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@rabernat
Last active August 29, 2015 14:08
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# An Updated Godfrey's Island Rule Calculation for the ITF #\n\n## Theory ##\n\nWe follow Pedlosky et al. for the theory. We start with the barotropic momentum equation in vorticity-Bernoulli form.\n\n$$ \\frac{\\partial \\boldsymbol{u}}{\\partial t} \n+ (f + \\zeta) \\hat{\\boldsymbol{k}} \\times u = - \\nabla \\left ( \\frac{p}{\\rho_0} + \\frac{|\\boldsymbol{u}|}{2} \\right ) + D(\\boldsymbol{u}) + \\boldsymbol{F}$$\n\nwhere $D(\\boldsymbol{u})$ represents frictional dissipation (linear or otherwise) and $\\boldsymbol{F}$ represents external forcing (i.e. momentum imparted by the winds to the whole water column). Specifically,\n\n$$ \\boldsymbol{F} = \\frac{\\boldsymbol{\\tau}}{\\rho_0 H} $$\n\nwhere $H$ is the depth, assumed constant.\n\nNow consider an island as illustrated in the figure."
},
{
"metadata": {},
"cell_type": "code",
"input": "from IPython.display import display, Image\ndisplay(Image(filename='island.png'))",
"prompt_number": 1,
"outputs": [
{
"png": 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nsm2boPPlL385mxOnedk4rY8IjCzhPvvss3NlG6pvpeqaEh879vXX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\nDfXAdutSafZZo4omsWzv5+d1112XTXn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n1a9//eu+OjMN1rDNr96I/TSmQvxax3p+IRFP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\nskeT7G3jAMZTFVevuS6btuP0KS2aeXvZR6oWY06D4BhZzTTny6fsHI5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"text": "<IPython.core.display.Image at 0x10424d510>",
"output_type": "display_data",
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}
],
"language": "python",
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"cell_type": "markdown",
"source": "Here $\\psi_I$ is the circulation around the island, and $C$ is a contour extending around the _western edge_ of the island all the way to the eastern boundary of the basin as $x_E$.\n\nNoting that the volume transport between the island and the eastern boundary must be equal and opposite to the volume transport between the island and the western boundary, we can obtain the circulation by integrating the momentum equation along $C$. (The integration contour avoids the western boundary current region, where friction is expected to be important.) The result is\n\n$$ (f_n - f_s) \\psi_I = \n- \\oint_C \\boldsymbol{F} \\cdot \\hat{\\boldsymbol{t}} ds\n- \\oint_C D(\\boldsymbol{u}) \\cdot \\hat{\\boldsymbol{t}} ds\n+ \\oint_C \\boldsymbol{u} \\zeta \\cdot \\hat{\\boldsymbol{n}} ds\n+ \\frac{\\partial}{\\partial t} \\oint_C \\boldsymbol{u} \\cdot \\hat{\\boldsymbol{t}} ds $$\n\nwhere $\\hat{\\boldsymbol{t}}$ is the tangent vector and $\\hat{\\boldsymbol{n}}$ is the normal vector.\n\n_Godfrey's rule_ is obtained by simply neglecting the frictional, inertial, and transient effects:\n\n$$ (f_n - f_s) \\Psi_I = - \\frac{1}{\\rho_0} \\oint_C \\boldsymbol{\\tau} \\cdot \\hat{\\boldsymbol{t}} ds $$\n\nwhere $\\Psi_I = H \\psi_I$.\n\nIn practice, it is often easier to evaluate an expression such as this using an area integral rather than a line integral. Stokes theorem states that\n\n$$ \\oint_C \\boldsymbol{\\tau} \\cdot \\hat{\\boldsymbol{t}} = \\int_A \\textrm{curl} (\\boldsymbol{\\tau}) dx dy $$\n\nwhere $A$ denotes the region enclosed by $C$. The expression we will evaluate is\n\n$$\\Psi_I = - \\frac{1}{\\rho_0 (f_n - f_s)} \\int_A \\textrm{curl} (\\boldsymbol{\\tau}) dx dy $$\n\n_NOTE: As pointed out by Mark, this is not precisely correct, since we can't include the wind stress curl over the island itself._"
},
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"metadata": {},
"cell_type": "markdown",
"source": "## SCOW Data ##\n\nTo evaluate the island rule, we will use the _Scatterometry Climatology of Ocean Winds_ (SCOW), produced by Riesen and Chelton (2008), which are derived from the QuickScat altimeter. \n"
},
{
"metadata": {},
"cell_type": "code",
"input": "import numpy as np\nfrom matplotlib import pyplot as plt\n%matplotlib inline\nfrom scipy.io import netcdf_file\nimport os\nfrom mpl_toolkits.basemap import Basemap, shiftgrid\nfrom scipy.interpolate import griddata\n\ndata_dir = '/Users/rpa/RND/data/scow/monthly_fields/'\nnc = netcdf_file(data_dir + 'wind_stress_curl_monthly_maps.nc') \nmonthnames = ['january','february','march','april','may','june',\n 'july','august','september','october','november','december']\n\ncurl = np.zeros((12, nc.dimensions['latitude'], nc.dimensions['longitude']))\ncnt = np.zeros_like(curl)\nfor n, m in enumerate(monthnames):\n cvar = nc.variables[m]\n d = np.ma.masked_equal(cvar[:], cvar.fillValue_)\n curl[n] = d.filled(0.)\n cnt[n] = (~d.mask)\n\ncurl = np.ma.masked_array( curl/cnt, cnt==0)\nlon = nc.variables['longitude'][:]\nlat = nc.variables['latitude'][:]\n\nm = Basemap(llcrnrlon=90,llcrnrlat=-60,urcrnrlon=300,urcrnrlat=10,\n resolution='c',projection='merc')\n#if lon[0] < 0:\n# data, lon = shiftgrid(0.5, data, lon)\nlons, lats = np.meshgrid(lon,lat)\nxx,yy = m(lons, lats)\n\n\n#plt.rcParams['font.size'] = 8\nfig = plt.figure(figsize=(14,7))\n#fig.subplots_adjust(bottom=0.2, left=0.2, right=0.8)\nax = fig.add_subplot(111)\n\n#m.drawcoastlines()\nm.fillcontinents(color='0.2',lake_color='0.6')\n# draw parallels and meridians.\nm.drawparallels(np.arange(-60,30,15), labels=[1,0,0,0])\nm.drawmeridians(np.arange(0.,360,15), labels=[0,0,0,1])\nm.drawmapboundary(fill_color='0.7', linewidth=0.5)\n\ncf = m.contourf(xx, yy, curl.mean(axis=0),\n np.arange(-2.0,2.0,0.2)+0.1, extend='both', cmap='RdBu_r')\nax.set_title(r'Mean Wind Stress Curl - SCOW Climatology (N/m$^{2}$ per 10$^4$ km)')\ncb = plt.colorbar(cf, shrink=0.5)\n\n",
"prompt_number": 68,
"outputs": [
{
"output_type": "stream",
"text": "-c:22: RuntimeWarning: invalid value encountered in divide\n",
"stream": "stderr"
},
{
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ioKC8rlTpE7HvN0JRYQFZmdqnncvz2t3ioe5WbfIltmkj4qcW1+i6mL5zrJeF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bej3sv3m+jnkL+ePvk+TmcaNfVNOLK9s+/PnMXpTOPImUZyMp20d3ThyMyW2omvtXX1pGXlcqqx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\neBzhIr80HX3ONOioHbwIOWxaVs2n05sp9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bdx62HnmWF/V7PoT2b7WIw7PcIVQnmiwUJD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\nIug8jzk7UYS3v/K1k8Bv70B5ebktcr5u3TrU1NSgpkaz4sh6u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dMOqsv9KHAZ45ybTejM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GqW\n5W1bCW64wXgMGTpLa/2WFm4Bzj7ZbTnPPvS/v8bo6Cjr1q3D7/dbOn2B+fl52/fbb78dv99vI/EN\nlQG2PrTdNvgvXe5msK8Yz7pGM4Fw03WbyIzOUukmN/PinCcs5zrdsRypRWQCVXG1Lz83y6bOcjzW\n38/STe7kSSdPKddBzG1ypLZVF7FFaM5lmPTnuv6Uf3d6XlRi7nWypntORZxz+djiPlDbrZt0l3Nf\nyM+trd8KhFcn89ER6fFXzpVEa1HbVSLD9NBW02TIfm+afjc/72qGUNPzLDsXm4i5zsixFmKuIpTo\noFm6vouDM6R8VQhX4TNnzrC8vHzVx3GDz+fTrlQLCMu5zvh0NU7hP6Z4Ffgl4AuFz2MOZT8D/JWX\nSq9Lcq5qi00E3bJKFyCSwIh9BBE2EW8186ibVlom0OJGTE/NUj80rpXQtLfVgsskoly46eFVqGQ1\n1pmw4pxDabx0neVLQCXu5Rxbt58XYi/6VBetxe1Y4nqpZFh1nILiIGPV89idHDlyhJ6eHnbv3s3O\nnTtLCPn8/DzHjx8nGAxy9913c9OBjRz72heojAQIv32MdUsBYpF0iYOsKfGTlxfsWjSNquXNRDjq\no7WeM4TqsicCNCc6aL4P/iF/w5//4Cwf+dv/yje+8Q2uXLnCr/7qr9JUkAxBfhLu8/ls5Nzv97Nz\n507bsRoqA/zDj3fSfN89Ngt+5YYcLbEa6z4NJbpdl7t18NKf5ax+OBGESO+gzXJeTkQSp8gWa4XT\n+Via8+oIlYWXsXz/OY0PbvXrSJwb3Ai6QMDvt1nO1wL1WGokHLUNpm1etOvT3QOsjk1R29poHTu/\nb7GM7j4pV8bmJJ8KbrDH15cJuqn9crSWcuHUL14mzKboLU6+F1U1KVrHZo3PnBdH0XdTsqF7L9UH\n5wmuS9C8nDe0/p+StGzbto3du3fz0ksvMTBgf86j0agtrDAU78FrMUH5McSfkw+leJ58KEUhWWkD\nvgk8VPheTd4Z9Je9VHpdknN1xqZaiU1W87OzS6BYwVXHT1M0EF32TShKFeTycmhDYTmf7LM7wJks\n216dK02hHt3qUJ0ddRMb1XKuW1bzavEyyWdMmT5V6K6HzqIuorWI7V7qluH0IpOJ+V8XLL4PPwbh\ncJhkMsm+ffs4ePAg27dvZ/fu3YTDYY4dO8bJkyfJZrN0dXVx9913c+XMEW78ubP89u9+ns25MOO+\nGDV77qFDc3x1Gb+cKCxuVnS3ZVfTkvtE7wVaWYTNG6y2yNZcGbloSz7bqeSMKWQlADt+r5OHH5vi\nlVdeYXQ0X+bZZ5/lscceY3h4mEuXLnHTTTcRDAY5ebKYte/GG2+kpqaGLx6CN0dftLJBBjfkdf9i\nOh5IjbJ0uZv+3hHY1F7SH+W8RNWIIm4yAqflW1dJSX0LU31DhBI367dfLp1guFkGy4k8IuA0yVOt\n17OV1RBvJbS+2fp97OBh4zG9TjLV460VMsFcvtxdYjlX5TPl6vZ1bV5Lu03lY50JfLkss+mM7XeV\nLJr2n+4eoPkarKg4OdrKfSjKJTlus5y79YcXXxpTXbpnUudQrE6o5HvDF5ogiZ7UyzDJZbxGyFKh\nu2/kQAam5HPBDZ0kp0fIJWetNkWjVzfp9IpAIMDWrVvZsmULfX19nD17lra2NjZu3EgsFsPn8/Fg\nZz3L4Y41JzH8CcIs8HHN78MUiTnAPBD3Wul1Sc6dMkGaHEOhaDl3krE4bdN5TbvJR4TmvLGrShsH\nHewTA5EkSUa5TpKyA+daEEimyC5kmJbmQG5kXNc36jYvy9iyJEWXEEqGPLEQlnNdpBU5vKJuUiDX\nO909YFxaVScyNTXFLIO5XI6TJ0/aiKS132Rxv8xskqePD/LJriDLlVGWEruo2ZO36sqQXxDl6EFl\nOEUIcZNg6I5RszhHJBTUygV0S90T6RwEm4hHArbfJtJZttdBLjfBsWPFFb7e3l6+9rWvkUwm8fl8\nLC4ucssttxAOh5mbm+O2227j/vvvJ7NxF//4kQX++FyOj9z4KPFIYZhK54hHAgRSo6ycOsTSYB/r\nqiMl57YWXa6bI17MUNZJzw6lL/pIKER8s7sm3Au8Lud7IeiCdMnaa3HuugyhpqzGOqcwr5IPr4Td\n5NAr7tvA+ZMl0Vrk/02TMJN/iE4CUm7EH9P5W5KsQoZQ08RZ1x+qk2vNnvu17dP5S5hgitijQ1Nj\nPZGNN8Ccs3xWtzprMk64EXyne0QnRZIJ9epUigYyjv4KpvMtl5g7ZciWnzund3iuro2V0CzL/kqG\n47dC9yHuv/9+Lly4QCaTwefz4fP5yOVKc29cLQKB/Jju8/no6Oiw+QCdre3iX3cFoDC2rWU19z24\n47ok58JCqjo/yiRLR85VmYsqKXHSqQtSp4bmU50T1eUbS3MertK2s+OBO5g893zJcQS8knVdO9SX\nq9wunXOe6M+RwSsshUNMzS+7ZlAVKFc76jULqJszqmizsJyb2mGKs246vjrbV8s8/civ8dG/+0Ne\neeUVpqenje0HSCaTrKys0Hnfz/OPH+lic0MVsdkhLlzOW+9kDbHOSg7uLwiT5vRqLIHqsebCNaQz\nZj2jnqBnmUjbI3nsvzhBT0MV50+fZmZmxrYtmUwC+Wc8HA7T3NzMr/zKrzA6OkoikaDqS1+msauR\nR3/v3zMcv5VXh1L0FPa9qz1qEfPMQC9T3QNcmS+uWKkrQKrF32QJVH/TQdfPpnpMfQWQzmSYSs0C\n9SXbvGqWTTpXlUDIYehkDbuTPAPsqzyZgV6SqXlW4uuBYl8LbazcDt197QQ3y70K2WrrBJ3mXK1/\nLdp9rxNnnXXX7fiq5twLSZUtsKb26SRtJugkIk7lRnu6SW9qJNbobjs1+W+oPjEmPb3bapapz+T+\nEBlCxTkUxwf3CUk5RhO1XeX8LrcjB8zNpshWRKwxNhQK8dGPfpRNmzYRCAT4zne+867EPBfkXODB\nzvx4tZTYxYeBwMAJq53v4d3BdUnOheVclTqUJNUpxJsGOzEXjmhC5gL6aC1qOEOVoKv/C8gvLzla\ni8nK7uTYqsItwY/AWh3DJs9NsjqXJhNYgni9zeFU1xflxDh3Is5O+nM1EZAMK0PohTlmeq8Q7iwS\nHqcIN3KkG7frbGp3ZWUljzzyCN/73ve02wVWVlaYnp7m2eCL8Hw+lGL/ahUzq9NUFgYxNeoCrH1g\nc3LCKwfqZKG+pppIKGjbLmBzHIsW+70nuWBFsQG4lFzg6eOD/NvOWY4ePWo8dk1NjaUtDwaDvP3P\n/zNvi42nrvCr/B5d/+xT3LXrk7w6lGJLQ1Xeaj6Rz6A63T2AD0os5+JaCuIok+RcXZtF7AXciJpq\nJc8M9GrlX7rVGN3yeCQUoj669shRTnpcXVlVS6zqxb2kIG+IVhOqDBJsS7hGA/GisS6XlIv6vT4v\nXjXnTiRYrLDJZXX7C+hkGLp7xwRhOdfVZWqDrk4vll3dxL4cKZK4xqrmXLaKm1YhdG3RnZfu2CZL\nuXxO8gRd9a+RM4QKBGaGCThEZlkr3M5ZPgeTkSYXbWF9PEbGH6KrIcQg+bFy165dALz88svvWjIi\nv9/uSyDaFXCI2GW121DmPZSH65Kcy5pz2QFTHhy6Eh3Ubzlc1FXLYQslyKEMvYRTnOoZZapn1Ep2\nIo5tWqZayuVYrIlQv/HqLc46q7oOXp0vTFlP53JZKiWn26meUUcNvhO8RmRQw0KarOmqFV98n1jM\nsMJqiUzFaTIj4CZNMqHqS19mw3/4d9xyyy1aOYtAe3s7wWCQ3/+DFwHY881jdP7rDzLcM8RcxG7Z\nBW9e7eW+NMsl7LoQbSLOuYlg5eraLGIu5CsCT53KX4fekRS/uW2Onp5LltZchd/v51Of+hS1tbX8\n/G89zi+99UJJmb9+spvPbzlM6457uas970QaSI2yfLnb6sdVsFnOZdgtysXfVzRlVah9blrSVpN4\n6cIRqvulM1mj5fzdhFsoP0GmYp2JEhlC8q0+MkvLnoiLzjnSZBG9WidbU3uE5dy0uuQVujFfDa9Y\nDpyswsJy7gZ1XJAtz7oxw2SxVv/30nawXweRIVRXDkqvqzox1JWR4UVKomrynWLly5ZzN3hdxfIC\nXVhMtX2qDEcQ3FQqRWxhhMqBUqq2Z88elpeXOXzY7P+xVvT395NKpYhGo0xMTPCnk0n+1S/+vLG8\nZQCJejfmvQdnXJfkXI7W0nzfPdbvYhlqKdpCoK6NZqD5vvyD1Pjc67Sfm+TA+UkaKgMldZ6dXaId\ns4NoKV7XWuttET2AxdkFwnNpR002eHPo9JKkRxxHOGTpiLrby64mUEHz5gZte5ysyTr5iyligxcr\nuqwTV6+D2kfxcAg/vpI+MsV9LyeMm9xfN0rZLYeGZwktL9PT02PaFYC6ujormyXkE+zwvaMsxyvo\nnc+6TnScXgROS7y68l61mzpLk7Ccq9pU64WhEHNhNT89lKJ3JMXkyJyVKMPJav7ggw+yYcMGfv63\nHjeWSS7lmOoZZf3MMM2F8NqBmbzVXFyv3MoKGy+PaLPE6nT8TlE1wOxMpoPpvnfr90goRHTRLrnw\nSvScLIdObVfPWzU2lEwylP5riFbjnxgkkymVilxLx04TyvHJWL7cbVnOTfKvqyFbujjwTjCRaRmh\nRAf186tElryHyBMTatEGtwmI7vim8uqzYnJWbIodsSznbn1RzvvJbX9xPN13XZsty/nUcZvlvJzJ\nlc4x1+0+Uq3iaht1UEluNBolPHay0NYmW9mFhQVbMqBriYmJCb71rW9x++23c/jwYTZv3szebdss\nect7ePdxXZJzYTmPdSZKHvpctIWJdI54tAX2fBqASGqUroSIIHDanvxHwpAmEZCcpEibfdTBUjvV\nM8pSYzVT6cWSZDbCiqaL522KmS6sVmICoJN66NLO68iJTjMvMJfLks7lbI6Ucj2i/broKzIZNpFO\n3f5OqN/SYqtXPcZUz6hlOZdhmliVyJ8kyOcrXzPx2X5ukgbp3qmqqiISiZTE4pah86A/fGmKuvkK\nJmeLj5iX1Qh5mddENlWnKh1ZcXJK0503FDOECuiWKgUx339xgtNDebLWO5L/bGytAeYYGRkxTmh2\n7drF7t27bcT884Nv8Rfrd2rLL1/uxr+jzYpJLp+Xr20zyVeKjnCq0618HrLzbblWMbeXuOr/4YTZ\n/gtWhlAT3BwK5TJu7TdNSJwm0eoEb6y/n7lqP6GZBdu+cplyZBFiPy9x/dVzkT9NkDXnpgmMaIP8\nvzxuq9BptuXnw6u22ER859IZ0pkMoVu2Gduoq0+eeHqddKhE08s4Io4hT46E5dy0n5thQfzmpPPW\n1as7nhwTXneeAL6WTSSx17kWPw/TvqZ71kTQTceTrc+DE9O0bbmb/YvZknIvvfSS44ru1cDv93P3\n3XfT0NBANpt1TQBo8rG5HnHxyhzjFWafFIfw7v9HcV2Sc/lGsBHzwsUX0SEEUYhHmojv+TTrN3QS\n69wLf/S8Ueai6o8FBDE/O7vEjbWV1veh4VnaFeusTApzGxdtGULBPDOWo7mYSDEUnRW9SD8EVOuX\nU9m2TQ2s27jOVkYljjLB1hFz8b9YXRDHNIX1UicM6rZGxXquXqd4OETDZr1MB+yOuDKp1ZEQE0EX\n9dyoTNI++clP8s1vfpNstjhAdnZ2smnTJvbt20ddnT1zIsBcdoXq1DI0lGwCnAdnWa8pQ14edSOD\nuiVheR/dkr2sOZdfKiox7ylYy4+fGGZ6ZIxYazONrTX85rY5wGw1X79+PQ8++CAA88//Frd95TTd\nBx/nA5/5PWbOf59/vu0fWWV1q1/qZGGpuonmDR1W++RQjqreW+07FeVaVWXrs0yUna5JZqCXwNQV\nqhfnbJbPa42r0c3qCLMc51yFmmFUB5OuWKvd16xAqKTYDbLm3HRddddJbaeXydZaVj109dZEQtqY\n4apsxXR/6trhRDxVMmuyROsgxoaWLZ35aC0aeNXN4fwZ/gAAIABJREFUlysPcnL6VJ07VVRUBGgg\nY9z+bsDUj7oJkS4a1vp4jKoLP2Jq450ldZw7d45M5t05n5WVFY4cOcLHP/5xHnvsMTZt2sT9d2y3\nIrTA2jMbvwdvuC7JuSkzlcheBoUbOZhf5nm1YMG7q/1Wmh9sYzdYMhdThBaVZAvLuQjHKBP7s+fz\n5eQkRyKr6PiFJEORJdi+GfCWmMO03fYiKVjcBZzkLiYLtSoXEWS3e3mRdDZbUlZujzwIytZ3eaVB\nDecoSK86gMqrAaI+tf2q9VwuV7+lhbnBYdt9oV4/p76SVyTUtorjy5BXUab+yW/S/J2v8PDDD/PD\nH/7QKtPR0cH73/9+GhoaqKioKElJn2OVuZWiHlOdiIEzQXeS5ehC3gmI+rxYe+XyAFPnjpToXuVl\n1olkhp7kAk+dGuX4iWH6XzsEiGypeWJ+6dIl3nnnnZLjCZ15RUUFVV/6MiMPbef5L32N942MMTNw\nlicyHXzpi/+Av/jDw9xYW2ndXyrk9qxms4yMuWZBtr30nGKIF8uYXzYyWXJLsKOzCi4uZRm+OAg3\nb7G1wctEy01m4OasKdchYLrP5HLJ+TRL2awxp4F8nLVqu+X/TVplcQz1d7U/Fi73MtzfX1KH28RL\nDbPqxZdjrTIXFcJy7rUeebLpRMpN+4n3qMkZUejqddvE9/HJKdL9F1ie8xatZS3jlA6maxmYGXb0\nKclm85pzL/eo06TIJB1Ur5tpHDFZ/lVMpLMsXHqTySOvUaOQ81QqxezstU1wqGJ5eZlQKMT69etZ\nf9vPkIuGbEaP90j5u4vrkpz7fL6yooRsaaiiJ7lQiOpQT9en/x079pxg7sheGp97XUtQy6lfQOjW\nBYaGZwk1hYiFKm3lVBJqWi6VCZLskKW++L3IQ7xGV6nf0kK0b5iIxhJmEXSljU7HV2U2Uz2jrjp9\n+Xhye2XCra5uNFVHbL4IOidWuR1y/U6TF1N/yQS96ktfZufv/zaZTIbDhw8zPz/P5s35yVhXV1cJ\nMQdoCFYQ9q/YLPq6a6q7L8T9oHNGU1EyGZT2N1kLTaRStpyr0Vkm0jn2X5zg6eOD+eOOjFGXuNHK\nmrq6usrRo0c5cOCAdnK9bt06m/xnqmeUm5bH+ZMvPsBX923hUnKBn/3Xv83n+XLxXAqythz2l5dY\n9vX5fLQ2F5xF5Ul7ATbrv5IwSYXT0r6MciUEap3hwTHqwt6ysArIkhy3Mm4rADqSpN6DKumQLeey\n0+haCLpJYlNutkudJEUg4PfTFK2xtcfr9XIj6Cq8xMhWHSF1SWdUy7lK9ExyFtOxZMgrNGob3Zwu\nRSZgHRrIUBHwe3K8VX8v55p4gWmlTEDEOa/PLZZdt1fJktcwlcJ3ztSvYpyKR5qYbN5Iz+6Pol7p\noaEhDy1fO2pra/nsZz/LunXrWH/bz1i5JkztlsfdifS1j7v+04jrkpxHO1q0A5gO8UgFE+msRdBF\njOUtDdvZ/mAbXS6Dq8khUWdBly3nIvLL6FKGocv5ONhO+s1QIh8XWB6odVYidalc13YnAq4jvOp+\nuYYo6dS87fy9Qpy3WwZUt5eaSqJ17ZUxPp/WRvHRHV9Xt+48VdIsrp+YJMjRfRLf/To89i+47bbb\nePvtt630xTpiDrCxqoLMDdXabTK8Ri7w+jKTo4Z4lWqIF9nU/lLLOeQH2786NcrTxwfpOdHDn3zx\nAUIFCQtAJpPhySef5MyZM8ZjhMNhVlZW8Pv91oQlMDPMQ1t3saVB6M2nbA7goLcoBVKjecv56qpl\nOXfSO+aiLRw4eBCAj4T1lnZ5aVy1KqrLt24SgpLjF9oW3ACLL/2I5fpicisn4m3SG7vpkNVzEsdZ\nq0OksJzL0jU1qouuzeUcR5fISFenF1S0JUj6zpXUp/oeXM0xvFjwVTg937LlvJxwmW5Wdp10Sm6v\nl5UjNU6+qGOkr4+F1lqiBSdLXftMk661rP64rVzoINeXzeUYn10w1l/O72uJ1uMEmfCK8aJ5eZzX\n3nmFxUBzSfmNGzdSXV3t6Au1VkSjUX7pl36JWCzGh++7Lz9ZWIZcpMVqn84YUgwYUKqP/wnHJ4Hf\nAbqAO4AThnL/nXzG0CvADrdKr0tyHk5stpy85BejeiPIeVDlG+Kr+7rpaI3yyI4Wttz4KF178paq\nQGrU9hCEEvkXlomctrfV2izlAnLElwqfj/YN+mW9vBW5NKmEmyVctd6IgU2nU3eLqqJDIJkiEg55\nslLJVu9yVx10A6ou4ZIp4ooM2XLuFhnHlIhIZ5U39YGuHU8/8ms8/NSfcscddxhJuUDQ52P5yiJ0\n2C34bn3upAuXCbpsXS83QZQJ8Y4bqN20geCGovYjF23h1YtT/I+nztH/2iEys0lC/cWXxcTEBH/9\n13/N+Hgp6fX7/TQ2NtLY2EgkEuHChQv8xiPvY7Agh1q+3E2gro2uhsI9kdIQg8Kn+jIIpEbJVTfR\nvHGLMXxXcEO+vGzJMVkWdTHBi/WUEgC38GgqhENruLKCmBKb/VpAZ9H3Yl3VkQ/1t4bq01rNuZPs\nQ51IlEPUdY52bn0sa/jlDKEyiXIjsfIobpoMr4XUu028QokOaiIhVifHtH2oEkF51U0nuVBlVVB6\n7l4mdOqEV62rKVptxWZXj70WqM+SV6OCbkKta3NFIEDrpo227U7Xs1wHUV2ZciYPKscJzAwTnp8m\nvG5jyX5VVVVs376d1157zbUd5WLjxo3EYrG8xlxabRQWfZPFH35qreangEeBb7iU+zbwNeC7Xir1\nSs4DwHFgEHiE/CzhnwLijfwl4LnC//8J+Djwm8Az0vZHgGpgEfgU0Gc62Iqk1dXqs5Ql6njh5Rxv\nzw/IHa1Rjp8YtqJIiN8e2dHClobt1hJNPLGLSGqU+u6BEkspFJ0MneQPi/MLTA9fsb6rpHC6ewDW\nQJ7UJBgmUifIWTkW8NTiEqGKosNdOcvKathF1clTWP3l66abuphWLEyQLedqW9007W7nYfpdrW9P\nYx9Hf+HXrSRXTjg/t8TqctZybHVLwqRCtlLKZXVQCbpKjMQLXGd5lf+fSs0yF4yWLFE+dWqU7oOP\n8/jv5uPcHjt2jCNHjrC4uMjysj78265du3jooYdsmebW3/YzzO37Q+tchGRFhkoIBKktjgjFyXpw\n8jJj/T1WO+ORgG1cUB3IBdTVCjkSh5sjnICRMGm0/OIcMgO9jF8cYnh61qY5Lxc6EmQiC2vVQMvb\nheX8anC1Mgav+y5f7rZFaynHulmO9VQXWs/tHE1EOTPQy9TlPmOcc1OkITUjriijSrRkyZO8XW67\nqgHXTVRVmc2U/xzZFefMAbpxy4tTqNfJXTkRQkScc9PxvUpydO2Uz0GnRXfSn+vGnVy0hZVThxi9\nOMRidFvJfvv3739XiDlghQV2IuE6BFKjEGyiJ6lfnfgJxjn3IgC8DGzyWqlXcv7rwBlAsNdV4A8L\nfzLaAD9wK/B35Mn5HcCHgHuA5UIZx6unZqcSkG8W8cITg0hz4SEVCUsAK/Zy/2uH6EncyPET+agS\nD+9eb2U0vKu9ieb77nGUPOheuMJqGZ6aZeR8H6C3WJsIs3CmdBrMTSRUHfBUp0zT8QSi4UoiFRVl\nO6+awj/qyKU6kKsEvZwY5NPdA5blXCbMJuLqdZLi1I+6Cc8Hf/l98M1jVhx0HUSUkeTqChOZVaND\nsi62PNh14TpHOfGCVa3r8r0hv4RNlmKdZrc+WkskHLbFM/+rU6MceOZNq+zp06d5/vnnjecvINJL\nA5yt7eIzO1qIPvlf6H3Onj8AsBPqwsRbPN8iG2gpDlO7tZ2WlRSVAycQr2hdBIHAzDAPdtYzd2Sv\nYyhSE0wvXRmqLEMnJZjuHiBcUaHVnOssdm5WWtPYYbrmXqGSTKE5V+/JtVhJy7U8l3MM0e6A30/D\n6nLZVns3/bUMJ+mJG5kXkMcvOUOoW11qHbr7V0fMvdRpmqjqzrcpFqUqsQlmiwaWtdyz5Ua7kZ8v\nryH8ghs6iVRP0bIlafvNyzHL9YfQ1aFaxaFo8VejYokxcAUYu/0+wqHS8WLXrl309/czODhYdpvc\nIHyDvERjKSHw8Sa2FLjVe7g6eCHn64EHgf8I/JvCb77Cn4oseet4DUWr+k1AP3liDuA6HVvRzMbt\nD3DRklb8Pf/ZLGUUvNQe5enjg0wnbuTKmSPAHgArPjPknUmbd9xL1z9zH1hFhsRAapTIjnvzN+Zr\nR5npGSPWmTBmt9SF/YPSl7gcG10lD5bEpaR1ztA5I+ZSc6RT855JrFyHjijpoiu4LXHK+8hyE10k\nF4CBwXGS0SjhQMAWxlEu49R2kwMpmLW88v4CTgR9T2NernB2donc6iqxkHNsWNOxZckK2K3osqXM\nTQOss5A7vZinUrOkFxdtscz/5C9f4sqZIzz+uz9Pf38/jz9uThwko709Lwi7Z/w1HuysZ/Ar/5En\nv3ksv+3cJFsB2FvyDKik3Gl1Jbf6Dj3Viwx++79pth42vkzV+15ug7qsLMNJP6vrX0uCMzNsTVAX\nh8eZWSw//Jnu3jQRH92zJ49tpufSdH6y5bwch011guiFbF6tNCIz0EuuoZnx1JztNy8EXRBSJ5Ku\ntk3IL3Xb1LpVyH1pyhCqm7SZroHJYq6DKoPStd1tJUnEOZf7di0RPLwQeJPzpTDO6RwV1d8yVXHG\nJ6fKaqP6bjEZNkxwu+/krMsqMgO9pNP66HWNjY184hOf4M/+7M9YWioNGX01UPN2OJF00cfiXlFX\nKX+CsB/QXagvAU+9Gwf0Qs7/iLxERb5iq8C/JC+EfwL4M2CWvNB9EPhb4AuFsj8EfoO86f9x8pqb\nEacDTs/OMbocYnboIrFoDdOpOapTKWbm0tTVRJiZSxOZGWcmvUjT1k7GL3ZTFwmTrmsiXnOa6eqN\n1K9GiMyO0lqdI50IUVN3H9HoKg+8v4mmwAJVBDk3OMYJ0sxW5djUeR+z1ReJRaMkV0LU1dUxMzNj\nfV5ZjXCme4iq2jkWZme4aUMLwUw11e03k82+wURqnun6KqLhSlKLS6wsLDIwO09tZZC59jC1lUFm\nl5aprQwyXV9FbUsDfSsRapdDTKdSNNY0MeEbo64mQm/yNJPvjDKXy5HoamL62Gm21Dbmz7+20Trf\ngTN9JG7axEx6kbpImJm6KmiNkVpcIhquhNYG/Fs7mZlL46+JWPvNZ5aoyK7QP7tga1f/Wz227/6W\nmHU+iZs20TM2SV1Lg3W8nrFJmgr1i+tRFwnnP1Pztu+MJG3tatrayWTdJLTGCBT6bbrQb6Kc+Bzo\nHiJSEWBwbgHfwDxzuRy+zBL9b/WQ6Gwvli/UM9A9ZLW/tqWBgTN9rGSWrPOaXVpmZWGR3mOn8+0Z\nmyy2W3wW9pPbQWsDdZEwN//bD7H+lXMcP9xHlc/PwuoKW1qjNH5gMyuj06yeG6dyNEtvdpXqdWEG\nM4vUBAJWu/0tMev44rpGCv3VtLWT+ZUI1eL3mXEGkqliO966UNI/qcUlEql50nVNxefj9DvW+cjn\nYZWT6p9JL9JU20h6McO8v4o3Tp/nRDLLN/7bQSb73uHr//Jeenp6+O53v0s2myWXyxEIBIyfwWCQ\nQCDA2c/+OkutUeb+4Iec6E0xtrxMJX5uzi0x/eRbVGzsIdF5AVqPW+1cGZ1mdmmZbP8sFRtrqa0M\n2vqvJhCgZyRFlc/P3EqOTCjDoak3rO2JriYGzo0Xvr9Boqup5H4Wz+Xs0rL1HFaFE/nnPRNgdugi\njb4FplNzxKI1TAyK5zJ/HSbHJmkSz2Ohv0V/1k2nmI82E0tOMd03YBu/xscmCbY04Av4mEjNkx4c\ns41j1vU4ftwaz+qk59Z2f+o+jx8v1qM8f/L2cd39Hglb91mvMt4sZ3PMLy7ln3/D8XXjgHx+8rhg\nOq90XRN10ylmfFWl+5XxOXL5baoqg7b2llwv0+d0ynF7JDVvPU+0NtB08jjz0WaqU2PM+Kry5Qr3\ni/W72i+F508+/2w2R2oxQ0pqZ8l1L9wXxv4Xx10ZsI4rt1seX2qXQ8yuRIrtk+6XdKEet/5YXVll\nZm6B+XTGOt9Ycorp1By17Vut91r+/h/T96fmOtuOLz1Xpus1H20mFp2ynlfxOTmZIRaNMp1KEYtG\nGTr/BuFQiAu25zLfrnjXzdb7V+53pPeReO7l50f0e7ymyRonrPtAGQ8mJzPUtm8t8Joiz+h75zzR\nujoCmTmLbzT4M4yNTbKyUs/c3BwzMzPMz89bTqDZbJbvf//7zM/Pu47H5X6m02lmZma4ODFm6+/5\nlQFb/+avc4jZoQFi0Sam+wZYpI3g8vUtaxkcnyfpsychmr74FtM9bwGQyy4DfADYJxX5yP+p9gm4\nTXMeJi9D+RbQAdwN/BVwFvh94AfAPyxsE5lHfkRe8C4IeAb4C+A0sIs8kX8eGDMdNFxZ+Ts3tMR4\n9pln8Yer2PujVwlEG3j+8FH8Ph/7jr8DmQwvDiTx+3wcPHeZYDTGvuPv4A9Xse+FlwiGwhzYv5+a\nSJClvje5+YZGqsfe4X2JGJffeJmtDRHOvPoyi9kV/urJZxiZz/LSkWNMrkb43hPPcGk6ww+f3cul\n6Qzf/run+cHrgzz7+DMcOTPGwef20j29yDuvvUy4MsizL7/CxvUt/GgsSaiqkv1vX8AHHLo4iA84\nOjqBD3hzaZFIrJpXU7NEtt/O3h+9CsEwe4+egIoQB15/CzJpfvjMy2TTyxyfnaGyKsgr40kWLg/y\n4unzrMymOPBOD/PDE7zUO0RmapbD/SP4fD4OvNNDLp3h+TfOk5me51hymsrE1mK/vfo2Pp+PHx4/\nA8tZTg5P2NonPg++c5nFZJojI2MEI5W8mprF5/Px9EtvEqwKc+CdHnw+n9X/+46/k+//Qv1iu/yZ\nS2d4qXcIH3C4f4SV2RQvDuT76+XBMdt28SnO4+joBBdn5hhPZ6iJV3EiM2f15/zIFC+cv0xmep5X\nxpP4gFeT00Ri1Vb/vNQ7RC69ZDvPYKTSqv/QhctkpmbZd+K89RmsClvX8aXeIWrbm2znHb+1i3dS\nI2y4tY2LVTkS99zIy4NjBEMVHJucINwU4VR2gdiqn+OzM+CD06FlfFBsZ2qWQDhi9d/Bc5cJrluf\nvy8yaes+V/tHtFvU81LvUP66nO21PR/yfSLKZaZmefH0eQLhCAcvjBAIVXLw3GX8Ph9/99LrhGrr\nee6lozx99DKjrz7Ov//sHo4dO8bBgwcZGxvD5/ORSqUcP30+Hy0tLTyx90XOT6R5YTLJ4soqA6Tx\n4ePU8jyr6SxvTCRZWVriuVfPkOod5Zkj5xi6kOTF3lHm5pZ4YyJJZVWQI0NXwIfVj2dX0iwt5egL\nLdObWWQ6u8xkMs0r09Oszi/xwvA4Z8cXODOXYuLyDC/2jrI6v1S8nwv3x9u+FSLbb+e518/gC4bY\nv38/gfQ0B55/hpXxYZ5/8Ueszk7lxxWfj5e6e4g0RDnwTo913UR/W89B4fr58Nk+yaQ5eO4yqRU/\nh8/307Zxg+06ifrEd5/Px4GzveQmrvD0S2/a7kv5uZofnrDuW/FcHTjba3weA+EIB89dth+n8Cnf\n76GGmHVeP3jxVaKRMK9eHKByXYu2XnFcud69x05ox4O9x05Y45ju973HThiPMz88YRvvtPWfvMDF\nsSQj07O289Zdr9zEFdtxTZ/y9RH9JPp732tvltTr9/l4/sUf4ff5eO7gy9b4aXv+Cu+tg+cuc2Vi\nkteGp4jX1Vr7y9dJ7Y/KdS22/f0+X/55jjbYxg95fBbl9p84C8Ew+144ZL1Xxf1Sua5F20/y58EL\nI5BJ879eOMa6WJSXT50vue/9S/PsP/gCq9Vx9r1wqKQ96jgln5fueL7WG6z3o3zdAuEI+0+ctT2v\n4vPAseMQDHPg+WfwL83z7KFX6Bsa4fLIGD58eX4hjhOuYv/b563nVLQr0hDl5cExIg1RG9+Qn9uD\nF0bw4WP/2+cJRBtKPov98jq+YIh9Lx2BcA379+/P36+Fz+f37WcxB8/v20+wqpYXzg9wsX+ACxcu\nUFNTw4kT+SAgR44c4cCBAwwNDXkaj7181tTUEIlEeP/738/g4CC7t21i74GDtvvq2WeetfWvfB/5\n8PHc62fIBkIcO/IyL7744kvAIRd++feBX2vb82g8WG1PHBhuaCG2dSexrTsZeOF/srqS+xXySpBy\n8E/IW9idjM8x4P8C/tytMrd1998HPku+kWHy1vO/Ax6TytxKnnDvcTtYAb9DflLwW6YCX/jlf7T6\n5U/dZ33377i3RIsqIDtiyEvTY8EmK5vhXQVH0XgkQOXACVv54fitvDqU4qlTo2wvlDs9lLL06pCP\n6TwzcNbWxo133svuXW3saYbFnrf4/Mf/gc3xS6fnVpcdRVuhuIQ+d2Qvvc+9DhSzZJr0yaZQjLIu\nW4Smk5fiDp3ppWJihvb54jKqToYjjq3KWUxhseTzdouoIvpDlmjoZDaiLfsCc/zC5gSVhVjAslxF\nhi4ajBfospaqUJdv5ftIve59UynOj09xZ6CoF9Qdo2bP/Z6d9tQ+0kmWRDtVTbp6/XS66CdfPcuW\nW+7ggr+JX/+D5yw5y9DQEN/+9rdtGVKdcO+99zL3X//WuL2hMmAlGoJi6EpVn9/eVquVIol7Ire6\nyhOTY3wiXuzXIU1mYBEC9ZYPbQKK/h6yJEGWs6ycOuThLPXQObfJMoN3egcZmZjmI3fcDLg7m6lj\nidNz5UVyYpIxqMv1crnHXzvNHVvWs3XnTsc2r1WS4kUuJJd1O8+5xSUePzfMYzs3XbN2qv5GpnY4\naa51z6DA6+cusbi0zAdu2WYM02eKJKK+T+R3pNP9KKDb7kUH/r19R/jYnTtoikW1+nQ3eY2Tb4Qa\ncUacl5x8zYtUSW7Xlckpnn/5GI/93AMl7dK1X6dz1/WVW+xvXZhEVcpiinLyvW98jVAoRGdnsX0T\nExO8/vrrvP322ywulh+3XUZjYyOPPvoo7e3t+Hw+1t/2M3Q1hEoi25nyKMha+ly0hXPJDF0NISJV\nVf+BPNe73nBu9xf+x7aqdRuMBX70xftZyS5VAWbnMjseBb4KxIEZ4E3gAfKG7W+SD58IecP2B4FG\n8iqT3yYfwUULN1nLlwp/FCr9t+SJeSv52UEF+VnAsw513EbeSj4MhIDdwNedDqpGaxG3bS7akifp\nSpxNOeufpeFK54hHKujaWm8j9XM2AtlL84Nt3NXexKVCSnIR4aXnRE9Bp57Hupv2EGu1xxvtHUnR\n6ofc6DhjwSbiiXzbQlCSwl7cxLloCznpxhefugFMJua6iDFeXsa6UFszx89Slc1qSb8aNtEJckgv\ndaBUX0S6iDCqdhrQhjts7Gpk4tQkK6yW9IEuSo0avUWuV3duXom5KUyXnDbach4eukKuOkq9PT9V\nyTHklw3oyZaOTKhOlSboEkKpEINrMnOWtnSaS5kFPvzQbTzyxQeg/wQ/+MEPjFl7dVi/fr0n93WR\nZVcQc0GqBZmWoyXJENfvytkJJg3RYlSI46jXvkgkir8FXMiJ+oLyogcXSGeWmJorxibWXdtynDdN\nZN3p3jFB1YcLCM25k75Wp3f3QqRVuDnfmc5L/p5bWclnCDWQc92447Wd4pkXvj+6/vVKbuX7SMQ5\nl2Ppg/694CVySTlRh9S2eIXQnDthrRlAVaycOlSS/dOJPOuuSTabY3xyquz2OGnqLWKqIeg6Z1Un\nB1YRDjoeqaB5Oe+yl06nS8bekydPcubMGTKZ8n1XVDz00ENWBtB4pKIk4pVXiER1P6V4ovCnYpgi\nMQf4TDmVlhPn3Edeaw7wX8hbzJeAwzib6NeRnz2EgBTwInlZixF+v7/ECVNGyffCgyHKymHVAhPF\nUGw6i3ZgZhjieQdSYS2fHhkrIeZbdm2ho9XuKAHQMzlOxXKw+GBFWwgIZ1Gp/cMFJzuSGeKRJprr\n7MRcHkzcwiI6Of7kJwWHjftkBnqpqwpTsVB8sFUCp8IU6s/mtGoo5xYVQ91HzhIqvgMk1jfRsNk9\n/OFa4fXlbBpYgxs6bdewsqKCxmiQ2IZ66zeT46oaQUQ9H/XecIMT2TM5FOeiLfiroowsBXj6+CBf\nffU/8+f/6CwPPvlVUqmU1knbhPb2ds+xpUBv7W5vqy1ZzVETauVWV2mcNKrjAHviMAGRxVZ+7gTx\nNCUaKifpiIkMBzd0UpsOUK9JhOI1ZKaAEzlVUQ7h0q2CyRlC3cLNlRN9yrRd/O/m/G4654DfT83i\nkuPxrjY3gOk8nUixyaE+M9BbkiFUrU/nvKlzps7VtWkttiaYQgiarOtye5piUSoCfsdzVtvrBpNj\nqttKj9xu03NaURGgcf3mkigpJuicUE2WcmO2Tw/XQJBakVAxHgkw8pUvM9UzSnjnByyCvrKyQiAQ\noLW1ld7eXmZn9ZHAvOLmm2+2Ml3fePaJsp151Qg0QqnQ1VBeBuT3oEc55PwQRQ3RZ8vYb2/hzzOy\nwSo70daUMRF2XbxjHUxhDFUJS6i2wSLm29ujVghGgStDyzx/fiof27OhqvBw5a3ooj2vXpzikhT7\nc3NDFQ9tzW/XPby6l4mceTO4oZOlxC6WyIeh8++wE8ZmnJfLZxYWaW5tJHZDqUTGjaSWQ+AFVIIu\nl9VNQnRRW2ZPzRLd2k6mTx8vXH2xg7fsp24WaN09ovOuFxE5RL8vZbNMpjLU7Pm09uWi9peunaY+\n1VnBnc5BHFuWcahtz0VbGBxPcnIhzIknD/PnL+efgXQ67ZmYh8Nhfu7nfo5IxHuSHVOoSZmIq9Fa\nxL2xurrKQrSidJXHpU4rIRRKH7q01Us2RjekMxmu9PeSaak27qPeKyYZmbjf5O8xpYxb3V7KDF0a\n5taNpZGRtPehoU5dWFDHelzGIdWKL0eIyq2sMDHvbbnf1LeiTtPxwFtkEnUfkxFjLp1hKWp/03nJ\nQlsqs9AbEEySmLVAHHN8OoWvZROgtxzr2iCiR1vbAAAgAElEQVRPMNyiB11tOwXEdcpmc0wOXjJa\ntNcCL/s5ZTnWWZsrB04Q60xwcs8vMHf0KMPDw8zPz3PjjTfS2trK+vXrrzqEos/n46Mf/ShQzJqs\nm4CpxgrT+1Ccx5aGqp9mC/o1xXWZIbRC8fYVhFv+boJMzFV9eijRYclNxKxvqZAB8fRQ3mouE3Nh\nMX9493ogT6qFfl3gzFKUjrYWG/nen1ywSPyl5AJPH88/SB2tUXpHUjy8ez3nklXFzIiUJmBoVpaH\nofgisWU9DDahonnHvchzV5VU1FWFiVRWGAfH5vvu0a4yiLZ4IfE66LJ2qlB11KKN7bNLRBIdRCqD\nJe0y6dVl6GQ68gTApLm1aeqU/eX7MJ7YhbDRZgZ6Lcu5qkV3OmcZJiubgFfLn3zvOBHLQGqU9U0N\nnBjOUpe40frd7/fzsz/7s4TDYYLBIG+++SZnzpwp2X/jxo08+uijxGIxx+ypIg68CtnCLbToJomV\nkHg1bGlhw9SUtv9k0i9r151WHkzWWvWFVO53KL7wglOjtgyhOmLilaTqyKGJXHolOjrJR30kpM0Q\n6oZyNfBeNeei7pLxsVAm4PcTrw471qWTx5j6Tka5Mg3dhE71GwIIVfipCPg9ZXV1Qn5/b+3VES51\nNdYpQU9TLMrqaB+si9tIqldLuijrlgRIhdOE1inhT0VFgKbG/EqmTNCdpKWiThkmQu4WF1xNnhhI\njRLXEPS5I3s5/kfPw+/fSW1tLevWreOFF17gnXfe4X3vex+ZTKYsmaEOq6ur9PX1ccsttzgaHVSC\n7gTZv+89XD2uS3K+OHCJlVOHCOy4FwqOnYBC0LNWpk/xv7xdJeZQJFqWs+iVBS6dG+Lp44OW8+eu\njz9slVet5VsaqizyL6yntYEVKpfm2NxQVaJbByyZDMBkQbN+eihl1dnV0EKlMqCIQaOm8NDorGHx\nSMB6qF8dSnFJmhBsaahnuyKtCW4oDh4LVVFqY3XaGOvyUqnJymPto3nJgF0f76QJd4N8vqPJGVZW\nV5EXflVtuU5T7AZ5BUWVC4nJm4A16St8qgPrkkTQyVUyebbHIuammPfltvVaQ7bqzExPc3nYz5Uz\nR63fIpEIu3btsr7fcMMNDAwMsH//fi5fvkwkEuGjH/0oO3fuzEekcCDmJugy8zr5CAisAlfm0zbL\nq7jv5Dpk7bpTtl9RhwrxbKxl2VdAWBZTl/uYnk9rrcfT3QOu0ifRnlCiw1UXr9tnLViMVtninK9F\nEuK2n5uWHdwnMgK5lRXmwpU2Aq5qq9XfvcCJPJr8UcT/bqR+LrNEur8PbtnmyWLuBEGo3I7pJcmM\nCtni7aY5N2U2la+pGH+CBv88p/PQTd6cYrOrmnOdw6M4phd4IbSqLNeNoMcj+eSAQ8Oz1AMjIyOc\nOnUKgGQyydGjR41JGsvFvn376Ozs5IlMB4+a/SM9Q/Cj93BtcF2S86Wp2bwOb0OnJA8pEvS13gDi\nQXn14hRf3ddtEXLAyhz6ka2lIhoxCZAhCHpzbZhEi916LRNygJmBs5Y1srG1BsCytMcjFVZ2U6D0\nQa5ro0Z5yYsyoh/EbPWpU/mHfnt7FLbGicebbH0V3JAfeBr9x6lu38JSIk+6KlGcGyU9nrDgu0VU\nUImyGwnyqq0ViPuyLA/1k+7VRynyQnpN7dFFBhCQlx/jUsQgyA/u6oKlmAiFhsaILs2XOLvqIpLo\nJhXlZG91Wpo3yQxKHJuiLfiqatnQFuKU9PvTj/waDz/1p7ayiUSCz33uc/T09NDa2kp1dbVV1guE\nlVwm5bJlW53M6fTmkHeC2djRKpEsvXpOF8FHzjCrg9oGecXNKRqL/B3sk5/ly92EKyuIVUc8T7TK\nIcLlkDivjqKxzgQN0ylHy7lukl5OsiLRnnKgZsaVUbWhg7aNo7Y6Vcus6l8glzMdT4Z6fm4Je2Qr\nta7f1QyhskzHBCcHXVN0DdP+qizFC0EVmnP1mLpnxNRO9ZjlEHHT72od4trIlvNyoYuCc60hjIzN\n991D/Z5fYGBggHg8TiwWw+/3k8lkmJ6evmbHm5ub48UXX+SBcJhngfvv2A6UrgyY7m1VriN40loc\nSt9DKa5Lci4v2YiZpQphORakHUrlL6A4ehVuurvam3h493pbptDt7VE+s6PFSPxlC6kgx4HUKLnk\nMFOTkxZJ6x1J2Yg5QF3iRmKtzTS21lhOpcJ6PpHOQqSpeD7JTOH8Cpcm2GQ5rIrzFscWS3PxaAtb\nGqp4ZEeLRdD3X5xgc0NVYTZbAcG8EyrAROU65pZDVCYz+RWHRNEyKkNo2SM77iWUOLSmMGlQmqpe\nR6Z0USYEMgO9jM3MsaIs5ckvTNXaaoLqVCfqlz91VpxmgOXiiowuxF2+vm4CGzrJLGdJzqWhptq1\nTSpMExsvhEqNWuD08rYmZIX7OTUzw6ZYG533/Tz/5V+t5wu/9F1AT9B9Ph9bt+bzfCa++3Wr7xsq\nAySX9LIzWdIih1GEovY/VHBoFhMZ1aouEOtMkM2tMHrygu3coTihVKULOlmVrp/VrKRyGdNqXP7/\n/G8laboLk7rghk5y5y4xv+hztAirGmy3ia4b5OhIauQm0/0k913yxeNMXBikdjLlKmkzRTqSJ/BO\nKEeKY5LY5VZWGJu2JxnxOnat1fHXWwSVUsdOK2rT2V4rQ6guYo5TG+SJhhdSrItqYrJcy9HQVDlK\nkuOW5lw+rpeJgVrWy3ZVfqMb40whHXN1bWTHJizLeTmWclMQAPB2jjIvMRFX4UxJQxVtGzqhe4p4\nPM7w8DC7d+/m1ltv5Y033uCpp65tMsrXXnuNm2++mUQiwd7XT1sEXYW6GiAgGxPXGunlPehxXZLz\nSGOeRcr6OZ02C/RWbQGtJ//MMG0M8y/v3MW5ZDz/QJBfkgH7wyPLQsTxbTrjaAuBhhWCtTFL0iJb\n4wVkYi7HUhex1VUnU4AezfmINjYvj9ust4GZYboSu7R90ZNcoEfsG8mTfF+4low/ZNsm7ytPhsTA\nUqlEI4Grd9gxWXh19TbX1eD3+awXvPyilyU0UCQzakxw1QnY9CJWLQWyJjEt6VxL5DryOQQraKjR\nW0hNTpAyVEKm6qGdYix7JRfy85WLtrC+qYEd61tpu6GemtZ68rnE8tARdGEp/9IX/wH1W1r4FHDg\nvPMESVjNZeKtXptYZ4LGnlHbhEuWqIhz9/mgJVZj1e0vSLlMjks6qPeISsxFmVhnr+2eUImuuuKl\nwpLBbbyBeKS+hBDoNNdq+8DsyK4b63T1OVlbTWiojlDpK11Kd7OSq85/pnMUZeQ6oSjFUbeZohqJ\nYy6nF2mOFbWvTiTXLQa41RaPch4d6TNplOXrUD+/SmRp2fpd1x+6NsnP/NVac019oYYrFmWbGuup\nqChOuJ2IajmTnrW0VW1v/rt9u6++jcb1m7X1OcVpN5UDZ/8SFSpxlYNY9CQXuFT423xpL0c//33u\n/rs/oaqqilAo70F2880389xzz3nON+EFq6urfOtb3yIej7N161bGxsb43Ae6tGXVe0wd59TY6Ncr\npq/Mk86V8jSBq1PzXztcl+TcVxO1WQPEBRcEWdZby5BnbvLDq3rdA4QS3WzfcS806Je5TDeZNcMt\nIDI/z7Huy9Q3pLRWcxkqEX/6+CC9IyltiEagZNsjO1qIKw4X4oEJpEZpBh7aap/EyO0VqwyD40ni\n6yroaqjKE/TCjL2o4c9Z5WXS7kRsdQly1OVu+bvXZU8BYTmXnXp1kg1Zd+wEnQZVfJf1vKqzkpcX\ndGagl0yuMm85xx5FQ0Al6CbphhMREe1RCY+bRU/3Eg2kRllZSBFZXeYzO1pgwnwf6+QrF585zYHz\nk0areTkIJTroeKDY1ypZtizh3QP0944wdvAwzfflV3rkVQ1BXtRVDlNfujkVm6x4QIncScjPxHgk\ncjTMV0SZzJYuTauOieJ/LxGH1H28Qibq6sRDvq+S82nCN3UQazb7c5iOr7sX17ICpz536sQVJId5\nyXJucqoHPcFzklWoPjjqOevlFM7nJSDinF8NyiW/quxHV5+I/qL6LQGMT06RzXp/3uV3xrUg6+o4\nVkIeFQtvZm6F8Ym1+/yo9eocb9Xji5wrJXVIxsaJdNYWUCLy4Of4/L8Z4CTFOOfJZJK//du/vabE\nXMbExAQTExOEw2GebW7mwc48L/K6khWPBAhMXP/E/McJ1yU5D8YaSx5e60EINnGuIMcAtEQ9MDPs\nmLBAfK/Z0Ek83mSTxqgOG3JIR8hbooV0BGBhapypXJjpEbvVXE5YJHTmOkyOzNFzose2T2NrjVWX\n+Ny9Kz8gTKSzxBtaLCKgTmACM8M2DXu8oaXEor6+qYFYrDYvaWmP2s5flQvJEx5Vly4gXlwqiXCK\nxGAaqHXxpYMbOtlwaZbono8SrKx0rENH2OVjl7NUrKIsR7iJURpqilE5dARdhU57LpMzmWCYQtO5\nnZ9pNQmgIQStsWrikQC5ujY+tWMdf3PqilVOR8o/tWPdNSPm8su2OAk7rJWYhBId+M71s64Q+UQ8\nz+mBXnqfez2/zzOnbWE51yoNEfsZLWIzxVwKAsENdqf0ykL408p4O/UzMzaNr5vF02kFBUpDK6q/\nqz4juhCBpogimYFeW5xz+Rhewh2qicq8RiKRj28i5qaVgeziEs2xqHZf8ayYVgHdnh8n/w4TvERM\nUeOclzPZciNQJj8JU7u8WsCbGutZHe1jeTGpLV+OVVnd5rSi4dSf8oRCRiA1SkVFBfHEZu1EQ47c\nYoy2ImXCDKRGHZ9hnRQmp6xI5z+LxjNhuPvfV+Cu3/waHD1EJBKhsrKSpaUlbrnlFmKxmDZa1rVC\nIODuzyeMD3JgjEBq9F3V4/804rok58vTkyUOPOIl0rzjXibIz+pUfbhMqlVLkIpQosP2AAmJx13t\nUa3GXYWwavcPTzE5NEr75jypdiLiQuMuW89FXPXMbJIrZ/Jx1aelUHaQJ+29IykuFazmwolUlt3Y\nnVWK+6pkHcCXvEykIk3zcv73eIP5fCfSOZrR68xUq1D9luKLsPm+e/DvuBcoRp1RoUY0EOci17uU\n2EUgNcrw7BLLNS1URMK2NgREuzSDqhrlZuzgYYvodjxQeq5endnUSYhYJZBJ8lI2a1nO5ZedTKx0\nGnkdEZUJuuzIaJLVmIiYDvKAOjU9Q2ZiEDo7yUVb2PrQdpDIuYqGyoC1AuCFmOscQeXzUCcYoUSH\nJXER/SIkJlCM1iIgQpDZJgqnrrCnsQ+AWz60yXatTFZpNdKLaIsM+WVuCgMnW6AzA73U7IFs/xmm\nZtLalTmVMMmTMNMKiiDrasQhXX1WeZf7WyWGIkOoU3ndfjq4RRLR+YTIFmt1+9jB0oRrIkPodFUp\n0XCT1ejgRsBNem+TLEJniHCznDvJ2Ly0TRxL5yOha7uXOkf/5jmym/SrKXKfyGO7yQFULePVuVaG\nXRNv3ydX18bq9AgTA5eA+2zHBHsCJ1OmT61czSG+u46MyxDEXLaaC+nqW0cPAUXLeUtLCy0tLdx5\n550cPnyYQ4cOaY95taioqCjEPTc7zuoCJugMou/h6nBdkvNgLP/Aqw53mYFeIjvuLbEEWyS9kMnb\n6wO+FG1hIpmxPSAiHJCsB0Oa5QKWbhxgY1s9oekWozRFB/lhFNZykZE0M5u0Yq3LjqSAzYFVJDHS\nQR4Q84OffeBtqFimJjdXsgwvELfOPX++6vL8RDpnczCFvKSguFaQ1//Kg5M8WMohCk06PPH/uUJG\n1eqWDsZD6wgFQzbrfrzgTCvaKJxY1ZfA3JG9lp64sauxhKToshOqS/6CJAhSJ1vwxP7is7Ku2mY5\nF9BZ0E2OrDri6OTEKNpiOi8ZumgTjcEskXDYGnDXf+6fsuebxzgymbaVbagM2OKSq9k9VcjlTQ6e\nuvaKfpLP10og1JmgvjPBuuNnbfsODc+WTBSs9r/Qxwe3tLiuYkwV9O4mODmICcgTweI128vq4Bix\nihrgdm2dstOgG9F1WslxGvu8EHQZDdURFi9fAYOsRV5p8mKBVh0GTfvJ9Zqs5Dot+NylYZqipUYS\nL+csTwJ0luBywimatgtyKfdDKDVJRX1TST3CuVl19C4X8n66JDxenMhVyNFavEpWnKLCWJZpxfAk\nt1vXXjG+C2QGektWP4MbILQwRXO1X9sOUb+JoAM2S7HpnHTaf3V1X7xXZXmsCZFIhFAoxNDQEACt\nra2MjIzg9/vLytrsBR0dHYWwuUWe4WUckq3mP6X4JPA7QBdwB3DCUK6PfOfmyLPVO50qvS7Jubjp\n1IG3HEemJSkCSaDw8MgP+lKBZMpLSmLWqnuQVAiCnvSnyAQWbYRd1Ad2Iq5CRIzpHcm/SARBh1Ji\nDljx0zcXsnCpFn5BgOWBX0C2Rk5e6qaivo5l2/vLbsFQ61YHJRFlRkZ8z6et/8dskWeKGVMFzsnb\n1ARThcRKYuLUA7zVc5mPzC8RXgmUWBys5FCF+PX5CDQtNqs65ImdbIHVQf69WbFCgp2gQ/GFr+rt\nZcu5DH8hQZQgh256YpW4lxvHvRxMpWZJLxYzKw7Hb+XjX/kkZz//fZJLOfY0RvjgL7+P5vvu4dxf\n/g0nX+jzXPfZ2SUboReQpTxaJ1uH6CCrqzBTWVEkUt0DjhOFI5NpPlj4X43s4rRqIv/mhZjrIGKs\nj0cCTEQqPTudqffbWiFHgFGj2OhkXPJLOTmfZilSlA95he5Y4v9ridJoLauMp+agfZ2xjICOfDiR\neKeoLDKhk1czVQKqI35ynHMBXahH9X5xm8iZwgpeC8e9JCF8LZsIrotr26Y7pun5kS3TQjIiQ0d+\n1RULp2d4+XI32VCDFa3FdP7l/K6ej9rXskFLhUzMRY6US0pwCihazm+44QaOHz/OE088QSQSuebE\nfNu2bXziE5/gjg9+hODE27ZtJf410sRJlQH/lOIU8CjwDZdyq8C9QNJLpdclOV+ta8W/415qNnQS\nStj1x06L57K1WxBDyBNAORwhYFnD1UglMlTnT5Vob26oIpaNkm5rKYm4Ij9guv3k/y+1R3na4bxk\nq7yYBMiacNmS7SWFcl11FVXhPFFSrRzC0i4SQOWPJRIkFEl0T/L/Z+9do+O4rjPRD+gXGmg0gEYD\nDTQIUHgIAkVDkhGKlI1EhqOXJUp2bI/HcsaOl28yGWeuH/Jdy1m28/CNM5PMxOvajsaZ6xt7xde5\nfmiSsRyHlBRZok0rQ0siKdoSDZGGCEIkCDRANF6NR6Mb3cD9UbWr99l1TnWDUlaoRHstLja6u6pO\nVVed853vfPvb60olVHneEjzz6yE/49vJ6LWTVou1jfjRxAL8wZCyggBYKwpUhOn8wnrJqz5QAv4E\n3ji41clTyoVkXfnSOgfSwaFeJK65xrW9b3kaPgb0KbwkLiQdIU/0cm3diV6VD6gNqSLCNZZsyJeZ\nQbrQhPj9n8aHbdDc1NuG9gf+EL7laev4FYJzYrLPrOQB26WlUscawBpsqWotnR8A+Itb2HXNbufv\nShIn6ZxldUD+WyRuu9X1fcCtOdUVOisXNX4/AouritZbWlqWjgunbTqrUd5mCbD5fr1yP/j2FJIF\nj9WNIt67a0fnSVGpjKacx7WunfSZfC/W34mW+aWKjsv/l/abr0aYEhRlkM853ZsS6FPI/r0SiUe5\nc9FNFOk9mRTKj09uLfJZku2Q97nuvHYauklOud/7lfic6yYYXu2XbZOFhsDGSR4HOqKOpAUoMefF\nYhGbm5tYXV1FOp2+onMwxeDgIH7t134NPp/PyTci5cFO+7d/pXrzszv4blWlX7wqwfnc+iZGC01W\nER1bcwxYawHFaBuoTJBOx/WsAG6AaksowfhALKSd4VquMH6MA0oCKAWB5I46P17Krzr7pnCOYQNG\nCglUabueWC0etP/W2TFyZt7Zn9jPrA3QZbKLjPSFl1Fz7bWeD5JveVphu6WNJIVS+MhuGwfPxPZL\n2Y98n5xsTCB9ZSGN0all+IM1jt5frlac10wWaIUh2NWPxn6317UpqKPXDSpc7kLXWYLr+XOXMN/Q\nhFDnkBYocwadZBQ6gG4CsV7e1/x4csDiLiYcpALA4tIzCnMeD/vx4e+dwQMf+SLiYT/S2QLasehI\nhAhkV5oIupAvOgBdRiXVXSPDdwEoDcxVhQIub/7QWdYu53NPPuubF8cc+ZMMfl2oP5BcPOVheLm3\nQMN2L47PYKNQwPKGW1usAzb5ziH4GpLKSotX6BhwnWUjDx24lftZCdYB8XZg2+p3TA5BOwW0pslE\nOdeXclHc2rKYc6jAWxecfdVdC8nOVsr+y9/TC8iFOruRS29gw9ac6+4FHftaaiOUNsq4kt9GBpd8\nUMyuFZGrbTFuo7vmDjtuWwA771cI1E2rEPx3NiWiFmbTmF1TGWcdyJeTDRcjrlkB0NlNVhocH8g8\nOmLOq6ursb6+jg3WP78asW/fPtxzzz1O1dFXyoL/K5e3lIttAD8EMAHgrwD8vdeXr0pwnskVHWb2\njr64xXzbwet3ErPN2VoJFikIMJIdYaVVRntjta59ASUpxUxqDZ1tLU4bTCw8Z4i134nVKoWRqMqo\nKcFUAnS6DqXkTr2VJAA01NY4zHmxIYnqwaSWBXSSPViJYZPMRwfIeeje04Xp2lyzK4m+jgb4gyHn\n9zCB+XjY7/p9851DiAwDTRrpBOBOupRh8vo1DfpBvw/R/BoAt3adggB6U++kEaDrWGYvICuBkxyo\neKVLmeTU1NiAyGamZF3a2Ya9HVF8/KGf4WN39uNgXxO2jh2t2LWGwDAH715AXgeuuVMK6UpDnd3A\n4Ai2ikUkuixWbuKxE2XZeJLV5CYnEAKchGWpcw509SvX5awsDAYLZAQ1zkL0t4nFm728iIaakGsb\nFyun5Gu4awx4RSXf3YmGORatQzDoB3JQciu4VSUdl/br1YYrAYtSC+61f191NZK7d+/oGCYGGtBr\n5OU57FQmIq89ubV4+ZXTCqmUAcY72xCcVGWuMl+rkraUc9uQFqEt8Wb4fb6KfNydfVQA/nRSCa/E\nS5PsR97bVU1JtMSbnf1VGpWywTpQT9vqiC3AwgNEaO3tiLrOm5jz6urqV91GcXh4GLfffjuqqqqM\nxYcoKr0GV2KTejXE2uRprE1atbG3iwUA+BUAP2BfeQKAbob8GQCVVoYaBpACsMfe5jgA4wNxVYLz\nre1thYHlIEyCLq7VsvTb1jYmxvZKgrOxEoRvbuaxOO/N2HkxwhTxsB89sVqMTlmscHd7FCdPWSBd\ndw50bXSa9oGYGzjwWF7fQP2GygdK8Ol0NIbOlM6nh60MSLkJhY7lppCTFvp9lWJPYT+q1hbx1u4Y\nasJh5X3XQEXWj5uqzAkA4p1DtmThKZdGvFyQTzVdj63TRx2tskwgbOptw9zcIhZyeQWwyAGB9kHb\nyP0QWC+XRKmzVqT3+fGdc7ETcn2ZGed8fMvTWE69jJW1ADb9FjsTBPC+wRtxR18ce/2L2Dr2kJLo\nWEnsqQ8qCaUE2MudEw9aFl9y5DWT2NXVj1z7DUjNzmH2yBRe+OHLOLOSd8A/T0LlOnRHKgMgBBgd\nBuRqmqwFAHizZQQgOUBpBBDwV2Nzzl3yXKcF5gC9EqApQatJS15J8G0XMmvI593AQGfraHIm8tq/\nLkyWh0tjk0jYVpum8Cc7MftMaaW5UomHbrLiNQHn3+H74MEBmxfA5G4t0lVFhqz1kc4WkWD3Yjnr\nxkqikonbXHoe24tTQGtca39rAvucPefBySCvUJzDNNfIZG9YKBZdPude7L1J965tkyzIwwwpyOvc\nRGwBJbxS3L8HwKjzPjHnxWIRk5M7sPItEzU1NbjttttQVVWFW+eOI/vocSOJZIrXQsEhXWTm5hHI\ni/wnfyuC3ZaLD47/T6C49Y9isztehUOn7P/PwGLN7wPwVdOXr0pwnsmVgBkHfL2UCCmynzkop5hP\nrTqsswkYAiXZg/NagH+uD1PegzVRyNfXoKnZAlTjC+uuIkGApSOTIY9D57O3I+qcc3N7BOOnxjGR\niijnQOdrmoBYCZFDCELfUcd3X4PoNde67BF1Fb90babrT+fKJx7Udlk8yUvbz/dPx5RVSptbEmip\nC6KjMaRsw9sYZ1pgfl5ASe50cPh+21WmZMHGrfV0Qdfp7ELOmvhMnkKWAXMZi+MzyK6uISTOl7eL\nBv2Jx06YLgcAoO/gXucY0t6P2m4K7jHNddNFzXXavDiG8NQ5+AoxAF0OIEkCaLk4hpQGlDcPNGNq\negWxoM/IiHck6xFjoHlPfRAdyXrnHPiKhSn5tTRYWL/Z4vgMEhfH4I8kEF+YwI//x6TLUYaODcCR\n0XDNPoF8U/IY90omeRtFYnPO5QxFIV0vJKsXLfwQrbWNRvmJtEM12ZZW6ujiJcOoBHjmJidQn19D\nMOhHqNVdiMfE0OoGeJPEZCd1BegY8jrzffqqq5FojGoBJj+WVzIuvzYmG0f5XRPw92J8nW01bi0u\nFy3X2FQiMsjOjsJU0VQy87rxgb5TDqS1xJvh9/uMIF63vW952rmntY4pBmBukvpwckHn9uJ8tyEJ\nfz7tMOdynzvVv+vcZAAVT3glwPLoidWiuz2KiVQGZxdyuKe/CY+OWYmrxJzncjl84AMfwLe+9a1X\nBaR3dXU5UpaJx05YFrO48lwL/qztqB7Iv7wwacprAfgArABoAXAXgC967eiqBOdzmayRhQXgyCt4\nMgUHgwRadayzzpHl7ELlldk4wExni5hd2VCYc1lVU8fumoKWuDhAb2xPYD61isMnLynfJdkLAMzb\nri68ouiBjqgD0GWsrk6j1hfR6hh58qfucwLQZJtYjLY5YN1JxIQ6ITpgy4i8GBHJmEjmcn1xDrFQ\n1RVp4qgCG13Ttw+OIAG3NlvXqfAk5HjYr9hG6Uq9E9s9t5HFL9ZXsdS/28Ug0qDlFMsR20snGF3b\ndBUSKUyrAoojApMx0QrA9PgUoivryN+rvZYAACAASURBVLXHnffpGnEAzScHHcl6YHrFYaclSCep\nCWfMdeeoW30ArORMGuBo1YPa9tJXHsL3v3ccN215K7IlS0/nQA4qXkVtAJ587Udic66sRlWZCIl9\nbTa1YfHlKeU9XRIgTRDkMUrblAA6Dx1g1w24XsBTfmdhLYt8vqA4FlHonhnazgQCvRI8Keie95Ka\nmcDjxtq6UyHUFKZtiw1JZVVMBgf29JtxWY/ctwRoOuBImvPsetbVLl7wxRQkOUyIfe/ELlMXpkRU\nastcer5shVCdzaAs8iePsRPGmn9u0oJTcOa8El2/Mh6Va4PN+tNYrx87qQJ3CbsQHtnbYYHz8YV1\n3MD4J2LOw+EwLl26hAMHDrwq4Lyz07o3fvLuj+P265rLrh57rQ4BYhXxXx84fyeAB2Gprh8B8FMA\nd8Pitr4K4CAsSczD9vfnAfxfADwv1FUJzpfXC0aN8jjcSYeVRo8DzAtOgpuzX/thIYbMJEPh4Dud\nLWClWI1AfaNaTEBINCS76wXQuUwEKFUL5UmiBMpl8aKGzj2YtwsWfezOfksvr1l6jy4FEIrvcrWD\nXw8OSKz/S+eidNR2h5gAgHAL7uiLu2RABMxlBydZHFPnHA/70L2rvZS0omE8HDbGZflYOseTp+zt\nBttwcPh+RCZPKZ1OwoOJJN29L20VW+ADt9Q6T02vYKGYR6G4qcooOktlpoGStSN3Y6GQPsscEHFQ\n+UpZCi7N8S2toybZYrTAo4kEB+j0fwc7dwLq3DqRXnNgDpSuI39PJqyWPOytSdXZv/wbfOULTyGd\nL6AaJYmIDDqWiZnXvUdSCqkVdSaYaXduBnez4EE1AfjkPBjfhXjPCttWn7BJUh6eOyKlDpy5NSU2\nlmPC+MSPM9v8vqrJrFuac3ZM2v+VFsfh++ChSwqV9QRoJUhWdaTfhZhz2p/uODqLQ9qXfL75eUnn\nHnpfJx8zhfobWv9Hzp5HTXK3q7iVyYJQVp9NsIn3lSYmltrUr/SrJmvDRJ0PVU0dCATibMVHf/7l\nfNZl6Fb3XG3wYNmlC5IvMwO/z6cw5/J48lmVhJEsqFQu+Fikq2QOuN1azi+sA+2lv4k5r6qqwrPP\nPouf//znZY9riqoqi9Td3t5GV5f+JpETTLmiZwp+71GRuH9F8T37n4xpWMAcAM4DuGknO70qwTm2\nLSUoscMEOCnofV7u3hQTqYxW1qJzdZHaaXIQAVSwzosIXJ7L4KVLM+gX+yDJh6kDUTXV7uRUOTnh\ngBywihXxsED6MVx+EWi9fhgPwvJRR18cA8JjfOG5i0jNLmMqUn6CMw649P5yFk0daKLBqjYqJz66\n8NLa8qDrd/niOKqWUvDl3RahUlvOWX3Yrjs9sVo0t0fw5CM/BfBG9MZqMWC7YTjHstvAB3NZDU1+\nTuHomm2gvbm9jdUttTPeib0ZD85YlpPBAKpUhI6lOw+g5C0+f3YemZpNXH55Fr3NDc52PGlVAlkj\n2yImK7IAkU6mwwFYZPguh3XeOn0Ul5mk5oUfvqxIWNYN5qp76oNo6m1D4rZb2WDhvnaexYbsImU0\n0Q7akzkT8JX3Ycnnv/R8r1XXYb7g1zKk/LmSAJnnD1QPjiiMJAcMlNytc7WQ7LUXwOaxmM0hny8o\nhZIq0SS/EucGqVmXhb5CnWMuEEptKm5tIb0dUPZlap9OQqJ7viu1g9RFOX9vAFhvH8D6etb5Pp0P\n/44slS4rYsok4iu1wdMRHjoWeW5+EYViEcW4SgBxoM7PpRxAN8lRyrHW/Dv8PperT5w51xU60q3u\nFqNtznNP+6RE8krC5HUuc8