diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb
index 8ee39de..7342b57 100644
--- a/ipynb/Bike Speed versus Grade.ipynb
+++ b/ipynb/Bike Speed versus Grade.ipynb
@@ -6,7 +6,7 @@
"source": [
"
Peter Norvig, 23 Oct 2017 Revised 2 June 2019
\n",
"\n",
- "# Bicycling: Speed versus Grade, Eddington Number, and H-index\n",
+ "# Bicycling: Speed versus Grade, VAM, Eddington Number, and H-index\n",
"\n",
"Like most people, I bike slower when I'm going up a steep hill than on a flat road. But how much slower?\n",
"To answer that, I downloaded all my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv). I parse the file into `rides`, a list of `Ride` structures. I filter out all the rides that have exactly 0 ft climbing (i.e. stationary bike rides) and that have `'MTB'` in the title (i.e. mountain bike rides that are not relevant to road bike riding)."
@@ -24,13 +24,13 @@
"import re\n",
"from collections import namedtuple\n",
"\n",
- "Ride = namedtuple('Ride', 'miles, feet, hours, date, title')\n",
+ "Ride = namedtuple('Ride', 'miles, hours, feet, date, title')\n",
"\n",
"def parse_ride(line: str) -> Ride:\n",
" \"\"\"Parse a line from a Strava log file into a `Ride`. Line format is tab separated:\n",
" Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n",
" _, date, title, time, mi, ft = line.strip().split('\\t')\n",
- " return Ride(number(mi), number(ft), hours(*time.split(':')[::-1]), date, title)\n",
+ " return Ride(number(mi), hours(*time.split(':')[::-1]), number(ft), date, title)\n",
"\n",
"def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n",
"\n",
@@ -54,7 +54,7 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -72,8 +72,6 @@
" [r.miles / r.hours for r in rides],\n",
" [r.feet / r.miles for r in rides])\n",
"\n",
- "def percent(r: Ride) -> float: return r.feet / r.miles * (100/5280) \n",
- "\n",
"mls, mph, fpm = vectors3(rides)\n",
"\n",
"plt.scatter(fpm, mph);"
@@ -118,7 +116,7 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -166,7 +164,7 @@
{
"data": {
"text/plain": [
- "(69.06954183148981, 62.45380233453541)"
+ "(69.06954183148986, 62.45380233453545)"
]
},
"execution_count": 6,
@@ -206,7 +204,7 @@
" for segment in lines:\n",
" title, mi, ft, *times = segment.split(',')\n",
" for time in times:\n",
- " yield Ride(float(mi), int(ft), hours(*time.split(':')[::-1]), '?', title)\n",
+ " yield Ride(float(mi), hours(*time.split(':')[::-1]), int(ft), '?', title)\n",
" \n",
"segments = list(parse_segments(open('bikesegments.csv')))\n",
"\n",
@@ -227,7 +225,7 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -260,7 +258,7 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -279,7 +277,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Sure enough, the best fit cubic curve looks pretty flat between 6% and 12%, but there is a lot of variance. These numbers confirm that I'm an average club climber; good climbers can do over 5,000 feet per hour.\n",
+ "Sure enough, the best fit cubic curve looks pretty flat between 6% and 12%, but there is a lot of variance. These numbers confirm that I'm an average club climber at about 2000 ft/hour; champion climbers can do 5,000 or even 6,000 feet per hour.\n",
"\n",
"# Eddington Number\n",
"\n",
@@ -287,7 +285,7 @@
"\n",
"> *Your [Eddington Number](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the maximum number** E** such that you have bicycled** E** or more miles on** E** or more days.*\n",
"\n",
- "Let's calculate mine, and see how many rides I need to take to improve it. For various number of miles, I'll list the number of rides of at least that long that I've taken, and the *gap*—the number of additional rides I would need to reach that Eddington number."
+ "Let's calculate mine, and see how many rides I need to improve it. For various number of miles, I'll list the number of rides of at least that long that I've taken, and the *gap*—the number of additional rides I would need to reach that Eddington number."
]
},
{
@@ -387,7 +385,7 @@
"\n",
"> *Your **h-index** is the maximum number** H** for which you can regularly climb an** H** percent grade at ** H** miles per hour.*\n",
"\n",
- "I think **my h-index is 6**, but let's draw a plot and do a computation to confirm:"
+ "I think **my h-index is 6**, but let's draw a plot to confirm:"
]
},
{
@@ -397,7 +395,7 @@
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAJ9CAYAAADnp+daAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XtYlHX+//HXgChoIygamCJiUqu7tSWlncws0yxPtVKabiez1PVHJ3c7mWaRpNlhLaNyc7fdtINl5imtTTO1TA1b3drUvhqGoSDEOHIchvn9oZIDMzDA3Mzc8HxcV9fV3If3/eHNeF2+vT+f98dSUFDgEgAAAACYWEigBwAAAAAADUVhAwAAAMD0KGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwPQobP9q7d68hcW02G3FFfo2OS36NjUt+jY1Lfo2LS26NjUt+jY1Lfo2NG2z5pbABAAAAYHotAj2AYOGvStaIiri4uNjvMc0YVyK/RsaVyK+RcSXya2RcifwaGZfc8t01a1yJ/BoZV2r8/EZGRno9R2FzQk1J8lVOTo5f4nhCXPJrdFzya2xc8mtsXPJrXFxya2xc8mtsXPJrbNxgyy9T0QAAAACYHoUNAAAAANOjsAEAAABgehQ2AAAAAEyPwgYAAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0KGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwPQobAAAAAKZHYQMAAADA9FoEegDBwmazBVWcUxUXF/s9phnjSuTXyLgS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f38jISK/nKGxOqClJvsrJyfFLHE+IS36Njkt+jY1Lfo2NS36Ni0tujY1Lfo2NS36NjRts+aWwCbBMu0OpGXZlFznVqXWopvW2Kt4aFuhhAQAAAKZCYRNAmXaHRq7N0367s/LY9twyLRscTXEDAAAA1AHNAwIoNcPuVtRI0n67U6kZ9gCNCAAAADAnCpsAyi5yejx+yMtxAAAAAJ5R2ARQp9ahHo/HejkOAAAAwDMKmwCa1tuqBKt7EZNgPd5AAAAAAIDvaB4QQPHWMC0bHK3UDLsOFTkVS1c0AAAAoF4obAIs3hqmBf3bB3oYAAAAgKkxFQ0AAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0AlrYPPfccxowYIDi4uJ05pln6qabbtJ3333ndo3L5VJaWpp+85vfKDY2Vtddd53+97//1Rr7ww8/VN++fXX66aerb9++WrFihVE/BgAAAIAAC2hhs2nTJo0fP15r167V8uXL1aJFC40cOVK//PJL5TV//etfNX/+fM2ePVvr1q1Tx44ddf3118tut3uNu3XrVt1xxx1KTk7Wxo0blZycrNtuu03bt29vjB+rwTLtDk3YkK+hH+VqwoZ8HSh0BnpIAAAAQFALaLvnpUuXun1+9dVX1bVrV23ZskVDhgyRy+VSenq67r33Xo0YMUKSlJ6ersTERL333nu6/fbbPcZNT09Xv379NHXqVEnS2WefrY0bNyo9PV2vv/66sT9UA2XaHRq5Nk/77b8WM1sPW7R8iIP9bQAAAAAvgmqNzbFjx1RRUaGoqChJUmZmpg4fPqwrr7yy8pqIiAhdcskl+uqrr7zG2bZtm9s9knTVVVfVeE+wSM2wuxU1kpRZ6FJqhvc3VAAAAEBzF1SFzUMPPaRzzjlHffr0kSQdPnxYktSxY0e36zp27KicnByvcQ4fPlzne4JFdpHnaWeHvBwHAAAAEOCpaKd65JFHtGXLFq1Zs0ahoaGN/vy9e/cGRZzTnGGSqk85a+Ms1N69BQ2K7YlRxZ5Rcf31e6rKbHkgv+aMS36NjUt+jYtLbo2NS36NjUt+jY3b2PlNTEz0ek9QFDYPP/ywli5dqhUrVqhbt26Vx2NiYiRJubm5iouLqzyem5ur008/3Wu8mJgY5ebmuh2r7Z6akuSrvXv3NjjO7FiHdldZYxPfxqLZ/Tv7fY2NzWZTZGSkX2MaGdcf+fXEbHkgv+aMS36NjUt+jYtLbo2NS36NjUt+jY0bbPkN+FS0Bx98UO+//76WL1+us846y+1cfHy8YmJitH79+spjJSUl+vLLL9W3b1+vMS+88EK3eyRp/fr1Nd4TLOKtYVo2OFrJ3SPUL7alkrtH6M3LwmkcAAAAANQgoG9spk6dqnfeeUdvvvmmoqKiKtfUtGnTRqeddposFosmTZqk5557TomJierRo4fmzp2rNm3aaNSoUZVxhg8frqSkJM2YMUOSNHHiRF177bV6/vnndd1112nlypXauHGj1qxZE5Cfs67irWFa0L995WebzRbA0QAAAADBL6CFzd/+9jdJqmzlfNKDDz6ohx9+WJJ0zz33qLi4WH/+859VUFCgpKQkLV26VFartfL6/fv3q3PnzpWf+/btq4ULFyo1NVWzZs1SQkKCFi5cqAsuuKARfioAAAAAjS2ghU1BQe2L4S0Wix5++OHKQseTXbt2VTs2YsSIagUTAAAAgKYp4GtsAAAAAKChKGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwPQobAAAAAKZHYQMAAADA9ChsAAAAAJgehQ0AAAAA02sR6AGgbjLtDqVm2JVd5FSn1qGa1tuqeGtYoIcFAAAABBSFzQk2my2o4pyquLhYknSg0Klxm0qUWeiqPLf1cInevCxcXduE1juuvxkVVzI2v809rkR+jYwrkV8j40rk18i45JbvrlnjSuTXyLhS4+c3MjLS6zkKmxNqSpKvcnJy/BLHk8jISM37Jt+tqJGkzEKX5u2VFvSv33ONHK+/GZ3f5h6X/Bobl/waG5f8GheX3Bobl/waG5f8Ghs32PLLGhsTyS5yejx+yMtxAAAAoLmgsDGRTq09TzeL9XIcAAAAaC4obExkWm+rEqzuRUyC9XgDAQAAAKA5Y42NicRbw7RscLRSM+w6VORULF3RAAAAAEkUNqYTbw3Tgv7tAz0MAAAAIKgwFQ0AAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0KGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwPQobAAAAAKbXItADCBY2my2o4pyquLjY7zHNGFciv0bGlcivkXEl8mtkXIn8GhmX3PLdNWtcifwaGVdq/PxGRkZ6PUdhc0JNSfJVTk6OX+J4Qlzya3Rc8mtsXPJrbFzya1xccmtsXPJrbFzya2zcYMsvU9EAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwPQobAAAAAKZHYQMAAADA9ChsAAAAAJgehQ0AAAAA06OwAQAAAGB6FDYAAAAATK9FoAeAusm0O5SaYVd2kVOdWodqWm+r4q1hgR4WAAAAEFAUNiaSaXdo5No87bc7K49tzy3TssHRFDcAAABo1piKZiKpGXa3okaS9tudSs2wB2hEAAAAQHCgsDGR7CKnx+OHvBwHAAAAmgumop1gs9mCKs6piouLJUnRYRUez7cPq6jXc0/G9Tej4krG5re5x5XIr5FxJfJrZFyJ/BoZl9zy3TVrXIn8GhlXavz8RkZGej1HYXNCTUnyVU5Ojl/ieBIZGakn+rbWzgL3NTYJ1lA90be9Iuu5xsbI8fqb0flt7nHJr7Fxya+xccmvcXHJrbFxya+xccmvsXGDLb8UNkGoauezlETpnEgp3hqmZYOjlZph16Eip2LpigYAAABIorAJOp46n209bNHyIQ7FW8MUbw3Tgv7tAzhCAAAAIPjQPCDIeOp8llnoovMZAAAAUAMKmyBD5zMAAACg7ihsgkyn1qEej8d6OQ4AAACAwiboTOttVYLVvYiJb2PRtN7WAI0IAAAACH40DwgynjqfpSSKzmcAAABADShsglDVzmdGbHwEAAAANCVMRQMAAABgeryxMZmqm3eeXHtT9RhT1wAAANCcUNiYiKfNO788XCq5XMoqclUe255bpmWDoyluAAAA0GwEdCra5s2bNXr0aPXs2VNRUVFatGiR2/moqCiP/02dOtVrzMzMTI/3/Pvf/zb6xzGcp807swor3IoaSdpvd7KhJwAAAJqVgL6xKSwsVK9evTRmzBhNnDix2vndu3e7fd6xY4dGjx6tkSNH1hr7/fff1+9+97vKz+3atWv4gAPM2+adnrChJwAAAJqTgBY2gwYN0qBBgyRJkydPrnY+JibG7fPq1avVo0cPXXbZZbXGbt++fbX7zc7b5p2esKEnAAAAmhPTdEU7duyYli5dqltvvdWn6//4xz+qR48eGjx4sD788EODR9c4PG3e2aVNiLq0trgdS7CGsqEnAAAAmhXTNA947733VFZWpjFjxtR43WmnnaYnn3xSF110kVq0aKHVq1fr9ttvV3p6um666aZGGq0xPG3eeWpXtFOP0TgAAAAAzYmloKDAVftlxuvcubPmzJmjsWPHejw/YMAAxcfH6x//+EedYz/wwAP68ssv9cUXX3i9Zu/evXWO628Hiy165UAL5ZaGqGOrCk3sWq7OEUHx6wEAAAACLjEx0es5U7yx2blzp3bs2KHp06fX6/6kpKRqHdeqqilJvtq7d2+942TaHbrPrZVzqHaXhGvZ4GhFVRQpMjKyweOrymazmSpuQ/JbE7PlgfyaMy75NTYu+TUuLrk1Ni75NTYu+TU2brDl1xRrbN544w3Fx8friiuuqNf9u3btCvpGAp5aOdO2GQAAAPBNQN/YHDt2TPv27ZMkVVRUKCsrSzt37lS7du0UFxcnSSoqKtKSJUuUkpIii8VSLcbMmTP19ddfa/ny5ZKkxYsXKywsTOeee65CQkK0Zs0a/e1vf9Pjjz/eaD9XfXhr5Xy8bTMdzgAAAICaBLSw2bFjh4YNG1b5OS0tTWlpaRozZozS09MlSUuXLlVhYaHXtTeHDh3S/v373Y7NnTtXP/30k0JDQ3XmmWfqpZdeCvrGAd5aOdO2GQAAAKhdQAubfv36qaCgoMZrxo0bp3Hjxnk9f7IAOunmm2/WzTff7JfxNaZpva3anlvmNh2tVYhU6KjQgULpHP9PiwQAAACaDFOssWkOTrZyHtKllcJPvKQprZBW/1SqcZtKlGl3BHaAAAAAQBCjsAki8dYwndYyRCVVlttkFrpoIgAAAADUgMImyNTcRAAAAACAJxQ2QYYmAgAAAEDdUdgEmWm9rUqwuhcxrUKkY2UVrLMBAAAAvKCwCSI//vijrA67lg2O1rVxrRR+4rdTWiF9lFWqkWvzKG4AAAAADyhsgsAPP/ygSZMmKSkpSS+++KLirWFqExaikgr36/bbnTQRAAAAADygsAmwjz/+WH369NFbb70lp9OpBQsW6JdffqGJAAAAAFAHFDYBdtlll6l9+/aVn48dO6b09HSaCAAAAAB1QGETYK1bt9aUKVMqPycmJqpXr14emwgkWEM1rbe1sYfok0y7QxM25GvoR7lK2caGogAAAGhcLQI9AEjjx4/XJ598ovHjx2vEiBEKDT1e0CwbHK3UDLuyjpaqS9tWmtbbqnhrWIBHW12m3aGRa/O03/7rNLmdBXlaNjg6KMcLAACApofCJghYrVatWrWq2vF4a5gW9G8vm82myMjIAIzMN6kZdreiRvq10cGC/u293AUAAAD4D4XNCTabLajinKq4uNjvMf0Z96ejpR6PZx0t9Xs+mmN+GyuuRH6NjCuRXyPjSuTXyLjklu+uWeNK5NfIuFLj57emf+ynsDnBH29EcnJyDHuzEsxx49o6teVI9S9gl7at/Dru5prfxopLfo2NS36NjUt+jYtLbo2NS36NjUt+jY0bbPmleQAazGyNDgAAAND0UNgEKZfLpXXr1mnMmDGGvj70h3hrmJYNjlZy9wj1i22pEXEtaBwAAACARsVUtCD02Wef6amnntK2bdskSRdccIEeeOCBAI+qZicbHUjH51pGUtQAAACgEfHGJgh99tlnlUWNJL3yyis1vrU5dQ+ZCRvy2UMGAAAAzQ6FTRCaMmWKWrduXfk5NzdX//73vz1ee3IPmSX7irXpUJmW7CvWyLV5FDcAAABoVihsglCHDh105513SpIGDx6s5cuXa9iwYR6vrWkPGQAAAKC5YI1NkEpJSdENN9yg8847r8b+4NlFTo/HD3k5DgAAADRFFDZBqkOHDurQoUOt13VqHerxeKyX4wAAAEBTxFQ0k2MPGQAAAIA3NqZ3cg+Z1Ay7DhU5Fdv6eFHDHjIAAABoTihsTKakpER79uzRueeeW3ns1D1kAAAAgOaIqWgmUVJSoldffVXnn3++Ro0apaKiokAPCQAAAAgavLExgfLycl111VX64YcfKo8tXLhQU6ZMCeCoAAAAgODBGxsTaNGiha677jq3Yy+88IIKCwsDNCIAAAAguFDYmERKSoratGkjSYqIiNCYMWNUXl4e4FEBAAAAwYGpaCYRHR2tlJQU2Ww23XPPPYqJiQn0kAAAAICgQWFzgs1mC6o4pyouLpYkTZw40a/PORnXFwcKnZr7nUOHiysUExGiqb3C1LWN501A6xK3rozMb3OPK5FfI+NK5NfIuBL5NTIuueW7a9a4Evk1Mq7U+PmNjIz0eo7C5oSakuSrnJwcv8TxJJBxM+0O3fJFnvbbnSeOVGhngUvLBkd73S/HiPE21fwGS1zya2xc8mtsXPJrXFxya2xc8mtsXPJrbNxgyy9rbFCr1Az7KUXNcfvtTqVm2AM0IgAAAMAdhQ1qlV3k9Hj8kJfjAAAAQGOjsDG5n3/+WQ888ICeeuopw57RqbXntTSxXo4DAAAAjY01NiZls9n09NNPa+HChSotLVVoqwht6H6D4s+I0bTeVq9rX+pjWm+rtueWuU1HS7CGalpvq9+eAQAAADQEb2xMKiwsTO+//75KS0slSc7SYm19O11L9hVr5No8ZdodfntWvDVMywZHK7l7hPrFtlRy94gaGwcAAAAAjY3CxqRat26t++67z/3g95slZ7khC/vjrWFa0L+9VgzpqAX921PUAAAAIKhQ2JjY7bffrpbtY6SoWOnGx6U/vy+FHp9dyMJ+AAAANCessTGx8PBwXfH4P/RxSYwU1srtHAv7AQAA0Jzwxsbknrn+AiW0b+12jIX9AAAAaG54Y2NyJxf2p2bYdajIqdjWoX7vigYAAAAEOwqbJuDkwn4AAACguWIqWhDLtDs0YUO+bvq8SBM25NephfPGjRv17bffGjg6AAAAIHhQ2ASpTLtDI9fmacm+Ym05UuHz/jQZGRm6/vrrNWzYME2fPr2RRgsAAAAEFoVNkErNsGu/3b1lc2370+zcuVNXXnml1q9fL0n69NNPtWnTJkPHCQAAAAQDCpsgle1lH5qa9qc555xzdOmll7odS01Nlcvl8uvYAAAAgGBDYROkOnnZh6am/WksFosee+yxys+XXXaZnnjiCVksFr+PDwAAAAgmdEU7wWazBVWclERp62GLMgt/fdsS38ailMSan9GzZ09NnDhR/fr106WXXiqLxeL1+uLiYr+MtbHiSv7L76nMlgfya864Evk1Mq5Efo2MS2757po1rkR+jYwrNX5+IyMjvZ6jsDmhpiT5Kicnxy9xJOmcSGn5EIdSM+zKOlqqLm1b+bw/zdNPP+3zc/w13saI68/8VkVc8mt0XPJrbFzya1xccmtsXPJrbFzya2zcYMsvhU0QO7k/jc1mM+xLAwAAADQFrLEBAAAAYHq8sQmwTPvx6WbZRU51ah3qNt3s5LmfjpYqrq3T56lo3hQWFsrpdKpt27b+Gj4AAAAQFChsAujkJpyn7lezPbdMywZHS5LbuS1HiivP1bW4cTqdWrRokdLS0jRixIg6rcEBAAAAzICpaAFU0yac9dmg05P9+/erX79+SklJUXZ2tl5//XXt37+/wWMHAAAAggmFTQDVtAlnfTbo9KRTp06y238thhwOh2bOnFmnGAAAAECwo7AJoJo24azPBp2ehIeHu23a2apVK3Xr1k0VFRV1igMAAAAEM9bYBNC03lZtzy1zm3KWYD3eQEBSjefqYtSoUXrllVeUmJioadOmKS4uruGDBwAAAIIIhU0AxVvDtGxwtFIz7DpU5FRsla5oJ8/VdYPOqkJCQrR69WqFh4f7+0cAAAAAggKFTYCd3ISzpnP+2KCTogYAAABNGWtsAAAAAJheQAubzZs3a/To0erZs6eioqK0aNEit/OTJk1SVFSU238DBw6sNe6mTZvUv39/xcTE6Pe//70WLlxo1I8AAAAAIAgEtLApLCxUr1699PTTTysiIsLjNVdccYV2795d+d+SJUtqjPnjjz/qxhtvVJ8+ffT555/r/vvv11/+8hd9+OGHRvwIppabm6sHHniADTsBAABgegFdYzNo0CANGjRIkjR58mSP17Rq1UoxMTE+x/z73/+u2NhYPfPMM5Kks88+W9u3b9dLL72kESNGNHzQTUBxcbFeeuklvfDCCyosLFRERIRuueUWnXHGGV7vybQ7lJphV3aRU52qNDmoej46rEJP9G1dr0YHAAAAQH0E/RqbL7/8Uj169FBSUpJSUlKUm5tb4/Vbt27VlVde6Xbsqquu0o4dO+RwOIwcqmmUl5frtddeU2FhoaTjhc6sWbO8Xp9pd2jk2jwt2VesTYfKtGRfsUauzVOm3eHx/Ic/lbudBwAAAIwW1IXNwIED9corr+jDDz9Uamqqvv76aw0fPlylpaVe78nJyVHHjh3djnXs2FHl5eXKy8szesimYLVa9fDDD7sd27Jli4qLiz1en5phd9tPR5L2251KzbD7dB4AAAAwmqWgoMAV6EFIUufOnTVnzhyNHTvW6zXZ2dk655xztHDhQg0fPtzjNUlJSbrxxhv14IMPVh7bvHmzrrvuOn3//feKjY31eN/evXsb9gOYTHl5ucaMGaNffvlF48eP16hRoxQW5nnq2MSdrfT10dBqx5MinXrlnNJazwMAAAD+kJiY6PWcqfax6dSpk8444wzt27fP6zWnn356telqubm5atGihaKjo73eV1OSfLV3716/xKnKH/vYePLaa6/prLPOUlRUVI3Xdf85X18frf42p3v0aUpM7FrreX8xW37NFpf8GhuX/Bobl/waF5fcGhuX/Bobl/waGzfY8hvUU9GqysvLU3Z2do3NBPr06aP169e7HVu/fr3OP/98r28kmquzzz671qJGkqb1tirB6v5GJsF6vIGAL+cBAAAAowW0sDl27Jh27typnTt3qqKiQllZWdq5c6d++uknHTt2TNOmTdPWrVuVmZmpjRs3avTo0erYsaOGDh1aGePuu+/W3XffXfn59ttvV3Z2th566CHt3r1b//znP7V48WJNmTIlED9ikxBvDdOywdFK7h6hfrEtldw9QssGR1d2Pat6fkRcC7fzAAAAgNECOhVtx44dGjZsWOXntLQ0paWlacyYMXruuef03Xff6e2335bNZlNMTIz69eunv//977Jaf30TkJWV5RazW7duevfdd/XII49o4cKFio2N1ezZs2n13EDx1jAt6N/ep/M2m02RFDUAAABoRAEtbPr166eCggKv55cuXVprjFWrVlU7dtlll+nzzz9v0Nias82bN+vgwYO68cYbAz0UAAAAwCemWmMDY+3Zs0djxozRddddp6lTp9IeGwAAAKZBYQNJUklJiYYMGaKPPvpIknT06FHNmTMnwKMCAAAAfENhA0lSeHi47r33XrdjCxcu1OHDh/3+rEy7QxM25GvoR7masCFfmXaH358BAACA5oXCBpUmTJiguLg4SdKFF16o5cuX19hauz4y7Q6NXJunJfuKtelQmZbsK9bItXkUNwAAAGgQU23QCWOFh4frmWeeUWlpqYYPHy6LxeL3Z6Rm2LXf7nQ7tt/uVGqGvcauawAAAEBNKGzg5pprrjE0fnaR0+PxQ16OAwAAAL5gKhoaVafWoR6Px3o5DgAAAPiCwgaNalpvqxKs7kVMgjVU03pbvdwBAAAA1I7CBj4pLS3Vrl