD5xB9uDIWz6HJEm/AOBmANe/me0vhxV+zCZJEtyRBOI9VyO29UpM3vtNzL70CNquvvWdvrTzavMnX8HYKz9Ay5rdWJ9d905fzk9cWzj6Aqb3PYauaz+GYHs/KpG311MItPVhw02/hZG99+HFp/8CkiTDE4gh3rIGya4t8KC+0uPkwgGcmXke1WoRAU8CK5JXIhboOW+Ac/z4E+gcvA6ycnk6ebc2SZKwovNaHBr+DzSF+lHL6JEkCT6VCOxlZCsp5MoLuKrnThyffxqLxXFIshu9TTvRHB6AKnvgcYegym4rhfZye+vtzXAOAut7EVjfa/09861n3mhzCcy9lCTpJgC/C2C3YRhvqkTuud/mmop25neCNe6j6l3ik8F05L3a0KG9e9EMg0LzEfRj90w+5JTylEK2J+lxiUImSn0E1Rc2LcRizrQYrSJGANxLJEds/u2o9FjTTdxzsMhCRVKErM/8LCaElZ4FAAVt29+Pk9/9RyRueD8qY1PIjg4j0jKIQIvJDyEiIHmApFcA2IpvBPnzPiPkwCZOCjgzWE/UovCHVN9NFrmSM6DHTz6NuaPPY+PmzyIYboeh14uflEnRjVekI89aHMo/ZVvpdhEuAQHz0AGhM4Q4snFDjchj/DoJjbKK47BKmHQN+Q6Kt3CPUXjbJWdIBgA8IqxEfa4w9UNCDIiRTqRKB5tZIk8ZjmsDgFyL+W/fjI7ZA0+h7ZaPw9PVjwrscUeoSzHu7APdBVRIEJIRS20HQ6AKjOriGkigY+BOdOYq0MpFKCdnMD95CAee+Wdctf4LcKk+lJrNg86mXsfpuacxsOUjUGMxLE0fw759/wlV8SAS7EQiMghV9aDJ3QyX4oXhcyNfSiGXnoFHDSDsaYXkUlGoLCN96jSGNn8KGab1QddsI3H1g7HQJAr+sPCXhfIJRIfUKItR/u6JYzUgt0kC3bPUEBlp1TcjinmRLDGTLNYtyWKpbr9KxKktoMr1487SXuDAF2UNCT0GQkXM+xLvKCnIBu33Q82KzId5LmNqtugBkyuQWWk+eF5h9o10/TSvioh3EO2jg9h34tvY0XOHnSpLnrRsFzvq9G7FnGsOp0oHsViaxBWr74IkywhQyWXNMB+DbmfASBnzoRlZe/4wSuZAl4XssqMAG2mf0MrI2dl0bRQ64OEBUd5caqAfYYVSKJzJwyeUZUL3y8cPV2l9gxLjF6q9nWEFSZK+CeBaAAlJkkYB/DGAP4Q5RB4Rz/0FwzB+7Y2Oc+5eEPATF4mgGI/mEcVfBKuWT4x0rxQeKCQZrBgSi61HPKwMu4yg+TDdAfPhdsUX7YsVg7dQNQdDImQPwnzZ/K4klNSMgD0oquI3ii9zg4AWW5rcHSmJYsKwNNzZQkUQnnfB3IZCJd5wEoGuAaSeewJauYDUy09jwRtAcseNaNpyDWpLICsNKsSVPM6sBfP6BHOeYtRiYeRSvlaFv6ozo4G3bJvZ1xSv16sVTL72I6z5yO8iNuoBMhVHGMRKU6T5gxlPkugDCl9ILJ7onjefDcF71SALOXnJ+nEK1gBAWbDEafxUgvX3QPfOK2FSqWXiDKgFJlUr5JIpeyM4xbgKwngllnvD0Ajo2PWLUq1ENi+TS/c175mEJlURC66AJIwRCj/QYlQrvKL7pLoQG2Cn9lrGBVuMiGehwgU54AI2h9C0eQDlp4Gn9/01QrEexNrXoql7M3JSGr7mLngHV6LqkxDtSqK1dycK2XnMH92DueJplMtZHFocRdjfBo8njIXlkwgH2rGwdAKAgabmIWTSY2ju3goj5HO8O5ZhLe6TL7aKtYDT+8jg/RCNN2c4glcYtNKBxVh0lGcX/UEcmwoznu0sF/Fes+foXiJ1MlHCm4WOiJNDKZAl5nZz4772Wqx3VGzjEFoSY5/CGd5UvWaKlQW2YFuHhqhpQIY4Nzioj+k87kWWYSYW3g7/WpzJ7kPVbUBVKGVKjH0KEwe8kACE8004Pf0cWmJrEZTD4jhOyXzA5qM4xIhEk8M1Rdm40BG9X/TJQx30nZhT5BQzlCj8QIZAtYEXRI0ZHFS+2eIcVOw+N3hJ6HAIaKC9dKk0wzB+vsHXXz7f41zGAS9AS177QZz+6t8gset6BAeHkFi7CzPP/xCJzVdfkPMZho5KIQuXNwBJxLCrlSJef/7fUSlloLi8luhOcvv7IKtuYCmNphXboFVLgCTDHYgCKLzBWS63t9oUfwB6+U0heRekte/+EAbab8TywikszBzG3oceAWQJPTud2UySrMAfbkH/Wjskps5lkEqfQqGSxsoVt8Ct+pEvprCcHoPhcaGtbSuCA0O1pzyvVsjOYW5iH4q5FNRoAu3rbsBlfbYL005lX0HI1QRFPrcc9YrW3WiODCLka7NLKF9uF6RdkvLJjRih1MgDJGiLQggAkO0UUFpSWG5MsCgQMq3eUknU12bGZXOTabINxEzN2mzFtoxTRfNaNJFDren2+YoCHTDmhYBIhmVHCCSLNAa4ZK5FUrN+4wx/J+OZyFW8eRfN+9M8jFgYiyO2+Sos7t2DytICAs09kBQVC/ufg7fX1Nf3pImFzchtNd4kRwXoujwLpnUuV3QYho5Tk09jfPIFwDCgSwYMXUNT1yYEox3ILJzGxu13mexkjwuVch7HnvkWXL4wdFXCcm4c7dfcDl+oCYUTRwGI1FjmUckWccp0Sznj2rUgkBtCl7x2H1Ti5rMqC2KYo0qmy0ko40gFeYqFRD0aVaoJm+s8s0RclneBwln2b74Z8uDEORgRzaORt2X+rTJiGHn+VrW7NhOe4EQ/CguUQvVS4IZsGm6Zl1+C6guaTimFP5KStY15nPrJgbJ5HBVD38QcUhbvk5t5P9VkAIHkeng3bkCykIGha3AHo2bQRxyToHsO4cutMSjYinDVNB2XIhKAAA7/w9+i/WfvQGhoAw5/9260XXMb3C47xmFVGFWFF5vl6ICAzQWCMHvoeYzOPIf+tmsxM3IIPs2L+LZrRL+I47GZyrN8dvTMIkBX6lEJmq+qFuHX7kzKYLAIjYwTQu84hafySfuB0LsanNIc18T/TagQH8uS4iSrVpkQkHtWkPBIJMxvE6/ljMicERUVeXYIkRwpM8UpPGVew0DbdXjhzNewpM8hEuwUxzQnP8PlXA4MnxtBX48JdgohKC1Srz9CGRtS2LwmjsgYQr5Y8nrr9rP6vxZB4K2R5gAJIglUga9N1D8WKuDimiQ1x+K/cTKk69yG09vd3o3yyec0DqjjDcYsJSiLGNpU9a7YbO9XTogXKmoOvGjYZrBWhC53UUyIbS1L1m9xr7ldqlSfk7iYM1+SYkGw3VP2QKUX152jF9Lej+Bk34KA9xg0TpMHxbNd+bNbyAqrJmmVzhVf8clPd8no2Pg+uMIRTD30H5h5/kEEe1dj7qVHEW1ZBW80aS2CZWYYWbUcRPaGOmX/RlAhLbaFw/txavoZaG4ZG6/+dfgCCeSUHGAYmNv7BDKTw2jq2QJ3RydUt9/af8OqPwYgoeQp4/h3/hb58ZPobd6F0VcfRPPVvwFJkuCdYS8RqdCJiVzN2B6wBecVxQvptfFvgmXpnhyqlFYJXMGbYFU59ZpJM9du70e1ETyLYgHghR7ddGzz02MPKUvMiGLbvDYCPb9SjOBkNoFTOhSl4zbXM+fpfHR/9DwNw0A1ncH4/V+HoVXR++FfQZnF5GvFsIyaYafmYS3a3DgoR2kMm3+7l+xjUrzeEoJi802uXbwfaUBxh6B57CKJVl2Ran2Yp051k2YMWcbkf92NHk8I6eP70HLDrY4sIMq8saF/e/6gxVkVYyuBVsy7mzHg2YLW4Eq8fOxuxPo2wu2LoJAQaoppbnXRcxFGBnsvqUw6jSmeYUSGipUOytN5K06Fw+BkfQlly0BPs/RacYxS2JkNBDBBJeE8EecBsOu1ULqsd65ekMcqfMQWbSu+b2XOMJ7HrDmoyEg3VCePBQBUqNCNCgKIWIZ/bbPCxszYL7SaizvxNHg6r0zGfam+FLJEXIPamgeAHYYQaY8GD0uITA/LMGK1WaxjNchWQM09c4PHCic06BdHDQZfA0PmArd3Y52qy9jdBWoE7wNA+/UfQXbkGOIbrsTxe/8B0689+gZ7nrtNn3kBh0fvR0diC9bv+hx8AZPh6faG4PaFMbDyZqzb8EkMXvHzUN1OI0uSZEiSBMXtheoPQq+W0dK8AYViCuXicqPTXW7n2UqLczjx1b/AiS/9T/jbe7Di41+AK3BOKfNLqvV/9ncBACPf/hcAwMLLT73lYyV8PdANDRPZQwh6m9GV2ILXn/0Spk+9AKNROd7L7S21QmkRz5z5ItpDQ5fFzd5l7e2srfB2tXMiB0QoIw1wwPbqCDEoxc3vy1GWcysQA7fbtE7TWXswaoL1rwpC4lLO/m1m3pxE9WUhf8kyGdQlkRkg5JDdzDukHH+9ASLkn6XiCgJqLNR7jgTP8YwLtaZSG9dAII/IYlczxMFPCrXCqi/OTSKx6WqkTx5C/3WfxsnHvoLmDe2IJQYgV+shSsq558+f57dPnnoOQ0MfRyTcjZJHtXjgBI0XhVfCYcxyiDxx8zN+REc01I3coQPIvmcNYtMbMTf6GoKhNsxM7oWua1i75qNwaYLAuFQfM7fq1AdFRUSmHU8yshZM34DhrZMMLfM0CM4tWmOKESBrhapY/5BOBXmsnHRam1XBwwKWzG6+PmeeUCVCa8gLdeTsW++COJ6hY/yhbyG68Qok110DSZKoKKMD5q0QwmARPeFsho0YcGEvCm1VSQTJy96PnBOt4VVLbUEd59+AHYIhSJ4jB6QfUQk7URt3SxLxTVchtX8P1v/8H+PYff8L2eZeRAc3mecW5DgKD/E+o+Nb8scdcawJfQQHjn4DlUoeA8FN8LT1YOL085gf34vONTdCryiYGtmDfHYWPYPvRSK5xr43NrZqs6P4OCCkk8YN16Sg6wyNmRfnnrORzny3+bCoAmPVZ8esvAKFIti+0Fw/AZEuQiHJYGxKDBBjilcItHcU1+sg1dVUwmWoCQmUUS0H/l4Zuo7DZ+5DX2wHVsR3OlABuUaTpBoUJGI2F9J855020QxeD8WCvQgV4AadRUAUkxPTEDBqCYzcfSZ9A4FKSjzkQeeh7xrxIai2Bj+mq+b6OFynNEATLmK7JDkHpArHr51iaTRJl0QIgRcB0UrmfgXxKS/YM5UqFneCVvkSrAg7ISD0yN2MpEpQmh0D5PE2Mbn766+X4okEdfNUNIImZSoUxGA6V8p8ASylOTbQrDCLqBhncBa/GHyD6g60XduO40fvRTm9AMXrx/zJV9D73k/j9Ue+jv6dn0DnaJ+13+JqcxUIjYsywM0sNVQsEOZkJ6EcdaOY8DiMIZokvQvm/RYT9Y+XFqHAeB6rwlfh+f3/gOKpE4j4O5CdHcGpkw9Z205n16GtyZzs3QuEPXMdcxHDDZNwDTtPDUTtWHSFcUaTDxeqIUEcWhDVLGOUC2CDFj2Pnchi1Y6wte6ZeJK4ZDIKONRMmvrUdx7GGrfHi2BMCziS80RoMTJUQCsVMfr1f4IrGEHT5t3WtVO2QaMy2ZLT/rSPG7SI844QmWdeQOKe+t+s66ZXjRuXFKalAlEMObXKiDfAEa2sA5EGysWm2ja+F8tHXkNgtIj1az+B/U98GbHEIFSP3woP0XN0sbXEKkwmHtHSoA/AKqwc+AJe//5fwXCriExEsdN3M0Yy+zDx/PdRQRmq4kG2OI2R448gHhuAb9aZtmgeVPACWsyTcB6UlXXgpbAUG7DCMKdiXt5xG3L3TWQdxw6O2FlSpSYxYek0/uxj0lj2LNYrMpKhQrwQ4rMAgO+Uma5IJcpLLfZvbpFOaxlEXOSPjAhaGJn+wPTka6iW8+jpuRKGJEPO2wuzlWYsObMdeIEpWYQMpHnhkQVsi5XKs1spv8yRkHMlx7E5ZG8IJULJQ3mg9Quk5KeJgOfCi2OK8ILkZQJ9lMFA8xSv10CcA5q7GbfAYLwO6R3A+N+FUYXL2QoXugWjnRj46G9gaXgfpp6/H8sjh9G69X0IJ/sxeeQJxLqDCPibz30g1hTFjVJhCSEiEL7FpqperFlxGw69/FUEIu1oCvfj2t3/DxYqk5if3Ido08CPdfyftrZ88BW4Iwl03foLZy23/JPUXP4wmtfvxvDRe7F+06cR79+K009+A4Pv/+W3dDxvpBmKrOL43JPwKiFc2/oZ9AY2ojewEZPyGA5M/gAAIEkKnn30j+HxRhEKd8AfTMIfaIamlVGp5GEYGkqTOiqFDKrFHNo23IBgU/fbeeuXVCuUlnB07glsab8dS/lxlCoZtEV/vAyTy+3tbZckckDkQ16KlqxxKw87LZjlHuY9C6SAYEju4fhnDMd3CkPUCAHwCXKNQ85YWOdqWvzGWO5WnvhcPUnFsozJkmbsVsrRpXKedGy+H+k5qDkO/ZnHJ7lfiTP1BaRuiaYUgWCoDXqxAE+0GSNPfBM9t/0iUodfwL5Xv4ZNW34JPn/cIjVa4QUGe1ZJMXRuAYXsHAKr16GkSDXVIAkWphoAdh8U4kTQMv+e2E3eyFasvLeExaWTCFz1Hkyl53Hs3n9Fx8A1cPnDKAovWTJ8ol/ZNQnhFkWEDho9D1dGSK6y8Akdg3TseY4/vSOBCfOTw9GO0rU1/UOwp5VhwLalf1s59CzrgTT1rWvnAlmCsKV7nPIyvOqmJZubKSJzeC/ig9uglp2IgeXJc/eA0rhJCKxmbpAM28OmbAvA9viJRKjVk8ehW6G4+gnHCtPoHFZwbu7IjtCdnxzJ07xAYtcNOHXkLzEx/TI6t38Qr33191BYnIG0wpSCtrx1X/17TM9PY89q5bqP4vD+r6NqlJFFFvAqmM2ewOjyXmzp+TkcHL8fW7o/Apfqx0R/Gfn5cZQWZ7C8fBiKywM5FIQkK1CrCgJNXZDKVQw/+kWsf/9vQm4yY1WkacF1QCwiIRFLk7a3rmZFhpDFhGel4qlmCHnrmu1RyxWqY1L/HAKT5rgjSWaeBVRtMs9N1T8biZmRpohr2SYyUiVci0iryiiWlrHv1HfRF90OTSth7+R9qGpFJNo3QBGaMISkEkpMzYEApAVhTyAGOiulTsRHJW/eQylh/+YSx1SnWAyYjtlhFhaz5PiX+eASD0RkHRis3oFV4ZEaex5WT1MIgWcoEBGRhJg4cZKhBVpTjTbDxWjvQujgMnJwkZo32oLe6z6Jkw99EQAw9si30PvBOxGal/HqK/+CdRs+CU/z4DmPk8vNIhhse1ulatuSm9CW3IRFrx+SOO7c+F70Dd3ytp3jJ7kZhoHxH3wVrnAMsdXb3unLuahNVlWs3fxJvPrs32Hjhs3o3nU7jj3wj2i9/kOIDp1/XzQnh7DzPb+HF579c7w8/T0osgsuxYsdKz4NnzuM3qYd2HPk3xAP9SHYehUSg9scYSniMVBmiloyUMot4tjTX0b79psR6VrT8Lw/ac0wdIzP7sWJ0UfQ3bYLXep6PDf2ZbQ2b0Q2P20ZBpfbu6NdksiBZbW+gWUTHDM/OflHrylWxD1c8pA9C/XogHtKBOEEWUVP2Cxvy3olK50TbkR8TsoKq5CRTSQiFwXr0yOpTril/MV6RBKENEq54qpgFueAUv0YoYjSIiWD+AzmNrG2NVj7y/8vTnzn75A5fRiVuXm0914Jb7AJhw58A5s8d8EfTGJ5helq8ti4f860pFMoQXX5LOIeV1EkT5PSxlSWHeWfF96ST0K1VEDq8LOYOvQ49GoZxz0BuP0RBIz1iG+7Guve+5uAZKDqk638/Yqoj+7OcoIgpSTSfbP4LpEHRf52hcnDWrndwuvlHhzdj1XMiY07q5iP7MwfN78TfSC8UMOhjyA7rt3BjSg7068chZ7oEUt0nfWEPe+ShuX5U6ikFrDqQ7+EUkCBVrs/VfPj6Zz0rliVTeFoUtWuJtqIH2BxMlgsv5bk6PA4CakgpIFJkCslkqqG+GQkx7zkOCZHKuiaYwhDkhSox6bQH96Glo2deO2JLyLaNQRJ6GNwbowk5IStVEI2L5YjKuRIM674+F9CkiRrsc8oEjIAgrgN605uR3rhNEYeuxurtv08PKtX29dLmibEQdaA7nU3YzH+Os489x9o6tiIzu23QpIkR9qhJq6P5iYioQJAJSzSDpfqPXma5whdoHlhZmY/tOUU2uObUOlrMq+JkweJ/0Iyyiw2ThVtaXs+ziuC9EtePecVVKUy8sUUskvjmEzthy4DW4buRCjQinImhapRRkHPINm11YFmFNrMwUQcAzUjkJK0nd5npUU2QEEs9UuJOD3sPv0CRe1JiPtlXn7F+e5JZTbQiVcgiIkSr5pIGgbk7fPUQ5JuJo4C/43IkLRf3Nbl4PLupXgDOO4Ct3djKuO5CYlEZGKTrUtI7xJUGJgWAiK8ohlJoxbrGVOkUV8qZ3Hg9D3YsOIjcKt+c7GvSV2SZxkcVVtulm0rLTrT8BrlzNLgsHJvAWcFOgCSxnKYBftXE7UjVAbhEUPWEGRFnYkgGYLIVrXK67JFMxRA122/gMpSCq62JNJhQO1Zh1ZfGscP3IOtm+9CWcDevlnWD2KiKCgFyD5vfd457MWBFh4i6QGAR5A4jZk0Xn38Tx33XC3l4GluQ/G1Azj+3KOQPG60fOB2VFb2wCeIoRUPLWIMrhfnpu/4Akc54WUROsi12f3qWXTqB3CjkhYfSyKXPR4y3GzGPTcqRPaImKg4jG0tTFkKddgTlCKIVsTeVrL2xVSiXnFNtMqbHw5NC8nA9Ok9CPasQiWiOHLnDVJ5pYQNLoctjXPQwQAAIABJREFUjlV9Exll3Dio3Z7/bWfeUHzA/s3KhmDiUNbxqc+peiWXuZDpmPXno+dd7I2gX74DB/Z8BWv6P4RkYg0CsQ6Ujg8jsmK9uR8ruazRNYhFgQuPUbVBIopahFbWB1K4DR60oTfgw6Hn/g+uDvx/ptAXbEJhQVSrNPtCRiC+EX2tcRz7z79FYs0u+MLNjkqxZHCSQFNwgknrinFaipsDzzvH4HYiePpdqFTyGM8dQWF5FlNHn4TXH0fKmMUm/+2obXQ+Ir1yA4DGBt07hd8AEiwyUO42O9GTqqBYXMLk1Ms4M/IEVNWHZGwNOlq3oz263pxTS1V4XCF4PVGkU6exvu92VP32xEHvAxk41rzKIXnhfJWbzPOStDxgh1vJQeLhCU11ylFXg/aDpLLuZJDrSdsRVOdEiCFdX1/CKItQLjmHWn3cxRJf4oJGXjHQhcHADQJeir5RGOdCt0sSObiQTZFVBLxNWMyO4MCp76E5sgqD4Z0IuZvPuzLcpdR8yU74mzsd38VX7cDsSw9jcek0gLVn3TfWshqjrz+EeD4L1R8863bZU0cws3cv8qkJwDAgVTRs2H4XymXTiGrbcCNa1+yGVi1hMTuC/NQZpKf3QpYUxK68DgtPP4LMkQNIdG1GtH8jGsWvLzcgvzyN9PwZDH7gd97pS3lHW7x7A4LzBk6MPIJkYg1UbxCV4oUrfWvoGlJjB9Hct80yDM7VXMEYXP4w5k+8iI6N78fi6GFk5kfQs/lW/DjjO5efw6uH/x2aVoakqggmutAyeCX6B27GCw/9CbSOW9+UXPEbNUPXMHn8aUweeRy6VoHLG0Jz1xakRvejXMkh2bwO2zf9Kny+ODyGyB5iqIIkSdjQdzvyRhaq6kWDxMnL7XJztHMrJJJ3x1ABgvoI6iarkLwwgBfHEdb2fP1wdMGNoY4PwCiVUG15H07MP4vnl49hY/eH0Vptq2d8U7oJWZM8rCCqf8Hd4CUkcgsa5LLWnIPCE/w3pVCt37aBnLR1DHLcGmxChC7LIxOhA61cQamcRjFkFwbiXiiFGqInIohGerF8+FU0bbnGkQNP+gg4OIrJZ76J5M73I7btalRzGYw88O/QSgVI61Zgy9DfoBwihbwgWhfiQOtmuPtuRWr6CI4//S0oqhfRcBQjj3wN43tCaH7/bQhv2OoIY1AqYTHmDJ8AtmIc5dDzsBJ59eSFkk4GAFT9pFNAyJP9m6VGKUAiuUFYgbxgHoemCoFqQYSzWA67BWmSZxNmBcbEd1RMiQh0PDzgkjzQKkXkF8YQ7F7pkHS2kBXKnGIeCYVU6Fi1sKLmqfcgARtlIa/dEQarOn/TGUHYEIiKtQ0rhGQI5UBCHDhyQKiHVbWyQRiL+rzSk0B+OIV0nw9dxS04uvd7CLb2wRdtdaADRa8zzZGHo+j+rEJo4vzeBfu8RSODsUe/Az2fw6r33oWcp14/wArp8PT4YBCrPv47GL3vy3jlW3+AUHMf8ktTaFu5G4GiU5vbxYjJVkVSknJmRZk0r4LU8iQ8gRg27P51R7/qbgmhZD9OLb+M7sHrHe+zpaviJ/XEeoVEQhOkTBGHX/wiZNmFTdf+N0iSgpcf/lNMHH8Cm6/4NQRCrZBl1dblEDLRPFynFnQo6EbAJaEIO80SsFE3kpe2UinDLF2RUFRv/btubeMzO5unilPVSU2QKxshyRZa10jwisICDB2gVHEKOTjUDYPmhGOFaZiyL6UrUniYEGEAKEdtlnEt8fmitEsROTAahRXEJMnzvQFnfQGaiCmm5iiFTOV4xfYKgK7WK9DZsgP7Zx7A/tF7sBjaiLVNN9oDAKifQXmZTZErawiugeRmlHIKI1DcjIuKCGPAEBMMDXDAHuRWVUYuQCLOTRBaNVBvlDQaZNQPtf2qCc/Fm1fgW6AS0fb9ZdsFPOeR0Tt0M/a99K8IdA1A6e+wtiHZ5XJ+EuH2lWjaaNZxGH/su2jt2wVPshUFcS+BGfuaMh3muRdXuwBsQE81g1Ov3oPx089AdflRzWaQfeJZzPzXd2DoVSguL9yeELxDqxHZciX8kRbzenW+4NA/zI9cF4tjU/5/gso5s/i3qNBZCYuqeiHGRxGlt3OdQpBn3v7NN08GlQh1zbJnLIYpcVy0AMuLtnToxXNgAknliMhuIJKzJeVr34tbiqNn/c2YP/QCfP0rHaGDWmEjHq+vyzqoqberuw1LD0Rz18PftGhWQnbfySJLgoTD+HxD12WJ7+TqsxVkS7wLdU1iMXzrmHQvYgz7DB8U2Q01pyEqdaLUchWO/eif0XvDpxBlZFvLeKFjs0uhMUzbWNLO7LypF56DUa5g8Ko74JK9qLD3jIwQqqPB78XUD/Fi1c2fh65VoULFwR/+LSqVLHSPGX/2LNU7MbRYljrNbUhCPJ2fxpHcs8jNj2HNrjthuGRHbY6KoqB/20dx6JH/hUxqBIPXftZyeDwpwakSsLfRIMefdBGGX/sOvP4EVm76ORjFEo4d+B4kSYFhaMinpxEJdgCaYWUPWWWgmQFA/yaDjsIuZr8IozllXnu5zYT3uWS+pUlCBivndFHoR2R18ZAF7WeLcNm/UQjQkq7P2H2vkGFE/ALGF7MkpCnTjMshU4jTXb+00XpDhgDvH14x850