VGpzKYT61idCqD4kASgCVrIeYcAN70pje9InC+vb2NWCyG7u5uJJNJ\n1H7mc7j9Oqv/47a16n1lXmFyXvMihQ1J21Xrj6+4na+HFVcnOK+qdgD48uQZLE+ewQX7Iw5Kebl7\nAuoEYnlQJjR/IHS2exQTKetBmUhlcO++Xdrv0Yx3aq2AaGPMs9hQufBi0nkQMC8Xl188huXJM5hP\njWB0KOloviky1bU4k86ho6nUZj4hkcG9wxNQO1oVqNOLlooAuil4x00daLI+iMDqDBB0C3Vk5TYT\nY9HdHsU4LAb9SyAtfJOyysE7c5K08P1VmgQTqKpCpFqddEkJAZWm93IZeTV8Y+k8uH0ZDe6KNOfy\nBmpsYB4Zvgsv1O3F+OV1vH1wBNCUSZchwTo/LwLmHOBP2Z7nFATMASD76Ncx8dgJFxiXUQuz61Jj\nfycCXf2oHhyBb3kaAwyQ0m+hyxngkxm6N8omqQk3I75szZ/vjeoQGtqvUQa3rdNHlWPrJBV8NUNn\na0dt4P/L4BarJrvCkJ1sybXlHT1JBIN+13FNgKxSUKhWcHQzdKHObsddyMR+y+0DXf2oWVtHa/PL\nrs9M2+jaJYVSpqRuvh8vIGlaFaSI1NYhuLFk3J7uL5JVZdk9Qm31aSZhgN4Dn9ptSmD1sm6kaGlu\ngt9XmesZHa9c6IwIJIsPuK8nHy90k+ditA3+OVVzrpv0VBpywmK6XrrifZItpxyypdSsXZCw5MVO\nzPnS0hJWV1fR0NCA5eXlitsp45ZbbsH+/frClBKgV0ogyevGC0C+HlceVyc43y55KDR07lEqZ8rg\n5e6BEoBt6NzjvMdZaCmHkcCbPieQf/jkJYuBhsqeO8VxNjcxMT3jLOtTWPIXVbedzhbLZm1TkHac\n2t7YnkBje6Isg06RW1nA2JGHsZQaxkSqV9nnheNjWCzUoGG5QbutDqBTsislHnktd7nLFVtJMrxD\nK7f0Kj1mp8ZfQu7CGKpDwVcEWGkSN5HK4BBKqyMHOqKWbEWyjkKGlBCDq8O8CoAtmXOZPEqOE029\nk7gBJalIU2/bK9aK8qB9ZR/9uvMeB4BcVjOZW8W1RSspLd85hHt/69v480/d7eynWaNlNxVyIpcZ\nCcCnRBGiqekVNA80O1KWzYtjmD3yFH781Wc8QTmFiTk/s5LHDY+dQDeA8D0fcjzDI7YlI7/GOoDu\n2Elqlte9Bi0+KVXrHlgA/+JKCqmljNMvBCdPYQtXZkFmyhnRSdL4sjMvdW4KDlAXfnQSqxcnsNna\nXJLweDzPXgBd95mpL3E952LCogNhmxfHsLG2jtT5l7TSFVMNCAmaywETyRYClU3cTfkKq+tr2Fhd\n037GJRe+9DRWjz2u9CeU3JyA231I2lxW0j7dBELnojK7VrSY8x327ZUek46r+/6VRC4cw+xqXpvf\nVMlkBPAuhChlMe6/9cAcsNQAy5NnMN+eUD4n5ryxsRH19fXY2trC9ddfjxdffLGi9vK47rrrcPPN\nNwMAaj/zOeUzWalZyvsovFyEgMomda9HZXFVgvPsWgHbjAEP1ce0IJR01rzM/bwNYDmQBVSAzpNE\nTYw33350KmP7rfNk0AJ6Y7WovzaBaLoLd/TFXUkeKkB1P5g8vKwW6dysjO6I/X+v63vzqVVcOH5U\nrC4cc4D8uD1h2ZiZxfriLGKLtQ5Y5ccB3JMWiwG0B327MJRu+VwyiCV9vn0tbJ9enaaQh2T44lUF\nbE5dQLjnWuV4gMpalnOE4ddKnh+vjuY1WFC1US+mWMec83CkKv0lK0UeXJ9O3w11dqP7bpVFNWnO\n+f4uff1rDkNuTQBK23ONeF2oGjU+S8MdnDyFw3/2bvT84AtIMV34TmwUAbiAOf+ff05yjdSXPoev\nfOGpigsbeTHnL9gVTLtRKmBEwMYrSkB5DEGh6zZKF+ycBAqStclcjbpCBi2baee9SsJrsuaVN8K/\nI6VzXomggKr9jtWFEfTrnyudLV65giwm8K57n7PRlU5aC9OTiG1vupbn6bkuBx7LLeXLvqtcH6ab\nfMhjRGrr4E/sdh0HKP1+JK/gUjQKei1zVcqFaWIh5Ri6e7Ul3ozFmla00r48gLRcVdBp2Hl+CQ9u\nUlAJMJdJu9Quv9+P1hZz0SRdkN5eSc7eQcl606o4zy3j2OTC8aMASp7jxJwDwPr6Ou68805sbGzs\nGJxHo1G84x3vQFVVFX7y7o+7pIa60K1smZJ1+fuVKgFeD++4KsE5Z84BPTvcev0weod6PX3MOcDm\nwJM/DDqLQvl9HZNMIDDr28LmypLWcpEvcXvJXnpsFl4XsoImhESFx/jCOg4NJfHkIz/VSmDovUJ6\nDJFd1zvv7xvSA1Fpf5jOFkqgW3TEUkpC3+dBfxOIlvug4EuTFBcmUlhsn0Qo4C87e9eBEQpKsJUx\nvrDutMm12iH2ndC4vQAq6Nzc3oY/GnAGTZnwCFgdWjk/aAo+mHslrsqggZx8wPdMr6Dj7LzCglOs\nbW9ho2g9e5e+/jUsPDKKr5y+DAD4t4Otij7bxJhT8IJKtJ1JvtPU22YBs9NHce6R0YqBOWBmzgE7\nD8AG6E0eMhat842mCqb0nzYBmjgHNLbl4tbpo8hOTmDh/BTSWwFPNp6XkeehA126RDMqSCYnyHw/\nuntOghoCJAs/Ool8oaAwaVT0xmHRyyRmS82yTk6he98rdM4pAJQKobry8ZUk7vK2yu++GiFZ/QxC\nWC8WHUkArbICpVUXKUWTzxM907zQmC7KJTVWovEGgNnVvNathQN6L09y3eoD3x7AjkkXft9yYA4A\nhUIBE9Nu2avuuLoiSOW2q7SwIQ+S0C6lZh2c89G2twIA7j30ZUVzPj09jSNHjmBpaWlHx6iqqsK7\n3/1u1NbW4vB9HwFg9Y08Yd8UXkWx5H3y+IlRcI/21+OVxdUJzqtKDgwcZIbqYwDgsOWm4jYSfHEG\nXSaPSpkL+Y3Sd3Xg3wGXts95V3uLFpASKKdjeBVGkkw12SnS+RFzr9O/Eusw0NfmVDQdnXqj8+A7\nqwr2dalebUegNorBfW90jkXHJy2+LApE50bFWAA18VIpAAQAAZWhkNVcTSCfWxXyaKkLO9nmpqi0\nAzdFJXKjdLYAhFuQsBMlOUgmFqJ5oBl4fgqbG6osgyQrXNNcCRjhoJAS/oDyiWscmJNE5Nh8FrGV\nPG6329mRrMeZX1gguq6qxJxLWcmTv5h3tpEh3TRMDLuOpWkeaHbsEnOTj+PJX3gX9KKIBX24LhLA\n2sYGYgXzoHhmJY8z3x/D7depWnfeJlNiq67IDqBftvcCNOQAAgA1QT+a/HUu2Raxxvx+MCUQS9BB\noZPT0PuOxZt9D0U85CX8OMAYYnVhbFy8DCSanSS70rZj8A2OKCyvfI50E3Ed4+adNOm2jXSYUajX\n31ddjZZoqZ/n17F6sDJgLhMBdzJp4BMNUwVZyerW1U1itVjlmmglNucchyApRePFtUxAS7L2ktgo\nxwJ7rSK2trSgNWIGeF77VnKEDDp33b2kS+R0HGWEs4wC/qNt8Pv9iMfdzPlOJlw7+a7JoUU+n5Rb\nR/HnT3wWH7/jjwCozHl/fz+y2Sz+7u/+ruI2AEBfXx92796tvOdFgHitUOn6OcuTfXFHbfrnjNWZ\ncVRnPCY49mTonzuuSnAervNjGyVg3nr9sCJdMYWuGFFje8JeKoIi4fAKzlZTcFDKY3NzE/OGCqHn\nF9YVf3ICxxwwd7dHtTp48jvnQJl31DysgX8MVQBu6OrHwP4hnF2I44lzaWd/vYydf+aJFPb2dOKm\nm3tcbeYVUHVMAFVkvaMvDoRbnA6IAwBrez17rqwQuIo7mUHWSsiPaF+HA2xlJ0kTA6/Ok7xkAX3i\nMLWpnDd9OltAPNamVBvgAK+ptw21yyvIjJZAILcHBKDleyuxrSqd35izX6/Q2Qcu5IsK2L4dFmAd\nDW8j2N6ExfEZZeDX7Y8XEeLt4K4aEshzNp3+7r77Zsf9YOKxExWx5lT9s609gqVzc3ibACY6z3UO\n+vn7w7AYRznB4KG4poi2mAqtAPoEwY18AYsba65t+L4IxJkKFemuEH/OuO69xKIXXQCZT/Sovc5r\nBmwW1rKouV7VdXO9t3O+0TZFvuck3Qu3J5m8rXPI4OHLzGiBrm4FI9DVD//aOhaqzurBvOaYOstb\n2SbLpaO8fZ5zDoaVABPIX1tbw+qKNT5w8kcCc11wYC77A7pG9FubGGrAbclZbkKSnjyvlJTXOZNc\nSbIlwKUsKkTRSmc0/b7uvioUCsgumyf/5epw6PZfDqzrKl7zIJMCHv/h8o148K9+A09BdWupqqpy\nXg8PD+PYMXMuHo+XXnoJU1NT6OiQmXHupHweO0kKfT1e/bgqwXljpAbb7QksT57B7v0jRgYbMJeM\n5yF16TIk+84Za4rzTJrCB5yVog/Nzc3apWWe7MGDn488DjHYsqw9ZenrrNzcJbvHsHdwBPFBdblt\nIGbNwCO/CKMpUsBevzXbNck4OKOUzhadQXd0KuNcA8mIy/2Vc23hS+/pbNFxg5HRcc1uRIfvRCAY\n1IITJ4tfM0DEwz6nwFN3e9T5PThA3+tohPWPhHThiIf9SAoPZWLGl8YmEfRVo2N3E5o7LAAaGb4L\n+c4hSMirYyJ0IF1OSHR+0K6O1B7MTUCbgkD0YrQWNX4/mnqbwf21AQsAuJbR7e1o4qEDEBKM9x3c\nq3weGb4L04EWJNPPaycSsvooAfOOZD2K29torC79XrwiqDxn2gcVQ/IKx0/bkDRKAF3KJUwWo2Df\njxYCaEqXX5bWsqzscxMwKCWB+p28GBk6oA4As3y1y/5OsKsfid27EenqRqi12TPZ05eZwYCHlSrv\nTxQ9tYfOGCitrsmiTCZmlvucUyj1FITjhwzdfnWJgF6JoFKLb0qypGtSV1eHXf4SKSClLGSh2tTb\n5lTm5aBcrgBJZt7UPhlypcBL+pKo8yGUXQAZc1fKlAPe0kNAX0GbtvECxF6fcc25l+yq0rhSiRMn\nqIgs4tLdb3/+y8AnP4J/g2mFOQeAF198EY2NjQgGg6iursbWlkwBdkcoFMKpU6fQ0dGBew992SVt\n0ckNK83vsO6P1w5r/lqKqxKcb9ua83LAnFcC5cE90AGVMef7IkDGJR2m4Kz8vft2OZrOzc08Lqbm\nAMDFGtHxZPVSkuPoLBrlYDoQCzn61HIWWTx8y9NINLg7TN/yNBZPP41gUwO2MKeAiGJD0hkIHa9m\nsbRI14GcTni7aaCVExUJFJyCT4JFj4f9LjcYatfs4ZPYjLShKnGN0j5r/+UBF3mdAzCy5yYtv7U6\nUFBkSr2xWiQMmvHG/k6E5xaxPLeIpl4rgTTfOeSqRBsP+5EwJKi5kpD4ZxqwYv1dnnnnITvl6QuL\nSNTWoLe5Abdf1+ywzQSG5fe5TAeANlGNB9ff03b5ziHEYSVq8v0TCAfgWr6nKqOXz6RRqK0Gtt3n\ns6c+iDMr+R3p1+kc+OtX0zkHALK5PBaZK4e0+eN/c1AuGUgpI3EmjXaxJAqp1+XPNQc6fD/8OUg0\nJLHkq8NWfBcCXeq14H0Pr2TpAH9RG4Im4Dx08jatNMYjx0VGcWsLs0sZhV3XWYnSiqMEory/NCaH\nGmQ6/LWX1Em6QGXnJrG+noUv06c4BMmCSFR8rEMUL+s7uNe9OseOoQO15QCyDtzza0NuLfK8dnIM\nr9ARLfx8dnqc7aUU0pPnlYmtrI3Bo5Lj6kLHkvPxo5L49ue/jH/zx+9SmHMAuOaaa7C0tIRf+qVf\nwq5du/Doo48aV+4pcrkcnnvuOezbtw/t7aUKRwv5orZgHFBZ37fT1aTXY2dxVYLzqqpqxJjsAzDr\ntbkfOkVD5x4XQNcleJp8zgE3I0/6bfqMpCJUIZQPJvwBlHruSoJboElgztlJWTCABy/AwAeJzYtj\naKirRW1N0PmbQvegyU6FXwd+fiT7MSWh8eASGwCisqpP65Pa2tWL7cZ2bSdJjLtXEHsOWJMra5Kh\n3mPe21sJv+cX1jGRyuCJc2nEB9sU7TkfRIN+Hzq6WhyvbYKXcsn/QEcLErajpW6Ap5CDuYlNpGTa\npbFJnHtk1NNDXUbE53c0580DzXivzYybwPbi+IzTgUvPdL5cyl9zVwm6LlXHHsLJL/4DgBKzzUF4\nhzg+r07aPD+Ljrh74lButYCO5aU552Fy09lphENBNEXqPO0EvVhPXbIc4DWx1MvTaHvrf5VUUOQo\n4RY09N0Ef/MuZduQJumQ37OlSb6OQXcniuvkby5ZjDh3rqPnUdO1jvael43suizgk5ucQGT4Lrfs\nw+AjL0PnWMP7bO4UQ9+XiY6R2jr4fdbrcixuY38n9vV3opmx6bqqul7h5ajB92GqmllsSKIl3gy/\nz6cF0ZUeu1LnE1U+6Z7k0X5197rj1iIqhJqugX5FygzKpd8515rr7n+eg6YzJ+AhmfM3v/nNCIfD\nCAQC6O7udqpmVxJHjhzB+9//fuW9hXyxotVEGa+kwNjrUVlcleA8NZPBtrhpx09Zyqx5bpsogDkt\nDUmnEp3W3ATMiRmmffPt6e+JVATn7aJGkaxVIfRuzX72dkSd4j3yM8C7EFIlM3Sa3eqAAq98R0EP\n1PLaOmqCAdc2vuVpMfirwJzabZIHEevGJxfWfooOe85ZdJkwa23jviXjYR9mZ2ZweW0TYQY2iAGJ\nh30ohtvKDhLSUYcz/6bfgR+Df290KoNnbXDN5S0kf8hHQ8hF6wBY1z0IIB6/EeMoTUbo/wMdLUhs\nzjnflcEBkKIt1rB3ZLV27pFRY3Ill4bwWC0WHLcWnY+59Ce3vjfp8p+mIFAujzN/dh5NvZMI35NE\ncPIUTv/l3zj74xZf5PsuE0ypbYWtLayfdl8vDsxp4OGDEJ8AkMc6oLel1DFIpmqQlSQNZnN5XL4w\ngVxbnbI/lyd3GQbSpMnloetD3DUI9M84UCo+dnEmjZtuvBHFhoh9nt6DM/eI58eRIR2q+MqafEbi\n7FlV2H/Ns57dDiO1+WPMBloge19qt/ytrYqj/S4ZisKwit9A5+ihY8t1+m15PVbX11wVQika+zud\n+7+pt82xBR0QVnfFhiTymlwcGSZQKiVLcpXFOU/7GLOreRdzDqiMt47hllGJ9IZPRCt1b5H7zYVj\nmEvPK+4qO7X9k9diJ3IYPoGW5J+0i/7PX/oMdvXFcfz4cYU5Hx8fx+OPP47nnnsO+/fvx9zcXNnj\nVlVVoaGhAefOncPLL7+sSFsoeH8rQ+d05JBCV+g5/y8s3gPg/wQwAOBmAKcM3/t1AP8BQBzAFwF8\nzWunVyU4z61lnSTOJdube3nyjF1wKAbsH7E+E4w5ubkAahEiCi+GlEAiB+al4kfDThsAa4Jw+OQl\ndLdHsStkVQjlA43UjVPo2C0dmx7XONBUGqZqeDwa6moRveZagzuDuwPlnqyAeh2pk+GJq4A6KFAn\nyPWwADAO9zXiHS8fwCKxVoUl4BpzXQKSJ5jxWDHh3zfpG8nR55D999tbrevGAWR2egGhsN8CAWOT\naOyfQOKeJA50lHS95xfWcei0tc3BvjZPv+QgLH95l3uBkDsQgz01vaLVagOljljqwZPTRYc55+cj\nEzsVgP7IqNbBhTvXSOadA+LVY487No9AiTEnbbrX0moVgHhNCM39zVpJC73WtYvaQfkAgAXQ5AoI\nP75ki8uVFufMKwHacCiIxrqw8j0pTzM9h5VKuXSAwYvVlBNkQH2u/ZEGBEMhheWUfYcEoByg82ff\nars6QQfcBd5kmGxZde+trxWwFYkpkhnuV039opJH0D/haj///eT1NlWq1IUir2ErYNxkINzSCf9C\nSuviAwDdNvvDE+J97Jh52q+H/IITDboJjpQTyu/xiId9aG1p2VGFUBlG+0qN7EQXXgV/dOH3+xHv\nVE0Q6Bx3muCpC9lmd60P657vjdWiJ1brjB8UvNji5/7gK/jG/hH8u2aVOff5fMjlcpiZmcFTT5Wv\n2vyGN7wBb33rW9Hc3IylpSWsrbmT0amP1AFz3jfJVSUigw7fZznL3Hvoy2Xb8y80TgN4J4D/x+M7\nDQA+C+AWWAa7PwTwtwCM5V6vTnCeSQMhaxYpq4PmVhYUrTAle/LgkhZZiIi7o3C5iRmYW22gmW2o\nPqbsc9W/iujSgmtAkdINoMQUyePy6GHSEKCkhdMlYvFEPLDvmUADdbyZC1mEortd8hFZwVTq5wH3\nBGcilVGSKXXOBzoPdKA0CNO1kteQBvF0toAL0ykl+cXL5UEmte4k3DZwarY9WVVyV6Bi1NKVN/WW\nqvbli1uYujiHRV+pYw11HkVicAQHOlqc49C9kM4WQV2fLsmTAPpA55BLk+sUdfIAinvqg7jhV69R\nklZlZPKbDnOuC+q8ORDmr5sHmhWgzjt77vJCOnzAYjClBEUmmgLQsvML4zNIb1g6fqmJl8lyunYl\nbrvVktbY1zRhVxAlkM5DB8zLDeTyHg109WNzqYC1minzNgIQltO66orFSEkFacGd/WryQoBS/8jv\n7fMdUSwtLmB2eR0kOedtlPecmhRbOp4x7Gdfym9kUikBWQ7ypYMWMe7Z1RWcuzitfm4nu8Y721Bl\nIC0kICaNupfDCYXOclCyjS5gzs5hemEFoRW9BK16cAQRcd+ls0XFrjZt57PoZEy6apheLiLyPHRM\ndTpbxOW5OS1zrvMLl7K8cqGbSJT7XrkoFAq4bDPN8nmQ7a40JKjX5VvpXiNWi/sG23AI7pw5oFTh\nO3vfLoU599vFwHp6epBIJJyk0K2tLYyOjmJ52cJ61157LX71V38V7e3tWF9fx9jYGLa2tjAwMFBq\nAltBpZwFU5C+3H2NxjDcHMax+SxqP/M57PvE2/BUy37Pa/YvMM5W8J03w2LUKXv2RwDeBOAfTBtc\nleA8FI0jZ/qMseMAHBcWqU0n6YWX/SJfyp1IZTB+atxh6GXo3gOAan8A0cZSm6hzTGeLzsDDgy/d\ncokEUJJZ8IGoqGE1uFtEpcEHiu3YIi5v+l0Jis6x7TivWQ3gf5PdIz8vwLzUx33QrQ61dK3