27Ghwn3hqmZYOjldw9Qv1iWyq5e4SWDY5WvDXMD6MEAABAc8UaG9TI5XLpgw8+0MyZM1VYWKiMjAy1bdu2QTHjrWE0CgAAAIBf8cYGXrlcLg0fPlx33HGHMjMzdeTIEf31r3/1eO2pe9OkbCuhfTMAAAAaFYUNvLJYLLr44ovdjs2fP18HDx50O1Z1b5oPfypnbxoAAAA0KqainWCz2YIqzqmKi4v9HtPXuLfddpv+/ve/Kzc3Vy1atNCNN94oh8Ph9nNO31bicW+a6V/la96F4X4dc1PLbzDFlcivkXEl8mtkXIn8GhmX3PLdNWtcifwaGVdq/PxGRkZ6PUdhc0JNSfJVTk6OX+J4Eqi4kZGRevTRR/Xpp59qxowZ6tGjR7Vr8hxlHu/Nd4T4ddw7MnM15xunsouc6tT6eCc1fzUdaGq/t/poit/fYIpLfo2NS36Ni0tujY1Lfo2NS36NjRts+aWwQa1uvfVW3XbbbV7PN8beNJl2h6Z820pZJb9W8Ntzy+ioBgAAAEmssYEPLBZLjecbY2+a1Ay7skrcv6777U6lZtj99gwAAACYF29s0GAn96ZJzbDrUJFT7cMq9ETf9n59k5Jd5PR4/JCX4wAAAGheKGzQIAUFBYqKinLbm8ZmsynSz9PDGmO6GwAAAMyLqWiol4KCAj300EP63e9+px9//NHw503rbVWX8Aq3Y/6e7gYAAADzorBBnb333ntKSkrSK6+8omPHjmnatGmGPzPeGqaXfluq5O4R6hfbUsndI2gcAAAAgEpMRUOdlZWVKS8vr/LzypUrtWHDBvXv39/Q53aOcGnBue0NfQYAAADMiTc2qLPRo0crKSmp8nNcXJwqKipquAMAAAAwFoUN6iwkJESzZ89WmzZt9Oijj2rr1q0aMGBAoIcFAACAZoypaKiXCy64QN9++62ioqJqvTbT7lBqhl3ZRU51an18wT9rYwAAAOBPFDaoN1+LmpFr87Tf/ut+M9tzy1j4DwAAAL9iKhpk2W/SAAAgAElEQVQMlZphdytqJGm/3anUDHuARgQAAICmiMIGfud0OuVyuSRJ2UVOj9cc8nIcAAAAqA8KG5PItDs0YUO+hn6Uqwkb8pVpdwR6SB5t27ZNw4cP1zvvvCNJ6tQ61ON1sV6OAwAAAPVBYWMCBwqdGrk2T0v2FWvToTIt2VeskWvzgqq4ycvL05QpU3T11Vfrv//9rx577DEVFBRoWm+rEqzuRUyC9XgDAQAAAMBfKGxMYO53jqBfp3L06FEtWbKk8nNubq7S0tIUbw3TssHRSu4eoX6xLZXcPYLGAQAAAPA7uqKdYLPZgirOqbILyz0ezzpa2qDnFRcX1/veqtq3b69JkybphRdeqDyWk5OjgoICRVksmnteqKQTb24qilTfYRuRX3/mwcxxJfJrZFyJ/BoZVyK/RsYlt3x3zRpXIr9GxpUaP7+RkZFez1HYnFBTknyVk5PjlzhVdWpTIuVXL266tG3V4Of5c7wPPvigPvjgA4WFhenZZ59V//79/RZbMi6/kn/zYNa45NfYuOTX2Ljk17i45NbYuOTX2Ljk19i4wZZfChsTmNorTDsLXG7T0YJxnUpERISWLl2qtm3bqmPHjoEeDgAAAJoRChsT6NomVMsGRys1w65DRU7Ftj5e1ATjOpUzzzzTkFeSAAAAQE0obEwi3hqmBf3bB3oYAAAAQFCisEGjcblcslgsyrQ7lJphV3aRU52C+O0TAAAAzIPCBoZzOBx65ZVX9Nlnn2nuwsW64ZNf3NYLbc8towU0AAAAGoTCBob6/PPP9Ze//EXff/+9JOmuZ9/Q/oTr3K45uScPU+0AAABQX2zQCZ9k2h2asCFfQz/K1YQN+cq0O3y6Lz09vbKokaRv/vG0VFS9ucChIme1YwAAAICvKGxQq0y7QyPX5mnJvmJtOlSmJfuKNXJtnk/FTVpamsLDwys/W1wV0qEfql0X2zrUr2MGAABA80Jh00TV9w2LJ6kZdrc1MdKv08dq061bN913332SpJtvvllrN36phN/3cbumsffkqZqbA4W8LQIAADA71tg0QSffsPhrgX62l2livk4fu/fee9W/f39ddNFFkqRl0Q6f9uSp2j1tbDuLEus8+uoxq+Zm62GLlg9x0LwAAADAxChsmqCa3rDUZ4F+Jy/TxHydPtaqVavKokbybU8eTwXIl+GttCqhYQWIp9xkFrpoXgAAAGByTEVrghr6hqWqab2tSrC6FzFGTx/zVIBklYT4NP2tJv7ODQAAAIIDb2yaoIa+Yakq3hqmZYOjfZo+VlcnN+2syqgCxN+5AQAAQHDgjU0TZMQblpPTx1YM6agF/dv7paj58ccflZycrDVr1lQ7Z1QB4ik38W0sjdq8AAAAAP5HYdMEnXzDktw9Qv1iWyq5e0S9GwcYoaysTM8++6wuuugi/fvf/9bUqVN17Ngxt2s8FSAxLStU6KhoUKe3eGuYXro0Ul1PC1VkmEVdTwvVnN4tgyY3AAAAqB+mojVRvizQD5Q9e/Zo1qxZcjqPTyvLyspSamqqnn766cprqk5/O62FRTtyirX6p9LKa+rT6S3T7tCUzTYdOHb82TaHU3/JqNBvYuiKBgAAYGYUNifYbLaginOq4uJiv8cMZNy4uDiNHz9er732WuWxb7/9Vnl5eWrR4tevZJSkueeFSgpVyrYSHSpzf8G43+7U9K/yNe/CcPlq+rYSj13R6hrHF2b7vUl8f42MK5FfI+NK5NfIuOSW765Z40rk18i4UuPnNzIy0us5nwubb775Rlu2bNHu3buVl5cni8Wi6OhonXXWWerbt6/OP//8uo04yNSUJF/l5OT4JY4nTS3ujBkztGbNGtntdj311FMaM2aMxyYCJ+U5yjwez3eE1Oln8FccX5np98b319i45NfYuOTXuLjk1ti45NfYuOTX2LjBlt8aC5vc3FwtWLBAb731lg4ePCiXy6WWLVsqKipKLpdLNptNZWVlslgsOuOMMzRmzBhNmDBBp59+er1/CHhWdbNKf3UlC5Q2bdroX//6lzp37qwOHTrUer2/mgnQFQ0AAKBp8lrYPP7441qwYIGsVquGDx+uAQMG6LzzzlOnTp3crsvOztY333yjdevW6V//+pdefvll3XXXXZoxY4bhg28uDhQ6dcsX7ptV1md9SbD5/e9/7/O103pb9eXPhcoq+XU6Wn06vU3rbdX23DK3XNIVDQAAwPy8Fjaff/65XnnlFQ0dOrTGKUKdOnVSp06dNGTIEM2ZM0crVqzQCy+8YMhgm6u53zmqrQvZb3cqNcMetA0CTuWPt03x1jC99NtSLfqlfYP20vG0J09KokxdIAIAAKCGwmbdunV1DmaxWDR8+HANHz68QYOCu8PFFR6PN3SzysaQaXdo5Nq6v22qqKhQSIh7s4DOES4tOLfhhVzVjnFGLHoDAABA42IfGxOIifD8azLDupDUDLvHt03D1uR53I/G5XJpyZIluvjii3XkyJHGHi4AAABMqs7tnu12u3766ScVFBTI5XJVO3/ppZf6ZWD41dReYdpZ4HIrEOqzviQQsr28VTpwzFm5l8zJNziuvIN64IEH9Omnn0qSHn30Ub366quNNlYAAACYl8+FTX5+vv785z9r+fLllRsrnsrlcslisSg/P9+vA4TUtU1otXUhZumK5q0L2alOrhf63TcfVhY1kvTOO+9o9OjRGjBggJFDBAAAQBPgc2GTkpKiNWvW6O6779bFF1+sqKgoI8eFKqquCzELT13IPDlU5NTLkyfr3Xff1bfffitJatmypfbv39/kC5um1sobAAAgEHwubNavX6/JkyfriSeeMHI88MKsf/mt2oUs85QpaKeKbR2qsLAwzZs3TwMHDtQll1yiF154QYmJiQEYdeOpb3MFAAAAuPO5sImIiFDXrl2NHAu8MPs+Nqe+bdqcXawRa/NVfsryrBYW6bazIiRJSUlJ+vjjj5WUlFStK1pT5K25gllaeQMAAAQLn//meOONN2rlypVGjgVe1LSPjdn8Y0+xW1EjSeWu48dPuvDCC5tFUSN5b65ghlbeAAAAwcTrG5uvv/7a7fPQoUO1adMm3XDDDRo3bpy6dOmi0NDqC8OTkpL8P8pmzsz72FTFX+TdeWuuYIZW3gAAAMHEa2EzcOBAWSwWt2Mn2zt/9tln1a6vT1e0zZs368UXX9R//vMfZWdna/78+Ro7dqwkyeFwKDU1VZ988ol+/PFHWa1W9evXTzNmzFBcXJzXmBs3btSwYcOqHd+6davOOussn8cWTI7vY1O9uDHjX34b+hf5kpIShYeH+3NIhsi0OzR9W4nyHGU1rony1FzBLK28AQAAgonXwmb+/PmGP7ywsFC9evXSmDFjNHHiRLdzRUVF+s9//qOpU6fqnHPO0dGjRzVt2jSNGjVKmzdvVosWNS8P2rJli9q1a1f5uUOHDob8DI3BzPvYSO6ND6wtLOrSJkRZhb8War78LAUFBZo5c6aOHDmi1atXB/VUtbo0BKjaXMFMrbwBAACCidfq4Oabbzb84YMGDdKgQYMkSZMnT3Y7FxkZqWXLlrkde/7553XRRRdp9+7d+u1vf1tj7I4dOyo6Otq/Aw4QM+9j4+kv+V1aW3RtXCvZHS6ffpYVK1Zo6tSpOnz4sCTpgvueV9INtwdtDuraEMCsrbwBAACCic9d0U5ls9n0008/SZLi4uIUGRnp10F5Y7cfXyzvyx46V1xxhcrKynT22Wdr6tSpuvzyy40enqHq+pffYGkP7ekv+VlFLl0cG6LFA2v/eVwul958883KokaS9r01V/u69tP23K4B7wznKc+sIwIAAGh8loKCAlftlx331Vdf6fHHH9dXX33ldrxv376aMWOGLrroonoPpHPnzpozZ07lGpuqysrKNGzYMLVr105vv/221zh79+7Vxo0b1bt3b5WVlemdd97RwoULtWrVKl1yySU13tdUHCy2aMq3rZRV8ut0rS7hFXrpt6XqHOHzr9svJu5spa+PemgyEenUK+eU+hTj8OHDGpk8WuXFx44fOONs6dZnpdMTdE1Hh5482+HPIfvMW567t67Q5/nV/80gkGMFAABoCmra49DnNzaffvqpRo8erdNOO03jx49Xjx49JEk//PCD3nvvPQ0fPlyLFy/WwIEDGz7iKsrLy3XXXXfJZrPprbfeqvHaxMREtx+4T58+OnDggObNm1djYeOPjSD37t1ryIaSNputTm/F5mzIV1ZJsduxrJIQLfqlvRac++tbkrrG9dWpcbv/nK+vjxZXu6Z79GlKTPRtX6TExER1G/ugfnh9hjTwTmnQJKlFS0lSYWgbJSZ29Nt468Jbns/pEKEER3m1NVGz+5/ul7dLRv3eguX721Tjkl9j45Jf4+KSW2Pjkl9j45JfY+MGW359LmxmzJihhIQErV271m1RviQ9/PDDGjRokGbOnOn3wqa8vFzjx4/Xd999p5UrV6p9+7qvRUhKStLSpUv9Oq5gFkxTofzV9eu8oTfrh3a/k85w72wXyM5w3vJ8rNylZYOjNf2rfOU7Qky1JgoAAMCsfC5sfvjhBz322GPVihpJat++vW699VY99dRTfh2cw+HQHXfcof/9739auXKlYmJi6hVn165d9b7XjIJpbxR/df16LKmttmT3UFbJr8cC3RmupjzHW8M078LwRlt/BgAA0Nz5XNh069ZNhYWFXs8XFhYqPj6+Tg8/duyY9u3bJ0mqqKhQVlaWdu7cqXbt2qlTp0669dZbtWPHDr311luyWCyVC8jbtm2riIgISdLdd98tSXr11VclSS+//LK6du2qnj17qqysTO+++65WrVqlf/7zn3Uam5kF294o/uj6FW8N00u/LdWiX9o3uDNc1QX/KYnSOfWoP4ItzwAAAM2Zz4XNgw8+qAceeEBXXXWVkpKS3M5t27ZNCxYs0LPPPlunh+/YscNtM820tDSlpaVpzJgxeuihh7R69WpJxzucnerUjTyzsrLczjkcDk2fPl0///yzwsPD1bNnT7377ruVbaWbg2DfG6W+Hds6R7jc1giddOzYMeXk5Kh79+4+Pbtq++mthy1aPsRR5/wEe54BAACaE58Lm02bNik2NlZXX321zj//fJ155pmSpP/7v//Tjh071LNnT23cuFEbN26svMdisWju3LleY/br108FBQVez9d07qRVq1a5fb7nnnt0zz331HpfUxese6PUZfNKX3zxxReaNGmSwsPD9dlnn1W+yfPGU/vpzEKX1z1mahOseQYAAGhufC5sFi5cWPn/GRkZysjIcDv/3Xff6bvvvnM7Vlthg+anrptXelNRUaHHH39cL774olyu4y2sU1NTa13nFUyNFQAAAOA/Phc2v/zyi5HjQDPhr8IiJCREeXl5lUWNdHx91bBhw2rcTymYGisAAADAf0JqvwTwH38WFmlpaYqLi6v8PGHCBJ177rk13jOtt1UJVvdnxbexsOAfAADA5Hx+Y3Mqh8Mhm83m9q/lJ3Xs2LDNEtG0+bOTWNu2bTV//nxNnjxZ8+fPV//+/Wu9x9OC/5REseAfAADA5HwubEpLS/Xcc89p0aJFys7O9ljUSFJ+fr7fBoemx9+dxC6//HJ9/fXXatWqVZ3GcOp6HpvNVq9nAwAAIHj4XNjce++9evvtt9WnTx8NHz5cbdu2NXJcaML83UmsLkUNAAAAmiafC5sVK1ZozJgxevnll40cD9AkZNodmr6tRHmOsjrt1QMAAID68bmwad26tS644AIjxwL41TfffKPDhw9r8ODBjfpcf+/VAwAAgNr53BVt1KhR+uijj4wcC+AX5eXlmjNnjgYOHKi77rpLP//8c6M+v6a9egAAAGAMn9/YzJw5UykpKRo1apTGjRunM844Q6Gh1Vv0JiUl+XWAQF1UVFRo+PDh+uKLLyQdbwwwZcoUvf/++7JYLI0yBjYBBQAAaHw+FzZFRUUqLi7WunXrtG7dumrnXS6XLBYLXdEQUCEhIbr22msrCxtJWrdunT7//HOf2kH7A5uAAgAAND6fC5spU6Zo9erV+sMf/qCkpKQm1xXNXy1/jWgdXFxc7PeYZowr+ZbfsWPHauXKldqyZYuio6P19NNP67zzzvN6r7/Hm5IobT1sUWbhry3R49tYlJLon+9HoPNbV2b7npFfc8aVyK+Rcckt312zxpXIr5FxpcbPb2RkpNdzPhc269ev11133aW0tLS6jcwkakqSr3JycvwSxxPi1i2/r776qp566ik99dRTPm0a68/xnhMpLR/i0PSv8pXvCGnwXj2eBDq/dUVc8mt0XPJrXFxya2xc8mtsXPJrbNxgy6/PhU3btm3VvXv3Oj8ACIT4+Hi99tprPl17oNCped/kK7vIWefWzJl2h1Iz7NXujbeGad6F4Yb9YQcAAIA7nwubW265RUuWLNHtt9+uFi18vg0Iapl2h8ZtKnGbNuZra2baOgMAAAQPnyuUHj16aNWqVerXr59Gjx6tzp07e+yKdv311/t1gICRUjPsbkWN9Gtr5gX929d6r7e2zrXdCwAAAP/yubCZMGFC5f8//vjjHq+xWCwUNghqFRUVevXVV2Wz2fTQQw81qDVzTfdm2h2avq1EeY6yOk9vAwAAQN35XNisWLHCyHEAhjtw4ID+9Kc/aePGjQoJCdGAAQPUqXWix2t9ac3sra3zaS0sTFEDAABoZD4XNpdddpmR4wAMVVFRoeTkZO3evbvy86RJk7Too3XVWjMnWI+/YanNtN5Wbc8tcytgEqyhsljEFDUAAIBGFhLoAQCNISQkRLNmzXI7duTIER07sFdvXhau5O4R6hfbUsndI3x+sxJvDdOywdHV7j3qcHm83pfpbQAAAKgfr4XNxIkTtWfPnjoH3LNnjyZOnNigQQFGuOqqqzR+/HhJ0oABA/TFF1/owgsvVNc2oVrQv71WDOmoBf3b12m6WLw1rNq93qao+TK9rb4y7Q5N2JCvoR/lasKGfGXaHYY9CwAAIBh5nYr2yy+/6OKLL9bFF1+sG264QVdccYXXfWz27dun9evX64MPPtCWLVt09dVXGzZgoCGeeOIJnX/++Ro7dqwsFoshz/A2Rc2X6W31QdtpAACAGgqbd955R1999ZXmzZunBx98UE6nU1arVfHx8YqKipLL5VJBQYEOHDggu92uFi1a6JprrtFHH32kCy+8sDF/BsBnbdq00bhx4wx9xskpatO/yle+I0SxtXRF87bJp69oOw0AAFBL84C+fftq0aJFOnLkiNasWaNt27Zpz549ysnJkSS1b99eN9xwg/r27aurr75a0dHRjTJoINjFW8M078JwRUZG1nidP962NKRlNQAAQFPhU1e0Dh06aNy4cYb/SzcQSBUVFcrNzVVMTIzP9wTD25ZArOkBAAAINj63ewaassOHD2vSpEk6cOCA1q9fL6u19vUwwfK2pbHX9AAAAAQj2j2j2Vu3bp0uvfRSrVu3Tj/88IPuv/9+uVyeWzafqqa3Lb7yx9sWb22naRwAAACaE97YoNn7+OOPdeTIkcrPS5YsUf/+/WudehlMb1tOtp0GAABornhjg2ZvxowZ6tWrV+Xnyy+/3KeW5bxtAQAACB68sTnBZrMFVZxTFRcX+z2mGeNKxuRXkl588UWNHDlS48ePV0pKikJDQ2t9VkqitPWwRZmFv05bi29jUUri8XH6mocoSXPPC5V0oiCqKFJNjzZbfs32PSO/5owrkV8j45JbvrtmjSuRXyPjSo2f35o6zlLYnFBbW15f5OTk+CWOJ8Q1Nr9JSUn65ptv6tSy/JxIafmQ413RDhU5Pe5XQ36PIy75NTou+TUuLrk1Ni75NTYu+TU2brDll8IGQatqK+Wx7SxKNPB59dmHibUtAAAAwcFrYTNs2LA6B7NYLFq+fHmDBgRInlspfxneSqsSHKw/AQAAQDVemwdUVFTI5XK5/ZeVlaVNmzZp165dOnr0qI4ePapdu3Zp06ZNOnjwoE8tcgFfeGqlnFUSUqdWyv5y6NAhTZ482bD1PQAAAGg4r29sVq1a5fb5yy+/1M0336yXXnpJo0ePVmjo8YXOTqdTixcv1vTp0/Xyyy8bO1o0G/5opewPGzZs0IQJE5STk6PCwkL94x//kMViadQxAAAAoHY+t3t+7LHHNG7cOI0dO7ayqJGk0NBQ/fGPf9TYsWP16KOPGjJIND/+aKXcUB9//LFGjhypnJwcSdKHH36oBQsWNNrzAQAA4DufC5tvv/1WcXFxXs937dpV3333nV8GBUzrbVWC1b2I6RJeUeeNKxvi8ssv1+9+9zu3Y5988glTLgEAAIKQz4VNbGysPvjgA5WXl1c7V15erqVLlyo2Ntavg0Pz5Wnjypd+W9qojQPCw8P1xhtvyGq1ymKx6MEHH9Tbb7/NVDQAAIAg5HO753vuuUf33XefBg4cqFtvvVXdu3eXJP3f//2f3njjDe3atUvPPvusYQNF81O1lfLevXmNPobu3bsrPT1dp512mq644opGfz4AAAB843Nhc9tttykkJESpqam6//77K//V2uVyqUOHDnr++ed16623GjZQIFCGDh0a6CEAAACgFnXaoPOWW27RzTffrIyMDGVlZUmS4uLidP7556tFC/b6BAKl6mam03pb2e8HAAA0K3WuRlq0aKE+ffqoT58+RowHMJVDhw4pPDxcUVFRARuDp81Mt+eWadngaIobAADQbPjcPECS8vPzlZqaqsGDByspKUlbt26tPD579mzt3r3bkEECRjpQ6NSEDfka+lGuJmzIV6bd4dN9GzZs0OWXX67Jkyd77ZSWaXfUGtuXa2riaTPT/XZnQDYzBQAACBSf39hkZmZqyJAhys/PV69evbR//34VFxdLktq3b6+lS5fqyJEjeuaZZwwbLOBvmXaHxm0qUWbhr4VJbW87nE6nnnnmGc2ePVsul0urV69Wenq6Jk+e7HbdgUKnbvmi5jcp/njbEiybmQIAAASSz29sZsyYIZfLpS1btmjJkiXV/oX62muv1YYNG/w+QDRfVd9kHCz2f5vl1Ay7W1Ej1f62w+l06uOPP3b7MzB9+nR9//33btfN/c5R65sUf7xtCYbNTAEAAALN58Lms88+04QJE9StWzeP+3jEx8fr559/9uvg0HydfJOxZF+xNh0q05J9xZrybas6T9OqTX3edrRs2VILFy5UZGSkJMliseiRRx7RWWed5Xbd4eKKWmP7422Lp81ME6yhjbqZKQAAQKD5XNiUlpbWuEDaZrMpJKROS3YArzy9ycgqCfH7upH6vu3o1q2b5s+fr3bt2um9997T/fffX+37HxPh+c/DqbH98bbF02amNA4AAADNjc9rbHr27KnNmzfrjjvu8Hh+1apVOvfcc/02sMZms9mCKs6pTq5lak5xfzpa6vF41tFSv+Y4JVHaki39dMqQ49tYlJJY+++yX79+2rBhgyIjIz1eO6W7U9/kW9ymulWNnZIobT1c8zVVecpvlKS554VKOlEQVRSpPmni+2tcXIn8GhlXIr9GxiW3fHfNGlciv0bGlRo/vydnzHjic2EzadIk3X333erZs6euv/56SVJFRYX27NmjOXPmaPv27Vq0aFEdhhxcakqSr3JycvwSx5PmFjeurVNbjlT/Undp28qvYz4nUlp8eb7m7T0+/Su2jnvA1DSWsyQtH9JaqRl2r7HPiZSWD3HUeE1dn1tffH+NjUt+jY1Lfo2LS26NjUt+jY1Lfo2NG2z59bmwSU5OVlZWlmbNmqVZs2ZJkv7whz9IkkJCQjRz5kwNGTKkzgNA8+PLZpLTelu1PbfMbTpal/AKQ9aNdG0TqgX9/f+H0uVyKd4apgX929d4nS/XAAAAoGZ12qDzvvvuU3JyspYvX659+/apoqJCCQkJGjZsmLp162bQENGU+Nre+OS6kVPfZIxtl2+adSOffPKJnnjiCS1fvlzt2rUL9HAAAACavDoVNpLUpUuXavt1AL6qqb1x1bcWVd9k7N2b1yhjbIiKigrNnTtXaWlpcrlcuvPOO/Xuu+8qNJTWywAAAEaqcxuzzz77TE8++aRSUlK0Z88eSdKxY8e0efNmFRQU+H2AaFqa+maSb7zxhmbNmlW5x82nn35aOXUTAAAAxvG5sCkuLtYf/vAH3XDDDXr++ef15ptvKjs7W9LxfT1uvfVWvfrqq4YNFE1DU99McuzYserTp0/l59DQUHXo0MHw51bdzNTf+/0AAAAEO58LmyeffFKbNm3Sa6+9pl27drntut6yZUuNHDlSa9asMWSQaDqa+maSLVu21BtvvKGYmBhFRUVp6dKlmjRpkqHP9LSZ6ci1eRQ3AACgWfG5sFm2bJnuvPNOjRo1ShEREdXOJyYm6scff/Tn2NAENYfNJDt16qTFixdrxYoV6t+/v+HPq2ndEgAAQHPhc/OAvLw8nX322V7PWywWlZSU+GVQaNqaQ3vjpKQkQzas8qSpr1sCAADwhc9vbLp06aLdu3d7Pb9lyxZ1797dL4MC4Lumvm4JAADAFz4XNsnJyXrjjTf05ZdfVh6zWCySpNdff13Lli3TmDFj/D9CoIn54IMPtHDhQr/Fa+rrlgAAAHzh81S0+++/X19//bWGDh2qHj16yGKx6KGHHlJ+fr4OHz6sa665hv1tgBpUVFQoLS1NzzzzjEJDQ5WQkKABAwY0OK6nzUyn9bY2qXVLAAAAtfG5sGnZsqWWLFmiJUuWaNmyZbJYLCovL9fvf/97XX/99brpppsq3+AAqG7KlClavHixJMnpdOq2227Tp59+qh49ejQ4dnNYtwQAAFCTOm/QmZycrEWLFmnLli3aunWr3nnnHY0ePbpeRc3mzZs1evRo9ezZU1FRUVq0aJHbeZfLpbS0NP3mN79RbGysrrvuOv3vf/+rNe6HH36ovn376vTTT1ffvn21YsWKOo8N8Lfhw4e7/TkpKirSt99+G8ARAQAANGXRFN4AACAASURBVB11Lmwk6b///a9Wr16t1atX67///W+9H15YWKhevXrp6aef9thC+q9//avmz5+v2bNna926derYsaOuv/562e3e29hu3bpVd9xxh5KTk7Vx40YlJyfrtttu0/bt2+s9TsAfrrnmGs2cOVOS1KFDBy1fvlwjRowI8KgAAACaBp+noknH97J57LHHdPDgwcoNOi0Wi8444ww98cQTuuGGG+r08EGDBmnQoEGSVG19jsvlUnp6uu69997Kv/ylp6crMTFR7733nm6//XaPMdPT09WvXz9NnTpVknT22Wdr48aNSk9P1+uvv16n8QH+9v/+3/9TUVGRbr75ZnXt2jXQwwEAAGgyfH5j8/bbb+v2229XRESEZs6cqcWLF2vx4sWaOXOmIiIidOedd+rtt9/228AyMzN1+PBhXXnllZXHIiIidMkll+irr77yet+2bdvc7pGkq666qsZ7gMZysukGRQ0AAIB/WQoKCly+XHjBBRcoKipKK1euVHh4uNu5kpISXXvttTp69Gi9p3x17txZc+bM0dixYyVJX331lQYPHqxdu3YpLi6u8ro//elPys7O1tKlSz3G6dixo+bNm+fWevqtt97SPffco5ycHK/P37t3b73GDfM7WGzRKwdaKLc0RB1bVWhi13J1jvDpjwUAAAAaUWJiotdzPk9Fy8rK0oQJE6oVNZIUHh6um266SY8//ni9BhgMakqSr/bu3euXOFXZbDZFRkY2+7hG5DfT7tA9H+Uqs/BkIROq3SXhWjY4usHtkuuTh7/97W+65JJL1KtXL7/G9QXfX2Pjkl9j45Jf4+KSW2Pjkl9j45JfY+MGW359nor2m9/8RtnZ2V7P//zzzzr77LPrPABvYmJiJEm5ublux3Nzc3X66afXeF9d70HzlZphP6WoOW6/3anUDO8NKoxQUVGhadOmaerUqUpOTtbPP//cqM8HAAAwO58LmyeeeEJvvPGGPvjgg2rn3n//ff3zn//Uk08+6beBxcfHKyYmRuvXr688VlJSoi+//FJ9+/b1et+FF17odo8krV+/vsZ70HxlFzk9Hj/k5bgRysvLNX78eL300kuSpIMHDyo5OVk2m63RxgAAAGB2Pk9Fe/HFFxUdHa3x48froYceUkJCgiRp//79ys3N1Zlnnql58+Zp3rx5lfdYLBa9++67XmMeO3ZM+/btk3T8X6yzsrK0c+dOtWvXTnFxcZo0aZKee+45JSYmqkePHpo7d67atGmjUaNGVcYYPny4kpKSNGPGDEnSxIkTde211+r555/Xddddp5UrV2rjxo1as2ZN3TKDZqFT61CPx2O9HDdCaGiooqOj3Y5lZmZq9+7d6tOnT6ONAwAAwMx8Lmy+//57WSwWdenSRZIqp8q0atVKXbp0UWlpqXbv3u12T22bdu7YsUPDhg2r/JyWlqa0tDSNGTNG6enpuueee1RcXKw///nPKigoUFJSkpYuXSqr1Vp5z/79+9W5c+fKz3379tXChQuVmpqqWbNmKSEhQQsXLtQFF1zg64+KZmRab6u2Hi5xm46WYA3VtN7WGu7yL4vFotmzZ+vgwYP66KOPFBMTo3feeUfnnXdeo40BAADA7HwubHbt2uX3h/fr108FBQVez1ssFj388MN6+OGH6zSuESNGsPEhfBJvDdObl4Vr3t7j089iWx8vahraOKCuQkND9frrr+u+++7TI488ovj4+EZ9PgAAgNnVaYNOoCnq2iZUC/r7v1PI/2fvzuOiLNc+gP+GZWSAAUTZVERQXMCl3HLFg9lBO72pmZp1yj2XymPJKe1YnYr3VcvsaJmV5skyy920UtvdNZVSk1JUBBcQFBkHGGC29w8EGXhm2OaZeZ6Z3/fz6fNpnnnmmoubiZ5rnvu+7vry9fXFBx984Ow0iIiIiGSpwYXNvn37sGHDBuTk5KB9+/aYPn26xX4zREREREREjmKzK9rChQsRERGB69evWxz/7LPPMHz4cKxduxbff/893nvvPQwePBhZWVmiJkvkrsxmM5YuXYrjx487OxUiIiIiSbJZ2Ozbtw+DBw9G8+bNK4+VlpZi3rx5CAgIwJdffonLly9j9erVKCwsxJIlS0RPmMjdGAwGzJkzB6+88grGjh2LzMxMZ6dEREREJDk2C5sLFy7U6My0Z88eaLVazJo1CwkJCfDz88PIkSMxZswY/Pzzz2LmSuR2DAYDHn/8caxevRoAcP36dTzxxBM17qISERERuTubhc3NmzcRHh5ucWzfvn1QKBRISkqyOH7XXXchJyfH/hkSuTEvLy906tTJ4lh+fj4uXrzonISIiIiIJMpmYRMWFobs7GyLY4cOHYKvry86duxoGcjDA0ql0v4ZErm5l156CWPGjAEAtGrVCps3b+a+TERERETV2CxsevTogc8//7xyr5nff/8dv/76KwYNGgRPT8ud2c+cOWOxUSY5V6ZWj6l78vHAzjxM3ZOPTK3e2SlRAykUCrz77ruYOnUqvv32W7Rv397ZKRERERFJjs12zy+88AIGDRqEHj16oEOHDjh16hQUCgVmz55tcZ7ZbMZXX32FwYMHi5os1U2mVo8Ru28gQ2usPHYsrwzbkpo5fONJsg+lUok333wTAKDRaJycDREREZH02Lxj06FDB2zfvh09evTA9evXcc8992DLli3o1auXxXn79u2Dv78/HnzwQVGTpbpJSdVaFDUAkKE1IiVV66SMiIiIiIjEVesGnb1798aGDRtsnpOQkICDBw/aLSlqnOxio+DxHCvHSd7MZjMWLlyI/v37IyEhwdnpEBERETlFrYWNu7DX9B4xpgnpdLp6nd/M2yR4PNjbZJFffePWlVhxAWmMr5Ti6vV6zJ07F5s2bUJAQAA2bdqEDh06NDg2x5efX7nGBTi+Ysbl2PKzK9e4AMdXzLiA48c3MDDQ6nMsbG6zNUh1lZuba5c4QuoT97V7fHGywHKNTbTaE6/dE4zAamtspJBvXUllfKUS12g0YsyYMfjhhx8AALdu3cLEiRPx3XffoUWLFjVek6nVIyVVi+xiIyJ8PTG/u9pizRXHV9y4HF9x43J8xYvLsRU3LsdX3LgcX3HjSm18Wdi4oCi1N7YlNUNKqhY5xUaEC1zEkvx5enpi4MCBlYUNUP4Nx7Vr12oUNmwoQURERK6OhY2LilJ7Y+WgYGenQSL7xz/+gcuXL2PVqlWIjo7Gpk2b0LZt2xrn2Woowc8JERERuQIWNkQiqm36V2MpFAosWrQIAQEBmDFjBkJCQgTPY0MJIiIicnUsbIhEklVkxBMHxZ/+5enpiZdfftnmORG+noLHw60cJyIiIpIbm/vYEFHDLU7TS2I/IbPZjBfv8kO02rKIiVaX30EiIiIicgW8Y0Mkkms64bbbjpz+ZTQa8eyzz8LLywtb/70Q//trIRtKEBERkUtiYUMkEn8r/3X5eykc8v5lZWWYPn06tmzZAgBQq9X48N//hkLhmPcnIiIiciRORSMSibUCwlF1xZw5cyqLGgBYunQp3nvvPce8OREREZGDsbAhEolWb67XcXt76qmnEBx8p5Vzy5Yt8de//tUh701ERETkaCxsiEQSphL+z8tRncg6duyILVu2ICAgADExMdi5cydiY2Md8t5EREREjsY1NkQiSY7zxskCs0VnNEd3IrvrrruwZcsWREZGIiwszGHvS0RERORoLGyIRNLazxPbkpohJVXr1E5kPXv2dOj7ERERETkDCxsiEUWpvbFyUHDtJzqJwWDAoUOHMHDgQGenQkRERNQoXGND5KYMBgOmTp2KBx98EF988YWz0yEiIiJqFBY2RG5Ir9djypQp2Lp1K8xmM2bMmIFvvvnG2WkRERERNRgLGyI39Ouvv+Krr76qfGw2m7Fy5UqUlJQ4MSsiIiKihuMam9s0Go2k4lSl0+nsHlOOcQGOr73idujQAe+88w6efvppGI1GREZGYvny5SgtLUVpaakdsrxDyuPgyLgAP79ixgU4vmLG5djysyvXuADHV8y4gOPHNzAw0OpzLGxuszVIdZWbm2uXOEIYl+Nr77jjxo2Dr68vXn/9dWzduhUlJSWSzrdCplaPlFQtLt0yIzLAKEqnOX5+5ReX4yteXI6tuHE5vuLG5fiKG1dq48vChsiNDR8+HMOGDYNSqUR6erqz06lVplaPEbtvVO4NdPi6DsfyyrAtqZnD22gTERGRtHCNDZGbUyqVzk6hzlJStRYbngJAhtaIlFStkzIiIiIiqWBhQ0SC9Ho9pk6diq1btzo7lUrZxUbB4zlWjhMREZH74FQ0Iqqhoh30l19+iS1btsBsNuOhhx5ydlqI8PUUPB5u5TgRERG5D96xISILZrMZ06ZNw5dffgkAMBqNmDx5cuVjZ5rfXY1otWURE632xPzuaidlRERERFLBwoaILCgUCgwdOhQeHnf+PLRv3x4DBw50YlblotTe2JbUDKNjVOjb3AOjY1RsHEBEREQAOBWNiASMGTMGCoUC06dPR3h4ODZv3ozg4GBnpwWgvLhZOSgYGo1GtBaTREREJD8sbIhI0OjRoxEUFITIyEi0atXK2ekQERER2cTChoisuu+++5ydAhEREVGdcI0NETVIcXExnn32WeTm5jo7FSIiIiIWNkRUf3q9HhMnTsR///tfDB06FBcvXnR2SkREROTmWNgQUb2YzWbMmjULu3fvBgBcuHABSUlJOHPmjJMzk75MrR5T9+TjgZ15mLonH5lavbNTIiIichlcY0NE9VJaWlpj+llISAjCw8OdlJE8XNEp8OzuG8jQGiuPHcsrY7tqIiIiO+EdGyKqFx8fH3z++ecYPXo0ACAqKgqbNm1i6+VavJ/lZVHUAECG1oiUVK2TMiIiInItvGNDRPWmVCrxwQcfoE2bNhg3bhzv1tRBXqnw90g5xUbB40RERFQ/LGyIqEE8PDzwr3/9y9lpyEZIExMAzxrHw31rHiMiIqL6Y2Fzm0ajkVScqnQ6nd1jyjEuwPEVMy5g3/EtLCzEunXr8Nhjj9ktZlVyG9/prQ34o1iJzCJz5bEoPwVmxTZu3OU2DmLEbXLwILo8+ywK3n4bpf362TW2nMZBzLj82yufv70V5DYOHF95xgUcP762pr6zsLnNHusDcnNzRVtnwLgcX7Hj2nN8S0tL8cQTT2DPnj04deoUVq1aBaVSaZfYVclpfFuqcrF9WAhSUrXIKTYi3NcT87ur7dI4QE7jYO+4nnv3wm/SJCh0OoROmoSi9ethTEiwW3xAHuMgZlz+7RU3LsdX3LgcX3HjSm182TyAiOzKaDRi+vTp2LNnDwBg+/bteOSRR1BYWOjkzJwvSu2NlYOCsWNYCFYOCmY3tEby3LsXfmPHQnH7mz2FTge/sWPhuXevkzMjIiJnYGFDRHZ19epVHDp0yOJYQUGB3eJX7AUzdm8x94JxY9WLmgosboiI3BcLGyKyq8jISOzatQtt27YFAMTExGDDhg3w9/dvdOxMrR4jdt/Axgs6HL5uwsYLOozYfYPFjRvyfeqpGkVNBYVOB9+nnnJwRkRE5GwsbIjI7tq0aYNdu3Zh6NCh+PTTT9G8eXO7xE1J1XIvGAIAFC9fDrNKJficWaVC8fLlDs6IiIicjYUNEYkiJCQEX3zxBVq1amW3mNlW9nzhXjDux5iQgKL162sUN2aVSpQGAkREJH0sbIjIKQoKCvDzzz/X6zURVvZ8kcteMBXrgx7Ymcf1QXZQvbhhUUNE5N5Y2BCRw+l0OowbNw6jRo3C2rVr6/y6+d3ViFZbFjHR6vK2yVJ3RaeoXB+0P6eM64PspKK4KQ0PZ1FDROTmWNgQuQmp3C0wGAyYOHEiDh06BKPRiKeffhr/+c9/YDaba31tlNob25KaYXSMCn2be2B0jArbkprJom3y+1lebrs+qOpnb9bRErt/9owJCTi1YweLGiIiN8cNOoncQEU3saoX1sfyypxSFBw6dAjffvutxbFffvkFZrMZCoWi1tdX7AWj0WhE2xRMDHmlwt8jufr6IKHP3smCG7IpSImISD54x4bIDUipm9jAgQPx8ccfQ6lUAgA6deqEDz74AB4erv3nKKSJSfC4XNYHNZSUPntEROTaXPtKgogASK+b2IMPPojNmzcjKioKn3/+OdRq6a+RaazprQ2yXR/UGFL77BERkeviVDQiNyDFbmIDBw7EsWPH4O3tHtORWqrM2JbUDCmpWuQUGxHuW17UuPp0LCl+9oiIyDVJ+o5Nly5dEBQUVOOfMWPGWH2N0PmrV692YNZE0iPVbmK2ipqLFy/irbfegskkPIVLjirWB+0YFoKVg4JdvqgBpPvZIyIi1yPpOzY//fQTjMY70xVycnLwl7/8BSNGjLD5umXLliEpKanycUBAgGg5EslBRTcxudwt0Gq1ePTRR5GWlobU1FS8//77bjFdzRVV/+wFe5vw2j3uUdQREZFjSbqwad68ucXjTz/9FGq1GiNHjrT5usDAQISFhYmZGpHsVNwtqKtMrR4pqVpkFxsR4cBCyGQyYdq0aUhLSwMAfP3110hKSsJXX32F4OC650/SUfWzp9FoEMiihoiIRCDpqWhVmc1mfPrppxg7dixUt3eZtmbu3LmIiYlBYmIiVq9e7VJTWYgcoaJFrzM2k8zKysLRo0ctjrVv3x5NmzYV/b2JiIhIvhQFBQW174onAT/++CMeeugh7Nu3D126dLF63htvvIGBAwfCz88Pe/bswYIFC/Dss8/in//8p8346enp9k6ZSLZeOuONXXk1v1UfGqLH6x3EL25ycnIwZ84cnD17Fh06dMDKlStr/UKD7O+KToH3s7yQV+qBkCYmTG9tQEuVLP6XQURELio2Ntbqc7IpbMaPH49Lly7hxx9/rNfrli5dirfeegtZWVkiZXZHenq6zcFuKLE2IpRbXI6vuHGrju8DO/OwP6esxjkDw5XYMSykXnEbmm9RURHmz5+P5557DpGRkXaLa0umVo+Xj+Tjht7D7tPv5Pb5PXU1H08cLLPYgyZa7dmgjTWrTmtsJtIaG7mNr5zicmzFjcvxFTcux1fcuFIbX0mvsamQl5eHb775BosXL673a3v06IFbt24hNzcXoaGhImRH5Hqk0KLXz88Pb7/9ts1zjEYjPD3tk1PF9LuqF/LH8soadCHvChan6a1urFnftVrVx/VkwQ23HVciIhKPLNbYrFu3Dk2aNMGoUaPq/dpTp07Bx8dHlCqVyFXJoUXv2bNn0bdvXxw7dswu8VJStVYv5N3RNZ3w2sT6bqzJcSUiIkeRfGFjNpvxySef4KGHHoK/v7/Fcx9++CF69epV+Xjnzp1Ys2YN0tLSkJGRgU8++QQLFizA+PHj0aRJE0enTiRbFS16R8eoMDBcidExKkl9w67RaDBt2jScPXsW999/P1atWgWzuXGzarOtXLDX90LeVYSphP/3UN+7dhxXIiJyFMlPRdu3bx/Onz+PDz/8sMZzN27csFj07+3tjVWrVuFf//oXTCYT2rRpg3nz5mHq1KmOTJnIJdS3PXRDNKSltMlkwsyZM3HhwgUAQFlZGZKTk9GxY0cMGDCgwblIYfqdlCTHeeNkgbnGGpv63rXjuBIRkaNIvrBJSEhAQUGB4HPz5s3DvHnzKh8PGTIEQ4YMcVRqRC5N7H1sGrqmxWw2Izo62uLY+PHjG1XUAOXT747l1VwsL6Xpd47U2s/TLpu6clyJiMhRJF/YEJHjOWIhva21F7buFHl6eiIlJQWhMR3x2r/mokloK2j/9gIytfpG5VYx/e7lI/nI13s0+ELeldjjrl3FuFYUSMEidUUjIiJiYUNENTS06KiPxqy9yNTq8ZH/YBie3QADgC1XzPh1d+M7bUWpvbGsF5uN2FvVAkmj0SCQRQ0REYlA8s0DiMjxHLHguzFrL1JStcgsMgMhUeX/QLjT1tatW3H69OnGJ0tERESSx8KGiGpwxILvxrSUrkvhdfLkSUyfPh333nsvPvnkk0Z3TSMiIiJpY2FDRDU4Yh+bxrSUrq3wunXrFiZMmIDS0lKUlJRg1qxZSE5Otlvurs5z71606NcPnnv3OjsVIiKiOuMaGyKqofqCb7EW0jd0cfr87mr8cq2kfDrabVULr61bt1a2g67Qp0+fxiVrB2J3mrMHz7174Td2LBQ6HfzGjkXR+vUwJiQ4Oy0iIqJasbAhIkGO2MemoaLU3lg7wAfL0iFYeI0fPx5KpRJz5sxBcXExJkyYgNGjRzs15ys6BZ4VudNcY1UtagCwuCEiIlnhVDQikqXWfp5YOSgYO4aFYOWgmu2Dx40bhx9//BGjRo3CggULnJTlHe9neVntNCcF1YuaChXFDaelERGR1LGwISKX1bFjR3z00UdQqVSCz5tMJhw/ftwhueSVCv+5tWenucbwfeqpGkVNBYVOB9+nnnJwRkRERPXDwoaI3Nb777+Pe++9F/PmzUNJSYmo7xXSxCR43J6d5hqjePlymK0UgGaVCsXLlzs4IyIiovphYUNEbiktLQ2vvvoqAGDFihVITEzEmTNnRHu/6a0NoneaawxjQgKK1q+vUdyYVSqusSEiIllg84DbNBqNpOJUpbMyPcTd4gIcXzHjAu4zviaTCVOnTkVpaWnlsStXrsBkMomWb0uVGZ/0U2Jxmh65OhNCVR5IjvNGkKkYjRl2u+bbrRuKVq9GyKRJ8NDpYFKpkLd6NUq7dUOjkqyCn195xuXY8rMr17gAx1fMuIDjxzcwMNDqcyxsbrM1SHWVm5trlzhCGJfjK3ZcdxvfN998E9OmTcOlS5cAAEuWLEGnTp2g0WhEG98uLYKxpoXdQ9s332HDULx+PXxmzEDJihXwSUiAj/2iA+DnV25xObbixuX4ihuX4ytuXKmNLwsbIhIkhz1XGqNfv344cOAAXnjhBRgMBjz88MPOTkkyjAkJuHrwoGj/syIiIhIDCxsiqiFTq8cIie+5Yg8BAQFYsWIFDAaD1XMyMjJQXFyM+Ph4B2ZGRERE9cXmAURUQ0qqVtJ7rtibl5fwdzxmsxmzZs3CoEGDkJKSInrnNCIiImo4FjZEVEO2lb1VpLLniqOsXbsW+/btg8FgwOLFizFgwADk5uY6Oy0iIiISwMKGiGqIsLK3ilT2XHGEgoICvPTSSxbHIiMjERIS4qSMiIiIyBYWNkRUw/zuaknvueIIQUFBWLZsGcLDwwEAKpUKb7/9NhQKhZMzk59MrR5T9+TjgZ15mHW0BJlavbNTIiIiF8TmAURUQ5TaG9uSmiElVYucYiPCXbArmpBMrR4vHy3BDX1ZeSe4xGE4cmQQXn31VcTExKBNmzZ2fz9X7jwHCDeiOFlww+UaURARkfOxsCEiQVFqb6wcFOzsNBzGVie4JUuW2Hztli1bcP36dUyePBmennWbrucunedsNaJwp88XERGJj1PRiIjQ8E5w169fR3JyMp5//nkMHToUaWlpor6f3LARBREROQoLGyIiNPwC/MUXX0R+fj4A4OjRo0hKSoJGoxHt/eSGjSiIiMhRWNgQEaFhF+DZ2dnYuXOnxbFnn30WgYGBoryfHLERBREROQoLGyJyK1U7dE3dk1/ZoashF+ARERE4fPgw7r//fgBAfHw8nnnmmTrl4S4X/BWNKEbHqDAwXInhkV4ut46IiIikgc0DiEiWsoqMWPZbfr06itW2YH9bUjO8fCQf+XqPOneCa9myJT777DNs374dkZGR8PYWPl+v18NsNle2i3anznNVG1FoNBoEuuDPSEREzsfChohkJ1Orx9/3lyCzyFx5rC4dxWrr0BWl9sayXj51mkpWlUKhwPDhw22es2DBAhiNRrz55pto2bIlAPfrPEdERCQmTkUjItlJSdVaFDVA3TqKOWvB/p49e7Bjxw5888036NOnD1auXAmTySTqexIREbkb3rEhIqdp6AaVDS1QnLFgX6fTYfbs2ZWPtVotPvroIzzxxBNo0qSJaO9rD1LfQLRqfv5GbywK10sqPyIiciwWNrfVpT2rI+NUpdPp7B5TjnEBjq+YcQHHjm9WkbHGdLJfrpVg7QAftPazXWg08xa+2xHsbbL5M8yKBX65prB4zyg/BWbF3vnZ7T2+2dnZCAoKqnysUCjwv//7vygpKUFJSUmj44v1eTh7owhTjhU16Pdji73yrfn58cYfO/ManV91cvvvWKy4/NvrOn973S0uwPEVMy7g+PG1NV2chc1t9Z1TLyQ3N9cucYQwLsdX7LiOHt9lv+XXmE6WWWTGsnRg5SDbebx2jy9+y8+zeH202hOv3RNsc2F6l0Bg+zB9rQv27TkOgYGB+P7777Fw4UKsWLECjzzyCO69916br6nvnRIxfm/vHi1BZpHBMq86/n5qY498G/P5qS85/XcsRlz+7RU3LsdX3LgcX3HjSm18WdgQkVM0Zr1LlNobawf4YFk66t1RzBkL9j09PTFmzBiMHz8earX1ds7ffvstsvK1eBt9cKXKl1WHckrw9f0hDp1mdU0nfFdMKhuIussGp0REVHcsbIjIKRq73qW1n6fdv5kXi+fevejy5JPQf/ghjAkJgufodDo899xzuHz5MhB9NzD8eSCqKwDgcrEZcw9r8Pl9zR2Wc5jKA0DN4kYqG4i6ywanRERUd+yKRkROMaG9Cl4Ky2NeivLjrsRz7174jR2LJjk58Bs7Fp579wqet3z58vKiBgAyfgXeHQ8U5lc+f+y63hHpVkqO80YrX8tfUCtfhWQ2EHWXDU6JiKjuWNgQkVN8fFYHg+USCRjM5cddRUVRo7i9CFKh0wkWN0VFRXjnnXcsXzxgHOBfdcpctcFyBIXC9mMnqtjgdHSMCgPDlRgaoq91HyMiInJtLGyIyClcfY1E9aKmglBx4+fnh++++w5Dhw4tP+AbCNw3zeJ1vUKUoudc1eI0PS4XWU5Fu1xkqnWvIEeqWC+1Y1gIXu/AVs9ERO6OhQ0ROYWrdl+6zQAAIABJREFUr5HwfeqpGkVNBYVOB9+nnkKmVo+pe/LxwM48vJndHItWfooPP9+M4L+/Ul7c3NbKzwML7il/fPHiRUyfPh3p6emi5i/15gFERETVsXkAETnF/O5qHMsrQ4b2zoWyWGsknLHRZPHy5YJ3bADArFIhY/EyjNh9w+LnP5ZXhm1JCfhpAKy2pF6yZAm++OILbNiwAaNGjcL06dPRo0cPu+cv9eYB9iL1TUiJiKjuWNgQkVNUrJGobU+ZxsrU6msUEN9klaBTUy9Eq71Eu5A1JiSgaP36GsWNWaVC0fr1mGfujIyrlkVPhtaIlFQtVg4KFmxJnZWVhXXr1gEATCYTNm7ciH79+olS2CTHeeNkgdkhhaezCH02yotLrtUhIpIjTkUjIqepukZi5aBgUS4mU1K1FheuAFBkMONYnh4bL+gwYvcNZGrF6ThWUdyYVeWd3iqKGmNCQoPWGH366acwGO5smhkTE4MHH3zQvknf1trP02Jx/ugYlctd8At9NiqKSyIikh8WNkTk0qwVEBXEvpCtKG5Kw8MrixqgYWuM5s6di//+97+Ii4sDAMyZMwdeXsI33nVW1vfUhyMKT2dy9QYWRETuhoUNEbk0awVEVWJfyBoTEnBqxw6LzTkntFfBr1pNUjHVq2pTgal78ivvKHl6emLkyJHYv38/1q1bhzFjxgi+n9lsxkMPPYSxY8fi+PHjov1cjmZtXBrK1RtYEBG5G66xISKXJtSkoDpHX8hmavV4+oAGRXdmlcFTAcy/2w8Aal334eHhgfvvv99q/P379+PQoUMAgN27d2PIkCFYu3YtfHx8RPhpHEOM9TCObGBBRETi4x0bInJpVTdy7Nncy+pdEkcSWtthNAOzDt7C3MOaRq/7eOONN2ock3NRA4izHqb6Jp+uuI6IiMid8I4NEbm8irUiwJ32vmJ2YquNtbUdRQbg2HXh6VV1nS6n1WpRUlJicez555+vX4ISJNZ6mKqfDSIikjcWNkTkVqRwIWt73Y9Z8Ghdp8up1Wp8++23+Pnnn7Fo0SL4+Pigd+/egueWlpbiyJEjGDhwIBQKRZ3iOwvXwxARUW04FY2IyMHmd1fDz0u4kOgVokS02vJivb7T5RQKBRITE7Fz5058+umnVs/77LPP8OCDD2Lo0KH44YcfYDYLF1VSML+7utHjQkREro13bG7TaDSSilOVPdq2ukJcgOMrZlyA4ytmXODO+AYBWN1XiYkHS1F1JlWUnwLz4jwAKLE4TY9cnQmhKg8kx3kjyFQMoV9PXfIV+r2WlZXhrbfeAgAcOXIEo0aNwosvvohp06bVOW5DNDRuEIBP+tkeF35+xYvLseXfXrnGBTi+YsYFHD++gYGBVp9jYXObrUGqq9zcXLvEEcK4HF+x43J8xY1bfXyTAoFDYdbX+6xpUffYDcl3zZo1uHLlSuXjJk2a4PHHH7eIJbXx7RJofVz4+RUvLsdW3LgcX3HjcnzFjSu18WVhQ0TkJM5c79OtWzf89a9/xbfffgsAeOKJJxAREeGUXIiIiOyBa2yIiNzQXXfdhQ0bNuCnn37CAw88gH/84x9Wz33vvffw+eef1+i2RkREJCUsbIiI3Njdd9+NtWvXolWrVoLPX7t2Da+99hpmzJiBuLg4vPzyyygtLXVwlndkavWYuicfD+zMw9Q9+cjUCrfHJiIi98PChoiIrHrnnXcq79Tk5+fjhx9+gFKpdEoumVo9Ruy+gY0XdNifU4aNF3QYsfsGixsiIgLAwoaIiKwoLCzExx9/bHFs0qRJTtvzJiVViwyt5YacGVojUlK1TsmHiIikhYUNEbkVTmWqO39/f+zbtw8zZsxAYGAg/P39MWbMGMFzTSYTnnvuOfz8888wmUyi5JNdbBQ8nlPlOH+/5Gr4mSaqO3ZFIyK3UTGVqeq3/sfyyrAtqVllm2WyFB0djQULFuCll17C77//DrVaeEPMH3/8EatXr8bq1avRtm1bTJ8+HVOnTm30+2dqy1tiZxcbkVUoXNj8WaDHS2e88Yy/Dk8f0PD3Sy6Df7OI6od3bIjIbchlKpMUv6H19fVF7969rT6/evXqyn8/f/48jh071uj3rL6mJqvQCC+BWXB5JWbsyvPGmO9vyuL3S1RXcvmbRSQVvGNDRG6jLlOZnE2O39BevXoVu3btsjg2efLkRscVuqgzmIHW/p7QGczIK7Gc8lZkMAvGkdLvl6g+5PA3i0hKeMeGiNxGhK+n4PFwK8edQY7f0EZERGDHjh0YNWoUvL29ER8fj169egmem5WVhYkTJ2LXrl3Q623fibJ2URfl74kOQXX/Xk5Kv1+i+pDD3ywiKeEdGyKSpawiI5b9lo/sYiMifD0xv7u61jsa87urcSyvzKJwiFaXv1Yq5PgNrUKhQP/+/dG/f3/k5eXh6tWrVjunbd26tfKf5s2b4/nnn8eTTz4peG5DLur8vIAiw53HUvv9EtWHHP5mEUkJCxsikp1MrR5/31+CzKI7U4/qMl0rSu2NbUnNkJKqRU6xEeF1LIgcSWrf0FZdvF+XAjIkJAQhISGCz5nNZmzZsqXy8fXr1+HlZf1/Q0IXdX5ewIVbeoSpPNHKV4HLxXc+A9FqT7zbPxAfn9VJ9vdLVB9y+JtFJCWSLmwWLFiARYsWWRwLDQ3F2bNnrb7m9OnT+Oc//4nU1FQ0bdoUEyZMwPPPP++0fReIyP5SUrUWRQ1wZ7rWykHBNl8bpfau9RxnktI3tPZe7/Prr7/i4sWLlY+VSiVGjhwpeK5er0dTs67you6i1oC0mwYUGcw4ft0AwIBWfh4Y1kqJQoMZfsYiLBoUiii1N/pHqOqdG5FUSf1vFpGUSH6NTWxsLM6cOVP5z8GDB62ee+vWLYwcORKhoaH48ccfsXDhQrzzzjt49913HZgxEYlNjtO16qriG9rRMSoMDFdidIzKaY0D7L3e5+6778amTZswYcIEBAQEICkpCU2bNhU89/vvv0f79u3x2uzpGF16DK19azYHuFxkgr/SAzuGheD1DnqnfYstxS52RETuSNJ3bADAy8sLYWFhdTp348aN0Ol0WLFiBVQqFeLi4nD27Fm89957ePrpp3nXhshFSG26lr1J5RtaexeQCoUCvXr1wpAhQ7Bw4ULcvHnT6rlffPEFSkpKsHnzZmzevBkt/2cqMHi23XKxFzl2sSMiclWSv2Nz8eJFdOzYEV27dsWkSZMspjFU98svv6Bv375Qqe5MQ7j33nuRnZ2NzMxMB2RLRI4wv7saUX6WX1RwQa39iVlA+vj4ICIiQvC5goKCGu2jOwwcKloujSHHLnZERK5KUVBQINz4XwK+++47FBYWIjY2FtevX8ebb76J9PR0HD58GMHBNb/NHDlyJFq0aIHly5dXHrt06RK6dOmCb7/91ubmcunp6aL8DEQkjis6Bd7P8kJemQdClCZMb21AS5Vk/5zJ0hWdAk+fboLLJXe+A2vlY8K78aWijnVaWhrmzp2L7OxsAOXtpN/7YjueSfOpkcsLfn9iz/b1SExMRPfu3W02IxDD9JNNcPxWzeKqR6AR73cpdWguRETuIDY21upzkp6Kdt9991k87tmzJ+666y6sW7cOTz/9tF3fy9Yg1VV6erpd4lSn0WgQGBjo9nE5vuLGldv4hmo0+KKrfMe3arexAG8FzGZAazDXuXW12PlqNBrEBgbi62i9XTsy1SXf2NhY/M///A8OHTqEL774Am3atEFit1h8HaPHvCMaHM0rA6BA20BvLN26F+c2bcKmTZsQGNQUL86bi2nTpjU4v/rmG3rxOnCrZgETqvZFbGzrBsdtKDHiyu1vg9zicnzFjcvxFTeu1MZX0oVNdf7+/ujYsSMuXLgg+HxoaCjy8vIsjlU8Dg0NFT0/IqK6EFqXUZUU12g4+l6Yh4dH5d44Vf1RYEBeiRmAGXtKTMC+nZXPaQpuoszb16F5Wlu6ySWdRESOJ6vCpqSkBOnp6Rg4cKDg871798a///1vlJSUwMfHBwDw008/ISIiAlFRUY5MlYjIKqF1GVXVtXW12DK1evztmzyLvWIO5ZTg6/tDHFZ0Vb2zlVVY/k+la+eBnHN3Hnt44uegvji5p+bGrTdv3sRHH32EoUOHIj4+3m7NZG7phUs+bbXj1fcDmhULdLH/l6cupb57KBERSbp5wPz587F//35cvHgRx44dw/jx41FcXIxx48YBAF599VU8+OCDlec//PDDUKlUmDlzJtLS0rB9+3b85z//wcyZM9kRjYgkw1q3saqc3e0LAOYe1lgUNQBwudiMuYc1Dnn/ijtbGy/osD+nzLKoAYDgVsCU5UDvkYBvINC2Fw4UqirP33hBhxG7byBTq8d3332HlJQUDBgwAF27dsXSpUttvm9F++ZZR0ustm/O1Opr5nRb1aYG1X+OjRd05RvMsi20VUJjVvG7JCKyRtJ3bK5evYopU6bgxo0baN68OXr27InvvvsOrVuXz1vOyclBRkZG5fmBgYHYunUrkpOTkZiYiKCgIDz11FN2X49DRNQY1rqNVeXsbl8AcOy68EWkteP2VtudLXg3AeL/Uv6P0QAU5qOk2ukVd7+MVbqsXbp0CQUFBYIhhaYJniy4UWNqYMV5QoVN9Q59Qj9HZpFZEnflpMpWtzl3HjPexSKyTdKFzerVq20+v2LFihrH4uPjsXPnToGziYikYX53NY7llVm9aJdO62prK2scs+KmLne2Knl6oUnTUJSaaj519VYJTn3/vcWxoUOF20e/fkyDjA1LgdjeQJu7AC+l4AW1taKrtb9njSLIlTeUFQvHrCbumURUO0kXNkRErihK7Y1tSc0qu42pb3dFKzSY7dJ5zF56hSjxzaWaHb96hSgd8v7W7my19vdElL8n/L0UUCjK17P4GYvg4eMvmG+YjwIPv/oqdu3ahT179sDPzw89e/YUjH361Ang2xXl/yhVQNf7gMcW4KLWYHGetQvvKH/PGr87V99QVgwcs5p4F4uodixsiIicIErtLfmLkQX3BOJk/nVcLrpzG6SVnwcW3OOYVe9Cd7b8vIAQH0WNAjA9vQDK8ED8UWD5jXa02hOv9GmGKPVETJw4EUVFRTh37hw8PYUvkK8e33vnQZkOMJQBAK7pLG8F1efCW+jniPJTSOSunDQJjZl07mQ6B+9iEdWOhQ0REQmKUnvj62HN7bqPTX3f/93+gZixX4ObJUYUG4EiA3D8ugHHrxtqTMOpfidMKF8/Pz9069bN6nsa/thneaBDXwBAqI9lA5r53dX4ZsFsFHn5l09ba9sL0eHNBC+8hfKaFQtJ3JWTqrr8Lt0N72IR1Y6FDRERWeXMO0uZWj2ePqCx2nlMaBpOY/PtOmISDv0UCfx5ANBeB9qXFzbRAZYX1EGmYuh++QowmYD96wAPD3xy4ozVC+/qeWk0juksJ2dyuKvpSLyLRVQ7FjZERE7GTkfCau2KBvtPw3n/mbEY0X4IMm4ZgNwMILil4MXj/v37YTLdmZ4W17EjukSGCMbMyMiAUqlEy5Yt7ZoruRfexSKqHQsbIiInYqcj6+rSFc3e03AsLh4jOiLY24TX7gmu0er5lXW7LV43YMAAqzEXLFiADRs2ICoqCn379sUzzzyDVq1a2TVvcg+8i0VkGwsbIiInqLhL8/PVEuSVWLZPZqejcrXt9yPWNJyqF48ajQaBAvvXZPSfCYT3BtKPQJlxFJ169bca7+DBg+WvzcxEZmYmpk6dKnie2WyW/GbSvLtIRFLGwoaIyMGE7tJUx05H1ruidQryQnSAt1Muqiunx6nUQOdEoHMiygAcDFVhosD5WVlZuHz5cuVjpVKJzp07o6SkpMa5+/btw7Rp09CzZ0/07NkTCQkJuPvuu63mIlRkBNnhZ7T1fry7SERSxsKGiOi2TK0eLx8twQ19