From af96a79962a6715823b5dad63967d2d881115dff Mon Sep 17 00:00:00 2001 From: Peter Norvig Date: Fri, 27 Sep 2019 17:37:31 -0700 Subject: [PATCH] Add files via upload --- ipynb/Bike Speed versus Grade.ipynb | 379 +++++++++++++++++----------- 1 file changed, 228 insertions(+), 151 deletions(-) diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb index 0004408..59ebb8e 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, VAM, Eddington Number, and H-index\n", + "# Bicycling: Speed v. Grade, VAM, Eddington, Hill-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)." @@ -44,7 +44,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "I'll collect three interesting vectors of numbers: length of ride in miles, speed in miles per hour, grade in feet climbed per mile, and grade in percent. Then I'll start with a simple scatter plot visualization:" + "From the raw data I will derive three important vectors of numbers: \n", + "- `mls`: length of ride in miles\n", + "- `mph`: speed in miles per hour\n", + "- `fpm`: grade in feet climbed per mile\n", + "\n", + "I'll show a simple scatter plot visualization:" ] }, { @@ -54,7 +59,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -67,7 +72,7 @@ ], "source": [ "def vectors3(rides) -> tuple:\n", - " \"Return vectors of (miles, miles/hour, feet climbed per hour)\"\n", + " \"Return vectors of (miles, miles/hour, feet/mile)\"\n", " return ([r.miles for r in rides],\n", " [r.miles / r.hours for r in rides],\n", " [r.feet / r.miles for r in rides])\n", @@ -83,7 +88,7 @@ "source": [ "# Making it Prettier\n", "\n", - "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like a curve would be a better fit than a straight line, so I'll fit a quadratic (degree two) polynomial to the data (for no good theoretical reason; just because that's the simplest nonlinear function I could think of). I'll also make the plot prettier and bigger:" + "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like some kind of downward sloping curve would be a better fit than a straight line, so I'll fit quadratic (degree two) and cubic (degree 3) polynomials to the data (for no good theoretical reason; just because those are the two simplest nonlinear functions I could think of). I'll also make the plot prettier and bigger:" ] }, { @@ -92,20 +97,24 @@ "metadata": {}, "outputs": [], "source": [ - "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degree=2): \n", + "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(2, 3)): \n", " \"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\n", " plt.rcParams[\"figure.figsize\"] = (12, 10)\n", " plt.style.use('fivethirtyeight')\n", - " plt.ylabel(ylabel); plt.xlabel(xlabel)\n", - " plt.scatter(X, Y) \n", - " F = poly_fit(X, Y, degree)\n", - " X1 = sorted(set(X))\n", - " plt.plot(X1, [F(x) for x in X1], 'k:')\n", + " grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n", + " plt.scatter(X, Y, c='k')\n", + " X1 = np.linspace(min(X), max(X), 100)\n", + " for degree in degrees:\n", + " F = poly_fit(X, Y, degree)\n", + " plt.plot(X1, [F(x) for x in X1], '-', lw=2)\n", + " plt.title(f'{len(X)} rides')\n", + "\n", + "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n", " \n", "def poly_fit(X, Y, degree) -> callable:\n", " \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n", " coeffs = np.polyfit(X, Y, degree)[::-1]\n", - " return lambda x: sum(c * x ** i for i, c in enumerate(coeffs))" + " return lambda x: sum(c * x ** i for i, c in enumerate(coeffs)) " ] }, { @@ -115,7 +124,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -132,7 +141,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort than on the grade of the road. But from around 50 ft/mile grade speed falls off quickly: down to 12mph at 80 ft/mile; 11 mph at 100 ft/mile; and under 9 mph at 130 ft/mile. Note that even 130 ft/mile is only 2.5% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 7.5% grade on the up part." + "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort than on the grade of the road. But from around 50 ft/mile grade speed falls off quickly: down to 12mph at 80 ft/mile; 11 mph at 100 ft/mile; and under 10 mph at 120 ft/mile. Note that even 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.8% average grade on the up part." ] }, { @@ -163,7 +172,7 @@ { "data": { "text/plain": [ - "(69.06919916201585, 62.49077357120634)" + "(69.10185351454508, 62.471852498446204)" ] }, "execution_count": 6, @@ -188,7 +197,7 @@ "source": [ "# Segments\n", "\n", - "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (I picked the first, midde, and last of the rides shown by Strava—the 10 fastest rides.)" + "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on the segment; I picked the first, middle, and last of the rides shown.) " ] }, { @@ -199,13 +208,14 @@ "source": [ "def parse_segments(lines):\n", " \"\"\"Parse a string of segments into Rides. Each line contains:\n", - " 'title, miles, feet, time,*'.\"\"\"\n", + " 'title, miles, feet, time(s)'.\"\"\"\n", " for segment in lines:\n", " title, mi, ft, *times = segment.split(',')\n", " for time in times:\n", - " yield Ride(float(mi), hours(*time.split(':')[::-1]), int(ft), '?', title)\n", + " time = hours(*time.split(':')[::-1])\n", + " yield Ride(float(mi), time, int(ft), 'date?', title)\n", " \n", - "segments = list(parse_segments(open('bikesegments.csv')))\n", + "segments = set(parse_segments(open('bikesegments.csv')))\n", "\n", "mls2, mph2, fpm2 = vectors3(segments) " ] @@ -214,7 +224,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now I plot this data, this time using a third-degree polynomial, just because it seems to fit better, and listing grade in percent rather than feet per mile:" + "For the plot I will list grade in percent rather than feet per mile:" ] }, { @@ -224,7 +234,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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TULxP8+fPt/SzfPKcCgoKyNZeeXm55X83Ss0pBdW/c+fNm5fR+5TJnJLJJOnfI0ZGRsg+I1I/P9v3KZM5LVq0aMqcZsLm9XqTM77qQ4rH48HixYu1cwNAZ2cnamtrSdw6d6H0UzYH9O0ua12NX9Y6v5vaL9353YB8xqhwy1pX48+2tZ6TR1KsoqioyFKf0+lEc3MzGhoacPXVV8PpdFrq58LqLlxuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt51gHDlDcXGxZS6n04nGxkZ0dXWNfe2NN95Ae3s7HA6HZb+HAyu7cLo5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcciTFgNR5e1bQ2to6YYMCAF1dXWhtbbXsd3BhZRdON4efEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYsW7bMMtd0D7FJXYCkE1Z24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwPi72MyV6urqtF+vqqqy7HdwYWUXTjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGRCIRy1wtLS2oqamZ8LWamhq0tLRY9ju4sLILp5vDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYtF84bYOUt3hwOB9rb29Ha2or+/n5UVVWhpaVFu4vmAWu7cLo5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcciTFgNRDcKzC4XBgw4YN2LJlC2677TYtNyiA9V243Bx+SnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhQUlKipZsanbtI99xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLhlk2JAYWGhlm5qdO4i3XPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBbrdbSzc1OneR7rnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWA6W4bnO1uanTuIt1zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KAcFgUEs3NTp3ke655aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgJGRES3d1OjcRbrnlpsandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA8rKyrR0U6NzF+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDBgcHNTSTY3OXaR7brmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3Dm5SXG73YjFYohGoxgYGAAA+Hw+BAIBAEB/fz/i8TgikchYNK/XO3a+nMvlQiKRQGFh4djDZzweD0KhEACgr68PABAKheDxeACMPqQmHA4jkUjA5XIBGD3/zuv1Ahh9cyKRCOLxOPr7+1FaWopAIACfzwcAGBgYQDQaRSwWG7sDgt/vh9/vt3RO4XB4znNKMXlOAOY8J5vNRjqn1Otn+z5ZMSer3qfS0lJL1l66Oc2bN49sTqmxWbH20s0pBcX7VFRURPrnyW63k6290tJSss+IFFasvXRzysvLy+h9ymROyWTS0s/yyXNKjVeHz/LJcyouLib73CsuLiabUzgctmztpZtTCor3qaCgwNLP8slzysvLI1t7paWllv/dKDWnFFT/zrXb7Rm9T5nMKfX7qP4eEY1GyT4jUj8/2/cpkznNnz9/ypxmwub1epMzvupDSjweR35+vnZuAOjs7ERtbS2JW+culH7K5oC+3WWtq/HLWud3U/ulO78bkM8YFW5Z62r82bbWc/JIilWkdnu6uanRuYt0zy03NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQZUVVVp6aZG5y7SPbfc1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBgw/rxIndzU6NxFuueWmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDxl+Uq5ObGp27SPfcclOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwKJFi7R0U6NzF+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDND5wipKdO4i3XPLTY3O61G687s5/JTo2l2aq/FLd343h58KuXDeYnTeaVOicxfpnltuanRej9Kd383hp0TX7tJcjV+687s5/FTIkRSLST1QTDc3NTp3ke655aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlx6zlTJlJP6tTNTY3OXaR7brmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3LJJMaCysjKj1zudTjQ3N6OhoQHNzc1wOp2WubMJyrFTd5HuueWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccsmxQC/3z/r1zqdTjQ2NqKtrQ0dHR1oa2tDY2PjtBuVTNzZBuXYqbtI99xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLhlk2IRra2t6OrqmvC1rq4utLa2KhqRIAiCIAiCIOiJ0k3K9u3bcf755+Pwww9HWVkZHnnkkSmv2b17N7785S9j5cqVqK6uRn19Pd59912W8S1cuHDWr3W5XGm/3t/fP2d3tkE5duou0j233NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNupZuUYDCI1atX47bbbsP8+fOnfP/999/HunXr4HA48OSTT+Lll19GS0sLSkpKWMbndrtn/drq6uq0X6+qqpqzO9ugHDt1F+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt51gHLNm7dq1WLt2LQDg8ssvn/L91tZWnHLKKfjhD3849rWDDjqIa3goLy+f9WtbWlqwc+fOCad81dTUoKWlZc7ubINy7NRdpHtuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcWXtNSiKRwLPPPotVq1bhc5/7HA455BB8+tOfxqZNm1jHMFscDgfa29vR1NSEuro6NDU1ob29HQ6HY87ubINy7NRdpHtuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcNq/XmyQYS8YsX74cd9xxBy644AIAo4eFVq1aheLiYlx77bWor6/HSy+9hBtuuAEbN27EunXr0no6Ozs5hy0IgiAIgiAIQobU1tYafl/p6V5GpHZcZ555Jq644goAwNFHH4033ngDGzZsmHaTMtOEPyx0dnZKC2akuRqkOz/SXA3SXQ3SnR9proZs6561p3uVl5fDbrdj1apVE75+2GGHYc+ePSxj8Pl8Wrqp0bmLdM8tNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIw7azcphYWF+NjHPjbl9K3du3fjwAMPZBlDfn6+lm5qdO4i3XPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+NWerpXIBDAe++9B2D09K49e/Zg165dWLx4MQ488ED867/+Ky6++GKsWbMG9fX12LZtGzZt2pT2eSoULFiwQEs3NTp3ke655aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxKz2S8vrrr6O+vh719fXYv38/br31VtTX1+OWW24BADQ0NOAnP/kJ7r77bqxZswa/+MUvcO+99057PYrVTPcgxmx3U6NzF+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZd9bc3SsbicfjZIfVKN0A7cVPOneh9FNfcKZrd1nravyy1vnd1H7pzu8G5DNGhVvWuhp/tq31rL0mJRuIxWJauqnRuYt0zy03NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQYMDw9r6aZG5y7SPbfc1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBiwdOlSLd3U6NxFuueWmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDvF6vlm5qdO4i3XPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBBQUFWrqp0bmLdM8tNzU6r0fpzu/m8FOia3dprsYv3fndHH4qzIxbNikGlJSUaOmmRucu0j233NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQY4HK5tHRTo3MX6Z5bbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMqKys1NJNjc5dpHtuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxIBqNaummRucu0j233NTovB6lO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYEAwGtXRTo3MX6Z5bbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMKC8v19JNjc5dpHtuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcOblJcbvdiMViiEajGBgYAAD4fD4EAgEAQH9/P+LxOCKRCAYHBwGM3r85tctzuVxIJBLYu3cvhoaGAAAejwehUAgA0NfXBwAIhULweDwAgKGhIYTDYSQSibGLg4LB4Nh9oQcHBxGJRBCPx9Hf3w+Px4NAIACfzwcAGBgYQDQaRSwWg9vtBgD4/X74/X5L5xQOh+c8p9RrJ88JwJzn5HK5SOfU29ub0ftkxZysep88Ho8lay/dnAYHB8nm5HQ6LVt76eaUguJ9SrWxYu2lm5Pb7SZbex6Ph+wzIoUVay/dnMb3sfrPU29vr6Wf5ZPn1NPTo81n+eQ5DQ0NkX3uDQ0Nkc3J6XRatvbSzSkFxfu0d+9eSz/LJ8/J5XKRrT2Px2P5341Sc0pB9e/c8X2s/vO0Z88e0r9HdHd3k31GpH5+tu9TJnMaHBycMqeZsHm93uSMr/qQEgqFUFxcrJ0bADo7O1FbW0vi1rkLpZ+yOaBvd1nravyy1vnd1H7pzu8G5DNGhVvWuhp/tq31nDySYhWUi4zSTY3OXaR7brmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3LJJMSB1SEw3NzU6d5HuueWmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZccvpXjkK9aFSYSrSXA3SnR9prgbprgbpzo80V0O2dZcjKQaMv0BUJzc1OneR7rnlpkbn9Sjd+d0cfkp07S7N1filO7+bw0+FmXHLJsWASCSipZsanbtI99xyU6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLhlk2LA4sWLtXRTo3MX6Z5bbmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMSN1fWjc3NTp3ke655aZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgJKSEi3d1OjcRbrnlpsandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUAwoLC7V0U6NzF+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDHC73Vq6qdG5i3TPLTc1Oq9H6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBlRXV2vppkbnLtI9t9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGBAMBrV0U6NzF+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDBgZGdHSTY3OXaR7brmp0Xk9Snd+N4efEl27S3M1funO7+bwU2Fm3LJJMaCsrMxSn9PpRHNzMxoaGvDd734XTqfTUj8XVnfhcnP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLhlk2LA4OBgRq8fvwlpbm6esAlxOp1obGxEW1sbOjo60NbWhsbGRi03Kpl2yRY3h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyM204wjpyhtLR01q9NbUK6urrGvrZz5060t7fD4XCgtbV1wvcAoKurC62trdiwYYNlY+Ygky7Z5ObwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHn5JEUt9uNWCyGaDSKgYEBAIDP50MgEAAA9Pf3Ix6PIxKJjO3svF7v2EU9LpcLiUQCsVhs7AmZHo8HoVAIANDX1wcACIVC8Hg8AIDrrrsu7Sbk+uuvBwB0d3enHeuePXsAAAMDA4hGo4jFYmO3afP7/fD7/ZbOKRwOz3pOQ0NDCIfDSCQScLlcAEYvfEo5BwcHEYlEEI/H0d/fDwCQyz6RAAAgAElEQVQIBALw+Xym5xQKhUjnNDw8nHZOXq+XbE5WvU92uz2j9ymTOSWTSbI5DQ0NWbb20s0pBcX7lEgkSP88RaNRsrVnt9vJPiNSWLH20s0pHA5n9D5lMqdAIGDZ2ks3J6/Xq81n+eQ52Ww2ss89m81GNqfUz1B9lqegeJ9GRkYs/SyfPKdwOEy29ux2u6Wf5ePnlILq37mp95Xiz5Pf7yf9e8S+ffvIPiNSPz/b9ymTOQGYMqeZsHm93uSMr/qQ0t/fj6qqqlm9tqGhAR0dHVO+XldXhy1btqC5uRltbW1Tvt/U1ERyJKWzsxO1tbWWe4HMumSTm9pP2RzQtzv1e6rrWqf2y1rnd1P7pTu/G5DPGBVuWetq/Nm21nPySIpVZBJzuvs/pxwtLS2oqamZ8L2amhq0tLSYH6AiKP/wUbo5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcskkxYPwhx5mYaRPicDjQ3t6OpqYm1NXVobGxcex6Fd3IpEs2uTn8lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtxy4bwB4893n4nUJqS1tXXskFZLS8uETYjD4Rg7tcvn82HRokWWj5mDTLpkk5vDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDMt1EjN+EWO3OJijHTt1FuueWmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtp3sZkLoDgW5uanTuIt1zy02NzutRuvO7OfyU6NpdmqvxS3d+N4efCjPjlk2KARnv+hJx2Lc9g3k//h4Qi1nrziLkv0CoQdfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwo5kmIxeXmZ5rGh8KlHYd/1Z9h3vmixO3ugHDt1F+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt54zZSL1EJxZk5eH6LomAEDBs48DyekfQZOxO4ugHDt1F+meW25qdF6P0p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDKisrMz4Z2InrkVywULkd72LvM43LXVnC5Rjp+4i3XPLTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBfr8/8x8qLMLIKeeM/s9npz5hfk7uLIFy7NRdpHtuuanReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkhYOTURiTtBch/rQM2d69pj9PpRHNzMxoaGtDc3Ayn02nhKAVBEARBEAQhO5HnpBiwcOFCUz+XLCtH7BOnoqDjWRQ8vwnRL1+ZsdvpdKKxsRFdXV1jX9u5c2dWPKXebBfVbg4/