JK1z8c56rvavkkyVJQihgpkBVjZ8u4Etxe7Fu/adw8MDXcPrIg9D1Buo2ovmDSTRtvR4Tj/0HMkcPwtCq0IoFFEZOY+GpRzD+2g+R6NsCANArZRTmxhGKdp71eLUt0roaQ9d9Hltv+2Ns2fl57Lj6d9C5+jqoLnNFW/eez2Fw+ydQWVrEmX/5c8w8cR90rYrSwgwq2WUY78aRfgGb2xuG4msQzP8pa25fFLKiIrc8CQDoTu5A9zUfx/iee9+2MZGZOIH5I88j2NoHTzB+7h3O0ijbR5YVaNr5zzXLuQm8euJuhDtXY/1H/wiheGMdBY8/is1X/BoW5o6gkJ4+7/MYuob5yQPoW3MzJEnC/PQBVKsFbLruN6GoXgSDbW/+WIaOYnoeula1qrRebu+SZryF/y5wO7fOgSAGaQ64VJB9iBksvBLKHwZsqKrqqbeIySK1SCds4uj1b0CivwUxLWZmHDDrlQp0WI27HGI7SRUumL+e6cVzc6lVw07SGSfcUZ6yS7B3ueSo5cHpBMnVW6EUSnGximsWpC76Jd/CbuG9m9G/sw+z//Ut7Hv2HxHuG0K8ZyN8sVZETpqdvbjKvK9e73swlTYw+/RjmH3gHujlEryRZgRb+tD5iV+C2taFgg+Y+u53UJgdR/OalVDzOirdwjNndAUP43KWlxaw9wGbsDhw1x+iMDWCiR98w/ru1MH7kJk/bf298PKTUP0hzDxlitS03nA74ltN1IJIeRZJDrDCu74p4VWwOhTVAJEGhbImm7fJ+yDtDO8Cy032OLNjqFIoYBe3IZSHit4ANrJFBCtCB8wTissleYwC5eXbm1S9MmSjGfknHoRStkmhgI0GEBTvIGwKj9jKEPA433a5LNnSylVOrnRm6hCawo9f9hHLvR4dIM+RZyRQ0TIL+OFExpraPPz+XOL19QttEc+yhu6Oq3Dk2S9BWf0xxCK9aEqsxpT2AOam9iO2crN5TMq4EPaUg/3vqv8OAMpqGekTBzHx8PewYsPPIN4+ZJEXecjCuj+ST2ZoPSGdNDe5cjpCwQ4UJ84A4V7zvFTgLGbPFV6BFBDTfiI4i+OHv4P+HR+Dums9KgBUgVyVwvYcQQiT1N6Evu0fwalX78G6639d3Lt5o5b3KtsTLIUfzN9ktHZux+nD92P1po/DnUgifXQMex//a6xYfQvC/jag6iTj6sKD595wMS5j+pXHMbf3SWiVAtquuBktW2509Ec5IjzrkBMxM/uKMn3oXPZ9klw7zW0VRj61dUfMT/6sfPNEBqawNFOE7TLRC6VoDhKePeImdEcSyox+ez+Sk6Yql7yomzVXuyjkzVDJjH1dnDx7sdqlSUhsED+nuDkNGGJv821ooHoX6q1yuUT1ccWDy9oxYBVuxKRmWFrcvJGhEK4XqTB8NbgsMxyIdW5ty2KGPMUOcL5Q1QCFP8z9dcfLIga2OJYrbV9vRbxcvISxfXI6j7hMZsDn2w0AEfT+zF3ITAwje+oIjv7on9AycCWah66CyxdGQFRMzLWoiF9xHaLSbhTmJ+Br6oAiLjDXZkK2oVFgGWF4V++C0RxBGc6YsXVJojvcWcClxNByw88gfWQfJFmBJlcR3LgZrREXJJcbkiRh5nvfQvx9N6M1vgkufxhldxnVQg7VUh6yoiK0cl0dv4vHsS3OQMXZF+aGztQ53j/WIi0MAP6bITsXV15d07CkfMVzYXFhTUwelO7ISz27cs7+sbIOGNdBKQHIlSC5PdDVmuul9EExNKtBez+vCInQnODKODtM87BjcbtKrOAUTqjGGLxbcgKBcolN0nRqiuVX32AyYoexwh3Em2AcQzJwaDFwZWW0918NVyCKo8fvxY4rfhPetIFV6z6CQ0/+O0KlICLN/VjulR3H5im3VXFfoROC7xHSkR89hcxTz6KYnkX3xg8gunEndDA4m4U8qXwzjXNuBNN56PnLFQORcDfmZw6hzeIXEVRtH7PYbfIRDF3D6eGHMTX9CrpvugOerpWgoUBzAw8lZrqE8ZIDIhuvwMje+5D3laG4vdAKeciqCx6RQcPnJIvnJRbt3o23Yd9Tf4/pmb3o9q5DfOtvw/C6oShuB+nQqnLaJBb5sDOzaPn0QWwe/ASm5w8il0tZoS0L3hfGEz1PPs7zSeHQ1ZSV5404JKVo3U/WO87HeYXSHMU4kDRWQdGqPSGukUd0hYNjZfyw6Z3eWTIO+dxiSZ1TajF7VwvMidUvfibjRUECzrddFkF6FzZJVhDuWo2m6Eq0rboaE4cfw8F7/wLeUBNaO7ahuXMzgCAMXUN+YRSKLwBJURw66wBg6DqKi9OI9Kwz/zZ0y0I9m7yvJMlIbL8Gie3XALBfyuDQBmubvj/8EwCAR4AHqs8N1RdEyzU/naJJqbEDCHT1v9OX8a5pTS3rMHbySaQWjiMaGEI41o2e9R/EyIH7seGG//amjqFXyph89l6kzxyG4vPD70lg1bW/CE8w3shteMstHO3G6eM/POd2WrWEsdNPYXZqL1Z+4rfPu8pmtZSHJMuQVReWzhzC6FPfRrJnGwZX3HzOfRXVjVXbPolDz/0b3L0aWps3QjvPQkGl5QUU5sbh7YggEuzEcu7oee1/uV3YdkkiB+TxhUftlYeK21DuPZFO3Ev2a1snLlNkecNESKSCRn53/W8CArYyBRo0g8sgC90BIhRygk9VMGUJyqfrB+ysCs9SfeEluj8r556RKsthp1Qpz8O2LHhCEFgv14r1cNhcFSSxTI84TkkG0IT4po8hVvgQChMjSD/4OM4cuh/BRA+KuQUzLamUhT/Ugu733gGXLwRJDLTs+HGkx48hM3UK87EXUc4sQK+UIbu9aFl/LZLrdkNWXVbWgIlcOIsdERHMIobxKncxOJojF51y7oUlz4skkffhJ1jRzT0cp3XPpXXJKySyK99Pc8uO/SgcBjAJ32YKVTAzveaddOXYHzVhBUKVODnOndVRTs0i0DQEd8ZZQZGeu0oMfINfb835ajwHSW8MjVMfUziBEzZ5qABwhnIoLEjXzuei2swA3qzQhvDEFUYMpwqY1IecHZ9s24SR0afgWjUI1e1DsrwGJ1/9LtSiDndadlwLP29oRIKuaxg5+hBKqRkM3vZ5uCNNcJNHyM5Hz9GhoWA4w0sclaD9KMzkG1mC15CBqob04ghCiR5URLYKhRIBYLj4Ks7s/wFibWuw8j2fgRQKW4+LkJRSlLz9+r7zpHVUUoswdB1H7/t76JUS2q//MMYf/x761twCSZIsJBIAFAJSxf7z6zwAutDb+jmcuPdrKHl0tLdvN/s8xKrlepyeP0dytcdfAADkXAUcG3sI7R/9tDVWCcmpiISNKkl6q4wIGxE3VhDzXpmRj8NCJ8FH+gPsvONCZE7cXpklhVjoQNFJsuWNqoG60vVkZ09KHJPNQxT2oqwnh/BY2Xkerq/CGx/jF61disiBL3X2cpiwJg5aRBk0RqlTJHARYiliMi0AtEDq9ftRHI1lQPDj820Bm6VuQciMierKCR1ycR41z0VwhIETJLEOllYlbpPSjrhQCR2fIG4+MZZF2VajAdRIevvWwORhYdn5nYM1rnrgXb0S0tX98JbKKAwfhS8RQ7zcC0PXMPfsQzjx/X/Epg13Qq4KUmfnSvTd+Bm4/GF4F6pwuwNwuQKolLM4uO9ryC9Oove9n7LLHIuXp5iwT0vGIUFtBrsm77y4J/FCUoU5s6/MTwo96bzugujGfJMwKpnqolXNUfSrEWR8BC89Y7OjuAFgpdrRQsyeFfWjlVLIajIQXGpX7LPvgRjvFI+kc9A9AcDI/geQTY1hRdsdULIG3Ax2p/CJ5q1fOCy4+yzMaG6EOcIuBTqmuEZmAFDYQsnXe5XUL3QNNLHyVmiuP591z+K+6kpLw4ZrqWw6APQ0bUc5s4CDD/41eq7+GIIV0wKtyho8GZH1IcKTZLSnp4YxdvIlpMePwR9uRe/W2+CKmhfFwwOKMBI9y9R5TLiM5o83YJyTUZLvM/HvPu9tOLXn29i+9fPwpM0fS0k7vjQ9/BL6b/2cXYiMPX+a1Im3w8dGocm8rnyzDLm5Gyv7/28U5ybh7+iDf1nFpHQPjIUluD1hlKMs00sYCnQPZEC6gl1Yee2dOPzIP6G5fzskWXHcZ7ZdhGvE2ODP2N3cAWXKg5Hp5xHtWA1l2yCKoDlWHCQgzivUM0MRe5XM5c0JwBM2ra1kyB7oupiw5jOBut88SXOSmEqbE182w70o8/zN8bRjf960JbF90h6UekXwCWKCG8GMYrkg3mcxl1UDdgd55kSdB2F8cU6Fh2nteRffgXSFd6GOzOWwwiXYZI8b/i1mqADDZhgiuftmlGdceGXvv6KpuAu+aBvCA+sR6zPDAQFDyJAagMvtR9O6q5AZH36nbuEnpuWzM5AVF2TFfe6Nf4qaLClYteIWeALrcPqpb6B/6DYEo51Iz59CMLDK2s4wdMwdfxm5uREsTxxD69b3ov2KDyIgmS5mA4rM296a2zZg+vQeLCwcR4erPjzk8oWgV3/87CnVH0SwZ6X4y4C/qRvLy6NIJte96WP4I61w+8PILk0iFO960/slkquhVUtIjR0AAKT+8HX4N25E9MYboLTHzrH35XbB2yWJHAhxDmLAmn+YH8TelYlAU2igSSCRBWe7nK7lkmMbR06qQTC9SDUq2cfUfKb1Sl4oJ8zQeYj5ykMHbtIht+on2J5GqVlM6lQpjmVcUKWuSqDeEyPvtySs1woj6BSSFL4w/+beKHlwhCAUWuutVDlp9rk2b+8YGBPesrCSlZx53uyA3T9dm66Hv7sfy8P7MXfyUYw89100Na3F/PxhDOz4OOLt66z+zU2fRqTPnJQI2SBSlYsXRxOIAXkvPGuFiEdkgcsMjqP7JK/Ss2w/K2KZW6Qx9hhdAkVQSHCGdz3B16KvObJiV/8zP0kjALBRBNqGRJuAerKhA60R92NJM4t+8s7bS9aW1p/F44f/Cr7XRuB1haGF7SyZfKvoLAGJEkoB2KECOq9UMznoKqCknOQ6wO5rC0XhyRWKk+jHGx2DUBBe7ZIyOwJT5t/8Gcs1qzN/52icU5/FjjJoXAjbxPtWw3v9XTj28L/B7Q4gMzGMSPMgpk/vwfTMPpQzC3CFYoj0rsPKK29GPOUH0sDSgBgjop94nRFCmugeGiEd9JujjkYNq5+ji9GWlVgqjKMDvQBsUjEAeIIJVBdT8Lm0uv0otEUhL3ouvFmoDUODJAOIda3D6PDzCK/ciMPP/Cu0agnrrvlVKCLNkq7BUX20bCAc70Nu7gyiwU5k27i2DMR+5meeZTnmOrxwvdyMysIcFNULrVhE9sUX4Z4vI/TfP+a43takCYPkSvZACvjNix9MmEjAXMH28n2qaTitSZp678MLTfb1CqKwRzUf0mDvuPVbsWpee5PXnFxcLF43kTInF6koxjRbqoh4q+RFhhoj19IhrHEzbT9HItJTxgQP95K2DOCskHnR2rvQOHhX6Rxcbj9+C8V7MNj7fmzf8CvYvv0LCIXaUK0WcfT5r0Cr2rOTVio4i5m8yVbNZTDz6L0ozk6ilJq1RKd+WpssyXApHmj6T5cux/k0f6wd6zd8CrncDEZGnsSe+/8IEyefQcvmGzF4269j8Gd/Ay1bboDLH4ZhGCiXshddKyMU7cbi/HDD85aW56B6334di+bBK5BZOAOtUkRm/jRyixM48NjfYeLM8+e8f0k6P0IiAES3XwUA6Oi5Ch07PggASJ3aj5m//CIqU3PnfwOX29vXDOn8/ztLkyTpS5IkzUiSdIB9F5Mk6WFJko5JkvSQJEmRsx5AtHMiB+TB6x7u9QgLOuCsB15h0rOW/KhOComsWI3HeVout0n5xVTMg2sguGdNC5OKf1SZR09cAyJFcsufrou8rEqwfj8iufG1rirkRMnz5B4DSeoW48J7Yt4aeV7FhPBwivVkGitfneWi03d6xRk3A4Bcj9lHnhmhKim6NzBpb7PcZ/57eodJAgqNBBBAKzZc+x5M3H83hl/4JobWfRySrKIwN47OLR+EUjIsz4vi5dQXgE36WpBnUVyexcie/4BWyqN0+jRyc6No2ng1mtZeBW806YjhEQ+BEAeeU1ynHMiIhZKPUtjEb1wnowFpz/o3ef7Cca80SL218pzZMUlZsSyIfZw4aR9bkNvI82TcF6lYQUtgFQ6O3Yd1XbdC77CVACndizwVyUFkFKgZkeu0+sWg4nOOTaA+zY3njdP56Dw83Yx73oCz7yy57xo5ZIDxTwzahhFExbMNjpk/FpI27KK7zHfUmzIHlxFrBwCEoz1YufMOuH1hs4BaBcjnSshMnUQ5m8Lw7BHkTh3FKvwKwm2DFnLUMAWXeCxsiFgk0CJxXezfaCwTSqMyj7zJ14sRKBjVjqK9fbsV969WisjNjaLvQ59DOVNvTBOfiRrnaEni5DS2nEWzJFPGRXVjYWQvguEODG3+FIqFRRw7fA/cwQiSulljJTBmG/XFsIri0jRi8QFzjWiQdkrPkxNZS+kFJDZfDVSqGHv6IcRzqzC045dwfN+3UTx8AoV7XoT3t28CAMwsmLCmxNKDFdW8r31jpiJrc9TmFaSL5px9SvAStCrjgCyKiwqa42BhySaPyILbcIy25ftlSCREfGTtB6lmSdXU/JsjnVINydU/a98DjQlKWw5OMQI9qyTJ16NLtH0ZwD8A+Br77vcBPGoYxl9IkvR7AP5AfHfWdk7jgEQk+ASlC1iejARr0uVwm8/J5ucdTpkI9n5cXMj8JMNDZdRXPSgGDEHBPKogSJFkFPDJkPTLLfGmAn+B6cQUzmATv7h26oMqmzTTK5zZBpzhqomQgSbIMBpjsKs52XFelcnYlpqE5PSE0FVgsrnulHkNfiGyRlCukzwjXhrRZ2VLDsKN3hvuwL7v/An27/sy1l59F6rFPBQXyYg6szF4tcPF+eM4/eTdqBZz8Dd1oX/gJhw//J/IzY0i6u+EZzSN4aN/j5YrboIUC0Hx+hDsW4XF+aMoz8zAGJlDObMEWTPQtu0D8Dd12lruNcJFgP0C55tlx32a28FxnZz9TxOvZSSo9ftZBsASY2GTxgORDtlkS/VE8kmnl8Z9SH1lAl39t6My9jheHL4bg8GfRXO7yfMIjpqzc7bbHABUi4TfA1XEqyXbVkKKVUnTUXtALEa5VgE9M6a+VfuhQf4/LZL0myd9dsTHIZFM+emCbMrDQ9S84jp5PwVHzRejEhbvrNuN3pXvx8SZ51AuprE0O4xMZQ75+TFkZ8/A39INT7QZid7N0BYXUW7xINciwSuMNZ0x5wk6JgifP2t6HyxCqkPUjMIQgiTNNE6WVvvQ3vxxDD/4L9A/ugvdT4oSzJUSIMuQoVhaGrwqp2VYifPwkA5lRVBmE3cgvEs6AAlubwTjx59AT9du+BGE3xfEquR1OL7/AfgGFETDvVAWTQbdUmESRw4+DpfiQ7h7Daou2WHIUUiu1mgqLc7i5Ff+DDs3fQHtkV14vHI/FqYPYWH6kH3/r+1BuGymIru8gp/EjINKwblUZIr2iStVEVrNCWfRwwaQGBKeEaeDZvaH00Hys/oZFgGaSO88JKM7t+Fly2u34eejMUHPj8vT81LS1pi9iO3tBMoMw3hWkqSemq9/BsA14t9fBfAkflzj4HL7yWiy4kLTwHbMHHkG40ceQdumGzHy3PfQf+NnIQlZZK1SgiTJUGCvyBOvPIiunbcj1rsekqwAR0cBAB3dV2Jd5DoAgBE/gvSpQ5CmPSjOTkLx+lCcHkdo+w5kDrxkHSs2sBX+pjcv43ypNFlR0bXxAwi39OPkc9+GP9iMQPjNy9r+tLTugeshyyqGX/k2/JF2eFs7kFz7HvT+zC9BFsqmWi6Liee+D1ckcY6jvf3Nl2iHu7kV2eHXAQzAMHTse/3rkBUV1WIOLvjPeYzzaYZhoJCdBSChJWnriCSjq5AvLeD4mR9BVdzYlrwdk+nXcXLhOQy2X4/22AZkXG9OqUevVnH8K38GwCQuA0CyeR1m518HDB2+QBMKuXkMfuBzOEtm3+V2MdqFj6IlDcOYAQDDMKYlSWo+1w7nNA48i8KzYfW7PfOmm0xwPRVcopRGgCEGQt9ALthYslSmFBSRd87Pt2B6W5VovaVJKmJk8blTDG5LUjhCFPNRGkCqwqMuxRhSQZa/7Px0/FtsU4wxT4zgS2G18sqChCZ4Z+plSGkQUNofz4uPHiHUw/ybK5xZuei68xy5ViYdWqonaFnXVAXaV1+H5dOHMH70MYRWDEGNJ3Ds4X9B5+Yo1nctAAAgAElEQVSbkZ09g+n9j8PQKgh0DaD9fT+HzKnXkZ8fQ4fUj2pRBmAgWzBzfoqFRRTXmNBET+RKoOVKuJer0LrLyKQnULq1Fa5gBPmN12FuzyPInTgCXa/AUOz7skiLwXpCESkV8jx1S4KVlO4YdEQSw5Y0L4Nwybu2UBae41+DIHL5ZF1cnyWDS2OaMSgtdTkXEOgcRH/bNTi45//giqG7IGvmRQRHUdcoP70Sqn93AMCdrtoIHUNWKGW2kWdEREtXTcgCgKXER6RKXjSN0nGLAedzAQDvonNM8Xu3wiakFsrChRSOJCSOrrNt7bWIXn2DeS1M6piOujw9DH9bL6R4EBrbr6Ein/iOpw8SyiJX5brt6VglIRPME/LpGJGVm5E9sB/lFWswfvoZpLPj8AaaMPydv8Gam74Atz/i6Fd6HrWoDcBTtc2/echKKekoFzPiMiRMFI+ipWOnuV+rG/GVN6Fz7wY8cfzvcdz1DGbTx7Fj4BegdnWiAntMqwyxpGdLc5J7KocXf/DfAQCbr/g1uKOtKAYVtK6/HrOPH4IkKdi4+pPYN/6fOP7AP6Nt6y/Du7rXRgmKLPxK3SnQhPyorVJrhMzB4Zo2xzRX0SRkg8YUhaAA+10viLnTP293HiGHlqJsA6VU1Cj1mtuJcJtIP3ezQlqVsMvRTxyRc6gzNgjxXfD2JkSQisdOonjs5EW4GLOdO6wQrRcVKkXNuJGPyjCT0FGlflXiFfCsJosJrmxuX2UaCMRNIH0Efl6Cy3XxULlGvm9GVNzz0ILM9hPjjGBWHh6gHHQaYByKpYFmayjY+9HiTgPVIfJDLHexiHEmbDFOYRo6Hztm1jkoDZmzosUxa8RdGmVC+Er1bNyqF5C9EWy76Q+ha1W88tCfomgY8HgiGHn8m/D7myEbEmQlAORLmHngeyjnl3HFrt+CS/FAEnB2vHkV+lfdglhiEMUml+OaIP3/7L1nmCVXdS78VtXJsft0TpN7Qk/WKIw0GmWEAgoGYQQiCRmsz4B9fW2uP/v7rn0dLtgPXHwdML42YHAADBZBKGCBhHKWZqTJeaZ7OnefPn1yrLo/aq1dq8450khCmiDNfp55zvSpOlW7du2w9rve9S4NhsePlsQS1KY0YKqKcLADHWs/hOP9L2DkP7+DQmYSnee/C4Y/qESUpGRxocPNUpfHVDrmmtuXDzhwd4E5IE0yC+ZCbk0DAAjShKTSOQuxlTItlmW6Fv/OEup0PoqLt49pGGjdgHxuEsfHn8WKxFb7WI6iZaQQmB6lT/virGsvCxvmUh8+NE6RLLT45nqdDsRuulw3M+idazFHhl0bcgIsJuxrRUbZZSEMJIaFSSRMTtLBSTL8q42TKafM9WaJAyQg/NCU/V1yFRlGgoOS3P0MWoY2uTQzALeBxIJDPK6lMSOlsYE6TkbI7c7M9kh9BPuzu7wWux7/T+wr3IW5iT0YWHEVxg8/hd7+8zHyzI+w8oKPuPN2EETtI/l0CVVzPgCVelkYDuWogeScbTUuPu8WHNv2E7T0D8EXjCkeQ60vgeDxNqS1eay//L8A/oji0ih9FWEDcWQQu8i2/+xLAID15/86sjcuQxa27LZZ6UHv9vWYSR/C3r0/gKUXEOtZjtwT++DrWg6EGpWyuM20QiMRMnjYR8/Jzy0Wa5LwDo8yb8u5Js93kbFGAbrImN0GhQRrYsiNp/3JEWlyrlcZdOla1bDT71icrkTZViWHTPYbHtMns9RHKzUrweVLEVzuhNqmf/Lz13OLSU3TuizLmtQ0rRvA1Il+cDZa4R1YdMODDWtvRyjUAUP3olzOIJU6jLbYUqxaeC1ysyNYvvXjWHv97yIUdqNPmqajf9FWhKPdr+ueLSs3YfAjn0OtkMOh7/4VqoXsiX90hpaO+HJMzO1CqZo78clniyqFqVGUZiYQW7HxlNXBG4hg+VW/jvTsUQxu/FW0dAwiFGrDwsWXIzV1AOVC+sQXeY3F47ORpcmDTyHSvgDzE/tcx3XdwLnnfxprNt8Bnz/S7BKvWlau/QA2X/YHaEkscX2f+sl9GEu+hHI1i6pZwuobfgetA2tQHj/henG2vFXFegP/Xr1ocCsr3Q3g4/T/jwH48YkucELkoNDGmfOc7xTrn2SPmUnsFVBlrS4bo15xtrj1EsJSk0BJqjJyIKxChihLMbImBamKsxU2k2TlnQ3DrjLGmxuZVdrkMUYRWJ1NSuvyTl5B3ZIUo7k/C+2N8ByjElWZM52gcK6D3C0xtF3PYJfkQU42JHc2XBj9YNhcjy/C8jWfhWVZmPrF3ZicehmJDVsR6FqKvum9mHngR1jZcRnMOPk9TOIliAxo9UiYKzMlw+T088SBGoB29Cy6BS+V/g3Hfvx1LLjt/4Hu9alMjECjWptnwtkZc9QBK8CVRQSEUnJkzqpUI+TICfp9cLZZUiYmczq/Y6g438ltzpC13HVTe9BXpY4Qwh2r0WVN4IkjX8OijguxOLLJzmUh8s6zfkeA9AC8WXdysErEo3ZBkhGf77HP81MsdmTEgQfY7RZINQ7reheALNxveMwGRbZLjjLhCB85VhmmDb84Ytel3RHl4bqUY411YalrT512xvQzP0di86VA2KPyJzAKx2gBIBQvqTlZbwEAgtONY6e+8Ph4JbVHb7gXq2/5Pfu+2TnkX5zD3NoQ/C+2IleeQdDjZBbiNisRSiDnSSZM8pxUjsoBYyG8cBCbf+XPsf+Zf0U5m8TI9vtQmZ3FwmVXQNMNajtCbvl+PCfR+5RoIyMHpRYNmSN7MDnzIBKbb0BgQZuaD2MHdAw/8SwMjx+hcCdMs4r53c/h2PYfwNvbA62mwSJ0wJN2+qtJmT4lMZQLE6k5ikBGZzGiys8uo05Y7yRCzyCJ4tzfWGJdIl3+pH0R1t4xPXJxIpcazUXSWZfvJFeXz/1e6q/B0QwntbyJuRU0Tfs2gMsAtGmaNgzgjwD8OYDva5r2CQDDAN5/ouuc0DjI0wbRFTbGI5d1zGmQVXIyRND9+/CY83tm0XNHKQlIVfmKqS9I/xVfU6WmjTZCXDxxyIHPrHYlfiEMDoYTawRf6yK0UOnRlxuvyddiSJNZ9q66vErr1htPsngJqgxOOr3XEXdif5necN96QRY5UTEMqZ5B0GO7L70J3bhJ/T0YvxCPjX4LK1q2QE/SC4jbi5L0VXNh0RAZkaIgbhJpCY05WP7a0OU4kPw5hr/5t4j1rUCpkoGm6wj3LQWuWAkjFIQ2zyG0YiEmzXfWdZfSwYqLwQk/BaSu1bGZlT8TTn4ANg5cFjldno0Sfp/pRZLPQvelPlImpnN88Fq0b1+LvS//OzKFCazsfTf8ViOJrEZpxK26Zp0LzGNm/AXMj+9DcX4KZq0CDRoGll+FgeWXK/jaO+1YrCxR7k3aKypzegCgFqwPO3aMLjZG/bP2Q0goViepWpWpT4Q0syuvPNhIvqxRGLCXGPuS56OiYkTmvNzoYRTGj6HnplsBOHOMs5EQF+dABBaSEu+MxzYbNc1dHvanI7/sbDhU+mLm+0Rb4Y214uC3/xK1Wh4Y7EdNcBWUNHapETbnsabmkSbGiKEZWLzuRux46K+xdOm1mJzcju0vfA0rtt4OLWJb1obgedT74iUczoaxsXcCYw9+F/GFqzH99X/CsnfdgeKWPmiahvSghd4//G9Y8GwIhdwMdjz+95g5tg0AEN68Fla0CovmwGqXWD1zLErXOP65PWs0VqUoEc/nPD5kyu8ARSewIeCKMGIRKzYmZJbduP2gxZbG1NQ8rzabe/md8vtw5dER70ZyoE5aeXOjFT70Coeuej3XORutcLY0lIpZhP4KWRvfjBLyt2LdkvfhYOggcjMj8Cc6oesepA5sR/bRuxC79GK0XnM1NP0UWPBvYglHurDh/F/H8La78fSBr2Nj//sQC3QBALKFacykDyBfnadzuxEN98C0qjg6/DDShUm0LdmI/g3XIBLpge7xoVrKYffPv4poaz86fYsBADWzCl3T35Cg1elSzGoFY7+4C90X3wDddyry5b5y0TQNA9d/BKXZSUT6lkL3+vHL0Ppf/trvw6yUEUz0INqzFMuWvweBUCt8vij8gRasW/9x7B65B4ee+S6WXnH7K2ZPfaUyt/t5TD70Yyzc8B7Eh87F2LYI9vz4LxFLXoL2G+0NgCceh25YCMe6ser8j+D4ngexcvX7Ubhh0xt/sLPllyungAN5onJit0IXixgJwsYcWWcMrddJAtvn258OI905phLv0IYjNO4cY1hQQXLCKuS0lh4i3DAcCji75mYJV9idwLsKKUfKGfMUUpFrhJwZ7nKx1NklkuEtjrBeeddEZKxihzPh8c6CCV6yKCjUYgKTc02jzG4Eapdyo9vFm3FvTaTkNe80uW4SueB4bCbo+Fu7UBkrwYo5bEBGLmT7Ro67Z0lPxvm7GrN3xLEjtulf6HLaIJC0rzXgWw9E1zuRMG1bkF+fxYEn/gVTo/+Crts+DASEPGyWtQ/IxRJz2seX4rAT+6MisyPSrXmnIkmcpdZX7jfsOqoRYmEUGol++V6OmXa7Huw6eAF4MVi6GdGpl/Dcwe+gJdiHci2PgplBe/caeLp7ActC+vgIjo89DU0z0Nu9CV2/8usIkbYFw8VAAP3nXo8D236AvH8F5gtjmM0dxUDrORjqucaBXqmPsFy43XYUt88REELq3Ddu+9HNqNu1AThRSipqoIk8MKMRfiEAxN9Vo0xWk+PDvlh4woRlWTiw44fwt3ahZdkGsGKvVocS+oTQDb8/RhMkVM1zC9+tWZQDR3PIXbeSpW5yfiDchkC4zXZxlN0IMKMf9btSwNktc9vFjlXR3r0GhdwM+jbfhNFt92PPgR+g78r3ozu2CtMjL6DT6MPg8hvwzM/+DGZ6Hr5Q3CXNriTAKdKTdU8AIPPQw5g58AQ2Dn0MMV8vtH1FZFNeTADwb1qKaqKK+E670ca2cAsNouU3BlACYFHfZXli1mQBHATPDLj7OwBoJiENLUTKFOirRa40Pl8mg2JUQQqkqedUpGO+kHOMScpVjmjKNf6ej5Xa5MB2r8CuehrOMflsJ62cicZB9AjB2WJwWnW/cgab8x1DdjxYpZ49N0Ro0v5kFTXAmYw4hEpGD6ioCFromH0KAJWQfXNe6GoC/oyO2tdnlmpgVuRrCPBkaf/OkEpZrOrIi3VNHCPRDF6cZX4IXiQ1OidUcGYvPo+jKqRyJId9mgFmOTfej6M/pFHApdRmz0yyXbhUyI/G7gW5GLraGEBVs+uRq6UQpZHIk7vMK8ALgJGzv9PmHR+Qt+JO2e2dF/5LCnlLkziQjOZomfdjw/IP4fk930Dp+7+A/2MOEuZEbNBkFBFRIJRumic2ZknLwnks5KSgFpMm84FS0iOjhLkR5Q7BnCYXh58MZhl9Uui2zx+7JATgQizJbUTm4E4EAiEsalsBzTAUJOtZ7Z4dcoamXHKS/e1t2YhEaw3JzCR8fZfgnIM3YscL34BR6cDSoB0d4Z2xXQ1m0MHiOTKIB68uooBqCZpJqZ+7GN40LjL99oOFpoTxTLyCbI/d76JHHf8N53lgo1RyeTSLw8yqGBl5HJn0UfR/+rPIBwCeHNjYU9weMbewccbcE6kEqNQs2c0jDAA2vhk2llCygrFrjb9TkUxkGMkw2XKdCG1QcPrYOMgusD+TKzxoW/YBjPzwm5h+7B5sWPAevDRxD8b+41tY1HEhhvd8B1lPHoG8Dxo0JU0u4W9uD2XoUl3mD+3A+K5f4LwNdyKa0oFcBuOJeRwdfxxrzrsDmfWDACzkaJzUQqIPz5BFE3TPGzKjoZf4B7rRONfz4lwL8TsX9Y0SZyBk979CUAwQMirUZlO4jtgYUdkVQ8K4jHFfbhy0avzT72Taac7FEJhhrpvzO8lf0k+F4MObyDl4s8qZi0WeLW9JKefnsff4A+iMr0TInzjxD96C4vWGsGDLLUge3n5K7v9WFcMfQMvqcxFdOgTNaOTLvNYSX3cuEtddh8j69YjG+7Dpot/EsYM/P+PyXIyPPY/hY4+h5xN3QA80ohZvx6IZHgy893YE/a3YN/ozDG39JDzeAA4e+Sk629fg4KGfwjRr8PvjyKfGXvValmVh7NEfYc8//SmOP/g9rB/6MAJ+x1qZTx5BONaL1vbBV7nK2XI6FM16/f/e6nJi5GCEJH1LjXB7AxQroPX6vOphoWNdH28s4XDeSbOcbE3Ayo60MkHjgh0fnLGvzxkYpRxtlVEFikKSgjN8b61KcdwCGq+12jtblRlS+v9oZ6ynm5iZVabO0061LCY+1njg7H2mZHoSuYkY7Gjib+RjTDZjlAFwmOjeDBHLQuIYt12Ic5pLsiMxgyfL2PvCv8FXAta0vxvGXBZWPELnE+lQIB0atYHalXrFTpXbjLUvYg7Ob1TsZ2jdZz/fzDrnWIJESxLePhwp5lF4dgcia9bbz+p17+58sxKNcJMwfUKvgF1jvPupxIRLp8a7F4LPxZrNLjEVYcL5OwQKwrtPlZlSaCiwi4F3d1IOm90Z6vy6d216LeXKc8HY3K3pUukFXhRmy/BGW9Q74sLvBwAsP6FRebtvGEKUzCKEgV0OgUkHAeD+1baDEISFTl/2zpFgGWkYWCLyhlEw1V89josq6zdxbPs9mJs9gIGP3wk91gZQVRUUz+3J7StlcKkLepuI4Ch4n6opYX5GyFgHQEK5/DsmqDJyCQD5Lvc1pXCZn0l1RLQriezH1TpBRYcdb2Dgwvdhx2N/h0MPfwtrl74Pe1I/wsz0LtTMMp5/+q/RF1uDo9vuRnjJkEt2e27QQCU9h+wDv0Ag0obMzhexuf9WhLytMP0RQJCCF7dtxuOHH0Xh+GHoc3aabO6T/K4tywJG5+BNtMF/TMfYz/8D/p4+tKzfjNyg7E8k0EaRCLpM0suIXo5JnQI5YPLwhN1Hyq3O/MEIILsHGWUAAL3odmdBwP6eOfta3gwhDk1cOSoTphByqndRSDK3jNA5HSH+U1Fes0IiLziAs/DWGweuhDQ1t8a5XOQ9ucaFRhWL/bvVhnuoSUjnSdN5i8xd42PSx+mbJ9ibJku5oDr1pXq2OiOaoX8jw7RoMUszrM8TonABwEPPWqDeWBQGRIWMEYLX1MIKZ8A2Sy2t3Bbs4qDJXUI/XJVSe+MujBOL+GnxlSFm3mwNplnF9N4nkZo7jAv6b4MvYM922qxNmNMDtpOzJqBqUPt46Rm0rFhUuuxZkgWAKi1OnXxjdE0ycGLHnIWKuQmR4TxWLXgPXr7r3+HfSvnuOR0rhVr5U05VqsSmrzRJnudPuica35wzYTBcWeogY68owzFpYqOAAIZy5WLNCz8fqzXh0zFcypEmsp7Mxal31emmpnzpwUlpHbiv1fl0EkemtyGhd0M7QjvNDvtdSXND44ycGfthan2OPLFOBoNOHB7pIuNxXEnY709ycgq99kOwG0vySnwpdpuR64ncE6n0MWx/4S4EFy3FwAd+G0Yw6JqLVXQCVYEXXRmaXG8gSR6EIy5mfxcQkz67E5h7JDlSfrtLqpBJV96WuvBo77xzjBdGNlSqov+xH9souA0/ADB0D9Zd/BvY99g3cHzqBawNX46MbwbJ4igOZp/B4bmnUakVUJmfgyfsvKuO7WVse+afEfK2Ipeaw6pF1yPY2g8LgDHr1g4p9UYQ7VqG3cM/QVu6B6XhYZTufwKxrkGEtTh0w4OJ4WeRnNqLFZ/6I7Tt1rDzpSeBlwDN8MKzbIPTdr3kKp0n4TMRrsjjxDCZ6+LUwUPGdyVKG8F0I1hdoTEox576PbksZLuyUcEdXLq8OXYxPEH3E/2VXaoGb4zE7WQoI28wT2o5DQ2Ss9EKZwsAYGrkBRwd+xnOX/IRtBqnR16A8Znt8C9ZAMuyXjdr+51UKtUC/J6IMp5O1zI+tQ37j/4UHe//ACKr1ritl3dg0Q0PFvduxZ6j92JxYhnivk7EfZ0woz4cn34RAxe9F/5IomHhyKZHcc55H4XH43dQzSYln57E/NQBRFoHkN+xA7N3/QAAMD++33Ve69rN8EbisOBY27VC7uzi8A4vJ3z/KnWyKPXa0yqNrIAqGSlQOQHEzpqZ04pVLXbP1bh71yuRA0VWFKQ4VQd2Y9B9pHtAwaZew3UO0Chtq4WElHO9xS9gWo3hcoYsJDrAYjcMs/sFCYeRA9qRWzERxsHtqlAXs+EYuz+sJuhHPdoiJWsZpeF2krLU/tkyZo68iJUtlyBRSQBSgjZkb40ZMpbZyxRKU+K0vCKImYoZptj7lBDrIdREn7eRhtCEQ2HmmHk9V4Je01Daewgjn/kDtCzfCH3TYgRWLYcetlEJuRNnyJdhaLnTZLui3N7ItOadiUYpYT1i86UywzFzXrksnP4fqEvx7BfHii2sTUEkLm/jasjCWvXENm8WKHQxedT5HUPVnCURMynMpg5geewiaD7qE2UaHz6n3zFrHNTf5PjQCvR/L5FlheQ5u/4YHaiKDKqZAUrk86xdGZ/YfTGKyBEzY4V9ODzyAFZf+Wkkr2hDCRUYpIuiCRiaoxR4N6o1WfscbQqGyMXBuvML7ZJYSNdmjQihk8EITrMICEV8pGYqCiqOIgY2yckUnCCkgusnps35xfaXMayEZ/oxvFR4GGsXv9dWIA1djmThOIrT4/D2bHQR9SyvDo83hGpqFn5/wo0uhkkzg+bjkZadCG5ah8QHfxXj/99fAAAWX3YbauUi0oVxVFIzaNmwGa0Da6GZgOFzmJaeS1fD31pEdS6D0uExpB7YAU9nO8LLhhBYsliRCQGhA1N1t5cs7M6QJEBucxXJMOdcsxwn8m9r45htyIQrEIB6xEAiB+xO5jlM6rK4xfZOvll0MjgEr7ecJSSeLZia3oH5+WPoDS0/1VVxlfULbsbaz3wR/Ve8H6n925B/eRfGP/9ljP3tV5B5+mlYtdN8q3wSSr6aQq6aQsLfd6qr8oqlXMrg0HPfw8qLP4FgrPNUV+e0KpqmY+jCTyBfTGI8uYO+0xAMtGJs38PIpycbftPZtwEHJh5CzWyiqkQlW5hG+tHH4e3sgFkqoZidgS8Yx9i2BzD85F1IbXsShbFhxFZtUNkaAWD1mtug+XwwWuKoTM3hyCe/iLEv/Bt8C+1sqhP/8I8oTzjxk2algmo2A8ts4iI+W157sbTX/+8tLic0kdiK0iW5yeB4c/KRN0ksYpSIrEb+c12QP9QOnhCDWsTZrZteN1mRyYf2MbtBim22KR2cEnH1RL7TqL6WkKpl7oA3ZZuamtj9gu5nyRAbKjoTAw2W1pW+XxZrIPM1JNMAuget5RNEPeYjBOxn1vJOWjWlK8DfSYIf7e6sCJnlTVAXVturBdnf28QcpXfEqoYAgFQWIX8C81YSrYF+ICdC0uI2GsDwpdyp6CU3iqHlnfdRabXbw/SxUp7YijGvhNAaq+igCr5J24HIfaT3vnF0mp1Y1PcxhNMxmO01HFiRxeQjD2FkxXFEL7oAnq4O6PT+fDP272T4n3p0Siij+cRuIkXhn0qJzTmfdzmBJJHUkvR7eWnTfZ+qkJduOWhftNhuv/OSp3H3w75UGY4H2HLcimsgo3nrZKJDiX5E0h0Ys46iv0byxYQuVQYcJIfDTVU4cF68Dy9zZOxKaDXBuwmwUqX93mXWSq4LZ2f1zThqjSyiNeWdwu4d30X00ouRu3oBcgC8M3Z/UeF0gqjpSVHYKPmh/TVGBJ3qFtvs73iXmO0RyAP7uKldpeS5IoZG68igcOZaRgCkkh/PayrDoNRV4Hpp/LtGUjb7xGtiitA4q2qnAcDAsmXXYve+u9DesxaaV8fg0E2w/F6Mbr8fXZfdDH80Qdc00HnBu3H4h1/B2OSLWNB+rvMMNGZKHWEc3bMdkWWr0bHpSuR3H0A80ocNK27DzuG7UdaS6Nv4bnSuvBjGqIVsn13P6Y1+aNiEZbduAjJAZHgAtYtvwcyep+B56AAC/hbkAn4UR4+htdiFmRcfwfTzD8HSAc3rRfyiLYhs2Ag93KLcgE4WWZq72+U6wAhQBZquo9QlQtopq6ZFGXyNrJjPGSWk0+XYYU0QT5ERUucYIwYqiVRJkHJDzvzPBO2TWk5D5OAN4SfceAzTKIEcAYOzup3Ji7acRFn/uskxNirKcSK+yDTQJkUwkChIKSEkYBn2pBht6fowirSIEdFKZoFktwmzuBm2B6AmS4ZptaDID0Esfo0jE6ThwO1gNXnj0ogAHPKiPJ9cFFbGweC0VlvPXWPNBG5fIVyjokjqBI9kYfEjF5l0cAC5sXvwzOh3cM2yzzmLBQCtTNoL1GaSAc+Gn6qTaAN2HdXoHbuY7GRoVNs5EkLknWV3DRshNRMeeOAxWgDLhK4ZWH6sGy2+87Dt0e+j8vIhVHLz8A8sgLc1gVqwguD6FYgMnuPwFHiBIaPAM9bIGuRJRGbXVFkY+TK0QPpFGlgmMvEYkBCwyrTI5HjxOtj9wOQqyXIHbKicz5fX5MWIjYuxazvRMf0h7Lnrq4h23IJ4oBtIUypgGQhD40HVoeDMqLUuu28Z9J0ujOdCj71a2ouYO8sht8/8Urs920XkTrk1gHxuGtue/D/o+vBHETpnvZMfIOjW4q+2OverxHhBtT8LlPdL5i7hqCNOoS5FqXhx509XunTmEFM1XfB3nfx2Ve4V6Hf1REgAyPW5r8n1BtAg6S21/Otl16OtSxCPL8D+I/djaOB6aJqGJQNXYO+eu7Dnx1/Gwo9+Gv7OHoTHAM0TQMvAWozNHkQ1ZaIjugyVWgEhTwd83jAKHV4U9+ZhLFyESsxC8oXH0d8yhKPHH8V8egS+UBxY1IXiArsBTC9Qmp6AOTYLX0sbpu9+AGa1Ak9bAvF156FjQQeGv/1VVffSI9sx55tAdvYI1m++E4G2HuRSoxjd/QjGH3oUpk9DbNP5iJ17AbDM9owSM38AACAASURBVJdVDXaLusHqyvQMxn7rL6CHQ+j5f/8rPDTPIUbzsofWGJl3iuY+/ywbkuJVURs7YlZCCI4sana/1gKSPSoM1HwTX9ZbXd4uxsHZ8vYqvkAM/lArFgXXn+qqvObSEVmGdR//PAxfALVyEdOVQ6hl06gmqpj/ycPIGE+h48MfhLe97cQXO8NLsKMXfVe9Hy/c931s6rsFcTQJ2TgFZXTkKcQu2oLIuvU4CzqfuCwfvBHbtn8NR8cfx+LerfB4Aliz9ja8MPV9FI4fhb/TIQp39W6EZVaRTU7jwPhDCAc6UCinEA/3IWpsRPLYS+j/8PUAAG9HOw7ufAimZS96ncuuRPL5RxFbvlZdb/S7/4RKchqhgWXIjxy0vzwCzD3/GAZ/83/A74vB6w1D60xANzxITuzB2i13wheIwgQQbunDsgttSf/Rrimkn30KI3/3v+FJxBHcsBrRd22BXr8xAuBpSyDxwfch+Z27MPrf/ww9f/A78PWeHoTok1lOR87BCY2DCiU3MkTCDU6UoUxp3qEJkhvvtjwUwmQJbJR3tM2U/NgFwC6EcqyReGfWZdKz68cx8ERIyUrMkMgtLQR/ilAVFe8baybCYk+yepq2Jk2yf5ltdjyUJuPGO23rVyW+EVapVnU/j4TplW5AlFAJ4RpBkeRvozTAmrD3PfNF130tvRFV4G2QSn5jWdj7/L+hY2gLFmXX2NctCUVHgoyVeyjpxA1ZPNj5+STSQeiDh8McBavaJI0HRQhqMmlomXzDd6BQSa1mQgPQ86wGwL5nV9SWoSsX/bBWnocd7U9g/G/+Fu2fvQ2h9mUAAN8xzoAjb2R/MDTpimFPkTshRbsXCo8rtDvvsBwlkiy5HCTRs1kGOy5OZjhWEHS/T0/O2V1KNTreCWt1u9HEwDokOlN4cfQuXLTkdvg9EZc8sE79jEmgUhqbyYm1Xhu6ZsljACgk7N/5SEvAFF2Ss1WyayTf71xzvjaNiclt6P7M76IaM6HHBBaftN9DtYUqX3FeCCfT4qmFXQ+6OKeUcLeBhJWrEfd30nXACIxyL8jZr94tIF4da2h4M9SGrgRsXG+qr5hGuC+xC0G6I/j5iglqw0AQQBALF34KB77/ZdR0CwsXXAJd96AyMYnoiq0IzIrMi5s6Ed10PaABLdUqdI8HZr6AsYd/iNnJXQj3LYUvloBWAdquvg6F515GOTMLT6wFEwceh1kuITmxG+GVQ9AsoPeTd8L7zAhCbQMInBeCbhiozSYxfuxpdB8KoGXwA9h9+EcIJMuYzx1Ge3w5snu3oSexTmnFVHpslGDJXBsQew+sLddipjqC6Z3PYeKJv0b3J34N/s4u1QY26dRA19RyMCV56iv/iP4v/HdYZUajieyel5omFDpLCqSSyKjcQjSepAYGo3sVcmPL999MGv+kljPROMh126fI3Ag8aerEIOUOLg0IZhRzQ0v+BOcqKLazW8E5xgOY4SHXBEdwuX+eYtLFC2XXgWSgcmF3hzdNC6ycwL2sI07+b7FYq4gLwhjzfc7K4cm7ma+aiB7gOrMRJGEqgxYD9sXLRV7xJFgoyQXhu+WIlVEjMu8p+duIj+4hjKciy0NT3ci9YFm2KmK0bxDabg5zcGY/ZbCQ66Da61C1PWM0pIkVbw6IgU+LEK9mll+6Kuq4JjHHOFDuHdACNZ9Wxyx27yhpXmcmZv0F/7R931XRy5Bc1YFDX/w2ZoMeBHr7kbj9Vug+n5JRBQA/2TOKAyCMA4Ym5xcbrnMktM7/59TNMm8H9wPu765U0br7nNCUe3YohzWRdliwuKmpPNSlZKw+PnIJoo/nsXvb/djYfj28Misjt3W8kVZv0jHNbJyhOCVwrktveD6eB/K99t/pAed+x356P9ovuAKeaAwwgVpBSDJznhYe4zHhVqAZu34nJdN6K72BTKOLTGVzpKqUnOzKylDg86VORmaxfX2OXpGCVVwXltWVojvK/10nviProiS6xVAtkx3FC5QSXwrEsfLm/4JjT/8AMy9/DWsuuAO1UhE+PQSjZKm5i3NN2POqfZFcXxCdt34IxV77xsYkzRE1oFbIwuMNYmDoahx5+nsAgPy2lxBfMATTB/iirTCva0EOQEFJFnfAixtwHEBobBUWYRWsuQyCxw/AN1PCxPhu7N/1Cwz0XohFCy+HjzKEGnlnLuwN9KG3tw+7F23DzDf/Fb2fvBN6MIT0C8/AY3kxdve3EYzaviNffx/iV1+J7GPPIf3gL9D3uc/BoogUlcodUMZ9LUDuU5Enho3CHIEP5ZiI5qD/Bmbob7H6SU5LvYvvpJQz0Tg4W97eRdM0hBJ9mNr9OBbi8lNdnTe1JHpXo7V7JcYWpjD14++jsHM3wudsOPEPz+DSdt5lOPDkgyjXCvCiMbT0ZBSzVkXmyF70vftWNMF/zpYTFF+4Fcuu+AQmH7sbzzz4P2HWqth/39/DF4kjseZCtK48F4CGSiEL3eeD7mkkU7uKrqOzdyOK+STivauw9obfw5GDP0XLuVted91GHvx3ZI7uxkW3fAldiy9AMTuDvY98DdFIL3rQ/4q/a11zAQqTwzj6l59HYPEy5PfsVMcKmWnEO5cj/NGb4OvuQn7nblSmpjH7wx+h9YM3nfHZWV9LOSPdCnnaDFYjjTsitoQZWiuLuagc5V2T4ToHACydYW++nnNMqcLRLsvJSAfwDoqTpEgmqkXEPq3C8fjCFCR0oEIuCl/Kwfc4SRKTFSWqoDLLhe3fSX0Fdn/wMSnJrOJoCemoRB1Lmol5fF9T7qhZ36DUGKKkdA1oJ8/aDVKVkndkSotA5p33M6TWKJ/cvngTjj37AxxrbcHCxLlAa13QvbiWZ2Sm8Rifkm/Un2B3iCZ1/4nYyTtV2QaeHG/P6PyQs9NVkR70e6n1wG3XkJjK8KBvpA1adDVm9u9H6Pz1qLQLuW528zRu0lGmXSfnqeeELVKRjyF1R6VNMufJ1UUd1UEChGZCllC0lroJUHPviLjwzpTvq4smL7UCiAaQiC3GUXMPlqcF9yDiJmFWWh3UhfUwSjFOeub0DX5WZuqbMkkXPQ5n2mNynmUZ8EVaMfPw/QitsdMEawUBC1PUCBNFUXKOWVFC4tJMLG6M2GDXA6OMplgbg9Q9HWKaeGaan7jNJErEiboYHWJNDPtE3r3SsbhzjElxfMwrdS/87vsExNDhuvtyfI50RwGAhshtN6N7z2KM/ce30N13DiIt/Tj4xA8w/czP4I0nkBndD003EOpZhK5NVyEUtSWSLYP0KgJOf4vd/quIASiXACCOBas/Rg/juEQ4+RDP1SrTKZxddnZ4HzzBCLK93F87MXD0EkxMbUf3giX0AIJETuOy58UyelpvwpMLM8jv2YmeT90J7cVhlOan4Dt3DcKr1thpx+eBWN8QMp0DyDz5JDJPPomWLZcieuvV0DyGy1AwSFGxGpQrK7u47Y9Cj9DXIbdQcoPdOaT8uqucClvkNEy8dELjoLra7r1+vwP95ebsEWdQSFKRGcUidaZKgUoDQ8JtPGCZZRyaEH4hn3vgS9cBZ3rk1MJysmXTSzfZcBHseFpQA1N2r5cSwOU2yp9AhkC51ZlpAtPki2WOhOAqaB53OJQM9Sy3ECuWOBW6SJ1biXJWRmLcTou9FXd8XtSbqQLycxIPQvbjWovdsJ45+5q6iwdB/Ilqo4na07kBrZcvwMsP/w0Ca9eha1SI53AOhzjxBApCIKfAaYA5NFXcjwRZVKZGTdSUIhKcnAxikBKvgP3fyv0CwENseLXwi/bhEFj2KzIMDgCVGGAG+1F+fDtgatC8zvso99EzsKiL7FLk9+RJhPutLkYNw90McUsDmd1u3OZVkfmNF36j6Bb04WKUhI9c+LF5XPF4cqVJp+ZceM7N2PH0P2IwvqZBWZKlw00h+sLhiSwdXBUiMP40SyPD9ZyyDhzy6cDmGjrXXYr5ozsRCrEyjjCaMhQeTfC1zBCIHBnpzFkquhdteV++n0s+l94fvwcZIeAjNwL7oVlOGQCKbfZ3Jfq0PMLYJ5cI5/bgKAvA2czwPOdKScyRE0H334DbqAPQVLTLPwckWpcjtO69OLrnp/D6Qkj4+zCXG4FRyWAocQV6IysxlT+CPfd8C5GB5Qi2dCPwrovgicYQHtVQK+ZhBEKqDly/WrkA3euHpunK0Awk3XVh8S75nBt+7Yswa1VUmG5Uq2Ji7AXouoGSXobXE1QGnWVZmNBHMDXyInzwo6t7A4KhDqCvjLjWg8Inl8ALwMgYNmHVciz0zt/5NIqHDiG3fzdSDz+C+ReegVUsove//ia8G2yfgWoyIZBk9VKUVJGMS5GTQQmN6cRBE8ekdLPZ+sr6Ee+kctatcLYAAALhBAZWXoX9z30HnT0fsa34t1EpThyHb+D0FQp6M0so2gldN5CpziDm7TgldagWc/DHT829307F8AfRs3Azuhecj3xmEuXDh9DdMoTU3BEcST+PfXOPwW+EUTGLmDv2MlLHdwO7HkL/7Z/B9JNPYm7XswCAjsuuw/TD97muvfzm30KoYwDTLzyK7LF9yB7bh8T6Lei/9H2vWifdcJaN9P6dmE8PwzB8eOTZLyARX4J1y94PryeI6bm92D9yP/oHL4OZy+Ll7d/CwPvuADQNw/f+M9o3fuoVZdF1nxehVSsR2LAcbb96M6ojkxj9wpcw9uW/hh6PoOWmKxDdcvEv2bqnUTkT3QpeLyUrEnKZoRZ7B170ucl/ZRHDavjtY7Vx28Qs+aQlzrKy9jUzC5xrsxxphXZS0qLOd9lbhUCS4qRltAOTqXQmFAlLkP7vqzDzWYjgsKwwnS531uwOYLKi3MUydG9VGhdRRihUkiSBKhgM7zKxUOyaFdrBMLuIcmBypBKa4Z2fgNlYP8BkuWiZQIeek9EQKa3MCEdi/cWYHH0Rk/N70R1daf+ONRuCjVEjCtZn3QohJKWlCREhVwAjCYCDOLDIlEsKmsShONZeMufZZcAZ/2Thd1yO0y5f7NKMZAXpbc8hcutVsII1aALCs5gNTVK+rjz3VSaWsmiT/TdnkQMkgc3+WyZ+8lGCnkJHE+IcdQlFuKobiZbu9EmX+6yOaCfz3DNre6a/hGIxhUAgqASRuP+UW9yy5va93btzmTwq30luMOrS0jfK33HdpRZBS/sgDj78TQQK74bm8bjcCgoxoHZlgRwA8HHseoTJZvZnZESiLtwYaChMEOW6uURwlMwv7RwFksPPxe9YIo81cnUgzQJrTuNVa7qrnuxOlfXkOc1V6DTezcqoCu4b3J6pZdw5BuAZsoWuYv6LEQMQPJRFuZiBZZmwDg8jmTkCXDgEI19ThkHIn0Bhx24YviBqZbth2tZuQdUqY9e3/xSVnN1RjUAIsXWbVIZCJtICQIUiw/wZnnvtBwhEViH0K5+F4QsgEOvE6FM/xmM7/grekA1pRXsH0b7+ElgGoB/uwthP/hVDWz6J/Ue+jeE7fw99n/td6BS6yMiM3SD2/31Ju9/4wr1Y8odfwNg//T2Kk2NI/vPdiF26BkYkiGpKiOjR+wi02Mhqa9jxZ/uIxTudttn1Fb/TJ1ujTudtCRZwDCe3nJGcA7+PmK+601GiPvKX00CYydgzYj7lOPjMKfILk39Rzzf6d3jweHINh5Rx4J+XbgWCcEkv2xB+cw8pwCk/b1mOtjrrVPjEasSUZwU5aTiorIx5e9aU4km1AEdouJUgZWEVOrlIs/vCUuI5zjE2PrgOzSIvOPdEs5wVbIQ4i65c6Dyue7izXdp1iR0rYUnXVhw4/jDC52+BpmkIH7GjBaq0MPukumTdM2vCmGElR5WzQr4PEtvhXAyaWOxNYtPraXtQmx4RJhN65e7Krpt8O4tn0fWqFRx85BswlvQguH4NYGrQ06LNWyhKhT0VcgGnx6mRT5ND77wiq6NKN8vQcVi0OUdqsLdIvE7u80oop+5VS2a7ZFXzQsy/C8w2LkbVgRB87R3I+MpoC9kTLxsFHHoZmnDa3J/mvmw/S2qJDBuzP5kF3izXAS/EzAUCACOxAIFoBzL3PY741Ve4nk/p5NND6IXG9mRDh9su7wTCKLcCRxt4RAQFR1eUyWXAYaiyML9D5sgo16km1gSvRPUXtsdF2CnzD9jVUBJ5F6K0wij3kDBYrbrpkN0agLNpYgNQGg7KqKC+mB60QyABwD/ThxAuVG225PNfgqbryO3ZhYlvfR0A0LblKnRedh2ixyw8/93fh1ktI7xiCO3X3YT2dLtdX85PIhVvmefFwlzcJB4fwvFF6vz+Lb+CgaWXoVLMolrOIdo9CM2yUzEklm5CrVzEjsf+Dq2LNiA7N4LRL34J3Td+APGNFyiXDuBwx8otvKHTYHosFEecZbtwbA6BpVHoEacvR6J2Rx1sswkeEY/jCk5X7Dkp6KHNntgk5CvOJiRVaAytfsvLaWgcvL2w47Plly7tbSthWTUkJ3ad6qr80sUyazh29zegB4Jo+/AH3jGZHTVNQ+vl78K+6YdPaT0WX3AL5u//Ocxi8cQnny1vemHyXnjValx0xR9icPV7EVm6Sh3vGboMCzbdhO4PfBS+tld2AVVKWUwdeQ7lYuYVz5HFF4pj+ujzGN/3WEOkQefKLVh2+SfgC0aRWG5LP2f2vPyarqv7/Vj05S9h0Z99HgAw+SdfRWUqeYJfnRlFs17/v7e6nBA5SB+yzVdPnwO7pLO2ZeUjVCE/b/+tCbhNMZL5b+FWUIQVgjOltW1QTg+26qX1yogBRxsovXg4O3ep768KifpYWXu7pgnRHQ9L/9IO3Gx1cGEPuwNoUfHOyZALsqQ5ykEQvBi9YHjfFHC7kbEnStNnb8ksGW1QZFlPN2lRXp+Jj9UQk7oEszxhX9NPqEQzMp/GYjjid/45JmPZ9ey4/HocfuweGJvXIrLPrpP/iG2Jm20O405pIHBbSM0GRksYyak42x8rQcJR5cZtKH+nZKEFGqGkiuk5fUnnXStJb7pkIQGkXngWNauCjjtuh2bosBj9EgPLO0EaDQRp1sR7RAddn3Yx3gC5OkpCl4EuaTYxs3nXY5JcsH9CBlZTVeh3lbrNSjXkEOgkzF8v6SzZ2IEpIurOA7G2JUgih9wKWyEy32G3T+yo3d9LrY1Dn0mSwRmr4Tt2l0ipYiZTqt22jDcvmwgH2gHdgFbUYAr2P4tD6UT49OZs8lplbgZGr71IsdiS1WSGUggJtZnM9MeoG6Mh3ozICUNtHSKSc6HNGR8hym9UoLxQgWmpd0L15j4iogCMgtslI+erfDfVj9dUSXZlASfm5EoBOZY7oaqXup2dsSflofsyKVsgR0EmTPL86twvs74FAVyMSB7AjE0+bb/kGgCA/7AFwBJ6NfZvIsersCwTk8dfxKEDPwEADKy7FsF4F4xQBLnZ42hfci48JqGvVE3vbAlTB56CaVZRS83DF4ypuaHmA0LdCxDqXoByTEPvtR9EbhFQhgVLEAR5zKiMnZ00f8EmG/b/9R+henwOnmA7gmFnbfKz66Bgd9gJ05mvzmk7DgB4btoWTMuXG12lAFAoniA09K0ob+Jir2nabwO4A7Yo+A4At1uW1SSU7NXLWeTgbGko0cVD8ATDSO546lRX5Q2X0swkZn5xPzqvuRmacQoSqZziknzxccQSi051NaAHgzBzTfyGdSW94wUc/soXUDh6+CTU6mx5LaVUSuP557+CgwfvhaH7sHbxe1HOpzC2+yEcfvK7OP7S/Ti+/b6G381O7UY42o32rrUYP/TEq97jjaJ5ejgE/6KBt48GgvUG/jUpmqb1AvgsgHMsy1oHGwC49Y1U6cRZGZmgNRpq+K7CDskKSxALZT0mJ1Y5ZEvsrFWmLqpEE6UUDu3iOHDA2ZEzUdAUZD7/CAUYEzrgSnpU3wGFPLDKeU9yvyoTI4SqH1u9ruyRbLlzoijH2mTpZoP85ppX7O7jbpnmmiBOlmNurQWpWMff1Ut7mjGRWIR95CqTpiBOsQwyfcX1pl/Y51AGzEAKWHTe+7D3/q9g5ANr4A3H0fmMvY2V5ErOZMa1lOiJka6DkpsloaqXhIbTxsyl0EUCLUaHFKIi3qt/xr6f0RVGOZfC0e99ER3v/VV4lvRDp/hyJi0GJ0Qb0n+L7cRxEXyCAm1ROSSxymkaBKZn8WvnHY58Pa3UzyisqtzmtF2JpV8nmQvS2D48BuRutJ6k6EtKWXO69pMvI7PnJQxd85soEqLCu20ODfalnbpwu5Tiev3jOYWeqyY2VSqJF++CBWjH/dQIh2Hm84h1OT/sjtk8lmPTNmRYGikj9dIzCC5YjJn7f4IFn/otJ5siaykI7hHzkTgkUXIdJNoGOKGtAFCOuY3EZuRBnoukTDT71y3mEovQOX+KEQo0lBwpRyquguDRNiObqsJtTSRH/7izw/XUyXzLeioUg96HT2R7VgmlOIxczLmKDFs1AU2DUbKRnJ27vo1guB0bL/w0dFOHpmmIEOKUP7gXO7Z/C53BZfARSZH7TyY/gXBrP/qWbsVLT/w9ei+4TiFdPhEeyf2bkY5yp+COxIk4PWVX2Jp15l6theVM6XdlZxkrlez/TxdIf0aQ5h8pMrJqN0Y04HTYXNnpn7px8jOBvMluAgNAWNM0E0AIwNgbucgJjQN2FZhS+IPi4MM2SoP0UoLbZIZBjvGuMJtbxJQqCV/7b6lHrlKlsgFRFqOHiEScycwj0kBXwzaZxpu26b+GIM5xHL7OLoQm5EFOMSwzGSqNBYZ+JcOfckYwdC+jIzijZK3LvSADjtAM110SkzjevBlrnAlhHoYRX2UCNz28qImFtS6ttifnDBovuRwC0/ZNSvEwwpFu+EMtmMYRhAfXQ6/a7qXosGNYGSW3hLRkeJe77BdpkNaCkXR2j+w6YKOgJjJLMnPeYEEoaeCwUajY9TJqwH6e+MEixiZ2IXTuWgSv3YgKKmpyZVEXl+gWtbVPSOly8VH6YJ7Ay0yIFEQmg+L+WX9fFxLiJoUwaE1yLPhm2HVE76XuFNNvKeKbhIfVotJkw8XEwLknHsKSoRthdkXB0x/3qVKC29D5HfdJlT9Bas5TH2LGvdRjUBEXr7J585U8iO2poHyRc9HhGdsoMGhumfzmt1BIjuCCG/8Ez977x0ChgkrErmdonO/RqK/ApNOaEGZi1yNroUhwVBkVRGB0kSSL7muXhA6YIkxzuusmYfC8WMsxy++0aTvx1FJ1nwM4khC82EuDs1SXilwT+hFqwa+LhJB1biYdnC/O49jP/gX52VH4Eh1YeOWHUUpNo1zOYPDcW2EFvah4WXDIvvhIaQciC5dDv3QD6pMY1koFBIMJBDwxmNUSRl64F51DF8MXiqPQLtw1bGxxO8n8PTkWuqF5slkfC9CmZsLZXFi8ztBFTUGEnye9CiNICagSjkUXCzibGW89O/gMKpZljWma9r8ADAPIA3jAsqyfv5FrvU0wmbPlrShdK7di7v77UZ6cPPHJp1HRNN0V4vlOKrViAfn5cbR0rzjVVQEAeIMxFNPTTY9ZloW5e55CKZfEpmt/H4Y3AE+8FcXx4ye5lu/cUsmnsf/7X0a1kMPAHZ9F/LwLcegHX8Gxe7+BRM9qBMONWU0rhQySu55Bz8U3NL2mxxtEtZyHYfjQPXQp8rPHse/+r8CsvvXiQvMPPIxjd34OZrEJ9+x0Lq/BjZA/fBAzD/1U/WtWNE1rAXATgIUAegFENE370Bup0gmRg1ibbTanU45boUwqVOUWikElKLYWdaxa/yzL9Np/S9nV+nAsSSgq2gCA2hVkFjvHWFVMZeoSZBxfmheDxjhuVnmDZe9QK2L34+XEOS2NqotsQHJ95Q6Fk0wxTCZ36UUif3EUjVS4410vy0LLnQar3RlNyN1FGqPcjhxDL8/lRDgKLm2yvVT1FXLPHFbJLoPYEXsLGtPXwlpm4fj//ltU121B56YrkRp04LfwBCW0yjTC/JzkijP+QWSYZKKmOt/lcuAYeLdLB3BCV80oS1dL3QlHltpbsoBCFXqONQ8oBDbDO0dxN+ac0u4nJ3SSuO/S5gWhEft65bhELAg5KDXu8srtbplgT1q0gYchcXYXuXeEekFHJUboidgdKsSIyFtmXCQtqmrIPr4N8e4VgN/jykjnyzByxIiVVPkjd13IHT5o14tuy7vZJrQmRaATO8hyWEMln0Fm4iCWrLkRM9POIKhWsijtP4z8Iy+iMjuLpbf+FirxNkzsfBqV5DRyqREEF9gDn8nKEgYPTdntwmGZ0vXI7gx2RzHULZ+Lxzj3X0BkyWSCYL5xviooNFQ8ex2Y5JrLqO4ccilRwhq3a5MwRyY8NnM1qXdDnVK6OCyaAxl9lWGnPE8wSluJArVCDke/+xV0Dm1Fz/qrUNM0YKAP8VuWoJKdQyDQhiyFwHIf8eYt6HoI3SsvweHvfwVdy7cgccHl0D2O66NYnEMk3gfL0LBo8GpgEHj6x/8/qsUsrA6Hfe5KGlb3LFqKNWYakWeTCIM8x8t29Xrshy++fADh9etcY6dGpHgzbf9+oupAK0w2tiwLtdzr5u790uW1uBXCi5YhvGiZ+jv58APNTrsKwGHLspIAoGnaDwBcBODbr7dOJzQOshnqTVmJbdofzJjlF8eTMeBMyEomVhhyPNBZtlNGK3CHrkQ4GkD4Eyn2mFmt/hln4HMmLYZW5SBNrmIs1v7ghRVAA0NXLkZlhr14AXFljyR/F/l5/U7yQHVensRv5CBQqYHpdx5RT6PO2K2I33EdmO+R4wVKTOSBMbdB5oqlptNZIjdiNL764LDdMCqjIoCV+mIs6v0Ydg0/jv07/hy9G65G25JzoesGUkvsm3c9b1883yNzHbARwpRryUdhFj9B3L5GwqCHOAssfGQ/g5u/IvNnMN+hGgsgl8rCF0rAN0dQqOqL9rl+oX/vcBrI6BK+Y56I+XxeFLxpp4+EZoh/13JzVwAAIABJREFUQwsrCx7Z9aOMpmH37+3zqU70Pj05N9JR7S5DnyMxKynzSsYEZ5astgvuQMmL8qERtC4YRCWsuTIosqCNWjyFS6bY6o77z3ULI4+6gkofLV4HG+u8MMo8BuWxcQw/8l2EL78Is9e0qEgKs1LGsc//MWJti9GxbCMSazagFosAlqO8F1t5jjJKWD8i3yuMWTJsOMpGGvtqcSfDKDjrtA/PRSqviHBVqGvr3LcE14kMh+jxRldgmTRCVJ4HMawix9lN43ZnAEC+ixY9npqkroWXXVSNBicf4/voYoNU6HYbk26Dk1xkHnsBTP34Hkzs/AUAoO2DV6BiaKoOkWo3EOy2DQIWlSKDqhLUABjo3XozWtdsxthz92H2h3+D3s3XI7h0OSyzhuT0PvRtvAaVsK7mwnDvYszNHkRr7/lOlajqyvBrsplx3C7iGEVl8OnyORcFzsM0vovpr/8zol/4X7wftK9FLgaLo2Vmnc5c8XuQ374D0//wzzACQsnsZJU3j3MwDGCzpmkBACUAVwJ47o1c6Kx88tlywhLwxjC04TbMzx3F4aM/x9jOB7Hiyk8BOD3lcbPZCfjXrTrxiW/b8sYY4G9GyYzsx9SzP0Npbhqday+B97pLXcfTLz2P1s4VWH3hHSgR8sjLd/rwTiSuuAaecARny1tXMvt2IHlkGwBgydYPveFonmBrN5a863ZM7X0cI4/dheD+fvhiCQRjXfCHE65z29dcjOOPfA8ta859y6XZN7z/jzCVmIWmabBew6pr1WpI3fsz5LftAHQdfZe9F8M//Ze3tI5vVbEs61lN0/4DwDYAFfr8hzdyrRMaByZHHQQdC5wTp9SiddnVhMQyExHZ8pNwZK1OdU0WlUwl2wiNM4THKIHkjShInnY4HK8MOIQilQhFGIYVcoWERxohQ2Zm82czSJWTt0gpVt6BMYohIVF+Bt6RSbcCM4/5d5KoqXLIm26GOMcDA0BxCalEssxrE1hSU9K1zgBtLZNFvdgmHYZeEj5f8t0H908jiDDCF/06ju68D/se+Cr6fLch3L8Us6vtyoWmpTpg3b0FB8BkHQdCDiR5lKNAqjH74Tl7JeAoVMpdLxfWcSijhNTcIXT3Xa3WSKNuByYh3IDSUKGd5pTzHosK0q4jsMk+yVEkhFxIVKJePlcmZQokGdWgY3H3M/mHfQpetgTcys+ictnnHbRGL+nwxFqROzqGSlhDeFIMEHInaFTPZkx9JpvJfq6geKWQJwhwRfd345PPYeZn96Dj2puQuGoImseAd4r6FvXt8vwsop1LYHp1teNnxKGQmkTne66E6bccpckIZThNimRgVIU8IRxSnpjdNaX4K7uQOGohOCN94EQsNty7fQCKja/uIdZSJ/sjPYtQVpRtBbijKmJHKaFVO5GlRZsXuhkFI8Jvxhk7jMBwX7IE2ZWhadaUkWiUcuGmgeL+A2gdPBcdqy6EN9wCi5qBn5IlkmVyLieCis5V3U5D4rytiK3eiLmnHkEpmcTCi9+v2oH7WWjBEGoPVqBPZpS0Mg9IHgMy4oPvw3OgDCBgfRylPCre8dRmE0AEQSKmu+Zzfm+0lmmEvpVHJzB/788AAIvPuwX6ZRuBk20cvInRCpZl/TGAP/5lr3Ni5ID7h4A2rTj3JnpJ9GlkxahhlilnZww2so0VzCuY4iobW5MFsqZgXnenAhwjhA0Hyf710v18AvrnUh8aKLXxFaTFA0K0FnMA+JrSAKgP8ZIbOTYcFIwo6sQ8BL5fqAkPsNRK8DUZPxJu08Mkn9xlv59I2FlYWf66ULJHdbno+CxyPTxZErS+yNGq9RwctetLIaLRZytYi7UY9lsYe/xBdG1drNK3hkcda48XazYEKjHnZbGQExsCWs2ZxIwCRz5Q3xLhqp5sma7VGI3B589VpxEMtUNb0YUyTXfBSRJP8vG56mfId7rdCTIChkMY2QDk9y+hdZ6o2I8teSm86Kk05EJcSLnmyEXigk2pjjwhy76loGP2KhWkiJaG+DmbMfrEX2FmageiviF1TKMxyj54OfGrLIdNZJ4ZnneyQYrFiPppJWBi7MG7kDm2F/23/wb8HV0wyejiKJAChW4aC7qRPvoyqgHNkYCeA4qpKViFAvTBblR104lyqmsvwEml3SyqR73HAvvIG3kF7DKoSM4KPxeLhIk2yFFOF3YLuGSwyV3D8xWLTQHCOGCjVBgOwRn7Ih7myoiNEr/3Eq1mpjAA6jcQUnJYPUvBHWUj65w5sBPpo7ux/LrfgC9iT5Ze4qMUaW6pBN19EXC7VOuLf86CH2FENl5HDwD14njDkO/QEWjtxPTLj6Jv1ZXweAMqUqjEocIubpb9yUaTHHM8ryoPsMjNoZe5zehv4Xbh9qhR5s9aJ4npdbSj/Y4PwSpXUDv/HNSCJz8r4+mYW+GdSek+W37pkvD3o5iZOfGJJ7mkUkcQCrWf6mqcsuKJRtF53XuRfPyhk3bP4bu/iVJyCos+89/g7+h61XPDa1ZjfnQPLMu92iQPvYiWxevfPqI2p1EpT08j+dTDmLjnexh++N+x4LJb4Y81RiG81WXg6g+jnJ/H9vv/ArPHd7xp162kkihNjr/h32uahvB5GxHZcj407ynytL+GaIXXIoL0ZpYTtwQnRRHyxzplXDQz9i5Uo3hTUwiQeFIEl3GMr2TqkqXPMJKLVVu3W3dVlomMtAmVBD4l78oEKmGJ87XYnSCvzXG/vMuzhKJmfXyyRCrUfck9KkmHbOWqugjVZSXuxElfxEsOTdFugnYx+Xan0XjXwxAqIx41mdBq2n6ICmlSpGKCIEi4XCBsW8v95zi6GEfj9oReOm53B39KiK4EKYHWvP2yWHrapwVQLeXhKZjwEUGvIoWgJihhU4fdaNWgeBY/9Rtmzov1QLLoAbgTS/FOmtnEdeJWycxRjI09h82Dd2B8vnGRaYREoXY4XAfePQHOLk3FYzfpk0oDIcoIgHNMSerW3Oe4zqOvpDsCsMcLjw/Z70KjnJCGjolETxwX79kyiMpP70J+/Bhi8QG6Bu1QaUftgsYJrlNjSKqE0+6XIwIkMgIAZq2CzOFdWHvH/0St4re9nHCPI8Bx26V270a4pQ/+nCAkRy0kj2xD/7UfgkVRQEzC9I6xKJZzLZUEir7zCmGdek6b1MnwFd0zqtZM85qKRKXq36MsnLTMS+0TTDr3Y/0IRk2lvLSqU4YThjkvhAWg2AUpXZZKzIjaziv6uXLhZi1kj+xB9uBuFGfGUZgcQWLpOYi29qD3fVfahoGYcxlR89OcpBBMcQ63R7MIgfoiUReFvlpAINaGRVfchszkEez/z6+i37wBnau3KhluCbEyAqwIm/JV0WmMSk39538ites5tK6/CN1X3wzN8LjIsVxUVA1HCGWaL3+elrPIAfB6CIlCjCjYas8e2TyFubBQUkCyxwkyJljHkrAQ+5P87k/AcTHwBCAHOxsOwWleVJyD7IPjxboqOE0cncDcAxlyxR1GiQMJvxdfixf5Zkp1DPO64Cvy9XN0hfR7cWhOOUa+uAnnGHcQfmY305pV7OyD4TGuR6PvuEI+ylrAafQyiacU6J2NCFUxjjJh/kW+yzkWGKa8GWwkUBId3aqhVivZMCpVITDh4N+chplFpaToEvt8WW/dl3JeSLHN/p03SxkQhTa+EpzykqhRUqxiAI5OPonFa24A+vsROyLdA/ZngVQQmw1EXhilcIyTxtf+5EnUK9SAlb+eFnDZR+r7jYRNwxO0SDPLvc4/7UtbylCR7rACcUCZcyCfpcSRCz4dsXdfigMP34/l194JTdMRHqecFRE3RA4AFaq7p+D25drf2edVaWELzEnlIJu53rJoLWZ3PIGWy65Uh3g8stETGTdRzM5i9IHvYfU5H4FeNhFM2tec9Y7DtGrQVy2ASZcPUCRSiNtJcABSQ+SLJ5+xIbIkBpLED6lbzGTR6JhRFc9icXQNR2AJPz89M49BqTxa5rDaINfFaVcWZAIT8MS7qtB7YCExv+A15DvoWtTvpNI/9xeG22VUljZfQjk9i/FnHkBhfhItQ+ci0rsU8aXroGuC21BzDHPAMQBNNQHxBdFwDs+JLiEx2qRpNM9xRkwA0DglOfdzr4Zw/xIsvurjGHnse2hfej78NLBkJkyeq9WcJvg6KnKLDICOq25Adng/5l56EsXxYSy88