iHVHP\n5crmFqsj0i2vmoIzGJUsg7oKQRkYdiWxdJC03/1Otc/F8RkEfdVoYNIhC7Q/hQSAxOAI4rarBbUP\noEFxzJlwSQeUxv4JRIatJL14E1DdlAAAIABJREFUrA2S1Uo0JBEZvssquPPDlxUtYUeyHt133+zc\nM41wF+RJdrWiNRZl7S0FB9ocCOtsuHQMDLdeTNx2K6oHRxxgx5lu0oBzYG7Kq6iqqkK8pjT5oXZJ\ndpz2x4MqkhLjmM4WkEYT4vEWB6SbVp4kQJITUq1W3AY8wXgG8Z4VhDqbtPuW4TwzdjGjcvc8d3Sq\npH8Y10y8CaB3t9v5JE0xBBl7pwsiD+RvxXMiOJBPNCQddxjqO3hhpqT9Hec6i/oI1O4nzqUVsuPw\nyUso5rIobgRx6PSMkvNDx0nazyqXivCQ1YkBVcpUjLa5Jl4OADfo1DmrLfME4mE/JuvqUAf1WeLH\n4/vTJcyaQutmYwCmJv23nChRvxVuaEZVYzuK0fJVNylRWLca5DXxlM5flYTpOZRuLZUw5ZVEOcZc\nF5Wu4ErNeX19PT7wgQ/g4sWLOHDgAGprmUtasYhnn30W733ve9HQ0IBnnnkGly5dchJGQ6EQPvGJ\nT6Cmpga/856SsoD6ZNMzTH9Huvpd16t6cATv+PwEbrDzH0Kd3cBG2dO6uuOfxuf8KQBfhlWwegPA\nPQByeK2B8+3tbbReX5KSEGOtY8m9glxRuNOKZM/pPS9groul1Cya2yPYKmxiYnoG4wvrOCCcEugB\n1C3dyjC5t0hdJRUQoZAAwpnhSrcPNtA9N5HCenANkzXWQCKtI+XfOpkOLc8BGlBbQXBXh0q0f+uL\ncxXZRsnwGsTKJeiS5lbXyXKG0WFdh+8C8DgWx2eQL25hOb/p2i43OYEQYFnU2QM5B9omj2sKSvS1\n3HhKTMbZhZwDLnd96LfwFgA3MIBNwJxbMEpd+fTFy2iPuu9BXfVPU+iAOfcQJ0tJcs+gY+uKqNCg\nYPJ33t7edpjzvoN7lQmFnAzw/dF1yEfbcHYhp2icKUk33mnJBlyJuew54u4m2kI7GqCzkc1hMbOC\nQNcB5z3dJIAXVSlnx+d1PP49r8+lpSv/e2lxAflczrUfThxIL24+GZJSDcAC7fFOsaK26fZQD3b1\nI+5UzVQrLlMfLhPsFi5MoDB1ASuxacVhC7Akg1SZt1smCrHwOhfdPSHDuUcWci5wWzrnUr8SKGSR\nYcy5sVw66zefFauucnzRSW9094HS97LJpmwr13wDwMXULC6v5lEVuXJHFnl8U56E1zb8Pa92UIXQ\nSiwZK92vbqJjbVPZ5IlCV9EbgMutpbGxEXV1dTh8+DBuvfVW5bsdHR3w+/3o7+/HiRMn8Pzzzyuf\n53I5nDhxAr/yK7+Cwf/0+8pn5ApFmIED9FL/+zjC97jvocjwXUr+wz39lREP/0xxprB08bpgrTqG\nFZYmUVyexPZGBqj2AcXiLbDYbYonAOhumM8ALoWSLtYAPADgL2BJXE6jzDTmqgTnNfURBYSTxKSS\nQkQUvHooyRD48hGXZ8ynVj2BuWTrlyfPoKFzD+ZTq0h0B1DX0ITzGlkGYHVqlAQoP+cDjJdzjFzC\njHdy7af6XV5oYzbAK5daA8UT59J4fCyDQC3w89wlZVuayHgFZ3uc9tisty5UZ4JKbKjcrg29sVrU\nNrV4ZqbzDtS0ZMsLI+kkRYAbpOiW03k4v2vYcl0heUvw+TWHOZfl4UvWiyWdbjzahmLY7cAiO8lG\nwAVeig1JxMMteHYqg4//YAz37tuF933yv+H6TU2ykMaS09GEZzaQTy1icXUT82fntQlCXs4mXp8R\nMJ+O34hnzy3iQEcULXY7JNNN52raD30umXNKHuXfJYZcB6h0A/x5NpGOh1uUZ41PhFy2aKLQjgkI\n14RDaGi/RgFd5JIkC+RoKwFXaFWnm9y5t1WlVXTegDrhbmyKYXXbh7M20PSUqdixNDbplJE3hWRT\nfcvTyAoXFQCWtjqgZ2dPnlJ/16XULFBVjc2C2lc4tRlgX+PBEYTt+6Kc8wR/ZnVyp0AXXNIXmcAI\nuLXHPOrq6hDMqcw5B9Py/o1HrWrQtHLQy+4/aZ0rg7PGXq4i5aIp3oLlgt6GEDA/A17Mssn3Xj6D\nOr98ChPozhSqEY+3sOObV7y4nKzSiYdk4stdU/6MmbDHn3znJP7sd25X3gsEAvjoRz/qjIfb29so\nFAooFApoa2uDz+czElnPPPMMbrnlFnwvZz2bMk+Mu31RnHtk1HrxyCiGO7vh0/SnznlMThhXOq+S\n+M/5i8/82lZdB6pYjQz46oDYAIrnHocveTOKk8d+JLa741U49iGUgPxD8GDNgasUnGO7PEOq0z7r\nguQXVHxGVxnSWC2SRQNLTKX/G9sTuDC9CEymEDQkRvKQkhFi9L0SVctVGMt3DikMn2T2nhXuC6NT\nGSxNp5HdmEOiuuR5qqtUyrejc7Pa5E76VOzQRDETYhjjYb+2I5dezfy4ZNM4Pzfr6nB0wMTEZMjv\n9cRqK7r+5YJPrg72WUVbgKcQTsawiaLiNGLOhLdeU8fOk20Ad1Kk03GOTSJxmwXmEw1wkk0pmai5\nPYJ79+1y7kkqQkXHa4RVlZNKgZ8urgBLm8j4a9CRrLddVfQadZ2DikmzSAB5OtCC79gJsAc0Sc8m\ntwAZ3E99cmYJ81sl/3QKWqbl2nBlIrs8jXhnm3EA5dag8bB9P7P79NDpGUX64VR01AApoATe1qrr\nMJ+vuuLldK+leH6epgqPOvtEAK4+iybc4wvrOHdpBrW7lrEebsa4+C639MxNTmgLOOmC3/cJAMVw\nm8NomwZ3p30C2HKA3tieQDG3hsKlLZfckUZFmngBMK6QAO5qsLNHnnK7BrFnUJE7adou+0sea2tr\n2GDMOfdclxOIQFdJFqgbb3Qe7NIaUQcinfuBXV8vacZieg7FghmAmlZrZH6RdlWhzIqQyUtc2Yfo\n8wuFAi7aYz2NV3KyWW4Ft1K/c91qiW58m0hlsJSadbm1OFHM4/f+32fwt3+iPssEzGdmZvDwww/j\nlltuwaOPPoqhIWuVKZFIYO/evVhZWcHy8rKjRV9bW8Pzzz+PfYEAPnUU2DeUdFbtD3REkQQcty8A\nTsGrY/NZxII+NP/l32Dgt6FMoqX80ESsXCVxsircjK35Mfharlc+2FqdxXY+g+LkMfcybuVR5fFZ\nK4DLAG4HMAizqwuAqxWcV1k3ns4mkYdkOXW+oZzdam6PYCk1iwvHjzouMEAJcBNDTseSjLmMpdQs\nIr0NWC6GnMnB6FQG9w22KR2cyQ2BA0MvW0XA3RkojEGgBYi3OPKQNGP2uESFjlkdiqBqM69YReom\nN3w7JTwmH7wUsbRG643VIh5zd4S6Ag38mD2xWmzXNWExt4Wwh4OFKeS1o9UMvrLCj6ULE4g7ecpa\nOr933y6ks1EkGpJo7O9EcDGDwHJW8f42AU+dJ72uZDcBnkVWbr4EZMaQ7OrHn99/E96fWsXYkYcB\nAE9/E2i9fhi9Q70Woz7YhnhnG4JsWyrWswng58t5rAerceYX87j9OrN8RWrSKThjy8Hx6EIOT5yd\nKT0fryAWx2fwwg9fxmgmh/mtPKa21US67rtvdo49G2hBeiGHgZjGizozY4E0Qx0CJ2kPpeeTnqmT\np6adVbxe258/OHnKKW4jJTSA9cyGw2lU10adfA/5HDnJvTYo00kmdIWIJJNYPViqKCoBo7yXe9nk\nwhWxWtQ3NmF6fQtZ1p/Qc3KgI+qAG/rtE51uD3RdrB573NnONzjiMNqk91cmV4r0oaTX7bETtLm0\npZjzodCeUFZP6TMC6HQOBNSp1gCg5vfQ7zjx2Amt339Tbxtyk6rTi3Snovd0rwHr99j0hxGtt5hz\nmXBrkj0h0OL67XSEhZeTjC68ZJgcWDfFW+Dz02qAt8c4faciNtmZFJcmgJU4uHC7Xl34/X40xVtc\nxe+uJMpJaEzAXOa5EV5p6NyjX733BbGZy+Jdf/AwHv7jd7mOk0gkcMstt+Af//EfUSgU0NHRAQDo\n7e1Fb28vAODQoUN47rnnnG1+8pOfYGhoCP9lpBrAND51aBr7hpLojdUiCThuX2dW8rgdJWvahXwR\n/+P7Y/hwr+oS04grr/vwzxHbmcmbt7PzJ6qb+xX2fGvmZ/AlbkRx8phbj+od7wTwICyLxEcA/BTA\n3bBSZ74K4KD9vf8JC6CvAPhQuZ1eleB8Y6XkX85vVgKTXNrCwdTejigOn7yE+dSqFmx2t0cx357A\n8uQZlwOLznqR68BMmrCF1DK21pYxn1p1FeehoAdRtkkytucFkwXoOwGdT7FuP7rjzqdWsZVbxXax\npGOTKwd0fU32agCUZXxqj1wNkDp6p4ohW97VeZ0D7pWQly9N48lzc7iuvai4u+wkSYgPFNzSSoZX\nbgC1lzpWmugdRok9D3V2I3/sBSznLXkIJSkujs8o1n06dwjAAi3EDr/ww5cB2I4j9vYc5HOmMTc5\ngRuGgW9+4pdxL3McuvziMVx+8RjGTw1j9OAb8cBbejDQOYRQ5xiAE86+8thCAaX7Ymp6Bc12oSFi\nRDko5w4sPIGTQNV0wFpCHj+36FhG3jfY5oBZQJ2weDnJUCyNTWL+7Lw1odgsIo2CNXhMrzjXual3\nEpFhG5TaE1Xdqg1V0QUD6IAbpPOcFaDkrkD3eDzsV0qtKxMq+39iO1NLa7h0eR5hxlJKYMzZd68S\n8zx0Baqc9w2gSHefu11dLJ0uqtsQLURc/cm9+3bZeRktiA/fryZJ8v0ywLt5cUxhoZt6J63fZvh+\njBasvAnEbyydgy2nAVTgS+w+PceUoJ5dXcH/eqnoIm/mU6tOvYyTzEjgvsE2Z9WJ/w5cf9vU22Ys\nxkXnxFdmXCuEYrhPQJ00ra+tYbPoV5xddPaPPMoVlwI09wLc4FayvIq0SSNjpCDm3FQYyNQ+E+h3\nvebfsz3rd+q+RZHOFlEoFLCYVqV+0vGHojRGFY05UVKCIyfB8rry8REo9SON7QkspWb1AL2YB7bd\nNUkoqqqqMDQ0hN27d+O73/0ukkl1InbmzBkFmAPAwsICfv7zn+OGG24AAFw4fhTN7fciHvZj9QeW\nte2xectz/8lfzGNPfdD5eyFfxFe+8BRuv67ZtdJJY9GrXVX5nyBc7PkrZM2/Z/+TMY0SMAeAWzXf\nMcZVCc7zqwsuC0WAtOfDzt86xvPefbscgE7BQXBzewTYP4ILx48qD0G5RFMTOF9JLyE3l0Oyr/Te\nyVPTLi0kUALBvUO9LlZHRjmtsyk5ikI3OSFZz8baJqqDdU6nwNvW2J5QwIeM0amMsjrA20GM4lJq\nFvOG68nZddlZ8eNRwiV9tlodQVVVVenaiOtAodMrUnCA7gz2Gr28ewm6qEwkDp+8pCQQX37xGBrb\nEzi/sG6x54MjaD75HBrOXATZDk1NryiJlDJhlw++XLZBrMWZX8zjdthFfyBsBqHuJz50I3qHel3P\n0OUXj+G7k2cwkboXH7uzH28fHEFT71MArGMHUQ2/ZlWOZAp8FcAUnLH+zukZh2ktgXK/wzKvGuQL\nXgBderjXQg8ANi+OAZ1DZZOVJUAnFyU+waV72mlfe0JZDqb9VJKuvFEVwFq15XMuC+xUUtBEx6aX\n8wCn+5YKolU6oaXoTiZwwR9QrGadmg+pERy25VME0nmQ1MeRadiaVrqXpqZXnAqw7YMjAJoc6ROg\nFnPTtZukWvGw3wF962s1uLSrXfkdKe+IbHIvv2hfm+uHMZHqdRJG7+iLYyCmAmMAWitPvctLacKt\nSlH0qwgEnifr6hBG0ChZqqTAFQXXdJvkH6Z7QPrNEwlC++Q5GU3xFkyubKIlUd4RS8ea6yYEgFv+\n8exURtHU6/ZtOiaPTMFi+ys5Jp+UlJsQmHI5dFFJVVAlfEGg2odf/+RHYGE9fTQ3N+M3f/M3nTES\nADKZDP7+7/9e+/2HH34YL730EkZGRhQc9Lv/21+7vtuRrAdscA5YAP1JZzwquZW9lqqGSvb8FbDm\n/2RxVYLzQi5rbNjlF49heTLmsJWSoe2J1Trl2Z1B1QbDFM3tESzZs1SgpCcvl2wqvw8A21sFbOVW\nXNvLQYycZoitMQFzLkNRmYvySSmVPvi1dQH46+qc9kpfeK+JCoHlQ1AdZohN1oWOndYBc901oc8j\nW6vY3VjjvK/zRKfYaQEL+T63rgNKDCIAB5hL4Dt25GF8A9ay4/sG2+AfPIDNp34KrJif9XJFbGRJ\nemKyufNKsSGpJLY5RUvaoxi/flhbJ+DU9w/jUPuv48Db+pG47Va812bot3N5dPqC2O0vFSsqF8Se\nkAvLtD0IcwkLB+W+zAx86VIlU5M8Rse+EGvOYx3eAyevNyDdRYAS6HHuB3Y/0/1JzzF/hrlOk7aV\nrLkMX2YGNdubqNuyBjr+XOiqTTqfae4RL4mAaSWNHKV0obMopednZWkRW7E2bQ2IsSMPI1Qfw/ip\nPThsS6ekdaFiN8nOhRezah6fQeL0UQwM3w/0xZUVqomUlcxpTaRVZw+6bpwhzmxWoX7T2je/xvfu\n24XDgMJOWuPJGYyfsn7b0aEkHnhLj6JJDwJI3GbtQ96v8j7lq1gy3IDd+j8BIJSZwup6FsAvO59z\n9lxeOxm6xE4vwKz7TMdo6+p10P107uI0kjcUXAAeKIFal3sZO74MU06ByYUG0Cd/mp6LQqGAly5O\n43rNPuV5ms7JfSyVWZfXn/bFCTRe4ZyCE2VK2Mz5yVPTuO+DQwhdMMuUfXZBqEwmg0gkglAohBtu\nuAHPPvus9vunT5/G6OgoPrT/jbi1bQo/+4keOwx/4Xcwdf+fOew5AKXA3WtJ0sLCYc+rws2vhtb8\nVY+rEpxTcM03n90RW7k8eQbjnXswYQ8KxAxxucKTj8xaS5lDvcq+K7FklGCdJ4PSQL256oe/0KGA\n7tEpS9Zxkj1HNKjzwYtCt4wOwEmGNOni+EPPWa1y51kdiqCpvUnLjJcD5ibwz5n7XnGtdUHXoBK9\n996OKHy7kp5uLRSVVIqTwbP2fWm9uwFg/U7zqVXtqg6gAvR7dr8R3QeG0Bw553lsCdD5oN6RrAds\n7R+FlaRpOWGQHvfsQk6RAnzHTla0fsth11JpbmUBTz7yU+ztiOKjw/fDKkvxN7hwfBydoRAwX1CA\nOQESAsYkHyFgvutDv4V85xAeObeoMM57O6JKIippsrM2iHVcAKDaM3Kdts5zGrAKaKTzBcR9flfl\n052GLDefzhbUe3GoF/NiYk1MLgHEcqwRyR7aG+uw3NqMAyzhEvC2Oiw3iQNUqRhgtgk1ATaZKMhB\ncH1jExb8AQDb2hVE3h/Pp0acflMC9XjYj4Sd9MnlVIB1b+UmJxCZPIWBziGHCe+J1TqSKK/wZWYc\nKUlNXQTxllYFgHFmfT6lrpxS+y+/CCylhp0cEkeTHr8RiYYkdnX1I6HxgS7nx0/h5QMf3V5HsDpv\nrHjsnCe7D0wTNK4ZNzmjlFuZNQVfjWiINaPa53fda3RcL9bZ5J3+SoI/T7qJht/vx7VdSa0cUlas\nNe2fB5e+8M9N1pmAuUq5kVSzmfOxIw/js7AwySev0393e3sb58+fx9bWFs6fP49rrrkGd999N9rb\n2/H0009jdtYN/re2tvDcc8/hZz/7Gfbv34+3PvRfUVdXBwA4fN9HsKc+iLmh9+Adn5/AMcaqx4I+\n7PvE2xAZvkuxYXwtMejEnlcF66861hy4ysF5uaBOFQBG20sJPgCr5DjUi1PfP2y5DDDQSMmhHIzO\np1aN7Dln27nf+naxgGJWLSJ032Cb02FNpCLOfrtFG8stuXO3EpKCyE5HJpYAKsPP5Sr0/9bcJSTq\nLUAqOwuTo40udEz5vqHKk490Fm4UdG3omi6lL3v6nOuWcnVAhPsEm8CQ13J0c3sErRpGmoIAemC4\nDrXRDnTf3QQCIrwyJqAOvFziIl0iICpyWjrwCUS6+jEbaMGXfnxeSd6lZMUP3jeAntgQrNwU4NDp\nGZw8NY0Lx4/i8ovH8I1DCUsnbwP0Qy9/EbnFLfQxYM6Z6uaBZsyfnXdAMOnnp+M34jvHp1z5BpZE\nIORoqLmWnp8PTQRIqsPLnet8dyliAR+mfFAmCrSfciEHEQf0iMI4PbFanLevLXfGkAmgFFySo5Me\n5dNT2FrPKEw9LzOvC2JPOTBzJzmX2DuvnAnADNBlUTJ6BleWFtGzpw9zm34nkV6XvJZbWVCS7b+R\nWnX6A2dCE2tDFaxnocOWtVBMPHYC3QBCnVZyc6IhiYG+Ni2YkpaBAPsNqyJYX5xTdOrO/31x9Hxw\nCIeGkkreiI5J72UrAb0xtUAV4HbE2amFnGKTOvESsrkcfMs3ATDbAXJN+rPnFrXfoeDjS9ywYiKr\nsJrYc93f/2sjg876ABoCJcBO41U51tnrMxO4pfcSynt6K0gO0mn/l23Nue7ep2OWA+i0b69nzATM\nZR6aCagrzxbTnF84fhTYP4Lb/+NtePLIEWWbl156CU8++SRmZ2dx0003Ye/evfjOd76Dzs5O5HI5\nvOENb9CCc4pisYinn34azz33HG655Ra8+c1vxr2HvgwA+P1/GMN9+z6Mz3xqEj/+6jMAgHd8/j0I\n3v9pZ6U0HvY7trNkDfsaiJPYKmB7bRbFtdmrijUHXuPgnOLyi8dwsj2hrVbZ3R7F/P4RSwftAb4B\nfcIpDw5w6Tu52g2sT5eA0d6OqKJz5E4COtkGd1TRWRlKVkI6mnBgzmU0gBmk+8MR+EIliYgs2a1j\nz+XMXqfp5xIjvownK42aOjbJ/vFojLcqzLm0gaMg60ivzrPSynAcJMbDftzRF7fObd8uHD7Zayxc\ndeH4UXw78Ea8r68TkeFr0I2Sbps7UDisUqBF6diohHxj/4SlMX9k1CVxWRqzkh7T2YKT30C62g/e\nN4A7+uLY61/E1unHHRDwzuG7MP22Efz+PyTx5CM/xYXjR/FgewTnF3bhgcERJLu+Bd/yrLH6J/cR\nT9x2K7aH78cLCzk8cXoGh09eQnd71GXdyNlyk+MF7