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGbccSTHA7Xab/tmR1AX0Lz0FBIczdre2tk7YoABAV1cXWltbTY/JKubSRaWbw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUA8rLy03/bGLlIYit/hhskTAKXnwqY7fL5Ur79f7+ftNjsoq5dFHp5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZccsmxYBEIjGnnx85/QsAgILnfz/l4Y4zuaurq9N+vaqqak5jsoK5dlHl5vBTomt3aa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZccsmxQCfzzenn48f9XEkqlcib9/AlIc7zuRuaWlBTU3NhK/V1NSgpaVlTmOygrl2UeXm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlx5+Qmxe12IxaLIRqNYmBgAMBonEAgAGD0lKl4PI5IJILBwUEAgNfrRTAYBDB6qlUikUBpaenYw2c8Hg9CoRAAoK+vDwAQCoXg8XgAjD6kJhwOI5FIjJ2qFdy/H776swAAtq0bEQmHEY/H0d/fj4qKCgQCgbE3bWBgANFoFLFYDG63Gw6HAw899BAaGxtRV1eH9evX43e/+x2qq6vnNKdwODy3OQWDKCgoAAAMDg4iEomMzQmA4ZyA0VvQpW5Dl+59KiwsJJ1TXl5e2jl5vV6yOVn1PlVUVGT0PmUyp0WLFpHNKRaLWbb20s0pBcX7tHDhQtI/T8XFxWRrr6KiguwzIoUVay/dnIqKijJ6nzKZk91ut2ztpZsTAGWfEXOd05IlS8g+95YsWUI2p9g/z1Sg+ixPQfE+lZSUWPpZPnlORUVFZGuvoqLC0s/y8XNKQfXv3OLi4ozep0zmZLPZSP8eEY/HyT4jUj8/2/cpkzktXrx4ypxmwub1eqd/LPqHHJ/Ph0WLFs1NEo2g5NtNsAX8CP3gp0gcdrR1bgM6OztRW1tL4qYcO3UXSj9lc0Df7rLW1fhlrfO7qf3Snd8NyGeMCresdTX+bFvrOXkkxSry8/PnLpnm4Y6WuBVBOXbqLtI9t9zU6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGLBgwQJLPOMf7viDSy5CQ0MDvv3tb2v7cEarunC7OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3LJJMcCq2/0my8rhPeoE2JJJHPruTnR0dKCtrQ2NjY1ablQob4NMfYvlbLiFs1l07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYUFFRYZnrtje7AQBfW7kEiwtGD3lly8MZM8XKLpxuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDIhNerbJXPizex/+4PajxJ6Pb9YsHfs6xY7Y6XTiuuuuQ0NDA5qbmy0/WmNlF043h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBgwPD1vmqq6uxo937wUAXFGzFEV5NgDWP5zR6XSisbERzz77LNlpZVZ24XRz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiwNKlS2d+0SxpaWlBV2kFXvOGUDmvABceuITk4Yytra3o6uqa8DWrTyuzsgunm8NPia7dpbkav3Tnd3P4KdG1uzRX45fu/G4OPxVmxi2bFANSD7GxAofDgfb2dmwvPxgAcN2xNWjftAkOh8Oy3wF88BCeyVh5WpmVXTjdHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGJB6srpVOBwOXLzhYSSWVmI5Yjh43x5L/cDoaWXpsPK0Mqu7cLk5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcskkxoKSkxHppvh0j674AACh8+jHL9S0tLaipqZnwNatPKyPpwuDm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgOlOnZorI/VnID6/BPm730Je51uWulOnlZ1++umoq6tDU1MT2tvbLT2tjKoLtZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsZt83q9SYKx5ASJRAJ5eTT7uIK2DSja+ghiHzsJ4X+z/lkpnZ2dqK2ttdwL0HahdFP7KZsD+nanfk91XevUflnr/G5qv3TndwPyGaPCLWtdjT/b1rrSIynbt2/H+eefj8MPPxxlZWV45JFHpn3tVVddhbKyMtx9991s44tGo2TuwKcakCwoQP7r22FzdZP9Hgoou1C6OfyU6NpdmqvxS3d+N4efEl27S3M1funO7+bwU2Fm3Eo3KcFgEKtXr8Ztt92G+fPnT/u6zZs349VXX532onAqgsEgmTuQX4jYmnWwJZMofOZxst9DAWUXSjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxb6SZl7dq1uP7663HOOedMewiou7sb3//+93H//ffDbrezjq+8vJzUHT3jC0jabLD/6Q+w+faR/S6roe5CCbWfEl27S3M1funO7+bwU6Jrd2muxi/d+d0cfirMjDurL5yPxWK45JJL8J3vfAerVq1i//0ej4fUnaxeifhHT4RtZAQFz28i+11WQ92FEmo/Jbp2l+Zq/NKd383hp0TX7tJcjV+687s5/FSYGXfWXDi/fPly3HHHHbjgggvGvnbzzTfj7bffxm9/+1sAwFFHHYVLL70UV1555bSezs5O8rEa4Y8Bv3fZ8ZUVMeTbZn59Sc9uHPbr2xGbV4y3//V2JArn0Q9SEARBEARBEBQy00X6vOdPZcC2bduwceNGbNu2LaOfo7wbxEwkk0mcvGUAfx0agaOqAt9YvWDmH6qtRXz7U7DvfgsHvPkKrn7hL3C5XKiurkZLS4vpWwdT3xlDmIo0V4N050eaq0G6q0G68yPN1ZBt3bP2dK+Ojg709/dj1apVKC8vR3l5OXp6enDDDTdg9erVLGPo6+vL6PU2mw3fPaYUAPCfr/rhHI7Nyh0963wAQHLzQ3jid23o6OhAW1sbGhsb4XQ6TYyclky7ZIubw0+Jrt2luRq/dOd3c/gp0bW7NFfjl+78bg4/FWbGnbWblEsuuQTbt2/Htm3bxv6prq7G5Zdfjs2bN7OMYdmyZRn/TINjPs49aD6CsSSu+pMXyWT6s+nGu+PHrsEeWyGWFebhiysWj329q6sLra3WP0Nlrpjpkg1uDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt9JNSiAQwK5du7Br1y4kEgns2bMHu3btQk9PDyoqKrB69eoJ/9jtdlRWVrIdigqFQqZ+7vZPLMLiIhv+ty+CjbvTOya48/LwG//oBSzfra3E+EtZ+vv7TY2BErNdVLs5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcSjcpr7/+Ourr61FfX4/9+/fj1ltvRX19PW655RaVwxojEomY+rkD5ufj1o+XAQCu/YsP/aH4jO53lhwIZyiK1aXzsL5q0djXq6qqTI2BErNdVLs5/JTo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcWXN3r1wjmUziC88P4fneCNY75uGhU4zvD+10OvH7r38B1y+fj794gljzUidqamrQ3t5u6uL5bLv46cOANFeDdOdHmqtBuqtBuvMjzdWQbd2z9pqUbGBoaMj0z9psNvzXmjIssNuwxRnG5vf3G7odDgc+//OH4Ec+Pr64BDd+7izTGxRq5tJFpZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDSkpK5vTzBy6w48bjFgIAvvuKF55IwtC9svYwFH32IgDA91dVZeUGBZh7F1VuDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDCgsLJyz42sfKcEnKwuxd38C1/7FN6N75LRzkZw3H/a3X0Ve19/n/PspsKKLCjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGuN3uOTvybDbcfWIZivKBR3eH8P/2hI3dJaUYOeUcAEDh1o1z/v0UWNFFhZvDT4mu3aW5Gr9053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDqqurLfEcuqgA/3Hs6GlfV/3Ji+GRhKF7ZO3nkbQXIP/VbbD1Zd/DHK3qwu3m8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFgGAwaJnriiMX4KNLC7AnGMcNO/yG7uTipYiddDpsySQKn3nMsjFYhZVdON0cfkp07S7N1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDIyYpnLnmfDPScuRkEe8MC7QbzYFzZ8ffTM85C05cG+/TnY9u21bBxWYGUXTjeHnxJdu0tzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbNikGlJWVWeo7YkkBvnNMKQDg2r+OIDiSmPa1ycoViH38U7DFYyh45nFLxzFXrO7C5ebwU6Jrd2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHLJsWAwcFBy51XH12KI5cU4P3hOP7zVb/ha0fO+hIAoOCPW4Fhr+VjMQtFFw43h58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBpSWllruLMiz4b9PKkO+Dbjvb0G87I5M+9qEoxaxoz4OWzSMwuc3WT4Ws1B04XBz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNigN1uJ/EeU16IfzuyBEkAV3Z4sT+WTPs6p9OJ1r/1AQCimx9Gz7t/IxlPplB1oXZz+CnRtbs0V+OX7vxuDj8lunaX5mr80p3fzeGnwsy4c3KT4na7EYvFEI1GMTAwAADw+XwIBAIAgP7+fsTjcUQikbHDT16vd+zOAy6XC4lEAv39/RgaGgIAeDwehEIhAEBf3+jGIRQKwePxAACGhoYQDoeRSCTgcrkAjN7JwOsdPU1rcHAQkUgE8Xgc/f39+Gr1fqxamIfd/hhued2PgYEBRKNRxGIxuN1uOJ1OnH322Wj9/Va8OBjAAiTw9JVfRWdn55zmFA6H5zyn3t7etHMCgEAgAJ9v9KGVk+cEAH6/H36/f9r3qbe3l3ROe/bsyeh9smJOVr1PAwMDlqy9dHNKjZtiTt3d3ZatvXRzSkHxPvX395P+eXK5XGRrb2BggOwzIoUVay/dnFK/i+LPU29vr6Wf5ZPn1NPTo+wzYq5z2rt3L9nn3t69e8nm1N3dbdnaSzenFBTvk8vlsvSzfPKc+vr6yNbewMCA5X83Ss0pBdW/c8d/Blv952nPnj2kf4/o7u4m+4xI/fxs36dM5uR2u6fMaSZsXq83/X/GFzLG6XSitbUVLpcL1dXVaGlpgcPhmPb1rw1EcdpTo2/Wc2dV4LiKD57G2dzcjLa2NgDAqRUL8Ic1h2IwEsN3FqzCPff/csaxdHZ2ora2do4zEjJBmqtBuvMjzdUg3dUg3fmR5mrItu45eSTFKsbv5mfC6XSisbERbW1t6OjoQFtbGxobG+F0pn8YYyAQwMcqCnHlEQuQSAJXdHgQiX+wX0ztZAHghYEAXtkXxNIiOz7u22N+QhaRSZdscnP4KdG1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLhlk2LA+FNJZqK1tRVdXV0TvtbV1YXW1lZD9/c/uhCHLrTj794Y7njjg7t9TX4y5y3/GD189sXiGBCd/mJ7DjLpkk1uDj8lunaX5mr80p3fzeGnRNfu0lyNX7rzuzn8VJgZt2xSDFi0aNGsXzv+yMd4UufuTeeebx+925cNwE/eDOD1wdHzX1taWlBTUzP2+qfdfry9P47FiKPgpadnPS4KMumSTW4OPyW6dpfmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3bFIMSF3cMxsmH/lIUVVVNaP7hMoiXH7EAsSTwOXbRk/7cjgcaG9vR1NTE+rq6tDU1ITSi68CABQ89SgQ++DJnU6nE83NzWhoaEBzc/O0p5iZZbL/tddes9Q/nkyaZ6OfEsqx6+qmRuf1KN353Rx+SnTtLs3V+KU7v5vDT4WZcet5HzMmMtn1tbS0YOfOnRNO+aqpqUFLS8us3C0fW4g/9ITxN28Mt7/hx/X/sggOhwMbNmz44EWJBOLbtiC/933YO/6A2MkNY9fCjP+9O3fuxF133WXJxU/p/Dt27MDmzZsNbwpgFvkvENOj63/5keZq/NKd383hp0TX7tJcjV+687s5/FTIkRSLycubfZ50Rz7a29un/Yv8ZPfk075eG4im+yGMrL8QAFC4dSMQj017Lcy9994767Ebkc7//vvvT3utzVzJpHk2+imhHLuubmp0Xo/Snd/N4adE1+7SXI1fuvO7OfxUmBm3njNlInV/6dmSOvKxZcsWbNiwwfBIQzr3CZVF+NY/7/Z1eYcH4TQPeYydcDISlSuQN9AH+yv/M+21MFYdDsz0Wpu5kmnzbPNTQjl2Xd3U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGFBZWcnu/sHHFqJ20ejdvm4bd7evMfLyEW24AABQuOVhLJvmmpeKigpLxpnptTZzhbI5h58SFesx293U6LwepTu/m8NPia7dpbkav3Tnd3P4qTAzbtmkGJB6Uiane77dhp+dtBh5NuCnbwWwM81pX7E1n0FiaSXyXN24/dx1E+4CBoxeC/PNb37TknFOvssYMHrEaLprbeYKZXMOPyUq1mO2u6nReT1Kd343h58SXbtLczV+6c7v5vBTYWbcsknJQo4/oBBXpE772pbmtC+7HdGzvgQAWPbys2jftGnCtTD33HMP7r33Xkvu9pXuWptHHnmE5KJ5QRAEQRAEQQDk7l6GLFy4UJn72o8uxLM9YfzDF8Otr/tx0/ET74oQO+l0JDY/hPye/8PBnt6xu4BNd7cvo4v4Z0syObpZKi0tnZPHCMrmHH5KVK7HbHVTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuOVIigFut1uZe57dhp/VjZ72dffbAezYO+m0r8IijJz1xdH/2f5r4J8biOnu9mX2blypTU9bWxs6OjrQ1taGhoYGy5/FkoKyOYefEpXrMVvd1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBhQXl6u1H1cRSGuHHe3r/2TTvsaObkBibJy5Ds7kf/6nwBYfzeudJuenp4eslsQUzbn8FOiej1mo5sandejdOd3c/gp0bW7NFfjl+78bg4/FWbGLZsUAxKJhHL3f3x0IT5SZkenL4abX/NN/GZhEUb+eW1KYfuDQDJp+d24uG9BTNmcw09JNqzHbHNTo/N6lO78bg4/Jbp2l+Zq/NKd383hp8LMuGWTYoDP55v5RcTueXYb7q1bjHwb8PO3g+joj0z4/sSjKdvT3o2rpmb6J9/PBPctiCmbc/gpyYb1mG1uanRej9Kd383hp0TX7tJcjV+687s5/FSYGbdsUgyw6lkjc3Ufu7QQ1xxTiiSAb23zIDAybjc6/mjKEw/CsXIl2tvbcfrpp4/djWsuF81bvemZCcrmHH5KsmU9ZpObGp3Xo3Tnd3P4KdG1uzRX45fu/G4OPxVmxp2TmxS3241YLIZoNDr25HWfz4dAIABg9FSleDyOSCSCwcFBAIDX60UwGAQweopTIpHA4ODg2BMyPR4PQqEQAKCvrw8AEAqF4PF4AIw+STMcDiORSIydIhUMBuH1egEAg4ODiEQiiMfj6O/vHxtPamc5MDCAaDSKWCw2dnGR3+8fu6/0hVUhHLXEDmcgju9uc0+Y08jJDYiVLkZ+924k/vJHlJSU4Oabb8ZDDz2En/zkJ3A4HGNzCofDGc2psrISmzZtQkNDA+rq6nDuuefivvvug8PhmDInABnNKd371N/fn/H7lMmc+vr6MnqfrJiTmbWXbk4+n8+StZduTkNDQ2Rz6u7uNrX2ZjunFBTv09DQkGVrL92c9u7dS7b2fD6fZWtv8pxSWLH20s0p9b8p/jz19fVZ+lk+eU579uxR9hkx1zl5PB6yzz2Px0M2p+7ubsvWXro5paB4nwYGBiz9LJ88J7fbTbb2fD6f5X83Ss0pBdW/c/fu3ZvR+5TJnHp7e0n/HtHT00P2GZH6+dm+T5nMad++fVPmNBM2r9ebnPFVH1ICgQAWLFjA5nY6nWhtbYXL5UJ1dTVaWlomHAF5e98ITt6yFyMJYNPacpyyfN7Y9wqe34Sih3+K+MpDsf8/N6Bz927U1tayjV0HN7W/s7OTrDmgb3fq95Syu87rUdY6v5vaL9353YB8xqhwy1pX48+2tZ6TR1KsgnKRpdugTL7Vb2Nj44Rb/R6xpADXfnT0PtNXdnjhjXxw2tfIp84avTalezfyX99ONu50Y9fFzeGnRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigFUd7BK557u+Sbr16+f8OT4K49cgOMqCtAbiuM//jLuUFlhEUYaLhj9n088OPbcFI6x6+Lm8FOia3dprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxyybFAM4Lq6a71W93d/eEIyu9Pd34ed1izMsHHt0dwtPd+8deO/5oyqJ/vME2dl3cHH5KdO0uzdX4pTu/m8NPia7dpbkav3Tnd3P4qZAL5y0mFouxuae71e94Uk+Or11UgBv+ZREA4Ko/eTEU/ufFw+OOplS9tIXsaApnF938lOjaXZqr8Ut3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTFgeHiYzZ3uVr/pSB0u+8bqEpxYVYi9+xO4+mUvkv/ckIweTVmKYncP8l/rsH7g4O2im58SXbtLczV+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBixdupTN7XA40N7ejqamJtTV1WHlypVpfy71EMU8mw3/fdJiLLDbsPn9MNre++dpX4VFGGlIPYX+1yRHUzi76OanRNfu0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigGp+0NzuR0OBzZs2IAtW7Zgy5YtWLFixYTvr1ixYsJDFA8qteOWE0ZP+/rOK170BkdP+xr51FmIlpaN3unr1W0sY1fhdjqdaG5unnBjASv92Ua2dM8mNzXUY5fu6dG5i3TPLTc1Oq9H6c7v5vBTYWbcskkxoKCgIOvdF9YWY92B8+CPJvGtDg8SySRQWAT3iWcCAAo3PQAk4jNYMiMbuszmls1z8Wcj2dA929zUUI9duqdH5y7SPbfc1Oi8HqU7v5vDT4WZccsmxYCSkhJl7tbWVuzZs2fC1/bs2YPW1tYJX7PZbPjpmjIsKcrDH/si+OXfR584OnTsSUgsrUR+7/uw//l/WcfO4Z7uls2T+5j1ZyPZ0D3b3NRQj126p0fnLtI9t9zU6LwepTu/m8NPhZlxyybFgOluC8zhnu776e4zXVmcj7vWlAEArt/hx27fCJL2AkTPuQgAUPjEr4C4dXeDoOyyY8eOWZ3ClUmf2fycDqhcj9nqpoZ67NI9PTp3ke655aZG5/Uo3fndHH4qzIxbNikGVFZWKnNPd0vi1IXzkznnoPk475D52B9P4pvbPIglgdiJa5GoXI48dy/s25+b87yoMSMAACAASURBVJhTUHVxOp249NJLZ3UKV6Z9UlC+p9SoXI/Z6qaGeuzSPT06d5HuueWmRuf1KN353Rx+KsyMWzYpBkSjUWXudLckrqmpmXDh/GRuP6EMy4vzsXNgBL/usQP5dkTPvRjAP+/0NWLNfKi6ZHIKl5k+AO17So3K9Zitbmqoxy7d06NzF+meW25qdF6P0p3fzeGnwsy4ZZNiQDAYVOaefEvipqYmtLe3w+FwTPszZUV5+O+60dO+NvQU4I3BKGInfBrx5Qchb8iNghefYhm7WTI5hctMH4D2PaVG5XrMVjc11GOX7unRuYt0zy03NTqvR+nO7+bwU2Fm3HaCceQM5eXlrG6n04nW1la4XC5UV1ejpaUFGzZsyMh78rJ5uPTwEtz3tyC+uc2DP64/APmf/Trm330dCp58CCN1ZwBF8ywfuxVkegpX6pbNmUD5nlLDvR51cFNDPXbpnh6du0j33HJTo/N6lO78bg4/FWbGLUdSDPB4PGxus7fUTcfXDvChOLgXf/fGUHf77/He0gMRdxyGPN8+FPzPZsvHbhUtLS1THmI5m1O4MoHyPaWGcz3q4qaGeuzSPT06d5HuueWmRuf1KN353Rx+KsyMWzYpBhQVFbG5zd5SdzJOpxNf/FwjQr+4EojH0Lnsk1h35Y3YU9cAACh8aiOwP2Tp2DNluocwOhwOPP744xmfwpUJlO8pNZzrURc3NdRjl+7p0bmLdM8tNzU6r0fpzu/m8FNhZtw5uUlxu92IxWKIRqMYGBgAAPh8PgQCAQCj1zjE43FEIhEMDg4CGH0SZup8OZfLhUQigby8PAwNDQEY3QGGQqN/ue/r6wMAhEKhsZ3h0NAQwuEwEonE2LUVwWBw7Ambg4ODiEQiiMfj6O/vR3FxMQKBAHw+HwCgu7s77VxSz0qZ7Zxuuumm0c1Oz1vAc/eOfu/TV+Cyh59E7NAjYBv2Ibb5oTnNKXXx0+Q5AZgwp4GBAUSjUcRiMbjdbgDAW2+9hbPPPnvCEaNzzjkHr732GoDRU77uuusubNmyBTfffDNWrFgx4/sUDodn/T7t378/o/dpNnPy+/3w+/0ZvU9m5lRcXGzJ2ks3J7vdTjYnn8+X8fuUyZxSULxP+fn5lq29dHNKJpNka6+4uNiytTd5TimsWHvp5hSLxTJ6nzKZUyQSsfSzfPKcUp+RKj4j5jqnoqIiss+9oqIisjmNb0/x5ykFxfuU+nom71Mmc4rFYmRrr7i42PK/G6XmlILq37nJZDKj9ymTOYVCIdK/R/j9frLPiNTPz/Z9ymROhYWFU+Y0Ezav15uc8VUfUvr6+rBs2TIWd3NzM9ra2qa8rqmpKaPrLhoaGtDR0TH6f/LygSsfAg46BhU9f8F7TQdh/m3fRrK4BME7fwuUlFoy9kyYaZ6UzQHa97SzsxO1tbUkboB3PeriBmi767weZa3zu6n90p3fDchnjAq3rHU1/mxb6zl5JMUqKBfZZLfZW+pOZsLF54k48Mj3gUgIAwd+HI8VrUJs9cdgCwVR+Mxjlo09E2a6gxdlcw4/JZzrURc3NTqvR+nO7+bwU6Jrd2muxi/d+d0cfirMjFs2KQaMP62B2m32lrqTmbLZGexGeccvAQBXv+zFnjO+CgAoeO53sPnNXXw1ly4z3cGLsjmHnxLO9aiLmxqd16N053dz+CnRtbs0V+OX7vxuDj8VZsYtmxQDIpEIqzt1S90tW7Zgw4YNpi4YT212Tj/99LHNzgutl2HdgfPgjybxtb5lGDnmk7BFwijY8rBlY58tMx0xomzO4aeEez3q4KZG5/Uo3fndHH5KdO0uzdX4pTu/m8NPhZlxyzUpWUy656bMduMy+bzCvfvjWNO+F4PhBO47aB8u/vW/Avl2hG77DZIV6Y9uWDEOI19/fz+qqqrm7MsWqM+hFdIj3fmR5mqQ7mqQ7vxIczVkW3c5kmJA6q4IKtxWPjcFAA6Yn4+fnjj6NPore5Zg6F9OgS02gsInHsx4HOvXrzc9DsD4iBFlcw4/JSrXY7a6qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgpKREmduq56aM58yV8/GVw4oRiQNfWdKIZL4d9j89h7ye9zIaR3d395zGYQRlcw4/JSrXY7a6qdF5PUp3fjeHnxJdu0tzNX7pzu/m8FNhZtyySTGgsLBQmXumu2CZ5ZaPL0JNaT6eiy7BtiPWwZZMovB397OPYzoom3P4KVG5HrPVTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBqQfSqHDPdBcssywoyMN99UuQbwPOX3AWYoXzYH/jT8j7xy7WcUwHZXMOPyUq12O2uqnReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxYLq/oHO4rXpuSjqOP6AQ/35sKfYWLsI9K88EABQ9fh+QnHoPBcpxpIOyOYefEpXrMVvd1Oi8HqU7v5vDT4mu3aW5Gr9053dz+KkwM27ZpBgQDAaVua16bsp0XHN0KU44oBA3VZ0Bf1Ep8jvfQv5fX5nVODZu3Eh2Ny7K5hx+SlSux2x1U6PzepTu/G4OPyW6dpfmavzSnd/N4afCzLjtBOPIGUZGRpS6U3fBosCeZ8Mv6hejbvMIblpxDn78fw+jsG0D9h/9cSAv33AcXq+XZEwAbXMOPyWq12M2uqnReT1Kd343h58SXbtLczV+6c7v5vBTYWbcSo+kbN++Heeffz4OP/xwlJWV4ZFHHhn73sjICG644QasWbMGy5Ytw6pVq3DJJZegp6eHbXxlZWVaumfLQaV23PGJMty77FR0z1uK/D3vwf7yCzP+nM5dsqG7WXTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM26lm5RgMIjVq1fjtttuw/z58yd8LxQK4a9//Su+853v4MUXX8TGjRvR29uLz3/+84jFYizjGxwc1NKdCecfMh9nHboINzo+CwAo2PQAMBI1/Bmdu2RLdzPo2l2aq/FLd343h58SXbtLczV+6c7v5vBTYWbcSk/3Wrt2LdauXQsAuPzyyyd8b9GiRWhvb5/wtbvuuguf+MQn8O677+KII44gH19paamW7kyw2Wz4r0+Wod59Mt7ueQpHDPai4I9bMfKZz077Mzp3yZbuZtC1uzRX45fu/G4OPyW6dpfmavzSnd/N4afCzLi1unB+eHgYAN+hLrudbg9H6c6UsqI8/Hd9Oa47+AsAANsTvwb2h6Z9PeXYe3t70dzcjIaGBjQ3N8/pyfbpyKbumaLrepTmavzSnd/N4adE1+7SXI1fuvO7OfxUmBm3NpuUaDSKlpYWnH766Vi+fDnL7xwYGNDSbYa66iIcfPKn8PLCWhQGfUhs2Tjta6nG7nQ6cc4556CtrQ0dHR1oa2tDY2OjpRuVbOueCbquR2muxi/d+d0cfkp07S7N1filO7+bw0+FmXHbvF7v1IdjKGD58uW44447cMEFF0z5XiwWwyWXXIK///3vePrpp7FkyZJpPZ2dnZTDzGlGEsBP/7cbD798M8L5hej81g8RW8h3gdZ1112HZ599dsrXTz/9dNx8881s4xAEQRAEQRBoqa2tNfx+1h8zisVi+PrXv4533nkHW7duNdygADNPOBMCgQAWLFhgmY/LDYxu1sy0+E7VQdi8+3icM7ADBS89j5pvXzvlNVRjDwQCab8eDAYte18pu5ttPlt0XY/ZutZnA/XYde0ua12NX7rzuwH5jFHhlrWuxp9taz2rT/caGRnBxRdfjLfffhtbtmxBZWUl6++Px+NauufCoYsKEPx8M0Zs+ah943n0/n3qkSmqsU/3NNKqqirLfke2dp8Nuq5Haa7GL9353Rx+SnTtLs3V+KU7v5vDT4WZcSvdpAQCAezatQu7du1CIpHAnj17sGvXLvT09CAWi+Giiy7Czp07cf/998Nms8HtdsPtdmP//v0s41u0aJGW7rmy/oRaPL9qLfKRxOCvfoaRxMQzAqnG3tLSgpqamglfq6mpQUtLi2W/I5u7z4Su61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWbcSjcpr7/+Ourr61FfX4/9+/fj1ltvRX19PW655Rb09vbi6aefhsvlwsknn4xVq1aN/bNp0yaW8el8YdVcsNlsOLa5GX77fJzY/zrantw24ftUY3c4HPjlL3+JpqYm1NXVoampCe3t7XA4HJb9jmzuPhO6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhZlxK70mpa6uDl6vd9rvG32PA5132nNl4dIlcJ12PhY++ysc//wDePG44/GpFaMP3KQc+5FHHokNGzaQ+bO9uxG6rkdprsYv3fndHH5KdO0uzdX4pTu/m8NPhXZHUrKdvDy6PJRuq6j+7HnwLSjHRwPv47nHt2BfePR8Qp276NB9OnTtLs3V+KU7v5vDT4mu3aW5Gr9053dz+KkwM249Z8rE0NCQlm7LKJqHgvMuAQBc8/fHcM2LbiSTyTmP3el0TvvARuouWnSfBl3XozRX45fu/G4OPyW6dpfmavzSnd/N4afCzLiz/hbEKqG8mxj3ncrMkjhpLcLPtmFl73s49JUn8aDjQlz8kUo4nU60trbC5XKhuroaLS0ts7p2xOl0orGxEV1dXWNf27lz59i1J9RddOmeDl3XozRX45fu/G4OPyW6dpfmavzSnd/N4afCzLjlSIoBfr9fS7el5OUj+cXLAADfd27GnR09eHLHO2hsbDT1ZPjW1tYJGxQA6OrqQmtrKwD6Ltp0T4Ou61Gaq/FLd343h58SXbtLczV+6c7v5vBTYWbcskkRZiR+1PGIHXk8FsX34+r32vGtP4fRtadvwmvGbzSMcLlcab/e399vyVgFQRAEQRAE/ZFNigELFy7U0k1B9LxvImmz4fK+51FlSwCN35vymtlsNGZ6YKPH45n2ehUr0K37eHRdj9JcjV+687s5/JTo2l2aq/FLd343h58KM+OWTYoBbrdbSzcFiZWHIFZ3BgqScdzxf48Aa84Djv7MhNfM5snwRg9sdDqdaGhoMHUa2WzRrft4dF2P0lyNX7rzuzn8lOjaXZqr8Ut3fjeHnwoz45ZNigHl5eVauqmIfu7rSBbNw/qh1/Fpz9vAeTcBi0ePjMz2yfAOhwPt7e1pH9jY2tqKnp6eCa+f7Wlks0XH7il0XY/SXI1fuvO7OfyU6NpdmqvxS3d+N4efCjPjlrt7GZBIJLR0U5EsK0d0/ZdR9Lv7ce/7D+HwY2/Bgm/9Ap959xFc33LtrJ8M73A40j6wkeN6FR27p9B1PUpzNX7pzu/m8FOia3dprsYv3fndHH4qzIxbjqQY4PP5tHRTMrKuCbGypTjE14Orhl6Ev/wQ1HzzR7PeoBgx0/UqVqBrd0Df9SjN1filO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYUFFRoaWblMIixL50OQDg5vd/h4WxEH68axgv9kXmrDa6XsUqputu9IDJbEHX9ajtWgf92KV7enTuIt1zy02NzutRuvO7OfxUmBm3bFIM0HmnTcnQqo8hfuiRKAp48UT4WSQBfOOlfRgMx+fkdTgc+M1vfpP2ehWrSNc99YBJygv2rUDX9ajzWtf5v4hJd343h58SXbtLczV+6c7v5vBTIUdS/onb7UYsFkM0GsXAwACA0TiBQADA6DUO8XgckUgEg4ODAACv14tgMAhg9NqIRCKBeDyOoaEhAKO3xg2FQgCAvr7RZ4SEQiF4PB4AwNDQEMLhMBKJxNi1FcFgEF6vFwAwODiISCSCeDyO/v5+5OfnIxAIjL1pAwMDiEajiMViY3dA8Pv9Yw+/sWpO4XB4znMKRyKIfOlbAID6N57EZ4s96N+fwGUveeAfHp7TnCorK3HXXXdhy5YtuPnmm7FixYpp57Rjxw5ccsklOPPMM/GVr3wFTqdzxjmFQqEpc7rxxhvTPmDyBz/4AQBkzfuUn59vydpLN6dkMkk2J7/fb9naSzenFBTvUyKRIP3zNDIyktH7lMmc8vPzyT4jUlix9tLNKRqNZvQ+ZTKn/fv3W/pZPnlOgUBAm8/yyXOy2WyWrL10c7LZbGRzSo3DirWXbk4pKN6nWCxm6Wf55DlFo1GytZefn2/5341Sc0pB9e/ckZGRjN6nTOYUDAYt/SyfPKfh4WGyz4jUz8/2fcpkTgCmzGkmbF6vNznjqwTt6OzsRG1tLenvKPrFD1Hwp+fh/2g9Dq74JrzRJG4+biGuPKqU9PcCHxz9GL+5qKmpMXXkpaGhAR0dHVO+XldXhy1btszaw9FcmIp050eaq0G6q0G68yPN1ZBt3XPySIpVUD4FXecnrKfGHm1qRrKwCAtffwmPH9gLALjpVT927I0a/fis3DPR2tqa9ujHTLcrTufnuGDfCnRdj7mw1nX0S3d+N4efEl27S3M1funO7+bwU2Fm3LJJMUDnC6soSY09ueQAjJx5PgDgUy9swOWHz0csCXztxX3wRqa/1ZzRReqz7WL2dsXp/BwX7FuBrusxF9a6jn7pzu/m8FOia3dprsYv3fndHH4q5MJ5i4nFYlq6qRk/9uiZ5yOxeCny3/8Hbon+GR9dWoCeQBxXdHiQTE49k3Cmi9Rn28Xs0Y90fqMHTGYTuq7HXFnruvmlO7+bw0+Jrt2luRq/dOd3c/ipMDNu2aQYMDw8rKWbmgljL5qPaNOlAIDi39+PX39iHhYW2LC1O4wNfwtO+dmZTtOabRezRz+m86ceMLllyxZs2LAh6zYogL7rMWfWumZ+6c7v5vBTomt3aa7GL9353Rx+KsyMWzYpBixdulRLNzWTxx775GmIH3I48rxDOPR/H8VPT1wMAGjZ4cMbgxOvT5npNK3ZdjF79COXuoubHuqxS/f06NxFuueWmxqd16N053dz+KkwM27ZpBiQuvWabm5qpow9Lw+RL/8bAKDg2TacO38IX/9ICaIJ4Gt/3Ad/9IPrU2Y6TSuTLmaOfuRUd3GTQz126Z4enbtI99xyU6PzepTu/G4OPxVmxi2bFAMKCgq0dFOTbuyJgz+CkfozYYvHULTxHvzw+EU4ckkB3huO49t/8o5dnzLTaVrUXXKt+4fdTY3O61G687s5/JTo2l2aq/FLd343h58KM+OWTYoBJSUlWrqpmW7s0c9fguT8Etj/+gpK3noFD568GCV2G37ftR+/+cfoQ4RmOk2Luksudv8wu6nReT1Kd343h58SXbtLczV+6c7v5vBTYWbcskkxYLrrJ7LdTc10Y08uWoLouV8FABRtvAeHFidx15oyAMD3/uzFW/tGn/BqdJoWdZdc7P5hdlOj83qU7vxuDj8lunaX5mr80p3fzeGnwsy4ZZNiQGVlpRZuo+eOUGA09pFTz0VimeP/s3fm4U1V6R//3qRJF1q623ZAahEEN0Bh3MERRQEBq1DEQYGfWAUdFxQVtKJABBcUURG0rijjUsVKFUWRRYogqwKCgFLSJU1J0yZpmiZplt8fnVTaJm1ye8+5OeV8nofnmUmTT97zvW+vOb0590BRVQHV959j4tkxuKNvDOxuYNqmGtQ1Bt4/pSO3FJD2k4SVfqTpJg3L/chzp++m4ScJq7nzzOXx89zpu2n4SSGmbj5JaQenU/zO6bTcgfYdqaiokMTvj3Zrj4iA4/b7AQDqr1ZBqDHghcsScH5iBP60uPDQNpPf/VOCcksAaT9JWOhH2m7SsNyPPHf6bhp+krCaO89cHj/Pnb6bhp8UYurmk5R2qK9vu89HuLkD7TuycuVKSfz+6Kh29/lD4BoyDILDDvVnbyI6QsAH1yQh9n/rU947YhPt7iyk/SRhoR9pu0nDcj/y3Om7afhJwmruPHN5/Dx3+m4aflKIqZtPUtohOTk57N2BvuNnMBgk8fsjmNodk2bCq1JDtX0DFEcPoE+8CsuubFqfMucXU5v9U0JxdwbSfpKw0I+03aRhuR957vTdNPwkYTV3nrk8fp47fTcNPynE1M0nKe1QW1sb9u5A+46kpqZK4vdHMLV7UzPQOPo2AEDkh8sAjxvje8fgzn5N+6dM21wDs7Pt+hSSmdPwk4SFfqTtJg3L/chzp++m4ScJq7nzzOXx89zpu2n4SSGmbj5JaYfIyMiwdwfad2TGjBmS+P0RbO3OG2+DJzkNytI/EbH5awDAokviMSBJhRN1btxfXNtmfQrJzGn4ScJCP9J2k4blfuS503fT8JOE1dx55vL4ee703TT8pBBTN5+ktENMTEzYuwPtO9KjRw9J/P4IuvbIKDhum9n0Pz9/B6gzISpCwPvXJCFOJWCt1o63Drf8jiLJzGn4ScJCP9J2k4blfuS503fT8JOE1dx55vL4ee703TT8pBBTd5ecpFRVVcHlcsHpdDavzTCbzbBarQAAvV4Pt9sNh8OB6upqAIDJZGpe1FNZWQmPx4OysjIYjUYATZepbLamBd86nQ4AYLPZmi9fGY1G2O12eDye5nUi9fX1MJlMAIDq6mo4HA643W7o9XrodDpYrVaYzWYATWtInE4nXC4XqqqqAAAWiwUWi6XDMWVmZmLhwoUoLCzE66+/3rxhjr8x2e32To/Jd4vj1mMC0GZMDQMuR+N5F0OotyDys7dgsViQAhtevyoRAJC3y4xfKuubx6TVakM+TqGM6cSJEyEdJ39jEnucOjsmnU4nSe/5G1N5eTmxMR0/flyy3vM3Jh8kjlN5eblkvedvTKWlpcR6T6fTSdZ7rcfkQ4re8zem0tLSkI5TKGM6ceKEpOfy1mMqKSmR7RzR2TFVVFQQO+9VVFQQG9Px48cl6z1/Y/JB4jiVlZVJei5vPabS0lJivafT6ST/bOQbkw9S/831nWNI/D6dOHGC6OeIkpISYucI3+uDPU6hjKm8vLzNmDpCMJlMge8Hy2GWY8eOoW/fvnKXAQAQKksR8+SdENwu2J5aDk+f8wEAj+0w4a3D9TgzVomfxp2BxEi258zhlPnpBM+dPjxzeeC5ywPPnT48c3kIt9yD/lT466+/YuXKlZg1axamTJmCqVOn4uGHH8bKlSuxb98+kjXKxql/MWTJTZpQa/dm9ELj6EkAgMgPlgJuFwBg4T/jMThFhTKrG/f8VAOP10s8l9Mp99PBTRqW+5HnTt9Nw08SVnPnmcvj57nTd9Pwk0JM3RHt/dBgMCA/Px8ff/wxKioq4PV6oVarkZCQAK/XC7PZDKfTCUEQ8I9//AO33XYbcnNzccYZZ4geRDjhcDiIffePpJs0Ymp3jr0dEdt/gLL0T6h+/AqN149HpFLAe9ck4eq1J/F9uQNL91txZy8X0VxOt9y7ups0pGvnufuH5Vx47l3LTRqW+5HnTt9Nw08KMXUHvJLyzDPPYNCgQVi1ahVGjRqF1atX49ChQ6iqqsKRI0dw9OhRVFVV4dChQ1i9ejVGjRqFDz/8EBdddBHmz5/f6cGEA4mJiUy6SSOq9sgoOCY/AABQr3kXgqnpe5K9YiPw1rAkCACe3WfB/gayv3inXe5d3E0a0rXz3P3Dci48967lJg3L/chzp++m4SeFmLoDTlJ++uknrFy5EocPH8YLL7yAUaNG+d2TIyMjA6NGjcKLL76Iw4cPY8WKFdiyZUvIhYQjvgVHrLlJI7Z298VXwjXoCggN9VB/sqL58RE9ozB7YBw8XuDOTdXQ1bvbsXSOQLVrtVrk5uZizJgxyM3Nbb45QDjBaj+ejr0eDn6eO303DT9JWM2dZy6Pn+dO303DTwoxdQf8utfGjRtDlgmCgHHjxmHcuHEhvzYc8d0lizU3aTpTu+P2+6H8fTdU2zfAdfWNcJ97EQBgzqA47DzpxJZKB6ZvqcHakSlQKQSpSm7GX+1arRbZ2dkoKSlpfmz37t0oLCxEZmam5DWIhdV+PF17XW4/z52+m4afJKzmzjOXx89zp++m4SeFmLrZvp0SYdRqNZNu0qjVatFXHrypGXCOuwMAELnqFcDVCABQKgS8fXUiMmIU2F7lxPzdlg5dYmrwl7tGo2kxQQGabvGn0WiCGRI1WO1H1nudVT/Pnb6bhp8krObOM5fHz3On76bhJ4WYukOepNTV1eHQoUP4+eefsW3btjb/uhK+ez2z5ibNnj17kJ2djYKCAhQXF6OgoADZ2dlBT1QaR90KT/qZUOi0UK0vaH48NVqJJRd6ESEAr/9uxajHXw44AfFd/Qi1Bn+5++4J3hrfvcDDBVb7keVeJ107z90/LOfCc+9abtKw3I88d/puGn5SiKm73bt7nUpNTQ0effRRrF27tsUGaj68Xi8EQUBNTU3IRYQr/tbgsOAmzVtvvRXwykN+fn7HApUajjseRPSLs6EuXAXXZdfCm5wGALjxvH/gIWMplvypxPbM0cAX7wPFxW2+ftXe1Y/2agi0rsof6enpHY+FIqz2I8u9Trp2nrt/WM6F59613KRhuR957vTdNPykEFN30FdSHnjgAXz11Ve4++67sWrVKqxdu7bFv6KiIqxduzbkAsIZ3+6d4e6mvei7vLzc7+OhXHlwXzAEjZdcA8FpR+RHrzY/Xl9fjxOrFgK/fQ9ExwH/9wqgimrz9SuxVz/85Z6Xl4esrKwWj2VlZSEvLy/o8dCAlX6k6SYN6dp57v5hOReee9dyk4blfuS503fT8JNCTN1BX0nZtGkT7r33XixYsCDkN2GVxsbGsHcHWvS9dOlSYruGBtoHJ9QrD87b7kXE/l8QsXcblHu2wj14KBobG6GvrAR25QEZfYF/9AMmPg2snttiAiL26oe/3DMzM1FYWAiNRgO9Xo/09HTk5eWF1aJ5gI1+pO0mDenaee7+YTkXnnvXcpOG5X7kudN30/CTQkzdQV9JiY6ORq9evUJ+A5ZJSEgIe3egrz2tXLlSEr8/FixYIMmVB29SKpwT7gIARH64DGiwISEhoWkC4qgH3nsQcNiAIeOAKye1mICIvfoRKPfMzEzk5+ejqKgI+fn5YTdBIiUWpwAAIABJREFUAdjoR9pu0pCunefuH5Zz4bl3LTdpWO5Hnjt9Nw0/KcTUHfQkZeLEifj6669DfgOWqa6uDnt3oK89GQwGSfz+6NatGwoLC5GTk4OhQ4ciJydH9O16G6+9Ce7e50JRWw31F++gurr67wmI/i/g03lNT7x5Dsbe//cExHf1I9QaSB5T0rDQj7TdpCFdO8/dPyznwnPvWm7SsNyPPHf6bhp+UoipO+DXvfbs2dPi/48ZMwbFxcW45ZZbcPvtt6Nnz55QKpVtXjd48OCQiwhX4uLiwt4d6GtPqampkvj9ERcXh5SUlOAWyXeEQgnH/z2C6KfvhmrDGiT882qk9BvQ4utXet12HPvH5ZhzWIHL+7qRGt3Ud76rH6HWzios9CNtN2lI185z9w/LufDcu5abNCz3I8+dvpuGnxRi6g44SbnuuusgCC030/N6vQCAzZs3t3l+V7y7V0RE0Et2ZHPn5eVh9+7dLb7ylZWVhRkzZkji94fUuXh69UHjyIlQr/sEcR+9ioZnVraYgDR6vBj3XTW2Vzlx5+YafHlDCiJEbvRI8piShoV+pO0mDenaee7+YTkXnnvXcpOG5X7kudN30/CTQkzdAV+xfPnyThXTFTAYDMRuQxuMW6vVQqPRoLKyEhkZGX4Xcwda9O10OonUHWztoeLMnoqInZuhLP0TqvWfo3H0pOafqRQC3vtXEq5eexJb9U4s3GPB/H/Gi3ofkseUNHL3Yzi6SUO6dp67f1jOhefetdykYbkfee703TT8pBBTt2AymbyE6uF0An937crKygp67cexY8eI3d2LFMrffkH0y4/Dq46CbdF78Ka2/Crbz3oHxn5XDbcXWHVNEsadFS1Tpf5hMfOuAM+dPjxzeeC5ywPPnT48c3kIt9xD3nEeAMxmMw4ePIiDBw/CbDZLXVOnqaqqgsvlgtPpbF5AbjabYbVaATTtpeF2u+FwOJoX8phMpuZ7OFdWVsLj8aCmpgZGoxEAUFtbC5vNBgDQ6XQAAJvNhtraWgCA0WiE3W6Hx+NpXsxeX18Pk8kEoGnBkMPhgNvthl6vh9VqhdVqbc7PYDDA6XTC5XKhqqoq4F27FixY0Kkx2e32To/Jt2to6zEBaHdMAGCxWGCxWPweJ/fAS2EdeEXT3ikfLoO+srLFmK5Ij8QTF6gBAPcV1+LnY7qQx1RZWRnScersmKQ8TlarVZLe8zcmk8lEbExlZWWS9Z6/MfkgcZxqa2uJ/j5VV1cT6z3fa0mcI3xI0Xv+xuQ7JiR+n/R6vaTn8tZjqqiokO0c0dkxWSwWYuc9i8VCbExlZWWS9Z6/MfkgcZyMRqOk5/LWYzIYDMR6z2q1Sv7ZyDcmH6T+m+v73yR+n3Q6HdHPEeXl5cTOEb7XB3ucQhmT2WxuM6aOCOlKyi+//IJnnnkGv/zyS4vHL730Ujz99NO47LLLglUxgdlsRny8uK8Vddbtu1FBa4YOHYqioqIO/SRnwyRzqSs7gfRF/4Fgs8J+79NwXXpNi597vV5M31KLNSUN6BcfgQ1jUxGnCn6uTbJ20n+BkLMfw9UNsNvrpP281+m7Sft57vTdAD/HyOHmvS6PP9x6PehPdz/++CPGjBmDP/74A9OnT8fixYuxePFiTJ8+HX/88QfGjRuHDRs2hFx0OEOyyTpyi92skAYkc4k78yw4Jt4DAFCvfg2or2vxc0EQ8OqVCTg3IQJHzC7cu7W2+YYOwUCydtLI2Y/h6iYN6dp57v5hOReee9dyk4blfuS503fT8JNCTN1BT1KefvppZGVlYe/evXjxxRdxzz334J577sGLL76IPXv2oFevXpg/f37IBYQzJPca6cgtdrNCGpDOxXX1jXD3vQAKcw0iP32zzXNiVQp8NDwZ3dUCirR2LD1g9WMK7PeHVqtFbm4uxowZg9zcXGi1WtFjIIWc/RiubtKQrp3n7h+Wc+G5dy03aVjuR547fTcNPynE1B30JOXPP//E1KlTkZiY2OZnSUlJmDp1Ko4dOxZyAeGMnDNtsZsV0oB4LgoF7P83G15lBFRbvoby8L42zzs7PgL5w5IgAFi4x4IN5fbg/a3w3aSgoKAAxcXFKCgoQHZ2dthNVFj9yw+rf/UB2P6LGM+dvpuGnySs5s4zl8fPc6fvpuEnBdErKWeddVbzohx/1NfXh8UHaClRKETdV0Ayt2+vkKKiIuTn54dNvjRy8fY4C86bpgAAIt99EXC0nYTccGYU5lwUBy+Au7bU4ESdK2j/qQS6SYFGoxExAnLI3Y/h6CYN6dp57v5hOReee9dyk4blfuS503fT8JNCTN1Bv+Lxxx/HypUr2+xEDwC7du1Cfn4+5s6dG3IB4YzvrgisuUlDK5fGG2+Du2dvKE7qoF7zrt/nPzowDqPOjILJ6cXkH42ob/QE7ffhu5NFa3x3sAgXWO1H3uvy+Hnu9N00/CRhNXeeuTx+njt9Nw0/KcTUHfT2j8XFxUhPT8eIESNw0UUX4eyzzwYA/PXXX9i3bx/OPfdcbN26FVu3bm1+jSAIWLJkSchFhQtpaWlMuklDLZcIFRzTH0P0gnuhWv85XJdcA8/Z57Z4vkIQsHJYIq4tMuD3Whce/NmE/GGJEAT/O9L7qz2cb1JwKqz2I+91efw8d/puGn6SsJo7z1weP8+dvpuGnxRi6g76Ssq7776Lw4cPw+v1Yu/evSgoKEBBQQH27t0Lr9eLQ4cO4d13323zj2V893dmzU0amrl4evdH46iJELweRL77AuBqbPOaeLUCH12bhNgIAZ8fb8AbhwJ/LdFf7eF8k4JTYbUfea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd9BXUnwbvnA4tHFmT0PEnq1QlpdAVbQajTdPa/Oc/gkqLB+aiKmbajBvlxkXJqkwLCMyKL/vJgUajQZ6vR7p6enIy8sLmzVAHA6Hw+FwOKcbbK6+oUT37t2ZdJOGei6RUbDf+SgAQF30ERTlx/2+9qazojHrwli4vcC0TTXQ+llIH6j2cL1Jwamw2o+81+Xx89zpu2n4ScJq7jxzefw8d/puGn5SiKlb1CSlsbER1dXVMBgMbf51Jaqqqph0k0aOXDz9B6HxmnEQ3C5EvvMi4HH7fV7exd1xXY9I1Dg8mLyxBjZXy4X0PPeu5SYN6dp57v5hOReee9dyk4blfuS503fT8JNCTN1BT1IcDgcWL16MCy64AOnp6TjnnHPQr1+/Nv+6EsnJyUy6SSNXLo5b74EnKRXK44eh+v4Lv89RKgS8fXUSescpcbCmEf8pNrXYkZ7n3rXcpCFdO8/dPyznwnPvWm7SsNyPPHf6bhp+UoipO+g1KQ899BA++eQTXHLJJRg3bpwkl5u2bduG1157Db/99hsqKyuxfPlyTJ48ufnnXq8Xzz33HD744AOYTCYMHjwYS5YswbnnntuOVTo8nvZvZxuubtLIlkt0NzimPozopXOh/uIduC66At60nm2elhCpwH+vS8Z1RQasKWnAwGQVHrwwrmN/mMNqP/LM5fHz3Om7afhJwmruPHN5/Dx3+m4aflKIqTvoKylFRUW47bbbsH79eixatAhz5szx+y8U6uvrcd555+G5555DdHR0m58vW7YMy5cvx/PPP4+NGzciNTUVN998M+rq6kJ6H7GYzWYm3aSRMxf3oMvRePl1EJwORL3zIhCg6fsnqPDmsEQAwDO7/96RnufetdykIV07z90/LOfCc+9abtKw3I88d/puGn5SiKk76ElKTEwMhgwZEvIbtMf111+PefPm4aabbmqzE6XX68WKFSvw0EMP4aabbsJ5552HFStWwGq14vPPP5e0jkCkpqYy6SaN3Lk4br8fnvhEKI/8BtWGNQGfd2NmNOYMatqRfvqWGvxldvHcu5ibNKRr57n7h+VceO5dy00alvuR507fTcNPCjF1Bz1JmTBhAr799tuQ30AsWq0WVVVVGD58ePNj0dHRuOKKK/DLL79QqYHlmTZJZM8lNh6OaY8AANQF+RD0ZQGf+tigONzYKwpmpxeTNxpRUW2SqlTqyJ57GLpJw/JfxHju9N00/CRhNXeeuTx+njt9Nw0/KYheSZk/fz5SUlIwYcIEFBYWYufOndizZ0+bf1LhuwtA65lXamoqTp48Kdn7tIdSqWTSTZpwyMV98VVovOL6pq995T8X8G5fvh3p+ydE4A+TCw/vccBzykJ6lgiH3MPNTRrStfPc/cNyLjz3ruUmDcv9yHOn76bhJ4WYuoNeOG+z2dDQ0ICNGzdi48aNbX7u9XohCAJqampCLkJKjh07Juv7hxMks6ioqMDKlSthMBiQmpqKGTNmoEePHsTezx/Ky0ej/4GdUP/5O8wfrcDJy28I+NxnzxYw7dcorNe58NiPWtyT2Xbneing/ScPPHf68MzlgecuDzx3+vDM5YFm7n379m3350FPUv7zn/9g3bp1GD9+PAYPHkx8M5m0tDQAgMFgwJlnntn8uMFgwBlnnBHwdR0NOBR8u4+TgKQbaGoyKbM4lV27dmHWrFkoKSlpfuzIkSMoLCzs9CaIoebizp0DvDwH//jpKyRcNxbef/h//74A3k+2I+d7I94uU+Gqs9OQndX2Zg2dgWTmALv9yHKvk66d1dx5r8vj57nTdwP8HCOHm/e6PP5w6/WgJymbNm3C3XffjcWLF4dcmBgyMzORlpaGTZs24eKLLwYA2O12bN++HQsWLKBSA8sLq0jy5ptvtpigAEBJSQk0Gg3y8/M75Q41F/fAy9A4bDRUP61DVP5zaMh7DVD6b+tre0Rh/pA4PLW7DjO31iKruxIDk9WdqpcmrPYjy73O8gJInjt9Nw0/SVjNnWcuj5/nTt9Nw08Kogvnu3fvjt69e4f8Bu1htVqxf/9+7N+/Hx6PB+Xl5di/fz/KysogCAJmzpyJZcuWYe3atTh06BDuvfdedOvWDRMmTJC0jkC4XC4m3aTR6XR+H9fr9Z12i8nFcdu98CSd0bTJ47pP231ubl81/t0nBg1uLyb/WIOTDf7XsoQjrPYjy71Ounaeu39YzoXn3rXcpGG5H3nu9N00/KQQU3fQk5QpU6agoKBA0nD27duHYcOGYdiwYWhoaMDixYsxbNgwLFq0CADw4IMPYubMmXj00UdxzTXXQK/XY82aNYiLi5OshvYguR8Lrb1eSJCSkuL3cSkuP4rKJSYWjumPAQDUX74HRdnxgE+1Wq1YekUCLklVo7zejSkba+B0s7GQntV+ZLnXSdfOc/cPy7nw3LuWmzQs9yPPnb6bhp8UYuoWTCZTUJ/QPv/8cyxbtgwulwuTJk1Cjx49/K7Uv/nmm0MugiM9JL9XqNVqkZ2d3eIrX1lZWZKsSekMke+/BNWmIrgzz0HDvDeAiMDfZqyyuTG8yIAKmxt39I3Bq1cmQBCETr0/6e/QcvzDc6cPz1weeO7ywHOnD89cHsIt96DXpOTm5jb/72eeecbvcwRB6FKTFJPJhISEBObcpImPj0dhYSE0Gk3zQqi8vDxJJiidycVx60woD+yCUnsU6rUfwnnL/wX0p8UosfraJIxaV40Pj9lwfpIKM86L7Wz5RGG1H1nuddK189z9w3IuPPeu5SYNy/3Ic6fvpuEnhZi6g56kFBUVhVwQ66hUKibdpFGpVMjMzOz0IvlAbtFEx8CeOwfRz82CquhDuAZeCs/Z5wX0D0pRY/lVCbhzSy2e2GlGv/gIXNMjSvz7E4bVfmS911n189zpu2n4ScJq7jxzefw8d/puGn5SiKk76EnKVVddFbKcdbp168akmzThnIun/yA0jpwI9befIurNZ2FbkA9ExQT039I7BodqXViyvw7TNtdg45gzcHZ80L8WVAnn3OVyk4Z07Tx3/7CcC8+9a7lJw3I/8tzpu2n4SSGm7qAXzp+OVFZWMukmTbjn4hw/He6evaGoqkDkJys69D9xcRxG94qC2enFrRuMMDk8na6BBOGeuxxu0pCunefuH5Zz4bl3LTdpWO5Hnjt9Nw0/KcTUHXCSMmPGDBw9ejRk4dGjRzFjxoyQXxeO+DaUZM1NmrDPRaWG454n4Y1QQbWpCMpff27XrxAEvDUsERckqfCnxYVpm2vQ6Am/O36Ffe4yuElDunaeu39YzoXn3rXcpGG5H3nu9N00/KQQU3fASUptbS0uv/xyjBkzBu+++y6OHw98W9fjx4/jnXfewZgxY3DFFVfAbDaHXEg44nQ6mXSThoVcPL3OhnP8dABA5DsvAhZTu/5YlQIfX5uE1CgFNuscmPtL+PUwC7nTdpOGdO08d/+wnAvPvWu5ScNyP/Lc6btp+Ekhpu6Ak5RPP/0U69atQ3x8PB5//HEMGTIEmZmZGDZsGMaNG4exY8di6NChyMzMxJAhQzB37lwkJSXh22+/xccff9ypgYQL9fX1TLpJw0oujSMnwtV/EBSWWkS99yLg9bbrPzM2AquvTUKkEnj7j3rkH7ZKVosUsJI7TTdpSNfOc/cPy7nw3LuWmzQs9yPPnb6bhp8UYuoOap+U6upqfPfdd9i1axeOHj2K2tpaAEBSUhL69euHSy+9FCNGjEBycnLoVXOIEG73upYLoVqPmLzpEBrqYZ/+GFzDRnf4ms/+suHun2qhFICCEckYHuQdv3jm8sBzpw/PXB547vLAc6cPz1wewi33oBbOp6Sk4Pbbb8eyZcvw7bffYseOHdixYwfWrVuHpUuXYtKkSV1yguKbjLHmJg1LuXhT0uG440EAQOTq12A5drjD10w8OwaPDIiF2wtM21yDo6ZGSWsSC0u503KThnTtPHf/sJwLz71ruUnDcj/y3Om7afhJIaZufnevdoiMjGTSTRrWcnFdMQKN//wXBHsDUv77KuB2dfiaJy/ujjG9omD53x2/auxuyesKFdZyp+EmDenaee7+YTkXnnvXcpOG5X7kudN30/CTQkzdfJLSDjExMR0/KQzdpGEuF0GAY9oseBKSoT5+GKqi1R2+RCEIeHNYIi5MUqGkzo0pm2rgdMt7xy/mcqfgJg3p2nnu/mE5F55713KThuV+5LnTd9Pwk0JM3V1yklJVVQWXywWn0wmDwQAAMJvNsFqbFkLr9Xq43W44HA5UV1cDAEwmU/OinsrKSng8HpSVlcFoNAJoukxls9kAADqdDgBgs9maL18ZjUbY7XZ4PJ7me0HX19fDZGq6q1R1dTUcDgfcbjf0ej10Oh2sVmvzndAMBgOcTidcLheqqqoAABaLBRaLRdIx2e32To9Jq9X6HROATo9Jq9WSGVOjB4675wIA1IUfQDiyv8PjVGc8iY+vTcIZUQKK9U48st2EkydPynacdDqdJL3n7ziVl5cTG9Px48cl6z1/Y/JB4vepvLyc6O9TaWlpSMcplDHpdDpi5wgfUvSevzGVlpaGdJxCGdOJEyckPZe3HlNJSQkz5/LWY6qoqJDsXN56TBUVFcTG5Lv7qBS9529MPkgcp7KyMknP5a3HVFpaSqz3dDqd5J+NfGPyQeqzke8cQ+L36cSJE5J/Njp1TCUlJcTOEb7XB3ucQhlTeXl5mzF1RFAL5znsEW6Ln8IF9acroV73CTzJabAtfBvoFtfha/YanLjx22o0uL2YP6Q7HrzQ/2t45vLAc6cPz1weeO7ywHOnD89cHsIt9y55JUUqTv2LIUtu0rCci2nUbXBn9YPCWIXI918GvB3P0S9OVWPlsEQAwNO7LVh7ooFojYFgNXfe6/L4ee703TT8JGE1d565PH6eO303DT8pxNTNJynt4HA4mHSThuVcHG4P7DOfgjcqGqqdmxCx9dugXnfTWdF4ZnB3AMA9P9Vir4H+Zkqs5s57XR4/z52+m4afJKzmzjOXx89zp++m4SeFmLr5JKUdEhMTmXSThuVcEhMT4U3rCccdDwEAIj98FUJlaVCvffDCWNzeNwYNbi9u+9GIMmvHdwmTElZz570uj5/nTt9Nw08SVnPnmcvj57nTd9Pwk0JM3RGBfjB27NiQZYIgYO3atSG/LlwxGo3E9n8h6SYNy7n4/K4rr0fjwV1Qbd+AqBUL0fDUckClbve1giDg5csToK1zYaveiVs3GLH+xlTEqejM9VnNnfe6PH6eO303DT9JWM2dZy6Pn+dO303DTwoxdQf8dOXxeOD1elv8Ky8vR3FxMQ4cONC8av/AgQMoLi5GRUUFvEF8v58lunXrxqSbNCzn0uwXBDimzoInNQNK7TGoP387qNerlQI+HJ6MvvEROFTrwvTNNXB56PQ9q7nzXpfHz3On76bhJwmrufPM5fHz3Om7afhJIabugFdSvvnmmxb/f/v27fj3v/+N119/HZMmTYJSqQQAuN1u/Pe//8W8efPwxhtvhFxAOKNWt/+X9XB1k4blXFr4o7vBPiMP0c/eD/V3n8F9wRC4L7wk4Gu1Wi00Gg0qKyvRJ+t8GC69H9+XO/DETjNeuCyBaN1tauduKlDtR4bcpGE5F55713KThuV+5LnTd9Pwk0JM3UF/T+Wpp57C7bffjsmTJzdPUABAqVTijjvuwOTJk/Hkk0+GXEA447vXM2tu0rCcS2u/p8/5cN5yJwAgMn8xBJPR7+u0Wi2ys7NRUFCA4uJifPvhm4j+eA5UghdvHa7Hit+tfl9HsnbuJg/tfmTFTRqWc+G5dy03aVjuR547fTcNPynE1B30JOX333/HmWeeGfDnvXr1wqFDh0IuIJzJyMhg0k0alnPx52+88Ta4zr0ICnMtIt98FvC42zxHo9GgpKSkxWOV277GRUfWAACe2GnGFqOyzeukhNXcea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd9CTlPT0dHz55Zdwudre0cjlcmHNmjVIT08PuYBwxrd7J2tu0rCci1+/QgnHjDx4uici4tBeqNZ+1OYpvh1YWxN58Ac8eVEcvACePKImemtiVnPnvS6Pn+dO303DTxJWc+eZy+PnudN30/CTQkzdQU9SHnzwQezYsQPXXXcd3nvvPWzZsgVbtmzBu+++i2uvvRY7d+7EAw88EHIB4UxjYyOTbtLQyEWr1SI3NxdjxoxBbm4utFqtpP7WeBOS4ZjxJLyCAHXh+1Ae2tvi54H+ApCeno7ZA+MwuW8MHB4Bt24w4kQdmVsTs9qPvNfl8fPc6btp+EnCau48c3n8PHf6bhp+UoipWzCZTEHfmmjVqlXQaDQwGAwQBAEA4PV6kZKSgry8PEydOjXkAjhkOHbsGPr27St3GaLwrf849etVWVlZKCwsRGZmJtH3Vq95D+qvPoAnPhENC96GNyE5qJoaPV7c+FUZdpqU6BcfgfU3piIhkm9DRAOWe51VeObywHOXB547fXjm8hBuuYf0KWrKlCk4dOgQ1q9fj7fffhtvv/02vv/+exw+fLhLTlCqq6uZdJOGdC7+1n+UlJRAo9FI4m8PZ/YUuPoParM+JTMzE4WFhcjJycHQoUORk5PTYtKkUgh4vr8D5yZE4IjZhds3GuF0S3trYlb7kfe6PH6eO303DT9JWM2dZy6Pn+dO303DTwoxdQe8BXHAF0RE4JJLLsEllwS+VWtXIS4ujkk3aUjnEmj9h16vl8TfLgolHDOfguKpu5rWpxStRuNNUwA0TVTy8/MDvjQ2AvhsRDKu+9qAYr0T92+rxcqhic1XHYnXfhq6SUO6dp67f1jOhefetdykYbkfee703TT8pBBTd0hXUmpqaqDRaHDDDTdg8ODB2LlzZ/Pjzz//PI4cORJyAeFMRETIc7iwcJOGdC7trf+Qwt8RLdanfPk+lIf3Be0/MzYCn16XjG4RAj79qwGLf63rTLktYLUfea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd9CTFK1Wi6uuugqvv/46GhsbUVJSgoaGBgBAUlIS1qxZg7ffDm7XblYwGAxMuklDOpdp06a1aeaIiAhMmzZNEn8wuM8fgsZxUyB4PYhcsRCCuSbo9xiUosY7/0qEQgBe+LUOHx6V5k4crPYj73V5/Dx3+m4afpKwmjvPXB4/z52+m4afFGLqDnqS8vTTT8Pr9WLHjh0oKCiA19vy+/ajR4/Gli1bQi4gnCF5S2WWb9dMOpf333+/za2uXS4X3n//fUn8wfL3+pQaRK7U+N0/JRAjz4zGkv/tQv/QzyZsKLeHXGtrWO1H3uvy+Hnu9N00/CRhNXeeuTx+njt9Nw0/KcTUHfQkZfPmzcjNzcVZZ53l9zv2mZmZ0Ol0IRdAgqqqKrhcLjidzuaZm9lshtXatCu4Xq+H2+2Gw+FoXshjMpma7+FcWVkJj8eDmpoaGI1NO5DX1tbCZrMBQPM4bTYbamtrAQBGoxF2ux0ej6d5TUV9fT1MJhOApgVDDocDbrcber0eVqsVVqsVZrMZQNMM0+l0wuVyNe/KabFYYLFYJB2T3W7v9Jh89bUeE4BOj+nkyZMoLy/3e1z1en2nx1RZWRn8cTppgGPmU3DHJSDi0F6ov3w/pDGNTbbh4QGxcHuBKRuN+LXa2anjZLVaJek9f8fJZDIR672ysjLJes/fmHyQ+H2qra0l+vtUXV0d0nEKZUy+15I4R/iQovf8jcl3TEic9/R6vaTn8tZjqqioYOZc3npMFotFsnN56zFZLBZiYyorK5Os9/yNyQeJ42Q0GiU9l7cek8FgINZ7VqtV8s9GvjH5IPXZyPe/Sfw+6XQ6yT8bnTqm8vJyYucI3+uDPU6hjMlsNrcZU0cEfQvijIwMPPvss7jzzjtRU1ODs88+G4WFhbj66qsBAMuWLcNLL72E0tLSYHRMYDabER8fz5wbIHsbOdK5zJ49GwUFBW1+lpOT0+7C9WD9odauPLwPUc8/AsHrQcNDi+C+6Aq/z/OXudfrxT1ba/HZXw04I1qBH25MRWacuO+TstqPvNfl8ZN0k75NJau5kPbz3Om7AX6OkcPNe10ef7j1etBXUs4991xs27Yt4M+/+eYbDBgwIKT3VNmqAAAgAElEQVQ3D3dINhlJN2lI55KXl4esrKwWj2dlZSEvL08Sf6i4z70IzpxcAEDUW89CqKoI+rWCIOD1KxNxdUYkTjZ4MOEHI2odnpBrANjtR97r8vh57vTdNPwkYTV3nrk8fp47fTcNPynE1B30JGXmzJn48ssvsWTJkubLQx6PB0ePHsVdd92F3bt347777gu5gHCG5YVVJCGdS0d7knTWL4bG0ZPgGjwUgq0eUa/PAxzBrzFRKwWsGp6E8xMjcMzswm0bjLC7Qt9DhdV+5L0uj5/nTt9Nw08SVnPnmcvj57nTd9Pwk0JM3UF/7yQnJwfl5eVYtGgRFi1aBAAYP348AEChUGD+/PkYNWpUyAWEMyzPtElCI5eO9iTprD9kBAH2ux5HTHkJlKV/IfKDpXDkzgGC3AMlXq1AwYgUjPjagB0nnbj7pxq8f00SFCHsocJqP/Jel8fPc6fvpuEnCau588zl8fPc6btp+Ekhpu6Qvhw/a9Ys5OTkYO3atTh+/Dg8Hg+ysrIwduxYnHXWWSG/ebijUIS0jUzYuEnDci6d8sfEwv7AAkTPvxeqbevh7nMeXMNvCvrl/+imRMH1yRi5zoC1Wjvm/mLGc5fGB73ZI6u5816Xx89zp++m4ScJq7nzzOXx89zpu2n4SSGm7pBf0bNnT9x7771YsmQJXn75Zdx///1dcoICoPmuCKy5ScNyLp31e3r2huPORwEAkR+9BsVfh0J6/XmJKqwengy1AnjzcD1ePWjt+EX/g9Xcea/L4+e503fT8JOE1dx55vL4ee703TT8pBBTd8iTlM2bN2PhwoV44IEHcPToUQBNtyHbtm1b863KugppaWlMuknDci5S+F2XXwvniFsguF2Iev1pwBJa3w/NiMSbwxIhAHh6twUf/2nr8DUAu7nzXpfHz3On76bhJwmrufPM5fHz3Om7afhJIabuoCcpDQ0NGD9+PG655RYsXboUH330UfO9lNVqNaZOnYo333wz5ALCGd/9nVlzk4blXKTyOyfNhLvP+VDUGBC1YgHgdnX8olO4OSsGiy9t+n7mf4pr8UMQmz2ymjvvdXn8PHf6bhp+krCaO89cHj/Pnb6bhp8UYuoOepKycOFCFBcX46233sKBAwda7DivVquRnZ2N7777LuQCOBwmiVDBft8z8HRPbNro8bO3QlbMOC8Wsy5s2uxx6qYa7DE4O34Rh8PhcDgczmlA0JOUwsJC3HXXXZgwYQKio6Pb/Lxv3744ceKElLXJTvfu3Zl0k4blXKT0e5NSYf/PfHiVSqi/+wyJ+7eH7Jg3uDtu6xMDm8uLiT8Y8ae5MeBzWc2d97o8fp47fTcNP0lYzZ1nLo+f507fTcNPCjF1Bz1JMRqN6NevX8CfC4IAuz34vSNYoKqqikk3aVjORWq/p98AOG5/AADQ65tVUJT8EdLrBUHAq1cmYESPSBgdHtzyvRF6m9vvc1nNnfe6PH6eO303DT9JWM2dZy6Pn+dO303DTwoxdQc9SenZsyeOHDkS8Oc7duxA7969Qy4gnElOTmbSTRqWcyHhdw2/CY3/GguF24WoV5+CYK4J6fUqhYD3r0nC4BQVSq1uTPjBCLOz7a70JGrXarXIzc3FnXfeidzcXGi1Wsnfg/e6PH6eO303DT9JWM2dZy6Pn+dO303DTwoxdQc9ScnJycEHH3yA7dv//kqLb3+Hd955B4WFhbjttttCLiCc8XjaflBkwU0alnMh5Xfc8QCsPfs0LaR/bR7gCvy1LX90Uynw2Yhk9OkegYM1jfj3j213pZe6dq1Wi+zsbBQUFGDbtm0oKChAdna25BMV3uvy+Hnu9N00/CRhNXeeuTx+njt9Nw0/KcTUHfQk5eGHH8bll1+OMWPGYNSoURAEAXPmzEH//v0xe/Zs3HDDDbj33ntDLiCcMZvNTLpJw3IuxPwRKpRMmAFPYgqUxw4i8qNXQ1YkRynx+fXJSI9WYJveielbauDy/D1Rkbp2jUaDkpKSFo+VlJRAo9FI+j681+Xx89zpu2n4ScJq7jxzefw8d/puGn5SiKk76EmKWq1GQUEBVq5ciT59+uCcc86By+XCwIEDsWLFCvz3v/9ldhfMQKSmpjLpJg3LuZD0u2LjYX9AA69KBdWmIkRsWhuy46y4CHxxfQri1QK+KbVj1s+m5jvpSV277xbirdHr9ZK+D+91efw8d/puGn6SsJo7z1weP8+dvpuGnxRi6g55VpGTk4PVq1djx44d2LlzJz799FNMmjSp+atfXQmWZ9okYTkX0n5P7/5wTJsNAIj8cBkUR/eH7Dg/SYVPr0tGtFLAh8dsmL+n6d7iUteekZHh9/H09HRJ34f3ujx+njt9Nw0/SVjNnWcuj5/nTt9Nw08KoldSTuXgwYNYt24d1q1bh4MHD4pRMIFSqWTSTRqWc6GRu+uqG+C8fgIEtxtRr86DYPB/xaI9LkuLxPvXJEEpAK8csOK1g3WS156Xl4esrKwWj2VlZSEvL0/S9+G9Lo+f507fTcNPElZz55nL4+e503fT8JNCTN0hTVIKCwtx4YUXYtiwYZg8eTImT56MYcOG4YILLsCaNWtCfnNSVFVVweVywel0wmAwAGiawVmtVgBNX2dxu91wOByorq4GAJhMJtTX1wNo+hqMx+NBREQEjEYjAKC2thY2mw0AoNPpAAA2mw21tbUAmm7RbLfb4fF4mr9GU19fD5PJBACorq6Gw+GA2+2GXq9HbGwsrFZr88zSYDDA6XTC5XI136bNYrE079Ap1Zjsdnunx+RyufyOCUCnx+R2u4mOyeFwhHScxI7Jest0NJwzAIo6E9QvzUG94WTIYxoSU483hiYCAJ7aZcHaSkGS3vONKSEhAYWFhRg7diyuvPJKjB8/Hvn5+cjMzJS09+rq6iTrPX9j8kHi90mlUhH9fRIEQfLe840pNjaW2DnCh9je62hMvgWWJM57jY2Nkp7LW4+poaGBmXN56zFFR0dLdi5vPabo6GhiY6qrq5Os9/yNyQeJ46RQKCTrPX9j8ng8xHovNjZW8s9GvjH5IPXZyPftHxK/T3a7XfLPRqeOyWq1EjtH+F4f7HEKZUxRUVFtxtQRgslk8nb4LACffPIJZs6cib59++KOO+5Anz59AAB//vknVq1ahb/++gtvvPEGJk2aFIyOCfR6veRffaHhBoBjx46hb9++RNws50LS3ybz+jrELLwPispSuAZeBvtDzwKK0P+S8MbvVjyx0wylAHw0PAmjerXdTLWzsHxMWe110n6qvS4xrOZC2s9zp+8G+DlGDjfvdXn84dbrQU9ShgwZgoSEBHz99deIiopq8TO73Y7Ro0fDYrFg9+7dIRUQzrjdbmKX1Ui6AbKNxnIuJP3+MheqyhEz/14I9RY4b8iB89/3iXIv3GPGS/utiFICa65PwRXpkVKU3AzLx5TVXiftp93rUsJqLqT9PHf6boCfY+Rw816Xxx9uvR70173Ky8uRk5PTZoICAFFRUbj11ltRUVER0puHO76vNbHmJg3LudDO3ZvWEw0PLIBXGQH1+gJEbP5alCfv4u64o08U7G5g0gYjfq12dvyiEGD5mJKE5X7kudN30/CThNXceeby+Hnu9N00/KQQU3fQk5T+/fsHvGUp0PQdt379+oVcQDjj+54ra27SsJyLHLl7+g+CY9rDAIDIVUuhPLwvZIcgCMjr70H2WdGwNHox/nsjjppC2zCyPVg+piRhuR957vTdNPwkYTV3nrk8fp47fTcNPynE1B30JGXBggX44IMP8OWXX7b52RdffIFVq1Zh4cKFIRcQzqSkpDDpJg3LuciVu2vYaDhH3dp0x6/X5kHQl4XsSEtNxVvDEnFdj0gYHR7cvN6IUqs0f1Fh+ZiShOV+5LnTd9Pwk4TV3Hnm8vh57vTdNPykEFN30JOU1157DcnJyZg+fTr69euHkSNHYuTIkejXrx9yc3ORkpKCV199FTk5Oc3/Jk6cGHJB4YTvrgasuUnDci5y5u6ceDdcF10Job4O0UufAOpD+6uCyWSCWilg1fAkXJ6mRoXNjezvqnGywd3xi4Nwk4L3ujx+njt9Nw0/SVjNnWcuj5/nTt9Nw08KMXUHPUn5448/4HQ60bNnT0RGRkKn00Gn0yEyMhI9e/aEw+HAkSNH2vxjGZVKxaSbNCznImvuCiXsM56Eu9fZUOjLEPXaPMAV/Fe2fLXHRCjwyXXJGJCkwvE6N2753giTw9Op0lg+piRhuR957vTdNPwkYTV3nrk8fp47fTcNPynE1B0R7BMPHDgQspx1unXrxqSbNCznInvuUTGwP7QI0fNnIuLwPkS+8yIcd88F/nfP9vY4tfZ4tQJfXJ+MUeuqcbCmERN/MOLLG5LRTSVqf1amj6kPrVYLjUaDyspKZGRkIC8vD5mZmZ1ystyPsvd6J2A5F55713KThuV+5LnTd9Pwk0JM3eI+0ZwmtHejgHB2k4blXMIhd29yGuwPPwdvZBRUP38P9ZfvBfW61rWnRitReEMyenZTYqfBids31sDhDuqO4h26pYRG5lqtFtnZ2SgoKEBxcTEKCgqQnZ0NrVbbKS/L/RgOvS4WlnPhuXctN2lY7keeO303DT8pxNQtepKydetW3H///cjJycGTTz6JsrLQFwKHO2lpaUy6ScNyLuGSu+esc2C/7xl4BQXUX61CxE/rOnyNv9p7xkag8IZkpEYpsEnnwPTNNXB5Qp+osHxMAUCj0aCkpKTFYyUlJdBoNJ3ystyP4dLrYmA5F55713KThuV+5LnTd9Pwk0JM3e1OUp577jlkZGSgurq6xeOrV6/GTTfdhI8++ggbNmzAG2+8geHDh6O0tDTkAsIZp1PavShouUnDci7hlLt74GVwTJ0FAIh8bwmUB3a2+/xAtfeJV+GL65MRrxbwdakdM7fWwh3iRIXlYwoE/guNXq/vlJflfgynXg8VlnPhuXctN2lY7keeO303DT8pxNTd7iRl69atGD58eIvbhjkcDsydOxfdu3fHV199hfLycrz77ruwWq14+eWXQ686jKmvr2fSTRqWcwm33F3XjIXzxn9D8HgQ9frTUGiPBXxue7UPSFbji+tTEBshoOB4A2ZtN8HrDX6iwvIxBYCMjAy/j6enp3fKy3I/hluvhwLLufDcu5abNCz3I8+dvpuGnxRi6m53knL8+HEMGjSoxWNbtmxBXV0dHnjgAQwbNgzdunXDzTffjIkTJ2Lz5s0hFxDOJCcnM+kmDcu5hGPuzgl3ofGyayHYGxD18lwIxpN+n9dR7UNS1fhkRDKilMCqozbM+cUc9ESF5WMKAHl5ecjKymrxWFZWFvLy8jrlZbkfw7HXg4XlXHjuXctNGpb7kedO303DTwoxdbc7SamtrW3zl8itW7dCEATccMMNLR4fNGhQp79a0Rq32w2NRoMBAwYgLS0NAwYMgEajgcslzQZ2HVFbW8ukmzQs5xKWuSsUcNz1ONz9B0JhqkbUy3MAm7XN04Kp/ar0SHw0PBkqBfDm4Xpo9lqCKoHlYwoAmZmZKCwsRE5ODoYOHYqcnBwUFhZ2+u5eLPdjWPZ6kLCcC8+9a7lJw3I/8tzpu2n4SSGm7nZvQZyWltbmu97bt29HTEwM+vfv3+JxhUIBtVodcgHt8corr+Dtt9/GihUrcN555+H333/HzJkzoVar8dhjj0n6Xv6IjIxk0k0alnMJ29xVajQ8oEHMwvugLD+OqNfmwf7wc4Dq79+pYGu/rmcU3vtXEqZuqsFL+62IiVDgkYFx7b6G5WPqIzMzE/n5+ZI6We7HsO31IGA5F55713KThuV+5LnTd9Pwk0JM3e1eSRk8eDA+/vjj5l0iDx48iH379uHqq6+GUqls8dwjR46gR48eIRfQHjt37sTIkSMxatQoZGZmYvTo0Rg1ahT27Nkj6fsEIiYmhkk3aVjOJaxz7xaHhkeehyc+CRGH9iLyzUWA5+/d5EOpfUxmNFYOTYQAYOFeC974ve2VmVNh+ZiShOV+5LnTd9Pwk4TV3Hnm8vh57vTdNPykEFN3u5OUxx9/HJWVlRg8eHDzBEEQBDz00EMtnuf1evH111/j0ksvDbmA9rjssstQXFyMo0ePAmja9X7r1q0YMWKEpO8TCJ1Ox6SbNCznEu65e1MzYJ/9ArzR3aDatRnqj14D/reuJNTac86OwbIrEwAAT+w04/0jgRetsXxMScJyP/Lc6btp+EnCau48c3n8PHf6bhp+UoipWzCZTO2urN25cyeWLFmCEydOoFevXs0L5k/lp59+wpw5c6DRaDB8+PCQiwiE1+uFRqPByy+/DKVSCZfLhdmzZ7e7GPbYscB3R+JwWKGb9ij6/HcpFG4XKoeNg37YWNGuT3QReOl409fGnurrwLi0v6/OVFRUYOXKlTAYDEhNTcWMGTMkvyLK4XA4HA6H05q+ffu2+/MOJyly8sUXX2DevHlYsGAB+vfvjwMHDmDOnDlYsGABpkyZQvz9bTYbsctqJN1A02Sto4MvFpZzIemXOnPlnq2Ieu1pCF4P7FNnwXLZCNG1v3agDk/ttkAAsHJYIm49O6Z5l/ZTN0HMysqSZMH5qfBel8fPUq+3htVcSPt57vTdAD/HyOHmvS6PP9x6XfSO8zSYN28e/vOf/2D8+PE4//zzMWnSJNx3331YunQplfd3OBxMuknDci4s5e4ePBSOaQ8DACJXvQLFzs2iXfdfGIe8i7vDC2Dm1lp8WWIjtkt7a1jKvDUs9yPPnb6bhp8krObOM5fHz3On76bhJ4WYusN6kmKz2dos0FcqlfB4PFTePzExkUk3aVjOhbXcXf8aA8ctd0LwepH84VIoD+8T7Zo9MA6PDYqDxwvctaUWB4Q0v8+T+lbirGV+Kiz3I8+dvpuGnySs5s4zl8fPc6fvpuEnhZi6w3qSMnLkSLzyyitYv349tFotioqKsHz5cowZM4bK+xuNRibdpGE5FxZzbxx3B5zX3QzB1YioV55sd1f6jpg7KA6zLoyF2wscufRu4Lyr2zyns7u0t4ZW5lqtFrm5uRgzZgxyc3Oh1Wo77WS5H1nsdR8s58Jz71pu0rDcjzx3+m4aflKIqbvdfVLk5oUXXsCzzz6LRx55BNXV1UhLS8PUqVOp7JECAN26dWPSTRqWc2Eyd0GAc/L98JpqELl7C6JefBQNTyyD9x+hrxsRBAHzBneH0wMs/90K3LkMyL8POLINgDS7tLeGRub+1tfs3r270+trWO5HJnv9f7CcC8+9a7lJw3I/8tzpu2n4SSGm7rC+khIXF4fnnnsOBw8ehF6vx2+//YZ58+YhKiqKyvtLvTklLTdpWM6F2dwVCjjueQKuCy+Bos6E6BcegWCo7Ph1fhAEAZp/dkfuud0ApQqK3OW44Ja7JNulvTU0Mie1voblfmS218F2Ljz3ruUmDcv9yHOn76bhJ4WYusN6kiI3VVVVTLpJw3IuTOdurIH9/gVw9xsIRW01op9/BEJttSiXIAh44dJ4/F+/GHiUKhy7ehZun/+a5BMUgE7mlZX+J2ydXV/Dcj8y3esM58Jz71pu0rDcjzx3+m4aflKIqZtPUtohIyODSTdpWM6lM34Sax5CISMjA4iMQsOsRXBn9YPCoEPUC7OBOpMonyAIeOnyBEw5JwYODzBpQw226KS/awiNXg/0Hp1dXxPO/eiPU3t03rx51HtUKk7Xc4zcsJo7z1weP8+dvpuGnxRi6uaTlHaorw+8Q3c4u0nDci5i/b41DwUFBSguLkZBQQGys7Opfghsrj26GxpmvwB3j7Og1J1A9IuPATarKKdCEPDKFQn4d5YaDW4vJm0wSj5RodHreXl5yMrKavGYFOtrwrUf/REOPSoVp+M5JhxgNXeeuTx+njt9Nw0/KcTUzScp7dDY2MikmzQs5yLWT2tPkfZoUXtsPOyPvQRPWg8otUcR/fIcwNEgyqsQBGgGRuCOvjHNE5WfKqWbqNDo9czMTBQWFiInJwdDhw6VbH1NuPajP8KhR6XidDzHhAOs5s4zl8fPc6fvpuEnhZi6w/ruXnKTkJDApJs0LOci1k9qzUMotK7dm5CMhsdeQvSz90N57CCilj0F+6xFgCr0xWlJiYlYdqUXXgAfHbPh1h+M+GxEMoZmREpeNykyMzORn58vqTNc+9Ef4dCjUnE6nmPCAVZz55nL4+e503fT8JNCTN38Sko7VFeLW5Qst5s0LOci1k9qzUMo+Kvdm5KOhsdfhqd7IiJ+342o158BXKH/taK6uhoKQcCrVyZg8v+uqEz8wYitElxR4b1Oxx8OPSoVp+M5JhxgNXeeuTx+njt9Nw0/KcTUzScp7RAXF8ekmzQs5yLWT2rNQygEqt2bfibsjy6Bt1t3RPz6M6KWPxPyRMXnVggCXrsyAf/u0zRRuVWCr37xXqfjD4celYrT8RwTDrCaO89cHj/Pnb6bhp8UYurmk5R2iIgg9204km7SsJyLWD+pNQ+h0F7tnl5no+Hxl+DtFoeIvdsQ9cYCwOUS5T51omJzeXHrD0Zs1tmJ1B3uhGs/+qN1j06YMIF6j0rF6XiOCQdYzZ1nLo+f507fTcNPCjF180lKOxgMBibdpGE5l874fWseioqKkJ+fT/3DX0e1ezL7ouHRJfDGxCJiz1ZErVwY9ESltVupEPD6VQnNi+lv3WDEhnJxExXe6/T8p/aoRqNhcoICnL7nGLlhNXeeuTx+njt9Nw0/KcTUzScp7UDyu9wsfk/cB8u5dPXcPVn9/jdR6YaIXVsQ+eazgLvjiYo/t0IQsOzKBNzZrxscbuDfPxqxviz0iUpXzzxc/Tx3+m4afpKwmjvPXB4/z52+m4afFGLq5pOUdrBaxe09IbebNCznQjt3KTeADLZ2T+/+aJj9IrxRMVDt3ITItxYDHrcot0IQ8NLl8cg9txucHuD2jUZ8ow3tVse81+Xx89zpu2n4ScJq7jxzefw8d/puGn5SiKm7S05Sqqqq4HK54HQ6my8vmc3m5oD0ej3cbjccDkfz3QZMJlPzRjOVlZXweDyw2+0wGo0AgNraWthsNgCATqcDANhsNtTW1gIAjEYj7HY7PB5P861A6+vrYTI17QZeXV0Nh8MBt9vd/P5WqxVmsxlA02Uwp9MJl8uFqqoqAIDFYoHFYgm7MdXV1fkdE4BOj8lqtRIdk8ViCek4dWZMe/fubbO53pgxY3D8+HFRY3K73UEfp7r0TBhmzIM3KhqqHT9CtXIR3I3OgGNyOBwBx3Ty5EksGtwN9/SPRqMHmLqpBp8cMgZ9nGpqaoj+Pvlg8ffJZrMR6T2DwQC3201sTD5CPe8FOyZfTSSOk8VikfRc3npMJpOJid7zN6bGxkbJzuWtx9TY2EhsTDU1NZL1nr8x+SBxnBoaGiTrPX9jqq+vJ9Z7brdb8s9GvjH5IHUu99VM4vfJbDZL/tno1DHV1tYSO0f4Xh/scQplTE6ns82YOkIwmUzeDp/FYY5jx46hb9++cpdxWtE689zcXBQUFLR5Xk5OjuT7eQRCcXQ/opc8BsFhR+Pl18GROwdQilt05/V68fRuC149aIVSAN6+OhE3Z8VIXHHosN7rWq0WGo0GlZWVyMjIQF5eXtivJWE9c1bhucsDz50+PHN5CLfcu+SVFKlgeWEVSVjOhWbuUm+uJ6Z2zzkD0PDIC01XVLZvQNQK/4vpg3ELgoD5Q7rjkQGxcHuB6Vtq8cmftg5fx3s9MP6utmVnZ4v+WuCpXy+84447OvX1Qjnh5xh5YDV3nrk8fp47fTcNPyn4wnmJiY+PZ9JNGpZzoZm71Jvria3d029A02L66KbF9FGvPw00Ols8J1i3IAjIu7g7Hh8UB48XmLm1Fu8fqW/3NSaTSbJ1ObQh3S/Lly9HSUlJi8dKSkqg0WhCdmm12hYTnqKiok5NeOSEn2PkgdXceeby+Hnu9N00/KQQUzefpLSDQkEuHpJu0rCcC83cpd5crzO1e/qc//c+Kvu2IerVpwDn35s0huIWBAFzL+qOZwZ3hxfAQz+bsOJ3/wvitFotcnJyJLtSQBvS/RLoqpqYq20ajUayCY/c8HOMPLCaO89cHj/Pnb6bhp8UYupmc6SU8C04Ys1NGpZzoZm71BtAdrZ2T1Z/NMxZCm9cPCL2/4KopXMBR4No90MD4vD8pU1/GZm704yX99e1eY5Go8GJEydaPMbSB2fS/ZKUlOT3cTFX26T+eqGc8HOMPLCaO89cHj/Pnb6bhp8UYupmc9tKSqSlpTHpJg3LudDO3be5nhRIUbunVx80zHkFUS88jIhDexH90hw0zFos2n3PebGIjhDw4DYTFuyxwOby4smL4iAIAgD2PziT7heNRoODBw+2uAIi9mqb1F8vlBN+jpEHVnPnmcvj57nTd9Pwk0JM3fxKSjv4bp3Gmps0LOfSVXMPZT8WT88sNMxdBk9CCpRHfkP0i7NRp9eJrmvKOd3w5rBEKAVgyW91yNtlgdfbdNNA1j84k+6XxMREya62Sf31Qjnh5xh5YDV3nrk8fp47fTcNPynE1M2vpHA4BKFxe1nfgulT/xq/e/fudj/sejN6oeGJZYh+/mEo/zqElFefhPPxl+CN9//1o46YeHYMIpUC7tpSg+W/W9Hg8mLJ5fHIy8vDzp07W0yaWP3gTAqprrb5vl6o0Wig1+uRnJyM+fPnh/3tjDkcDofD8QffJ6WLEm73uj4daJ25v8lDVlZWp9al+KMz+7EIxipEvzAbCn0ZKqHCrFoVhLQeoidT68vsmLLJCIcbmNg7GsuHJkJXVtr8wTk9PV3yiRrvdfrwzOWB5y4PPHf68MzlIdxy51/3agffrpmsuUnDci40c5f6bkuBau/Mug9vchqOTnkMB20uZKARS6JMOPjdWtF34LrhzCgUjEhBbISAz443YMrGGgiqSOTn56OoqAj5+flM/WWf5X7k5xj6bhp+krCaO89cHj/Pnb6bhlScM14AACAASURBVJ8UYurmk5R2SE5OZtJNGpZzoZm71IvGA9Xe2XUf8195FcM2HcLWait6Rqux6cq+SK7Vi55MDcuIROHIFCSoBXxbZsd9vylhbfSIcskNy/3IzzH03TT8JGE1d565PH6eO303DT8pxNTNJynt4PGQ+2BF0k0alnOhmbvUi8YD1d7ZBdOVlZWwuDwYveMvfKM3IyUyAj9c2Qfp1eWi6gSAIalqrBudirRoBbbqncheX41aB3s9z3I/8nMMfTcNP0lYzZ1nLo+f507fTcNPCjF180lKO5jNZibdpGE5F5q5S323pUC1d3Y/Ft9kqsHtxfidJfhvWQ3iIpR4vrsdyr3FomoFgPMSVfh2dCp6RAO7DY248VsDqmxu0T45YLkf+TmGvpuGnySs5s4zl8fPc6fvpuEnhZi6+cL5Lkq4LX46HfCXue/uXqQWjUtB6wX+AoD3rjwXt6dEwiso4Jj2MFz/GiPaX1Hvxs3rq3HU7ELvOCUKR6agV6x0NxbkvU4fnrk88NzlgedOH565PIRb7vxKSjuwPNMmCcu50M7dd3tZKRaNk6o9MzMTq1atar4SMyEnBxct/xjOm6ZA8HoQ9d4SqL98D/CK+3tGrMuKdaNTMDBZheN1boz8xoA/TI0Sj4IMLPcjP8fQd9Pwk4TV3Hnm8vh57vTdNPykEFM33yelHZRKJZNu0rCcC8/dP1lZWW1uV+w86054ElMQ+cErUBd+AKHGAMe0hwFlaKcNpVKJ+Cgl1o5MwaQNRmyvcmLUOgM+uy4F/zxDLdkYSOxJw3I/8l6n76bhJwmrufPM5fHz3Om7afhJIaZuPklph9jYWCbdpGE5F557aG7XNePgjU9C1BsLoPppHQRzDez3PQ1ERofsjlcrsOb6FNy5uQbfltlx0/pqfDg8Cdf2iOp0/WI2tAyldlKw/LtEEpZz4bl3LTdpWO5Hnjt9Nw0/KcTU3SW/7lVVVQWXywWn0wmDwQCg6TKT1WoF0HQLWLfbDYfDgerqagCAyWRCfX09gKa7HXk8HlRUVMBoNAIAamtrYbPZAAA6nQ4AYLPZUFtbCwAwGo2w2+3weDzNt56tr6+HyWQCAFRXV8PhcMDtdkOv10Ov18NqtTZf/jIYDHA6nXC5XM33krZYLLBYLJKOyW63d3pMpaWlfscEoNNjKi0tJTomrVYb0nGSYkxSHSe9Xi9J7/kbk06nCzgmXY++sM5eAk9sd0T8tgPRi2ehrjz441RSUtI8Jpu5Bh8OT8L4M5WwubyYtMGIt/dUdGpMQOA9aRYsWNCp41RRUUH096m8vJxY7+n1emLnCB9S9J6/MZWVlYV0nEIZU2lpqaTn8tZjOnHiBDPn8tZjqqysJHbeq6ysJDYm3+8+qXO5DxLHqby8XNJzeesxlZWVEes9vV4v+Wcj35h8kPpvbnl5eUjHKZQxabVaop8jSkpKiJ0jfK8P9jiFMiadTtdmTB3BF863g9vtJnZZjaQbILv4ieVcSPpJLziTO3ehshTRSx6DoloPT1oPNDzyArxpPUS5PV4v5u2y4PXfrRAAvHBZPHLPFffXoWPHjmHWrFkoLm57J7KhQ4eiqKhIlBdgux95r9N3k/bz3Om7AXb/e0raz3udvpu0P9x6vUteSZEKl8vFpJs0LOfCcxfv9mb0QsNTy+HO7AtFVQWiF94HxZ+/i3IrBAGaS+Ixf0h3eAE8usOMxfss8IpcnC/1njQ+WO5H3uv03TT8JGE1d565PH6eO303DT8pxNTNJyntUFdXx6SbNCznwnPvnNubkIyGucvguuCfUNSZEP3cQ4j4ZaNo94MXxuHVKxOgEIDnf63DozvMcHtCn6hIvSeND5b7kfc6fTcNP0lYzZ1nLo+f507fTcNPCjF1K+fMmfOM9KV0DWJiYph0A0BNTQ2Sk5OJuFnOhaSfZOZAGOWuUsF16XAIdbVQ/nUYEbu2wKtQwNNvACAIIbsHJqtxXqIK60obsMvQiMOmRow+MxoRirYuf9TU1KB3794YNWoUjEYjkv+fvTOPb7q+//jrmzvpfaQXpaXct3IoOkBQtwmCgEd1c5tDZ1WQ6abOs6iTbs45tzkZOHCKTp2zHlU8wJ/H1DIViwc3FCjpmTS9kiZpkibf7++PkNojTXN9vvl+wuf5ePAA0uaV9+f1feeT7zufKysL8+bNw6ZNm6Le3YvmfGS5Lr42aX3mu/jaAL2fp6T1Wa6Lr01aX2q5zkZSguBfMESbNmlo9oX5HiNthQKun98G149vhsBxUL/2NNRb/wD0uof8aijalxRr8doPs5Gq4rDd4MSl77Why8WHFVIsz6TxQ3M+slwXX1sMfZLQ6jvzPD76zHfxtcXQJ0UkcbMiJQhKpZJKbdLQ7AvzPYbaHIfeJaVw3lIBQaWBctdOaB/9DWAbuGNHqNrz89TYcbEeBTpZ31kqjbb4zr2lOR9ZrouvLYY+SWj1nXkeH33mu/jaYuiTIpK4WZEShKSkJCq1SUOzL2L7bjAYUFZWhuXLl6OsrAwGgyFiLan67p09Hz33/Q18ejbkR76F7qG14IwNEWlPzVDivWV6TE5X4FCXBxe93YZDnfE7nZ7mfGR9jPjaYuiThFbfmefx0We+i68thj4pIombFSlB8O8VTZs2aWj2RUzf/QcMVlZWorq6GpWVlVi1alXEhYqUfefHTETPA5v7dv7S/XYN5Pu+jEi7MFmBdy/W49xcFZocXix5x4z/GV1RxRcpNOcj62PE1xZDnyS0+s48j48+8118bTH0SRFJ3KxICUJubi6V2qSh2RcxfR/ugMGKioqI9KTuu5CpR8+9j8Mzez44hw2ax+6CckclcnNywtbKUPtOp19WpIHFLeDS99rwxsmeqGMMF5rzkfUx4muLoU8SWn1nnsdHn/kuvrYY+qSIJG5WpASh/0mzNGmThmZfxPR9uG8N/Ke1hgsVvmt0cP5yA9wrrwEn8FD/++9QbX0YcIc/EqJVcHju/ExcNykJLi+w+qMObDpgG/mJMYTmfGR9jPjaYuiThFbfmefx0We+i68thj4pIombFSlBsNvtVGqThmZfxPQ91gcMUuO7TAb3Zdeh5+YHIag00Hz2PrQP/wpcZ1vYUnIZh8fOTcP9c3yHPt6724K7v+iK6CyVSKA5H1kfI762GPokodV35nl89Jnv4muLoU+KSOJmRUoQSO7RTVKbNDT7IqbvsT5gkDbfvWcvRk/5E+CzcyE/cQjaB2+E7PjBsHU4jsNtM1Ow5bwMKGXAkwftWP3fDvR4yBcqNOcj62PE1xZDnyS0+s48j48+8118bTH0SRFJ3KxICUJnZyeV2qSh2RcxfS8uLkZVVRVKS0uxcOFClJaWoqqqKuLzO2j0nS+egJZfPQLv5DMg62qH9ve3QvHpuxFpXTlOh1f7naWyckcb2p3eGEc8ENrysf9ucj//+c+j2k0untCY62Lpk4RW35nn8dFnvouvLYY+KSKJW0EgjoRBrVZTqU0amn0R23f/AYOxgFbflVk56PnNY1C9uBGqD6qgeeoR9B4/CNdPfgkoVWFpnZevxs6L9Sj9v3bsNrvxg7fM+NNEDhMIxU5TPvp3k+u/WcPevXujKozjBa25LoY+SWj1nXkeH33mu/jaYuiTIpK42UhKEHQ6HZXapKHZF+a7+Npmsxlla9bghy+/jy3yHPAKJZQfbYf2d7eAazeFrTclQ4n3l+sxM1OJE91eXPetBrtbhy7Mj8UZNTTlY6x3k4sntOa6GPokodV35nl89Jnv4muLoU+KSOJmRUoQmpubqdQmDc2+MN/F1TYYDFi+fHnfWTFrX3sPlx3qgDs9G/K6w9DdX9Z3nko45OnkeOfibPxglBpdHg6X7GjDayccA143FmfU0JSPsd5NLp7QmOti6ZOEVt+Z5/HRZ76Lry2GPikiiZsVKUEoKCigUps0NPvCfBdXu6KiAg0NDQMee+vgcay1p8Iz42xwNis0j90J5RvPATwflnayUoZ/fz8Ll+f1wuUFrvu4E3/6thuCIMRsVIGmfIz1bnLxhMZcF0ufJLT6zjyPjz7zXXxtMfRJEUncCVmkmEwmeDweuN1umM1mAIDFYoHN5jtjwWg0wuv1wuVyoa3Nty1qV1dX3/ZoLS0t4HkeXV1daG9vB+Bb8ONw+L6p9VeDDoejbyFQe3s7nE4neJ7v+0bTbrejq6sLANDW1gaXywWv1wuj0QiHwwGbzQaLxQLANyXG7XbD4/HAZPJNgbFarbBarTFtk9PpjLpNra2tAdsEIOo2mc1mom0yGo1hXadYtClW18nhcMQk9wK1yWq1EmnTcN/uH25sRsdN98O1ajUAQP3a01A+dhe6mhrCahMn8LhrXC9+d3YaOAAVX1mxtroLJxubAr5uY2NjWG2yWCxE308dHR0xy70bb7wRY8aMGdDe4uJi/PrXvx7xOoXbJj+xyL1AbfLHR+L9ZDKZYtqXD25Tc3MzNX354DbZbDZi/Z7NZiPWJv8XIaT6cj8krlNnZ2dM+/LBbWprayOWe/7rQeL95IfUZ25HR0dY1ymcNrW0tBC9j2hsbCTWR/ifH+p1CqdN3d3dQ9o0ElxXV5c4Bw5QSGdnJzIyMqjTBoDa2lpMmEBmOTHNvpDUJ+k5QKfvZWVlqKysHPJ4aWlp34YC8r1fQPNkBTh7N/jsPDjX3g9+3NSQX8Pv+9uGHpR90gmHR4DechLmP14NOAZ2gv1fNxRoy0eDwYCKigoYjUZkZmbioYceIrJonuV6fPSZ7+JrA/R+npLWZ7kuvjZpfanlOitSEhTSb3DGUJjnQwm041RJScmQHac4cws0f38Q8rojEORyuK8oQ++SKwHZyIO9/X3/ps2NH3/QjhYHD0VnEzybrgfa6od9XUZksFyPD8z3+MB8Fx/meXyQmu8JOd0rVviHyWjTJg3NvjDfxdUuLi7GM888M+JZMYI+Hz3lG+G+qBSc1wv1f56E5q/3At1dYb3emdkqvL88B9MzlfBkjILqzlcxc9W1EZ9RQ3M+slwXX1sMfZLQ6jvzPD76zHfxtcXQJ0UkcbNzUoKQlJREpTZpaPaF+R6Y9vZ23H333WhpaUF+fj7Ky8tDvqH3TzEa7rmTJ08ObYqVQgn31TfDO2UWNFv/AMW3n0NXfj2ca9aDn3xGyG0ZlSTHjouz8YuPO7GzATi4+A5c/710FBeH7x/N+chyXXxtMfRJQqvvzPP46DPfxdcWQ58UkcTNipQgqFThHTQnFW3S0OwL830oBoMBV1111YApWTU1NSGNPASazjX4ueHG7Z31PTg2PAXN5ocgr90P7R9+Dfelq9F7yU8AmTwkjWSlDC9ekIn7a6z4+wEbbtnVhcNdvdgwNw1yGRdyLDTnI8t18bXF0CcJrb4zz+Ojz3wXX1sMfVJEEjeb7hUE/w4FtGmThmZfmO9DiWa73lCeG0ncQlYOeu75K9yX/BSAAPVrT0PzyO3g2ltD1pDLOPzu7DT8bX46lDJg0wE7rnq/HRZ36Fsd05yPLNfF1xZDnyS0+s48j48+8118bTH0SRFJ3KxICcJw5w5IXZs0NPvCfB9KNIcAhvLciOOWK+C+4no473gUfFoGFIe/ga78Oig+/yAsmWsmJqHqomxkqmV4v8mFH75lRp3VE9Jzac5Hluvia4uhTxJafWeex0ef+S6+thj6pIgkblakBMG/5zRt2qSh2ZdE9d1gMKCsrAzLly9HWVlZWCerR3MIYCjPjdZz7/S5cFQ8A8+s+eAcNmg2b4D6H78DHLaRn3yK+XlqfHiJHlPSFThi8eCCt1rxaYtrxOeJkY/RXLuRtGNJ/zjXr18fszgDwfqY+ECr78zz+Ogz38XXFkOfFJHEzdakBKG3t5dKbdLQ7Esi+h7KupBglJeX44svvkB9fX3fYyUlJSgvLw/puTU1NUO2GO7/3Jh4npoO560VUPx3O9Qv/h3K//0f5Ef3wnnjfQCnDUliTIoCO5fpUfZxB3Y2unDpzjb88Zx0XDd5+MV8pPPlxIkTuOaaayK+dsGIZeyBcuzIkSPEtnRmfUx8oNV35nl89Jnv4muLoU+KSOKW33333Q/GPpTEQKPRUKkN+E6yzsrKIqJNsy8k9Ul6Dgwf+29+8xvs2rVrwGNdXV1ob2/HihUrRtRNT0/HxRdfjPb2dmRlZWHevHnYtGlTSDef6enpWLp0adDnxsxzjgNfMgmesxZBfuwA5M31UFTvBOf1QHXGvJDOVFHLOVxWokWPV8DnrW7sbHTC1OPFBQWagAvqSedjeXl5VNcuGLGMPdocCxfWxwQmXn3M6awN0Pt5Slqf5br42qT1pZbrbLpXENra2qjUJg3NviSi79GsKfGTlJSErVu3Yvv27di6dWtY344XFxcHfW6sPRfyi9Cz/u9wL/8JAAF5u96B9qE1kDWcCOn5jQ31MG65AxN3Pw0Z78EzRxxYubMNrT3eIb9LOl/6j171J5xrNxyxjD0WORYOrI+JD7T6zjyPjz7zXXxtMfRJEUncrEgJQkpKCpXapKHZl0T0PZo1JSNpxwIi2gol3KVl6Ln7r3ClZUFuqIX2gRug3P484B1+UbzBYMCyZctQWVmJo/9+DPxffwJ5txmfmdw4/00zvmlzk4+9H6NGjQr4eDjXbjhiGXssciwcqMtHEfVJQqvvzPP46DPfxdcWQ58UkcTNipQgKBTkluyQ1CYNzb4kou/l5eUoLCwc8FhhYWFIa0pG0o4FJLX5yWfg8A0Povf8FeC8HqhfeQraDTeDazoZ8PfvueceNDY2fvdAw354H70CGV0n0eTwYsk7ZlQed4gSO+C7diUlJQMeC3U90EjEMnaScQaC1nwUQ58ktPrOPI+PPvNdfG0x9EkRSdySL1KMRiNuuukmjBs3Drm5uZg3bx6qq6tFeW2z2UylNmlo9oX5nljaAMCrNXCtvg09v/kT+MwcyOuOQPdAGZTvvATwA6dwffnll0MFutsg/0cZfjZBB6cXKPukE/d/aYGXF4jHrtPpsHHjRhQVFSEtLQ1FRUXYuHFjTBajxzL24uJiVFVVobS0FAsXLsSSJUuILZoH6M5H1sckljZpaM5H5rv42mLokyKSuLmuri6BQCwxoaurC4sWLcI555yDG264AVlZWTAYDMjLy8OkSZPiHZ6kqa2txYQJE+IdxmlFvDwvKytDZWXlkMdLS0uxdetW0eMRmwG+O2xQv7QZyo/fBgB4x02F8/q7IBT4bqYnTJgQsKPU6/U4evQonjpsxz1fWOARgMUFavxzUQayNKGdch8JgXbNKikpIVoAxALWv8QH5nt8YL6LD/M8PkjNd0mPpPztb39DXl4e/vGPf2DOnDkYM2YMFi1aJFqBYrOFfg6DlLRJQ7Mvieh7LBY103xNB6BLhuu636DntkfAZ2RDfvwgdOuvh/KN5wBPL+bOnRvwaXPnzgXHcSibkoyqJdnI1sjw32YXFr1hGrJOJZY88MADAwoUAKirq0NFRUXU2omY61LXFkOfJLT6zjyPjz7zXXxtMfRJEUncki5S3n77bcyZMwfXXnstxo8fjwULFmDLli0QBHEGf7zeobv90KBNGpp9SUTfY7GomeZrGvA1z5gHx++eQe+iZeA8vVC/9jS095fh8bXXB1y/84c//KHv/wvy1Ph4RQ7mZCvR6BBw0TtmvFhL5vCs4QrJWOyalYi5LnVtMfRJQqvvzPP46DPfxdcWQ58UkcQt6eleubm5AIC1a9di1apV2LdvH+666y488MADuOGGGwI+p7a2VswQGYy409TUhHXr1g1YEF5YWIiNGzcOu3vU6UBTUxOefPJJjLa2ojyLwyiZFwI4nJxyFu785iTqze3Q6/W46aabAvrk5oE/nVDidaMSAHB5Xi9uH9sLZQy/2lm/fj127Ngx5PElS5Zgw4YNsXshBoPBYDAkxkhTyyRdpOj1esyaNQvvvfde32MPPfQQ3nrrLezevZv465vNZuj1euq0AbLzCmn2haQ+6bmcwWI3GAyoqKiA0WhEXl4eysvLw1rTEIkv/tdsaWlBfn7+sK8Zj1wfvNZDI+Pw6LxJuClPB47nwWfmwPXzX8N75rlBtc1mM97t1OGOz7rg5oGz9So8e0Em8nWxWafy1Vdf4Re/+AWRNSmJmutS1iatz3wXXxug9/OUtD7LdfG1SetLLdclvY9Zbm7ukPUnEydOHLiFKEHS0tKo1CYNzb4kqu/+AxVJaAci0ILvmpqagDfX8fC8oqJiQGxOXsAvPzuMk5evwO+LtZDXHYH2L/fAM/c8uK5eByErJ6BOWloartGrMC1DiWs+7MBusxuL3mzF04szsSBPHXWc06dPR1VVVVQF5nBIOddHKnBZHxMfaPWdeR4ffea7+Npi6JMikrglXaScc845OHbs2IDHjh07htGjR4vy+jIZuSU7JLVJQ7MvzPfYaA8uAgDfgu9LLrkE27dvH3DDGQ/Ph9tMYHdrJ3q2PA3l/70G1WtPQ1HzCeT7dsO9ajV6f3gFMGgfd3/sc/Qq/HeFHtf9twOfGt1YsaMN989Oxa0zksFxXMRxymSyqAvMYNpSJJQCV0q5LjV9ktDqO/M8PvrMd/G1xdAnRSRxS7qla9euxZdffok//elPOHHiBKqqqrBlyxZcf/31orx+e3s7ldqkodkX5ntstIcrAurr67Fq1SoYDIaItWNB0M0E5Ar0LrkSjoefg2fueeBcTqj/8yS0918P2eFvB/x+/9j1Wjlevygbt81MBi8AD+6x4uoPOtDl4iOOU0rXVCyGK3D772hGsy9S9T0UaPWdeR4ffea7+Npi6JMikrglXaTMnj0bL7zwAl5//XWce+652LBhA+69917RihT/wn3atElDsy/M99hoD1cEAENvOOPheSgnpAtZOXD+8iH03P4I+JwCyJtOQvfwrVBveRicpQPA0NgVMg73z0nDvy/MRJqKw7sNTize3opv2yPbplhK11QsQtkym2ZfpOp7KNDqO/M8PvrMd/G1xdAnRSRxS7pIAYCLLroIu3btgslkwp49e3DTTTdFNb0iHKxWK5XapKHZF+Z7bLQDFQH96X/DKbbn/vUOKSkp0Ol0SE5ODnqSu3emb7ti16rVEJRKKHfthO7un0H53iuwdnYEfI2lRVp8vCIHZ2QpcbLbix++bcZzR+1hb48upWsaCIPBgLKyMixfvhxlZWUDRsgiJZQts6XuSzz1SUKr78zz+Ogz38XXFkOfFJHELfkihcFgSI/i4mJUVVWhqKgo4M/DOaMllvjXO1RWVmLv3r1wOByw2Wyor6/HunXrYDAYAt94q9TovXQ1HL/bBs/MeeAcdqhf2Aj9w7dAvveLgK81JkWBnRfrsXqiDi4vcMuuLtxc3QV7b+TTv6REfy+rq6tRWVk5ZCpfJIQyysVgMBgMhqS3IGZEDunt+xhDOR09D7QIOlZb6IZKf9/LyspQWVk57O8uXboUhw8fDh6vIED+7WdQv7gJMpNvJ0HPGefA9eO1EPIDF2X/PubAbf/rQo9XwOR0BZ5ZnIkpGcoYtTA+DOdlaWkp7rzzzqhyPdots09XTsc+Rgow38WHeR4fpOY7G0kJgslkolKbNDT7wnyPrbZ/RKW0tBQLFy5EaWnpkAJFTM+HW+/gp6amZsRF2+A4eM/8Hhy/fwZty34KQZsExbefQ3fftVD9exNg7x6i++PxOnxwiR4T0xQ43OXBBdvNeL525OlfUrymfkJZOxIp/h3Ntm/fjq1btw4pUKTsS7z1SUKr78zz+Ogz38XXFkOfFJHELektiONNVlYWldqkodkX5nvstUfaQldMz4Mt6A9GwBtvhRKKy1bDcdFlUL36Tyg+eQeqHS9DuWsn3Ct/jt7zLwEU342WTM1Q4qNL9Ljjcwv+fcyBddVd+LTFhcfOTUfyMMfUS/WaAqGtHSGFlH2Jtz5JaPWdeR4ffea7+Npi6JMikrjZSEoQeJ7c3HKS2qSh2Rfme2JpDybYgv6SkhKcddZZAX823I03z/MQ0jLhuu436PntFngnzgTXbYH6+b9Bd+9qyL/8L9BvtCRJKcPmhRn4+4J0aOUc/nO8BxdsN+NAR++w+qSIVjuea0ek7Eu89UlCq+/M8/joM9/F1xZDnxSRxM2KlCBYLBYqtUlDsy/M98TSHkz/6WdnnXUWioqKMHfu3L5paA8//HBYN979Y+eLJ6Dn3sfRc8sG8HmjITM1QbvxQWg33AzZ0b0DnveTCUn4aIUek9MVOGrx4MK3WvHskaHTv6TseyhT+UghZV/irU8SWn1nnsdHn/kuvrYY+qSIJG62cD5Bkdrip9MB5nl8CNf3mCza9nig+ORtqF7fBpm10/fQ7AVwlZZBKPhOy+HhcefnFjxf6wAArBqjxV+/l450Nd3fD7Fcjw/M9/jAfBcf5nl8kJrvdH9SEobmSpskNPvCfE8s7UgYadF2f4aNXaGA54KVcPzxBbhX/RyCSgPFV9XQ3Xst1E89As7sW3SuU8iwcUEG/nFeBpIVHKpO9mDBG6343OQKrh8DpOZ7ONDsC/M9sbRJQ3M+Mt/F1xZDnxSRxM2KlCDI5XIqtUlDsy/M98TSJs2IsWt1cF96LRyPvoDexZcAHKD89F3o7voZVM/9FVxnGwDgqnE6fLIyB7OzlWi0e3Hxu2344zdWQEauC05o3yWqLYY+SWj1nXkeH33mu/jaYuiTIpK4WZEShOTkZCq1SUOzL8z3xNImTaixC+lZcF17Oxx/eA693/sBwHuh+qAKut9c7du2uLsLY1MV2HGxHrdOTwYvAL//uhs//tSJJrs3rrFLEZrzkfmeWNqkoTkfme/ia4uhT4pI4mZFShBicR5APLRJQ7MvzPfE0iZNuLELuYVw3XgfeiqehmfueeB63VDteBlJd/wYqlf/CVWPFb89Kw2v/zALuVoZ/mdyY36VCdsNPXGPXUrQnI/M98TSJg3N+ch8F19bDH1SRBJ3QhYpJpMJHo8HGWkqrAAAIABJREFUbrcbZrMZgG8unM1mA+Azyuv1wuVyoa3NNx2jq6sLdrsdgO8QM57nkZKSgvb2dgBAZ2cnHA7f4tfm5mYAgMPhQGenb9Fse3s7nE4neJ7vOwTNbrejq6sLANDW1gaXywWv1wuj0Qi9Xg+bzdY3R89sNsPtdsPj8fQdeGO1WmG1WmPaJqfTGXWbVCpVwDYBiLpNarWaaJsUCkVY1ykWbYrVddLr9THJvUBtSk9PJ9YmnudjlnuB2uSHxHVKS0uLKPcaZWo4f/kQOu5+HD1TZoNz9kD15r+gu+1HUP7nSUxzGFC9MgcX5CnQ5Rbwsw87UPZBCzpszpjlnl6vJ9ZH+IlF7gVqk1arjUnuBWqTUqmMaV8+uE0cx1HTlw9uU2ZmJrF+LzMzk1ib/FubkurL/ZC4TsnJyTHtywe3SavVEss9vV4f83sjf5v8kPrMTUpKCus6hdMmuVxO9D5CEARifYT/+aFep3DalJGRMaRNI8F29wqCy+WCWq2mThsgu0MDzb6Q1Ce9KwatvrNcB2S1+6F641ko9n0JABBUGvResALdF6zCM+2peKDGApcXKEmRY8t5mTgrRxX1a8Yqdv9uaC0tLcjPz0d5eTncbjfL9Tjosz5GfG2Ajj4mHvos18XXJq0vtVxPyJGUWNHd3U2lNmlo9oX5nljapIlV7PyE6XDe8Sgc92+G58xzwbmdUO14GRn3rsYtXz2DXQs5TM9Uoq7biyXvmPHw11Z4+Oi+P4pF7AaDAatWrUJlZSWqq6tRWVmJVatWoampKWrtYNCcjyzfE0ubNDTnI/NdfG0x9EkRSdxsJCVBkdpe16cDzPP4QKPvspNHoXrjOSi+qgYACHIFXOd+H38tWo71zRkQAMzVK7HlvEyMTVXELc6ysjJUVlYOeXzJkiV46aWX4hDR6Q2NuZ4IMN/Fh3keH6TmOxtJCYJ/Lh5t2qSh2Rfme+y1DQYDysrKsHz5cpSVlcFgMMRMO96Qip0fMxHOWytguvOv6D37fIDnoanegbtfXIdG0xNY4TqGGnMvFr7RiueODj2pPhRiEbt/bvJg/HOKgZGvfyRINdeloE8SWn2Pt+fRvAdozsd4+x4NNPtCq++RxB2/r+goQKlUUqlNGpp9Yb7HVts/Haiurq7vsZqaGlRVVfUdksg8D8KYCXDd/ADcpkao3n0Ziup3kXvoc7yGz3Eodwru1l+MW6vPxFuGHjw+PwP5utD3mY9F7Pn5+QEf1+v1AEK7/pEgxVyXij5JaPU9np5H+x6gOR9ZrouvLYY+KSKJm42kBMG/+wNt2qSh2Rfme2y1KyoqBnw4A0BdXR0qKiqi1pYCYuWjkFsI1+rb4HjsP3Bf8lMIumRMMR3CG/sfw4GauzDmi7dxwSv1ePWEYwTFodrhMPgb4dWrV6OkpGTA76jVajgcjr4F9SNd/0iQYq5LRZ8ktPoeT8+jfQ/QnI8s18XXFkOfFJHEzYqUIAw31UHq2qSh2Rfme2y1h3te//3QpeZ5OFMzxM5HIS0T7iuuh/3PL8P147XgM/WYaG/Gptpn8O3H62B8ZjNuf+so2p0jHwAZbuyBFsmvW7cOGzduxNKlS6HRaAD4dmj55JNPhnx73J9o9/GXYq5LRZ8ktPoeT89D6QMjeX6sSFTfo4VmX2j1PZK42XSvIOTm5lKpTRqafWG+x1Z7uOlAeXl5UWuTINypGXHLR60OvUuuRO/3L4Oi5mMod1Yi88Rh3FW/HZ76t/FW9TykrrgSZ39vVvjawzDcN8Lbtm1DcnJy3x76/X/W/5ya/vS//pEgxVyXij5JaPU9np6H0gcGg+Z8ZLkuvrYY+qSIJG42khKE/oc40aRNGpp9Yb7HVru8vHzIdKCSkhKUl5dHrU2CcKdmxD0fFQp4zrkQPQ88Ccf6v6Nr9mKAA1a1fIYL/vFrmO64Hu6P3gHcrvC1BxHsG+HhfpaTkzPi9Y8EKea6VPRJQqvv8fQ8lD4wGDTnI8t18bXF0CdFJHGzIiUI/tM7adMmDc2+MN9jq11cXIyqqiqUlpZi4cKFKC0tHTIqISXPw52aIaV85MdPg+LWB9Hzpxfx+dmXo1OhwzjzMWRu+yNUt1wO1b83gTM1RqQNBP9GeLiflZSUjHj9I0GKuS4VfZLQ6ns8PQ+lDwwGzfnIcl18bTH0SRFJ3OyclARFantdnw7Q7HmgU8WjvdEUi3B8H+7cj9LSUmzdujXWoRHlmLkbb//nXfzw8A6c1X2i73HP9LPQe+FKeM84B5CHPqM30FS4wsJCzJw5E62trTh06NCADxl/gUJLniQCNPcxNMN8Fx/meXyQmu9sJCUInZ2dVGqThmZfmO9DMRgMuOSSS4acKh6L8y4AaXke7tQMsfIxknMWxutTsG5tKT5a8zcsOmsDnslbhB6ZEor9X0L7eDm0vyqF6pWnwJlCOx1+8DfCS5cuBQC88847qKmpgd1uR1JSEubOnYslS5YQLVBYHxMfaPWdeR4ffea7+Npi6JMikrjZwvkgqNVqKrVJQ7MvzPehVFRUoL6+fsBj/nUasRhdkJLn/hvxiooKGI1G5OXlBR01EiMfozlnQS7jsHZaMpaMPhc3V0/GnY1X4xrjp7jd/CEKrM2Qb38equ3PwzNlFjyLlsEzZyGgGr5NxcXFfde8rKwMjY2NA35ut9tRUlKCO++8k+gICutj4gOtvjPP46PPfBdfWwx9UkQSNytSgqDT6ajUJg3NvjDfhxLtFpojITXP+9+Ij4QY+RhsMX+ocY5NVeDtpdl46pAWD+65GI8XLsHSnlr82VmN8YeroTj0NRSHvoaQlILec78Pz4Il4MdMBDhuWE3SeREM1sfEB1p9Z57HR5/5Lr62GPqkiCRuNt0rCM3NzVRqk4ZmX5jvQ4l2C82RYJ4H149VMSDjONwwNRn/W5WDRQUavKubiCmZ1+GylVvQdNWt8I6ZCM7eDdX7r0P34I3Q3nstlG+9AK69NaAe6bwIButj4gOtvjPP46PPfBdfWwx9UkQSN1s4n6BIbfHT6QCtngeabkTTomhaffdDYjG/IAh48ZgD9+22oMstQKfgcN/sVKxNaoG6+l0oP/8AXLfF97scB++UWfDMvwieuQsBje/brmB54Xa7qfacVmjPdVphvosP8zw+SM13+d133/1gvIOQKg6HA0qlkjptAOjo6EBWVhYRbZp9IalP0nOAXOzp6elYvHgxLBYLsrKyMG/ePGzatClmBQrL9eD6c+fOxc6dO9HV1dX3eElJCTZt2oT09PSIdDmOw3itBz+fmoZmuxd7O3rxYZML79l0OPPChchYeRW8YycDXi9kpibITU1QfFUN5XuvQtZ4HJArkDp+MpYuW4729vYheUFrrpPWJq3PfBdfG6C/j6HRd5br8dGXWq4n5HQvk8kEj8cDt9sNs9kMALBYLLDZbAB80yi8Xi9cLhfa2toAAF1dXX3ba7a0tIDnedhsNrS3twPw7UrgcDgAfDdk5XA4+nYraG9vh9PpBM/zfdM37HZ7341HW1sbXC4XvF4vjEYjXC4XbDYbLBbft5lmsxlutxsejwcmkwkAYLVaYbVaY9omp9NJrE0AJN+mzs5OatvkcrmIXafs7Gxs3rwZTz31FLZu3YqMjIyYtclsNhPNPT8krpPdbif6furu7kZaWhqqqqqwYsUKzJ8/H1dccQW2bNmC4uLiqNrkcrmgdtvw+FwVXvp+JvI0wNdtvVj8Zivu/F8brNPPgemnv4L5D/+Cc/Xt6CmeBM7thPKLj6B9vBxJt1yKMW89i803XoPtVa/jt7/9LYqLi/vaGKvcC9Qm/89p7Pfa29sl1++F2qaenh5i/V5PTw+xNvlfk1Rf7ofEdbLZbEQ/cy0WC7Hcc7lcxN5Pfkh95nZ3d4d1ncJpU0dHB9H7iLa2NmJ9hP/5oV6ncNrkcDiGtGkk2HSvBEVqQ3anA8zz+DDY98FnvqxevRrbtm2j8gyYWNLdy+OhPVY8dcgOAUBhkhyPnpOGpUXavt/hzC1Q7P4Iis8/hLz+WN/jVsjxkZPDvuRcXHrfBri9XpbrcYD1MfGB+S4+zPP4IDXfE3IkJVb4K1DatElDsy/M98TSHox/HUX/M19WrlwZ8RkwNOfjYO0UpQyPnpOO95frMSNTiUa7Fz/+oAM//aAdjTYPAEDQ56N32dXo2fAU7A8/i9bzV+G404tUeLFS40G5pwl5910D4/q1aH/vDaDXHeilYx47Ldpi6JOEVt+Z5/HRZ76Lry2GPikiiZsVKUFISkqiUps0NPvCfE8s7cEE2s7X4/EM+L9/e99QECsfd+3ahZkzZ6KoqAgzZ87Erl27YqY9mDl6FT66RI/fn52GZAWHt+qdmPd6Kzbu74aH/25gXSgoxq27DmDSzn2Y+98jePioEYe7nchSKbBU3YviF/4C7c0roX6yAvIvPwacjoCvF8vYpa4thj5JRoo9kkNHQ9WOhkT2XMr6zHfxtcXQJ0UkcbNzUoKgUqmo1CYNzb4w3xNLezDDbec7mFC39xUjH3ft2oWVK1f2FVNWqxUrV67EG2+8gfnz50elPRyKU4dArhyjxT1fdOFNgxPlX1rxr0MWFHz2NHqP7kZ+fn5fwfeNpQffWHqw/pARU1M0uCw/DZcWpOOMNED+2ftQfvY+3AJwQKZD7vJSpF2wDEJmDpHYI6H/FMC8vDysX7+e2JS/RO1jojl0dCTtaElUz6Wuz3wXX1sMfVJEEjcbSQmCf/EPbdqkodkX5ntiaQ9muLM9BhPqWR9i5OOaNWuGjPZ4PB6sWbMmau2RGJUkx3MXZOE/389CgUbAERuHj2b8AtWjl6Ly3Q9x6NChIc852O1ExVET5vz3CK4wyvFoSw8+67BDAQGzBAcKtj+LpF9fCe39N0D5+jbITh4FeD7msYfK4CmAr7zySlhT/sIlUfuYYIeORqsdLYnqudT1me/ia4uhT4pI4mYL5xMUqS1+Oh1gnseH/r4H+rZXoVAMKAKkdgZMUVFR3w4o/UlLSyN2Ix2Ia29ci9et2cAF1wIKFdDTDbz7BHTfbIeje2h8gC/2+vp6AIBepcDFeam4JC8VS/IzoMF3Hy18Wga8M86Gd+Y8eKbNBZJTh2gN3vAg2AYH4fwuiXNo4kU8+5jly5ejurp6yOMLFy7E9u3b4xCReITjezi5yRge9nkaH6TmO5vuFQS73U5s7h9JbdLQ7AvzPbG0B1NcXIyqqipUVFTAaDQiLy+vb3cv///DuWkQIx/T09OHLVKi1Q4ndnNTPVD9IvBlFXDpPcDU84DL7oVw/s8w79h2fPvaP/u2qAR8xV5WVlZfkWJ2e/BsfQeere/AhQsLUbXhPii+/h/kez+HrMMMWfVOKKt3QuBk4MdNhWfm2fDOOBv8mAkwNDSGPJUo3GlHw00BDHXKX7gkah8z3ChlqKOSidLHBCOSKXE0f+ZJxfdIoNkXWn2PJG5WpASht7eXSm3S0OwL8z2xtANRXFw85BvySNd2iJGPmzdvHrAmBfCN/mzevDlq7XDouwltqwe2rgGmnQ9cejd6skbji7PW4uLlN0H29l9gqa9FUlISHnnkEVRUVKCmpmaIVmZePrxnngvvmecCggBZUx3ke3dDvvcLyI/ug/zYfsiP7QdeexpCUgpsDgE/EKx4X6fCCYdvxzD/VKLB1zLYtKNAIyPR3lyHS6L2MeXl5aipqRngfUlJCcrLy6PWjhapeB5ubgJ0f+ZJxfdIoNkXWn2PJG5WpAQh0tOe461NGpp9Yb4nljZpxMjH+fPn44033sCaNWtgsViQlpaGzZs3R7Vo3q8dDkNuQg98hGJXM5Y++gqeaZDhHZMMunPuwK/LkrFEY0JxcXFoN64cB75wLPjCsei9+EdAjwPyQ19BsfcLyPfvgczcjHkA5p0xGgBQZ3fhA7MNH7Z1w2I4MSTOcEdGor25DpdEzfdAo5ThjEqeDn1MJKN2NH/mScX3SKDZF1p9jyRuVqQEoa2tDdnZ2dRpk4ZmX5jviaVNGrHycf78+di7dy8R7VAZfqrcQ5hh7UXLWT9BU9ZU/O7rbjyt1uBhdQ9WjikK/8ZVq4N39gJ4Zy8AAHCtzfjdVSsxS+7GBfoUlCSpcX2SGtePyQLgBX/3z+CdfCa8U2bBO+mMsEdGBrcrIyMDGzZsILZOIJHzPdAoZay0o0EqnkcyakfzZ55UfI8Emn2h1fdI4mZFShBSUlKo1CYNzb4w3xNLmzQ052M02oIgwG6348Ybb0RjY6PvwZ1VyFu4AqnX/B5HbTKs/m8Hzs1V4Q/z8qNagC7kFOBDeRr+WFMDGYAz07T4fk4KFmUlY6E+FbqWBshaGqD8yLc4e1t2PlYumIJ3Txqxq8OOkw73iCMj/W+uXS4X1Gp1xPGOBMv3xNIOh0hG7U7XPibe0OxLtPonuz1oc/KYqxd3K+NI4mZFShAUCnL2kNQmDc2+MN8TS5s0NOdjuNqBFv0Oxvjpm1iQp8HlP7sHWxo1+MzkxuI3zfjpBB3um52KPJ08olhLSkpQU1MDHsBXlh58ZenBH2tb8aMrrsCWu38N+eFvfH+O7oO6rQU/ylLjR1m+kZAOyCGfPgeao3vghRt8YQkgH77tNF9T0kgpH6WiHQ6RTImjOR+l4nsk0OxLpPpdLh6P7e3GPw7aMDpZjs9W5UIl52Ic3fBEEjc7JyUIZrOZSm3S0OwL8z2xtElDcz6Gqx1o0W8gTMYWXJbvwZ7Lc3HztGTIOeBftQ7MedWEP3xthb03vDNRAN830CUlJQMeKykpwT3r14MfPw29y38C5x2Pwr7pLTjW/x2uq26CZ/Z8CMmpyIQXaft3Q/3836C7vwxJa5ZD8/CvoHp5C+RfVYOzdAzQpfmakkZK+SgV7XDxj9pt374dW7duHXFaIc35KCXfw4VmX8LV7+UF/OOgDbNfNeGJ/Ta4eWCOXgWHR9wTSCLxhZ2TkqBIba/r0wHmeXwYyXd2bkFoDHcOxmBKS0tx55139nl+zNKLB2qseLvetz1xnlaGe2en4ifjdZDLQv+Wzn+dwlqUzfPgjA2+HcNq90F+dB9krc1Dfy07D95xU8GPnQLv2EngiycAam3IsUkF1sfEB+a7+DDPo0cQBLxT78QDNVYcs/p2j/xergq/OzsNs7IDT/WSmu/0jtWJgM1mQ3JyMnXapKHZF+Z7YmmPRCTnFvSH5nwMV3u4Rb/98c+vd7vdfY+NT1PihQuzsMvowvovLfiqrRe37OrCkwdt2HBWGi4cpQnp9fuvGxku9uEKTk9BMTyLl/t+ydoF+fGDkB8/CNnxg5CfOARZmxGyNiPwxYcA4DurZVQx+DGT4B07GfyYSeBHjwVU0a9VYX1MYmmT5nTqY6QEzb6Eor/H7MYDNRZUG3199bhUOX47Nw3LijTgOPGmePUnEl9YkRIEr9dLpTZpaPaF+Z5Y2iMRybkF/aE5H8PVDrTot7CwEDNmzIDNZhswulFbWzvk+fPz1Hh/uR6v1fXgt3usONjpweXvteP8AjUemJOKM4f55i7U2EMuOFPT4Z31PXhnfc/3f94LWZPhVMFyGMLxg1C2GCBvrIO8sQ7K6h0AAEEmA18wBnzxBPDF4+Etngi+eDygDe/wMdbHJJY2aU6nPkZK0OxLMP1jll5s+MqKN076RrYz1BzuOjMV101KEnX9SSAi8YVN90pQpDZkdzrAPI8Pg33v/237kSNHAs6DXbhwIbZv3y5mmFQQ6pSrkXLd6RGw9ZANj+7thtXt+4i5dIwW981Owfg0ZUSxlZWVobKycsjjpaWl4e8u5nZBVn8M8rojkPn/tNSDE4aup+FzCsAXjYe3cCz40ePAF42DkJ0HyHxLOsWcTsj6mPjAfBcf5nl4GB1e/PGbbjx71A6vAGjkwE1Tk/GrGSlIV4e+/FxqvifkwnmTyQSPxwO32913g2KxWGCz2QD4Dlbyer1wuVxoa2sDAHR1dcFutwPwHcjE8zxaWlrQ3t4OAOjs7ITD4QAANDf75jw7HA50dnYCANrb2+F0OvueBwB2ux1dXV0AfPtDu1wueL1eGI1GmM1m2Gw2WCwWAL4FRW63Gx6PByaTCQBgtVphtVpj2ian0xl1m/xbkg5uE4Co29TY2Ei0TQ0NDWFdp1i0KVbXyWw2xyT3ArXJaDQSa1N1dTWuv/56XHzxxbjmmmtgMBhi+n7yY7PZsG/fPqxatQqVlZWorq4edqFeenp6SG0yGo1E30/Nzc3Ecs9sNoede6NHj8YTTzyBbdu2YevWrUhNTQ3YJj/DXSenzYJfzkjBB+crsXaKFmoZ8PrJHsx7vRXrPjbjqLEzaJuampqGtKm+vj7gtWxpaQnr/dTQ0ACHxwt+/DQYpp0D1w33oH39JjQ98iIc6/+O9svL4FywFN4xk8DLFZC1NkNR8wnUVdugfWI9kn5zNZJuWgbNQ2th+ePdeOUXV6L1w3dxePdnqKysxLJly1BbW0tFXz4490wmE7F+z2QyEWvTyZMnh21TLN5Pfkhcp5aWlpj25YPb1NTURCz3zGZzzO+N/G3yQ+ozt7//sX4/1dfXE72POHnyZF+b6lrMqNhjxaxXjHj6iB0CgCsKgS8vzcHd09Xw2jrDapPfk1jk3uA2mUymIW0aCTaSEgS32w2Visw+0iS1AbLVMM2+kNQn/Q0Ejb4bDAasXLmy7yYC8K1rCHVNSCj09324b9v7E87r05yPUsr1RpsHj3zTjReOOcALgFbO4capScN+yxco9liNpITli8cDWUs9ZA3HIWs4AVnDMd/fXe0Bf93k7MXBbidcuYVY/LPrwBcUQygohpCSDsRgHjjrY8TXBuj9PCWtL6U+Jlxo9cWv38sp8NRhO/66rxudLt9t/PIiDdbPScWk9MhGqwHp5TpbkxIEmYzcQBNJbdLQ7AvzXVztioqKAQUKEN6akHDxfwM0GL1ej8mTJ4e+a9QpaM5HKeV6YbICTyzIwC+nJ6PiKyveNDjx1302PH3EjpunJWPN1GSkqr6LN1DskRyUF4iwfFEowI8e61tU3x9rF+QNx/HPB+6Btq0F01I0mJaqQa5GiVyNEuAtwLN/6ft1ISkVfEER+IJi35/8IvB5oyHo8wBZZGfLkIDWfJRSrocL62PiA62+uLwCnj7qxF/229Ha45ueem6uCr+dm4qzc8gdUhsLIvGFFSlBaG9vR25uLnXapKHZF+a7uNrDFQ3+4eJYM9wOVYsXL46oKKI5H6WY6xPTlXjugizsMbvx0B4rPm5x4eGvu/HkQRtumZ6CG6YkIUkpCxh7JAflBSImvqSmwzttDnZlFKPy/d19D4/WKjE9RYMfLzgbpefOhay5HrJmAzi7FfLa/ZDX7h8gIyiU4HNGQcgrBJ8/GnxeEfi8Qgh5hTEbfQkHWvNRirkeKqyPiQ+0+dLLC3ix1oFHv+1Go903zXlWthLls1NxQYE6bjt2hUMkvrDpXgmK1BY/nQ4wz4cS08XOw9Df90A7QMV6elkiE+oi8Fjl+qctLvz+ays+M/nm/WdrZPjVjGT8YnIytArpf+iGlG+CAK6zDbIWw3dFi7HBN42ss21YbUGbBD5nFPi8URByRoHPK0S9W8Co2WdDSMsUvYA5nWF9u/gwz314eAGvnOjBI99YUdftK06mZihw36xUXExgO2Gp+c6KlCBYrVakpqZSpw2QTTSafSGpT/rNTaPvBoMBK1asgMFg6HuM5JoU/2tG+227H5rzMVzt4W64N27ciG3btg0oXNxud8xyXRAE/LfZhd99bUWNuRcAkKPhcPsZqbhmYlLMi5VYez4432699VZMnz49tCc7HZCZmnw7ixkbITM2QGZshMzUCM5hG/ZpgkoDPicfQk6Br5DJKYCgzwevz/ftPKaMbD68lPJRKtoAvZ+npPXZ5yk5bQ8v4OXjDjy2txvHrb7iZHyqAvfMSsGFWb1IT0uLRahDkFqus+leDAaDGMXFxXjhhRfw+OOPx6RoCPU1Sax3SXSGO1Pmyiuv7NvdB/CdTfKXv/wlZh9kHMfh/FEaLC5Q471GF373lRV7O3px1xcW/HlvN345PRnXTvJNA5Mig/PNv5tNSGh0p85lGeSlIAA2i6+AMTX5ihZjI9wNJ6CzdPimjzXWAY11QyQFjoOQngVBXwDeX7jo88Bn50HQ50NIzwLk7KOfwZAivbyA/xx34LFvu/tGTkpS5Lj9jBT8aJwOChkXXh9DOWwkJUGR2pDd6QDzPD4w32PD8uXLUV1dHdLvLlmyBC+99BKROARBwNv1Tvzxm27s7fCNrGSpZfjl9GT8YkoSUiRarIhBX67buyFrbYastRlcazNkrU3g2oy+/3e0guOHnvfiR5DLIWTm+IqWrFzf39m5ELLzwGflQsjMARSsiOkP62PE53TzvJcX8O9jvuLEYPMVJ+NS5bjjjFSUjtVCIRNneqfUfGc9URBMJhOxhVUktUlDsy/M98TSJg3N+Riu9nCbDgRiuPNnYgHHcThLY8XHK3LwXqMLf/zGij1tvXhwjxWP7+/GmqnJuGFKclgHlPWH5mvaR1IK+JJJ4EsmDf2ZxwOu0+wrWMwtkJlbfAVMm9H3d1d73+OBEDgOQka2r4DJyv3u7+xcCFk54LPyAK0u7JCllOtSguZ8ZL5Hr+3w8PjXUQee2G/rWxA/IU2BO85IweUlgYsTWn2PJG5WpAQhKyuLSm3S0OwL8z2xtElDcz6Gqx1oi9+kpKQBU7386PX6vn+TOHE9KysLHMfhotEa/LBQjY+aXXj02258ZnLj919344n9Nlw3KQlrpiUjTxfeFr40X9OQUCgg6PPh1Q9TdLpd4Dpa+xUvJnDtpr4ihutqh6zDDHSYh+xG5kfQJZ8qYHL6/hYyc8Fn5UDIyoWQnjlkSpmUcl1K0JyPzPfItbtcPP552I7NB21oc/pGPiedKk4uK9FCHmTkhFbfI4mbFSlB4IMMmUtZmzQ0+8J8Tyxt0tDENAtEAAAgAElEQVScj+FqB9rid/Xq1Vi3bt2QxfQ33XQTgMCL7WtqaqLeGKF/7BzH4YJRGpxfoEa10Y1Hv+3GJy0uPL7fhs0Hbbh6vA63zEjB2NTQPs5ovqYxQaWGkDca3rzRQ37kdruhknHgOsyQtfuKF67NdOrfrfAaG8G1m6By2CB32ICG4wFfQpDJIKRn+4qYTF/hwqVnQabP7ytskJQSsx3KJO95EGjOR+Z7+NqtPV5sPmDDPw/bYe31rbaYna3Er2emYFmRBrIQ3hO0+h5J3KxICYLFYhnwjSEt2qSh2Rfme2Jpk4bmfIxEO9CmA4HOJnG7fVsGD7fYPtrDOgPFznEcFuarsTBfja/MbvxlXzfeMjix7agDz9U6sKJYi1/NSMaZ2cF3tqL5mpLGH7uQUwBvTsGAn/UvSPUqBUZrlZg7phDr19yALKG3r5Dh2k2QWTrAdbQCHa3wj3MNviqCSjNgJKZvRCYr11fYZOpD3qUsETynUZ/5Hrr2MUsvNh2w48Vjdjh9s7pwXr4at81MxqL88M45odX3SOJmC+cTFKktfjodYJ7HB+a7+Pg9H26x/cKFC7F9+3bycVh68bd9Nrx03IHeU1/SnZevxrppyfh+oTqkbyVpIp65HtaZR71u39kw7SZwHWZf4XKqgOE6Wn2PO3tGfE0+LRNCZo6viPEv9M/KObXIPwdIShXlvBjWx4hPInguCAK+aHXjif02vFPvhP9me1mRBrfNTMEcfWRbhZNEar5TNZLy5z//GQ899BDKysrw6KOPEn89i8WCNEJ7UZPUJg3NvjDfE0ubNDTnoxi+D7fYPi8vLyrdUGOfkKbEEwsycM+sVGw6YMO2I3Z80uLCJy0uTEpTYO20ZFw5TjfgrJVY+zJ4Tc4tt9yCGTNmxExfTIJ509ISeKG90Wgc+qBSNWQ0ZoC2IAAOG2SnChiuvRWyjlOjMP4RmU4zZJYOwNIB1B0O+NqCWgM+Kw+96VmQ544Cr++/Y1kehNQMQCbt3eBYHxMfSMbe0dWFT7vUeGJ/d9/ZTyoZ8KPxOtw8LRmT0pVR6dPqeyRxU1OkfPnll9i2bRumTZsm2mvK5eEtyJSKNmlo9oX5nljapKE5H8XwPdBi+5KSEpSXl0elG27sBUlyVJydhjvOSMFzR+34x0E7jlg8uPV/XdjwlRW/mJyE6ycnQa+Vx9SXQGtydu/ejTfffJPoWUCkCOZNtAXpAG2O8+1QlpQCjB4b+AleD7iuDnDtRsjazaf+PjUa027yLfh3OiBvPgl580ng4J4hEoJSCSErz1e8ZOf1HXbJZ/vOj0FKmigjMcFgfUx8IBG71c3jhVoHnjzQA8OpDUcy1Byun5yMsilJyNHG5jVp9T2SuKkoUiwWC8rKyrBx40Y88sgjor1ucnIyldqkodkX5ntiaZOG5nwUw/dAi+1jsbtXpLGnq2W4ZUYK1kxLRlVdDzYesOHb9l488k03/rqvG5eX6HDDlCScGSNrAq3J8Y+s0HigaDDfoy1Iw76mcsWpNSo5GHa5rb3bN/LSdmp3sn67lMnajOBsVnDGBsiMDQGfLmi04LPzIeTkn/r71AGYOQUQsvMAlTq8mCOA9THxIZaxH7P0YsshO16sdcDm8U3qKkmR4+ZpyfjxeF3MD6Kl1fdI4qaiSPnVr36FlStX4rzzzhO1SPF/6NKmTRqafWG+J5Y2aWjOR7F8D7TYPlqijV0p41A6Tocrxmqxy+TG3/fbsKPBiRePOfDiMQfOyVHhhilJuGSMFsooDkkLawoUBQTzvbi4GBs3bsSaNWv6pm1s3Lgx5IKUSD6eGo0xqpKRN3v+0J87Hb4Rl7YWyMz9ihdzC2TmZnAOO+SNJ4DGE0Oe6jsvRg8+pwCjNclQjp8CPncUhNxR4HNHAZrAZ8WEuyU362PiQ7Sx84KAj5pdePKADf/X5Op7fEGeClfle3D1zNyg2whHA62+RxK35IuUZ599FidOnMCWLVtEf22SuyfQuDODH5p9Yb4nljZpaM7HSLRJnHkSCeHGPlzcHMdhQZ4aC/LUOGH1YOshG56vdeDzVjc+b3Ujb7cF105OwrWTIpuKQWpNTrwI5rvBYMC6detQX18PwDfDYd26dSFvNx2XXNfowBeWAIUl8Ab6ub3bd16MuRmy1lMHX7Y2+wqYNiNkHb61MtkA8M3ADSL4tEwIuYXg8079yS1EkyDHlTeuw5EToW/Jfbr1MVIh0ti7XDxeOu7APw/bUWvxAAA0cuDKcTrcMCUZ0zOV8Hq9xAoUgF7fI4lb0rt71dbWYsmSJdixY0ffbgPLli3D1KlTh104X1tbK2aIDAaDkRA0NTVh3bp1aGxs7HussLAQGzduxKhRo+IYWXDCjdvhBd5pVeDlFgXqHL5pGApOwPlZXlye58HsND7kZQq0ehYJ69evx44dO4Y8vmTJEmzYsCEOERHG64HK0gF1pxnqLjPUHa1QdbZC3dEKdacZMq8n8NMEAScdbhy1uXDU5sQRmwtpU2bi6jvL4Ynh2TAMcTnYLcOrRgV2muVw8b5rmKPiUZrvwao8D6JcC3/aMtJOYpIuUl544QXcfPPNAxbbeL1ecBwHmUyG5uZmqNXk5oy2tbUhOzubOm2A7DZyNPtCUp/01n20+s5yPT764WqHs8WslHI9rK1x+2kLgoBPWtzYcsiGdxuc4E99Ek5IU2D1pCRcPV6HDPXIc8n9ozj+qQxr167FrFmzQoo9XOLpe7TbTUeT6yON8Inex/Be345kpiZwpkbIjI2QmRph/OoL5Mt4yIcpRISkVPAFReALxoAvKAZfUIQ2bRoyxk8iVrxIqY8JByn0MQ4Pj1dP9ODpI3Z83dbb9/iifDWum5yEZUUaKAKMmND8uSG1z1NJT/datmzZkM7+5ptvxrhx43DbbbdBpSK7xzTJJCOpTRqafWG+J5Y2aWjOx3C1pbS+IpzYw43br81xHBYVqLGoQI1GmwfP1Trwr6O+KRz37bbgoT0WrByjxbWTknBOjmrYw9ZIrMmJF8F8j3ZqWzQFyuAd1AZPoRK9j5HJIejz4dXnA9Pn9j38m7IyvPHqKxiXpMLEZA0mJasxMVmN+cWjMF4jB2e3Ql67H/La/X3PGQ1A0CaBH1UCvvC7P95RJUBqetShSqmPkRLBYv+23Y3njzrw8gkHLG7ftxfpKg5XT9DhuklJGJ8WfNiE5s8NkkQSt6SLlPT0dKSnD3yT6nQ6ZGRkYOrUqcRfv6ura8jr06BNGpp9Yb4nljZpaM7HcLWltL4inNjDjTuQdmGyAvfOSsWdZ6RgR4MT247Y8UGTCy8f78HLx3swIU2Bn07Q4UfjdMjVBV+7kqj5Hu3uXpH6EmgHtbq6ugE7qEnFc79Hh+rqcKjbt5i6pKQEVdv+AXtREbiudsiaT0LWXA9ZswGy5pNAQx3kdivkx/ZDfmz/AD0+NQP86HHgi8b5/h49DnxBEaAIfW6RlPoYKTE49i4Xj1dOOPCvWge+bf9u1GROthLXTU7CZSUDz1sKRzvW0Op7JHFLukiJN0oluUmGJLVJQ7MvzPfE0iYNzfkYrjapM08iIZzYw407mLZCxmF5sRbLi7U42e3Bs0fseOGYA7UWDx6oseKhPVb8oFCDn03Q4YejNQF3BkvUfI92u+lIfQllpEwqno/kkZCRDW9GNrzTvht9sdvtSPa6IWus++5P06m/rZ2QHagBDtT0/b4gV4AfVQy+aDz44onwjpkAfvR4QBt4tzEp9TFSQqlUghcE7DK68a9aO9482QPnqd0V0lW+3QF/NkGHmVnhz9ih+XODJJHELek1KYzIIT2fkzEU5nl8YL7HjsHrK4a7CZWa56HGHQm9vID3G514vtaBnQ1OnDoGAXqNDFeN0+Gq8TrMyBTnpkFqvotBuGuOSBAX3wXBt8NYw3HI6o9D3nDc929T09Bf5TgIeYXwFk8EXzwBfMkkeMdMBLRJ4sYcQ0h6ftziwUvHHfjPcQfqbd/t+7YoX42fTdRheZEWmhBHTRINqfUxrEgJgn+RHm3aANlEo9kXkvqk39y0+s5yPT76LNdjr93a48V/jjvw/FEHjli+291paoYCV43T4YqxOsisrcz3GGoHWpNSUlIyYE3KadXHOB2+URZDLeQnj0JmqIWssQ7coN3GfIXLaNjyi6GeOgvesZPBjx4X0wMqaepjOl08Xqtz4KVjDnxp/m46V2GSHD8ar8NPJ+gwJiU2k4to/tyQVK6DFSlB4XkeMllsTwoVQxsgm2g0+0JSn/QNBK2+s1yPjz7LdXLagiCgxtyLl4478FqdA50u38coB2BhngpXjdfhkmItUlWxbcPp6vtII2WnfR/j6YWs6SRkJ4/6Cpe6w5DVHx9auMgV4IvGwzt+Kvhx0+AdPxVCdl7EO4tJvY/p8Qh4r9GJyuMOvNfohJv3PZ6s4HBJsQY/npCEBXkqyGK8sxrNnxtSy3W2JiUIbrcbGo2GOm3S0OwL8z2xtElDcz4y38lpcxyHs3JUOCtHhYfPTsP/NTrx8gkHdjQ48YnRjU+Mbtz+WRd+UKjBZSVa/LBQgyQluZuWWCFV30faQe20z3WF0jfNq3gCPIuW+R7rdUPWcAL80X1QNxyD7MQRyFoMkNcdhrzuMPB/rwHwHUrJj58G7/hp8E6YDr5kUsgL86Xou9vrOwn+1ToH3jE4YTs1P1PGARcUqPGj8TosK9JA7nVDoyFzhAXNnxskiSRuVqQEwW63E0sEktqkodkX5ntiaZOG5nxkvoujrZJzWFasxbJiLbpcPF48YMZbRhk+M7mx3eDEdoMTOgWHJaM1uLREix+M0kh2vjtNvoulTRpisStV4MdORnuaHllLSn2P9dghP3EYsmMHID9+EPJjByGzdEC251Mo9nwKABCUKvDjpsA7cSa8E2fAO376sIvypeK7h/ctgH+tzoE3DT19I5sAMDtbictKtLisRIeCpO925mu30puPUvE9XCKJm033SlCktvjpdIB5Hh+Y7+LDPB+ZZrsXVSd78HrdwDnwKUoOS0drsLxYiwtHqcMaYWG+x4eE9V0QwJkaIT92APLaA5Ad3Qd588mBv8LJfFPEppzp+zNxJqBLJh7aSJ67vQI+bnHhzZM9eKfeiXYX3/ezqekKXD5Wh8tKtChJZd/Fh4PUcp1dvSB0dnYiIyODOm3S0OwL8z2xtElDcz4y38XX7q9fkCTH2mnJWDstGfU2D6rqevBaXQ++ae/Fyyd68PKJHmjlHC4YpcbyYi2WjtYgPYQT7klCq+8s1yPUP7W43pM3Gp4FS3yPdXf5Dpw8ug/yo3t961wMvj/Y8bKvaBkzAd4ps2ApHA/t7O8NO9ISaxweHh80ubD9ZA92NDhh7f3uO/bxqQqsGqPFZWO1mJox8nQ1mvOR1nyPJG5WpARBrSYzX5G0Nmlo9oX5nljapKE5H5nv4msPp1+UrMAtM1Jwy4wUnLB68JahB9sNPfjS3Iu36514u94JBQcsyFdjWZEGF43WoChZ/I9nWn1nuR5D/ZR0eGcvgHf2At//XT2QHzsI+eFvID/0NWQnDkFedwTyuiPQAxBkMvDjpsIzbS680+eCHzsZkMcud00OL3Y2OvFuvRP/bXahx/tdYTItQ4EVY7RYUazF5HQFuDAWwNOcj7TmeyRxs+leCYrUhuxOB5jn8YH5Lj7M89jQbPfinfoebDc4UW10od/9F6ZmKLBktAYXFWowV6+CXMYx3+ME870frh7Ij+7/rmipOwyO/26qlaBNgnfKLHim+4oWIbcwLHlBEHCg04Pnv27El44k7GnrHfDz2dlKrCjW4pJiLcalse/ZY43Ucp1d4SA0NzejoKCAOm3S0OwL8z2xtElDcz5K2Xf/lrL+ffMHbylLsy/h6BckyXH9lGRcPyUZnS4e79b3YGejEx82uXCw04ODnTb8ea8NmWoZflCoxgyFHJmjvcjSyEcWJxz76aJNGinlY0iotfDOOAveGWf5tNNTfQXL/hooDuyBzNgAxVfVUHxVDQDgc0fBM3MevDPnwTv5zIDntFjcPD5uduGDJic+aHKh0e4FoALQC43cd8ji0iItLhqtQb4uNrlPcz7Smu+RxM1GUhIUqVXDpwPM8/jAfBefaDwP5XC+0x23V8D/TC7saHBiR4MTJ7u/OxWbA3BGlhIXjlLj/FEanK1XQSWX5m5hiQLrY0KHazdBvr8G8gM1UOyvAWfv7vuZoFLDO2UWemecjf1Fc/COMxPvNzmxu9U9YBRRr5Hhe2luXDktB4sLwttcghEdUst1NpISBIfDAZ2OzIIwktqkodkX5ntiaZOG5nyUqu8VFRUDChQAqKurQ0VFRd9ZGDT5MnhU6Pbbb8fkyZOj0lTJOSwu0GBxgQYPny2g1uLBzgYnth/rxLfdcnzT3otv2nvx2F4bkhUcFuSrsbhAjYV5akzJUER8OB1NvoulTZpE62OErFx4Fi2DZ9EyuHgvZMcPQf7tF/B+/Tl0jbVQfPs5FN9+jrMAqJNGQ5k1G179HCjGTcKFhTpcOEqNmVlKHD92DBOKtUTiHi52GrTF0CdFJHGzIiUILpeLWCKQ1CYNzb4w3xNLmzQ056NUfW9paQn4uNFo7Ps3Lb4EGhX64osvsH379piNCnEch4npSkxMV2KJxohRJePwP6MbHzQ58VGzC4e7PH0jLgCQpZZhQb4KC/PUWJivxsS00BcU0+K7mNqkSdQ+psHmwS6jGx8bR+FTfhkaxy9B3uhOXNSxF0s7vsFFnfsw0/7/7Z15eBRltoffTnf2QDoESFhjDDuyiCiLAuICqDiAqIDjFRGCGzIuOCwThxmMgwgGR0VlcdQZkAGuEFAUnCvIJI6i4oYKCoIBgYQkpBOy9nr/iN1DSAik6a8q1Zz3efJAqiu/Ot+vTlfX6W+pw/QsO8ycQxtx/9Qc16UDcHIVrqa9lcR7rrE3Zm0t9FXhT9xB2YeWl5eH0+nEbreTn58PQHFxMaWlpUD1h6HL5aKqqoqCggIAbDYbZWVlQPWHqNvtJjIyksLCQqB66bTy8nKgelwdVFeFRUVFABQWFlJZWYnb7fZ9CJeVlWGz2QAoKCigqqoKl8tFbm4ucXFxlJaWUlxcDEB+fj52ux2n00leXh4AJSUllJSUBLRNlZWV590m7wfe6W0CzrtNISEhStvk3f9cz1Mg2hSo8xQXFxeQ3KurTdHR0cra5I0tELlXV5u8qDhPUVFRSt9PYWFhynIvLi5O2TXCiz+517x5c+rCarX62mQ2mxt0nhrSplPbcL6594c//KFWr9ChQ4eYN2+esvdTcX4e17QOY26vCDYPtvDd7YksuDSMsUlhtI4KobDKzcafK5nxSTH9Nhyny5pc7th6jBe/LuKL/CoOHzl6xjY1bdpU2XWvadOmyj6fKisr6z1P59smL+dynvbs2UNqairDhg1jypQp/Pjjj/W2KTw8PKDX8tPbZDablX0+xcXFUVRURGlZGXuKHCzeeYSpO07Qfc0xeqzL476sIlbvL+eXMhfNwk30Toqj9y2jaDMjDdvTb1AxYyElA4fjimtOiK2A0O1vE5kxk6hpo0nasBzz5/+m4MgvSj5zw8LCApJ7dZ0n7/FU3Ud4tVW8n7x/H4jcO71NTZo0qdWmsyFzUuqhsLCQ+Ph4w2mD2nGFRvZFpb7qsZxG9V1yXR/9xprr5zInxSi+jBw5kuzs7FrbBw0axNtvvx2QY5zK2Xz3eDwcKHGRlVtF1rEqsnKrOF7hrrFPtMXE5S3D6NcyjP4tw+jTIozYsOrvK43iu5bacO757s98KyNeY0odbr4scJCVY2N3qYWdx+2cqKqZZ7FhJvq3DGNQq3CGtI6ge33DED0eQnL2YfnyI8xffIT50P7/vhQWgbNXf1yXD8HZqx9EBKYHwcj52Fiv7WfDn7hluFc9REdHG1JbNUb2RXwPLm3VGDkfG6vvSUlJZGZmkp6eTm5uLomJibVW9zKKL61atapze2JiYsCO0RBMJhMpsRZSYi3c3Tkaj8fDj8VOdh6383GenU/yqjh40sWHR6v48GhV9d8AnWIt9GkRRk+rmf4eO93jQs9rMn5dq7clJCQEqJW1aSy5fi7zrU6nsV9jXG4P+0qcfHbczq58O5/l29ljc+L2fb3tBKBVVAgDEsIZkBDGgIRwujVkbpTJhPuiTtgv6gRjJmE6fhTblvUkHvwO84E9hH72IaGffYgnNAxXz344+l+Lq/eAOlcKO1eMco3RQ18V/sQtRUo9eLsDjaatGiP7Ir4Hl7ZqjJyPjdn3pKSkM960gXF8SUtL4/PPP6/1zXlaWlrAjnE+mEwmOltD6WwN5a5O1TcIeeUuPjluZ+fxKnbm2dl9wsEPxU5+KHayGoAywkKgR7NQesWH0aNZKD3jQ+kWF0qk5ew3nXX1Jnz++eesX7+e5ORkJe1sLLl+LvOtTqcxXWMcbg8/2Jx8XWjn60IHXxc62H3CQbmz5oAbs6l6hbnLmodyecvqwiQpxtyghynWh6dla44PGE7sXdMwFeRi+TwLy2c7MO//FsuuLCy7svBEROLscxXO/tfi6t4XLA27nTXKNUYPfVX4E7cUKfWQl5d3xm/KGrO2aozsi/geXNqqMXI+iu/qtevqFZo6dWqjXko5IcrMqIsiGXVR9cpJVS4P351wsKvATvahYvaUWfix2MmuAkeNB+mFmKp7XHo2C6VHs1C6xoXSxWqhTXTNm9Mz9SY88cQTrFy5UkmbGkuu+9Ozpsc1xuPxkF/p5vsix6/P43HwfZGD74ocVLlqa7SNNnNZi1D6Ng+jb8swesWHEmUJ+bWnLE5Z7ACe5ok4RtyGY8RtmE7kY/n0QyyffID54F5C//MvQv/zLzwxTXFePgTHgOtxd+oB51AsGeUao4e+KvyJW+akBCmNba3rCwHxXB/Ed+0Rz/VBK99tVW6+LnTwzYnqnpbdhQ5+LHbWeJaFl6ahJjpbLXSxhtIlLpQ3n/0z323fDLZc8Px3noKqeTpaoHJOikrcHg9Hy1zsL3Gyr9jJj8VO9hQ52FPkpPC0OSReLm5ipld8dSHSK766F03Vw0Pr42yem/J+wfLJNkI/+YCQozm+7e4WrXFcOQznVcPxtDDejbzeNLZru/Sk1ENZWZmysX8qtVVjZF/E9+DSVo2R81F8115bC32VeGO3hocwpHU4Q1r/d8x/hdPDnqLq4T+7TzjYY3Ow99eb3c/yHXyW/2uvy6CHq3+cdig4BMd/hoJDlLaNI+tYFUlNzLSOMmMJCdwDKBuL5+cy3+p0zjd2byGSU+ri55NOfj7p4qdfi5KfSpy1hmp5aRpmopu1ehhf1zgLXeNCuSQuFGv4uS/6qqfvnoS2OEbdheM3/0PI4Z+wfPIBlv/8i5D8o4Rnvk545uu4OvXEcdVwnFdcDZE145RrjPb4E7cUKfXgcDjOvlMj1FaNkX0R34NLWzVGzkfxXXttLfRVUl/skRYTfVpUrwZ2KvkVLvbYnOwtqi5cvskr46tfTuCKiYfEDtU/wJfAzVuql0s1m6BNtJn2MWaSmlhoH2OmbXR18ZIYZaZVlJnYMNM5z3FoTJ6fbb7V6Zwt9lKHm2PlLo6WuThS5uJouZsjZU4OlbrIOeniUKkTe92dIgDEh0GnuDA6xlro2NRCl7hQutYxTM8fGoXvJhPu9h2wt++A/dYpmL//Ekv2Fiy7sjD/+A3mH7/Bs/J5nH0H4xgyEnfnnmAyyTVGB/yJW4qUevCu2280bdUY2RfxPbi0VWPkfBTftdfWQl8l/sTeItJMi0gzg1t5e13iyMlxMfcvfyGnzEN42070GXELBSExvpvqY+VuDpW6OFTqIjvXXqdulMVEYmQIraLNJESaiY8Iobnvx+z7f1x4CLFNYs+j1dpS5fJgq3Jjs7uxVbkprAqn4HgZxyvcHK9wUVBZ/W9+hZvcChfF9rOPyG8ZGUJSjJmLmlhIirFwcVMzHWND6RhraVDPSENpdLkeYsZ1SV9cl/SlqqIMy2c7CM3eivmHr33zV9yJ7XAMuYm4q4ajaq6DXGPqxp+4pUiph4KCgjM+eKwxa6vGyL6I78GlrRoj56P4rr22FvoqCVTsSUlJvL50SR3aLQCodHo4UlZdsOSUusg56eRIuYtjZS5yK9wcK3NR6vRw4KSLAyfrmMldB+FmiA0LITYshKahJmLDQogONRFpMRFtqf43yhxCVKiJCLOJsBAIDTFh8f5rAsuvv3vxeMADHCs0szesArenegUsu8uDww12t4eqX/9f6fJQ7vRQ5vBQ5nRT5vj1d6eHk/ZfixK754zDr+prV+soM62jzbSJMtMmuvr/baOri5L2MWaiQ89ciBj5vXReREbjHHwjzsE3Yjp+lNB/v4sl6z1Ccg8TvuYVwv53Ba4+V+IYMhJX98sgJHDFnFxj6safuKVIqYcmTZoYUls1RvZFfA8ubdUYOR/Fd+21tdBXiVa+R1j++zyXM1Fid5Nb7uJYuYvjFW4KKt0UVLp+/ddNYaWb/EoXtioPxXY3VS5+7Y2oZ+yT34TDnhMBUTKbwBoWgjXcVP1vKCREh9IysrpnqGWkmZaRIbSIMJMQFUJ8eMh5Dcsy8nspUHhatsZ+6xTsY+7G/PVOHFvWEfPDV1g+24Hlsx3Y41rgGTYWx+AbIabpeR9PrjF140/cUqTUg6WB6243Fm3VGNkX8T24tFVj5HwU37XX1kJfJY3J96ZhITQNC6GTNfSs+zqdTuyEUGyvLlhK7G6Kf+21qP5xU+70UOH87zanu7pXxOH24PTg+93b0eEtC0xAeVkp0TExhABhZhOhIRBuNhEWUv3/sBATYWYTMaHVvTZRFhPRoSHEhFb/PyY0BGuYCWt4CDGWmnNtXC4XZrO61bMa0znVHbOFA/FtGb1uB1XHfmFi+2bc074ZyeTDmlcIW/83nP2vxXHtKNzJXfw+jFxj6safuI3ZUo3Iz89X9uRgldqqMYYXawUAACAASURBVLIv4ntwaavGyPkovmuvrYW+Sozqe0FBAYmJiURZoFVU4G/49+07QceO8QHXBWPnoxFz/dTn+Mz/MY8FP+ZxQ0JT/jzgEno7ygnNeo/QrPdwXdwVx7WjcfYbCqENewihkc+pSvyJW92MqiBAZRIYMcG8GNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR9+Ivh87dqzG725gc14JjxSaKXtmJfYRt+OJisF8YA8Ry+cT9eg4QjPfwFRSdM7HMPI5VYk/cUuRUg+lpaWG1FaNkX0R34NLWzVGzkfxXXttLfRVYlTfxXN99I3o+5meeJ6YmIgnoS32CQ9Q9tz/UnnP47japxBSUkT4hteIevR2wl99hpBfDtb596di5HOqEn/iliKlHlyuc1tVpLFpq8bIvojvwaWtGiPno/iuvbYW+ioxqu/iuT76RvQ9LS2N5OTkGtuSk5NJS0v774bwCJxDbqJi3goqZi3G2XsAJoeD0H+/S9QfJhGx8HHM3+ysXv6tDhr7Oc3JySE1NZWRI0eSmppKTk5OgCKrH3/iljkp9RAbq27tdZXaqjGyL+J7cGmrxsj5KL5rr62FvkqM6rt4ro++EX1PSkoiMzOT9PR0cnNzSUxMJC0tjaSkpNo7m0y4ul6Kq+ulmHIPE/r+W4RmbcHy7WdYvv0MV9uLcYy8o/qJ9ub/3k435nOak5PD6NGjffNyAD7//HMyMzPr9iCA+BO39KTUQ35+viG1VWNkX8T34NJWjZHzUXzXXlsLfZUY1XfxXB99o/qelJTEX/7yF95++22WL19+TjfnnsR22O96mLLFa6m6fSpuazzmXw4Q8Uo6Ub+/k9D/2wBVlUDjPqenLhzg5eDBg6Snp59vWGfFn7iDskjJy8urXpLQbveZUlxc7BsPl5ubi8vloqqqioKCAgBsNhtlZWVA9cQqt9tNREQEhYWFABQVFVFeXg7A0aNHASgvL6eoqHoyVWFhIZWVlbjdbt/ErLKyMmw2G1C9+khVVRUul4vc3FxiY2MpLS2luLgYqD55drsdp9NJXl4eACUlJZSUlAS0TZWVlefdJu/yiae3CTjvNoWEhChtk8fjadB5CkSbAnWeYmNjA5J7dbUpKipKWZvsdnvAcq+uNnlRcZ4iIyOVvp/CwsKU5V5sbKyya4SXQOReXW3yLlWp4v10ahtUvJ9cLpdhruWntykmJkbZdS8mJkZZm+x2e4PPU0Pa5EXFeQoPDw/otfz0NlksFmW5FxsbG/B7I2+bvKj6zA0LC2vQefK1KaYpuf2HcyL9NSomzcDevBUhBbmE/+OvRD46jtBN/4DSEqX3EQ6Hw+/cO33hAC+HDx+msrLS9/fnep4a0qbo6OhabTobJpvN1rDHn15AOJ1OZetRq9QG2LdvHx07dlSibWRfVOqr9ByM67vkuj76kuvaa6vWF9+11wa5xuihbZhcd7sw78om7J1VmH/+EQBPeCSO68Zgv+F2aGI9/2OcxvnEnpqayrp162ptv+2221i+fHmjy/Wg7EkJFKd+82YkbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3wHQsy4Lh9CxZ+WUvH7Z3F264OpqoKwzW8S/dh4wtYshRJbYI71K+cT+zktHKAIf+KWnpQgRfW3EEJtxHN9EN+1RzzXB/FdH8R37TGy5yH7vyNs49+xfLMTAE9YBI5rR+G4YRye2GY6R1c9ef5MCwc0Nt+lJ6UevGPpjKatGiP7Ir4Hl7ZqjJyP4rv22lroq8Sovovn+uiL73Vja9mOyscWUD73lerli+2VhL23hqgZEwhb/VKDHgxZF+cbe1JSEsuXL2/QwgGBwJ+4pUgRBEEQBEEQhADivrgLlY/Mp/xPS3FeeiUmexVhW9ZWFytvvQplJ/UOsdEjRUo9NG3a1JDaqjGyL+J7cGmrxsj5KL5rr62FvkqM6rt4ro+++H5u2u7kzlQ+/BTl85ZX96xUVRK26R9EP34HoZvf9C1d7K++UfAnbilS6sG7jJrRtFVjZF/E9+DSVo2R81F8115bC32VGNV38VwfffG9YdrupI7VPStpL+Lq0gtT2UnC1y4j6vE7qp+z4nScl35jx5+4pUiph/j4eENqq8bIvojvwaWtGiPno/iuvbYW+ioxqu/iuT764rt/2u6Ol1Ax6zkqHl+EK7kzIcUnCP/HX4ma+T9YPv4A3O7z0m+s+BO3FCn14D5LojRWbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdH36i+5+TkcO+99zJy5EhSU1PJyckJqP45+WIy4bqkLxVzX6HioSdxtb6IkIJcIl55ksh59xOy96vz02+E+BO3FCn1cC5Pw2yM2qoxsi/ie3Bpq8bI+Si+a6+thb5KjOq7eK6PvhF9z8nJYfTo0bz11ltkZ2ezbt06Ro8eHdBCpUG+mEy4+g6i4qlXqbzncdzWeMwHfyBq/sNEPPcHTEdrx2VE38G/uKVIqYcWLVoYUls1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10Tei7+np6Rw8eLDGtoMHD5Kenh6wY/jlS4gZ55CbKH9mJVVjJuEJj8Dy5UdE/WESYX9/rsayxUb0HfyLW4qUepBvIOrGyL6I78GlrRoj56P4rr22FvoqMarv4rk++kb0/dixY3Vuz83NDdgxzsuX8EgcoydS/swqHFffDB4I+yCTqMd/S+i7/wSnw5C+g/SkBByz2WxIbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdH34i+t2rVqs7tiYmJATtGIHzxWOOpmvQYFemv4uzVH1NlOeFrXiHqD/cQueeLAESpPf74IkVKPcTExBhSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRN6LvaWlpJCcn19iWnJxMWlpawI4RSF/cbZOpfPRpKh5dgDuxHSG5h2n28p+JyJiFKfdwwI6jBf74IkVKPQSy+09LbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdH34i+JyUlkZmZyciRIxk0aBC33XYbmZmZJCUlBewYKnxx9epH+VN/o2r8/bjDI7F8/QlRcyYRtuYVqCgL+PFU4I8vJpvN5lEQS1DgcrmUdWeq1AbYt28fHTt2VKJtZF9U6qv0HIzru+S6PvqS69prq9YX37XXBrnG6KEtuX5m3CfyidzwGpas9zB5PLhjm2G/40Gc/a4Bk+m8tBtbrktPSj04nU5DaqvGyL6I78GlrRoj56P4rr22FvoqMarv4rk++uK79toAjuimVE3+PRVzX8aV0o2Q4hNEvPwkEQtnYMr9Remxzwd/fAnKIiUvLw+n04ndbic/Px+oXlWgtLQUqO5ycrlcVFVVUVBQAIDNZqOsrLrL7NixY7jdboqKiigsLASgqKiI8vJyAI4ePQpAeXk5RUXVy8IVFhZSWVmJ2+32rR5RVlaGzWYDoKCggKqqKlwuF7m5uZw8eZLS0lLfagf5+fnY7XacTid5eXkAlJSUUFJSEtA2VVZWnnebvMc/vU3AebepoKBAaZuOHz/eoPMUiDYF6jydPHkyILlXV5tsNpshcq+uNnlRcZ5sNpvSNp04cUJZ7p08eVLZefISiNyrq03e46vIvfz8/IBey09vU15enmGu5ae3qbi4WNl1r7i4WLdrxPm2yYuK83TixAmlbSosLFSWeydPnlR2nryo+sw9ceJEg85TQ9p0/PhxTe4jKlonc/i+P1E5aQbuqBgs3+0i6g+TqPr787irKv1qk9eTQOTe6W0qLi6u1aazIcO9ghTVXaVCbcRzfRDftUc81wfxXR/Ed+0RzxtIiY3wNa8Qmr0FAHfL1lTd9TCuHlc0SKax+R6UPSmBwltBGk1bNUb2RXwPLm3VGDkfxXfttbXQV4lRfRfP9dEX37XXPqN+UytVqbMon/M8rjYXEXL8KJGLfk/4S3/GVHxCaTznij++SJFSD6GhoYbUVo2RfRHfg0tbNUbOR/Fde20t9FViVN/Fc330xXfttc+m7+7ck4p5K6i6/V48YRGE7txO1Oy7sWRvBY++A6f88UWKlHqIjo42pLZqjOyL+B5c2qoxcj6K79pra6GvEqP6Lp7roy++a699TvoWC46bJlD+l9dwXnI5prISIpbPJ+LZ32Mq0G/ZaH98kSKlHryTh4ymrRoj+yK+B5e2aoycj+K79tpa6KvEqL6L5/roi+/aazdE39OiFZUznqEydRae6CZYdn9G1Jy7CX3/LXC7zi4QYPzxRYqUekhISDCktmqM7Iv4HlzaqjFyPorv2mtroa8So/ounuujL75rr91gfZMJ51UjKJ//Bo4rhmKqqiR81QtEpj+EyVaoLsg68McXKVLq4dSlB42krRoj+yK+B5e2aoycj+K79tpa6KvEqL6L5/roi+/aa/ur74ltRtWDc6n4XTpua3NwVOGJiVUQ3ZnxJ24pUurBuza40bRVY2RfxPfg0laNkfNRfNdeWwt9lRjVd/FcH33xXXvt89V39bmK8vmvUzntz2CxBDCqs+NP3NpGaDDi4+MNqa0aI/sivgeXtmqMnI/iu/baWuirxKi+i+f66Ivv2msHRD8qBk9UTGCCaQD+xC09KfXgfRKn0bRVY2RfxPfg0laNkfNRfNdeWwt9lRjVd/FcH33xXXttLfRV4U/cUqTUQ3h4uCG1VWNkX8T34NJWjZHzUXzXXlsLfZUY1XfxXB998f3M2jk5OaSmpjJy5EhSU1PJyckJqL4R8SduGe5VD1FRUYbUVo2RfRHfg0tbNUbOR/Fde20t9FViVN/Fc330xfe6yc/PZ/To0Rw8eNC37fPPPyczM5OkpKTz1jeq7/7E3ah7UjIyMhg6dCjt2rUjJSWFcePG8f3332t2/KNHjxpSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRF9/rZs6cOTUKFICDBw+Snp4eEH2j+u5P3I26SMnOzmby5Mls3bqVTZs2YbFYGD16tGbj8Vq3bm1IbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3yvm+Li4jq35+YG5mnvRvXdn7gbdZGyfv167rzzTrp160b37t1ZunQpBQUFfPLJJ5ocv7y83JDaqjGyL+J7cGmrxsj5KL5rr62FvkqM6rt4ro+++F43LVq0qHN7YmJiQPSN6rs/cTfqIuV0SktLcbvdWK1WTY5XVVVlSG3VGNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR198r5tHHnmE5OTkGtuSk5NJS0sLiL5RffcnbkNNnJ81axY9evTgiiuu0OR4cXFxhtRWjZF9Ed+DS1s1Rs5H8V17bS30VWJU38VzffTF97rp2bMnmZmZpKenk5ubS2JiImlpaQGZNA/G9d2fuE02m82jIJaAM2fOHNavX8+WLVu46KKLzrjfvn37tAtKEARBEARBEIQG07Fjx3pfN0SRMnv2bNavX8/bb79Np06dNDtuZWUlERERhtOG6mLtbCffX4zsi0p9lZ6DcX2XXNdHX3Jde23V+uK79tog1xg9tCXX9dFvbLne6Id7zZw5kw0bNmheoACEhYUZUls1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10RfftdfWQl8V/sTdqCfOz5gxgzfffJPly5djtVrJy8sjLy+P0tJSTY6fl5dnSG3VGNkX8T24tFVj5HwU37XX1kJfJUb1XTzXR198115bC31V+BN3ox7udaZVvGbOnMns2bM1jsZYqO4qFWojnuuD+K494rk+iO/6IL5rj3iuD43N90bdk2Kz2er80apAKSsrM6S2aozsi/geXNqqMXI+iu/aa2uhrxKj+i6e66MvvmuvrYW+KvyJu1EXKXrjcDgMqa0aI/sivgeXtmqMnI/iu/baWuirxKi+i+f66Ivv2mtroa8Kf+KWIqUeVD40UqsHUqrAyL6I78GlrRoj56P4rr22FvoqMarv4rk++uK79tpa6KvCn7ilSKmHgoICQ2qrxsi+iO/Bpa0aI+ej+K69thb6KjGq7+K5Pvriu/baWuirwp+4pUiphyZNmhhSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRF9+119ZCXxX+xC1FSj1YLOoeI6NSWzVG9kV8Dy5t1Rg5H8V37bW10FeJUX0Xz/XRF9+119ZCXxX+xC1FSj3k5+cbUls1RvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10RfftdfWQl8V/sQtRUo9JCYmGlJbNUb2RXwPLm3VGDkfxXfttbXQV4lRfRfP9dEX37XX1kJfFf7ELUVKPah8sr1KbdUY2RfxPbi0VWPkfBTftdfWQl8lRvVdPNdHX3zXXlsLfVX4E7cUKfXgcrkMqa0aI/sivgeXtmqMnI/iu/baWuirxKi+i+f66Ivv2mtroa8Kf+KWIqUeYmNjDamtGiP7Ir4Hl7ZqjJyP4rv22lroq8Sovovn+uiL79pra6GvCn/iliKlHow8sUolRvZFfA8ubdUYOR/Fd+21tdBXiVF9F8/10RfftdfWQl8VMnE+wBi50laJkX0R34NLWzVGzkfxXXttLfRVYlTfxXN99MV37bW10FeF9KT8Sl5eHk6nE7vd7qvciouLfZN2cnNzcblcVFVV+Z6AabPZKCsrA+DYsWO43W4cDgeFhYUAFBUVUV5eDsDRo0cBKC8vp6ioCIDCwkIqKytxu90cO3YMgLKyMmw2G1D9pM2qqipcLhe5ubmEhIRQWlpKcXExUF1h2u12nE4neXl5AJSUlFBSUhLQNlVWVp53m7zHPL1NwHm36VR9FW0qLi5u0HkKRJsCdZ5CQkICknt1tcnlcilrU35+fsByr642eVFxnpxOp9L3U2VlpbLcCwkJUXaN8BKI3KurTd5jqHg/naqv4v1UVFRkmGv56W3yeDzKrnsej0dZm079/FDxfvKi4jxVVVUF9Fp+epvKy8uV5V5ISEjA7428bfKi6jO3srKyQeepIW2y2WxK7yMKCwuVXSO8f3+u56khbXK73bXadDZMNpvNc9a9LlDy8vJISEgwnDbAvn376NixoxJtI/uiUl+l52Bc3yXX9dGXXNdeW7W++K69Nsg1Rg9tyXV99BtbrgdlT0qgUJlkKrVVY2RfxPfg0laNkfNRfNdeWwt9lRjVd/FcH33xXXttLfRV4U/c0pMiCIIgCIIgCEKjQnpSBEEQBEEQBEFoVEiRIgiCIAiCIAhCo0KKFEEQBEEQBEEQGhVSpAiCIAiCIAiC0KiQIkUQBEEQBEEQhEaFFClBQkZGBkOHDqVdu3akpKQwbtw4vv/+e73DuqDIyMjAarXy+OOP6x1K0JObm8t9991HSkoKCQkJ9OvXj+zsbL3DCmpcLhfp6en07NmThIQEevbsSXp6Ok6nU+/QgoqPPvqI8ePH07VrV6xWK6tWrarxusfjYf78+XTp0oXExERuuukm9uzZo1O0wUF9njscDubOncvAgQNp3bo1nTt3ZsqUKRw+fFjHiIODs+X6qTz88MNYrVZeeOEFDSMMTs7F9/3793PnnXfSvn17WrVqxeDBg/nhhx80j1WKlCAhOzubyZMns3XrVjZt2oTFYmH06NG+p4kKavnss894/fXX6d69u96hBD02m43hw4fj8XhYu3YtO3fu5JlnnqFFixZ6hxbUPPfcc6xYsYIFCxbw6aef8vTTT7N8+XIyMjL0Di2oKCsro1u3bjz99NNERkbWev2vf/0rS5YsYcGCBWzbto0WLVowZswYTp48qUO0wUF9npeXl/P1118zY8YMduzYwZtvvsmRI0e49dZbpUA/T86W6142btzIrl27aNWqlYbRBS9n8/3nn39m+PDhJCUlsWnTJj7++GPS0tKIjo7WPFZ5TkqQUlpaSvv27Vm1ahU33HCD3uEENcXFxQwZMoTnn3+eBQsW0K1bNxYuXKh3WEHLvHnz+Oijj9i6daveoVxQjBs3jri4OF555RXftvvuu4+ioiLWrFmjY2TBS5s2bXjmmWf47W9/C1T3onTp0oXU1FRmzJgBQEVFBR07duTJJ59k0qRJeoYbFJzueV3s3buX/v3789FHH8kXUwHiTL4fOnSI4cOHk5mZya233srUqVN56KGHdIoy+KjL9ylTpmAymVi+fLmOkVUjPSlBSmlpKW63G6vVqncoQc/DDz/MqFGjGDx4sN6hXBBs3ryZyy67jEmTJtGhQweuuuoqli1bhscj37eopH///mRnZ/Pjjz8C1TdqWVlZXH/99TpHduGQk5NDXl4e11xzjW9bZGQkAwcOZOfOnTpGdmHh7bWSz1e1OJ1OpkyZwowZM+jcubPe4VwQuN1utmzZQufOnRk7diwpKSkMHTqU9evX6xKPRZejCsqZNWsWPXr04IorrtA7lKDmjTfe4MCBAyxbtkzvUC4Yfv75Z1599VUeeOABHn74YXbv3s3MmTMBmDp1qs7RBS8PP/wwpaWl9OvXD7PZjNPpZMaMGUyZMkXv0C4Y8vLyAGoNbWzRogXHjh3TI6QLDrvdTlpaGiNGjKBNmzZ6hxPUzJ8/n2bNmjF58mS9Q7lgyM/Pp7S0lIyMDObMmcPcuXP597//TWpqKtHR0QwfPlzTeKRICULmzJnDJ598wpYtWzCbzXqHE7Ts27ePefPmsWXLFkJDQ/UO54LB7XZz6aWXMnfuXAB69erFgQMHWLFihRQpClm/fj3//Oc/WbFiBV26dGH37t3MmjWL9u3bc9ddd+kdniAox+l0MnXqVIqLi1m9erXe4QQ1WVlZvPnmm2RlZekdygWF2+0G4MYbb2TatGkA9OzZk6+++orly5drXqTIcK8gY/bs2bz11lts2rSJiy66SO9wgppPP/2UwsJC+vfvT3x8PPHx8Xz00UesWLGC+Ph4qqqq9A4xKElISKjV9d+pUyd++eUXnSK6MPjjH//ItGnTGDt2LN27d2f8+PE8+OCDLF68WO/QLhgSEhKA6m87TyU/P5+WLVvqEdIFg9PpZPLkyXz33Xds3LiRZs2a6R1SUJOdnU1ubi6dO3f2fb4ePnyYuXPn0q1bN73DC1ri4+OxWCyN5jNWelKCiJkzZ7JhwwbefvttOnXqpHc4Qc9NN93EpZdeWmPbgw8+SEpKCo8++ihhYWE6RRbc9O/fn/3799fYtn//ftq1a6dTRBcG5eXltXpmzWaz75s3QT1JSUkkJCSwfft2+vTpA0BlZSUff/wx8+bN0zm64MXhcHDPPfewZ88e3nnnHV+xKKhjypQpjBo1qsa2sWPHMnbsWCZOnKhTVMFPWFgYffr0Yd++fTW26/UZK0VKkDBjxgzWrFnDypUrsVqtvrHL0dHRxMTE6BxdcGK1WmtNnIyKiiIuLk6+6VHIAw88wLBhw1i0aBG33HIL33zzDcuWLeOJJ57QO7SgZsSIETz33HMkJSXRpUsXvvnmG5YsWcL48eP1Di2oKC0t5cCBA0D10ItffvmFb775hri4ONq1a8f9999PRkYGHTt2pEOHDixatIjo6GhuvfVWnSM3LvV53qpVKyZOnMiXX37J6tWrMZlMvs/Xpk2b1rt0rlA/Z8v10+deWSwWEhIS6Nixox7hBg1n83369OlMmjSJgQMHMnjwYLKysli/fn29z7FRhSxBHCScaZWRmTNnMnv2bI2juXC56aabZAliDdi6dSvz5s1j//79tG3bltTUVO69915MJpPeoQUtJ0+e5KmnnuKdd96hoKCAhIQExo4dy+9//3siIiL0Di9oyMrK4uabb661fcKECbz88st4PB6efvppXn/9dWw2G5dddhmLFi2SL0bOg/o8nzVrFr169arz75YsWVLvUsVC/Zwt10+nR48esgRxADgX31etWkVGRgZHjhzh4osv5tFHH9XlixApUgRBEARBEARBaFTIxHlBEARBEARBEBoVUqQIgiAIgiAIgtCokCJFEARBEARBEIRGhRQpgiAIgiAIgiA0KqRIEQRBEARBEAShUSFFiiAIgiAIgiAIjQopUgRBEISgoUePHtx///0B13388ce54YYbAq5rZCZOnMjdd9+tdxiCIAQpUqQIgnBBs3fvXu655x569uxJQkICXbp04cYbb2T+/Pl6h6Y55eXlzJ8/n6ysrAb9ndvtZu3atYwZM4aUlBSaN29OSkoKo0aNYsWKFVRUVCiKWBtycnJ44403ePTRR/UORXP27t3L/PnzycnJqfXaI488wsaNG9m9e7cOkQmCEOxIkSIIwgXLp59+ypAhQ9i1axd33HEHCxcuZNKkScTGxvLcc8/pHZ7mVFRUsGDBArKzs8/5byorKxk/fjxTp06lvLycBx98kOeee45HHnmE6OhoZs2axQMPPKAwavW88sorJCQkcN111+kdiub88MMPLFiwgEOHDtV6rXfv3lx66aW88MILOkQmCEKwY9E7AEEQBL1YtGgRUVFRbN++nWbNmtV47fjx4zpFZSzS0tJ4//33mT9/fq1hVtOmTSMnJ4d33323Xg2Xy4XT6SQ8PFxlqH7hcDhYu3Ytd9xxByaTSfPj2+12QkJCsFga58f1mDFjmD9/PiUlJTRt2lTvcARBCCKkJ0UQhAuWgwcP0qVLl1oFCkDLli1rbdu2bRs33ngjbdq0oU2bNowdO5Zvvvmm1n6ZmZn069ePhIQEBgwYwKZNm7j//vvp0aOHb5+cnBysViuLFy9mxYoV9OrVi1atWjFq1CgOHTqEx+Ph2WefpXv37iQmJjJ+/HgKCwv9iun+++8nISGBo0ePcscdd9CmTRtSUlJIS0vD5XL54klJSQFgwYIFWK1WrFZrvfM7jhw5wuuvv8511113xv2SkpJqvHZqu5ctW0afPn1o2bIln376KQAvvPACI0aM4OKLLyYhIYGBAwfy97//vZaux+Nh4cKFdOvWjVatWjFy5Ej27NlTZwzFxcXMmTOHSy65hBYtWtCrVy+eeeYZX9vr4+OPP6awsJChQ4fW2H5qO5YutX+OJgAADl9JREFUXUrPnj1JTExk2LBhfPHFF7V0cnNzeeihh+jUqRMtW7bkiiuu4NVXX62xT1ZWFlarlbVr1zJ//nwuueQSEhMTOXLkCFBdsCxcuJDLL7+cli1b0rFjRyZMmFCj3R6Ph6VLlzJw4EASEhLo0KED06ZNq5U7PXr0YOzYsXz88cdcc801JCQk0KtXL1avXu3bZ9WqVUycOBGAm2++2ZcTq1at8u0zdOhQysvL2bZt21m9FARBaAiN86sZQRAEDWjfvj2ffPIJu3fvrlFA1MW6deuYOnUqQ4cO5Y9//CN2u53XX3+dG2+8kW3bttGpUycAtm7dyqRJk+jatStPPPEExcXFTJ8+ndatW9ep+9Zbb2G320lNTcVms/H8889z9913c+211/Lhhx8yffp0Dh48yNKlS5kzZw5Lly5tcExQPW/k1ltvpU+fPjz55JN8+OGHvPjiiyQnJzN58mSaN29ORkYGjz76KCNHjuTmm28GIDk5+Yye/N///R9Op5Pbb7/9nD33smbNGsrKyrj77ruJiYkhMTERgJdffpnhw4czevRoTCYT7777LtOnT8fpdHLPPff4/v6pp55i0aJFDBs2jOuvv57du3czduxYqqqqahynoqKCm2++mUOHDnHPPffQvn17du3axdNPP83hw4fPOlTJWzxdeumldb6+bt06iouLmTx5Mm63mxUrVjBq1Ch27NjBxRdfDEB+fj7XXXcdbrebyZMn06JFC3bs2MFjjz3GiRMnePzxx2toZmRkEBISwr333gtATEwMbreb8ePHs23bNkaPHu0bXpeVlcVXX31F165dAXj00Uf5xz/+wYQJE0hNTeXIkSMsW7aML774gm3bthEREeE7Tk5ODhMnTuR//ud/mDBhAitXruSBBx6gd+/edO3alSuvvJJ7772XpUuX8thjj/nyqV+/fj6NLl26EBkZySeffMLo0aPr9VIQBKEhmGw2m0fvIARBEPRgx44djBkzBqi+CR0wYACDBg1iyJAhNW7mysrK6N69OzfddBNLlizxbbfZbPTt25err76aFStWADBw4ECKior49NNPadKkCQDZ2dmMHDmSdu3a+SYZ5+Tk0KtXL5o1a8YXX3yB1WoFYN68eWRkZNC1a1f+/e9/ExoaCsCUKVPYuHEjhw4dIjIyskEx3X///axevZrZs2czc+ZM376DBw8mJCSEDz/8EIDCwkJSUlKYOXMms2fPPqt/c+bM4aWXXiIrK6tGkedwOCgpKamxb3x8fI12R0dHs2vXLl9x4qW8vJyoqKga28aMGcPPP//Ml19+CUBBQQHdunVj6NCh/POf//QNw3rqqadYuHAhEyZM4OWXXwbg2WefZdGiRezYsaNG0bZo0SLS09P57LPP6Nix4xnbOHXqVLZs2VJrToa3HeHh4Xz66ackJSUBsH//fvr3788tt9zCsmXLAPjd737He++9x3/+8x+aN2/u05g+fTrr1q1jz549WK1WsrKyuPnmm2nbti07d+4kOjrat++qVat48MEHmTdvHtOnT68Ri8fjwWQysXPnToYPH87LL7/MhAkTfK9//PHH3HDDDTz33HO+1bh69OjB4cOH2bx5M1deeaXP1+7du5Oamkp6ejoAGzduZOLEibz99tsMGjSoTo/69u1Lu3bt2LBhwxl9FARBaCgy3EsQhAuWIUOG8N577zF8+HD27NnDiy++yLhx4+jUqRMrV6707bd9+3ZsNhu33XYbhYWFvh+Xy8WAAQN8q2EdO3aM77//nttvv91XoABcddVVdOvWrc4YfvOb3/gKFIDLLrsMgNtvv91XoHi3OxwO39Cfc43pVLxDd7wMGDCAn3/+uYGu/ZeTJ08C1d/0n8qOHTtISUmp8XM6N910U60CBfAVKA6Hg6KiIgoLCxk0aBAHDx6kuLgYgA8//BC73c7kyZNrzBO57777ault2LCB/v37Ex8fX8Onq6++GuCsiwQUFRXVOD+nM2LECF+BAtChQweuvfZatm7dClQXEBs3bmTYsGGYTKYaMVxzzTVUVFSwa9euGprjx4+vUaAAbNq0CavVWmcbvR5s2LCBmJgYrrvuuhrH8Q4xOz0nOnTo4CtQAJo3b06HDh0anBNWq7XOoYiCIAjngwz3EgThgqZfv36sXr0ah8PB3r172bp1K88//zzTpk2jXbt2DBkyhJ9++gngjMNZQkKqv+85fPgwgG+Yz6lcfPHFfP3117W2t23btsbv3snHbdq0qXO7zWYDOOeYvISGhtYqCqxWq0/PH7zFibdY8dKnTx8yMzMBWLZsWZ0T5y+66KI6NTdv3szChQvZvXt3rTkjJSUlxMbG+nw+vfiJj4+vVVD89NNPfPvtt3UWSlA9FOtseDxnHnBQl25KSgpbt27FZrPhcDiw2WysXLmyRuFbXwx1eXPw4EE6dOhAWFjYGWP56aefKC0tPWPP0OnHOT33wL+c8PbkCIIgBBIpUgRBEKi+ie/Rowc9evTg8ssvZ9SoUaxdu5YhQ4bgdrsBeOmll844t8RfzGZzg7Z7b5gbGtPpRUsg6Ny5MwB79uyhZ8+evu3NmjXz9VRs3ry5zr+NjIyste3jjz/mzjvvpH///ixevJjExETCwsJ4//33eemll3xtbghut5vBgwef8RknZyqWvDRr1szXg+MP3phvvfVW7rzzzjr36dKlS43f6/LmXI/VrFkz/va3v9X5+ukF3Nly7Fyx2Ww1epMEQRACgRQpgiAIp+EdcpWbmwv8d/J48+bNfTffddGuXTsADhw4UOu1uradD+caU0No6Lfh1113HWazmbVr1zJu3LjzPv7GjRuJiIhgw4YNNeYEnT5MyevzTz/9VKMno7CwsFYvQHJyMqWlpX571LlzZ9asWcOJEyfqXAXO26N1+rbY2FisVisul4smTZrgdDrP6zwlJyezc+dO7Hb7GXtTkpOT2b59O3379q01BE8VTqeTI0eOcP3112tyPEEQLhxkToogCBcsO3bsqPPb+X/9618AvmEz11xzDbGxsWRkZGC322vtX1BQAECrVq3o1q0ba9eurTEEKjs7m++//z6gsZ9rTA3B+w3+uQ73adu2LXfddRcffPCBb6L66TTkW3mz2YzJZKpxTrxDpU7l6quvJjQ0lFdffbWG/iuvvFJLc8yYMXzxxRe8//77tV47efJkrdXATse7ktVXX31V5+tbtmyp8TT2/fv388EHHzBs2DBfm37zm9+wefPmOp/Mfq7n6Te/+Q02m63ONno9GDNmDG63m2eeeabWPi6Xy6+hfd65MWf6271791JZWVljxS9BEIRAID0pgiBcsMyaNYvS0lJGjhxJ586dcbvdfP3116xZs4ZmzZr5nu/RtGlTFi9eTGpqKoMHD2bs2LG0bNmSw4cP88EHH9ClSxffTfoTTzzBHXfcwfDhw/ntb39LcXExy5cvp1u3bpSWlgYs9obEdK5ERkbStWtX1q9fT4cOHWjWrBlJSUn07dv3jH/zl7/8hUOHDjF79mwyMzMZMWIELVq04MSJE3z++ee8++67dc59qIsRI0awZMkSxowZw7hx4ygqKuKNN96gZcuW5OXl+fZr3rw5Dz30EBkZGYwbN47rr7+eb7/9ln/961++VcS8TJ8+nS1btnDHHXcwYcIEevfuTUVFBXv27GHjxo189NFH9Q5VuuKKK2jevDnbt2/nmmuuqfV6SkoKN954I1OmTMHtdrN8+XIiIiJqrKL2pz/9iezsbIYNG8Zdd91F165dsdls7N69m3feeadG287E+PHjWbt2LX/84x/58ssvGThwIJWVlWRnZzNmzBjGjx/PlVdeSWpqKs8//zzfffcd11xzDeHh4Rw4cIBNmzYxe/Zsfvvb357LqfDRs2dPzGYzixcvpri4mMjISC677DLfMLnt27cTGRlZpzeCIAjngxQpgiBcsDz55JNs2rSJbdu2sXLlSqqqqkhMTOS2227jscceq3Hzesstt5CYmEhGRgYvvviib99+/foxadIk33433HADr776Kk8//TTz5s0jJSWFJUuW8M9//pO9e/cGNP5zjakhvPDCC8ycOZO0tDSqqqqYMGFCvUVKZGQk69atY+3ataxevZoXXnjB9/TxSy65hPnz55/zjfGgQYN4+eWXWbx4MbNnz6Z169ZMnToVq9XKtGnTauyblpZGeHg4r732GllZWVx22WW89dZbtZ7ZEhkZyTvvvMPixYvZsGEDa9asISYmhpSUFB5//HESEhLqjSk0NJRx48aRmZnJk08+Wev12267jaioKJYsWUJeXh49e/Zk/vz5dOjQwbdPixYt+OCDD3jmmWfYvHkzf/vb34iLi6NTp06+pX7PhtlsZs2aNTz77LP87//+L++88w5xcXH07duX3r17+/ZbuHAhPXv25LXXXiM9PR2LxULbtm0ZPXo0gwcPPqdjnUrLli3561//SkZGBr/73e9wuVwsWbLEV6RkZmYycuRIYmNjG6wtCIJQH/KcFEEQBA246qqraN68uW/VK8E4HDp0iL59+7Jq1Srf3Avvc1Lmzp3LI488onOE+vDVV18xdOhQPvzwQ3r16qV3OIIgBBkyJ0UQBCGAOBwOnE5njW1ZWVl8++23XHXVVTpFJZwP7du3Z+LEiWRkZOgdSqNi8eLFjBo1SgoUQRCUIMO9BEEQAsjRo0cZPXo0t99+O61ateLHH3/ktddeIyEhgXvuuUfv8AQ/Wbhwod4hNDreeOMNvUMQBCGIkSJFEAQhgFitVnr37s0//vEPCgoKiIqKYtiwYfzpT3+qcwlbQRAEQRBqI3NSBEEQBEEQBEFoVMicFEEQBEEQBEEQGhVSpAiCIAiCIAiC0KiQIkUQBEEQBEEQhEaFFCmCIAiCIAiCIDQqpEgRBEEQBEEQBKFRIUWKIAiCIAiCIAiNiv8Hc7xbbwIFbi8AAAAASUVORK5CYII=\n", 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" ] @@ -236,18 +246,7 @@ "source": [ "pct2 = [f * 100 / 5280 for f in fpm2]\n", "\n", - "show(pct2, mph2, xlabel='Segment Grade (percent)', degree=3) " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So I can cruise at 17 mph on a 1% grade, but only a bit over 6 mph at 6% grade, and around 5 mph on 8% grades.\n", - "\n", - "# VAM\n", - "\n", - "The number of vertical feet climbed per hour (regardless of horizontal distance travelled) is known as [VAM](https://en.wikipedia.org/wiki/VAM_(bicycling)), which stands for *velocità ascensionale media* (when you have Campagnolo components) or *mean ascent velocity* (on SRAM) or 平均上昇率 (on Shimano). Legend has it that at grades between about 6% to 12%, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (I guess that below that grade, power is spent on wind and rolling resistance, and above it, power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM at various grades:" + "show(pct2, mph2, xlabel='Segment Grade (percent)') " ] }, { @@ -257,7 +256,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -269,136 +268,27 @@ "source": [ "vam2 = [r.feet / r.hours for r in segments]\n", "\n", - "show(pct2, vam2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)', degree=3)" + "show(pct2, vam2, xlabel='Grade (percent)', ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "I don't really get that flat effect; my numbers are widely spread out. This does 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", + "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions can do 6000. \n", "\n", - "# Eddington Number\n", - "\n", - "The British physicist Sir Arthur Eddington (1882-1944) was a pre-Strava bicyclist who favored this metric:\n", - "\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 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." + "Another way to look at it: at what speed am I getting the most VAM (implicitly assuming I'm giving a similar level of effort at all times, which is not really true)? The curve says 5½ mph, but the data is pretty noisy.\n", + "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [], - "source": [ - "def eddington(distances, unit='Mi', gaps=range(-1, 41)):\n", - " \"\"\"Print the number of days doing various distances, and the Eddington gap.\"\"\"\n", - " print(f'{unit} Days Gap')\n", - " print(f'-- ---- ---')\n", - " for E in range(1, 200):\n", - " days = sum(d >= E for d in distances)\n", - " gap = E - days\n", - " if gap in gaps:\n", - " print(f'{E:2} {days:2} {gap:2}')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mi Days Gap\n", - "-- ---- ---\n", - "53 54 -1\n", - "54 51 3\n", - "55 49 6\n", - "56 48 8\n", - "57 45 12\n", - "58 42 16\n", - "59 37 22\n", - "60 36 24\n", - "61 30 31\n", - "62 28 34\n", - "63 26 37\n", - "64 24 40\n" - ] - } - ], - "source": [ - "eddington(mls, 'Mi')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So my **Eddington Number is 53**: I've done 53 miles or more on 54 days, but 54 miles I've done on only 51 days. This happens to be right around [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). To increase that number by 5 to 58, obviously I would need at least 5 rides, but it turns out I would actually need 16 (because 11 rides were between 53 and 57 miles). Eddington was about my age when he died with a number of **77**, and his available roads and bicycles were not nearly as nice as mine, so good for him.\n", - "\n", - "If 53 seems too small a number, we can use kilometers instead of miles:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Km Days Gap\n", - "-- ---- ---\n", - "76 77 -1\n", - "77 76 1\n", - "78 74 4\n", - "79 73 6\n", - "80 72 8\n", - "81 69 12\n", - "82 61 21\n", - "83 60 23\n", - "84 55 29\n", - "85 54 31\n", - "86 53 33\n", - "87 51 36\n", - "88 50 38\n", - "89 49 40\n" - ] - } - ], - "source": [ - "kms = [m * 5280 * 12 * 2.54 / 100 / 1000 for m in mls]\n", - "eddington(kms, 'Km')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "My **metric Eddington Number is 76**, and to increase by 5 to 81 I would need 12 more rides.\n", - "\n", - "# H-Index\n", - "\n", - "Inspired by the [h-index](https://en.wikipedia.org/wiki/H-index) for scientific publications (and by Eddington's h-index-like number), I invented a new h-index, or hill-index:\n", - "\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 to confirm:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -408,15 +298,202 @@ } ], "source": [ - "show(pct2, mph2, xlabel='Grade (percent)', degree=3) \n", - "plt.plot([6, 7], [6, 7], 'rD:');" + "show(mph2, vam2, xlabel='Speed(mph)', ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "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 6.2 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.). " + "# Hill-Index\n", + "\n", + "Inspired by the [h-index](https://en.wikipedia.org/wiki/H-index) for scientific publications, I invented a new metric, the hill-index:\n", + "\n", + "> *Your **hill-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 hill-index is 6**, but let's draw a plot to confirm:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "points = [2, 6, 7]\n", + "grid()\n", + "show(pct2, mph2, xlabel='Grade (percent)') \n", + "plt.plot(points, points, 'gD-', lw=1);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My guess is confirmed: the green line is where grade = speed, the red and blue lines are best-fit polynomials, and if I interpret \"regularly\" to mean \"about half the time,\" then at 6% grade the best-fit line and 4/8 rides are above the diamond at (6,6), but not so at 7%. \n", + "\n", + "Note that the original publication h-index is based on cumulative totals, so it can never decrease, but the Hill-index is based on an average so it can (and sadly, often does) decrease as you grow older." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# Eddington Number\n", + "\n", + "The British physicist Sir Arthur Eddington (1882-1944) was a pre-Strava bicyclist who favored this metric:\n", + "\n", + "> *Your [Eddington Number](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the maximum integer** e** such that you have bicycled at least** e** miles on at least** e** days.*\n", + "\n", + "Let's calculate mine:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "54" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def Eddington(distances):\n", + " \"Eddington number: max integer e such that there are e or more distances >= e.\"\n", + " def at_least(e): return sum(d >= e for d in distances) >= e\n", + " return max(filter(at_least, range(len(distances) + 1)))\n", + "\n", + "Eddington(mls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My **Eddington Number is 54**: I've done at least 54 miles on at least 54 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). \n", + "\n", + "If I wanted a bigger number, I could use kilometers:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "77" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kms = [m * 5280 * 12 * 2.54 / 100000 for m in mls]\n", + "Eddington(kms)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My **metric Eddington Number is 77**.\n", + "\n", + "How many more rides would I need to improve my numbers? Obviously, for anyone to improve from 54 to 55 they need at least 1 more ride, but if some of their previous rides are between 54 and 55 miles, they won't count towards an Eddington number of 55, so more than one ride would be needed. Here is a table of the number of rides I would need to improve—what I'll call the *gap*—for increasingly ambitious numbers (measured in both miles and kilometers):" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mls Days Gap\n", + "--- ---- ---\n", + " 54 54 0\n", + " 55 52 3\n", + " 56 51 5\n", + " 57 48 9\n", + " 58 45 13\n", + " 59 40 19\n", + " 60 39 21\n", + " 61 33 28\n", + " 62 30 32\n", + " 63 28 35\n", + " 64 26 38\n", + " 65 24 41\n", + " 66 23 43\n" + ] + } + ], + "source": [ + "def Egaps(distances, rows, unit='Mls'):\n", + " \"\"\"Print the number of days doing various distances, and the Eddington gap.\"\"\"\n", + " print(f'{unit} Days Gap')\n", + " print(f'--- ---- ---')\n", + " for dist in rows:\n", + " days = sum(d >= dist for d in distances)\n", + " print(f'{dist:3} {days:3} {dist - days:2}')\n", + " \n", + "Egaps(mls, range(54, 67))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kms Days Gap\n", + "--- ---- ---\n", + " 77 79 -2\n", + " 78 77 1\n", + " 79 76 3\n", + " 80 75 5\n", + " 81 72 9\n", + " 82 64 18\n", + " 83 63 20\n", + " 84 58 26\n", + " 85 57 28\n", + " 86 56 30\n", + " 87 54 33\n", + " 88 53 35\n", + " 89 52 37\n", + " 90 51 39\n" + ] + } + ], + "source": [ + "Egaps(kms, range(77, 91), 'Kms')" ] } ],