RPwtJP1LOdsHmPMzSiL6LqYmGem3Cq2J6WchsbBWQzvbHlDpWwW4TkVIT+vUIann0MqN4KWtiWnuiqnRYlcuhkwTUzueOQtv1f70EUYe+beE56XGtuLtgXr0drhFmjK7noZkTXr3jFZM9+KYlkWdnzt97Hve1+CP96Boff8NjrPvRItyzeelrlFWhauRiDehR3/8WeYG/3lMsB6whEsvuN3EV6yEoWp49j7tT+BWTn5WgW/VDkj3QrMlJYyv3nb0vNQHm2TcisgJwk+BHHS5s56FcEqCVEx0a+ZrKhDGqNzhAXPBCYmXkkNeLZ2lU67IEDWZ0eTkDO7HOpZ5/I8Rkhc9yNJXCvI8sKNg7MZg50bgnd1cgfH3/lTbnlYXUhBF4lM5WcdB6Hn4CFRl0rUfuWlinNxg9qYyXFVgeRYFFHAkD7K9jvPV5MIRNvhKQGFBFvkTo/NDra4nlfl2oCzo2JynBQz8s/RDpfcJlIDQb7vSiWP0ZkdmMseQ6mSwXxuFBes/DXUOhMoAwhPieiaCudpIF0F8ToYiWGhI7kTZ30EFTfOYlhiY8H9h3c6UieBXU2yb6j6hzkyoBEBAGz3BsPKNdl96DzWWnDtqHhtNS1omoHWrVch+dwjiLddgcQuewDqlLee3QwAYNHiUWriPmGEiyM2ZO4CjjYI+Be66mbfB/R89mdorIRQ3otMOgubG2up3Wt+9250X/Ur8KYdlxyP2Wy/fY9ip/M+mSjKCJtEHvl9mgaT8iTxksejW/bbri/rQPA7dxqBCXtOThfnmqFJ+0HrIxMAoNJmv0ApRsWFyYmcH6YUa+I6YEKrmDu5XZ2duP1pUX17L7kZXasugVX/u6q7DvIYR+UwCtHM/cb/5/lYEihVZEiWr+3cS0XAsE6GWHEWbroJI9vuxb7H/gnnfPLLrv7jcYOCrggz9R2NQ70C6LEw+m77JCrP70IlNw/4vLC05ight2E5IZEj579SjOlklTPTrRBmx7vzVSRi94z5aXsEMyztEyE3jrob+zqd36vFmu2OJvwA7mhygeTOYCjxFQFDFdlHSQNZCKMo1wE9CgsfAY2MZ8mK5QHAvjivUGLjySA6QlEAIv1rqcVtMMgJnMWduLP75p26qBSvFMYZnnQanaE6VrrjwS7hVpXQqtrY01jxTUGAwt/q5Fug38tkR5QbQSMo3+q1wyTyySn4Qm2o+oX6njBUlECJj/2tcpG3P4PTnKJahDl63REbcnKvhjxIzw9j9vBLGJ/ejtZAP9pCCxAMLENg4BqEA+0whykltrcRFIsesXH+csJZTTiCIN9pDwW5uPMC7s2527qZuBR/50qvzKk8ONmN6OeOS60xIgGw/c3No13od5zRWrrWaAE14pTQyu+FWavA8gA6vUed3oMhFjPO76DcJeJ+Fbq+Ssvsa1zEahV7sFqapXb/9YtJJeZFS2gt9h34MUp6ER5fCFrNQrmYRnl+FqGuhdBMp99Uo8RxCLzyRM28BKuJmJGTZ8T5ivudYq0HnINWXbIdV/+p8014CsJ9Ss+romzE7/zz9nmlOEH6IgSXORzMS5C3qCo3D9WzUQdMzY889rLTI/AGY+hdtAVmE1dKfYSYHOP83nnscV+uNOFY+Rnul8g71YnndUsk2eOEWawIKaPW9CV9WLDo17D3m3+Kqd2PYaBvizqW72TFWrqO4OTwhqq+fTRNg3fzGngB6OzSk14wDjtt8lxqnYPLE3HyyhlpHJwtZ0uTki/NItDTeeIT36RimlUcPHAfpqd2ob/9HJyz6mNoKTlWlxk4BX7C07z4WttQTk7DapYR800ollnD3MhOjO1/FLGFQyd0CxgeP/yBFuSz04glFsKyTIwffRqxwXWnJfR9JpXczDDC7QNvucDQm100XcfgjZ/B4fu/BnNmDgvWXf/OdC+dkcYBZ8oSZMN0kra9BOGbISLsCGKQyrzIUpdSUEPtsmgXLSw51r9vplVeXyT5h2G6Zhkb2WLnHapM/6o0CWhXZ0p9eFp7HPJg48CrEextCNJheJJ2BdHGmGl2ezC0LbOjGXUkWSlj60iF0v3o2WUb8M6Ur815IwBnd6UgTjEAGdlggo+ZdY6ZJEZkzNNFj9viC7nsGCKJIZgeTUFinBYacNCL2TWUBlq4ZJjkxq4gSVbkwvLLRrEKy7Kw5+BdqJby2LLyTviY3WoI1wFletQ5c55kptPiyJoJwcOOX6nWYj80S+pWQ42LVDnOAjkNh1w7U8CNdLE+AjP3K+JcRgW4bzTAvkWtAfECHLluRdiVqYXpHVVI5z7QGoRm6ChlZhTtm1N1y6gQH42HKpFIq01Y9YoIR300O30Uhx/5N/iCMQws3oK23rXIyDwfc+565rrth+/YdDl2P/F1tLWvRGr+GAzDi573fdSpC7lLSvxcWt0ngFqERGwI/i0IV0eZSIrhscYIARa8UvoagpRnlJkESBFDItWgyhRabOynNSIW8ntvKtBFWggS4eBr8jwl+xEjh9zmcn5UmhR1yEikfxDDz/4I2dwUojXbaC9LVwWje/xDUU1vXTZOJu76mqShVoiVlHvmS9LvZZJGhQozSixcDowK+aNtGLzxMzhw799Bn+1C29AFjsuI5iQX8bIuYkNC8kadO0Ieq9etqUZx2pQz061wtpwtTUq+lkHbSYqVnksfQTo7igtXfgqG7gUqZ25K1ZNZNE1DeNkqZPfvBrDmTb325J7HEIy0Y2jrJ/F6Mty2LT8f/eYSTExsR8/iixBrXYjZDu+Jf3i2vGo5/szdAICx5+7Fiq23n+LavP7iCYTRvfk6zGx/BG1DF5zq6pz8ciYaB3rU3ipwuCIAmKyMyKSxLCfQcZ7QP8thP/bfMu6UFb9UAgwRBlgf/12JyN/ZnzUKuZKKY2yB83fSh8f/V7tR1/3cb8WVVEVlCLT/dnEV6nKYK90COGQvjt/Vy407MZWQUDq42N/KiXoEaYi/Yxlljmn3ZQThilAEzrwo26d+RyPrW0+mkpoNJfLPhyZ9sooop4rQ2mOoBoH4EfulZRc4Lzm1lAlzzJGQ96BjtOviT8Dx02pF4jqYFsqlDCKBDnhMAzBNh/iYydVdEdACdn2tkINicNZJY8p22FsRxwVhZImo57M7l0yEVQ3TTjrkRg4kKsXcFt6hyhDB+jBZ2a4caqsQhLo+4ikCZWpOVyhsHWLAoX6AQ1LMkJCLUQIi/csxv/sFlBdupnNK9HuJ5LnJkXIXW6E+FEi5w9yCoXbUrAz0qqV86nLMxY+4Ez2VRKz+3IXt8OMqGLMWcqgLLaZnZS6OSsAkVDRN6ktqt9UuJLYNu59mBzgU0rkvJ5hiDpHk6/COlt37ks/Ez2BQJtNyzGkgNX8YnBFRaL0QGmWxsJNw7yg5ajoUEjteDvVlZMMjMkQqNIA/aL5MLFqP9Og+LBp8V1PNDYcAyf3UOVavN8I8HNkP6rlAkkit3kNdFltA8HZoXHDiN3k/zsSrZyOoVouo+Z26qzlfcnmovzD/Rq4tjLLw3MmZagFn3lch6hkRyijFfVtOz6yMJ7uc0Dhg8mHY7zSYn6j9ubI9lNLk7y1lnDfIaTE5vt4joWpm8xOhqCpYoxZlZpMDlwtrjXvSLDwiDqYIpiPIWpJ4+FqculmSqlQsOw1WCakGKOsbD7ai2Cg3ZFAUsb1sTPiTjYYKd2yzCYNdDXg+X0DUanAw3OZzX0/WU0UrNOlwSthJDAZpKNj3cp4lM0CaAvO2KoleqqJUyaI2XoXHG4JWA7xZuxJjW5yHUrC3Eglyrs/QH8fxR0ech+AYdI5S8GRK8Jg6zFoFWpJmA55kK2LV5Mk8Q0ZFyemvVqcdOWFFg+5z4bgjOF21i+RKnyFispdbmOkvjJk069Dbf3MUiSxKeEj2aTYEqa/Us7EtjyBciYmxPsW07Mu86GmHaEGfsxAMrMDk8R/i6AXjCPUuQud2vo4gndYZh1VB5uX36J9jyWv7WG56GAvazkNgpgyNOrM3LwV5eBzS4iCEiljTgRcKl5gZgwh0OpM6XW1AxoHJJDIRCcMTe02z65Tvdo6FR+m+sca5RdWNyHQeqa9Bol0mpzZvEjuvvhMGAPcTNiA1mXum5u437HoAgMBslX5PxGYRHfF/2XvzYD+u6zzw6/W3v33BA/CwE+C+UxJJU7tlao9jeYnH69jxjO2J7ZpUJrFnMqmkasapuMbjVKY8Li9yFMcqy5JGsizJtiJZm0VSIkVxkUiCAIkd7+Ht77dv3T1/9P1un9vdBEiKIAjpd6tYD/z1fvv2ved85zvf0QZnyjmZueb12Dz3FDYHS9i9shMA0J5PxillwvXCL0WwLDPEQfKzWWPDJH8aFWpZtlprdiTbEtIgr4FM66lpwy+MYbC9iXC7AaeqJoycqpXM3uHckhd6plEgQ8iJwZF9vqEIm8t6Jd/P7epir4zaa6KdvvAQdk7f+qqQn8IowPn1JzBR3XPZr/W92Fy/hIN3/wROf+KD6G+tX/qAF9G67Q00t85irLrwipxv1F6ZNnXNnTj/8GcQhsNL7/wabH5tEqW53Wgvn77St/Lqt+hl/HeZ2yWRg6GC82yBeyxUYg+u7sVuj+/GVpdU2u8tEoZUIYhdiZcXbbLikllEBgCi2diNCJSrIAl7QYXei7JwhdQt869JaJJwEhtrr0sSnyYGsW65KNRCL7BAi1NY8D2Vxk/CJRXrgES5rbk/Ppe/IXL8GzyXel6xvibaCeqvcHCItgwnzQDvoJbVluAzSVRBW+xd0wOQjd6khAW5/jf3xO96ULawvryG2Rvv1kVV3EZsgpeXBXKkPSLlaYh70cWxqJTpJxekZ0MthGce/RQCBFjc+QZgnSU3lTtSklW5XjgBya7H+0c5uumRujYLRNki9505YYOxGHFgfjxE32mko0q5cAHzK+iWnqN8H1qSWe2e1kIYloVMcM57TOeBx+dgqInhs/jv9My12LrtPqx85TOYvfmn1DZZQTP+q0muOZok1NPoHjuKx0/+JQ7N34dyWAY6fbgtqu9lU30ZTpJoVFoCWKbF2SlEN5FKl2Q+dZyqZClHMqvI2j1zPpDn4vFGaqlPVEFpbxTFWHYJjWeJhVTy7E5nxxavQ8JfZ1qERhQKQan0UITdOAf5daX54SaeLPuB84ackxbGbsBG9WtYWvom5g7fbYYOUx5/XkiW56IENPsCSEKVmiQtOp2kQb5XmZZLsnPemOICx2/BrUfoba3Cq00m6ZSUiRboAOdqhqokqsAQnP7WBJJDMma60BgAXckWAHAF5JOvSs4Bwwl7akmiaV+Nel+xxat+3NvlqeTLvuDFo4LGhSvyiMs74/0HKtDTbUtt5fhPQM34ipgZCR8SaiokCyUhuEQ8KTsZ6TxX8WFoxVCb1dGyb4kTvhn7U/fJsrpiQNk7438PG/FzdYUk73DZN+5JDuyBWvhZVlnGoSlQ5HRZ5VCxqjvSQFIfjeJGGOVK1UTIuHReWV5X7V9eSd5VZ8as4mcPAccpIOx2YavFpDcdz+7SIEuX4zUmYvUbyxRLPgIrtMGysXX2KdTrZ3DvgV+E04oQlZTOvqsY4mKxtzrm7KNDCJdqygCgUSBj8SwRXVhNiRDYyWoWKJldrzFUz5TcE/PEJSSu7zf1/sPUPsNSpO/FE/LJWv+B34nM4CQUr95jZyqZ/RZqb8J3Hv/32DhwArX5A0Yev64doGLPkjfB5jYHCII+Hj/1/+HGhXdhrnYNIhWK0TwGVworsa4AayVkwx80GKQOiBYjow4+P3+p86/u1ztJUaJkW7pf81ryzSe/6YqbDEFui7mlZIYTzJi6mflgsPGVwUGugy9CKwxt6PsUN6ONUBWG8Osi7ErZdvVdSgfC7YSYnDiI3tYqnEFkGDEMkVLgzBfCTH3FC6ChwmeSTpSuaMmFVfQvf0vH+4GkzwY5IkZayEnNW+3t87BsC/7Cgj6OWS9yTuJ9FYRGDBv7RxtPMoRM2WV+M9L5EjoH5epFFPsuU3vhQNeVa6Owwqi95Na48Dyqs/su6zV6zQ2ceujjuH7h/jhDYdS+q2a7Pna//n04+eDHEA5fumcURgG+89wnMVXZi7naNZfhDkftlWgTM4ewfuYJhMF3F1qIogjDfge99haGvfalD3gF2qCxBX9i9vtX5+BqCyuwybCCre6s6sUWlqvMvG6QnG6ibOKe/WGyLVAWMdGEQKj1DbqEd+mxJiaqVSAmpuBE4XGS3EgbTBK8CEkNcqoyEp7lb20BpfE3Jw9NENXGAPNdeSrMsndfXFXp/HYCHfTL8cTMPoguCNdPISHOpEIethJ3MhiSKOUYf43ce8J0ZSUPuyXyv6kqpgj+kuGbrjYn4cQ0gdHtRHC9Iuz2AFbKG7Bz1hwiBjLrhJY7i1BJz3pQA1onj2H5Mx/G7mvejJnh/mSjR8RAFbsRugquCqdbhBGl8I9ChUg+DEuJsWGr5PyopLIxhESzt6o6S3nE/Zn4ge1eTr67TyVQibqokEWKZBffJ49TmxxzjNl9S+9vss7jvz7liQUio4sNqeMqF5IFol9zMLNwMzbHvomVow9i/sY3Js+pkDEWuTLCbg4QBAM8+Z0PI4iGuHnmvUA3hp2I4FAZM6wIKF4hE8W1eN/OvBjLJKdRWj0HFuazE+GSBbHSVRmlp6p1I/L6JzBDaoVtEVpJZS1p7x2Ap3Q4mKUg3zE9VPYZvW75W14lzETBkUiZQN2UxDnRKK8hPixqdjjxoKLXHz+ghbGpPShVZrB58kmwNg98AAAgAElEQVTM7b41OWcKWZXNDiIMOg0MVjfQbW1gc/kZ1M8fRTDsw/GLCId9TO26EeXJnZjdfydcv6THe3yD6jxUoMxZVfLeI7PWWDirdeIoynOLsAdJKIbvqnI2WU9slck0VBosVk5IkVLXpvKkQlvWGXJKtq2L8KzMnnq12lWZrdBX1NCVTjK77yzHvVpSb/xsK37jrX4yAbT7qiqfWvj7/eylBmtqppOhA1WHwOLAqScviiWhCbdbRpwu/pvIAyen1HwCNb46swI6Vn+1GJI4jhM3JxhDa1zDwercheQZyn7cL2Mq3DIxe0FvO9+K4xFlL96nMSEgamUw9JQhVe8JeVdWi+uZH7kMPfSVNHOeNjrrSWijSQxG1pAge5yV7eQ5dDZH0YJXrqET1FF2Y73nYDxb6Y+hGxoCnhBUYVy5O6f2FyzuYKOOcx//z7jhyE9gevowwq1kUggq8QvRAj7CAKBYEw2A3Ea2ueAVsHokuQeW1FBQXyzTKv21lrEvINJklVExrIiKlpuKs6BCLFLSm31AUCQKTW/J7icLjyGCQ+lwtc2Qh+V7Z+aEqJ/gq4W/H3bQsepGRkJR1evQ5Zk3k5hTp7WKp45/HGXUcOuO9+rqfvEFVIaHMqxkHQz9HAPGz3OqcpJbk1OXIAl1xH9lHDstxCNrgVjq1rUBIcY5FxzKH3tCfEsbhTrHWMSqdUqhKZQEJEYQuT+FrWwIIAkBJe9j7HQ8BnUaqLQ31bVZGXJYzo43Gi+eIAUz06pSnEGwvQVnJpnMNJeK1SeDCFEUYeXCk1g9/zjWt46hUppFwatgZvIIjlx/H9wd8ffd7zWwfvJbqJ89iUce/SsceePPo1y7KX6mfhf9lVWU5xd1pokMIejsLPUIklPC+dseAo1nnsTWM9/EdT/6v8DpJUYBZaYdqbClDDmbGQYCadB9pY6PxERHsTUawRyHAFB7Pvl33R1VZQRGIkij9hJbGAzQ2jiHyvTiyx7Q4XAAy7aRjmqFvR6WP/thTNzwOkyPH/7ub3bUMq0wNQfbMwkOURig3VxF0GrAL1TRrjex3TiDrfopbNVPYP+uN2K/e9P3J9x7lbVucx0bq0ex//D9xu9RFKHfq6PX2YLnV+CEFra3T+O5Y5/Fgd1vwY2HPwBXLQdcmLmO+4UaFhfjugfu3ByOP/gXuG5xDyzXw9Mf/Q8Ytuu4+dd+92Xfc39tBRf++i9x4P5fhFcZv/QB34vtajQOtk/FtPwdNyaun6ewuxPNOPF/aTv2hoeifByh9VZdWWGN5FL+loLGVdZBJAiJ9AY0RCXmo4Kq8U5v1shvpRNK+FsgcRTi0ExdAan7LI6jrF2jCJQu1EHPL9lGhMLbjC/Y95JnUJILODQp8zfitm8s1nBdbsc4/2ItkfIdKldjpR2jNNZkMmK216mao54zxxL3t9k/2QwKCjpxf8l2Z+aFhhzlGqBO0VyIz9355tOoTO2CWyhDgUOonlNkPGGJ8xy6yI1Yj85+9iNoPPko5t70LoxdeyussQqiMMDaZz6GUlTBof3vgntGFVAqJf1K6Wh6VG4recmDmqoU2srxQpXnrz1+qXPQ7ht/GbqQLXKZXK7GkUQXlLcclLIV+/wG2e2adZY8C/P/Kd2QYv8EpQQlkNkKumBTjnNDD5zfkJTPpqc5Zs3g1AOfxri7A7brY+Pkt7B97ihs24PvV9HvNeBYLizLwp4dd+Pm8bfDcwoIx8uIkGR+GNf1X3gaoZCUzGSwh9QpiYz/BxIUwNNQvMnOBwA3VeHPEYV+NFpmcZvogz69ZrWLCCFRVlq/WzFG2K98ylAUEaPMsqcydiTRszddUPfL5xTjRqERRFQkesIQh84eEmOKwkqwFNIlFpVhycbaqWcw7LdRdSa0aNPGxnGcOv4FtNorKBYn0O83gSCE5xRx08wPYaa3AJzd0tk/ocrOKYrKpnyPh3a9Dai3sfTlT6C+dhLDbh2W4wIr2ygq5rUkmKbJuBKZpd7J8t/8NWZuezMmJvbpbCoWuWNYymjqG2XhLNk/LHw1pFT+lhnrXF56FLWx3ahU5oxzF7Zl6kIOg/gyt6syrDD1ZNxpR0VO89JUbAzYShij04w70y8nL6LbjQeTq9j5UY7T4aY0xIEsi1/CbVy4WUXMSHvi+S/SyZxgZMlmLSaUE45go1Hg5IxTvdhuCJa6gv6f8GMxkulqouRH4aiaCjm4Qnv2bD3+uJjh0Rdi/JbiZzBjImHeCvgzsMy/YsQNVfaHY2WFXNiidBoQoPuzpVJTVz/8Vcze8AMICpZWXdSTmRR7UttcGiXinHN770LjyUex8uXPYv3BLyIKhrAsGzOLt+G6nT8Id2mQlMIWEzEnAcKzluC48LdI4fRSG58TfahCCHZP6OYzHDHMdghDFLpsNWPropofUt60VKJk7JLpbgZ/hq89Z5wDgFNPKtlJY41jN0kDTbbxO2IKW3dCqPV14gsdqrwO1UMFnHj40wCA3bvvxp43vBGV2jwKq/FszQqOADAcL2IAwGkxFiQC/AV1cWZ8CKa+7muGW6rCOVApegNVqttuJX2vq/jReNKllEXmDpUcGdqTC/K4mc4pRaJoIHGBDUrJPZGvwWePhJHI9245TJMU5aOV4RkWFFeqn2xjeGZY45hMnpOGND9/yXHQz2ozQ0mGKhRfQi16MvYf+jZ27bgLhX0DPPbkh1B2JxBFIQZBF7trN+J1e38EtuKLgCJhfQA0NJWomKUstKAqOCQUJWsPsXvmdjx59C9QLs9gu1tHFAyx8e0Hsfumd8T7CGONqrI6RCvm0NAF+lvraJ8/gcX3/iyGIvOKk3VhU80DtcQaphgZv3njm1OcD3I5LKFm2a/ZePrzHwUA7Lz1Hbi2+gNaq8XdSsb15NErwNO/Go2DURs1tv7SMnr1NUzsv+m7Ok9t8Qiu+eFfw4m/+SBu/sD/hkLbQjDsw/VLcJdyJNRG7RVrlmVhYe5WzO++Q/8mF+5Ru7qb4/pY3H0Pdszfit750wijABOlXXBfQV2kamUed/7AP0e3s4GlM1/HheXHcPbbnwMAbSC82Lb8xU9i5s43w3ZfnTF45Id+BUf/7vdx/rHPYcfNi5gc33/pg16F9koiB5ZljQP4Y8QFVUIA/30URV9/qee55BupnVF14IeJe792R4wceDOK6U0iXUu4MU2lhdAzmckAMnXqJdmIssKsOeC2xLYUlC4JcOkQgIRi0+InUrpYi3OQHS3WJi3Aoe5PSsBS45xEO8sglCkRpNX4BD1BLKSjuaniGOf9JMbm2PFDtzdjWM9uJd5LWns/YWoLkpty+OhBuoNkG0EIXUGxIrw8isK0mJedzY+uPhfh7Be+jPEb78JAkahY5Y6NHnJ8TiUdyzoREhr3LZRmd6NSnMHmQ1/EnoNvAeABvaFmHhMxkCQujUZcpIoj95FVB3szqj/VPmQyA4IJTha4K5AKBaVqyJkepAgr8LqeOr4/lXhb/rapfSCzAOgB5skDx/efJR/Gz6fuje9YfFckQJJc64qwAlEEW3mFefLkvVlVoVKEAL3N+AJWJwc2Y5iFWQDinPSoSV13G9nZj9Ug5XGE+i3l1dNrDooSdVFIFTMFBGJBkSDtTcp6Bqy42Ig/eqcjzkn5bCIG4jh7O54ALFWvw0AV1HGOGhtym9tUIauQYb6kX8vL8T10Z5QXXMgiHFqoStwLQ2lEKgy5b4XueFtdeLBRwUw8x3aHSWdRG6SXB9crhKyt+icU2RxDkwzsNwbwUcPYwtux/5r70e/V8eg3fh+Tu25EZWpnck+dVKhLzOdB0Efr1DEs3v9TsEIzHEFEpTep1hFDzEplKxWJEkn5fYUSqseU6BksoLr7IPa/7Wdx4gsfwqNP/AlmF27Fdbf9EzjtBC1zW1dAYfKVRQ7+I4DPRlH0o5ZluQDKlzogr410DkbtRbX6iaew+fQ3MHXTG16R84X9LjqdDYyNLb4i5xu1URu1K9Msy0KhOI6pxZtx4fgDiCJzpQuHfQzbCUFs2Otg68QTWP7W5+GWanD8VzfGP3ngFkzsvwUAsLr0GNaWv42VrWdw7NwXMAiubuTSsqwagPuiKPpTAIiiaBhFUf0Sh+W2SyIHxRXlOYQJiy9UObbNPSrvu0JvTVrpyqrbRqbpFB+dOy9uSL0b5nNLZT2iAUQMjFr2KalSs/iH0j6gzKdwPMmFSFe7i69j3rcjuC0aYcix+OwBPSpFmGkmJ2UfhWUVh95KYAym9pAcI6EmPntaSc8oZKL2p5duWOKUXXWYPyy2aTlb5eEIL4b9GFU9lPccRLE8DdApVOegZyzJP6GbVAYMwwBuaCMY9tBv17F94VlcOPYAFuZuxXRtP+ymLMtH/oKJBMTPrvpFeZdSqthX16bnLuO05B/Qc5Oeqo5NKtKgVJVjnFVXrXMKxj3KRsRDXndYYopnls9QIGtVp7mbnvygGuOB8f0mv0dMgVRdLdEBelJ5CocJR8H09oEktUsrJG4kA99qqH+TTCefvRFP+JbaZjlyUCmkYoO8DaFzMBF/iHwfjuCHkNvgNpmrSYRFeOshESBV8KmRxIuJ7pBAJ0mr5BhoBEj0AdUd7ZZSe5TEVCIkRE8kYY1cFRZgEnMEuSlOR+lrCP4MkTGNehipk+qUKuVW8m6kCiUAFC4ki67mCPBcEqpPawHId0W0rKMmEyUdbQlujk2EwuI8IpAO9Z0sHn4bnn7gg3jsU7+NsZl9qE3vAyZreP7vPwQAuO4X/i1Wn3oc57/5N6jM7YVTqWLPO35Sz1uUVQcSIqqn0EwiCEBSGIqkVZmyS90HXfiraH5XQExSrUztgl+dQHV+P8489TVErTaa2+cwdd3dmGq/+sjBKxhWOABgzbKsPwVwC4BHAPx6FEU5gusXb5c0DqxePNoLq8ndT/TjldtV5bQ6M2rxlXncFCFhNoDIEOBkxwU2T3ebWQQyBGAzI4HhBSmDTyg1R7CIbGEaIf2cqmz8SA0CE3P7S+r5JEOcbGhCv3IuUbfgM8HDgMTUv7ezoI2WhaVokxAO4rOmwyBy4SBEnTfQeByllc28anV8Ki8bSPp6HLtxdukshtZQxwd1VT113cHO5GWxWuHG8tN46qEPwnY8IIrgF8ZQm9qDA9e+GxM7DqNv2ShsCIjTpU6/gmtbyTYtfqQWhVDmx6v8Zm873j+3dgQnzVAQmMYUlMo+EDUHOAEyd1obI7IiHUvgKgPH2xDfoFoEaTj0J5JwRvWcMmaUYZUWkAp8S49XqXNAEZm8LAetuaD/Js+ZhBri/5dMbRI0dSZCWzwDwy1dqlnlGHI0HOSCw8XEoVCSMABYIppy2/I9ciEmGVRlQshxwEXa2WbNjOxC7m1lswDcujnRED4HoAWd+HzG6OGCSKEsoaVBWJ8GR2SIxcWNRoLbzIoZBUF2CqYRwzHM8ERei3Kya/KMV7D/aTCU5aBS5/fV98vQg3zXNIKoFTIUoQ5lnE02gLv3/RzWxhtobJ7F9uoxNE8sY989P47mygkc/dD/iWJlCre8+Z+hVJ3F5mEVOlTnkYTmiipFTm0QQ+6d3yXL1xslzVMOjugKzqGbK0ex9Pjnsfs9P43ywRswM13F5gNfRMkKgD3zsL6TU+bxcrdXzjhwAdwO4FejKHrEsqzfA/CvAPybl3OiURu1S7bm8gn41QmlT/Dim+14qE4s4pY7/ykcx4dlWXpBzctgGbVRG7Wrt1mWhcrYAipjC9ix9y70JmIDYPbQ67B4+3tQ7Huw7Su77AxadYTDPlqnj2Hs4A1Ye/jv4XkFHHzrz185LY8XYRw0zh9H8/zxS+12FsCZKIoeUf//MQD/8uXc0qWRg2bsMViiyI2rrMfqufj/C9vxNlnoZVA185Oll2+3zd9sYYUS5qVHnFccRVuYRrU6M63OFra/tjBpIAtylA4/qN09UZAksWSZpyzuJWWwG/m79OBT0sNAQr5MFwiR/+Z1JHmH1+O5tfRsTv+w70qr2XPz+tIb1YVkaGyLUUHobmv5aUzeeo9hHGjyqG0eX186hvbySYzNH8LmytOwXU/HFSMklj+rZBaFHISdIr5JNUN6cKwCKRuJhDpMILxmemCOUsaTMDbTonRBI+FpMvzAkI5OPxvIc6v7Dqh0l3QeiYxJ37+w7O4wBX8WtpPCOYXN7PfBkFFPpPiV1s0ZRqInpQtKcrZi9hMAOE2T4Bm1pByhegZ6nqJfOSdEyvO0fKFXwt9YOVPA2taAMRHGAkUuM5nIan+rmBOPZjqlSqW0muJ+6TWXFVRZlFWZ1PskWVKQTykJzXQ+g7Cn7lNnSwvtDR1qcBjyEqiCZ8pLy0Yio1EFlNvSscMcKXCdbipIgy61OojkDHPg8aK69654Pr7HatF8JuN+FZID6iuIMclUX/VM1aeSD9pbnMTS0jextvEMpmevQ33MQ2d7BeWJHcBdtwNI9A58kWKuH5chz5IgraoxmIeQ6u9II7vJTo1TR3Hsix/E4l3vx8G3/Cye+9KfoTazH53lM7jt2l9G4XwJON9KNE9exfZiwgpjC4cwtnBI///yo5/L7BNF0QXLss5YlnU4iqJnAbwNwFMv554ubcIRcorkxx0PXub7OspY8ESeqn6pRXOxly2vcpo2FHTJTQELdswelC+eg0cbFznnpgHBXOh4x/gP47QSqtaTOnkQ4ptlVTMtjSri9DQKtHEgFnCWJGZGgGFwpMo4S6iZYQFdycwzryGfIf1M8TOYIZKOgIB1uIVhDGlwqP7orpzH5OHbDR6DjhWq8AJLOJ995NNwnQLWTz2OYmUae298l5GnTgOO5V9La8kEXtxUzPCUNG/8o4ITlYyyLbIGmE/PCV9mK6S11w2ouc0y4BSQEotm21w0eUorJ6zAnP2+yKvm+CQEK4WAdE0O9ZufQjKtIMrVomDYq7qkYNccLX/qCJDzACRZH15d5bLLRb6dgtsrwnIcmjB7NEgGpcVFPQ/GpjNB40DqI/A46iTIRYwGBkMbiteAkohL0qhgjFx6e7wXZeBYHTGYqxQsUb8NchZPtn7WOOBCLBfPUMX5NX9BCmzp8AO5LtIT4DxnchYAwFuOY0YRsyPEcTrcojkS4j7TGQiypDmflYZUQXxXKqykjSZ9sWy/WjnvOm3gRMIg60+42D61hM31YwitEPaqDdcvY+nMU9j/BmUc5ISVi5vxt9eZptEtODJqHaBzIZ1LhjMpfMc5atCu4+RDH8X43htw+qGPxxyjKMSZL/0lDr7xp1A+bQFQ3lj/1TcOXuFshV8D8OeWZXkAngfw8y/nJKOwwqhdsoVhgM7yKZz81J9gpvlOTL7+vovuX5ncjfVT30Iw7OGmN/8qHLegi2WN2qiN2vdXW7z2B7Fy+lEcuvUDKNoVXDj3KFr186/a9aMwxKmvfRTj+27Errv/EVaKn0Fj7RRmr70b5amdKI3PA6dXXrX7yWt5RtfLbVEUPQ7gru/2PJc2DhSsCAEZEtKitC3ZuL6AKvs1ulnxn56ATTXTn4VTDMgo/ksY3SjmUzK97b7wYgmhksQn9Qp4Dnr38pw8LhAeY7JN3Yu+uWQb0Qe3nQ058B5ILJSWcb9GFi49v2y/0BI2oN++mWXAZynUhQeYyvWXXiX7lbKk/AsAzQWVbbDNc4tnKVtor8XVJcN+F731laToT8j7VTurWxmbP4SV5x7C2NzBuPCJZUGaxoTnGZY4/Y5kGNZOzAAAxk8qpraffS+siicZzCSdUuXPLMZiShvLsABREjKeZc48ZZrp8TP/WSrrEYVg30sEiWNLKxc2JNPTfFdu2/TaQs/OVYDT6IN6vuK6gLE1Aw7qfmXGhkIMFNoSCu+Ocrn6GtJjTJPVCmLK6KU8b+Fx6TPwuFJW71lWx9TPoAiItro/7aXLyZNIkJ8SRQGg8/n5m5QsbqbSj+Q96YJLedKh/Hio9ioQUioq6sJdMqxAYp/K5hCn1JkA6f4FEi+dzy77nN840R7JAUoLCXXEJEikoG+GbYxtRIW0gEQ2+4SIhcxkIKISFQhrJk9aXO2hCBe1A9fhuaW/x1S0A8ee+BgO3/yjKK4zC0hdQvIfS0q5UCGeXRGy1rekvgtZmbK8Zmp9NPtrOPPVjwNRhPn73oOlb30eW2eewLXv+p8w1i7HbMiNwEA7rIshSpervQZ9p0sbB1UqASW7DicVPKerh5mCJQDAtdZSL1nG6PUkzTCmuBx/07KwotO4EOrYukS9LsKT40KuRYzExy0nc8CE8nV6ZE7IIUz1nOQq8PxcZOW2gbqeNhjE5ZP6DlkjRpeI5uSgutrgPjhmv/rCANDCKn2yquUHpaqUKYNOGhzDggUPBbjVCQzbdZQOHtIfM59PCzINIkRRiOe//hHcedc/Q622Ez3XBaIIfVESVWdzKMa915RGUPy3uTPuYCkPzP7gxCFDR8yGiSwl5NMRQkXK2NIStRL6ZdVA9ZfZC7IlstSZTfqcHH/FjWQAMcTA1NahEHRiOV5+C1I+FwCioqN/kzUrqMXPFC1RlC+jxS9TPXU6XMFMzwSQEf4JppKyes62uSjIviOknpTEFhNsNxUTD3MW3ZQsdfwM5mKrF10RB46K5jYjDZChplSZbiA/lp6cU90LeQhy8eTip5n6Lyy1bUDx5Bz0aVSK/qFRySq04hm0EJeuIjrIbNOZE+KZmC6qFzdp6DB0I40QNj4rjSdeX3JBlCGljQL5PjnOOH4qgpOhdjt4/ftx7Gv/BWd7x3Hgjh/BxJ5b0Z7mvBzvI8MDScVNhouTy4UVc57LE/uqd85j9dEvoXniaSzc8FZMLd6M5c9+HBdOfQPXXP/DmNguGaHuwWRiIPvp8Mqr0K7K2gqjNmr180dhOQ4KEzMo7z/4gvu168vYXjkOr1BFrbbzBfcbtVEbte+v5hUquP6tv5zLo3ml2/qxR3Dmkb/G3J1vw4Eb3wevWMWzX/5TFNwqbn3Tr6Hmz13+m3ip7Wo0DsKJ2IswyDTaM06KcQBmARR6bpqVLWq9X4xUl85IkCIWYcqpkxBwmsQnLc2kpjhzZsWb4D9zMljoGWt4P2ef9lz8Y+VCck5Wggt1xoYgG7VNz196v0RCtGduaC7EHcJ68WTS6/ANgMJGjveimq28HW8ry/5xukqsSdUxl/3Tr9porJ3EzBvegsnb7on7S1n6zHiIHGDjmYex9JVPYWriAI4s/pCG23Vhmb5EQeJ/ex6LKwmYdpD+SkSoSulTUFJbalrwnEQVJIHJ0roYCj0RqALfrZ1GF5B4cyTesiqkPHdamEm2gkIRutNKkEeMV2YNEPrXdehVi2wgKGRJkjwur+nqger5ZFEeKPlhkixtAZ3ayitPs84B4Z0zHFHLep66IFVZhB5TMVRmPcU3QY+Y4h0iFEMUIzRRnmAyIUmSYEqPfDAlwiIpASFHahIogl86wwBAIvakPOsoB8rnvckqlFpQKSf8kb6OXU/6IGJf8Zw56EeUg1AQNUkjJAA00pDLxmaIgbcuQxAkizLMwr7Pi4Mza0GIWvE7CVh8SnwLXCNKa+pbmEom8bRmiwx16nCd2iaF8tIp0DIcsVZ/Fuce/Syuf9svozSxAwBQXz2J5vpp3HDvv4Dj+ohcCxFgaDX0pmVl4Ang2eyjX852VSIHvel4wAxq2QpmnNjydNoJwTN9ixMdkEDFrMkgF3KWouUAkNt0iWZmCIjFM2McCEOCVRW5UBlVB3mdbFVdnfZHhr4coJ3Z+C95AjIDgmEEJ1VaVl6QC5usK9FTAjc6FVKK2KQqErJJA0mryQ1ZJU8sguojTSusAQlnpHIufphAsNxXz38N9dNPY/bN74Q9AFq7RQZEM+FPrH7ry1i88R1YOHBP/CxqTPAdmcYaY/HZccMUWB2KEY9HLf5EITMbHuIEE4qFMUkb5L2Ieg2c3JXYl5eTJsmm+TDCCKZYk06vklC+mshZc8Lwmjj2/awaZrwh0s/ntbKTpubDyMyLHrNxqEcv37/aj5wVofOvKwmmBH3iA80FypbwfoG8ABUKEP2aLo8tz6lDWizBLeF2xudpOHDxlL4JOTnkPInUVF3GVzkjtljI9f2lF1gAFsMYhPKFUZFXxlufk/3vMm1RGFYp6N9QkEyFIfKcL93EOe0GF3nmNksDh6pZagGfFKQsFRa2Gsqy7oo8accMK+msB5nqSWOSzynj8inhslA4gswaGqjiXmZatznoQzGfc93g8UZtFtYV6ZGHlRzXuXAWg9Y2TjzycUzuuwVY3sDSuYdx+PofhuOahq10SjxRn6E3lQ0tXvb2GjQORrUVRu2ibdhrIRz2ceqTH7zofot3vgdnnv48nvzKH2B77flX6e5GbdRGbdSSNnfbW3DdT/4m5q5/I9rr5xCGQ9x5z69jdsd3V0n2+7FdEjloz8dWlCS3teYUVLQe/789zNoYnkYVlCUuHBDmqWrmvdRAYVUtL7tNw/wMR4hzaiIj0S5hfKcljqV8MrfZOWQzWqbcR1qaFBgiCiKJjNyPaIRxbmUhUh9cwuh+0zxOZnH41ArP0cZPzq1+S8noAol3pS1xQbqh52fpimZJpxeqUyjUZjD/kz+D3gRQXBNkPmqtFC1UDlyLm8P/EU9+7Q8R9Dr63okAScuf7yGPROrXzeeUoYO0SJQj2Phpj1qiSpqoRzRDaLGzih+r/rmizgOhafaZFliSgj7sa/WbRBWIJvjbcf8OBCTPMJEB/YsWepb2nuS7ZlaFJoHmkev5HgVax/dA7QMj7BKYdQiMqoNKTprQcSiIyZqoV8xOI6waSGlmGXLQ3jlRAgn9M3STQrjcbQHJ+2bsUfarlfoGZGZJ5l0JhrqjPPJAhR6cPO2Ei6jnaZKklUVBtFaHrHLYMKXuo6lEKz3iGGKfS4LoekoQQxIndXZEllBn9dVvFJWSYYWGec6oF0OeVimpGMtzatKjREj4PhWqZEdZz5vZMhKxIhqtCbcy2quzgKAoe0YAACAASURBVPQvyblStZEkejp1YQBgDKE/gcWD1xn7SWIvkF/zBLg4uf1ytasyrEAIl4IT8jdC3CwHLGNGnIS4+LF8LZC8eA0Fi+tFtqngFohiHIT3k8IkybZ09oCRdeCl9s/JcqBqohEb75vsbwMWJpqYUnsEkhd9sayKdJZEvNG8F8P40cJKKUa6TKGspWHs7IjjgpfHquZvvuAlrB57EHtvfx+c0jzQNMMgbG43wuapJ3Hyax/B3O7bMT1zBGHLvLa8Fy1ewrHRlAuVmYZpFMnihJ/O+EDCIxhUs4sfeQgMhxkG2baMMZnhL1oxvHcqHmp1OgDDsXiy7I/Hf10pnMQyzuMK/hZ1G7iNaYPpEIsdJCEPI3VOnZ7Gj8wQ0jwP9ZwDYQTpdDGmxAo4mt8xDSR/W6QkDlS2Au9PxLi58DIsJc+ZDlXI+LWG/FN1FACZJh1/tHYjRyHHM8eWDAVx8dHv0UoWhKWjX8bK+lPYMXUjds7eCkcuYuq5aIRI9rq3pVRiW6pEvRTm4jhzzQUdSIwYhmLke4xqqu6GSkm0N5IFOhqL46AspCQXYqad5mVHaKifhZM2G3pbVKuY+8hMhqkJ494tClBJI0Nlrcl70ddtsl/I6RDlj9WzB+NmnREAKC3Fk0lxldyaZPwwDErnUi7s6e9YLqzaGVXvRXJ0mAKd7Jy/Ir+Q0XBZ29VoHIza93mLQrh++aJjd9Bp4PTDf4Xr7/o5jE/vf9VubdRG7aW0Yyf/DlEUYKt+EgV/DHOTR670LY3aqAG4SpEDzeLO4WnRy9YwuvR+SLRRuKcjmeUKUk2yCBKLkV5kZNMqTLbpksv6OPEgqVoDRqlfFvrhqXJehK7zICt8KUuzqzykPIibvxklonsmjC1RF+3BUTvBeIbI2EciB0QfEo0A01MGEsQgeU6ZN5zCyuQ2VjusKrEgWY61VEW7u4Zae69xfd7fxjMP4/xXPomFvXejunBAV1jjPZRWlOcgPHJ/K+5sEn+M8tGB+deQTaUEdNHKHEcoNkFtZOjIRFtkTQ5WRSQhyc/J5tBEz04WrqWnSe+ZpYLlPTGbR27TyIF+PhM5sAahDjlQfAlI0AGHXo9EFfSYVyELCaNyd/4VTG1dV0Jnj0jZZeX99rNVDpm9wbFllMJW6EBe2WGy2UkkkwI0muBJhKyWkicGMnoDBrGQ8sIT9PyT46675v3o9rbhFWqY2nEdLNGvYSo04kgyry69rK6bp5fAn2TYRQ00neUgZZDTNRUM8p+SpW8qeF/IW2vUQvWH4cmnayoIkSero0pRK1QicsQ2novPNaZCHMLLZ/aGJqFKwqbalqf/wHMQPbEkuZNIhRq3jjhej5H0vAWBKjI0V5KTrxl2ldoJsuIqALM+hBjX1pVQc30FFRJfqTZCDkbtom360B1YfvKLqN18R+72jWcfwaEb3o+5XbdhmLtH3IJhD+fPfB2DQRvd5hpK5RnsHL8ftjMagqP26rSF+VjLP6+c96iN2pVsVyVy4NUZo5I6BelcchLZsnn52usaSE9FIQ45ee6MAWtp3oFMizHT46QCXPqDN1LKlLHtDHhdiXDEf0gQLIg4FD1NkjENdEB5+cwpl9Ym78VOSesCidWb5KSL2LjyiLUioywC1EvF2SiR25E8j/jcOvVN8gp0CnQ2NkqP2G3G24ggAEBlE3CHNsJeD45fgC2cpkG3iaDXwTOP/wWmJ4/AcRLilC4ipcbEw1/9XfR625BtYeEOFMozuSmNWiZYvFda/oV16mrIMak8amQJsByX7Ku8xUFXK/QTj8qrxw/rbMWwFD2NKI+Y5pGHI2Kc7dRYFoWX0s8sPXIg/n64t1lhUv2WQ0gld4BjsrSWXI+pZDwuD63hGM67Xm9aefB5qBtJiwbJUXl1aQ6AOD/fn/TS9XVThETpHWpiIfUVRCok3y0JcJTONrYpHoNBvEzJShuEXRJT6SFLzQZ6/PyeZLVDagEQCZT6EUyn5HF5kr3cX6IKREtIMJRVUifj789WiINMcwzHYsKWRp6k5oJOp1QcG6Y7ioqYWrGSZNda8p3oSqq8F0m8THEUjJRWkk+ZHiu99555XUemy6u1iPO/JYjJJOzq+aCfHcu6CJk4TnJ37CuCHLz6l7xUu6RxwI9MTmZpoRpC8XKh0mIyhE/FhxGmCHCylK2Gk9RgKC8nkJqGJjnm5QLA0IEyOCSEpJnsFLwR28jozssC0JMm711oDHCi9y/ERKJA6NOnmetWkDVwGDaRZEUnXRRNLgBRalLX/5/Nc9csZ5mPPzDfh3Edlo9VRoIjzjlXuQZrxafw7T/6X7Hj8L2Yfsd7YTsuzv63j2DzqYcVsclC3drAbENMJhScUgvktdd/APX6Gfh+Fc4QmBzbj8qgCmx3c7UX9MQvxGh0HrX6zV9LcrXTUrqDyWTyIjk2ERVKrjMkCa+RXaB0GECNUydVMVJ1VnxZ9b+SzKezHDgOpG6Fuu4gJcKkWwjYav9BLcv+zqu7QEnmBLZP9vc45GkbytoTyjByqB8gQgAM+fE6RignlRUhJ9hkJ2VECy2CgSJoeqqvpFPBTBn2B78lCS9zAbApwiYqE2qInNC8NC5TIYtIZLRIyV8gBZGnyIYsbRzvqOYNZUxQaMloPJcwRrgw6tcix1Tqe5AjI5MBIYwDfgPDmayBkzY++/M1pJs2msoxC1xmerDZOWJfwzGK02ShfKh5kdkgxn0w26Wck82hDDLqOrhSJEoVZeGYMISubBUa9c0MIwCwlbYIHVAZBpPfZp5uz+Vur4Zy5EttI0x31C7abNvFjpmbsLzyLSwf/SouPPcQygt70TpzHOOHb8Pud/wEVj/9MSwd/wdM7Xs/HCdHux3A1PQhTE3Htci1QuEV0DAftVEbtVF7zbWrETnQXqX0YkkgUXAg07ckdMj9SaqS3oiWOFUkLqPgBtXsCNdLxMFVOciKSGTK2BI2VbCbhK9SedVG8RhFnApycrWJdvDeLYFw+Btm9T9axsb1lBXrhMkzBH0zrCBbmsgo+0UjGynymKGQGPG9ZHPuNcKQA4lHKZW2tIc7NXctXrfwW3j6m3+GxtYZtM4cR2lyAftf/yNwOi723Pl+PP/1j+CrX/s/ML/jVlQqc9gzfSds2xX9IglQ5jsyVPd4f1phU2zTMPTAOB5AxjvzV5OcS1e926HyDmV6k6xcGd9blPk3c/UjwtfDrAfIvpMwNr10TXbKIQ/yL0NCbEE5uYb0yPld6FRfEcZIbipLcuQ7tbtZYiG9QX6/BlnRioz9TQ+HZOVsyqX24HNUJd2G8rJJSJTaELoiqfrBy4YltKQyIWQRCtJzShruB5CWBZZohH7v6tyDqUSu2W0qMp3yUI1CSCoMQXlngziZCisaRaA4P6oxaUgyp/UfZPqo8tI1+iHnkZTc97CWoBgJwU/NLf1kTA3G4nsIvZKxzVQ6VCHPehbt0femkAaJHxFhDV2FIAgiJr/fYTW+vivTVlNojexXdz3+tok4GKmw1NUo8JsXWhbd1LoxyPYdkI+OXO52VXIONCzYFB+EzYmCLFPqtQuWs67+lj1lOv9eThwOBXk4MQuGuJNiR1uBiBOxWhhfsqFVbv4mFyNbMeet6ZihG7nZydZfieHrKIdpy0XBYLJb5gco4TkdbsmBd/WHmyrnGz+D+quFXEzYVTYabUFBevEmw18ae2SE62cQ98T3UfPLuOvGX8JK7wTOPv8VNLfP4djf/hEm9t6IcX8HisUphOEAS+cfBgDsmLkFvufDVROAu1JPbsVOwaaiz3UMtpt6n+K+COsbxzFmS3hWQJROXzHuqbffSyZNt0VdhCx8rYVbUvCq08qy1ZMQkjBK1Uvm+4Qt+CUq1EF+QGHDzJKIHDs3BBRqo/CFtSzYTEOHkLoyyGQsVocOstkKekJVjyVDHI6e+NMcJKFloL4BuSjQENclrcUCN1DZI+mcdCNzhw4EjaZQ7mca2IYOBOePi8ghJ8dlM0SsHM0GGgpahrudiBuFU1noPt10qEMYulqcqZgTTlLjhkaifFcMr9AoMJw1zSdR55HOUGqc9Sey12WIldwTyZ/RDgu5PUJIbKiMXGYDDaVglVqE9ZwvwwO++c3Jd2YzI0XrMiTfDkcSn9yRmhSpstMvJFl9RQiro2yFUbuam2VZmJo9gqnZI+j3Glh3V7F58gmc2ziKcm0eN7z1VxEMuiiPL8BvlC59wlEbtVEbtVG7SpED1kUXlm2goBrCbdqjC6RGLi1Vwq4Scsyym/XlWMRFWY5GpTda8ySySCiOXm8OhJupwy69bVVkhOxdyXxOTp61JPW5+LeThBUsKkUqVTJbsnA10zrH+015r9ILpceoQxwaXRAecsusrie9pjRDPI9ZrqvyiXetIWblCRaXYxSlCBuVyiL2zC3CnlDej5I+Rgew63WzXy5iGVuybnyUQkIEi9tqshyjCiFJlId9lSd1q/K++V7cfgIZg9X+CFWLU/amFMJgk1yp+lOQ1zS5NockyybJuGxeinCX0VCIogSdkqz6gIVv4nN62wLRo0fEdyzDLqkxbIa11HFaI0SqLnJbfC9eI7me9FrTjeEOHaqQt0JIXXmVkiCsdSpUOJIebwSJupjntMVzEkbW6pIyBJTK9NBoIxJ0iCGOoYFmMpNBHS/fB/P3iVj5Yr5qptAggQSw0JeVQtGARN9AkxZ9iZDFz8XsE6m6Sa88L0+fiANDDoaOg2cuAwk6JbJdymafp8NggNC9EaEuSofrsWVc1xw/xrzTUwRGXdAqG17UCLDsw5YKJ5aVcyLnuaYiFEckQiYOTCTWGeSEfL8f24vmHMgJihrsmkmeA7clNRKyMXYO8LTWubyOju/lTKyE4m0jzq+OI2tYDHidapMXh1TpOhpiytNUpzEiFrGENcwyt8IwGiq5VSU84ohtvC8eJ2HsdIqo/FjcVFldbZBJTgYFa1pqcnGy3ruuHpgDR2ujxDAO1IK63c3s79ZNkRbZ51rmNZ0eBSSyrKwGNxR912chC9XnfcFEp6gLq851TH36+MLq+Rwx8fA49dcwOPtmGGJYFqWBVTf4G+p9sq/F+HFSk7shdKRanpCLjmOrRULeExBPfEyZM6Yq9jHDJrLOg5r0uL8x+aUrEQptfb5jLUIjni9QHAoapUM/O3HqTCEpCU4uTpdZJ+L7p2GUioMD2awI7puXeqnPJwzkiFUuc7JzrJA8DTMtL94W/01zOtLnyNxvKowZedkplYaD8a0yXp7Hg0o5KPJb1aXJmQaeuRr04iYXd22Ecu4VED6nPr5jZr3ICrCUFOb7kNuSmicqzCycknQYxKhLQiONqaI5UtBJmFFqpae+J+nsCeEnIDXv8Di1j5F19CKrcF62dlUiB6M2aqM2aqM2aqN22dpVGVbQVrJB8FMExNQ+Ev7ScqtkJAtrT3uoSjAkL7ygkQp53R7JUcS2ZE3xkrG/FgmRjQIlw5zwRw4cTeteE4RyQhX8zRAFIUJByzSPOMd9xb81MSwPLiOzXzF6dZW8UhbNCCuKNNTLkqro6eQhMlqOVkLc6fcgYbqh6fVIMhaP0xX73IScZa3HYkhRV3nGApGJhmb/QCAAmW3Co7JIvqxVkWkM4fA9yjGlPIZAvT+DTU3PhtAxWeodKYKjnk+Naa+dE5bKIUBpRjq99noKmen2E09HPjf7mH1mEGhTHo+8HmF2QtUS4k4J1dgdUZlSobRazlgy2CkqxAqsosKkk5YHziGW5mUNUPhDi4RplFKSJFWf9bJevr9lkkUdAe3ze6aUu2Tsp+9TVoVMI2rGt9M0K5EZuArfDb95QWS1yc/1s6m/TkchGznjlfLFxaVsBU19DyTsyW2azJsN6fLfJJ3nZW6ls6tcISDEuSjveI0SDc3xDgAOi03lIbpEYPhbIUss1P0qeeKV+DvWCLQRymHp3hfWfAHy58bL3q5GQmJeWEFPcqEZHnBy9M8zk4Q8N9NxJGuUH2dqMot/TEHpPQE5c9K0ciZUTj4cFHKg9UyDwRLfusNnJ/9BfjSpCU5qpWt4zKPmuGRMs4RlNi6clyqVHEjGu5niY+cg62DMUggI6U+bHJI8ffjceH1KdEWauKnMgKiWQPJ8p+nSvQBgqQnRUn0fiepvFt8fJwwvZ7HlNSYTgyPShk1WHQ7aGFVx3pwPkWNXHw8kY4jn6ubUXaChwGvIbRxv3CbL5PLc/C1ITUieBwhGePK72r+oUuCkSiRDXDlpbgy7aaZ/O5tdkytGRUcgyi6ohr5+6vj0omUsRunJV76PF/j+WaHQOCwvRZTs/9S3CyThNn1uOc4zVRWz3zpT7rxVAVWzXWyMcL6RIYcg5eCI7Bq0VWy8lROiSMHmxrfKbyYngykd9pBzEuc5zkksCx0KYbf0d5y7gOo5aZD5Te8vFSTJL6qTJyC4QHwu3mdOaI79acxzqnImKEYl++di4Qj5GDnfweVur0Xk4NXvhVEbtVEbtVEbtVFLWvQy/rtIsyzLtizrUcuyPvVyb+nSnAOdTy88Y3rQ9EJppQvzJw1t5VbsyiEy6owEWpqSNJT2qKW1HabOLy3GjgnZRm0TCgQAq0R2azaTwaJMp7Tk6QWQOCdDB2noV3rGVHfpZzUFMp57HtREgh49bFlz3TNhSEMDXl8jNPeV16EXYwmbMUOAk+gQnzmbP67la3MqGUIRCSPm3kvy4OS4uhc1poRUrYYF2QcG6kIN7xyIkt5cOtwjmlVXx8t+yXgv6jkbzWQfemK0s+Xx/CfvRXqORIAK+YqSABD5zB4RRLaqWaUwukjoIA8e1pkpAm7Vuf2E6WWoiu9b55QLzy/luRvsfD4z+1x8g9FYRZ1L7S9RPj4rr6c8ZSdHDyQ9/wAJIqb7qSfGXyp8aZKIFXqiETJ5PYotqfcv+6dDJDDHi91S46SXg9JdbL5SdRB0HzYFUsGxl0KlAGRDFHmITPZOsvoNqs8NPRiSvwepb1Dsn8D14tmIjLEPBjnzAfeR54zUb/x2nSyCzG/N6mf7VyPA8j1yzAfZvpBI6pXIVbgMyMGvA3gKwNjLPcEIORi1URu1URu1UbuSLYxe+n8v0CzL2g3gXQD++Lu5pRfBOSACIGJ3jGkrS0xbXdIzSmsL5DTGA6WFavVSHIW6JLmlPHFpbfM3evLCemWsVxPapMdAi1RZqHnHactWIhApa9mSnkDa4zRQjKZ5vPQ0aSXTgpeeAO9LW+c5FdvSvARJaEyjGfJZ+BsRg2Jy3bSqXJ7UsR4jpSwaoeP76nr9oINT2w9ja3gBs8W92Fe5BZHwrKJzS5DN7giVuRT/wNpuJP8TmN699EYjzQtQKJafgw7wfbg5nwS9Qj7vWEJ61HFrhVxEpSwSoL8P6cWUU9dJxegj185Nr02nu0p1UTadriZThKlGmNZlQKJQSA9Z6hwkHAN1DwKNCNWz6jS5HPJw8oNAODbj96YRvDxiaWqcGilwfB9Mk82paKg5QJJIx7HMbzVH8XQwGSOIQyFfndZc6OxMqo86U0pyeGCmCgKArciDGiUwUvVSc0MeYZOcLvlgnGM5t1wsxU8igEz7zYvhk3MyoCz50Pg93p98htR3BiRzSU5VRj3XquNy+UWqRa0E0dWooib8ClSSYyQ93wHJ98tnMngeqTnJuPgVDvq/spf/vwH8CwDj381JLh1W4ITYyRJtdCeTidrOYcf5OWQcJx2OyAFyeC4JQ6UhKTn5cdDmSF9ycaBxYBDDOGh5nNQk4L/1Yi3gxNRCHsnsCNtcMIzj3BRclkeK0aRDse2FRH7kgskPP++cNCL0pCCO42+pUAkgIO1I6TJYOZMtb3tDwO28pbCHRn8d37nwt2iGm6mNQ+zp70WYAwtyYjN0DkhkLCjIuCIITCwv28mGUixmMLBfxfuPVFndKKUfAUBPcumKfbJx3JB4m6dpYKnsEcNQThHvkCJ4RUVXGwCDiTxGO4nCQidDLYRDJXEsS4yzPG1athlIpLTzpLgZmiCkLutS8B50Pr00DmhMbigDziDSxc8TLM7EzyckmRkyGFRVaETpKgSyCxjN4CcvbAMu4PxN1idhf1CsR0K5/Vrcj+0ZJYIkJEIGyj4dOxEfUNrI5upT7Kk/LqTSe6YxGxnVJ815qjcuNAWUWBe1BLTkurhnnUkjhg0zA1j/wDCohuob0JlF4rvSISD17CpzR2amaL0a3qb4TphRQpKr1J/RoQJ+u9KoUE5BWG9ktul/X2whD3KcL62hYpvPBmRDMS9kEORoVVzu9mLCClvrz2Fr4/mLn8ey3g3gQhRFj1mW9WZ8F1GSkc7BqF2WttE5i2c3v4qt3nn925S7E2PODJzQwg5nHypR5SJnGLVRG7XXYhsM2rBsF66bU5561F5eexHIxcTUAUxMHdD/f+q5z+ftdi+A91mW9S4AJQA1y7L+SxRFP/NSb+nSxgEtP8PbprczMLflpepwH0k6IiykvGcrz/KjRy6OIwwVpSV2gSxiIBEAIgYklKXz5eX9yVjORaR8IzvlocrjWJjKMaFiIEEY9DZJjqNFS7RFenJp4poOkciUNOap5aRzpslKOSlQGhWQpKoOlfxSaX1I4FmNKjWaaA43cbr7bSx1n8O1/l2wijami4vYe9O79XEs3jLciu/dW0kQB00svAg5kilWsmCPhhF1TrpQaaNyJKsPSmicinok+BlKfPFv9LbTlQaBpABN+hrxuVPej8jVT0P46QJlQclJwhiyoJFSI7SU58l7AxLv1e1mv4+eKqYTFHhcVuHOVfn/TsdEMeL7tbLb2OdqvA+lrLTq18H+mnHfQIIGDKpEXZLnK60rUmSvi8bGaXS2l9HrbCOKQniFKoq1GUzOH4HjFtCeV2iG8PLtvmX8ZnjWjMRpslqybaAc6+4Mz5Nsq56J/w7L8QFNIQ/sTiQedRgMYYtvntfm80byk2M1VY0ExH/bW8s4+uinMOy3MbF4A+aO3INCMTGieQ6OzUG3hW5jDYNOHd3WOiYWjqC8Z8G4Lu8PSMaZK/p8WFKEUtYu45ovp1Tu3hvi+Bf/Etvnn8H1P/abKI7PIrJNhCT0smi2284iHV4r/q2g5gFZ3M/ZVsixXkckeTSF6BpzoLppFn8q5dR4YYqwnFvkXNnMSVW9zO2VIiRGUfRbAH4LACzLehOAf/5yDAPgxRgHOmb0wtwBBOpLkpAqDYY8dmoa+s3LDeYknweb55Ex0saBUapVxWf78YCzXAHzK8g/yhNNSrVoKOJlnAQ4wPLCGcqwysN1eHdWjsiP3j8XLmPMOIdLms7PlX2XjsvKd8V+TbF5AcGYZ//IWgcMVRR99IZNPFX8JjZWnsHCnjdgx8xhnDz1bTSWzqIz6yB6dxIC8JUATGk1Pr5azYqmcNE1ZJ7VO6UOvtTUZ2VALn6yoiUXKk6QgZTyJTJJxFFIzvJfvBdC+BKuH5ZZKjwV7hHHpfXlASBiCDcnoyA+NkBYpDZBlqnP0MGgmpxUQ/DKCOlXxb2ofnXVpycXa957Z4rnEmJG1OMix0EYZFxgrDCP90DDSr0XYZtWVuJOL6ooE42aKIrQKHVw+sGPY3vpKIqzu1CaXoA3N4mwZKPfamL1zD/g5LG/w65/8gsoTM6q6yfnHqphxkVUDp9ALXrs++Jqso1JRMU19kn2nIUtM2QBAKEdwbIsNM4ew9HP/QH23PF+zB++F7btYKCMie4kMse5asrz1KLZCDZw9tFPo7H8HHbc8Q4UpxawdfSbePIT/x4z170BE/tvgWU7GJQCDJp1BOsbaC2dQOPMUfjjM3BLVRQqUzj/pT9Ebf4gCrVpFIpjmNh1PfzKJGwlHd1HB2vPfgPNM8eAKEShMg3fLaPX2UI46MP1inDHJhBFIVr1JfQaGwiGPUQIEQ0HGPY6KIzNYNfBN+L05/4r9l17P4KpEsLhAFEYIBj0MPQCIIoQRSEi34blenC9Msrzi3CtBG1g/3RUDRNbDBIrqBjvtlCX/BnVh0rSWc4D/GhZUdWs+Kvm17yS73JJutL8g9dIG4UVRu27bmEU4GvPfxCze27HrXf/Co595xPortWx8/b7MfVjH4A3M/talA4ftSvYwjBAfesU+r0mBuhj5cTX0dg4Bdv1MbnvFhz5H/4NHL8ImzYps/vCABe+9Bmc/uB/gj81A29yGtWD16N2+AbYno9hs4GtRx8AbBuF+Z3wx6fgjk/C9gv4LsKvCHodnH/8q6iffxZBrwPb9THo1NFvb8OybbiFCvbe/QGsPft1nH3sb+AVqxgOO4jCEHaxBEQhgm4HXm0S/sQ0wu1tRGGIfnMLjusjCIfYccObsf+eH0dUi73dyemD2Hnz23H+6S/h9Ff+ElEYAK4Dt1pDoTyF2u5rsPPN/xhuKYY93C6w6653Y/PoIxj2Omiuncb5Jz+PMAzgl+IO7He2MbbrWswfeD0sy0a3uY6g08LY1D64to/BoINOUIcFC9P770ChNg3HLyEsObAcF16hAsuyUV7q49zz/4DTz34egTWE7fqwLBu252uU07JthFaIaDDAsN1Ae/kUrv/pfw2/Ovmy38P3bLsME2QURV8G8OWXe7wVXcRKsiwr+sHX/9u8Dbx6/L/Mrxaeq51SRjQU+VIMduTB/Ol9gQSNYOGdi4UcLhZWkGp0dC3yaninEYqL1PnOCyGIm0v+rXUDLoJ+8N5FmCajHKgzKXIKDBEJkCEL9hXDEznIA3O05bsKpuOJh8zw7kxi3bd2xPs3F0I8/x/+DWb/1S+h98xzqP/dV3HN7/8y7IKnX197W8B7zfg4r6EkhwWPkZ4bIcdQmK+6Cp/29pM+DAi3EzGUwBG7qkPiXQ5Mz+Okkh/BAF6X5DZ53SI9Y7Lkkus6CjqOcobNpWBEK4j0uJFIxaCiSGNFqhom2/oqo9liREY6VB6fAZlz2im4nfcNJMgBSXwSjQitCO31s/BqE/DKYyZao8IeVhQjAr36GnpbK+hsfawqlAAAIABJREFUXUB7+RQaS8dQLE+jUJoAbAtze+/A5I7r0B9zYFl2guSo67Znk/E6LAHhoI/hsyfRb25g48RjaC+dhO0XEQ56GLv+NjhOAb31CxjUNzFobCEKhoDjYOad70X1bXcDAGrHRQYFXy0lXIbAsNvC+rcfQPv4UTQ3z2J6982YXbwNTqWKcNiHVxqDW5tAFAXwBy4sy0Z71kbQ72LYacC1S7AdBz10AMtCAWX0tlfRb27Br04Alg2vOo5w0IOHItyCCYHnjZF+zQxRODJZoW8iG24nRBRFGPSaCNrxR+aOT8L1S8bYGFQ4n6tnZ0KCCE/xO9HInEz46kXGNvldDhnGciMc/8z/i/bqGZRnFlGd34fS9C4UxqZRKE7ALVQANWYG7TqsSgW24ybfnOwLokKUhBekU947SZ15xbXsvGJeYuy6rQBf/PvfRBTlfbmvfLMsK3rL23/7JR/3xc9f3nu8JHIQaEnWZKBoKFVPxDQSosxxOq1K6m0zdstUyGYOu5ULuIyVEwq3c0IOPLcWnBHCKOk0nDxREv1wkhuRkraVi3X62vL/0wu3ocWfCkfk1HlA+dLpTcn9CgOA1+G9GKmljvlXNIrekJVviToRmqWuUrvqe120zj+Ptce+iuA4MPvuf4T6iaOAa8OdqMK793Z0v/Msnv2F30Pplusxdv+b4e2Yg+XL8tGpRxBzYneaf+PnlYZDssjzPNkPX7O45eRFdjrtRgHFDwvmBOPL62lmNtL/0E3XDqFdVxb7KG+3O8vrJpv8bXVGhk9TX+KwlCzMfZHNGZTVpFfg9yFTaNUfJ/7NKyWdMKBef6AeqikyNgqqVkFTZTK0ZcaGuh8mfDBjuNXC0of+BEGzhbDZRPX6m1GbPYAoCjF+zc1wvTI6F85g47EH0Dx3HFEQoDg1j+LkPMYP3oTdb/oA/GL8YHw/QwB2BCBK3hUXnPKazPQAABeoHQJqwOzB1yMY9BD02nDGxmHZDlq71K5quIfDIaLlDZz60H+Ce8Ne+Lt2akgfSN5baS3+rdVdw7N/8/sY23UE87e8FYdm98NzFItfZkDagAUXvVrSZ45fhOMX9bVLg2SAl+Z2ozS3W4/zeFqtoB8BnJXYx16L/y8WLmXg0igIBCeQBioXZ45zqzYON1I8ACvuZ+MZdAVdXlct9rVsyIrNEtOyNuB5m7LWRVNlUNjATff9MoJuB42N02isn8DWsW+h11xHrx0bb4XaNCzHRXd7FZZtYfzAzZjaewuKk/MI5quwVTiYz84QmcFjUEaB/k0Y+zSo00YQYGbvpOtIvCrtIlH7K9VGYYVRe0ktHA5w4q/+EAv3vR+t7grO//kH0buwhIV/+etwanGccO43fg6DlTpaD34TF37nD7DjX/86vLmcgkij9rJbFIboPPE0gm4TzlgFdrGI4nUxkzns9NB96jlEjU3YlSKKB3eh+dgpDDcbiLpDABEsFOCMj8EuleBfuwfu9AtDveGgj/7SGjrPHEX/1BkMNjcxWLmA2j13Y/Ld74a11kb9Gw+iefpZREGA5S9/CsWpHeiuL2P+jrdj9qYfQHF6pyYe63j+KzghOl4BjldA+ALoXtBqovntR+PYeAqprJ89itWTjyDodhC12ui1NhEMutj9uvdh9tq7E0PzCtTj+V5rrl/C5I4jmNxxRBt+oQsM+x102+sIgyFKE/MYOANsPPMwlh/7PHqNdQy7TdheAVO33ovxvTehNLsT30safrnaC1e4XboqI61AgV7QsgpKJtGLHgAADb16DVpyUeZ4sChKLbGsrS6JjHSpxAyiK9HR9BODIy0rnCPyofUY8oRuOGHI3Hn+xuvKc/L+0oVQxH1pKVWJODALQ1dJkx5cSsBDFI3RoilaW4K4q4B5VT69zkkW95sugNWbSlwO/T59ehDC8q/H1+3MxPcShC3AsjB1y92olUKc++R/RX/lAqznN+HWdiXXc6ZRvPcdsHoR1v7jf8bMb/wc3IkY945K8b0PfEWSqwsPJTDh+UjC36bOlUYQgGR49icVEiBVfvuERM3zAAnCwD7oTohx7pr7J8JDos8pj5DSCgISVKC8HB/XG1ewabOOfrMOf2IGEXPKU0CUvq8ohHWugcH2Jgaba2itnEJ/5QJ6F87DnZiANzuLsN/DYGUV5flF+DPz2HzsIfhz83B2TmGwtIL+mc+gfPONcCcn4BRqgGUh7PXQP3MeYauFjY9+AqUbrkO41ULYacffSRTH94N2/Js3NonK3sOYnL0OhUMzKEzMwSlXgJMAUEXt+h/E8I74noetBrprSyjN78LYdvw9DcPsos15wwgdBaltqq+NuUU1HVoR30BP2ThEXeghn/ydfwcAmHvre1Cd2gc0gO54iK2nH8XyVz+F3be/E25pDFa5BL82Ca86DsuyEYh30yMJX2YdcAwy9V548vRwiRjJ53QIJlrZ4wbq3+RZOD1BAm2Z55LQOPtIEm7T29gMnYXU7kRR8kiZdk7IiqEOhkFkqIPbNCqRlUKJv91CGRURVvHCEspH3obwhrfFx9tAv7GO5ce+gNPP/BksWKjuPgS3VEXgRTGnxLJghYBdKMKtjcOfnEGpMquNUqJCGokRC3IoQ+J5Bc8ud3vt2QaXNg6YKiW1zRmLclvxSCEkG4hULUsrB6ofBBxOBnxeNTiLqomtbAYDS65mFkpAM+11vDxHPz8ai0d4Xg2AvJapzpUD8+dVrcyUpJWV86hwx+6IskYTQzH9fhOtzhp8vwqvWIPj+LCVtZynjBeQ3c5riLS6nlJy43Xl5NCZJtM//n9HREGGXoTVZx/C+qOPob1+FlEUYuzwLQiduH92vO/Hcfz/+t+x/FcfweL4FIrzO+NzqAlt5p4fwlq9h+1P/h2mf/5H+aTqeeP/G0wlhsuwq8ZbR/WFWIj1gk+oWxZx45AgjJxTzFHH23O26bCEjNMz8sNq4EznE/3De6IhYcC8Y8DWE9/A5mMPIQoDlHbugTc2hbUHPgdvfApBt4PK/sMI+z30t9cRNOsI+304lSrG9t+A9rnn0V27AMfzYyLb2DTK83swdfONKE7Pw6tOJPc66GPj619CuD3A/jf+d6jtPBR/l4fiRZ6GJu9Twsr92zZQP/EUilOTcIuVOPRkWbAsG65XhlcZg61WIb3IDIGwbS5GDMn4qKEyXgO6wEC8o/R74CQtjS1d2Y+Zs/1slgTfMRee3lT2GtyH4Zu5e+7HygN/C2d6CnYfCNotnPjwHyMKQ+x/zy+gvGOvuhd1fD+Zr9N8DRmyilKfoYSqQwW9cyEPhB/BcUKehyVtd/oIOeOc/3abOddL8WdkS7J4stvIGWBqKdMO5XvhfTIU05dhFBpieT5X8YX3SYcxJMeC753HDcoWipVp7Lv3xxDaQOvCSbTXzmLYbcKNbAStJoAIEYBB7wKarTp6mxcQDHooT+3CxN4bEdxzDyzbQXEjfmmF7RxVWyS8nle1XY3Iwai9+i0I+ogQ4YEn/h8MhtkiUWx33f4rqAlvPd36vSZcrwjbfvmvORj0cOrrH0dhfBZju45g6+QTaJ99DltPfxOd7QsYbKzBqdRQPXIDth95EMV3/4hxvGVZqN10K85/7M8QDQa5PJHvtRaFAVrnT2D9yQfQXT2PHW/7YdiFIhpHH0f77POYve+dmL7zjWieOIpBcxOW58GdnoZbG4ft++ieO4Pe8ecx/6b3oji3Gz5y0KmUt2d7PhZu+0EAKf0HAJbtXNQx8cemMHPLD2iPT6I12nt87c1dL6m1zsbKcs2j30bjO4+hc/oEpq99PebvfqepszJqr/lmWRaqO/ajumM/gJRRQuCRGfj1baw+8wDOPPQJHL7lJni1CbwW22uxZPOlwwqarCLIX+o3t2V63azqBiSeqYYHczTn6elKL5iwu61y2fPqzut7kwgAMyao9y6zIyjyw2eRsqAVpXOgc9jN8Em3vYF66xwqYwsoVmb0RNLorcKCBb82BdtxEUUBIgC27WRIalJwhKgAn1nm1RPWf/bJT2Pt2YdgOx4sx0UUBipNqADbceGXxtFtrGG91kTzmiH6W2vo1zcw6DbgjU3CGZ9Ab20ZFx74KzilCmoHr4fTriLsdVC+5giKC4tw4MNW4ZXQAxpHvw3YFkqL+2C1O3ArY7A9H+FMGft+7jfQPPE0LL8Ad/M0hu021h75opIxjmB5HhpPPY6Fn/r5xDuig1mJ4BxehDNeQ+vrj6N6752wFDqgUYyKlPJVf4fZ8ADHUp/QsfDgQ8KeZNcL4GmoNGTyWPz0bEJ6ckL/RCMMqawFCHSAv7XWzmDrmUfRvXAWnZWz8CdmMHXgNuy758dhqdryU7fsTQ7cAIrjRxAx1B8B6MT/1arXwrrl2vj3rklIS0J4yDTtxRKxMkSi4j/0HN129pw6w0B6samoYm9MIDmUHWESUV6Ejcx5ibYMTE9RPh8FeQYV83iJ9vTU/J4O+wACQaKis7rdvT/6S6hvnMBwawOlTQela++HP78jZueJZ+Dx0lvndTjepGaDNqTSYwQJoVCz64WdrzNuchK17FT1yL7o8zDFJzaenc/MMSLB11TYQ6IfRAx0+CydnSO2sZ9kmILzlksUTdxjeVWRTYtmeAFIEAPei0QjUHthg43viCiGgZTwttThnfVVrD79IA7d9zPaMGguMlSVrDvFDdEh3hUwFq9G5KA7kY1f+w0FJxZNjWo7B6F3ujk/amZ5tlhJ+regnC0fq+dACfvban9lVEjGfXfWLHMb+BbCYADLshGWPURRCLvZj/ONFfwWRRGGboijD38EzdWT4jo2bv7F38YTf/g7mceqLh7GxJE74JWqcMs19LbX0Dj1NEIEmL/3XfDHpxApToSOKQveBCfQyfJ92DzzJHbc+244xQoquw8gsiJ015exdfRRbD35MGzPw4l/+HPYDxfhTU3Dm5yGXaui/uwxDDtN2OUy5n7tnyIKA/RPnEav1YI1UcDylz6FYGMLYb8P2/fhzsYM4aDZhFuooL+2AqdQwrDdRHnxAPxdOxE0m+guncFgYwP+jh0o7N0Lp1qFW6zBHZ9AcXIexYVdsBw3XuCQTK5O10LY78MtjyE4vQ7nZldPNE5XpTmJmGphS0HFE4wP5sSqc75dT0n40zgxvN/Q/E1mBujJlV6znd3G45kqKM/ttoHm80/j9Ef/CJN7b8b8bW9HeW433GIl0f5vm7AtkJq4gQwSELrJRByKxSERa8rer/agcvonXYcgb0LlhG9A5YyJqwXAgLF5f4TdpRohDT/H/AskBgD7Uca29b2rv1QslO9cG5BqsQ1EtgsXW7tv7gvYmKoeBKoHYSmwzaBBcAFnLF/yILgwcvzI+mJUHmT6nzAA2C9hjhGjF1k+izCQPJWRMFD9ZGTspM4pG40W3pM01uwUAiQX6bQBFuWSOs2UQmnseS3FIWKmjjQ8VJqkTo+NpKHDf6tvXRi8DMkk4VexjbS0CrlSyTarPURvawWrz8SoXW9rFbve/9Pw9x3Wp6CRJ/uwPyYcRvfVNw7yQkFXun3PhhWGwx6GQQ9RFKC1FaDf3UZ7awnN7XNo1pfQ62wBUQjHKyIY9gBYcFwfrl9GGAUYdpsIwyAWOCnVYLkeomCAKAhw9KO/C39sGuGgF8dzgwBRFCIc9NE8cxTDVgPDdgP+xAyquw9hOOjguQ//HsoLe9FbX0Z590GUZxfhVmooLizCq04gGg7Q3dzCoF1HVLAxfet92HjyQURBgKDXwe53/