ZsHX9L3LU9bIHdsssSMT69ga3sbmVCdM1GQ\nCamz2aJzn+h89nU6XmUZXvQnzkTDluWsGgrV0Gvdcm9dIYOWzbQySSz5Yess+HwueYOpzbq2czaR\nP4dkiej87QFI6hub0NPSgJZdTRh1AMUbtcXbOGGyPBnDUmqPupLWF8fewRE0Tk6gWSNpmnjsBCsO\nNIYqADd09aPoL4FSQE2aleHz+dDa2qqsiFHs9QMDfW042NfEckmG8OAPxnDq+4eRW1nQrgQoKya2\nM5bPZgyL0TYEJ0+5bCDLLffTRHTz4hgi4RD8vvIrg3QNzi7knAqoQInokLa35zUgVReOM5GBedZJ\nUrhbCwUnlCo57pXErPC8l+OFvAYUfr8fXWJs0znnlDMEcP6v8Nx6xW/BwyRvdZ4pmzkHrGdrKTWr\n7SeuvfZadHV1YWlpCUtLS1hYWEBPTw+WlpaQzWYxPj7u2kZGdXU1enp6sGvXLgQCpSTUB97Sg3t/\n97v4+G//Hj76h5YbzNmFHJ44PqVsT5NYWil9TUQx/xsAfgmulO1//riqwbnOPlHaHVJcOH7USUyS\nD4EObJuWkSoB6Nw/d9W/inQg53JqkR0DB97jAmDLz2XoPiMwTe4DXiG18oXsKoo5d3EqYs1lsady\nOnadOwv9z9tu6ogq6eAkc16uuqcuykkDvLaJR9sQD/swEAshnY0qIH2eWRcC1r25kFrCT4oZ/M6v\nvwuRYdjOKFbICpN0LiTLQl0T4kM3IjE4h1DnUTT2d6LZA9gCJRcUYqurjj2E1JGn8OOvPuPIYvbU\n/y3e8u9vwVf+8L/jv3VE8Y1DCYyfGsc3Uqu4o++Xsd17DXLPzyBsOAZntqmYECXIkuuFZJYvff1r\nSvJfqS1BdCTrjVIUHfgi0EvsfXF7G+ubeYfBp0lPHqUl//MasFFOw6tjpalNW6ePOrIcQNUgc4Ae\nMtgJZnNWhVCdlMY6lv5ZME0mTW2l4MCFSxJ48Im0fEZ7YrVYWVpEIZ9DT3tJLkgMI38GpMOWAnL3\njzh9VnywDcnhu9ANK8FZyqaaektFf6xJ7YQideIhcwcAiwWcmzyvVMjkqyR5G0BHAbR0duOGrn4c\n+NA+fMc2E6CcktzKAsaOPIzW64cxb9vNqnkUJf/7hEjwpgmiPLa0GqVYzeaQZVVYpZ+2XCUYt51p\ndGOD7j2dPNJUV0J+xvMquEVkfnne8jk3m4nsOPj9y2t0lNzLCgpzrZtUmuSRhUIB6bSmMJtyfLMk\nhbfjlUS5Qn9Eji1PnkF2+aLi1nL5xWN4258k8MJvN+HS17+GF4bf7XwWCoWQSCSQSOilqblcDsvL\nyw6Ap39ra2u49tprceONN6K+3p1ntNe/iI//9lvwew/8Cf6c2fLq5LnnF9YBGsdeG/H/2f+uuriq\nwblXSNP+3MqCAzQIWMokUB3I5BIOqafUAVQOzAGg2h9AoM4yyZXadi+gSn9LpxKdVITY8Z0AZl3Q\n+cXqI5hdKaKV7R+AC5gTo07XTpfIMm8vXXs5z9AxdCC+ks6uJ1aLs4I550DD5BF/pYyN1DtzD/Ji\nQxIJWAV/VE3su5zl8VB9DFW+AOYLQZxdyGGgcwhyzSydLeCJc2nFWegw+30d94uh9yAxOOcAGYrG\n/k4UG5J44mwa+4aSONARRWJzzpKP/OBxTDx2QrHEAoBj81mc+cJT+FT/n+Kj938aPbFaPPiDMYyf\nGseXfnwe73jDLWhcXEBsqbQNl4rwpE9yYuFtlczypSNP4Rxj/bl2ngdZKHLgIhNcA1399uvHQcZI\nxa0tXHcxpQBzU5Gdko2nvjy5c1x7VUUneaIKlrpE1kXbclKCcilHCSzOILqRcfYHqABdSk5My/aV\n3tvk6Q94uyPR6guvvUDPdH1jE3pbG9DOHCz4RPUOlsDJgTox6ARyQ/UxzKdGAADvG7wRSWfSqhb3\nodf8/6ZetdiPnFjxe8Xn86EtEnCeV2lxKV2HaOXlgXs+hPcNWiD9G4cSzoSbmxAQSJf92IEOa/UL\nnVYRGH6nyyrOgHUOeVqOVxVJAAAgAElEQVQFaEiicamAmlxeWR2h1R7dvcj7TXLQ8qrwXI7M2CnZ\nkc4WEGxodpjzSvpjHhwEeyWumiaT8hg6tpwDesBizuNxybqbE8rlKoLXyq7crlIQr/u9CJM0dO5B\nNvWiw5xTjB15GN/74H/CwT/877j1oT/F0tikAtJNEQqF0NraitbW1rLfBYCb3jyCllN/i+yjX8dH\n7/80Rj/5EQCwrUejSj+azhYrluu+HpXFaxac64I60QuwWWJNYqIEtRyQE7DSfVfq02ngenZuGlFf\nDmv2vsYBrY2g9ErmXqfN7REXKJdeqIAF/rmrii4aNC40xGbRuS1Np+GvK2q9mym4VIUAermQnaVO\nD0/BEwYr2Z9Oc04Dgq5D1lUx5WEq8ELB2S5K5iOrtEBXvzUQA0CslhXVGXF+l+3iBi5dmsET59IW\nU8iPnZkB0ITRKVXzSr9PQ+cefCO1isPMh/ng/Z/Grkk1U/+FQhMOn/wZPnZnP5Lp5xVNN7dh5LGQ\nL+LkF/8Bw53dODh8P4B+PAgLnNU3reE33vubGNi+7CqiQ77lki3n2vLg5CmnDQAcYG4C5UDJI528\n3+X1l8VowvckERm2gFmhUED6L76NvA2IeIKcLGrlvOZJghVW6eSFoSh0FVIpuByKM96+5Wlkc3ks\nrq6pYNIuKEMhdcDyHHpitaKKo9nvWgckdBI1xVJVuFutLC0in8vbx/IrgDEBIB5rU1eUFtYxOpXE\ndzWJyGNHHsbnjscw+uFfxwNv2YuB4SFbQ6wWNuGrLQAcu0Vi0X0e1oLFYhGX5xec51audLhWcexj\nNI1NInHbrXhgcAR39P0yPt4eca1MLqVmHatYOcnR9WXxcEupr7DDAYT27zMQa8NS3S6sV60rq2o8\n5GSEimrJpFkO0Lm8kOSW5cwITKErYnXu4jTe5MGc666HUlxIA9BNk9FKwksyCbiZc7e7jP65o89N\n35XxStl1JQ8uGMKmZpX7s984BXxwCG+/50OIDE87icpPtex/Rce+/TbLluiRc4uIh33OOJB/6E/x\nVzY5E5w8hc1TY8oY0QIgafd7A32vrMjc62HFvyhwDpTkLgSUpX5aMuU66YzOkWB58gwa7apzPKr9\nAWSKIfigAuOTp0osFAeoXoBf97lsAyWk7jT4pKM6FEGVP2Rsi5fVIwf0uvbrKqDReSxPnnHYJwoC\nGuVYib6uXehrjmByTc90SGcGU1EXChMwJ1ZOJgzKDHTSDPP2cmvKKl9pRcUrpGsEAMc5IlQfwykA\nJ/eP4Px9A7ijb69ynb704/Pobo/i7a05XPrS13DukVElMXKPXXZZF7NHnkICwNsHR4A7+/Hx//IY\nfrSwhpquAAK/+k7Eh6xrOEdAoQDHHhGAVltOwJxcWAhYkZuKCaSHbOcZY8EdVukTaHLYr2KxiKqW\nY8ZERh48/4HarZOS8Eqb8r4hMN0IS24hdfJ8IuOw+KJQSTgURFOkztmGJol0XL6Uz58lQGW1Ab3F\nnM5tRSa5yRUwmasyDgBDvQpzHgwFVTtMJteosq9NEsDBviGks1Gk++KYSN2Lp7/p9k3OrSzg25//\nMiZSv4GP3dmPg8P3OwBdJgtT2XBMrwCPjKIPvLBTCaArKxVra4hXWRJSnXMEz9+gexOwgPvi+N+g\nqfcp7LntVjz+H+/H2YWb8MS5tDa/h/o1zqZTSC24KdHw/MI6xmO1yBaDqAlVKcCcilvJySEVtKL7\nllc7pmPrZJU8H0p+xtvM20ZtlzG+sI6GWDMmVzYx1Od9jhTlALcEx6aJg46V7xGkDN8ftalJw5xr\nCx5VGKbEUn5sr5CEnI7EqvIFAZ97X5QvhDv7cbBvSKn4/Erib22i498+9LsIhPqRh5UHAgB47ISL\nlAD4iq41wU7ctqNaO6+HIa5qcC6lKzuJkt6xxEaaCgnpgoNgei3Z49GpDLYKm9hcW3aVQnE6bqbF\nlKDaZFvIwaw8p1B9THm/UqDOHWYyY+dQ7Q+4CqsA5b3evdqvA+YXjh912i7Piawm7xtsQznl/Pzc\nrMOcV7JsWkkorCb3zi1jXbd5cUzJSJeDSGN7AhvpC2gM5su2s6Fzj8v5ReZVjB15GH+eGsY3WL4D\nXd8/+uAQtk4/7gBiy2qxDd133wwAOPP9McWTlkducgIhAAeG3oPbD74RD/3R7+EvfnYWjz2fd8m3\nKNSy535LSjOpOrHI5FXASi7tgNu7nUIyzBSBrn6LsZ/K4JBtEUnt2ioWcOrkL5B4a9pzwKbg+R06\nC09uARcP+4z3QKiz2ylRz4MXYEqLCUM82qYw50BpVYDLWxwtt2blST6bpaS0EpNtSnbWuc/I1TwK\nSUKENtcQqSrdQ9x5B7AkT7lJi9EOAkg0JJHwAx+7sx+nvm/uw5/+5l9j/NQwzv/2W/BRBtABCyjz\nsuEUJB+iULTmtFpRLGJ2KeO0KdTZ7QB6Diy4BSfF/Nl5zJ+dt6r5Tk5gT2c39g6OYHawX8kROXwy\n4vRvOtKBHJMAVT4kQTz9HZqdRiywhb43cjbXV1GaWq8hl4BCuoTw9yqRwZgA9/mpFG4sqsBRB9Al\n6JbOMaZJy05Dl8TKHVhMmnOTTMbUd1cCvDm7rjs/U00QQJ08h5tasb0466rmQDLeBwEAFkAPdY5h\n8f5P4th81nFa2Ukcvu8jzuuO/+P/Rt/BvS4JmC7vqVxhutfjyuKqBecEUHTa8p0EZyN1x5BAiO+f\nAHVD5x5jVc9L8xvY2AyhBmpw+QmvJBmqjynFTHZ6Hrx9EqjL0BVAAoDq1TjW1vxoTCQU9lvXHtl5\n84GFQAPXk+uqCMrfjPvFAyNG1omiJ1aL7bomvLy8gclVq5vSdd665UadXtNLzsK/Q1IWnXerb3la\nAUGSVQvXBBCKNCj7o5gNtGD8snVdG9sTTrXC1uuHlQmP2+LN0r06tppDveiN1SJ3ssSYkEwkfM+H\nMDh8F7rvflxxSeHM+tKYlXiX7Hoe9w1241BbHzKXp50kOC4LK5U5j5bYU1tbznXYdByZ+Ek2jJUE\nr8xYbEginS0oNpBP25PU7e0t+Nc3cPjkJX3xGzvG2UBL9/Phk5ec85JgPd4Rde4bmXDIGVpXu2FP\nMmzWWqc9lcy5C6CHW5zfV95T9HzS5Eg36Jcq4JbK3NMzwW1mTYBLVyStsSmGRENpEmAqIFVitK3/\nD/YNYegd9zouKLq4/OIxfO4PzgB//GG8b+g9aB8cQfbRrxuLU8mQsicA8K2tIdFYaj/9ZsQsEhin\nRGR6HvgxrXv1BIAT6L57Ai2d3UgMjmBvKzDbYX3/8MlLwP4RpT2c8ODMOn9P93dgcxW39DY4v4up\nWFSlIftHkriQ7IX369T/6nKi5D6UvzvaUe1zQwi6v0za63LVROWKkTx+pS5DMnSac91x+bGcYwhn\nFvmeqfqpbgVASj3pudaNv9WBMKp8QS1RSeqABwH0xm7CwPD9+Hc/6cc7jj2OSH8TvvXm36oYqHNg\nDtgkCqtD4foM5iJ1lT67r4d3XJXg3B+sURhhk6f0qxFSl60LAkw6qceu5hqkAznX+6bIrSw4Ehld\n6B7Q5ckz2odTauQlcOft5/stZFdR3xBDAeaCQV4Z5RKgS8mOlOPwtsh2cg2n12Tl5UvTOD+/hkCo\nxthpc/0i4G1D52WlqPMf9yqu0BOrtSw7mYRnu7iJ3Oqy0554rCQ3oPaV7qd3OQWqKEanMlhKuVn1\ncsWzqFrndKAFiLcgfv8QBodVrbpMkNu8OIYDQzeiJRlBdqUOvkjMNRntidXiYF+TAspTR55yOW3s\nNAgY6SpkkjRk/HKpUiefpG5vbyGbehHjp8aVOgdyaZsP5gRSOHPFn2sJJnQOIcSOU+g03ybQwJlz\n3f7jYZ/DhJpWLjjINhUUKhfyPHkSqARhNbkMCvOX4GsIoBi1fMp1sTRmFcei58TXkMTH7uzHZ1Mj\nymqgrh/73B98BYffca8lc7n/0+jGn+J2rjlP1qPv4F7FMQiAG5hnZoDFKcwuZZzk3Hxnadmf7jeZ\nhEzAXc8S2vaONhOf7OrH+wZvVJIg+SqEKR+I3r9w/Kgy7gCAf3MBY4EceuyJpMn6kwq+UMjEZ11w\nYwK69/m9ZfLbpuD9Lb83lhfmsVUsuEC4LhFbhol9NjHmXEfPw2ui6fI+T6/gYmpWe2xuPaljzLnb\njQK4xXe9dOv8PHhwswVpDLG1mUVdcztCiQHl2SGSj7b/0o/P2y5Ce4E79wIA7h99FDd89D/i+pv3\n4rNdt2MhX8Rwcxhv+fe3KAmkEpgPN1t+XbwGBY9KKke/Hq88rkpwjiq1+/cCd1canMGm4ECI3/xA\n6aGRdmSX5jc8tcXcFqmSdsuSvhSVSHLkdaLgrBsAy+c8WIMG4cpCYVp61U1OvIoWmSQ30oud+7Dr\nYiKVwUZ1BGdSq/AF3Lrl80aGRq16qAuviqImqYXzXmbGYTrJYxywBt/wtf1Y2gwq94pk9mkQkNnv\n6WwRz8ZqMZHqVe6b3ftHHGcc6uS9ynM7g2bdXuWzgeEhhI49pBQ7iod9eOebr8OTXXuw98Y3OHZx\nzjZCVy6XO72CWyV2JOtd0pZAV79r2ZYnxnkucfutNk6kMsBg6fcq519sYtqdfAWDnMCZNCzkXF7O\n8pgSPBcbkqjffS3i4SYt6OdtcDz1mfyAA2f5u+u05nTegNlBoidWqwU8PHJhHwITp+BrDmE20IJk\nVz8a+936VpKbOKsL9r7+6INDyn7HF9bx4A/GFD16bmUBT3/zr/H0N4E3vf838K0P/S6GO7sxe6Sk\nY+VAPI+ShIe0/eRWtDV93mHOA139mLatDkneQqC8enDEOX7EdgJqFpNNvtIElEB8oiGJg31tlr7e\nrih7viOKwycvlV0R5aXaaQxaTy0jvV7lPNe9sVqr8m+4VAOB90deE7BK7Gsr/VyOBRy8miqEmkJ6\noOs+p+B5FoA56dY1EbCfOR0A9/n8aNIw5+USSU3nx983tcu0baWr5tG2JKoDIYTbSjhCFxOpDA6x\n14CNJbr+d/zR5RA++8jvW3lGt92K6sERvHBCz4p/5lNv9ezbTSugvI+XuTivx5XF1QnOt7eVPznI\n092cJvbYKyQwb2xPYHky5rDRlWq5t4sFLKUuo7m99J6OGS+nefeyRqR9ycmD3D8/vtf+t7KrWF0u\nItKhb4fOPcYUPAmSt9Ur+ODEtyGJje5aZKamEUgto6/LvCzJQ1c+muuJZZjs83TvS2Cl03xmZmbg\nL6SVwRZgoCpGFmxRxxOcItGQxIGOFty7b5dTaryhc49TXCge9uNZ5tCwNDbpAN7m8RkkLo5hYHjI\nda7pbNFJONw7OAKwBCJfZga1Wxt4774e3P7mHscWkQABAXOvQkIAlCJBgMqy0GdcTuCVPER2k3QN\nG9sTaGx/lyOZ2t7eQlW+yWH55SStlLRbVApjxMP+imQD5fzQ9W12V+nkv8GaP4r5wpI2r0FaK8YZ\nS84nEuVsFJ+dyiiMog5EmIp4We31O7KYdLaAxemXsVqTxWZrM9J1exHvtPStfHJHDHT14Ajy7JkZ\niIWw179oJZCesRj1PQDe/v4R/P2d/397Zx4dx3Wd+R+6sRMEQAAkFhKUSDAUKYVWTNPS2EwsHkuO\nF0nxiXKcRHNy4mU8GU82azKTZHKSOJ5YEztO4ji2JVMLJVMbtViSLWqnaFMLZYmiqIXmIpIQSILY\niLXRDTQaQAPzx6tXfev1q+oGCUDQnPrOwQFQVV11+1XVe/fd993v3shXv/VU1urQL+65i/U/fZyv\nfeMrXP+XnwOgF2fCeXYUzg46Ni+h9cRg9iRoaoqeoWGPag54qUnjzRvpEVri6coGKjbjFgyTDoZ2\n5s2EO1lISr/PpgwlZBxNb8DD65xFElBXnhn3dp3oA2RVWm8eg3ZA/RInTadawmbjTKCd7NhAP239\ncSpryzxOu/m37bPm3zaYAaN87fWLXqfTkxw/3emZqM5EWcU2eYDsaL7fPTGfAz/ZZI3axgoYmCZa\nUpAVvLDBpr52bPcjXO/W4CiAp1/kI3+wiuf+4BIO/9kf8/bPTlJTHOX3PruWDTf+HemqJqqfvBPw\nUiElbHUp9EoUOH3Bt36Uh8UhgrAwnXMncp5LNhAyPF2ZRCG5ujb4RZjNfdLRNDsHvYw51J8iWlaZ\nZaPNZrmUaTs+yLGVDneQ/fo6tkqhGmPdcaqaqrMccUlPmQkfXkNy122cOhPmdw76/hNTixjoHqWt\nKJifLmEt6ewTYYf8pfUgE0HFiGDp+5o4e4raJnW+1T6RVb10rato6gS2opVQX6WKEh3a2ASoKoW6\n6icTSlcZoH6il8MieW750X5S7W1UtB+gvqqJaF/GAdROf19yknRlg7eiJrBiaQ1L6pd4KntqJQ7N\nM+43Sq7b+LtLWhrcCKTstE1IdRNP22o6i0iK1NVHFdYBV3CwfZAjz9zvWdXRCWdyQmVqRQfdZ/0s\nmKst+Tjouegk6coGiuv6qJqIBK7KSKfP5Y4HPueZ677aMZwpBkJ2AqDNKc8un555TlsHRqmtrqR4\ncsL9f9eJPq7f+DnqNmeOmyYz+WuZTLGuRlXNlEWbZESudt2DXPNHv0vLt3+Hr97fkqXqkooP8Lc3\n/BP/KFY4zToMuo/5P5/f6LbPxOljRCMRN3KermygDtyVENvz5r7/zRup2AwVm+3t7JmUi3smHXRT\nylD/9oug6vtyelE/xzsGgexEXbnK40afnX3meU0uud6WKwHU7xx+jvy7jlrLqtrF9JPtoNocWX0O\nq8SpD4IcWdMJDorKg4qcj5fMLiVDtpWZzA25E2+BrLFSjr/R0nKiRaVW5zxIuU2fZ9nFm62T35qf\n1vC1b3yf67c28Dmnj3k7Ocm6yhIqRIEwwFcyFryF6fSY2JtMA1/y/b4h8sPCdM6NyLkZaYWMg2pW\n7ATgsi2+DrqMipvOYa7otkyk2X+gk6GuHiYTfYz1dFBRvd6TAJlL8lDLIspr+8H87pJ35ndu83j9\ngpYsrmGy7xgF