majfRtdl7Qg7HUlzTUF9W+4WFBSgb9++OH78OMrKytCtWzc0adJEsLA5fvw4srOzsWPHDuzYsQPjxo0T3IgasF5kfNJPiS4idePmPipEJHUsbIiI4Nhvo2tbO8JOR3dIbU1BfVvudu3aFTt37oROp8Px48dhMBgEzwOAo0ePWjzu1auX1XOHT5iBix7NgKiu5f/4ByNDa8TiND3WtKjDD9IA3EeFiKSOhQ0RERz7bbS1i+MQHw/8pUUTp9+VkBKpreloaMtdlUpls8EAAJw+fdricY8ePQTPKygowMUfNt054KUEFh4FPL2QW20jUXviPipEJHUsbG6z154CYuxNoNPp7B5TjnEBjq+YcQH3Ht9Lt0oFj1++VWr3vw+zYoFfrimQWXSnaUCUnwJrBzRBaz9PwFSMur6lXMa3IXGzioz4+/4Si3E6mK1Dp0APFBqAMJUHkuO8y8cMjvn8BgH4pJ8Si9P0yNWZEHo7h6B6/M6E4gLADz/8gD///BOpqak4deoUWrVqJfgz7dtXbRPRsLaAZ/n/zpt5my1es379ehw7dgydOnVCp06dEB8fj4CAgLoneptGo8HDLU3YmgEYqvS68FIAD7c0NWjspfAZk0JcwL3/9oodF+D4ihkXcPz4BgZan2/LwuY2W4NUV7m5uXaJI4RxOb5ix3X38Y0MMOLw9Zp/SFsFNLH734cugcD2YXq7rR2Rw/g2JO6y3/ItihoAuKIDrlTelTDhZIEZ25Ka1StufVWP2yUQdpnuJZTvgAEDar2zk5aWZnmgZQcA5XeOXuiqtIi7f/9+bN++vfLx0qVLMX78+HrlWfHZ3fRbvkVRA5QXOZuueCCpXcPG3tmfMSnEdfe/vWLH5fiKG1dq48vChogIjt/VW2prR6SoLvvYVEwXfF6kdSVS9OijjyIqKgo/HTyCbw8cRXBcV3SPUZV3RTMVW5z7+++/WzyOj48XjHn9+nWMGjUK8fHx6Ny5M7p164b+/S1bWHONDRFJHQsbIiLc6cD18pF85Os9JNGBy93Vto9NhaoX1lJbkyOGyMhIPPLII3jkkUdqPFd1RkhhYSEyMjIqHysUCnTq1Ekw5unTp3HixAmcOHECQHnTg71791qcwzU2RCR1LGyIiG6LUntjWS8f0W6rU/0I3UUTUnFhzX1WLCmVSmzZsgW///47fv/9d2g0Gvj5+Qmee+rUKYvHQnd2Kn8fK5KB7HQgLAZBrdthct9JAOx/99EdilQisi8WNkREJEnV97FReytw8kYZLhffWehRMV2wLOcG91mpRqlUIjExEYmJibWeW70jW+fOnWucU/H76P/y7yi8ehG4egYFvwKq5x4WjKnRaHDu3Dm0b98eanX9pnSySCWihmBhQ0REklV9LVLFt/jVmy6k53ANSGO8/vrrGDNmTOXdnXvuuUfwvOYeZSjKzqx8rFAoEBsbK3jukSNHMGbMGABAeHg4Ro4ciQULFtQpHxapRNQQLGyIiEg2bDVdcLc1IEJTtYIaGKt58+Z1urtz5swZmM137phFRkbC19fX6rkVcnJybLZvTUlJQXFxMdq1a4e2bdvicn4bCF2isEglIltY2BARkUtwdGc7Z7I2VeuTfkp0EXGJWPfu3XHu3DmcOXMGZ8+etXlu9efbtWtn9dwvvvgCly9frnyc9M5uAK1qnNfcoxS5ubkICQmBQqGoX/JE5PJY2BARkUuovibHlTvbWZuqtThNb5c9dmxp3rw5mjdvXqMddHWhoaFo164dLl68CIPBYLWwKS4utihqFAoFUobF4/QPtyzWU7XyVWBAwRG0bz8J/v7+iI6OxogRIzBnzhz7/GAywIYKRLaxsCEiIsmq74Wcs/YHcvQFp7X1RLmVm5c630svvYSXXnoJer0eWVlZCA0NFTzvwoULFo9bt24NZZMmgEIBoMqOoAoFsm63ry4sLMSpU6fQp08fq+//yiuvoLS0FNHR0YiOjka/fv3g7+/f6J/LWdhQgah2LGyIiEiS5HIh54w8ra0nClV5iPJ+jeHt7Y22bdtafb5ly5b46KOPcO7cOZw/fx5NmzZFSqoWl4ssi7TLRSZsP3rG4lhMTIzVuJ9//jlyc3MrH//666+Chc3Nmzdx6dIltGnTBgEBAXX9sRyODRWIasfChoiIJEkuF3LOyNPaeqLkOOkUfHXVtGlTjBo1yuLYAzvzBM8tNprh5+eHoqIiANYLm8LCQouixtPTE61a1VyzAwA//vgjJk+eDABQBgQjJGEk+k39l+SmebHrH1HtWNgQEZEkyeVCzhl5WltPFGQqFu09HcnaHamE2YvwYcKHyM3NxYULF9CpUyfB8y5evGjxODIyEt7ewkVKxu3pbQBQdisfV26VYeMFneBdtyeffBJFRUWV09seeughNG3atJ4/XcO4W9c/ooZgYUNERJIklws5Z+UptJ5IoxH1LR3GVoc7hUKBsLAwhIWFWX19xfS2jIwMZGRk2Cw+qhY2AIDmkeXHBe66/fDDD7hx40bl4yFDhgjGvnr1KlJTUxEdHY02bdrAz8+v1p+5Nu7U9Y+ooVjYEBGRJMnlQk4uecpJYzvcCU1vs6Z58+bwCW+DkrzLgNEANG9d+VzVu25ardaiqPH29rY6vW3//v148sknKx+PGzcOK1asqFM+1rhT1z+ihmJhQ0REkiSXCzm55Ck3jupw9+qrr+Lq4H9g47lCoCAH8LtzB6bqXbfMzEyL17Vu3RqensJ35arfBWrWrJnV958xY4ZF97aZM2davRvlrK5/RHLBwoaIiCRLLhdycsmThFXedfNoWXms+l23du3a4bvvvquc3ubr62s1XvXCJjo62uq5Z86cgVarxalTpwDA4k5PVRcvXsSuXbvQtm1bxMbGonXr1vDwkF4XPCJnYmFzm8ZOE5PtFacqnU5n95hyjAtwfMWMC3B8xYwLcHzFjAtwfMWM6+pjGwTgk35KLE7TI1dnQqjKA8lx3ggyFVeuWzKbzWjfvj3at29f+Tpr49KuXTsMHDgQmZmZuHLlCkJDQwXPLSgogFarrXzcpEkT+Pr6Cp77008/Ye7cuZWPExMT8fHHH1v9maQ0vs6MC7j+59eZcQHHj29gYKDV51jY3GZrkOoqNzfXLnGEMC7HV+y4HF9x43J8xY3L8RUvrruMbZdAYE0L+8RNTk5GcnIyAECv1wOAYFe28+fPWzxu06aN1UYH2dnZFo87depkNZ9XX30VOp0O3bt3R1xcHDp06GC1K1xDSOn3Vht3+fw6K67UxpeFDREREZFIbBUUd999N3bu3AmFQoGMjAyra3YA4MKFCxaP4+LiBM8zm81Ys2YN8vPzK48dP37c5iapRK6ChQ0RERHZXaZWj5RULbKLjYhgQwVBCoUCzZs3R2xsLPr06WPz3HvvvRc+Pj44f/48/vjjD3Tu3FnwvGvXrlkUNSqVCm3atBE8d9euXVi6dCk6d+6MuLg49OnTx+reQERywMKGiIjcFi++xZGp1WPE7hsWLbCFNrykuhs3bhzGjRsHoPyujDVpaWkWjzt16mT1TtDx48dx6NAhHDp0CEB5h7YFCxYInms2m6FQKBqSOpHDsLAhIiK3JPeLb6GiLMjZSd2Wkqq1GFdAeMNLahhbBUbnzp2xcuVKpKam4vz581anrAHA6dOnLR7Hx8cLnmc2mxEfH4/mzZujffv26NatG6ZOnQofH5+G/QBEImFhQ0REbknOF9/WirJP+inRRZx1vPWSXWwUPJ5j5TjZT2hoKEaPHo2//vWvtS6+rmthk5OTg6tXr+Lq1as4efIkvvnmG8ycOVPw3IKCAiiVSpvtsInEwsKGiIjckpwvvq0VZYvT9LV29nKECF/hqU/hVo5T3dh76uSXX36J06dP4/Tp00hLS0OHDh0Ez6s+va1jx45Wp7e9++67WLJkCWJiYhAXF4cJEyZg8ODBDc6RqD5Y2BARkVuS88W3taIsV2dycCbCKje8rFJ8Vd/wkupHjKmTbdq0QZs2bfC3v/3N5nnnzp2zeGztzg5QXgSZTCacO3cO586dQ1JSkuB5ZrMZhw4dQqdOnay2uCaqLxY2RETkluR88W2tKAtVSWMn+ii1N7YlNUNKqhY5xUaEi9iYofpdjFmxkMR0PHtz5tTJadOm4aGHHkJaWhqOHTuG7t27Wz23rtPbrl27hvvvvx8A0KJFC3Tr1g2ff/65/ZImt8TChoiI3JIjL77tzVpRlhwnndyj1N6iX3AL3cX45ZoC24fpZfF7rA9nT50MCQnBoEGDcNddd1ldu1NWVmYxRc3Dw8Pq9LaqBdDVq1cREhJi9b0PHDiAwsJCxMfHo2XLluzORlaxsCEiIrfliItvMVgryoJMxc5OzaGE7mJkFpll0QCivuQwdVKpVCI1NRVarRZ//vknMjMzoVKpBM8VWrdjzbvvvoudO3cCKN+N/sMPP7Q6xY3cGwsbIiIiGRIqyjQaJyXjJM6+i+FIcpo6qVar0atXL/Tq1cvqOf7+/oiPj8fZs2eh1+ttFjZViyCNRoOwsDDB865fv473338fXbp0Qb9+/WzeBSLXxMKGiIiIZEkOdzHsRc5TJ4VMnDgREydORFlZGdLT06FUKgXP02q1yMzMrHxsa3rbiRMnsHjx4srHAwcOxJIlS+ybOEkaCxsiIiKSJaG7GFF+CknexbAHuU6dtEWpVCI+Ph4aK7cbS0pKMHHixMqW1C1atLA6va1644LQ0FCr71tSUsINRl0QCxsiIiKSJaG7GLNiIdu7GFRTSEgI3n77bQCAyWTCzZs3rZ5bvbDp37+/1XOHDRuGoqIiDBgwAAMGDEBSUhL8/PzqlFOmVo+Xj5bghr7MLvsJkf2wsCEiIiLZqn4Xw9o3/yR/Hh4eaNasmdXnR44cieDgYBw5cgS//fYbBgwYIHieRqPBiRMnYDKZcPbsWaxevRrp6el1KmzE2E+I7IeFDRERERHJ3tChQzF06FAA5cVLQEBAjc1FAeDw4cMwme5sZtuxY0erjQZ++eUXZGVloX///oiIiHDqfkJUOxY2t9nrGx5ih9p5AAAe3ElEQVQxvinS6XR2jynHuADHV8y4AMdXzLgAx1fMuADHV8y4HFt+duUY99atWwBqju/p06fh6ekJo7G8QOnVq5fV38HKlSuxceNGAEBMTAy8HnwOiEqscd7lW6V2+T3KaXwrOPrza20fJYCFTSVbg1RXubm5dokjhHE5vmLH5fiKG5fjK25cjq94cTm24sbl+IobV2h8n3vuOUyZMgVHjhzBgQMHkJiYaPW9f/nll8p/v3DhAgY1C8JZgfNaBTSxW/5SG99MrR4pqVpkFxtrrCmS2ueXhQ0RERERuZWAgADcd999uO+++6yek5WVZdFqWqlUYtHYgRi3V1djP6Ep4bcwaVIyhg4divvuuw9NmzYVNX9HkduaIg9nJ0BEREREJDVeXl549tln0atXL3h6eqJHjx7oGBqIbUnNMDzSCwPDlRgdo8K2pGY4te97bNmyBU8++STatWuHF154wdnp24WtNUVSxDs2RERERETVtGjRAq+88goAoLCwEHl5eQDKO/Et6+VjMVVq165dlf9uNBoRERHh2GRFkl1sFDyeY+W4s/GODRERERGRDf7+/oiOjhZ8TqvVYu/evRbHhg0bJniuwWDAM888g61bt8qiNXmEr6fg8XArx52NhQ0RERERUQP5+fnhq6++wnPPPYe4uDhER0ejffv2gucePnwYn376KSZOnIi2bdti0qRJDs62fuZ3VyNabVnERKvLGwhIEaeiERERERE1kIeHB3r37o3evXvj5ZdfhkajgUKhEDx3586dlf9uMBigVCodlWaDRKm9sS2pGVJStcgpNiK8Wlc0qWFhQ0RERERkJ7baFFddiwNYn7IGAG+99Rb69u2Lvn37Wi2UHCFK7S2bzUc5FY2IiIiISGRmsxnvvPMOnnnmGcTGxsLb2xuJiTU3+wTK94dJSUnB/fffj549e+Ktt95CSUmJgzOWHxY2RERERCR7mVo9pu7JxwM78zB1Tz4ytXpnp2RBoVCgX79+eP3113H06FGcOHECAQEBgufu3r0bZrMZAHD+/HmsWbNG8tPWpIBT0YiIiIhI1qxtJPl2ewViRXivl4+W4Ia+DBGNWHPSokULq89Vn7L26KOPwsOD9yNqw8KGiIiIiGTN2kaS72d54S9d7fc+1gqobUnN7LqgfsqUKfDy8sLOnTtRVlaGcePGCZ5nNpsxYcIE9OzZE2PHjkVoaKjdcpAjln5EREREJGvWNpLMK7Pvpa61AiolVWvX90lMTMSaNWvw559/Ys2aNYiKihI879dff8WXX36Jl156CXFxcXj88cdhMpnsmoucSLqwWbJkCRITExEZGYm2bdti7NixSEtLs/mazMxMBAUF1fjn+++/d1DWRERERORI1jaSDFHa9yLfWgGVY+V4YwUHB2P48OFWn//ss88q/91gMKCsrMytp6xJeira/v37MXnyZHTv3h1msxn/93//hxEjRuDIkSNo2rSpzddu3rwZnTt3rnxc2/lEREREJE/zu6txLK/M4m5KtNoT01vr7Po+1gqocCvHxWQwGLBt2zaLY4899pjV80tKSuDj4yN2Wk4l6cJmy5YtFo8/+OADtG7dGocPH7bZ9xsor3DDwsLETI+IiIiIJMDaRpJlOfadImatgJrfXW3X96kLLy8vHDx4EOvXr8dnn32G69evY+jQoYLnFhYW4q677sJf/vIXPPbYY0hMTISnp+OLMbFJurCprrCwECaTCUFBQbWe+/jjj6OkpARt27bFzJkzbd7GIyIiIiJ5E9pIMj3H/u+xLakZXj6Sj3y9R2UBZc/GAfURFhaGWbNm4ZlnnsHVq1ettoT+6quvcPPmTWzduhVbt25Fr1698N133zk4W/EpCgoKzM5Ooq4mTJiA8+fP4+eff7ZaZd64cQPr1q1Dnz594OXlhW+++QZvvfUWVqxYgbFjx1qNnZ6eLlbaREREREROM2XKFJw4caLy8aRJkzBjxgwnZtRwsbHWG3jLprB58cUXsWXLFuzatQtt2rSp12vnzJmDQ4cO4eDBg+Ikd1t6errNwW4ojUaDwMBAt4/L8RU3LsdX3LgcX3HjcnzFi8uxFTcux1fcuBxfQKvVYsCAAcjMzKw8lpqaipiYGMHzjx07hu7du9epCYHUxlcWbRPmzZuHzZs3Y/v27fUuagCgR48euHDhgv0TIyIiIiKSMLVajT179uDrr7/Go48+iiFDhlgtak6ePIkhQ4bg7rvvxqJFiyyKITmQ/BqbF154AVu3bsWOHTvQvn37BsU4deoUGwkQERERkVtSKBTo378/+vfvD7PZ+mStivbRmZmZWLBgAY4ePYpNmzY5Ks1Gk3Rhk5ycjPXr12Pt2rUICgrCtWvXAAB+fn7w9/cHALz66qs4fvw4tm/fDgBYt24dvL290bVrV3h4eGDXrl1YtWoV/v3vfzvrxyAiIiIikgSFQiF4vKysDBs3brQ4Zqt9tBRJurBZtWoVANToaPbCCy9g3rx5AICcnBxkZGRYPL948WJcunQJnp6eaNu2Ld59912bjQOIiIiISN4ytXqkpGqRXWxEhK9zWjDLmUajweDBg7Fjxw6UlpYiKCio1u1VpEbShU1BQUGt56xYscLi8aOPPopHH31UrJSIiIiISGIytXqM2H3DYn+ZY3lleLu9AvZf2u6aQkJCsGrVKhQUFGDz5s2y3NBT0oUNEREREVFtUlK1FkUNAGRojXg/ywt/6eqkpGQqKCgIkydPdnYaDSKLrmhERERERNZkFxsFj+eV8VLXnfCODRERERHJWoSv8MbtIUqTgzNpPKG1QlFqb2enJQssbIiIiIhI1uZ3V+NYXpnFdLRotSemt9Y5Mav6yyoy4omDNdcKbUtqxuKmDnh/joiIiIhkLUrtjW1JzTA6RoWB4UqMjlFhW1IztFRZ37NFihan6QXXCqWkap2Ukbzwjg0RERERyV6U2hsrBwVbHEvPcVIyDXRNJzx1LsfKGiKyxDs2REREREQSEKYSvjQPt7KGiCyxsCEiIiIikoDkOG9Eqy2LmGg1NxutK05FIyIiIiKSgNZ+ntiW1AwpqVrkFBsRzq5o9cLChoiIiIhIIoTWClHdcCoaERERERHJHu/Y3KbRaCQVpyqdTpwe7HKLC3B8xYwLcHzFjAtwfMWMC3B8xYzLseVnV65xAY6vmHEBx49vYGCg1edY2Nxma5DqKjc31y5xhDAux1fsuBxfceNyfMWNy/EVLy7HVty4HF9x43J8xY0rtfHlVDQiIiIiIpI9FjZERERERCR7LGyIiIiIiEj2WNgQEREREZHssbAhIiIiIiLZY2FDRERERESyx8KGiIiIiIhkj4UNERERERHJHgsbIiIiIiKSPRY2REREREQkeyxsiIiIiIhI9ljYEBERERGR7LGwISIiIiIi2WNhQ0REREREssfChoiIiIiIZI+FDRERERERyZ6XsxOQCo1GI6k4Vel0OrvHlGNcgOMrZlyA4ytmXIDjK2ZcgOMrZlyOLT+7co0LcHzFjAs4fnwDAwOtPqcoKCgw2z0bIiIiIiIiB+JUNCIiIiIikj0WNkREREREJHssbIiIiIiISPZY2BARERERkeyxsCEiIiIiItljYWMHq1atQteuXREWFoZBgwbh4MGDzk7JJSxZsgSJiYmIjIxE27ZtMXbsWKSlpTk7LZe1ZMkSBAUF4Z///KezU3EZOTk5mD59Otq2bYuwsDDcc8892L9/v7PTcglGoxEpKSmVf3u7du2KlJQUGAwGZ6cmSwcOHMAjjzyCTp06ISgoCJ999pnF82azGQsWLEDHjh0RHh6Ov/3tb/jjjz+clK382BpfvV6PV155Bf369UOLFi3QoUMHTJkyBZcuXXJixvJS2+e3qtmzZyMoKAjvvPOOAzOUt7qM77lz5/D3v/8drVu3RkREBBISEnDmzBmH58rCppG2bNmCuXPnYs6cOdi7dy969+6N0aNH8w+SHezfvx+TJ0/G7t27sX37dnh5eWHEiBG4efOms1NzOUePHsXHH3+M+Ph4Z6fiMgoKCpCUlASz2YwNGzbgyJEjeOONNxASEuLs1FzCf/7zH6xatQqLFi3CL7/8goULF2LlypVYsmSJs1OTpaKiIsTFxWHhwoVQqVQ1nl+6dCmWL1+ORYsW4ccff0RISAhGjhwJrVbrhGzlx9b4FhcX48SJE0hOTsaePXuwbt06XLlyBQ8//DAL9Tqq7fNb4csvv8Tx48cRERHhwOzkr7bxvXjxIpKSkhAVFYXt27fj0KFDmD9/Pvz8/ByeK/exaaR7770X8fHxWLZsWeWx7t27Y/jw4XjllVecmJnrKSwsROvWrfHZZ59h2LBhzk7HZWg0GgwaNAjLli3DokWLEBcXhzfffNPZacnea6+9hgMHDmD37t3OTsUljR07Fk2bNsX7779feWz69Om4efMm1q9f78TM5K9ly5Z444038NhjjwEov1vTsWNHTJ06FcnJyQDKN8+LjY3F66+/jokTJzozXdmpPr5C/vzzT/Tp0wcHDhzgF071ZG18s7KykJSUhG3btuHhhx/Gk08+iWeeecZJWcqX0PhOmTIFCoUCK1eudGJm5XjHphHKysrw22+/YfDgwRbHBw8ejCNHjjgpK9dVWFgIk8mEoKAgZ6fiUmbPno3hw4cjISHB2am4lK+//ho9evTAxIkT0a5dOwwYMAAffvghzGZ+l2QPffr0wf79+3H27FkA5ReC+/btw3333efkzFxPZmYmrl27ZvH/OpVKhX79+vH/dSKpuBPG/9/Zh8FgwJQpU5CcnIwOHTo4Ox2XYjKZsGvXLnTo0AGjRo1C27ZtkZiYiC1btjglHy+nvKuLuHHjBoxGY42pJSEhIcjNzXVSVq5r7ty56NKlC3r37u3sVFzGmjVrcOHCBXz44YfOTsXlXLx4ER999BFmzpyJ2bNn49SpU3jhhRcAAE8++aSTs5O/2bNno7CwEPfccw88PT1hMBiQnJyMKVOmODs1l3Pt2jUAEPx/XXZ2tjNScmllZWWYP38+hg4dipYtWzo7HZewYMECBAcHY/Lkyc5O5f/bu/OYqK42DOAPjNCyqOggwyKLgogYFcEIaqRoKiBEtAwo1YoKAlqXthYRrMsXLGJdsLZFjaBSBTcUxGKKJYoKWmJaoYxIqWiroGIZ6Cjiwvr9YZg4bK51OuPzS0i4Z849970HkjvvnGXUTlVVFe7fv4+4uDgsX74cq1evxtmzZxESEgI9PT14eHi80XiY2JBKWL58OfLz85GVlQWBQKDscNTClStXEB0djaysLGhpaSk7HLXT3NyM4cOHy6ekDhs2DNeuXUNiYiITm9cgLS0NBw4cQGJiIuzs7CCRSBAZGQkLCwsEBgYqOzyil9LY2IjQ0FDcvXsX+/fvV3Y4aiE3Nxf79u1Dbm6uskNRS83NzQAALy8vLFy4EAAwdOhQFBYWIiEh4Y0nNpyK9gqEQiEEAgGqqqoUyquqqmBkZKSkqNRPVFQUjhw5gmPHjsHKykrZ4aiNCxcuoLq6Gi4uLhAKhRAKhTh37hwSExMhFArx+PFjZYeo0kQiUbspD7a2tqioqFBSROpl1apVWLhwIcRiMQYPHoyAgAAsWLAAmzdvVnZoakckEgEAn3X/ssbGRgQHB6O4uBgZGRno3bu3skNSC3l5eaisrMTAgQPlz7ry8nKsXr0a9vb2yg5P5QmFQnTr1u0/87zjiM0r0NbWhoODA3JycjBlyhR5eU5ODnx8fJQYmfpYtmwZ0tPT8cMPP8DW1lbZ4agVb29vDB8+XKFswYIFsLa2xpIlS6Ctra2kyNSDi4sLysrKFMrKyspgbm6upIjUy4MHD9qN3goEAvmnh/T6WFpaQiQSIScnB46OjgCAR48e4eeff0Z0dLSSo1MPDQ0NCAoKQklJCTIzM+XJJL26uXPnYvLkyQplYrEYYrEYs2bNUlJU6kNbWxuOjo64cuWKQrmynndMbF7RggULEBYWBicnJzg7O2PXrl2orKzkLjGvQXh4OA4ePIjk5GQYGBjI53nr6elBX19fydGpPgMDg3YLU3V1ddGrVy9+ivUafPzxx3B3d8fGjRvh6+uLoqIi7NixAytXrlR2aGrB09MTX3/9NSwtLWFnZ4eioiLEx8cjICBA2aGppPv37+PatWsAnkwtqaioQFFREXr16gVzc3PMnz8fcXFxGDBgAGxsbLBx40bo6enBz89PyZGrhq7618TEBLNmzUJBQQH2798PDQ0N+fOuR48eXW5fTE886/+37fqwbt26QSQSYcCAAcoIV+U8q38XL16MOXPmYPTo0XB1dUVubi7S0tK6/D6hfwu3e34NEhMTsWXLFty5cweDBg3C2rVrMWbMGGWHpfI62w1m2bJliIqKesPRvB28vb253fNrdOLECURHR6OsrAx9+/ZFSEgIwsLCoKGhoezQVF5tbS1iYmKQmZkJqVQKkUgEsViMiIgIvPvuu8oOT+Xk5uZi0qRJ7co//PBDbNu2DS0tLVi3bh2SkpIgk8ng5OSEjRs38kOQ59RV/0ZGRmLYsGEdnhcfH9/lttD0xLP+f9saMmQIt3t+Ac/TvykpKYiLi8PNmzfRv39/LFmyRCkffDCxISIiIiIilcfNA4iIiIiISOUxsSEiIiIiIpXHxIaIiIiIiFQeExsiIiIiIlJ5TGyIiIiIiEjlMbEhIiIiIiKVx8SGiIj+Vbm5uTAwMEBubu5rbbeurg62trbYs2fPa21XlUmlUpiYmOCnn35SdihERG8cExsiIjUllUoRHR2N0aNHo2/fvhCJRBg2bBjCwsJw9uxZZYf3yrZv3w4tLS0EBAQoO5Q3LjU1FVu3bm1XbmhoiJkzZyImJgYtLfyaOiJ6uzCxISJSQwUFBRg1ahTi4+MxdOhQrF69Ghs2bIC/vz8kEgl8fHyQnZ2t7DBfWkNDA7Zt24YZM2ZAW1tb2eG8cYcPH+7wG9UBICgoCL/99ptaJK9ERC+im7IDICKi10smk2HGjBnQ1NREbm4ubG1tFV5fsWIFjh07Bj09vS7bqaure2YdZcnKyoJUKsUHH3yglOv/l/vGzs4O9vb2SElJwXvvvafscIiI3hiO2BARqZndu3fj1q1biI2NbZfUtPLx8cHo0aPlx7GxsTAwMMDly5cRGhoKKysrjBo1CgBw48YNhIeHY+TIkTAxMYGFhQWmTZuG4uLidu3evHkT06dPh6mpKWxsbBAVFYX6+voOY7h48SL8/f1hYWEBY2NjeHp6Pvcow/Hjx2FsbIxBgwYplLfex++//465c+fCwsIClpaW+PTTT3H//v127Zw6dQpeXl4wMzODmZkZxGIxioqKFOrMnz8fIpEI169fR0BAAMzNzTF16lT562VlZQgODoaNjQ1EIhEcHR0RGRmp0EZlZSUWLVoEW1tbGBkZYeTIkdi5c6dCnda1SIcPH8amTZtgb28PkUgEHx8fXLt2TV7P29sbJ06cQHl5OQwMDOQ/T3Nzc8OPP/6Ipqam5+pPIiJ1wBEbIiI1k5WVBR0dHUyaNOmFzw0KCoKlpSVWrFghT0gKCgpw/vx5+Pj4wNzcHLdv30ZSUhK8vb2Rn58PY2NjAMDDhw8xefJkVFRUICwsDMbGxkhNTe0wWcnLy4NYLMaQIUOwdOlSaGlp4eDBg/D19UV6ejrGjh3bZZwXLlyAg4NDl/dhamqKlStXQiKRICkpCTdv3kRqaqq8TmpqKkJDQzFu3DisWrUK9fX1SEpKgpeXF06dOqWQFDY3N8PX1xdOTk6Ijo6GQCAAAJSUlMDDwwOampqYPXs2rKyscOPGDaSlpWHdunUAgKqqKrz//vtobm5GcHAw+vTpgzNnzuDzzz9HTU0Nli5dqhD7li1bIBAIsHDhQty7dw/ffPMNQkJCcPLkSQBAeHg47t27h1u3bmHt2rUd3r+DgwO2bt2K4uJiDB06tMu+JCJSF0xsiIjUTGlpKWxsbKClpaVQXltbqzB68s4770BfX1+hzoABA7B3716FMnd3d0yePFmhLCAgAM7Ozti7d6/8jXlSUhLKysqwe/du+RSx2bNnw9XVVeHclpYWfPbZZ3BxccHRo0ehoaEB4Eky4urqijVr1nS5q1djYyP+/PNPuLu7d1rH1NQUqamp8rZFIhE2bNiA06dPw83NDXV1dVi6dCmmT5+O+Ph4+XkzZ87EiBEjsH79eiQmJsrLGxoa4OHh0S6RCA8PR1NTE86ePQsrKyt5+cqVK+W/f/nll6ivr8f58+dhaGgov9fFixcjLi4OISEhCiMujx8/Rl5ennztkIGBASIjI3H58mXY29tj3LhxMDU1hUwmw7Rp0zq8/9ZYSktLmdgQ0VuDU9GIiNRMbW1tu4QFAD755BNYW1vLf9qOFABAcHBwuzIdHR357w8ePEBNTQ26d+8OGxsbFBYWyl/Lzs6GkZGRQhKko6ODwMBAhfYkEgmuXLkCPz8/1NTUoLq6GtXV1aitrYWbmxt++eUXPHjwoNP7++eff9DS0tJu+tXTQkJC5EkNAMybNw/Ak9EsAMjJyYFMJoO/v7/8+tXV1WhqasKoUaM63Jp67ty5CsdSqRTnzp3D9OnTFZIaAPJrt7S0ICMjA+7u7tDQ0FC41vjx4/Hw4UP8+uuvCucGBAQobIjQOiXwr7/+6vR+22rtm+rq6uc+h4hI1XHEhohIzejr66O2trZdeXh4uDzJ6GyL5LZv0AHg0aNHWLt2LQ4dOoTKykqF13r37i3/vby8HP369YOmpuJnZtbW1grHV69eBQAsWrQIixYt6jCOmpoa6Orqdvhaq662M257TaFQCAMDA9y4cUMhhilTpnR4ftt70NTUhIWFhUJZa6LRdp3P06RSKWQyGZKTk5GcnNxhnaqqKoXjvn37Khy3JikymazT67TV2jdPJ3dEROqOiQ0RkZoZOHAgJBIJGhoaFKaj2dvbw97eHgDka0Taenp0plVERASSk5MRGhoKZ2dn9OzZE5qamoiKikJzc/MLx9d6zv/+979O18m0TtnqSO/evaGhofFCb/Q7i2Hr1q0wNTV9Zn0tLS106/bij8zW6/j5+eGjjz7qsI6dnZ3CcWd/mxf5XprWvhEKhc99DhGRqmNiQ0SkZjw9PXHhwgVkZGTAz8/vlds7evQoAgIC5IvhW8lkMoURG3Nzc1y6dAnNzc0KIx6toyOt+vXrB+DJyJKbm9sLxyMQCGBtbY3r1693Wufq1auwsbGRH1dXV0Mmk8lHXVpjMDQ0fKkYnm6jpKSk0zqGhobo3r07GhsbX/o6L6O1bzrbFY+ISB1xjQ0RkZoJCgqCsbExvvjiC/zxxx+v3J5AIGg3WnD48GHcvn1boWzChAn4+++/kZGRIS97+PAh9uzZo1DPwcEB/fv3R3x8fIdT5qRS6TNjcnZ2Vljf01ZCQoJCzNu3bwcAeHh4AADGjx+Pnj17Ii4ursPtqJ8nBqFQiDFjxmDfvn3t1r+0XlsgEMDHxwfHjx+HRCJ5qet0RE9PD3fv3u10FKewsBD6+voYPHjwS7VPRKSKOGJDRKRmDAwMkJKSgqlTp2Ls2LHybYq1tbVRUVGBzMxM1NXVtVvL0ZmJEyfiwIED6N69O+zt7SGRSJCWltZuPc6sWbOQkJCA+fPno7CwECYmJjh06JDCQnjgyXqVb7/9Fn5+fnBxccGMGTNgZmaG27dv49y5c2hpaUFmZmaXMXl5eSElJQUlJSUdrnG5desW/P394eHhgUuXLuH777/H+PHjMW7cOABAjx49sHnzZoSEhMDV1RVisRhGRkYoLy/HyZMnYWdnh23btj2zb9avX4+JEyfCzc0Nc+bMgZWVFcrLy5GWloaLFy8CeDLlLi8vD+7u7ggMDMSgQYMgk8kgkUiQmZmJO3fuPPM6bQ0fPhxpaWmIjIzEiBEjoKmpCbFYLH/99OnT8PT07HRaGxGROmJiQ0SkhpycnJCfn4/4+HicOHECGRkZaGpqgrGxMZydnREbG/vc30q/bt06aGlpIT09HcnJyXBwcMCRI0cUtjQGAF1dXWRkZCAiIgIJCQnQ0dGBv78/JkyYoPCmGwDGjBmD7OxsbNiwATt37kRtbS2MjIzg6OjYbhe1jnh4eKBPnz5IT0/vMLHZuXMnNm3ahDVr1gAAAgMD8eWXXyrU8fX1hbGxMeLi4vDdd9/h8ePH8v6ZM2fOc/XN4MGDkZ2djZiYGOzevRuPHj2CmZkZPD095XX69OmDkydPYv369Th+/Dh27dqFXr16wdbWtl1Mzys4OBjFxcU4dOgQduzYgZaWFnkfl5aW4vLly4iJiXmptomIVJWGTCZ7/tWIRERE/xFxcXHYtWsXCgoK5JskxMbG4quvvkJpaSlEIpGSI1SOiIgI5Ofn48yZM9wVjYjeKlxjQ0REKmnevHmor6/H/v37lR3Kf4ZUKsXevXuxYsUKJjVE9NbhVDQiIlJJurq6r2VzBHViaGjYblMHIqK3BUdsiIiIiIhI5XGNDRERERERqTyO2BARERERkcpjYkNERERERCqPiQ0REREREak8JjZERERERKTymNgQEREREZHKY2JDREREREQq7/9oLOnf0QMbjwAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAJ9CAYAAADnp+daAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XtY1GX+//HXgChoIyiyaB4Ik0x3bUtKO5mZrVYe65LK7LtZZmnrz05WmpTZYlhrfcv0i6bZurvapmVqVprlIXUzM2y1k+ElYhYCQkwjxxHm9wdKDszAAPNh5gPPx3X1B5/De27eTtfl2/u+37clPz/fKQAAAAAwsSB/DwAAAAAAGorCBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2PpSWlmZIXJvNRlyRX6Pjkl9j45JfY+OSX+Pikltj45JfY+OSX2PjBlp+KWwAAAAAmF4Lfw8gUPiqkjWiIi4qKvJ5TDPGlcivkXEl8mtkXIn8GhlXIr9GxiW3fHfNGlciv0bGlRo/v+Hh4R7vUdicVlOSvJWdne2TOO4Ql/waHZf8GhuX/Bobl/waF5fcGhuX/Bobl/waGzfQ8stSNAAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2AAAAAEyPwgYAAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0KGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwvRb+HkCgsNlsARXnbEVFRT6Paca4Evk1Mq5Efo2MK5FfI+NK5NfIuOSW765Z40rk18i4UuPnNzw83OM9CpvTakqSt7Kzs30Sxx3ikl+j45JfY+OSX2Pjkl/j4pJbY+OSX2Pjkl9j4wZafils/CzD7lBSql2ZhWXq1DpYiX2tirGG+HtYAAAAgKlQ2PhRht2h0ZtylW4vq7y2N6dUa4dGUtwAAAAAdUDzAD9KSrW7FDWSlG4vU1Kq3U8jAgAAAMyJwsaPMgvL3F4/7uE6AAAAAPcobPyoU+tgt9c7ergOAAAAwD0KGz9K7GtVrNW1iIm1VjQQAAAAAOA9mgf4UYw1RGuHRiop1a7jhWXqSFc0AAAAoF4obPwsxhqiJQPb+3sYAAAAgKmxFA0AAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0/FrYvPTSSxo0aJC6du2q888/X7fddpu+/fZbl2ecTqeSk5N14YUXqmPHjho2bJi+++67WmOvW7dO/fv31+9+9zv1799f7733nlG/BgAAAAA/82ths3PnTk2YMEGbNm3S+vXr1aJFC40ePVq//PJL5TOvvPKKFi5cqOeff15btmxRVFSUbr75Ztntdo9x9+zZo3vuuUcJCQnasWOHEhISNH78eO3du7cxfq0Gy7A7NHF7noZ/mKOJ2/N0tKDM30MCAAAAAppf2z2vWbPG5efFixerW7du2r17t2688UY5nU6lpKTooYce0qhRoyRJKSkpiouL09tvv627777bbdyUlBQNGDBA06ZNkyT17NlTO3bsUEpKil5//XVjf6kGyrA7NHpTrtLtvxUze7IsWn+jg/NtAAAAAA8Cao/NyZMnVV5eroiICElSRkaGsrKydN1111U+ExYWpiuvvFKff/65xzhffPGFyzuSNHjw4BrfCRRJqXaXokaSMgqcSkr1PEMFAAAANHcBVdhMnz5dffr0Ub9+/SRJWVlZkqSoqCiX56KiopSdne0xTlZWVp3fCRSZhe6XnR33cB0AAACAn5eine3JJ5/U7t27tXHjRgUHB7vcs1gsLj87nc5q16qq6ztpaWl1HLExcc4pC5FUfclZm7ICpaXlNyi2O0YVe0bF9dWfU1VmywP5NWdc8mtsXPJrXFxya2xc8mtsXPJrbNzGzm9cXJzHdwKisJkxY4bWrFmj9957T+edd17l9ejoaEkVv1iXLl0qr584caLajMzZoqOjqyWjtndqSpK30tLSGhzn+Y4OHayyxyamjUXPD+zs8z02NptN4eHhPo1pZFxf5Ncds+WB/JozLvk1Ni75NS4uuTU2Lvk1Ni75NTZuoOXX70vRnnjiCb399ttav369LrjgApd7MTExio6O1tatWyuvFRcX67PPPlP//v09xrzssstc3pGkrVu31vhOoIixhmjt0EgldA/TgI4tldA9TP+6OpTGAQAAAEAN/DpjM23aNL311lv617/+pYiIiMo9NW3atNE555wji8WiyZMn68UXX1RcXJx69OihefPmqU2bNhozZkxlnJEjRyo+Pl6zZs2SJE2aNEk33XSTXnrpJQ0fPlwbNmzQjh07tHHjRr/8nnUVYw3RkoHtK3+22Wx+HA0AAAAQ+Pxa2CxdulSSKls5n/HEE09oxowZkqQHH3xQRUVFeuyxx5Sfn6/4+HitWbNGVqu18vn09HR17ty58uf+/ftr2bJlSkpKUnJysmJjY7Vs2TJdeumljfBbAQAAAGhsfi1s8vNr3wxvsVg0Y8aMykLHnQMHDlS7NmrUqGoFEwAAAICmye97bAAAAACgoShsAAAAAJgehQ0AAAAA06OwAQAAAGB6FDYAAAAATI/CBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANNr4e8BoG4y7A4lpdqVWVimTq2DldjXqhhriL+HBQAAAPgVhc1pNpstoOKcraioSJJ0tKBMd+4sVkaBs/Lenqxi/evqUHVrE1zvuL5mVFzJ2Pw297gS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3/DwcI/3KGxOqylJ3srOzvZJHHfCw8M1/6s8l6JGkjIKnJqfJi0ZWL/PNXK8vmZ0fpt7XPJrbFzya2xc8mtcXHJrbFzya2xc8mts3EDLL3tsTCSzsMzt9eMergMAAADNBYWNiXRq7X65WUcP1wEAAIDmgsLGRBL7WhVrdS1iYq0VDQQAAACA5ow9NiYSYw3R2qGRSkq163hhmTrSFQ0AAACQRGFjOjHWEC0Z2N7fwwAAAAACCkvRAAAAAJgehQ0AAAAA06OwAQAAAGB6FDYAAAAATI/CBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgei38PYBAYbPZAirO2YqKinwe04xxJfJrZFyJ/BoZVyK/RsaVyK+Rcckt312zxpXIr5FxpcbPb3h4uMd7FDan1ZQkb2VnZ/skjjvEJb9GxyW/xsYlv8bGJb/GxSW3xsYlv8bGJb/Gxg20/LIUDQAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2AAAAAEyPwgYAAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0Wvh7AKibDLtDSal2ZRaWqVPrYCX2tSrGGuLvYQEAAAB+RWFjIhl2h0ZvylW6vazy2t6cUq0dGklxAwAAgGaNpWgmkpRqdylqJCndXqakVLufRgQAAAAEBgobE8ksLHN7/biH6wAAAEBzwVK002w2W0DFOVtRUZEkKTKk3O399iHl9frcM3F9zai4krH5be5xJfJrZFyJ/BoZVyK/RsYlt3x3zRpXIr9GxpUaP7/h4eEe71HYnFZTkryVnZ3tkzjuhIeH69n+rbU/33WPTaw1WM/2b6/weu6xMXK8vmZ0fpt7XPJrbFzya2xc8mtcXHJrbFzya2xc8mts3EDLL4VNAKra+WxqnNQnXIqxhmjt0Eglpdp1vLBMHemKBgAAAEiisAk47jqf7cmyaP2NDsVYQxRjDdGSge39OEIAAAAg8NA8IMC463yWUeCk8xkAAABQAwqbAEPnMwAAAKDuKGwCTKfWwW6vd/RwHQAAAACFTcBJ7GtVrNW1iIlpY1FiX6ufRgQAAAAEPpoHBBh3nc+mxonOZwAAAEANKGwCUNXOZ0YcfAQAAAA0JSxFAwAAAGB6zNiYTNXDO8/sval6jaVrAAAAaE4obEzE3eGdn2WVSE6njhU6K6/tzSnV2qGRFDcAAABoNvy6FG3Xrl26/fbb1atXL0VERGjFihUu9yMiItz+N23aNI8xMzIy3L7z8ccfG/3rGM7d4Z3HCspdihpJSreXcaAnAAAAmhW/ztgUFBSod+/eGjt2rCZNmlTt/sGDB11+3rdvn26//XaNHj261tjvvPOO/vCHP1T+3K5du4YP2M88Hd7pDgd6AgAAoDnxa2EzZMgQDRkyRJL0wAMPVLsfHR3t8vMHH3ygHj166Oqrr641dvv27au9b3aeDu90hwM9AQAA0JyYpivayZMntWbNGt11111ePf8///M/6tGjh4YOHap169YZPLrG4e7wzi5tgtSltcXlWqw1mAM9AQAA0KyYpnnA22+/rZKSEo0dO7bG58455xz99a9/1eWXX64WLVrogw8+0N13362UlBTddtttjTRaY7g7vPPsrmhnX6NxAAAAAJoTS35+vrP2x4zXuXNnvfDCCxo3bpzb+4MGDVJMTIz+/ve/1zn2o48+qs8++0z/+c9/PD6TlpZW57i+9lORRYuOtlBOSZCiWpVrUrdT6hwWEH88AAAAgN/FxcV5vGeKGZv9+/dr3759evrpp+v1fnx8fLWOa1XVlCRvpaWl1TtOht2hh11aOQfrYHGo1g6NVER5ocLDwxs8vqpsNpup4jYkvzUxWx7Irznjkl9j45Jf4+KSW2Pjkl9j45JfY+MGWn5Nscdm+fLl6tatm6699tp6vX/gwIGAbyTgrpUzbZsBAAAA7/h1xubkyZM6fPiwJKm8vFzHjh3T/v371a5dO3Xt2lWSVFhYqNWrV2vq1KmyWCzVYsyePVtffvml1q9fL0lauXKlQkJCdNFFFykoKEgbN27U0qVL9cwzzzTa71Ufnlo5V7RtpsMZAAAAUBO/Fjb79u3TiBEjKn9OTk5WcnKyxo4dq5SUFEnSmjVrVFBQ4HHvzfHjx5Wenu5ybd68efrxxx8VHBys888/XwsWLAj4xgGeWjnTthkAAAConV8LmwEDBig/P7/GZ+68807deeedHu+fKYDOuOOOO3THHXf4ZHyNKbGvVXtzSl2Wo7UKkgoc5TpaIPXx/bJIAAAAoMkwxR6b5uBMK+cbu7RS6OlJmpJy6YMfS3TnzmJl2B3+HSAAAAAQwChsAkiMNUTntAxScZXtNhkFTpoIAAAAADWgsAkwNTcRAAAAAOAOhU2AoYkAAAAAUHcUNgEmsa9VsVbXIqZVkHSytJx9NgAAAIAHFDYB5MiRI7I67Fo7NFI3dW2l0NN/OiXl0ofHSjR6Uy7FDQAAAOAGhU0AOHTokCZPnqz4+Hi9+uqrirGGqE1IkIrLXZ9Lt5fRRAAAAABwg8LGzz766CP169dPb775psrKyrRkyRL98ssvNBEAAAAA6oDCxs+uvvpqtW/fvvLnkydPKiUlhSYCAAAAQB1Q2PhZ69atNWXKlMqf4+Li1Lt3b7dNBGKtwUrsa23sIXolw+7QxO15Gv5hjqZ+wYGiAAAAaFwt/D0ASBMmTNDmzZs1YcIEjRo1SsHBFQXN2qGRSkq169ivJerStpUS+1oVYw3x82iry7A7NHpTrtLtvy2T25+fq7VDIwNyvAAAAGh6KGwCgNVq1fvvv1/teow1REsGtpfNZlN4eLgfRuadpFS7S1Ej/dboYMnA9h7eAgAAAHyHwuY0m80WUHHOVlRU5POYvoz7468lbq8f+7XE5/lojvltrLgS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f35r+sZ/C5jRfzIhkZ2cbNrMSyHG7ti3T7hPVv4Bd2rby6biba34bKy75NTYu+TU2Lvk1Li65NTYu+TU2Lvk1Nm6g5ZfmAWgwszU6AAAAQNNDYROgnE6ntmzZorFjxxo6fegLMdYQrR0aqYTuYRrQsaVGdW1B4wAAAAA0KpaiBaBt27Zpzpw5+uKLLyRJl156qR599FE/j6pmZxodSBVrLcMpagAAANCImLEJQNu2bassaiRp0aJFNc7anH2GzMTteZwhAwAAgGaHwiYATZkyRa1bt678OScnRx9//LHbZ8+cIbP6cJF2Hi/V6sNFGr0pl+IGAAAAzQqFTQDq0KGD7r33XknS0KFDtX79eo0YMcLtszWdIQMAAAA0F+yxCVBTp07VLbfcoosvvrjG/uCZhWVurx/3cB0AAABoiihsAlSHDh3UoUOHWp/r1DrY7fWOHq4DAAAATRFL0UyOM2QAAAAAZmxM78wZMkmpdh0vLFPH1hVFDWfIAAAAoDmhsDGZ4uJi/fDDD7rooosqr519hgwAAADQHLEUzSSKi4u1ePFiXXLJJRozZowKCwv9PSQAAAAgYDBjYwKnTp3S4MGDdejQocpry5Yt05QpU/w4KgAAACBwMGNjAi1atNCwYcNcrr388ssqKCjw04gAAACAwEJhYxJTp05VmzZtJElhYWEaO3asTp065edRAQAAAIGBpWgmERkZqalTp8pms+nBBx9UdHS0v4cEAAAABAwKm9NsNltAxTlbUVGRJGnSpEk+/Zwzcb1xtKBM8751KKuoXNFhQZrWO0Td2rg/BLQucevKyPw297gS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3/DwcI/3KGxOqylJ3srOzvZJHHf8GTfD7tCf/5OrdHvZ6Svl2p/v1NqhkR7PyzFivE01v4ESl/waG5f8GhuX/BoXl9waG5f8GhuX/BobN9Dyyx4b1Cop1X5WUVMh3V6mpFS7n0YEAAAAuKKwQa0yC8vcXj/u4ToAAADQ2ChsTO7nn3/Wo48+qjlz5hj2GZ1au99L09HDdQAAAKCxscfGpGw2m+bOnatly5appKREwa3CtL37LYo5N1qJfa0e977UR2Jfq/bmlLosR4u1Biuxr9VnnwEAAAA0BDM2JhUSEqJ33nlHJSUlkqSykiLt+XeKVh8u0uhNucqwO3z2WTHWEK0dGqmE7mEa0LGlErqH1dg4AAAAAGhsFDYm1bp1az388MOuF7/fJZWdMmRjf4w1REsGttd7N0ZpycD2FDUAAAAIKBQ2Jnb33XerZftoKaKjdOsz0mPvSMEVqwvZ2A8AAIDmhD02JhYaGqprn/m7PiqOlkJaudxjYz8AAACaE2ZsTO5vN1+q2PatXa6xsR8AAADNDTM2JndmY39Sql3HC8vUsXWwz7uiAQAAAIGOwqYJOLOxHwAAAGiuWIoWwDLsDk3cnqfbPi3UxO15dWrhvGPHDn3zzTcGjg4AAAAIHBQ2ASrD7tDoTblafbhIu0+Ue30+TWpqqm6++WaNGDFCTz/9dCONFgAAAPAvCpsAlZRqV7rdtWVzbefT7N+/X9ddd522bt0qSfrkk0+0c+dOQ8cJAAAABAIKmwCV6eEcmprOp+nTp4+uuuoql2tJSUlyOp0+HRsAAAAQaChsAlQnD+fQ1HQ+jcVi0VNPPVX589VXX61nn31WFovF5+MDAAAAAgld0U6z2WwBFWdqnLQny6KMgt9mW2LaWDQ1rubP6NWrlyZNmqQBAwboqquuksVi8fh8UVGRT8baWHEl3+X3bGbLA/k1Z1yJ/BoZVyK/RsYlt3x3zRpXIr9GxpUaP7/h4eEe71HYnFZTkryVnZ3tkziS1CdcWn+jQ0mpdh37tURd2rby+nyauXPnev05vhpvY8T1ZX6rIi75NTou+TU2Lvk1Li65NTYu+TU2Lvk1Nm6g5ZfCJoCdOZ/GZrMZ9qUBAAAAmgL22AAAAAAwPWZs/CzDXrHcLLOwTJ1aB7ssNztz78dfS9S1bZnXS9E8KSgoUFlZmdq2beur4QMAAAABgcLGj84cwnn2eTV7c0q1dmikJLnc232iqPJeXYubsrIyrVixQsnJyRo1alSd9uAAAAAAZsBSND+q6RDO+hzQ6U56eroGDBigqVOnKjMzU6+//rrS09MbPHYAAAAgkFDY+FFNh3DW54BOdzp16iS7/bdiyOFwaPbs2XWKAQAAAAQ6Chs/qukQzvoc0OlOaGioy6GdrVq10nnnnafy8vI6xQEAAAACGXts/Cixr1V7c0pdlpzFWisaCEiq8V5djBkzRosWLVJcXJwSExPVtWvXhg8eAAAACCAUNn4UYw3R2qGRSkq163hhmTpW6Yp25l5dD+isKigoSB988IFCQ0N9/SsAAAAAAYHCxs/OHMJZ0z1fHNBJUQMAAICmjD02AAAAAEzPr4XNrl27dPvtt6tXr16KiIjQihUrXO5PnjxZERERLv9df/31tcbduXOnBg4cqOjoaP3xj3/UsmXLjPoVAAAAAAQAvxY2BQUF6t27t+bOnauwsDC3z1x77bU6ePBg5X+rV6+uMeaRI0d06623ql+/fvr000/1yCOP6PHHH9e6deuM+BVMLScnR48++igHdgIAAMD0/LrHZsiQIRoyZIgk6YEHHnD7TKtWrRQdHe11zDfeeEMdO3bU3/72N0lSz549tXfvXi1YsECjRo1q+KCbgKKiIi1YsEAvv/yyCgoKFBYWpj//+c8699xzPb6TYXcoKdWuzMIydarS5KDq/ciQcj3bv3W9Gh0AAAAA9RHwe2w+++wz9ejRQ/Hx8Zo6dapycnJqfH7Pnj267rrrXK4NHjxY+/btk8PhMHKopnHq1Cm99tprKigokFRR6Dz33HMen8+wOzR6U65WHy7SzuOlWn24SKM35SrD7nB7f92Pp1zuAwAAAEYL6MLm+uuv16JFi7Ru3TolJSXpyy+/1MiRI1VSUuLxnezsbEVFRblci4qK0qlTp5Sbm2v0kE3BarVqxowZLtd2796toqIit88npdpdztORpHR7mZJS7V7dBwAAAIxmyc/Pd/p7EJLUuXNnvfDCCxo3bpzHZzIzM9WnTx8tW7ZMI0eOdPtMfHy8brvtNj3++OOV13bu3Knhw4fr4MGDHpe1paWlNewXMJlTp05p7Nix+uWXXzRhwgSNGTNGISHul45N2t9KX/4aXO16fHiZFvUpqfU+AAAA4AtxcXEe75nqHJtOnTrp3HPP1eHDhz0+87vf/U7Z2dku106cOKEWLVqofXv358VINSfJW2lpaT6JU5UvzrFx57XXXtMFF1ygiIiIGp/r/nOevvy1+mxO98hzFBfXrdb7vmK2/JotLvk1Ni75NTYu+TUuLrk1Ni75NTYu+TU2bqDlN6CXolWVm5urzMzMGpsJ9OvXT9u2bXO5tnXrVl1yySUeZySaq549e9Za1EhSYl+rYq2uMzKx1ooGAt7cBwAAAIzm1xmbkydPVs6+lJeX69ixY9q/f7/atWundu3aae7cuRo5cqSio6N19OhRPfvss4qKitLw4cMrY9x///2SpMWLF0uS7r77bi1ZskTTp0/X3Xffrc8//1wrV67U0qVLG/8XbCJirCFaOzRSSal2HS8sU8cqXdGq3m8fUq5n+7enKxoAAAAajV8Lm3379mnEiBGVPycnJys5OVljx47VSy+9pG+//Vb//ve/ZbPZFB0drQEDBuiNN96Q1frbTMCxY8dcYp533nlatWqVnnzySS1btkwdO3bU888/T6vnBoqxhmjJQM9L+c6+b7PZFE5RAwAAgEbk18JmwIABys/P93h/zZo1tcZ4//33q127+uqr9emnnzZobM3Zrl279NNPP+nWW2/191AAAAAAr5hqjw2M9cMPP2js2LEaNmyYpk2bRntsAAAAmAaFDSRJxcXFuvHGG/Xhhx9Kkn799Ve98MILfh4VAAAA4B0KG0iSQkND9dBDD7lcW7ZsmbKysnz+WRl2hyZuz9PwD3M0cXueMuwOn38GAAAAmhcKG1SaOHGiunbtKkm67LLLtH79+hpba9dHht2h0ZtytfpwkXYeL9Xqw0UavSmX4gYAAAANYqoDOmGs0NBQ/e1vf1NJSYlGjhwpi8Xi889ISrUr3V7mci3dXqakVHuNXdcAAACAmlDYwMUNN9xgaPzMwjK31497uA4AAAB4g6VoaFSdWge7vd7Rw3UAAADAGxQ2aFSJfa2KtboWMbHWYCX2tXp4AwAAAKgdhQ28UlJSogMHDjQ4Tow1RGuHRiqhe5gGdGyphO5hWjs0UjHWEB+MEgAAAM0Ve2xQI6fTqXfffVezZ89WQUGBUlNT1bZt2wbFjLGG0CgAAAAAPsWMDTxyOp0aOXKk7rnnHmVkZOjEiRN65ZVX3D579tk0U78opn0zAAAAGhWFDTyyWCy64oorXK4tXLhQP/30k8u1qmfTrPvxFGfTAAAAoFGxFO00m80WUHHOVlRU5POY3sYdP3683njjDeXk5KhFixa69dZb5XA4XH7Pp78odns2zdOf52n+ZaE+HXNTy28gxZXIr5FxJfJrZFyJ/BoZl9zy3TVrXIn8GhlXavz8hoeHe7xHYXNaTUnyVnZ2tk/iuOOvuOHh4Zo5c6Y++eQTzZo1Sz169Kj2TK6j1O27eY4gn457X0aOXviqTJmFZerUuqKTmq+aDjS1P7f6aIrf30CKS36NjUt+jYtLbo2NS36NjUt+jY0baPmlsEGt7rrrLo0fP97j/cY4mybD7tCUb1rpWPFvFfzenFI6qgEAAEASe2zgBYvFUuP9xjibJinVrmPFrl/XdHuZklLtPvsMAAAAmBczNmiwM2fTJKXadbywTO1DyvVs//Y+nUnJLCxze/24h+sAAABoXihs0CD5+fmKiIhwOZvGZrMp3MfLwxpjuRsAAADMi6VoqJf8/HxNnz5df/jDH3TkyBHDPy+xr1VdQstdrvl6uRsAAADMi8IGdfb2228rPj5eixYt0smTJ5WYmGj4Z8ZYQ7Tg9yVK6B6mAR1bKqF7GI0DAAAAUImlaKiz0tJS5ebmVv68YcMGbd++XQMHDjT0czuHObXkovaGfgYAAADMiRkb1Nntt9+u+Pj4yp+7du2q8vLyGt4AAAAAjEVhgzoLCgrS888/rzZt2mjmzJnas2ePBg0a5O9hAQAAoBljKRrq5dJLL9U333yjiIiIWp/NsDuUlGpXZmGZOrWu2PDP3hgAAAD4EoUN6s3bomb0plyl2387b2ZvTikb/wEPGDZ7AAAgAElEQVQAAOBTLEWDoZJS7S5FjSSl28uUlGr304gAAADQFFHYwOfKysrkdDolSZmFZW6fOe7hOgAAAFAfFDYmkWF3aOL2PA3/MEcTt+cpw+7w95Dc+uKLLzRy5Ei99dZbkqROrYPdPtfRw3UAAACgPihsTOBoQZlGb8rV6sNF2nm8VKsPF2n0ptyAKm5yc3M1ZcoU/elPf9LXX3+tp556Svn5+Ursa1Ws1bWIibVWNBAAAAAAfIXCxgTmfesI+H0qv/76q1avXl35c05OjpKTkxVjDdHaoZFK6B6mAR1bKqF7GI0DAAAA4HN0RTvNZrMFVJyzZRaccnv92K8lDfq8oqKier9bVfv27TV58mS9/PLLldeys7OVn5+vCItF8y4OlnR65qa8UPUdthH59WUezBxXIr9GxpXIr5FxJfJrZFxyy3fXrHEl8mtkXKnx8xseHu7xHoXNaTUlyVvZ2dk+iVNVpzbFUl714qZL21YN/jxfjveJJ57Qu+++q5CQEL344osaOHCgz2JLxuVX8m0ezBqX/Bobl/waG5f8GheX3Bobl/waG5f8Ghs30PJLYWMC03qHaH++02U5WiDuUwkLC9OaNWvUtm1bRUVF+Xs4AAAAaEYobEygW5tgrR0aqaRUu44Xlqlj64qiJhD3qZx//vmGTEkCAAAANaGwMYkYa4iWDGzv72EAAAAAAYnCBo3G6XTKYrEow+5QUqpdmYVl6hTAs08AAAAwDwobGM7hcGjRokXatm2b5i1bqVs2/+KyX2hvTiktoAEAANAgFDYw1KeffqrHH39c33//vSTpvheXKz12mMszZ87kYakdAAAA6osDOuGVDLtDE7fnafiHOZq4PU8ZdodX76WkpFQWNZL01d/nSoXVmwscLyyrdg0AAADwFoUNapVhd2j0plytPlykncdLtfpwkUZvyvWquElOTlZoaGjlzxZnuXT8ULXnOrYO9umYAQAA0LxQ2DRR9Z1hcScp1e6yJ0b6bflYbc477zw9/PDDkqQ77rhDm3Z8ptg/9nN5prHP5Kmam6MFzBYBAACYHXtsmqAzMyy+2qCf6WGZmLfLxx566CENHDhQl19+uSRpbaTDqzN5qnZPG9fOorg6j756zKq52ZNl0fobHTQvAAAAMDEKmyaophmW+mzQ7+RhmZi3y8datWpVWdRI3p3J464A+Sy0ld6PbVgB4i43GQVOmhcAAACYHEvRmqCGzrBUldjXqliraxFj9PIxdwXIseIgr5a/1cTXuQEAAEBgYMamCWroDEtVMdYQrR0a6dXysbo6c2hnVUYVIL7ODQAAAAIDMzZNkBEzLGeWj713Y5SWDGzvk6LmyJEjSkhI0MaNG6vdM6oAcZebmDaWRm1eAAAAAN+jsGmCzsywJHQP04COLZXQPazejQOMUFpaqhdffFGXX365Pv74Y02bNk0nT550ecZdARLdslwFjvIGdXqLsYZowVXh6nZOsMJDLOp2TrBe6NsyYHIDAACA+mEpWhPlzQZ9f/nhhx/03HPPqaysYlnZsWPHlJSUpLlz51Y+U3X52zktLNqXXaQPfiypfKY+nd4y7A5N2WXT0ZMVn21zlOnx1HJdGE1XNAAAADOrU2GTn5+vtLQ05ebmymKxKDIyUj169FBERIRR42s0NpstoOKcraioyOcx/Rm3a9eumjBhgl577bXKa998841yc3PVosVvX8kISfMuDpYUrKlfFOt4qesEY7q9TE9/nqf5l4XKW09/Uey2K1pd43jDbH9uEt9fI+NK5NfIuBL5NTIuueW7a9a4Evk1Mq7U+PkNDw/3eK/WwubIkSNasWKF3n//fR08eFBOp9Nlw7fFYtEFF1ygYcOG6Y477lD37t3rMXz/qylJ3srOzvZJHHeaWtxZs2Zp48aNstvtmjNnjsaOHeu2icAZuY5St9fzHEF1+h18FcdbZvpz4/trbFzya2xc8mtcXHJrbFzya2xc8mts3EDLr8fC5vvvv9dzzz2nDRs2qG3btrryyit1yy236LzzzlO7du3kdDqVn5+v9PR0paamasmSJXrppZc0bNgwJSYmqmfPng36ZeCq6mGVvupK5i9t2rTRP//5T3Xu3FkdOnSo9XlfNROgKxoAAEDT5LGwufrqqzV48GC9+eabuu666xQSUvNfoh0Ohz755BO98cYbuvrqq5WTk+PzwTZXRwvK9Of/uB5WWZ/9JYHmj3/8o9fPJva16rOfC3Ss+LflaPXp9JbY16q9OaUuuaQrGgAAgPl5LGw+/fRT9e7d2+tAISEhuuGGG3TDDTfou+++88ngUGHet45q+0LS7WVKSrUHbIOAs/litinGGqIFvy/Ril/aN+gsHXdn8kyNk6kLRAAAANRQ2NSlqKmqV69e9X4X1WUVlbu93tDDKhtDht2h0ZvqPttUXl6uoCDXZgGdw5xaclHDC7mqHeOM2PQGAACAxsU5NiYQHeb+j8kM+0KSUu1uZ5tGbMx1ex6N0+nU6tWrdcUVV+jEiRONPVwAAACYVJ3aPW/btk3Lly/XkSNH9Msvv8jpdLrct1gs+uqrr3w6QEjTeodof77TpUCoz/4Sf8j0MKt09GRZ5VkyZ2ZwnLk/6dFHH9Unn3wiSZo5c6YWL17caGMFAACAeXld2KSkpGjmzJnq0KGDLr30UpabNaJubYKr7QsxS1c0T13IznZmv9AfvlpXWdRI0ltvvaXbb79dgwYNMnKIAAAAaAK8LmwWLlyoq666Su+8845atmxp5JjgRtV9IWbhrguZO8cLy/R/DzygVatW6ZtvvpEktWzZUunp6U2+sGlqrbwBAAD8wes9Nrm5ubrlllsoavwkw+7QxO15bvelBLIzXcgSuodpQMeW6naO53NkQkJCNH/+fFksFl111VXatWuX7rnnnkYeceM601xh9eEi7TxeqtWHizR6U65p/nwBAAAChdczNhdffLGOHj1q5FjggdnPsTl7tmlXZpFGbcrTqbO2Z7WwSOMvCJMkxcfH66OPPlJ8fHy1rmhNkafmCmZp5Q0AABAovP6b45w5c7Ry5Up9+umnRo4HbtR0jo3Z/P2HIpeiRpJOOSuun3HZZZc1i6JG8txcwQytvAEAAAKJxxmbhISEatfatm2r0aNH6/zzz1fXrl0VHOy6rMhisWjVqlW+H2UzZ+ZzbKriL/KuPDVXMEMrbwAAgEDisbD5/vvvZbFYql3v0qWLSkpKdOjQoWr33D1fk127dunVV1/Vf//7X2VmZmrhwoUaN26cJMnhcCgpKUmbN2/WkSNHZLVaNWDAAM2aNUtdu3b1GHPHjh0aMWJEtet79uzRBRdcUKfxBYqKc2yqFzdm/MtvQ/8iX1xcrNDQUF8OyRAZdoee/qJYuY7SGhsCuGuuYJZW3gAAAIHEY2Fz4MABwz+8oKBAvXv31tixYzVp0iSXe4WFhfrvf/+radOmqU+fPvr111+VmJioMWPGaNeuXWrRoubtQbt371a7du0qf+7QoYMhv0NjMPM5NpJr1y9rC4u6tAnSsYLfCjVvfpf8/HzNnj1bJ06c0AcffBDQS9XONATwZk/UmeYKZmzlDQAAEEjqdECnrw0ZMkRDhgyRJD3wwAMu98LDw7V27VqXa//7v/+ryy+/XAcPHtTvf//7GmNHRUUpMjLStwP2EzOfY+PuL/ldWlt0U9dWsjucXv0u7733nqZNm6asrCxJ0qUP/6/ib7k7YHNQ14YAZm3lDQAAEEjqXNhs27ZNH330kX788UdJUteuXfWnP/2pUc4asdsrNstHRETU+uy1116r0tJS9ezZU9OmTdM111xj9PAMVde//AbK2Sju/pJ/rNCpKzoGaeX1tf8+TqdT//rXvyqLGkk6/OY8He42QHtzuvm9M5y7PLOPCAAAoPFZ8vPznbU/VlFUjB8/Xlu3bpXT6VRERIScTqdsNpssFouuvfZaLV++XFZr/ZZHde7cWS+88ELlHpuqSktLNWLECLVr107//ve/PcZJS0vTjh071LdvX5WWluqtt97SsmXLtGHDBl111VU1vtdU/FRk0ZRvWulY8W/LtbqElmvB70vUOcyrP26fmbS/lb78tfr+mfjwMi3qU+JVjKysLI1OuF2nik5WXDi3p3TXi9LvYnVDlEN/7emfM1885bl763J9mlf93wz8OVYAAICmIC4uzuM9r2dsZs6cqS1btuixxx7TpEmT1L59xb+25+XlKSUlRfPmzdPMmTM1f/78ho+4ilOnTum+++6TzWbTm2++WeOzcXFxLr9wv379dPToUb366qs1FjY1JclbaWlpPolTlc1mU3h4uNfPv7A9T8eKi1yuHSsO0opf2mvJRb/NktQ1rrfOjtv95zx9+WtRtWe6R56juLhuXsWLi4vTeeOe0KHXZ0nX3ysNmSy1qDgotiC4jeLionw23rrwlOc+HcIU6zhVbU/U8wN/55PZJaP+3ALl+9tU45JfY+OSX+Pikltj45JfY+OSX2PjBlp+vS5s1q9fr7vuuktPPvmky/X27dtr5syZys7O1rp163xe2Jw6dUoTJkzQt99+qw0bNlQWVHURHx+vNWvW+HRcgSyQlkL5quvXxcPv0KF2f5DOde1s58/OcJ7yfPKUU2uHRurpz/OU5wgy1Z4oAAAAs/K6sHE6nerTp4/H+3369Km22b+hHA6H7rnnHn333XfasGGDoqOj6xXnwIED9X7XjALpbBRfdf16Kr6tdmf20LHi3675uzNcTXmOsYZo/mWhhvzrCAAAAKrzurAZMmSINm3apAkTJri9v2nTpsoOZ946efKkDh8+LEkqLy/XsWPHtH//frVr106dOnXSXXfdpX379unNN9+UxWKp3EDetm1bhYWFSZLuv/9+SdLixYslSf/3f/+nbt26qVevXiotLdWqVav0/vvv6x//+EedxmZmgXY2ii+6fsVYQ7Tg9yVa8Uv7BneGq7rhf2qc1Kce9Ueg5RkAAKA587qwmTZtmu655x7ddtttmjhxorp37y6LxaJDhw5pyZIlyszMVFJSknJyclzei4ryvP9h3759LodpJicnKzk5WWPHjtX06dP1wQcfSKrocHa2sw/yPHbsmMs9h8Ohp556SpmZmQoNDVWvXr20atWqOhddZhboZ6PUt2Nb5zCnyx6hM06ePKns7Gx1797dq8+u2n56T5ZF62901Dk/gZ5nAACA5sTrwubyyy+XJH377bfavHmzyz2ns6LT1hVXXFHtvby8PI8xBwwYoPz8fI/3a7p3xvvvv+/y84MPPqgHH3yw1veaukA9G6Uuh1d64z//+Y8mT56s0NBQbdu2rXImzxN37aczCpwez5ipTaDmGQAAoLnxurB5/PHHZbFYjBwLmoG6Hl7pSXl5uZ555hm9+uqrlYV1UlKS5syZU+N7gdRYAQAAAL7jdWEzY8YMI8eBZsJXhUVQUJByc3MrixqpYn/ViBEjKmcX3QmkxgoAAADwnaDaHwF8x5eFRXJysrp27Vr588SJE3XRRRfV+E5iX6tira6fFdPGwoZ/AAAAk/N6xkaq2Ji/ceNGHTlyRPn5+S7/Wi5JFotFTz31lE8HiKbFl53E2rZtq4ULF+qBBx7QwoULNXDgwFrfcbfhf2qc2PAPAABgcl4XNnv27NGf//xnZWdnVytozqCwQW183Unsmmuu0ZdffqlWrVrVaQxn7+ex2Wz1+mwAAAAEDq8Lm4ceekhlZWVatmyZ4uPj1bZtWyPHhSbM153E6lLUAAAAoGnyurA5fPiwnnrqKY0ePdrI8QBNQobdoae/KFauo7ROZ/UAAACgfrwubHr27KnS0lIjxwL41FdffaWsrCwNHTq0UT/X12f1AAAAoHZed0V76qmntHTpUh0+fNjI8QANdurUKb3wwgu6/vrrdd999+nnn39u1M+v6aweAAAAGMPrGZvrr79eSUlJuuKKK9S/f3+de+65Cg52bZtrsVi0YMECnw8S8FZ5eblGjhyp//znP5IqGgNMmTJF77zzTqMdMMshoAAAAI3P68Jm27Zt+stf/qLS0lLt2LHD7YZtChv4W1BQkG666abKwkaStmzZok8//dSrdtC+wCGgAAAAjc/rwmbGjBnq0KGDFi1apEsvvVQtW7Y0clyNzlctf41oHVxUVOTzmGaMK3mX33HjxmnDhg3avXu3IiMjNXfuXF188cUe3/X1eKfGSXuyLMoo+K0tekwbi6bG+eb74e/81pXZvmfk15xxJfJrZFxyy3fXrHEl8mtkXKnx8xseHu7xnteFzZEjR/TMM8/oyiuvrNvITKKmJHkrOzvbJ3HcIW7d8rt48WLNmTNHc+bMUVRUVK3P+3K8fcKl9Tc69PTnecpzBDX4rB53/J3fuiIu+TU6Lvk1Li65NTYu+TU2Lvk1Nm6g5dfrwub3v/+98vLy6vwBgD/ExMTotdde8+rZowVlmv9VnjILy+rcmjnD7lBSqr3auzHWEM2/LNSw/9kBAADgyuvCJikpSffcc48GDRqkyy+/3MgxAY0mw+7QnTuLXZaNeduambbOAAAAgcPrwubFF19UmzZtdNNNN6lHjx7q0qWL265oq1at8vkgAaMkpdpdihrpt9bMSwa2r/VdT22da3sXAAAAvuV1YfP999/LYrGoS5cuKi4u1qFDh6o901jtdIH6Ki8v1+LFi2Wz2TR9+vQGtWau6d0Mu0NPf1GsXEdpnZe3AQAAoO68LmwOHDhg5DgAwx09elR/+ctftGPHDgUFBWnQoEHq1DrO7bPetGb21Nb5nBYWlqgBAAA0siB/DwBoDOXl5UpISNCOHTsqf548ebIeuTBIMW1cZxpjrRUzLLVJ7GtVrNW1uIm1BstikcclagAAADCGx8ImPz+/3kEb8i5ghKCgID333HMu106cOKGTR9P0r6tDldA9TAM6tlRC9zCvZ1ZirCFaOzSy2ru/Opxun/dmeRsAAADqx+NStD59+ujee+/V+PHjFRMT41WwI0eO6PXXX9fy5ct19OhRnw0S8IXBgwdrwoQJev311zVo0CC9+uqr6tKli2w2m5YMrF9b5hhrSLVGAZ6WqHmzvK2+PLWdBgAAaC48FjYpKSl67rnn9Morryg+Pl4DBw7UJZdcopiYGEVERMjpdCo/P18ZGRn66quvtHXrVu3bt08XXnihUlJSGvN3ALz27LPP6pJLLtG4ceMMa3aR2NeqvTmlLsvRvF3eVh+0nQYAAKihsBk+fLiGDRumjz76SCtWrNDChQtVXFxc7S+DTqdToaGhGjx4sB5//HENGTKE7mgIWG3atNGdd95p6GecWaL29Od5ynMEqWMtMygNnW2h7TQAAEAtXdEsFouGDh2qoUOHyuFwaN++ffrhhx+Ul5cnSWrfvr169uypiy++WCEh/MswcEaMNUTzLwtVeHjNS9x8MdvSkJbVAAAATYXX7Z5DQkLUr18/9evXz8jxAH5TXl6unJwcRUdHe/1OIMy2+GNPDwAAQKDxurABmrKsrCxNnjxZR48e1datW2W11r4fJlBmWxp7Tw8AAEAg4hwbNHtbtmzRVVddpS1btujQoUN65JFH5HS6b9l8tppmW7zli9kWT22naRwAAACaE2Zs0Ox99NFHOnHiROXPq1ev1sCBA2ttMhBIsy3u2k4DAAA0J8zYoNmbNWuWevfuXfnzNddcoz/96U+1vsdsCwAAQOBgxuY0m80WUHHOVlRU5POYZowrGZNfSXr11Vc1evRoTZgwQVOnTlVwcHCtnzU1TtqTZVFGwW/L1mLaWDQ1rmKc3uYhQtK8i4MlnS6IygtV00ebLb9m+56RX3PGlcivkXHJLd9ds8aVyK+RcaXGz29NHWcpbE6rrS2vN7Kzs30Sxx3iGpvf+Ph4ffXVV4qMjPT6nT7h0vobK7qiHS8sc3teDfmtQFzya3Rc8mtcXHJrbFzya2xc8mts3EDLr8fC5scff6zXILp27Vqv94CqqrZSHtfOojgDP68uRc0Z7G0BAAAIDB4Lm4suukgWi6XOAc8c3gk0hLtWyp+FttL7sQ72nwAAAKAaj4XNggULXAobp9OpRYsW6ejRo7r11lvVo0cPOZ1OHTp0SG+//ba6deum+++/v1EGjabPXSvlY8VBdTq40leOHz+uZ599VsnJyYZNtwIAAKBhPBY248aNc/n55ZdfVmFhofbt26f27V3/Yjl9+nQNGTJEubm5xowSzY4vWin7wvbt2zVx4kRlZ2eroKBAf//73+s1kwkAAABjed3ueenSpRo/fny1okaSOnTooLvuuktLlizx6eDQfPmilXJDffTRRxo9erSys7MlSevWreM7DgAAEKC8LmxOnDghh8Ph8f6pU6dcDjkEGiKxr1WxVtcipktoeZ0PrmyIa665Rn/4wx9crm3evFlOp9PDGwAAAPAXrwubiy66SEuXLlVGRka1e0eOHNHSpUt10UUX+XRwaL7cHVy54Pcljdo4IDQ0VMuXL5fVapXFYtETTzyhf//73yxFAwAACEBen2MzZ84c3XzzzerXr59uvPFG9ejRQ5KUlpamjRs3qkWLFkpKSjJsoGh+qrZSTktr/D1c3bt3V0pKis455xxde+21jf75AAAA8I7Xhc1ll12mTz75RElJSdq8ebPWrVsnSWrdurWGDBmiJ598Ur169TJsoIC/DB8+3N9DAAAAQC28LmwkqWfPnvrnP/+p8vJynThxQk6nU1FRUQoK8npFGwADVD3MNLGvlfN+AABAs1KnwuYMp9OpFi1aqG3bthQ1aNaOHz+u0NBQRURE+G0M7g4z3ZtTqrVDIyluAABAs1GnqiQ1NVWjR4/Wueeeqx49emjXrl2SpNzcXN16663avn27IYMEjHS0oEwTt+dp+Ic5mrg9Txl2z93/zrZ9+3Zdc801euCBBzx2SsuwO2qN7c0zNXF3mGm6vUxJqfY6xQEAADAzrwubPXv26KabblJ6erpuv/12l7/IRUZG6uTJk/rnP/9pyCABo2TYHbpzZ7FWHy7SzuOlWn24SKM35dZYXJSVlWnu3LmVZ9x88MEHSklJqfbc0YIyjd6UW2PsM7Mtdfn8qgLlMFMAAAB/8rqw+etf/6rzzz9fn3/+uZ5++ulq9wcMGKC9e/f6dHBo3qrOZPxU5Ps2y0mpdmUUuM621DbbUVZWpo8++siluH/66af1/fffuzw371tHrTMpvphtCYTDTAEAAPzN68ImNTVVd955p0JDQ92e49G5c2dlZWX5dHBovtzNZEz5plWdl2nVpj6zHS1bttSyZcsUHh4uSbJYLHryySd1wQUXuDyXVVRea2xfzLa4O8w01hrcqIeZAgAA+JvXhU1QUFCNjQKysrIUFhbmk0EB7mYyjhUH+XzfSH1nO8477zwtXLhQ7dq109tvv61HHnmk2v8f0WHu/385O7YvZlvcHWZK4wAAANDceN0V7eKLL9bGjRt1//33V7tXWlqq1atXq1+/fj4dXGOy2WwBFedsRUVFPo8Z6HF//LXE7fVjv5b4NMdT46TdmdKPZw05po1FU+Nq/7McMGCAtm/frvDwcLfPTulepq/yLC5L3arGnhon7cmq+Zmq3OU3QtK8i4MlnS6IygtVnzTx/TUurkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3zMrZtzxurB55JFHNGbMGE2ZMkUJCQmSKlrdfvzxx5o3b57S09O1cOHCOgw5sNSUJG9lZ2f7JI47zS1u17Zl2n2i+pe6S9tWPh1zn3Bp5TV5mp9WsfyrYx3PgKlpLBdIWn9jayWl2j3G7hMurb/RUeMzdf3c+uL7a2xc8mtsXPJrXFxya2xc8mtsXPJrbNxAy6/Xhc2gQYO0ePFiPfbYY1q5cqUkafLkyXI6nQoPD9fSpUt12WWX1XkAaH68OUwysa9Ve3NKXZajdQktN2TfSLc2wVoy0Pf/UzqdTsVYQ7RkYPsan/PmGQAAANSsTgd0jhkzRjfddJO2bNmiw4cPq7y8XLGxsRo8eLDOOecco8aIJsTbwyTP7Bs5eyZjXLs80+wb2bx5s5599lmtX79e7dq18/dwAAAAmrw6FTaS1Lp1aw0fPtyIsaAZqKm9cdVZi6ozGWlpuY0yxoYoLy/XvHnzlJycLKfTqXvvvVerVq1ScDCtlwEAAIzkdVc0qeL8jlWrVmnKlCm67bbb9PXXX0uS8vPz9e677+r48eOGDBJNR1M/THL58uV67rnnKs+4+eSTT/Tcc8/5eVQAAABNn9eFjc1m05AhQ3T//fdr3bp12rx5s3JzK/4F3Wq1aubMmXrttdcMGyiahqZ+mOS4ceNcugMGBwerQ4cOhn9u1cNMfX3eDwAAQKDzurCZPXu2vv/+e61evVpfffWVy6nrwcHBGjFihDZv3mzIINF0NPXDJFu2bKnly5crOjpaERERWrNmjSZPnmzoZ7o7zHT0plyKGwAA0Kx4Xdi8//77uu+++3T99dfLYrFUu3/++efrxx9/9Ong0PQ0h8MkO3XqpJUrV+q9997TwIEDDf+8mvYtAQAANBdeNw/Iz89XbGysx/tOp1OlpaU+GRSatubQ3jg+Pt6QA6vcaer7lgAAALzh9YxNt27d9O2333q8v2vXLvXo0cMngwLgvaa+bwkAAMAbXhc2CQkJ+sc//qFdu3ZVXjuzJG3x4sXasGGD7rjjDt+PEGhi3n33XS1btsxn8Zr6viUAAABveL0U7eGHH9bevXs1cuRI9ejRQxaLRdOnT1deXp6ysrI0bNgw3X///UaOFTC18vJyJScn629/+5uCg4MVGxurQYMGNTiuu8NME/tam9S+JQAAgNp4XdiEhIRo1apVWr16tdauXSuLxaJTp07pj3/8o2655RbdeuutbpsKAKgwZcoUrVy5UlLFmVDjx4/XJ5984pMlnM1h3xIAAEBN6nRAp1SxJG3FihXavXu39uzZo7feeku33XZbvYqaXbt26fbbb1evXr0UERGhFStWuNx3Op1KTk7WhRdeqDd/gYIAACAASURBVI4dO2rYsGH67rvvao27bt069e/fX7/73e/Uv39/vffee3UeG+BrI0eOdPn/pLCwUN98840fRwQAANB01LmwkaSvv/5aH374oT788EN9/fXXLmfa1EVBQYF69+6tuXPnKiwsrNr9V155RQsXLtTzzz+vLVu2KCoqSjfffLPsds9tbPfs2aN77rlHCQkJ2rFjhxISEjR+/Hjt3bu3XmMEfOWGG27Q7NmzJUkdOnTQ+vXrNWrUKD+PCgAAoGnweimaJL3zzjuaNWuWfv7558pixmKx6Nxzz9WsWbOUkJBQpw8fMmSIhgwZIkl64IEHXO45nU6lpKTooYceqvzLX0pKiuLi4vT222/r7rvvdhszJSVFAwYM0LRp0yRJPXv21I4dO5SSkqLXX3+9TuMDfO3//b//p8LCQt1xxx3q1q2bv4cDAADQZHg9Y7NixQrde++9at26tWbPnq2VK1dqxYoVmj17tsLCwnT//fdXW0rWEBkZGcrKytJ1111XeS0sLExXXnmlPv/8c4/vffHFFy7vSNLgwYNrfAdoLGeablDUAAAA+JYlPz/fq3Vk8fHxateunTZs2KDQ0FCXe8XFxbrppptks9n05Zdf1msgnTt31gsvvKBx48ZJkj7//HMNHTpUBw4cUNeuXSuf+8tf/qLMzEytWbPGbZyoqCjNnz9fY8eOrbz25ptv6sEHH1R2drbHz09LS6vXuGF+PxVZtOhoC+WUBCmqVbkmdTulzmH1W14JAAAA48TFxXm85/VStJ9++kn33XdftaJGkkJDQ3XbbbfpmWeeqdcAa1K1KYHT6ay1UUF93qkpSd5KS0vzSZyqbDabwsPDm31cI/KbYXfowQ9zlFFwppAJ1sHiUK0dGtngdsn1ycPSpUt15ZVXqnfv3j6N6w2+v8bGJb/GxiW/xsUlt8bGJb/GxiW/xsYNtPx6vRTtwgsvVGZmpsf7P//8s3r27FnnAXgSHR0tSdVmWU6cOKGoqKga36vrO2i+klLtZxU1FdLtZUpK9dygwgjl5eVKTEzUtGnTlJCQoJ9//rlRPx8AAMDsvC5snn32WS1fvlzvvvtutXvvvPOO/vGPf+ivf/2rzwYWExOj6Ohobd26tfJacXGxPvvsM/Xv39/je5dddpnLO5K0devWGt9B85VZWOb2+nEP141w6tQpTZgwQQsWLJBUMTuakJAgm83WaGMAAAAwO6+Xor366quKjIzUhAkTNH36dMXGxspisejw4cPKycnR+eefr/nz52v+/PmV71gsFq1atcpjzJMnT+rw4cOSKv7F+tixY9q/f7/atWunrl27avLkyXrxxRcVFxenHj16aN68eWrTpo3GjBlTGWPkyJGKj4/XrFmzJEmTJk3STTfdpJdeeknDhw/Xhg0btGPHDm3cuLHOyUHT16l1sNvrHT1cN0JwcLAiIyNdrmVkZOjgwYPq169fo40DAADAzLwubL7//ntZLBZ16dJFkiqXyrRq1UpdunRRSUmJDh486PJObfta9u3bpxEjRlT+nJycrOTkZI0dO1YpKSl68MEHVVRUpMcee0z5+fmKj4/XmjVrZLVaK99JT09X586dK3/u37+/li1bpqSkJCUnJys2NlbLli3TpZde6u2vimYksa9Ve7KKXZajxVqDldjXWsNbvmWxWPT888/rp59+0ocffqjo6Gi99dZbuvjiixttDAAAAGbndWFz4MABn3/4gAEDlJ+f7/G+xWLRjBkzNGPGjDqNa9SoURx8CK/EWEP0r6tDNT+tYvlZx9YVRU1DGwfUVXBwsF5//XU9/P/Zu/O4qKv9f+CvYRkZYABREFRAMFzApUjM3Si7aLdbWqlZt9SM1Ba7pZV2rW7F96eWWZplpXnTzHLfKrXdJXfpqkkpKosbgiLjAAPM9vsDGRn4fIZtPjOfD7yej0ePR/OZM+85HCb6vOec8z7PP49XXnkFUVFRLn1/IiIiIqWr1wGdRE1RpJ8nFg92fqWQ+vL19cUnn3zi7m4QERERKVKDE5tdu3Zh9erVyM3NRadOnTBp0iS782aIiIiIiIhcxWFVtNmzZyMkJASXLl2yu/7ll1/ivvvuw4oVK/Djjz/io48+wh133IGcnBxJO0vUXFmtVsyfP7/BB+ASERERNXUOE5tdu3bhjjvusJ0pAwBlZWWYMWMGAgICsGnTJpw7dw5Lly5FUVER5s2bJ3mHiZobk8mEqVOn4vXXX8fo0aORnZ3t7i4RERERyY7DxObMmTM1qont2LEDer0ezzzzDAYNGgQ/Pz+MGDECo0aNwq+//iplX4maHZPJhEcffRRLly4FUHHY7GOPPYbLly+7uWdERERE8uIwsbl69SrCwsLsru3atQsqlQrJycl212+++Wbk5uY6v4dEzZiXlxe6du1qd62goABZWVnu6RARERGRTDlMbEJDQ23n1VTau3cv/P390a1bN/tAHh5Qq9XO7yFRM/fqq69i1KhRAID27dtj3bp1PJeJiIiIqBqHiU1CQgJWrlxpO2vmjz/+wO+//45BgwbVOHzzxIkTdgdlkntl641I2VGAe7bmI2VHAbL1Rnd3iRpIpVJh4cKFSElJwffff49OnTq5u0tEREREsuOw3POLL76IO+64AwkJCejSpQv++OMPqFQqPPfcc3btrFYrvvnmG9xxxx2SdpbqJltvxPDtV5CpN9uuHcovx8bkVi4/eJKcQ61W45133gEA6HQ6N/eGiIiISH4cztjEx8dj06ZN6NWrFy5fvozevXtj/fr1SExMtGu3a9cu+Pv7495775W0s1Q3qWl6u6QGADL1ZqSm6d3UIyIiIiIiadV6QGefPn2wevVqh20GDRqEPXv2OK1T1DgXS8yC13NFrpOyWa1WzJ49G/3798egQYPc3R0iIiIit6g1sWkunLW8R4plQgaDoV7tW3lbBK8He1vs+lffuHUlVVxAHuMrp7hGoxHTp0/H2rVrERAQgLVr16Jz584Njs3x5edXqXEBjq+UcTm2/OwqNS7A8ZUyLuD68Q0MDBR9jonNdY4Gqa7y8vKcEkdIfeK+eZsvjhba77GJ1nrizduCEVhtj40c+ltXchlfucQ1m80YNWoUfvrpJwDAtWvXMH78ePzwww9o27Ztjddk641ITdPjYokZ4b6emJmgtdtzxfGVNi7HV9q4HF/p4nJspY3L8ZU2LsdX2rhyG18mNk1QlNYbG5NbITVNj9wSM8IEbmJJ+Tw9PTFw4EBbYgNUfMNx6dKlGokNC0oQERFRU8fEpomK0npj8eBgd3eDJPbcc8/h3LlzWLJkCaKjo7F27Vp07NixRjtHBSX4OSEiIqKmgIkNkYRqW/7VWCqVCnPmzEFAQAAmT56MkJAQwXYsKEFERERNHRMbIonkFJvx2B7pl395enritddec9gm3NdT8HqYyHUiIiIipXF4jg0RNdzcdKMszhOyWq145WY/RGvtk5hobcUMEhEREVFTwBkbIolcMgiX3Xbl8i+z2Yznn38eXl5e2PCf2fi/34tYUIKIiIiaJCY2RBLxF/mvy99L5ZL3Ly8vx6RJk7B+/XoAgFarxaf/+Q9UKte8PxEREZErcSkakUTEEghX5RVTp061JTUAMH/+fHz00UeueXMiIiIiF2NiQyQRvdFar+vO9vTTTyM4+EYp53bt2uFvf/ubS96biIiIyNWY2BBJpI1G+D8vV1Ui69KlC9avX4+AgADExMRg69atiI2Ndcl7ExEREbka99gQSWRanDeOFlrtKqO5uhLZzTffjPXr1yMiIgJt2rRx2fsSERERuRoTGyKJRPp5YmNyK6Sm6d1aiaxXr14ufT8iIiIid2BiQyShKK03Fg8Orr2hm5hMJuzduxcDBw50d1eIiIiIGoV7bIiaKZPJhJSUFNx77734+uuv3d0dIiIiokZhYkPUDBmNRjzxxBPYsGEDrFYrJk+ejO+++87d3SIiIiJqMCY2RM3Q77//jm+++cb22Gq1YvHixSgtLXVjr4iIiIgajntsrtPpdLKKU5XBYHB6TCXGBTi+zorbuXNnfPDBB3jmmWdgNpsRERGBDz/8EGVlZSgrK3NCL2+Q8zi4Mi7Az6+UcQGOr5RxObb87Co1LsDxlTIu4PrxDQwMFH2Oic11jgaprvLy8pwSRwjjcnydHXfMmDHw9fXFW2+9hQ0bNqC0tFTW/a2UrTciNU2Ps9esiAgwS1Jpjp9f5cXl+EoXl2MrbVyOr7RxOb7SxpXb+DKxIWrG7rvvPgwbNgxqtRoZGRnu7k6tsvVGDN9+xXY20L7LBhzKL8fG5FYuL6NNRERE8sI9NkTNnFqtdncX6iw1TW934CkAZOrNSE3Tu6lHREREJBdMbIhIkNFoREpKCjZs2ODurthcLDELXs8VuU5ERETNB5eiEVENleWgN23ahPXr18NqteL+++93d7cQ7uspeD1M5DoRERE1H5yxISI7VqsVEydOxKZNmwAAZrMZEyZMsD12p5kJWkRr7ZOYaK0nZiZo3dQjIiIikgsmNkRkR6VSYejQofDwuPHnoVOnThg4cKAbe1UhSuuNjcmtMDJGg76tPTAyRsPCAURERASAS9GISMCoUaOgUqkwadIkhIWFYd26dQgODnZ3twBUJDeLBwdDp9NJVmKSiIiIlIeJDREJGjlyJIKCghAREYH27du7uztEREREDjGxISJRd911l7u7QERERFQn3GNDRA1SUlKC559/Hnl5ee7uChERERETGyKqP6PRiPHjx+O///0vhg4diqysLHd3iYiIiJo5JjZEVC9WqxVTpkzB9u3bAQBnzpxBcnIyTpw44eaeyV+23oiUHQW4Z2s+UnYUIFtvdHeXiIiImgzusSGieikrK6ux/CwkJARhYWFu6pEynDeo8Pz2K8jUm23XDuWXs1w1ERGRk3DGhojqxcfHB1999RVGjhwJAIiKisLatWtZerkWH+d42SU1AJCpNyM1Te+mHhERETUtnLEhonpTq9X45JNP0KFDB4wZM4azNXWQXyb8PVJuiVnwOhEREdUPExsiahAPDw/8+9//dnc3FCOkhQWAZ43rYb41rxEREVH9MbG5TqfTySpOVQaDwekxlRgX4PhKGRdw7vgWFRVh5cqVeOSRR5wWsyqlje+kSBP+LFEju9hquxblp8KU2MaNu9LGQSmf30pKGwep4nJs+dlValyA4ytlXMD14+to6TsTm+ucsT8gLy9Psn0GjMvxlTquM8e3rKwMjz32GHbs2IFjx45hyZIlUKvVToldlZLGt50mD5uHhSA1TY/cEjPCfD0xM0HrlMIBShoHqeLy74N0cTm20sbl+Eobl+MrbVy5jS8TGyJyKrPZjEmTJmHHjh0AgM2bN+Ohhx7C8uXL4e/v7+beuVeU1huLBwe7uxtERERNEhMbInKqCxcuYO/evXbXCgsLnRY/W29EapoeZ6+VISLA7LRZDyIiIlI2lnsmIqeKiIjAtm3b0LFjRwBATEwMVq9e7ZTZmmy9EcO3X8GaMwbsu2zBmjMGDN9+hQddEhERERMbInK+Dh06YNu2bRg6dCi++OILtG7d2ilxU9P0PAuGiIiIBHEpGhFJIiQkBF9//bVTq6VcFDnzhWfBEBEREWdsiMgtCgsL8euvv9brNeEiZ74o5SyYbL0RKTsKcM/WfKTsKOASOiIiIidiYkNELmcwGDBmzBg88MADWLFiRZ1fNzNBi2itfRITra0omyx35w0q2/6g3bnl3B9ERETkZExsiJoJucwWmEwmjB8/Hnv37oXZbMYzzzyD999/H1artdbXRmm9sTG5FUbGaNC3tQdGxmiwMbmVIqqifZzj1Wz3B1X97E05WMpkjoiIJME9NkTNQGU1sao31ofyy92SFOzduxfff/+93bUDBw7AarVCpVLV+vrKs2B0Op1kh4JJIb9M+Hukpr4/SOizd7TwimISUiIiUg7O2BA1A3KqJjZw4EB8/vnnUKvVAICuXbvik08+gYdH0/5zFNLCInhdKfuDGkpOnz0iImramvadBBEBkF81sXvvvRfr1q1DVFQUvvrqK2i18t8j01iTIk2K3R/UGHL77BERUdPFpWhEzYAcq4kNHDgQhw4dgrd381iO1E5jxcbkVkhN0yO3xIww34qkpqkvx5LjZ4+IiJomWc/YdO/eHUFBQTX+GTVqlOhrhNovXbrUhb0mkh+5VhNzlNRkZWXh3XffhcUivIRLiSr3B20ZFoLFg4ObfFIDyPezR0RETY+sZ2x++eUXmM03livk5ubi9ttvx/Dhwx2+bsGCBUhOTrY9DggIkKyPREpQWU1MKbMFer0eDz/8MNLT05GWloaPP/64WSxXa4qqf/aCvS1487bmkdQREZFryTqxad26td3jL774AlqtttbEJjAwEG3atJGya0SKUzlbUFfZeiNS0/S4WGJGuAsTIYvFgokTJyI9PR0A8O233yI5ORnffPMNgoPr3n+Sj6qfPZ1Oh0AmNUREJAFZL0Wrymq14osvvsDo0aPh6+vrsO306dMRExODpKQkLF26tEktZSFyhcoSve44TDInJwcHDx60u9apUye0bNlS8vcmIiIi5VIVFhbWfiqeDPz888+4//77sXPnTvTo0UO03dtvv42BAwfCz88PO3bswKxZs/D888/jxRdfdBg/IyPD2V0mUqxXT3hjW37Nb9WHhhjxVmfpk5vc3FxMnToVJ0+eROfOnbF48WJoNBrJ35fsnTeo8HGOF/LLPBDSwoJJkSa00yjifxlERNRExcbGij6nmMRm7NixOHv2LH7++ed6vW7+/Pl49913kZOTI1HPbsjIyHA42A0l1UGESovL8ZU2btXxvWdrPnbnltdoMzBMjS3DQuoVt6H9LS4uxsyZM/HCCy8gIiLCaXEdydYb8dr+Alwxejh9+Z3SPr/HLhTgsT3ldmfQRGs9G3SwZtVlja0k2mOjtPFVUlyOrbRxOb7SxuX4ShtXbuMr6z02lfLz8/Hdd99h7ty59X7trbfeimvXriEvLw+hoaES9I6o6ZFDiV4/Pz+89957DtuYzWZ4ejqnT5XL76reyB/KL2/QjXxTMDfdKHqwZn33alUf16OFV5rtuBIRkXQUscdm5cqVaNGiBe6///56v/bYsWPw8fGRJEslaqqUUKL35MmT6Nu3Lw4dOuSUeKlpetEb+ebokkF4b2J9D9bkuBIRkavIPrGxWq1Yvnw57r///hrlXj/99FMkJibaHm/duhXLli1Deno6MjMzsXz5csyaNQtjx45FixYtXN11IsWqLNE7MkaDgWFqjIzRyOobdp1Oh4kTJ+LkyZO4++67sWTJElitjVtVe1Hkhr2+N/JNRRuN8P8e6jtrx3ElIiJXkf1StF27duH06dP49NNPazx35coVu03/3t7eWLJkCf7973/DYrGgQ4cOmDFjBlJSUlzZZaImob7loRuiISWlLRYLnnrqKZw5cwYAUF5ejmnTpqFLly4YMGBAg/sih+V3cjItzhtHC6019tjUd9aO40pERK4i+8Rm0KBBKCwsFHxuxowZmDFjhu3xkCFDMGTIEFd1jahJk/ocm4buabFarYiOjra7Nnbs2EYlNUDF8rtD+TU3y8tp+Z0rRfp5OuVQV44rERG5iuwTGyJyPVdspHe098LRTJGnpydSU1MRGtMFb/57OlqEtof+7y8jW29sVN8ql9+9tr8ABUaPBt/INyXOmLWrHNfKBClYoqpoRERETGyIqIaGJh310Zi9F9l6Iz7zvwOm51fDBGD9eSt+3974SltRWm8sSGSxEWermiDpdDoEMqkhIiIJyL54ABG5nis2fDdm70Vqmh7ZxVYgJKriHwhX2tqwYQOOHz/e+M4SERGR7DGxIaIaXLHhuzElpeuSeB09ehSTJk3CnXfeieXLlze6ahoRERHJGxMbIqrBFefYNKakdG2J17Vr1zBu3DiUlZWhtLQUU6ZMwbRp05zW96bOc+dOtO3XD547d7q7K0RERHXGPTZEVEP1Dd9SbaRv6Ob0mQlaHLhUWrEc7bqqideGDRts5aAr9enTp3GddQKpK805g+fOnfAbPRoqgwF+o0ejeNUqmAcNcne3iIiIasXEhogEueIcm4aK0npjxQAfLMiAYOI1duxYqNVqTJ06FSUlJRg3bhxGjhzp1j6fN6jwvMSV5hqralIDgMkNEREpCpeiEZEiRfp5YvHgYGwZFoLFg2uWDx4zZgx+/vlnPPDAA5g1a5abennDxzleopXm5KB6UlOpMrnhsjQiIpI7JjZE1GR16dIFn332GTQajeDzFosFhw8fdklf8suE/9w6s9JcY/g+/XSNpKaSymCA79NPu7hHRERE9cPEhoiarY8//hh33nknZsyYgdLSUknfK6SFRfC6MyvN1YfHyZPwXrnS9rjkww9hFUkArRoNSj780FVdIyIiahAmNkTULKWnp+ONN94AACxatAhJSUk4ceKEZO83KdIkeaW5OjGZoH7/ffgPHAjNlCnw+OMPAIB50CAUr1pVI7mxajTcY0NERIrA4gHX6XQ6WcWpyiCyPKS5xQU4vlLGBZrP+FosFqSkpKCsrMx27fz587BYLJL1t53GiuX91JibbkSewYJQjQemxXkjyFKCxgx7ffsb8vjj0Pz0k+2xevJkXNq4EfDyAnr2RPHSpQh5/HF4GAywaDTIX7oUZT17olGdbER/66O5fH7dEZdjy8+uUuMCHF8p4wKuH9/AwEDR55jYXOdokOoqLy/PKXGEMC7HV+q4zW1833nnHUycOBFnz54FAMybNw9du3aFTqeTbHy7tw3GsrZOD12v/lrGjQOqJDYtjh1D6507YRwxouLCsGEoWbUKPpMno3TRIvgMGgQfN/a3rprb59eVcTm20sbl+Eobl+MrbVy5jS8TGyISpIQzVxqjX79++O233/Dyyy/DZDLhwQcfdHeXXML0j3+gfPhwqDduhCU4GKVvvw3j8OF2bcyDBuHCnj2S/c+KiIhICkxsiKiGbL0Rw2V+5oozBAQEYNGiRTCZTKJtMjMzUVJSgvj4eBf2TFql77wD+Puj9LXXYA0NdXd3iIiInILFA4iohtQ0vazPXHE2Ly/h73isViumTJmCwYMHIzU1VfLKac7ieeAANFOmABbhSmzWkBAYFi5kUkNERE0KExsiquGiyNkqcjlzxVVWrFiBXbt2wWQyYe7cuRgwYADy8vLc3S1xJSXweeUV+CUnQ718OdT//a+7e0REROQyTGyIqIZwkbNV3HXmijsUFhbi1VdftbsWERGBkJAQN/Wodprp09Hio4+gsloBAD6vvw5VTo6be0VEROQaTGyIqIaZCVp5nLniRkFBQViwYAHCwsIAABqNBu+99x5UKpWbeyau9MUXYfX3tz1WFRXBe+tWN/aoQrbeiJQdBbhnaz6mHCxFtt7o7i4REVETxOIBRFRDlNYbG5NbITVNj9wSM8KaYFU0Idl6I147WIorxvKKSnBJw7B//2C88cYbiImJQYcOHZz+fs6sPGeNiEDpm29C88ILsEREwLBgAUxJSU7scf0JFaI4WnilyRWiICIi92NiQ0SCorTeWDw42N3dcBlHleDmzZvn8LXr16/H5cuXMWHCBHh61m25XqMqz1mtgMjMUfm4cUBpKcofewyoMnvjLo4KUTSnzxcREUmPS9GIiNDwSnCXL1/GtGnT8NJLL2Ho0KFIT0+X9P28vvsO/v37Q3XpknADDw+UP/WULJIagIUoiIjIdZjYEBGh4Tfgr7zyCgoKCgAABw8eRHJyMnQ6ndPfT3XlCjQpKfB7+GF4pqdD8+KLtb6HHLAQBRERuQoTGyIiNOwG/OLFi9habXP+888/j8DAQKe/n/eqVVCvWXPj8ebN8Nq0qdb3cTcWoiAiIldhYkNEzUrVCl0pOwpsFboacgMeHh6Offv24e677wYAxMfH49lnn61TP+r7fuVPPglTQoLtsdXTEx4KKOVcWYhiZIwGA8PUuC/Ci4UDiIhIEiweQESKlFNsxoL/FdSrolhtG/Y3JrfCa/sLUGD0qHMluHbt2uHLL7/E5s2bERERAW9v4fZGoxFWq9VWLrrelee8vGBYuBD+gwfD0rkzSj78EJaePYE6LHtzt6qFKHQ6HQKZ1BARkQSY2BCR4mTrjfjn7lJkF1tt1+pSUay2Cl1RWm8sSPSp01KyqlQqFe677z6HbWbNmgWz2Yx33nkH7dq1AyBSea6wEAgKEoxhiYtD8aZNMCcmAiIJFBERUXPFpWhEpDipaXq7pAaoW0Uxd1Xo2rFjB7Zs2YLvvvsOffr0weLFi2GxWOwbWa3wXrYMAT16wOunn0Rjmfv1Y1JDREQkgIkNEbmN2H6X2jQ0QXFHhS6DwYB//etftsd6vR6fffYZjMYbP6sqKwt+w4fD97nnoLp2DZrnngOuXZOsT3XV0N+Pq1Tt36snvGXXPyIici0uRbuuLuVZXRmnKoPB4PSYSowLcHyljAu4dnxzis01lpMduFSKFQN8EOnnONFo5W0RvB7sbXH4M0yJBQ5cUtm9Z5SfClNib/zszh7fixcvIqjK0jKVSoX/+7//Q2lpKUpLSwEA6qwsaHftsrXxOHcOHq+8gqv/93+1xpfq83DySjGeOFTcoN+PI87qb83Pjzf+3Jrf6P5Vp7T/jqWKy7+9Tedvb3OLC3B8pYwLuH58HS0XZ2JzXX3X1AvJy8tzShwhjMvxlTquq8d3wf8Kaiwnyy62YkEGsHiw4368eZsv/leQb/f6aK0n3rwt2OHG9O6BwOZhxlo37DtzHAIDA/Hjjz9i9uzZWLRoER566CHceeed9o1uvx3lTz+NFh98AAAw+/pite9N+HxPeZ0KI0jxe1t4sBTZxSa7a3X9/dTGGf1tzOenvpT037EUcfm3V9q4HF9p43J8pY0rt/FlYkNEbtGY/S5RWm+sGOCDBRmoW0Wxaq+tsWFfYp6enhg1ahTGjh0LrVa4nHPpK6+gdvKDKgAAIABJREFUfO1aFAQG4aF/vo99fu2B3HIAwN7cUnx7d4hLSyRfMgjPikm9H6mu3LVfioiI5It7bIjILRq73yXSzxOLBwdjy7AQW0UzufLcuRPd//EPRO/YgUC1WrCNAcDtADr89Sf2fTYdyD5qe+5ciRXT97m2rHMbjfD/HqTcj1Qf7tgvRURE8sbEhojcYlwnDbxU9te8VBXXmxLPnTvhN3o0WuTmQvP009A884xguw8//BBpFy9WPMj8HVg4FigqsD1/6LJrN8ZPi/NGe1/7X1B7X5XDA0tdqSEHqhIRUdPGxIaI3OLzkwaY7LdIwGStuN5UeO7cCb9Ro6C6vglSBcB73TqoP/vMrl1xcTE+uL6/xmbAGMC/6pK5aoPlCiqV48duVHnA6cgYDQaGqTE0xFjrOUZERNS0MbEhIrdo6nskKmdqVNcrn1VSAfCZNg2ev/xiu+bn54cffvgBQ4cOrbjgGwjcNdHudYkhwkvYpDI33Yhzxfb7bM4VW2o9K8iVKvdLbRkWgrc6G5nUEBE1c0xsiMgtmvoeCd+nn7bN1FSnslrhO2WK3Tks71xsjTmLv8CnX61D8D9fr0hurmvv54FZt1U8zsrKwqRJk5CRkSFp/+VePICIiKg6VkUjIreYmaDFofxyZOpv3ChLtUciW19R4vliiblO5ZOdoeTDDytmbASSG6tGg8y5CzB8+xW7n/9Qfjk2Jg/CLwMgWpJ63rx5+Prrr7F69Wo88MADmDRpEm699Van97+ieEDN5KapJJ6V3PHZICIiaTCxISK3qNwjUduZMo2VrTfWSCC+yylF15ZeiNZ6SXYjax40CMWrVtVIbqwaDYpXrcIMazdkXrBPejL1ZqSm6bF4cLBgSeqcnBysXLkSAGCxWLBmzRr069dPksRmWpw3jhZaXZJ4uovQZ6MiueReHSIiJeJSNCJym6p7JKQq2Zyapre7cQWAYpMVh/KNWHPGgOHbryBbL03FscrkxqqpqPRWmdSYBw1q0B6jL774AibTjUMzY2JicO+99zq309dF+nnabc4fGaNpcjf8Qp+NyuSSiIiUh4kNETVpYglEJalvZCuTm7KwMFtSAzRsj9H06dPx3//+F3FxcQCAqVOnwstLeOLdILK/pz5ckXi6U1MvYEFE1NwwsSGiJk0sgahK6htZ86BBOLZliy2pASrO6/GrlpNULvWqWlQgZUeBbUbJ09MTI0aMwO7du7Fy5UqMGjVK8P2sVivuv/9+jB49GocPH5bs53I1sXFpqKZewIKIqLnhHhsiatKEihRU5+ob2Wy9Ec/8pkPxjVVl8FQBM2/xA4Ba9314eHjg7rvvFo2/e/du7N27FwCwfft2DBkyBCtWrICPj48EP41rSLEfxpUFLIiISHqcsSGiJq3qQY69WnuJzpK4ktDeDrMVmLLnGqbv0zV638fbb79d45qSkxpAmv0w1Q/5bIr7iIiImhPO2BBRk1e5VwS4Ud5XykpstRHb21FsAg5dFl5eVdflcnq9HqXVDgV96aWX6tdBGZJqP0zVzwYRESkbExsialbkcCPreN+PVfBqXZfLabVafP/99/j1118xZ84c+Pj4oHfv3oJty8rKsH//fgwcOBAqlapO8d2F+2GIiKg2XIpGRORiMxO08PMSTiQSQ9SI1trfrNd3uZxKpUJSUhK2bt2KL774QrTdl19+iXvvvRdDhw7FTz/9BKtVOKmSg5kJ2kaPCxERNW2csblOp9PJKk5Vzijb2hTiAhxfKeMCHF8p4wI3xjcIwNK+aozfU4aqK6mi/FSYEecBQI256UbkGSwI1XhgWpw3giwlEPr11KW/Qr/X8vJyvPvuuwCA/fv344EHHsArr7yCiRMn1jluQzQ0bhCA5f0cjws/v9LF5djyb69S4wIcXynjAq4f38DAQNHnmNhc52iQ6iovL88pcYQwLsdX6rgcX2njVh/f5EBgbxvx/T7L2tY9dkP6u2zZMpw/f972uEWLFnj00UftYsltfLsHio8LP7/SxeXYShuX4yttXI6vtHHlNr5MbIiI3MSd+3169uyJv/3tb/j+++8BAI899hjCw8Pd0hciIiJn4B4bIqJm6Oabb8bq1avxyy+/4J577sFzzz0n2vajjz7CV199VaPaGhERkZwwsSEiasZuueUWrFixAu3btxd8/tKlS3jzzTcxefJkxMXF4bXXXkNZWZmLe3lDtt6IlB0FuGdrPlJ2FCBbL1wem4iImh8mNkREJOqDDz6wzdQUFBTgp59+glqtdktfsvVGDN9+BWvOGLA7txxrzhgwfPsVJjdERASAiQ0REYkoKirC559/bnft8ccfd9uZN6lpemTq7Q/kzNSbkZqmd0t/iIhIXpjYEFGzwqVMdefv749du3Zh8uTJCAwMhL+/P0aNGiXY1mKx4IUXXsCvv/4Ki8UiSX8ulpgFr+dWuc7fLzU1/EwT1R2rohFRs1G5lKnqt/6H8suxMbmVrcwy2YuOjsasWbPw6quv4o8//oBWK3wg5s8//4ylS5di6dKl6NixIyZNmoSUlJRGv3+2vqIk9sUSM3KKhBObvwqNePWEN571N+CZ33T8/VKTwb9ZRPXDGRsiajaUspRJjt/Q+vr6onfv3qLPL1261Pbvp0+fxqFDhxr9ntX31OQUmeElsAouv9SKbfneGPXjVUX8fonqSil/s4jkgjM2RNRs1GUpk7sp8RvaCxcuYNu2bXbXJkyY0Oi4Qjd1JisQ6e8Jg8mK/FL7JW/FJqtgHDn9fonqQwl/s4jkhDM2RNRshPt6Cl4PE7nuDkr8hjY8PBxbtmzBAw88AG9vb8THxyMxMVGwbU5ODsaPH49t27bBaHQ8EyV2Uxfl74nOQXX/Xk5Ov1+i+lDC3ywiOeGMDREpUk6xGQv+V4CLJWaE+3piZoK21hmNmQlaHMovt0scorUVr5ULJX5Dq1Kp0L9/f/Tv3x/5+fm4cOGCaOW0DRs22P5p3bo1XnrpJTz55JOCbRtyU+fnBRSbbjyW2++XqD6U8DeLSE6Y2BCR4mTrjfjn7lJkF99YelSX5VpRWm9sTG6F1DQ9ckvMCKtjQuRKcvuGturm/bokkCEhIQgJCRF8zmq1Yv369bbHly9fhpeX+P+GhG7q/LyAM9eMaKPxRHtfFc6V3PgMRGs9sbB/ID4/aZDt75eoPpTwN4tITmSd2MyaNQtz5syxuxYaGoqTJ0+Kvub48eN48cUXkZaWhpYtW2LcuHF46aWX3HbuAhE5X2qa3i6pAW4s11o8ONjha6O03rW2cSc5fUPr7P0+v//+O7KysmyP1Wo1RowYIdjWaDSipdVgu6nL0puQftWEYpMVhy+bAJjQ3s8Dw9qrUWSyws9cjDmDQxGl9Ub/cE29+0YkV3L/m0UkJ7LfYxMbG4sTJ07Y/tmzZ49o22vXrmHEiBEIDQ3Fzz//jNmzZ+ODDz7AwoULXdhjIpKaEpdr1VXlN7QjYzQYGKbGyBiN2woHOHu/zy233IK1a9di3LhxCAgIQHJyMlq2bCnY9scff0SnTp3w5r8mYWTZIUT61iwOcK7YAn+1B7YMC8FbnY1u+xZbjlXsiIiaI1nP2ACAl5cX2rRpU6e2a9asgcFgwKJFi6DRaBAXF4eTJ0/io48+wjPPPMNZG6ImQm7LtZxNLt/QOjuBVKlUSExMxJAhQzB79mxcvXpVtO3XX3+N0tJSrFu3DuvWrUO7f6QAd/zLaX1xFiVWsSMiaqpkP2OTlZWFrl27okePHnj88cftljFUd+DAAfTt2xcazY1lCHfeeScuXryI7OxsF/SWiFxhZoIWUX72X1RwQ63zSZlA+vj4IDw8XPC5wsLCGuWjOw8cKllfGkOJVeyIiJoqVWFhoXDhfxn44YcfUFRUhNjYWFy+fBnvvPMOMjIysG/fPgQH1/w2c8SIEWjbti0+/PBD27WzZ8+ie/fu+P777x0eLpeRkSHJz0BE0jhvUOHjHC/kl3sgRG3BpEgT2mlk++dMkc4bVHjmeAucK73xHVh7HwsWxpdJOtbp6emYPn06Ll68CKCinPRHX2/Gs+k+Nfryst9f2LF5FZKSkpCQkOCwGIEUJh1tgcPXaiZXtwaa8XH3Mpf2hYioOYiNjRV9TtZL0e666y67x7169cLNN9+MlStX4plnnhF8TfXlZlarVfB6dY4Gqa4yMjKcEqc6nU6HwMDAZh+X4yttXKWNb6hOh697KHd8q1YbC/BWwWoF9CZrnUtXS91fnU6H2MBAfBttdGpFprr0NzY2Fv/4xz+wd+9efP311+jQoQOSesbi2xgjZuzX4WB+OQAVOgZ6Y/6GnTi1di3Wrl2LwKCWeGXGdEycOLHB/atvf0OzLgPXaiYwoVpfxMZGNjhuQ0kRV2l/G5QWl+MrbVyOr7Rx5Ta+sk5sqvP390eXLl1w5swZwedDQ0ORl5dnd+3y5csAIFp+lIjI1YT2ZVQlxz0arp4L8/DwsJ2NU9WfhSbkl1oBWLGj1ALs2mp7Tld4FeXevi7tp9h3ZtzSSUTkeopKbEpLS5GRkYGBAwcKPt+7d2/85z//QWlpKXx8fAAAv/zyC8LDwxEVFeXKrhIRiRLal1FVXUtXSy1bb8Tfv8u3Oytmb24pvr07xGVJV9WZrZyiin9sLp0Gck/deOzhiV+D+uLojpoHt169ehWfffYZhg4divj4eKcVk7lmFE759NWuVz8PaEos0N35X542KfU9Q4mISNbFA2bOnIndu3cjKysLhw4dwtixY1FSUoIxY8YAAN544w3ce++9tvYPPvggNBoNnnrqKaSnp2Pz5s14//338dRTT7EiGhHJhli1sarcXe0LAKbv09klNQBwrsSK6ft0Lnn/ypmtNWcM2J1bbp/UAEBwe+CJD4HeIwDfQKBjIn4r0tjarzljwPDtV5CtN+KHH35AamoqBgwYgB49emD+/PkO37eyfPOUg6Wi5Zuz9caafbqualGD6j/HmjOGigNmWRZalNCYVf4uiYjEyHrG5sKFC3jiiSdw5coVtG7dGr169cIPP/yAyMiKdcu5ubnIzMy0tQ8MDMSGDRswbdo0JCUlISgoCE8//bTofhwiIncQqzZWlburfQHAocvCN5Fi152ttpkteLcA4m+v+MdsAooKUFqteeXsl7lKlbWzZ8+isLBQMKTQMsGjhVdqLA2sbCeU2FSv0Cf0c2QXW2UxKydXjqrNNecx4ywWkWOyTmyWLl3q8PlFixbVuBYfH4+tW7cKtCYikoeZCVocyi8XvWmXT+lqsZ01rtlxU5eZLRtPL7RoGYoyS82nLlwrxbEff7S7NnSocPnotw7pkLl6PhDbG+hwM+ClFryhFku6Iv09ayRBTflAWalwzGrimUlEtZN1YkNE1BRFab2xMbmVrdqY9npVtCKT1SmVx5wlMUSN787WrPiVGKJ2yfuLzWxF+nsiyt8T/l4qqFQV+1n8zMXw8PEX7G8bHxUefOMNbNu2DTt27ICfnx969eolGPv4sSPA94sq/lFrgB53AY/MQpbeZNdO7MY7yt+zxu+uqR8oKwWOWU2cxSKqHRMbIiI3iNJ6y/5mZNZtgThacBnnim9Mg7T388Cs21yz611oZsvPCwjxUdVIADMyCqEOC8SfhfbfaEdrPfF6n1aI0o7H+PHjUVxcjFOnTsHTU/gG+cLhnTcelBsAUzkA4JLBfiqoPjfeQj9HlJ9KJrNy8iQ0ZvKZyXQPzmIR1Y6JDRERCYrSeuPbYa2deo5Nfd9/Yf9ATN6tw9VSM0rMQLEJOHzZhMOXTTWW4VSfCRPqr5+fH3r27Cn6nqY/d9lf6NwXABDqY1+AZmaCFt/N+heKvfwrlq11TER0WCvBG2+hfk2JhSxm5eSqLr/L5oazWES1Y2JDRESi3DmzlK034pnfdKKVx4SW4TS2vz2GP469v0QAf/0G6C8DnSoSm+gA+xvqIEsJDAe+ASwWYPdKwMMDy4+cEL3xrt4vnc41leWUTAmzmq7EWSyi2jGxISJyM1Y6ElZrVTQ4fxnOx8+OxvBOQ5B5zQTkZQLB7QRvHnfv3g2L5cbytLguXdA9Qvgg6MzMTKjVarRr186pfaXmhbNYRLVjYkNE5EasdCSuLlXRnL0Mx+7mMbwLgr0tePO24Bqlnl9fud3udQMGDBCNOWvWLKxevRpRUVHo27cvnn32WbRv396p/abmgbNYRI4xsSEicoPKWZpfL5Qiv9S+fDIrHVWo7bwfqZbhVL151Ol0CBQ4vyaz/1NAWG8gYz/UmQfRNbG/aLw9e/ZUvDY7G9nZ2UhJSRFsZ7VaZX+YNGcXiUjOmNgQEbmY0CxNdax0JF4VrWuQF6IDvN1yU21bHqfRAt2SgG5JKAewJ1SD8QLtc3JycO7cOdtjtVqNbt26obS0tEbbXbt2YeLEiejVqxd69eqFQYMG4ZZbbhHti1CSEeSEn9HR+3F2kYjkjIkNEdF12XojXjtYiivGckm/ja7L3hFWOpLnnoL6ltwtLCxE3759cfjwYZSXl6Nnz55o0aKFYGJz+PBhXLx4EVu2bMGWLVswZswYwYOoAfEkY3k/NbpLVI2b56gQkdwxsSEigmu/ja5t7wgrHd0gtz0F9S2526NHD2zduhUGgwGHDx+GyWQSbAcABw8etHucmJgo2va+cZOR5dEKiOpR8Y9/MDL1ZsxNN2JZ2zr8IA3Ac1SISO6Y2BARwbXfRovdHIf4eOD2ti3cPishJ3Lb09HQkrsajcZhgQEAOH78uN3jW2+9VbBdYWEhsn5ae+OClxqYfRDw9EJetYNEnYnnqBCR3DGxuc5ZZwpIcTaBwWBwekwlxgU4vlLGBZr3+J69ViZ4/dy1Mqf/fZgSCxy4pEJ28Y2iAVF+KqwY0AKRfp6ApQR1fUuljG9D4uYUm/HP3aV247TnogFdAz1QZALaaDwwLc67Yszgms9vEIDl/dSYm25EnsGC0Ot9CKrH70woLgD89NNP+Ouvv5CWloZjx46hffv2gj/Trl3VDhFt0xHwrPjfeStvq91rVq1ahUOHDqFr167o2rUr4uPjERAQUPeOXqfT6fBgOws2ZAKmKrUuvFTAg+0sDRp7OXzG5BAXaN5/e6WOC3B8pYwLuH58AwPF19sysbnO0SDVVV5enlPiCGFcjq/UcZv7+EYEmLHvcs0/pO0DWjj970P3QGDzMKPT9o4oYXwbEnfB/wrskhoAOG8AzttmJSw4WmjFxuRW9YpbX9Xjdg+EU5Z7CfV3wIABtc7spKen219o1xlAxczRyz3UdnF3796NzZs32x7Pnz8fY8eOrVc/Kz+7a/9XYJfUABVJztrzHki+qWFj7+7PmBziNve/vVLH5fhKG1du48vEhogIrj/VW257R+SoLufYVC4XfEmifSVy9PDDDyMqKgq/7NmP7387iOC4HkiI0VRURbOU2LX9448/7B7Hx8cLxrx8+TIeeOABxMfHo1u3bujZsyf697cvYc09NkQkd0xsiIhwowLXa/sLUGD0kEUFruautnNsKlW9sZbbnhwpRERE4KGHHsJDDz1U47mqK0KKioqQmZlpe6xSqdC1a1fBmMePH8eRI0dw5MgRABVFD3bu3GnXhntsiEjumNgQEV0XpfXGgkQfyabVqX6EZtGEVN5Y85wVe2q1GuvXr8cff/yBP/74AzqdDn5+foJtjx07ZvdYaGbH9vtYNA24mAG0iUFQ5E2Y0PdxAM6ffWwOSSoRORcTGyIikqXq59hovVU4eqUc50pubPSoXC5YnnuF56xUo1arkZSUhKSkpFrbVq/I1q1btxptKn8f/V/7A0UXsoALJ1D4O6B54UHBmDqdDqdOnUKnTp2g1dZvSSeTVCJqCCY2REQkW9X3IlV+i1+96EJGLveANMZbb72FUaNG2WZ3brvtNsF2rT3KUXwx2/ZYpVIhNjZWsO3+/fsxatQoAEBYWBhGjBiBWbNm1ak/TFKJqCGY2BARkWI4KrrQ3PaACC3VCmpgrNatW9dpdufEiROwWm/MmEVERMDX11e0baXc3FyH5VtTU1NRUlKCm266CR07dsS5gg4QukVhkkpEjjCxISKiJsHVle3cSWyp1vJ+anSXcItYQkICTp06hRMnTuDkyZMO21Z//qabbhJt+/XXX+PcuXO2x8kfbAfQvka71h5lyMvLQ0hICFQqVf06T0RNHhMbIiJqEqrvyWnKle3ElmrNTTc65YwdR1q3bo3WrVvXKAddXWhoKG666SZkZWXBZDKJJjYlJSV2SY1KpULqsHgc/+ma3X6q9r4qDCjcj06dHoe/vz+io6MxfPhwTJ061Tk/mAKwoAKRY0xsiIhItup7I+eu84FcfcMptp8oz3Z4qfu9+uqrePXVV2E0GpGTk4PQ0FDBdmfOnLF7HBkZCXWLFoBKBaDKiaAqFXKul68uKirCsWPH0KdPH9H3f/3111FWVobo6GhER0ejX79+8Pf3b/TP5S4sqEBUOyY2REQkS0q5kXNHP8X2E4VqPCR5v8bw9vZGx44dRZ9v164dPvvsM5w6dQqnT59Gy5YtkZqmx7li+yTtXLEFmw+esLsWExMjGverr75CXl6e7fHvv/8umNhcvXoVZ8+eRYcOHRAQEFDXH8vlWFCBqHZMbIiISJaUciPnjn6K7SeaFiefhK+uWrZsiQceeMDu2j1b8wXblpit8PPzQ3FxMQDxxKaoqMguqfH09ET79jX37ADAzz//jAkTJgAA1AHBCBk0Av1S/i27ZV6s+kdUOyY2REQkS0q5kXNHP8X2EwVZSiR7T1cSm5Ea9K85+HTQp8jLy8OZM2fQtWtXwXZZWVl2jyMiIuDtLZykZF5f3gYA5dcKcP5aOdacMQjOuj355JMoLi62LW+7//770bJly3r+dA3T3Kr+ETUEExsiIpIlpdzIuaufQvuJdDpJ39JlHFW4U6lUaNOmDdq0aSP6+srlbZmZmcjMzHSYfFRNbAAArSMqrgvMuv3000+4cuWK7fGQIUMEY1+4cAFpaWmIjo5Ghw4d4OfnV+vPXJvmVPWPqKGY2BARkSwp5UZOKf1UksZWuBNa3iamdevW8AnrgNL8c4DZBLSOtD1XddZNr9fbJTXe3t6iy9t2796NJ5980vZ4zJgxWLRoUZ36I6Y5Vf0jaigmNkREJEtKuZFTSj+VxlUV7t544w1cuOM5rDlVBBTmAn43ZmCqzrplZ2fbvS4yMhKensKzctVngVq1aiX6/pMnT7ar3vbUU0+Jzka5q+ofkVIwsSEiItlSyo2cUvpJwmyzbh7tbNeqz7rddNNN+OGHH2zL23x9fUXjVU9soqOjRdueOHECer0ex44dAwC7mZ6qsrKysG3bNnTs2BGxsbGIjIyEh4f8quARuRMTm+t0TlqY7Kw4VRkMBqfHVGJcgOMrZVyA4ytlXIDjK2VcgOMrZdymPrZBAJb3U2NuuhF5BgtCNR6YFueNIEuJbd+S1WpFp06d0KlTJ9vrxMblpptuwsCBA5GdnY3z588jNDRUsG1hYSH0er3tcYsWLeDr6yvY9pdffsH06dNtj5OSkvD555+L/kxyGl93xgWa/ufXnXEB149vYGCg6HNMbK5zNEh1lZeX55Q4QhiX4yt1XI6vtHE5vtLG5fhKF7e5jG33QGBZW+fEnTZtGqZNmwYAMBqNACBYle306dN2jzt06CBa6ODixYt2j7t27SranzfeeAMGgwEJCQmIi4tD586dRavCNYScfm+1aS6fX3fFldv4MrEhIiIikoijhOKWW27B1q1boVKpkJmZKbpnBwDOnDlj9zguLk6wndVqxbJly1BQUGC7dvjwYYeHpBI1FUxsiIiIyOmy9UakpulxscSMcBZUEKRSqdC6dWvExsaiT58+Dtveeeed8PHxwenTp/Hnn3+iW7dugu0uXbpkl9RoNBp06NBBsO22bdswf/58dOvWDXFxcejTp4/o2UBESsDEhoiImi3efEsjW2/E8O1X7EpgCx14SXU3ZswYjBkzBkDFrIyY9PR0u8ddu3YVnQk6fPgw9u7di7179wKoqNA2a9YswbZWqxUqlaohXSdyGSY2RETULCn95lsoKQtyd6euS03T240rIHzgJTWMowSjW7duWLx4MdLS0nD69GnRJWsAcPz4cbvH8fHxgu2sVivi4+PRunVrdOrUCT179kRKSgp8fHwa9gMQSYSJDRERNUtKvvkWS8qW91OjuzT7eOvlYolZ8HquyHVyntDQUIwcORJ/+9vfat18XdfEJjc3FxcuXMCFCxdw9OhRfPfdd3jqqacE2xYWFkKtVjssh00kFSY2RETULCn55lssKZubbqy1spcrhPsKL30KE7lOdePspZObNm3C8ePHcfz4caSnp6Nz586C7aovb+vSpYvo8raFCxdi3rx5iImJQVxcHMaNG4c77rijwX0kqg8mNkRE1Cwp+eZbLCnLM1hc3BNhtgMvqyRf1Q+8pPqRYulkhw4d0KFDB/z973932O7UqVN2j8VmdoCKJMhiseDUqVM4deoUkpOTBdtZrVbs3bsXXbt2FS1xTVRfTGyIiKhZUvLNt1hSFqqRx0n0UVpvbExuhdQ0PXJLzAiTsDBD9VmMKbGQxXI8Z3Pn0smJEyfi/vvvR3p6Og4dOoSEhATRtnVd3nbp0iXcfffdAIC2bduiZ8+e+Oqrr5zXaWqWmNgQEVGz5Mqbb2cTS8qmxcmn71Fab8lvuIVmMQ5cUmHzMKMifo/14e6lkyEhIRg8eDBuvvlm0b075eXldkvUPDw8RJe3VU2ALly4gJCQENH3/u2331BUVIT4+Hi0a9eO1dlIFBMbIiJqtlxx8y0FsaQsyFLi7q65lNAsRnaxVREFIOpLCUsn1Wo10tLSoNfr8ddffyE7OxsajUawrdC+HTELFy7E1q1bAVScRv/pp5+KLnGj5o2JDRERkQIJJWU6nZs64ybunsVwJSUtndRqtUhMTERiYqJoG39/f8THx+PkyZMwGo2tjqBKAAAf+klEQVQOE5uqSZBOp0ObNm0E212+fBkff/wxunfvjn79+jmcBaKmiYkNERERKZISZjGcRclLJ4WMHz8e48ePR3l5OTIyMqBWqwXb6fV6ZGdn2x47Wt525MgRzJ071/Z44MCBmDdvnnM7TrLGxIaIiIgUSWgWI8pPJctZDGdQ6tJJR9RqNeLj46ETmW4sLS3F+PHjbSWp27ZtK7q8rXrhgtDQUNH3LS0t5QGjTRATGyIiIlIkoVmMKbFQ7CwG1RQSEoL33nsPAGCxWHD16lXRttUTm/79+4u2HTZsGIqLizFgwAAMGDAAycnJ8PPzq1OfsvVGvHawFFeM5U45T4ich4kNERERKVb1WQyxb/5J+Tw8PNCqVSvR50eMGIHg4GDs378f//vf/zBgwADBdjqdDkeOHIHFYsHJkyexdOlSZGRk1CmxkeI8IXIeJjZEREREpHhDhw7F0KFDAVQkLwEBATUOFwWAffv2wWK5cZhtly5dRAsNHDhwADk5Oejfvz/Cw8Pdep4Q1Y6JzXXO+oZHim+KDAaD02MqMS7A8ZUyLsDxlTIuwPGVMi7A8ZUyLseWn10lxr127RqAmuN7/PhxeHp6wmyuSFASExNFfweLFy/GmjVrAAAxMTHwuvcFICqpRrtz18qc8ntU0vhWcvXnV+wcJYCJjY2jQaqrvLw8p8QRwrgcX6njcnyljcvxlTYux1e6uBxbaeNyfKWNKzS+L7zwAp544gns378fv/32G5KSkkTf+8CBA7Z/P3PmDAa3CsJJgXbtA1o4rf9yG99svRGpaXpcLDHX2FMkt88vExsiIiIialYCAgJw11134a677hJtk5OTY1dqWq1WY87ogRiz01DjPKEnwq7h8cenYejQobjrrrvQsmVLSfvvKkrbU+Th7g4QEREREcmNl5cXnn/+eSQmJsLT0xO33noruoQGYmNyK9wX4YWBYWqMjNFgY3IrHNv1I9avX48nn3wSN910E15++WV3d98pHO0pkiPO2BARERERVdO2bVu8/vrrAICioiLk5+cDqKjEtyDRx26p1LZt22z/bjabER4e7trOSuRiiVnweq7IdXfjjA0RERERkQP+/v6Ijo4WfE6v12Pnzp1214YNGybY1mQy4dlnn8WGDRsUUZo83NdT8HqYyHV3Y2JDRERERNRAfn5++Oabb/DCCy8gLi4O0dHR6NSpk2Dbffv24YsvvsD48ePRsWNHPP744y7ubf3MTNAiWmufxERrKwoIyBGXohERERERNZCHhwd69+6N3r1747XXXoNOp4NKpRJsu3XrVtu/m0wmqNVqV3WzQaK03tiY3AqpaXrklpgRVq0qmtwwsSEiIiIichJHZYqr7sUBxJesAcC7776Lvn37om/fvqKJkitEab0Vc/gol6IREREREUnMarXigw8+wLPPPovY2Fh4e3sjKanmYZ9AxfkwqampuPvuu9GrVy+8++67KC0tdXGPlYeJDREREREpXrbeiJQdBbhnaz5SdhQgW290d5fsqFQq9OvXD2+99RYOHjyII0eOICAgQLDt9u3bYbVaAQCnT5/GsmXLZL9sTQ64FI2IiIiIFE3sIMn3OqkQK8F7vXawFFeM5QhvxJ6Ttm3bij5Xfcnaww8/DA8PzkfUhokNERERESma2EGSH+d44fYeznsfsQRqY3Irp26of+KJJ+Dl5YWtW7eivLwcY8aMEWxntVoxbtw49OrVC6NHj0ZoaKjT+qBETP2IiIiISNHEDpLML3fura5YApWapnfq+yQlJWHZsmX466+/sGzZMkRFRQm2+/3337Fp0ya8+uqriIuLw6OPPgqLxeLUviiJrBObefPmISkpCREREejYsSNGjx6N9PR0h6/Jzs5GUFBQjX9+/PFHF/WaiIiIiFxJ7CDJELVzb/LFEqhckeuNFRwcjPvuu0/0+S+//NL27yaTCeXl5c16yZqsl6Lt3r0bEyZMQEJCAqxWK/7f//t/GD58OPbv34+WLVs6fO26devQrVs32+Pa2hMRERGRMs1M0OJQfrndbEq01hOTIg1OfR+xBCpM5LqUTCYTNm7caHftkUceEW1fWloKHx8fqbvlVrJObNavX2/3+JNPPkFkZCT27dvnsO43UJHhtmnTRsruEREREZEMiB0kWZ7r3CViYgnUzAStU9+nLry8vLBnzx6sWrUKX375JS5fvoyhQ4cKti0qKsLNN9+M22+/HY888giSkpLg6en6ZExqsk5sqisqKoLFYkFQUFCtbR999FGUlpaiY8eOeOqppxxO4xERERGRsgkdJJmR6/z32JjcCq/tL0CB0cOWQDmzcEB9tGnTBlOmTMGzzz6LCxcuiJaE/uabb3D16lVs2LABGzZsQGJiIn744QcX91Z6qsLCQqu7O1FX48aNw+nTp/Hrr7+KZplXrlzBypUr0adPH3h5eeG7777Du+++i0WLFmH06NGisTMyMqTqNhERERGR2zzxxBM4cuSI7fHjjz+OyZMnu7FHDRcbK17AWzGJzSuvvIL169dj27Zt6NChQ71eO3XqVOzduxd79uyRpnPXZWRkOBzshtLpdAgMDGz2cTm+0sbl+Eobl+MrbVyOr3RxObbSxuX4ShuX4wvo9XoMGDAA2dnZtmtpaWmIiYkRbH/o0CEkJCTUqQiB3MZXEWUTZsyYgXXr1mHz5s31TmoA4NZbb8WZM2ec3zEiIiIiIhnTarXYsWMHvv32Wzz88MMYMmSIaFJz9OhRDBkyBLfccgvmzJljlwwpgez32Lz88stYv349vvnmG3Tq1KlBMY4dO8ZCAkRERETULKlUKvTv3x/9+/eH1Sq+WKuyfHR2djZmzZqFgwcPYu3ata7qZqPJOrGZNm0aVq1ahRUrViAoKAiXLl0CAPj5+cHf3x8A8MYbb+Dw4cPYvHkzAGDlypXw9vZGjx494OHhgW3btmHJkiX4z3/+464fg4iIiIhIFlQqleD18vJyrFmzxu6ao/LRciTrxGbJkiUAUKOi2csvv4wZM2YAAHJzc5GZmWn3/Ny5c3H27Fl4enqiY8eOWLhwocPCAURERESkbNl6I1LT9LhYYka4r3tKMCuZTqfDHXfcgS1btqCsrAxBQUG1Hq8iN7JObAoLC2tts2jRIrvHDz/8MB5++GGpukREREREMpOtN2L49it258scyi/He51UcP7W9qYpJCQES5YsQWFhIdatW6fIAz1lndgQEREREdUmNU1vl9QAQKbejI9zvHB7Dzd1SqGCgoIwYcIEd3ejQRRRFY2IiIiISMzFErPg9fxy3uo2J5yxISIiIiJFC/cVPrg9RG1xcU8aT2ivUJTW293dUgQmNkRERESkaDMTtDiUX263HC1a64lJkQY39qr+corNeGxPzb1CG5NbMbmpA87PEREREZGiRWm9sTG5FUbGaDAwTI2RMRpsTG6FdhrxM1vkaG66UXCvUGqa3k09UhbO2BARERGR4kVpvbF4cLDdtYxcN3WmgS4ZhJfO5YrsISJ7nLEhIiIiIpKBNhrhW/MwkT1EZI+JDRERERGRDEyL80a01j6JidbysNG64lI0IiIiIiIZiPTzxMbkVkhN0yO3xIwwVkWrFyY2REREREQyIbRXiOqGS9GIiIiIiEjxOGNznU6nk1WcqgwGaWqwKy0uwPGVMi7A8ZUyLsDxlTIuwPGVMi7Hlp9dpcYFOL5SxgVcP76BgYGizzGxuc7RINVVXl6eU+IIYVyOr9RxOb7SxuX4ShuX4ytdXI6ttHE5vtLG5fhKG1du48ulaEREREREpHhMbIiIiIiISPGY2BARERERkeIxsSEiIiIiIsVjYkNERERERIrHxIaIiIiIiBSPiQ0RERERESkeExsiIiIiIlI8JjZERERERKR4TGyIiIiIiEjxmNgQEREREZHiMbEhIiIiIiLFY2JDRERERESKx8SGiIiIiIgUj4kNEREREREpHhMbIiIiIiJSPC93d0AudDqdrOJUZTAYnB5TiXEBjq+UcQGOr5RxAY6vlHEBjq+UcTm2/OwqNS7A8ZUyLuD68Q0MDBR9TlVYWGh1em+IiIiIiIhciEvRiIiIiIhI8ZjYEBERERGR4jGxISIiIiIixWNiQ0REREREisfEhoiIiIiIFI+JjRMsWbIEPXr0QJs2bTB48GDs2bPH3V1qEubNm4ekpCRERESgY8eOGD16NNLT093drSbr3XffRVBQEF588UV3d6XJyM3NxaRJk9CxY0e0adMGt912G3bv3u3ubjUJZrMZqamptr+9PXr0QGpqKkwmk7u7pki//fYbHnroIXTt2hVBQUH48ssv7Z63Wq2YNWsWunTpgrCwMPz973/Hn3/+6abeKo+j8TUajXj99dfRr18/tG3bFp07d8YTTzyBs2fPurHHylLb57eq5557DkFBQfjggw9c2ENlq8v4njp1Cv/85z8RGRmJ8PBwDBo0CCdOnHB5X5nYNNL69esxffp0TJ06FTt37kTv3r0xcuRI/kFygt27d2PChAnYvn07Nm/eDC8vLwwfPhxXr151d9eanIMHD2LZsmWIj493d1eajMLCQiQnJ8NqtWL16tXYv38/3n77bYSEhLi7a03C+++/jyVLlmDOnDk4cOAAZs+ejcWLF2PevHnu7poiFRcXIy4uDrNnz4ZGo6nx/Pz58/Hhhx9izpw5+PnnnxESEoIRI0ZAr9e7obfK42h8S0pKcOTIEUybNg07duzAypUrcf78eTz44INM1Ouots9vpU2bNiEtLQ3h4eEu7J3y1Ta+WVlZSE5ORlRUFDZv3oy9e/di5syZ8PPzc3lfeY5NI915552Ij4/HggULbNcSEhJw33334fXXX3djz5qeoqIiREZG4ssvv8SwYcPc3Z0mQ6fTYfDgwZg/fz7efvttxMXF4Z133nF3txTvzTffxG+//Ybt27e7uytN0ujRo9GyZUt8/PHHtmuTJk3C1atXsWrVKjf2TPnatWuHt99+G4888giAitmaLl26ICUlBdOmTQNQcXhebGws3nrrLYwfP96d3VWc6uMr5K+//n979x4UVf3/cfyJi5pksogCpigJKmjekJAvmJpXyBQMC3UkIBFHMTVyBA0lmRRmRJTUMXNLNC+ZiTccpcbBQPLSjXRKR/GC4IQXlE00L+vu7w+H/bnuiqToabf3Y4Y/9nMunxdHZw7v8/mczx4nICCAoqIieeD0Dz3s+p47d46hQ4eybds2Ro0aRVxcHO+9955CKa2XpesbGxuLnZ0dq1atUjDZPTJi8wRu375NcXExAwYMMGkfMGAAhw4dUiiV7aqurkav16NWq5WOYlOmT59OaGgo/fr1UzqKTdm1axe9evUiJiYGLy8v+vTpw2effYbBIM+S6kNAQAD79+/nxIkTwL0/BAsLCxk8eLDCyWxPaWkpFy5cMLnXNWnShMDAQLnXPSU1I2Fyv6sfOp2O2NhYZsyYQadOnZSOY1P0ej179uyhU6dOhIeH4+npyWuvvUZOTo4ieewV6dVGVFZWcvfuXbOpJS1btuTixYsKpbJdSUlJdO3aFX9/f6Wj2Iw1a9Zw+vRpVq5cqXQUm3P27Fk+//xzJk+ezPTp0zl69CiJiYkAxMXFKZzO+k2fPp3q6mp69+6NSqVCp9MxY8YMYmNjlY5mcy5cuABg8V73559/KhHJpt2+fZvk5GSCg4Np3bq10nFsQlpaGk5OTowfP17pKDbn0qVLVFdXk5mZyezZs0lJSaGgoIAJEybg4OBAcHDwM80jhU09sLOzM/lsMBjM2sSTmT17NgcPHmTPnj2oVCql49iEkydPkpqayu7du2nUqJHScWyOXq+nZ8+eximp3bt35/Tp02g0Gils6kFOTg5fffUVGo0Gb29vjh49SlJSEm3btuWdd95ROp5Nknvd06fT6YiLi0Or1bJx40al49iE/fv3s2HDBgoLC5WOYpP0ej0Ar7/+OlOmTAGgW7duFBcXo9FonnlhI1PRnoCzszMqlcpsdOby5cvygnA9mjVrFlu2bGHHjh14eHgoHcdmHD58mMrKSv73v//h7OyMs7MzRUVFaDQanJ2duXXrltIRrZqrq6vZlIeOHTtSXl6uUCLbMnfuXKZMmUJ4eDhdunRh9OjRxMfHs3jxYqWj2RxXV1cAudc9ZTqdjvHjx/P777+zfft2mjdvrnQkm1BYWEhFRQWdOnUy3uvKyspISUmhc+fOSsezes7Oztjb2/9r7ncyYvMEGjVqRI8ePcjPzycsLMzYnp+fz4gRIxRMZjsSExPJyckhNzeXjh07Kh3HpgwbNoyePXuatMXHx+Pp6UlCQoKM4jyhgIAASkpKTNpKSkpwd3dXKJFtuXHjhtnorUqlMj49FPWnXbt2uLq6kp+fj6+vLwA3b97kwIEDpKamKpzONty5c4d3332XY8eOkZubaywmxZOLjY0lNDTUpC08PJzw8HCioqIUSmU7GjVqhK+vLydPnjRpV+p+J4XNE4qPj2fixIn06tWL3r1788UXX1BRUSGrxNSDGTNmsGnTJtatW4darTbO837++edp2rSpwumsn1qtNnsx1cHBAScnJ3mKVQ8mT57MkCFDyMjI4M033+TIkSN89tlnzJkzR+loNiE4OJglS5bQrl07vL29OXLkCMuXL2f06NFKR7NK1dXVnD59Grg3taS8vJwjR47g5OSEu7s7kyZNYtGiRXTo0AEvLy8yMjJ4/vnnGTVqlMLJrUNt17dVq1ZERUXx66+/snHjRuzs7Iz3u2bNmtW6fLG451H/fx8cWbS3t8fV1ZUOHTooEdfqPOr6Tp06lZiYGAIDA+nbty+FhYXk5OTU+n1CT4ss91wPNBoNWVlZXLhwAR8fHxYsWEBQUJDSsazew1aDSUxMZNasWc84zX/DsGHDZLnnepSXl0dqaiolJSW0adOGCRMmMHHiRHkvoR5cu3aN+fPnk5uby+XLl3F1dSU8PJyZM2fy3HPPKR3P6hQWFjJ8+HCz9jFjxrBixQoMBgPp6elkZ2dTVVVFr169yMjIkIcgdVTb9U1KSqJ79+4Wj1u+fHmty0KLex71//dBXbt2leWe/4G6XN/169eTmZnJ+fPnad++PQkJCYo8+JDCRgghhBBCCGH1ZPEAIYQQQgghhNWTwkYIIYQQQghh9aSwEUIIIYQQQlg9KWyEEEIIIYQQVk8KGyGEEEIIIYTVk8JGCCGEEEIIYfWksBFCCPFUqdVq0tLS6v28SUlJDBkypN7Pa8327NlDmzZtuHz5stJRhBDimZPCRgghbNDVq1eZP38+r776Ku7u7ri4uPDyyy8TFRXFzp07MRis+yvMysvLWb16NTNmzFA6iiIWLlxIbm6uWfvQoUNp27YtmZmZCqQSQghlSWEjhBA25rfffiMgIICsrCx8fHyYM2cOixYtYty4cZSXlxMZGcnnn3+udMwnsnLlSlxcXBg8eLDSURSRkZHBrl27zNrt7OyIjo4mOzubv/76S4FkQgihHHulAwghhKg/Wq2WsWPHYjAY2LdvH507dzbZnpSUREFBAVqtttbz3LhxAwcHh6cZ9bHpdDo2bdrEmDFjsLOze+b93717l7t379KoUaNn3nddhIaGkpSUxLZt23jnnXeUjiOEEM+MjNgIIYQNyc7O5vz588yfP9+sqKnRt29fhg8fbvy8fv161Go1BQUFJCUl0bFjR1588UXg3pS25ORkAgMDadOmDa1bt+aNN97g4MGDZuf966+/mDZtGh4eHri7uxMZGUlFRYXFDBUVFUybNg1vb29cXFzw9fUlKyurTlPkDh06xMWLF+nfv79Je2lpKWq1msWLF7Ny5Uq6deuGm5sbgwYN4qeffnqsDPefU6PR4Ovri4uLC4cOHQLAYDCwatUq+vTpg5ubG+3btycsLIwffvjBpK8tW7YwcOBAWrVqRdu2bYmIiOD48eMm+0yaNAlXV1cuXrxITEwM7u7utGvXjmnTpnHz5k3jfmq1mlu3brFx40bUajVqtZphw4YZt7u6uuLj42NxqpoQQtgyGbERQggbsnv3bpo0aUJoaOg/PjYxMRFHR0cSEhKM05jOnj3L9u3bCQ0NpX379mi1WtauXUtoaCj5+fnG4slgMDBu3DgKCwuJjIyka9eu7Nu3j7feesusn0uXLjFo0CB0Oh1RUVG4ublx4MABUlJS+PPPP0lPT681Z01R1aNHD4vbN2/ejFarZfz48ej1ejQaDWFhYezbtw8vL6/HyvD1119TXV1NdHQ0TZs2xc3NDYBp06axdu1a+vfvbxwpO3z4MAcOHCAwMBCAJUuW8NFHHzF8+HBGjx7N9evX0Wg0DB06lO+//x4PDw9jP3q9npEjR9KlSxfmzZvHTz/9xJo1a3B2dmbu3LnAvWl4U6ZMwc/Pj+joaABcXFxM8vr6+rJjxw4MBoMio1pCCKEEKWyEEMKGHD9+HE9PT7NpUtevXzd56m9vb4+jo6PJPg4ODuTm5mJv//+3hs6dO1NcXIxKpTK2RUdH88orr/Dpp5/yySefAPdW4yooKGD27NnMnDkTgAkTJjBhwgSOHj1q0s/HH3/MrVu3KCoqMv5BHhMTg5ubG8uWLWPSpEm0a9fuob/jiRMnaNasGU5OTha3l5SU8OOPPxrPERYWRkBAAOnp6Wg0msfKcO7cOX7++WdjQQNQWFjI2rVriYqKIisry9geHx9vHPUpKyvj448/JjExkVmzZhn3GT16NP7+/mRkZLBs2TJj+507dwgJCSE5ORmAd999l6qqKtasWWMsbCIiIpg6dSoeHh5ERERYvAYeHh5otVoqKipo1arVQ6+lEELYEpmKJoQQNuTatWu88MILZu0fffQRnp6exp+xY8ea7RMVFWVS1AA0btzYWNTcvHmTK1euoNfr6dWrF8XFxcb98vLyaNCgARMnTjQ5ftKkSSafDQYD27dvZ+jQoahUKiorK40/AwcORK/XU1RUVOvveOXKFdRq9UO3h4SEmBQlXl5eDBw4kO++++6xMwwbNsykqAHYsWMHgLEIuV/NKMnOnTvR6XSEh4eb9NOwYUP8/PwoKCgwO3b8+PEmn4OCgqisrOTatWu1XRYTNUVfZWVlnY8RQghrJyM2QghhQ1544QWLfwDHxcUZ38OYMmWKxWPvnxJVQ6/Xk5WVRXZ2NqWlpSbb7i8eysrKcHFxMRsFqpn6VePy5ctUVVWxbt061q1bZzFHXb6DpbZ3cTw9PS225eXlodVquX379j/OYOnanDlzhpYtW9KyZcuHZjl16hQA/v7+Frc/uEBDw4YNzUZYaoq4q1evWixaLam5PjINTQjxXyKFjRBC2BBvb2+Ki4u5ffu2yXS0Dh060KFDBwCaNGli8VhL7UuWLCE1NZUxY8aQnJxM8+bNUalUZGZmcubMGeN+dX2XQ6/XAzBq1CjGjRtncZ/27dvXeo7mzZvXuqqbpRz3F0KPk8HStanL71zT1zfffGM2GgbQoEGDWj8/2F9dVVVVAeDs7FznY4QQwtpJYSOEEDYkJCSEgwcPsm3bNt5+++0nPl9OTg59+vRhxYoVJu1paWkmn9u2bcu+ffvQarUmozYlJSUm+7Vo0YJmzZqh0+nMVjWrq06dOrFp0yauXLlC8+bNzbY/2CfA6dOncXR0xNHRkaZNmz5xBrhX/Ozdu5dLly49dNTmpZdeAqBNmzZ4e3s/dl8PelRBdebMGRwdHXF1da23PoUQ4t9O3rERQggbEh0dTevWrfnwww85duyYxX3+yZN/lUpltv+hQ4c4fPiwSduQIUPQ6/WsXLnSpP3BgkilUjFixAhyc3NN3tGpodVquXPnTq2ZevfuDWDxeLi3kMH90+ZKSkrYu3cvgwYNqrcMACNGjABgwYIFZttqrtmIESOwt7cnLS3NOHpzv7pMu7PEwcHBOCpjyS+//IK/v79MRRNC/KfIiI0QQtgQR0dH1q9fT0REBP369SMsLAw/Pz+aNGlCRUUFeXl5lJSU4OfnV6fzhYSEkJ6ezsSJEwkMDOTUqVNkZ2fj7e1NdXW1yX5BQUGkpaVRXl5Ot27dyM/PN3svB+4tZFBUVERwcDCRkZF07tyZa9eu8ccff7Bz505++eWXWkca/P39admyJfn5+QwYMMBsu6enJ6+//jqxsbHo9XpWrVpF48aNSUxMrLcMAK+++ipjx45l9erVnD17liFDhgDw448/0qVLFz744AM8PDyYN28eH374IYMGDWL48OE4OTlRVlbGt99+i5+fH4sXL37kv8ODevbsyffff8/SpUt58cUXadGiBf369QPufT/P8ePHiYuL+8fnFUIIayaFjRBC2JgePXrwww8/sGLFCnbv3s2uXbu4c+cOLi4u+Pn5kZCQQEhISJ3OlZCQwN9//83mzZvZvn07Pj4+fPHFF2zZsoX9+/cb97Ozs2PDhg0kJyezbds2tm7dSr9+/di8eTM+Pj4m52zRogV79+5l4cKF7Nq1i+zsbBwdHfHy8iIpKemhyzjXaNiwIREREWzdupXU1FSzUYm33noLBwcHli9fzoULF3j55ZdZsGABHTt2rLcMNZYtW0aXLl348ssvSUlJoWnTpnTv3p2goCDjPvHx8Xh5ebF06VIyMzPR6XS0atWKgIAAIiMj69TPg9LT00lISCA9PZ3r168TFBRkLGx27NhB48aNGTly5GOdWwghrJVdVVVV3eckCCGEEP8CZWVl+Pn5sWbNGoKDgwEoLS2le/fupKSk8P777yucUBkGg4GgoCD69u37yC86FUIIWyPv2AghhLA67u7uxMTEkJmZqXSUf5W8vDxKS0v54IMPlI4ihBDPnExFE0IIYZVkRMJccHAw58+fVzqGEEIoQkZshBBCCCGEEFZP3rERQgghhBBCWD0ZsRFCCCGEEEJYPSlshBBCCCGEEFZPChshhBBCCCGE1ZPCRgghhBBCCGH1pLARQgghhBBCWD0pbIQQQgghhBBW7/8AiIJ1+jI+bRcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
@@ -408,38 +406,14 @@
],
"source": [
"show(pct2, mph2, xlabel='Grade (percent)', degree=3) \n",
- "plt.plot([6, 7, 8], [6, 7, 8], 'rD');"
+ "plt.plot([6, 7], [6, 7], 'rD:');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "My guess is confirmed: the leftmost red diamond indicates 6 mph at 6% grade, and we can see that about half my segments on 6% grades are above 6 mph. The term *regularly* in my definition is imprecise, but I think that's close enough. On the other hand, the next diamond is 7 mph at 7%, and there are only 3 segments that are up-and-to-the-right of that, so I wouldn't count that as *regularly*. And I have never achieved 8 mph at 8%.\n",
- "\n",
- "The other piece of confirmation is fitting the curve as the function `speed` and seeing that my predicted speed at 6% grade is 6.3 mph:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{6: 6.304162382032494, 7: 5.506903091328892}"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "speed = poly_fit(pct2, mph2, 3)\n",
- "\n",
- "{pct: speed(pct) for pct in (6, 7)}"
+ "My guess is confirmed: the leftmost red diamond indicates 6 mph at 6% grade, and we can see that my speed curve (dotted black line) is above that point (looks like about 6.3 mph at 6%), but I can't reach 7 mph at 7% (at least not *regularly,* according to the curve; the one outlier point at 7.5 mph at 7% doesn't count.). "
]
}
],
@@ -459,7 +433,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.7.0"
}
},
"nbformat": 4,