SSqi4dQ3ncIC2//xxjYfViep9NBgeQj0eluTvw5FA/u15PfxP1vj7eFQNhqY7CyiqjRQun6a1FoxOdy23EMu/70Y+j16vAWp1G7524UFnbBEqiL3XvhOGY0HGLz7/8b2kefwWBjDeUbrsfE29/2Sr7i10QLeh20z56I/8eyMLbnyJW9oVEbte/DFoUB1h//Gi587bPwKuMYO3wTdtz3Hrhzc3DLV0Gm1NWIHBDSGhpkGpPNSqvXkBXVVmh8Cb8RZo4nrCQ7xmvGJ82Ta+V1KDkbORbWVp/Gyec+j16/jomZg4gGA7Rbq+h2N+H4pZhU5ZfhlWooTu1A7dBNWBi/H8WxWQAWwk4LjldEWHAx7DaBZic+plCBVSoiDAbouB0EvTYiRLBtFxGimIjI2gKOC2dqCo4XIxTMSw8FO7563U3orS6hNLmA5pnjaG+dx/DMNjpf+CiCThuW48CrjsOrjCO0IoT9LoaNOsJhD9FwiOa54yjtOwhYgGW78OECIRCKhZkWsaUIN9LD0bAiPWsLAGooTdaAaQDtZJ/Y6/dRfcPrUCX0OwTQA+w8LwYhBlub6LbWMNzcQPf0SbSfPYrirj2Yfc8Pw5uYgl8ciyVKu4nHSAhfsrETTyzrFbARrpUeJxnhhNsN1jgTWYbZbbxeXjiC98mwhN0O0NtYRf/cWXQunEb7/En0NldQ3XMEi+/5GdQO3mDKUNDT1JUbk01BqmbNMCUB7+ewuuX9cozJPkgq9qlrSIkQXjd1T0Dy7PTWpJeuSXX08i/i4UjEQcty+NltDvP4m7zf5Pvvj5vvnUQ42V92KqRC0iEgwgP0cIUnn86OkAiQHndEUUQmTKK5oP5fZrsQlcohHXK8hal3DQCF7ez8xpbWFJCogob3PTN0CQBIoWYXW2+cnHCdFlbK+U54n4TyDREt5XkQ8ZD3b7fM/WXIhOfUwk7inNzfU+9POiCFupn90zj+HZz/yifh1Saw75f+Z/jTc0aI5f9v78xjJLnqO/59dfTdPUfPuTuzs7Z31/iKHQwEG7IORFzKH+SOCCiHkkhEShSBghBEgFCUKBKCiChSkBITiUQRIhCFkBhsmZCIcMTYisHGay/eXe85O7Ozc09fVV2VP6rfq/de/aZnZj27M2t+H2m3p6vreFX16tXv/U7ZZaV20Y6IAcz8JNGemBVu/CG34qbVHIRhG6srF3HyuX+BnyvjJ974+1i+chJ5lFAs1uFNT8FxZG763jY9u5cuxPiFXgZAIeAXq/BEKmVGItEm5Cp5oGI6suj2OCDN0LcZhbEDKIwdgBMAhdEDahBxmjEQxxCOox4AVTQmBKKgjbC5AW+YcMm+jkRBJ6m9HsWIggBotgEh4EYu4jhGHHSwdOJJNM+eQnthHm6xBH90FN7gEPJThzD84JuRHx1PH/g+eaf2A8H6KjqL8wgXlxBurCBYX0lyyochgmAD4foqgqWr8KoDKI1NozhxCJPH7kNpZAqOl0vVtPv8PBnmlUR7+QrOP/55zLzjN1GZOoLO/vQ3vCnZUjjIrWbDWuxZjqyEZmzX80vQ7fwSKRVKyW/l9A/x0nf+GeN3HoefKyPsNNFtriNsNzA0cQdKtXGEQROd5StorF7G2tVzWF+9gHJtEpWhKdTH70TVGUZ1/PWq3nzoCSWM5XpZs2RMsmE3lbPY3nfdiSu/lEgRhaumc2VyDXoOjL3zkjMBAMiv9pyqStnrouyz0iYaCkidv8qodkV3tMkByKG7nPxmzziN2Y90HpMOSZpznZz9ulbNK71NugPeS5/+C4Sry2odb2g48SkIwyTMzfVQvu12jL3jF5Gvj8MtFJVkrlikQwvVNZA2fe2FKu36cmZjzEblDK4nWOmzZsdyLNNnRvKc1cyoCcRxhPaVy2idPoW1syfQuHwWheEJeEND8CoD8EZHUcgVE42OV4ZXqqJQG4Hj57Kz51C7D9otV2YeOePU5EnlGCaLnmozVXke6trp4V8y+3XbvCaAdq36OS3KWaXWTql1SXM+aMezgksoz3DKpt61ZvCUc1yqjcxqjtSzKv1TtO2F5QhpeHpbDpQyEyGQ1Thk/D5gThwkdn81/DyI8F/1m+WsqF87aS9P81lo46MK9ZWOc5rmoDcpEY3sVNOuvKjfR1UJs5Tdp7DcwlRIpLZc7qvdywMiMzXquJZfC5BeA1nRUu9PwnYG1fuy1DybbgkAgNZwT5tdBFZPv4T88BiKM7cgcnRtVO+4miZHhU7LOh2ab4F+/wrLN94B4KZMgiSRLyxAc0DpxYO6QVYAUE5Ovd86FQdRGKC9egVuqZI4bInkbjl+DmFrHa2VOTR9D26+gIJfQr44iIsn/wthewNerohSbgilyjimj/wMaoMzyGt6U+Wk2hNG9M4rO6is/gYtQkAKCiqNrvZAdAak/lHqa6lBLGsakYOIE8icBOl2XZniQVfXQ7bBbJP+cHq9NtvOQoKo0SDX0T3LZXvli0B3clIPlHQiQ4Sph34J809+HWFjDZ2VqwiXFnH4l9+L/F3HMvuMvSR5nBHjnzfbJc0EQDrwKxWsrsb2zWVeA+gsXcXG6RfQWV5AsLoMd6CG3Og4qkfvhlepGtvJAV9X/YpWhLVzz6N55SLaS3NoryygvTQPr1hFafpW1O6+HzM/91twvJyVVEaei3ad2uaLVb34iZeKNH+oF7JelVG+xOTAaL1cjPed3g8sD3ij0p8lYARppV8tqVDvk3DYVA6GujOeld7ZEBys0cNwcrNf6kYMu9kG/SXtWYKc7bmfHFe+4DI/ZTz2ZQVQIH1RyHPRJzn2dpQAoHzyCIG8W8u2RfVFmelaNxUpoSnrcZ+aNnqRTYRpVUWKGKYRaZLpfeoTCet4+iRImYxUxEV2vLOjJHSnvcxvWj+Q16CwlOyzOZydMMn7aES7GCZOi95v/jowNHknlp3v4uI3voShex+AUynDrw2qvBzG2CL7lEympkcd6YJQnxo6142bWTjYDZ7++w8mBy1W0A3aqE4ewcidD2Jw/BjqR16LpZd+gOLoQQwdfTXqtaNw/QJGbn8Ajps00wg3AfqXkWaumXNf/RzWL/wIpYkZOF4OXrEKt1S+4THCURhi7vFHsPLMkygfPoL8xEHkJw4iaKyieeZFLDz6FdQfehuGH3io734Wnv5vLJ54ArVb7kLl0O0YHn4D8oOj8EoVJaw5xMyPYZj9SRzHiNqJ5DHx5p/H+S/9HZa//10AQG54FEd+70N72bydsw9fZdvIc9D71DMVV81wPKWq0mYAUv0ki+PEDnDore/B5e88Aq9SQ3FsCitnfojTjz6MqV/7HYy+610Ybv8CmufPYOmJb2Lu6a8j6rTR7bTgeDm4+SJc4cFxfeSKAyjXpzBQnkJ1aAZ+vpyaB2SFME2ylSGXafUwLa9CU5ocImNdHSlRx9r0x5b4daehFJklUktjTKgyJSqlsi3BQ48zNp0/9TBQSVBxjXX0vwuLyacR/mPNmtobS3DyBdTufS3qh38SQDrL0jWQajbZ207XFsSedT3OLaF57gwqr7oL0nNKmjr07ZxAIO520Tp1Ggtf+wq8gSEc+sMPJBoCFcPaa2djEec/+QmUj/8UfFHInJekE24AroPW+hU01+YRP9dEt9VAt9NKUgQ3N3D7734UfrlqbCdnE6njpDSxadegu3nERppZsfepTUjkNfd7M1t7Fu6EgOj1lUgvciPVrfK7rqqWTpntdB+qnVaIoBEaJp0GiS5s32OHUO+nC7LbqyJZRl/safcI9bectamsq4V0/JCoGXmUdepzW6YZ1AhNVSr8bJtkG8hMftKUQ5i67Bm8fs0zWTe16yuvnfzNa2efdWUeJFLPhzLUzyge1BvD8ub4nKyYfMjwSCodtdKCSA2w3l7L2dXQushrkJOhl+mG8t0g+5F0JgRSs7JyECXyo8n7IkNaASA6O48L//GPaC/OQ7gunFwe/sgYSkdeBadSgl8fTXNT6No0aQZTzpHpT0bK5/KN1xzsR7PCliWb73nfpwCYA5tKbaqqYvVMB1riCjkoKDWdtJ92QzQunMb6pdOICy7cfAEDt91jpIIFUpVP14sRtVvoNhtw1kPEYYBgZRHNuQtYPfkDtJfncce7P4RSQQZEZ8/DVTHPMo5bU7fbdlNdTduSAkBMXANTvec2slW9qBsuc3jLwUtP1amSNFFqaNmh7UQl+sDROy9pnpADK6ANIsr+kj0X+SB7KyFWL76As9/+Atx8CaX6QYhqGW6xDH+4jvzQGPIjE4gGkqc5LKdtOPPxj8GrVZGbmIDwfIh8DnEUYePpp+EODSK4eAkzn/4EhBDK1BD5ySxg/m8eRndxCeHKKnLj46gd/2nU7n0dhBCIowhBcxnB4iK6swsI5ufQvnQRzdMvYuaDH0GhMGScn65yDkQHG6eeh9OJAQi4fgFCOIlg0G7h4lf/CXEY4PBvvw+l8en0unTMfanBnjAhKAGAsNdTtuqM0G11Fb39/SIEDCFP2nwJlbNc1s8MIn8z2inNYFa/AzShWWS3k/1LPXua8JQmBzO/A+l1Ue20TB76vmPrGMlCcxl17aQgT5mQ+o0RdsIjHWk+1ctdq+YS5cDTEt/ZF1HGd6DPOECldE/NQ9oESd1bKcwSY5MVAaELpbZwqV/XfhMeYZmFAuLFq/JdaPtU+TistOjdTgsv/vtnUL31Tow88JZkbNDNGrJv9QT6UDetyX0QgpXuc+AGwDN/+f4bWrL5rfd/bMfbPfbUx/e2ZPNu47geqlPHUJ06puxJslOsnnkOZ//17+AWyqgcuQPCddFtN9FtN+EPDKNUn0LYWEN7YQ7NuXOIOh0MHbsfbq64+QGZHeM4Lgan78TAr34UG0sX0FqeR1s0EDY3sPbiD7Gw+J/oLF1Ffmwc+fED8KYn4NUGIAoFOPk8OrOz6MzOmjt1XYhmE7U3HSfT1XbX1tF+MUlx6x+YhMjnsP7kU1j95rfQXVtDd2MdbrkMb3gYufoociNjGHzozZj49d+AW66gu9JC+9J5dJsNII4hghhRq4lgbQWdjWWEK71/zXVE7TYc34dbrMArlVG95Q7Ad+CVb4J4aIb5MebZz34EcdTF2INvf2Wlvd6HmoOtzQpSnUioTaU0GsVZs4IkVeVrqj+rqIaUZkvuMHLVYXTWFrHy7JMAAH9gGGOvfyuioIPm3Hn45RpqR+7G+BvfAW80qbgVAWhSTQYVAAAPRElEQVTZnrL6zFg6CMqoCr1PSU9iFVetOV7KmF6ZVlaTgm3JWzdHyPVkNkTdITFTAdHTfzN2Sea4t73H41CLIilIUw42JU0FS3gbqxrxcp8uipMzKE7OqHWk1B0FHTQWL6K1MIvmxVk0XjiNbruV1LGv1NBtrCd+CsN1+COj8OpJWufK3feo5EmyWiIiAV/UMfO+D6N54Qw6c3PoLi4jWFlCvNGEgAO/UgNiIF5tIOjMobu4guDSZbR/dBrB0gLWTz6HwtgBeOUqIJLIaydfgF8bRHnyFvi3D8GvDSbOsF4BQoa5WtfcsP1JVaz05g/MT2N7ZQrSNreyEdpFeoBUO2HnVo98zSmvj6qaildX2foIVT6ZcdLS7hkzVXk84vzSfRPLLJMDpVWwZ8gAlN1Kqd17x9Uz8qXZHmPju76+JCJmleqrXmRLFc7KjmWb5QHQl3WVGSPrqKe0kkSUVKrq1rR8SoVvmhCNdg5mn3X7/uvh1nZK9w7hrGyr3XN69JE1TlJpzdO0zZqGRJZltrRo+rlIqLTm6n72Po++5wNYf+l5XHrsCyhNHsbQq16D4sxtcHOyIm2yXiCzmerRTlbfMvqttl6XMG9cd/ahz8GWZoW7/jgxK/hEMhHb9qc/GMqmFZvbANmSonbOAABodlbQmD+H89/4PMbufRMmXv2W9MVkhYgBWgIg4niZwVk7nDKRKDttVjhIO1W2ncpWqPkH2AIA6cdA7EuuL6wBGUhV/o4VGaKneZUPpUxPa+TPt5KtGB7pVvU303PX/CQFK2kH11Pk+l2EaytoX72CztwsOvOX0b58CcHiAmr3vgYDr3kQzfNn0Lp0Hp25WbTnLsMtFuGPjMEfHEo0BKOjyA2NQuTyEELA6QpEQYCo1ULUaiJaXkOwugThOBi57zgcP5e+pIlurZwPiRTAaZpg7brIiBIrbJAqI51upO3bEjwo73rKBwAw7wH1cqDUu0p1TEyo5DlTqnj7eab8NtKkZtoyywyh+yPYETdUmmfVBt2sYJ0XFT1gnwtVgltiRvxIYZ9eV19fN9fJF79dSyJpRPIhX7Z2uKROTGxH+aOo9QgToN2HDfW+NNPYpgdtGVVIS/Zz+7pQ5afl+CPHGKMNlgChn5cdaqyfV0ZAR7bf2Cm2u+0Wlk48gZXTz6Jx+RwKw2MoTR5GcXwahZFJ+MMjcPMF8/m0rrneFts35dlP3Vizwtvu/ciOt3v0+3+6v80KcRwh6rTQ7bQQdjvI10ZUdMHLIVcZxMblM+h2WvArg1i/fAZevQ6/TMQMMfsO4brwB4fhDQ2jfOR2NRCEa6tYfPxruPC5z6B061EUpmdQu+9+5CYOwC2m5iFqUEjtrMmHUTp588rbDMO8wnDzBYzcdxwj9x1HN+qgOX8RjdmzWDtzAlee+gY6K4tw/BzG7n8TKtPH4BbK8AolOB4h+e4H9qFZYUvNQWH0AHIDdfgDw2hcOotucx2VqaNw8yWsnnoG7ZUrSTRBrgjH8xFsrKA0No1K/TBK9YPwyzV4xSpy+apKL5zWRZfmBdpzdnXhDGZPfRtRt42g3UBzfR7VkcPIFwaTlMi5Uupc5jqJDcoRKA1OIj8yqZ3I5hdAzVTkC4dwKEoL0ujivZyiEt7UsgY9UcAjTd2aNVUoZxoiwYjKU1ByrP2k6yjpXDreFPT2mscw2mRL7vpmtkOp7nBnJWQyZiqWskQQKjw1m9HV5pY62dBwWLMJ3bs54zmvq/ctFTxlrqFmy2oGJ/clBRa9vf2eaUsVT6nkSY0Mkn5JFdextUpGBASxTO3Pmo1SCW7U/etrdkt/iuxENXo7bWdFfZZG3He1TyvJE1UoSmkqqJm/ih7K/kaZdew2KUdIwpN9O8VxjGRf0gQgz4nQWKk+STxzpDNmRoWvbdfHcdK1nGt1Nn0GiH5A/Wb3m8x4oh3XTCRnbq8/S7YTL6Wtk9uTicC6MdqLc5j9n39DsL6MsNVAt7mB3EAdlamjyffGWpJ9tlRFbqiO3GAducERFMYO4uTDf3ZjNQf3/MmOt3v0mevbxi2Fg1vf+V50Ww10lhZQHJuGX6pi9eJJhK0NDNx2N4pjU4i1YjzddguNS2fQmD2L1pVLCBtJEaJwYw2O5yc3oFqHV6zA8wtwc0V4XhHC9RA215M0tc01xHEXjp+D5+bheHk4Xg5OLNBauwLXLyCOIzQWL6G5OoewvWG0e+zw63Dk/l9R3x3LLKB3QvsFbrz8pJqfUI3atkKzvKkpOOhSoco+RrwwpOlAVYbUH0Cr1gRVelUNaISK3FYVkgOlPCdiIKe+2w+w4Q+xDUE4IryGbXsgZduk1NEZmz9xfNsDmkJ/iQXSzNLnRZfdgfa3ZTIgs+8RA6nalnrsI+13mOtkbc7ab1K9S6mVt1EvQYUB6n1yG9eTEvzl9Uz9brLbqWfOVrFDE2asCINkX5ubLO06BsK4BuYEgGoT9fKz1fUx8RspqFj+HREh5PejX7ImKntmWh47e4xM2y31u34cewKi75s0AYXmMl3bp65PSG1nTrBsXysgnUSRkSWWYAYAcRyjcSkxZXrFCrxyFV6hjKCximDxapIcbfUqyuMzmP3eIzdWOLj7wzve7tFn/zzTRiHEFIDPAZhA4sHzt3Ec/9W1tGtL/X91OsmIpw8A+fEDvZYkH/rj7+YLqN5yR+IBrhEjRre5kWS5u3oV3VYj8SZvrKLdmkcUBvCLFfiFKopDE0mkQthB3G4jCjvodprotDbQ3lhCe30R3aCJXHEAleFp5EqDyBVqyb98FQNjR67lWjAMwzCvUIQQKB+8FbXRWwGkwkgRB+FM6isCs9975MY3cHcIAbw/juOnhRAVAE8JIR6L4/j5ne7ompwDMhEBxCzNnnG6oYDnVpCvVxCNH06Wtel1AW1mbThmmQcyZgLKOSlGCKOkeEYVa1c9A+jZr90Gqp2ZBuhL5MxKn/VYTpFUelg1izFSnGYdEO32dsvW8bRd68WcgE087glntXQl2Ta9nb2fqFh9u2/ojnqyzUTlQVulaqjtLSesfh7wBlKTQsxC7XPVt/c2yZpoanR6hyBmz/I87ap++j42i2RwgrTdpNqUuh99+mkm6kvXOFhOcZQmgXLiU7Nry0lSb5/sw4Ypx1L9UyaOjAOd3nR7meFgbGkAiCgAKi+DnTSJuq4SV/9uPb527ZNk371P/b7Y/VTXZubMZUbOC2tMMapVSpMPZUK0xwTteHJ2bY8DxpxU+gxZKaj17VR/p64P4TxqX1c9/be6f0SUg6qRUCL6lqU9NTSdMh261Fjq0RFamubtaG52nV2KVojj+DKAy72/14UQJwAcBHBjhAOGYRiGYXaH65EhUQhxGMB9AP73WrbfUjiQMd66ZONaXuN0y3ofVMiNNVszqrlZUqwwsoPJ2cDmx6MqivW1MdvSMjHztOvA6/tMnSu134i0rpsdN9DCOu0ZnzGDs661KtijHdd2+iHDv3rL9PSn8n72s7DZs2B7//oxttyXDEmlbM19fAfsMD7Klqv6XZBdRpGZ6REzamqWvilElje1ayJ8jHIQVL/LGXYf3wHK9ks5+imnMyvzINU+fVaoQueI8LZ+ZLLsEWOFIJxA1dhA2L0zx5B9Wat+avtBmBoAqa4TmSbZfcnI9WDngSBm1CTWb8azY69KPVdS46Xb23PmbwbWPTUieOTMX86QiXBuuy3G8yx9DuR3QoNIYYf/UtkwqRwuRhEmQGZcNxtBOfhSWqweKi+PVn2WYk8in7YhHFzdOIvFxrlt7a5nUvgigD+K45jQ0W7NlsKByumvl/+0nEP6emFTDnD2jaOco6jBy3bio9SYhHcrdRx7n3a5W2MzIjlM5uVluoWY2+sDTR/1bj+vdjtpit02si3bFEa71jWgTAcUyiFRlmXVq5xZJhmjHoE9aFL3RT6gulC5jZdzv/sI4vra61P9JrOM8s6X7TVU1X2bam5nEeXS4xCWp23tyzBBWYIG+TxaeSuM9ljVMvX1+zl/9oO61pQHenZD8yuVzAjUtY9NZ+B+0QsU2xIOKYjcG/3GsthaRkWkSAznSDlhIPIxZNTthABot5eMWpLCNzVmUyZE+w2jm/Rk7ZB+Ame/vk9EZfRzSFabbeGU2zcC6XpBVNe1qRcPoV48pL6fuvotcj0hhIdEMPiHOI6/fK1N2pZZIZb/bSIlk6cl1+8zgFA7ibH5zcksptoU9zrwNm9wrP+x2XbEORjt3Oa5bactIt7kGmy2j9j6LUbygrLbJs/N/tSOK/elH3+r+yH04xPXJ7NOv/1ssWxb13Gn/Wg7/XQn16LvwXbw8zWcO/l8bGc39nO0k8Fxu8/qdo67G+jP/1b7luteL7S2bHkcvb32OfTb3tpOLSKeJ+OPnY5ZfZ7PvmPhdp6n3Rg/t9OWbRxiTwQDALuc5+CzAJ6L4/jTL2cnWwoHz37y/S9n/wzDMAxzs3H2hh5tl4QDIcQbALwbwDNCiP9DIvd8OI7jr+10X32FgxsV58kwDMMwP7bsknAQx/G3kBpcXhYcrcAwDMMwe8k2fA5uNCwcMAzDMMxeEl+rt+v1g4UDhmEYhtlL9mHhJRYOGIZhGGYv2YdmhR1G+jIMwzAM80qHNQcMwzAMs5ewWYFhGIZhGAMWDhiGYRiGMWDhgGEYhmEYg4hDGRmGYRiG0WHNAcMwDMMwBiwcMAzDMAxjsA/zHLBwwDAMwzB7SMzpkxmGYRiGMWDNAcMwDMMwBuxzwDAMwzCMAYcyMgzDMAxjsA81B1x4iWEYhmEYA9YcMAzDMMweErNZgWEYhmEYg31oVmDhgGEYhmH2kn0Yysg+BwzDMAyzl8TRzv9tghDi7UKI54UQJ4UQH7zWJrHmgGEYhmH2kHiXNAdCCAfAXwP4WQCXAHxPCPHlOI6f3+m+WDhgGIZhmL1k99Invw7Aj+I4PgsAQojPA3gnABYOGIZhGOZmYrc0BwAOAjivfb+ARGDYMSwcMAzDMMxesnuaA0Ht/Vp2xMIBwzAMw+wdZx+PvzhzDdvNEcsuADikfZ9C4nuwY0S8D+MrGYZhGIbZGUIIF8ALSBwSZwE8AeBdcRyf2Om+WHPAMAzDMK8A4jjuCiH+AMBjSFIVPHwtggHAmgOGYRiGYSw4CRLDMAzDMAYsHDAMwzAMY8DCAcMwDMMwBiwcMAzDMAxjwMIBwzAMwzAGLBwwDMMwDGPAwgHDMAzDMAYsHDAMwzAMY/D/5Jeu46BVYbEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe43f8466a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"\n",
"plt.figure(figsize=(10,5))\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"(heatwave_starts.sel(time=slice('1990','2000')).sum('time')/10).plot(ax=ax)\n",
"ax.coastlines()\n",
"ax.set_title('Mean yearly heatwave count, 1990-2000 CMIP5 ACCESS 1.3 historical')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3min 1s, sys: 37.7 s, total: 3min 38s\n",
"Wall time: 2min 5s\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe42b1b4630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"\n",
"heatwave_starts.sel(lat=-37.8, lon=144.9, method='nearest').groupby('time.year').sum('time').plot()\n",
"plt.title('Melbourne heatwaves by year, CMIP5 ACCESS 1.3 historical')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-18.04]",
"language": "python",
"name": "conda-env-analysis3-18.04-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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