0UJSU9mJKLbotd6fTyfvl9wSxGs0j7VJPE6ODsK0V+dcDhhBvEcTmai6V0rPrMp3\nPpieSpMei3PJ8kpPEqWG6SDaZLDW1ZS4GuqXLK9U0ex2J7rarGgn0Vgb/Uf7XUWLjs44tU+9xjrH\nyddOP+DyZam7lL5kWv0tEBsaomn5BNHhbhJ7nwm0TTrlNgdcRlH8KByyEIuEdvL0wGsmo2p0r6/j\n63snhM68OLeI3spKkemqpmx+u2GD6WTLeyULHcnnTSa5Bak5JJNJBoeGlMMt8iFsDrrt+tI+2+RT\nOgaQ7dTIJfx8S4+/2HaC8UZ1v3VibpCzce2GBi4pHPTkNpi65R2dcfqP/pBN/6ONZ/74b/hKYyX3\n/Ut24pruu3TStJYY1fsAdm5sUtHlmgaKV64lfeRNeoacQk/O6k/WZEtGvdG5IGnqHCk5G2wraxK6\nzwnKYTChndqRwjSJ8immya5xoWsK5DqHdFSlU2tL9syX7mLSqSQOOpzz1UuNRFGDi69hJl6b/5uw\nfWdT9z/XZMOjwNIf58SpDl86ilxp8ov8a8j2mWl1bwlbzQGNVY2VtHdBYUkBYzUVHj/AzDfzg2QE\nSOjJ7/Yrr3OpkjqIJClg1nMafbuugdGXnKTVqYMR4vyxMJ3zAnvKkSymk4t2kq90YpCDLvfJxEfA\nlQisqG2koj6bH5LLQfdTMJG2BCVR+cFPIUVed2p8nJG+DsbGvIO7pxCJBbKTNwf9oKi3X/RFRwhM\nfrtpD0Bh+RIoiLj3IFfHDdnLptIpkY5NLmks+c1sCXyacypREIlS3bTM3S71inXkTiZ9lVik+bTN\nutCPdA403z3x7DM8906GZrK3P+lGz7Wtekle8mV7ipZmOYVV1dUkC4o8n9HQnfUa8ETFNRcYspVN\nJD9Y2ywhHV0NvVQvZRO1Y14/0etZCWioqOfiVSu4fHmlJzFOt6t2yPySgk3YbNEOrB+n2zw+F8rK\nylhSXe2eq87HtqBIfZ1oN5O6YkZd/Zw6G+XJ9ve6mhJePnWanlZoqa+FkksZ6uqhravCs0qp++Sr\nrv4gly+vJNr3lqf4jw0dnXH496dZc6ydO774Za6960a+8CffydnXmfvbuobddljXvJHSkVEaV5/M\n0JKc586kqJkToKMDqax76JnAFGWqy8pz+hV7ksilAV5avojVDYWULs841baKzCb8nNugOhW5EkCl\nMx7Ex16zsonVdYsZ9DmPrRqtWcnUprEuV8ts9CBZXClf+iXA8bNJyiprAh3md433KRds6jcapm1+\n7R5ECS0qW0RhcSljBOeg2Va7dfRc+zS29+rY7kcY6tpM28YWrtm0wp3kRjdsocJZMbXR13QfP968\nkaMDKXYd7fZUuw5x/liYzvn0dNbD5/dwBVFeTF65WYBIH6Ohj/UrXKSlECEzQFz8G5ugvZvSS1s4\nYLHRdp18HO2g7wXZUXOz0mkg0uPg6NOaEXwTMlnTprec62WcScRcwpQkS5w9Q6SrmyXNdorEbM7W\nTamvtKNRbTqdGnVlhVBTzjWbVrC9K8HZw3spjEwxMRKznl/KMPY5yWq2Et8ammduJinWlUU5e6zd\nV8ccFAc4GuvMqLMca2eFrnA6IbShKxs40ztAf1E1Pb+6PiuqXrRyLUUr11KxGeqFfJ1WLamf6PV8\nB91GKqnNaUvnWP+Klopjrjt5HdFRnNuoqxLjfremSXpO2RXypYMZtBJimyAEnUvbea7QkXN5bjMy\nbk5iclWztTkqQYXEILhN5PNf3H6AY6+dZGQ0SmP5a9zw73/hcd6+51TRrG6sZ9PGJm64YrWnWq2G\npDu9/bOTnuudeOIQ1Wuf4bc+80Ve3PF3fPf5d3l46315ByT6uxLsPNjtrqA0Nm6ga+L5vD4rYStg\nY5PIqysrzFR0dRzzmZYsN6kuY6MjpMaSlOJ1VLWTLp0v0+EFrFQK+beN954P/AIaAIN9vaR9KoT6\nVcQ+V8jv5Fd9Ohcdc3oqTceZLiJC+tdmt3k9jSDqTlvAOW3bzAJ9fsGtieQI01NTrGrJPkc+Dro8\nt58PpVfVteIVZCrQRjY0OcnSCjLg0pdM0zeQYteJPrbvPOoGLEPMDhamc+5EzvNxOOUxtgdTRh9y\ncdjNAi+265h2FEQLWX1BIx90kvekrrmpmR70PfT2XE455Oac5yzeFC1mYmyUyUjw4Cd11INWAWQH\nc658dRvkNaOlVVBQkNU+fg6IbclUU19yOVeSm+5GToVzJGXbVKU+5eisrimntrGCksU1TCUHGUsp\ntRYz+VCe69WOYS5fnlFksMFU/JA22NDRGWcT3kmErNwJt7Pii1/22lTZwGiklAOnEqzqGObqNRuJ\nimt1Sge17lJAJ+gNu9EWE35Or227dnAOdXjfPb3UqvW1AZebX1BQQGP9Unf1QsOWW+DHM5cUEdM5\nk9FlmUwrYZNuNClWUhHIGzk3Cs4YkCsRZiTdTESUkI6QWVhFwhv99bZfKypZObH3GU71JJmIlNJ/\ntJ/fKBykbkPmmb98+SZe/c21bjs09b3FmTtvt/JUq9c2u0viZlLx0LF2Spr38IGVa7ntyiZuuEI5\n6Vrb3q8/s/WFQ+OwbNkyL7VJr1pZtrkQkfG6sqin8qxHFYRsOkSu4ECQQsnqmnJKyxcRjRZm6ZFr\nBPWptmub990830ygn2+TBrWkbint8QmqjFsg7bGNB/lE7+V+P85+PhMN+S6Mx0dZvqLRQ/kJctJt\nY4stodrvevkgaMW5rWuYMidyrmG2pa3C+Lk66PudY/Qkt67MmYA6Cje6UnTricxaiSrIdcYdl2dD\nSS+EwsJ0zqen87rJ+kGTNBS5TzqT5gNrOvUy0qQ7MpuTnmVqepLS9IjrmG3a2ERblz3BKZ/vI2Fz\nhvVglIvPHuigp8eZLoj66hVr+K0C+EHy1WWUx1zSzAWznDhAeiyWlYugO0LznPkOQlIKD7KrunlK\nvFucO9NBbqlReucHgPH4AGePnOFQx+/Qt6bOdV6lQ6DpG+Cotli4xVkRfMex0E6lLdnySHycz4pz\nLD24hxNPHOLBg2cB2NwZ5wq83EGaN9LW1cvpMVXwRytEAG50xAb3nq6pU7JvDrfelizrRxmQVBad\ny9HilI+XUXOdcaC5jqlFy+jqyVT880s0s+mfB9mVvd/LgfcrdiThNxHsGhrh0Jlemg0n3sx3kCsE\nutCOhlR1qSuLUldWSIuQRNTyi5KSIAsx6euZz5tUEtp1os+dVFaVFpAen6ajM87UwT3Ub9jC1IE9\nACwFfnvlWhiBiSPHOLP7BTEJzCQKS03xTLlvL1Ltba504vorP8Ydm9Yy/ttX0pfc4q6qaDy+/wyt\nB1rdOg1S/z09leZkpxoL0pUNbnIzHCO6YYvvxNbMC1lXk6GstDhtstrinPlFrc3jJMxnVUfOweuM\nmjK3JiRNJB+n12ajjY8uKYF+OTqDfb00pXOvIpljqB4bbGOBre+2OebmZ23yvyaal5bz7vHMmKbb\n1nasrTiZDXJFQvsLuYJT+nqmcIJtm46cS7v8IP0f27lNR9501E/t20Nt4zXsJLvegVytsNkwU8no\nELmxIJ3zyfGxLMMknUQ65Bq2JMggmJx082E0I3h+KIgWUunYpvmxSm/5D7Mc9FzQ3E2/ZI98HXN5\nvLUdosUURGZ+6/W5ghJZbaozuaIJNgko89w6cq6vAXiUZmyJqn6FK8A+aFrVXSA7ChtACbhkeSXP\nNa9nrO8kk6lJ9h/oZNfySuo2NFCP5Jun3YIgWp/WFoU1ucEuHcaJ6i1tXsXm2jL29ic9dgwda6di\ncyf1VdC1+4UsXjq3vcIHPt6teOOO01S2uJJIupi2rmGPI6KjIxJ6MutRAdGTnICovi0CqSOPutCQ\nhFy50Amu+v+pRUupv6AlS9nFxDWbVrjORpBDHeSk6zaQ5/LTDvf7rgCnhtOMRMrcfbbqg/kgalEL\nqXO497lgllDXkyrOHKsAACAASURBVMD6CTXRqS8E1tTRl5xkafMqVtZUsCSukoBT7W2UOfrgOidB\nO9SDDmVFVocFr8JD0cq11F8J1WsVzUpOEGWOQ8/uFxwt9WdY2ryKpcAHxATl+i9uYodQMfG0TSRK\n3dJlvjUMzPoHQYmemZWTyazJjsnztyVeQrBai95/3ImcS2in20zu1NDP+kzpI7mcTvM76EmmOeGc\nLK2kPT7OYNQ78fOTR8w1ntrazs9Wc6y20bjMtmjvHaWs0r7qbFI2853omDApSDOF2UZFInJuKxzl\nV/jPr61NdTQZCKtqXu/5nJlYrmk4/RYRDvP7drx5Z45vGiIXFqRzng9sTqdNxcTGk5aobqzPORsN\nmg0OdMUYrlX7MpG+Qq7ZtIIDP81BLyE3RcU8znSGc1F1rBrweUbO/ZBLLQZyd8T6GBt/3RahNyPn\n0kGHmUfLc8FMJvUrOW1SNFbXlNOysYWe19OQTnFs9yM83viHijdek01dkYnGNlUE04mS32PnwW5u\n/NTn+Oy/tHHkK/dauefRWCeDrd1Z+47Ex1nuUAuq17ZRDFRMjdFYVUmM7PaUEbz+rkTWO6Pl+z6x\nps7TZvK36dBoyI7/7OG9LLvYR8sOb0XI3niKtjOdHofULIpV3VjvTiz0AJ7LSZfQbR6ka2xGFnV7\nmDjUMUxvawfVEwNUmvsNBz2oIq0JU3nE5qSbCYnZqxiq8NLUwT2A0sE/NLmE6c2/T/WWh2jpTbDm\n11SUOhrLrGK0PfWae47+o/2uY26DvndFK9XfJc3eBGKAanC56i5n3eWuv+Ae13jD1zK5GMb3efXM\nED//5bsUHuxW8qPGxA5wKSuaPy6deJPjb9KmdI4J4CYu26Ady1yOOeCJnMvt8ly2ccovKp3vKqU5\nobWNl7ovzNIs7+ii+uK05xjT/izd7hnCtjpqto2sYqxtAVNXfpjpqTTJYe94rPs17VTbRArMa+Yz\nhvg56PnSXvTnzci5abs+FrzjpukX+NFnVO2IzD4zr0Gj9UCrYCrUwGVbPDboz+p27MjrW4YIwvvW\nOdcwHUT9v/5tRnJtFS2l/qp8CU16hZkMChDvG+JEccSlJ2jnZHVNORdctoVjbgGA3LbL7dIJ91Oe\nsS1T5YU8I+fnUtzJBjnB0br0QcdqaGpSdWM96a4VnlyEXFVFAd9IloQZATWXq+V+WdhI609ryMF7\nVWMl76z9MH0Hd6tzHmjlu42V3PiptZjfXDukOmNednY2iUB9rZ0Hu3nuiTdo6xpWUnTH2tn6HeW8\nXHWRohJIZ6SmOOpx0NcvLqZ2XS2rPv1hKjZ/knGgorKKi6pr6Y1mD+r6HdEDmd+y5+qacs9Kg235\nX1NXNMzJb6z9CP3OMyKVV8wKif1jaRbVLHPPLQcU+S6Y8qB+Kyl+DntfcjLL0dHOrhlN1N/XdGa0\nEzQSm2S8sNBDgzBLgWtH25YkbCriaJj5D6b9pu0a5vGazx+NdVJXt5SjAykafv0ztAwfh/5hjw3a\nedb8cS2TODCepqZYnVfTWkqaV7kJxHXNTsRa5zQ419bfVzvo1WubPUmlg0IlKBrrZF2zfB4yBXl+\nureNd89M0rnzKI83VvDnv7mWq9dsBKfwkEzgNPnjtlUfb3Jxhn+tKwNDdvTaLyFXOs2SHpVsqKWt\nN5NArp8vm1Msz5tPUqH5OakuYjrm8r3s70pkrQhI+2PT5Rw/m+RD2TVpXJi0nKBAWBA1RV5XjtO6\nfWwTA7PvL4hESUyV5bQxCFIdyZQW9juPuc2cUNnGMX0v+0YhOjHN2Awi+TY/wFb0D7w5eX7Q+3Qf\nnYoPZNl8LqsMIYLxvnHOgxIpbfQNqdQiEz019IzRnN3qjrCta9j6kMtCQqn4AMMdRzkeK2CgrJPa\nxoqsZLRlF2/2jbxL+kq+FUlt6i/mOSHb8fdcPyByLmk18hpmIQN9zlwUF22zvr46T8ZBt3UKtsnI\n5OggS+uXMtw35LkHsfYjDBmqPJChvJidhlna2lZS2hbpsjnoYKdCXLuhgV++0Ujfmyn3O+9vrKfv\nitUu97wONYhUN9Zz9rBoX4dDC4o7rDnXGpp7q5/PXxzey1caK7nthq/xe61/7Em0S7W3qYISn/4w\nVzka026xoqbFLGlpUI5580b6kmkSwzEuaGhi2bLsQioaQcu9mqIjJxXm0n8+RcL0vkMdw3xiTZ1v\nYun09DQnTp1x7522a6irx32GzGhSW9ew264aHoqJA9PhtknLmRO6ljwi8r2jhSTOZoo4ZUVXA6hB\nUjEoCNHhbkWhqvQ6r9JmSZeSWuCaFy4jxyeHJ/nQBz5CdYcSG9f0E1O7XEM75voZq17brKpyVjbQ\nJ+QKtSKEm5jqRLhT7W0u3cWvgJWfes2hjmHefeME/cfeIJ4q4xTwD11bePfadVZHV+p4u/dOKLEE\nwe9ezyTHRq+0jo6OUBUZ95zXJr+Yb5VMcwJgwkYBk9WedVViTWOQ0J8bGx5kyuGc58rDkNeyRcHl\nuOvXvwQpqchr+0W2B7qHmUgMWffNxLkMKvw0E9ic8iyfY2zUXTHOh2pjo56Cd2w2JaLBf1VDT9j8\naMRylUHelxcIcb543zjnEnrZWzs0uaK6MoqhVVs+f+06IPvFMv+XjqC5PdZ+hLGBMwwOx0lM7mGo\neT3fw/uiy2UjHSWVCComYCu+pCF10W3Um8AiBZbIuTzWj++ei0oklV3M/Tbbtf0a8ruanYnWObdB\nO2H6M2YRJRPmQPGuT7TThC26aiY16v1X/tpK2l79NeJxdb5T+/aw68Q6j9JFi5NEbMOqxkxRCNMG\nDd22D2+9jxuu+DvW/9Hv0rP7BY9SBkDF5k+y2eH0XuFEIqvXNlOx+ZN01l3Kq072fUVlFcUlpSwP\ncDBtg4OOIuk21wlFGtoRaD3Qap3kaciJqo7Om5Nd2R4FBQWsuWBF1nlyRRAhOFKu95vIohw5VBbf\noj7ieJ2weapkkMOlaS4yciRMCpWaBGZLT5pa+SZMHW8dTTdpGboyrcShySVc4vDJJVY21FFSbNHL\ns0DzzJc3LWbN1Ze4z1m6qsnltkuKmI3vXbH5k24SrFwpkDQYW/EqjarGBpL1LSxy+oNT+/bwj/v2\ncIGzFC8dCrOKpq0uAmSeB9tkXEZqzdyXfB23xiWVnI1m7rN8trTairyW3mbmaZgqJ7kQ5JzZ+nPA\nDYZMTJUSifq7ELb3K2jSEJSgKTETZ1ieqyASpbgio9pt9lFBjq8Znfe7v5Jq4kdt0dQPOb77rXqP\njBQQGZ92tcZtUXibjyDHXT02m2MqBPeVM9Esl2157YYGtuf9yRB+WJDOeXntcvyYiyWLa9wHauv1\n13Hd3z/CI9+4zt1/3d8/4uxTx/zvPbhFXEBV9qxtrHAjJatryl1KCmQe/tYDdv1kE8XlixnrPMlU\nmYoit4IbaTDLTQO+1brky5OLtiFnx7kkGq0wIuf58t4lTIrPudJe8pGOBFyd84LCYnebLK4gJwca\nOqreb1khkR2PbbnU7Iw1/BL4JA+1rqyQyxrLebShzHXOQXXkfc5zqFU2rtm0gtYDanVFP9d6Mpkr\nCqsnTKn4AN99/l1uu3IL1UY1zwyVYCNlw91UbM7waTuLlroqJIc6hhnr6qW2oSlvzXhb4Rs9KNmW\ny4NoV5LuVNtY4ZYsN9tAOnbT09P09XidOzk45nLSzQI+tvvtV3VW0htySSK6+5ZXUtwdZXzRlEcy\nz7yWLRFZJjD6IUs20KmGqhx0+XxGhYKJQmSDeia0br2UyRzo7ye1zOnTxOTOBlk5Vjrm6coGdDaC\nrY00z1s/m5ENTaSFXebfZrKn/n7XbmhgfDTO4Y5FVDmrUP2OE6RXbJZdvNmzQrX/gGovW2QySE7P\n/BuCJ/i+TmdNOV2Dw4wlR/mQ6Fvqygqt8p3yOqsaK93xZjYkbL1jlT3Iolc/J7vOMpWezNDZckBO\nfvyi3LloMEHR41xc8Oq6UiZjSes+m9Tk+Wizm3QRc0JoOujmarH+O9ndSaSoNKejHJQXZ46Ptii6\nnkiY1bmlLdJPqGpeT4tDwzRXQkzp4BDnhgXpnH/qkgq+8IXrch8IHsfc9v+3tkDK6fDWx5VQ/lDz\nekouSlC3fAut2NVC/BwJ7Tjr/eOjcQoKSzz7/SLDtY0VcNkW67K+SREJ0hWXn/FDoMPtRM5zOeV+\nNpyLM287tw0y+g2ZDkKqteSyR3ZUQQ6h6aDnUhyYSdnzouISVqxoYLRonRst1iooMmlydU05V139\nQfYfyDwnspSySWnRWNVYSWvzevfc+w90cuiK1Xxg8yeBZwCH51vZwI59HY6juwQWLVFatQOjwLDH\nkegdL6JnDJZhT4C0KeFImIWjJPwGj5LFNVxw2RaPnGm+qioFBQXU1Tf42gjZDoseIE0+uLmCYoOf\nTRlnKurRDvceo+5jY/UiYstqXQqMKeep8a7YnpGw8zroMuqsZTYDK4uKaLUuEiQlDuVEQ8oW1tTW\nEuk7w9CxdgZbu131FanC0tEZZ3nTYpdjvurTH3Z55qa2uC3qb9YRMKUls2BQTtzjasr5zIYmxg43\n8ZFNmVWVQx1N7D+QiVSaToieyOuQjO5/bPxxveri6Qfy4Dyb19VoqSmnvHwRPSOTnsl/LuUd+ZxK\n5Rb5jPs9y3Il2Qa94utXpTrWfoSqRVW09yW5aEl2fg5knGVzVcKc3ORy0M19+pxBsNF2LmispmBy\neV7UID8lnHzoL6YTbtvv56CbiBSVUVBYHBjEmol8YZBPYSq/mJRVkyZsEzBoqSl3VZ9CnB8WpHM+\n5ZOdfK4oOXWAN0+pv3f81RZ3+5sv76EE+MuLxMEXqWi7hi164Fman0ozPZny7IeMw3hq3x5wnA8N\nv3K686EPWrK4hslUHxMT+VU5zCfJdKaJo5JyY+Pd2+Se0mMxquqXEilSEyHdgZidjY3ec/bwXmLt\nNdaOydZ5mo7STKv/AUyMp6gtHKe6sV5lt5Pp/KSUXUtNubs8bVNBgQw9IQin9u3hu883ceOnLqXJ\nETtJVzXx2IlBtu886kajwcvd9KgQvDjMO+399EbV5EEu+ev//QZOOcj7PTO2/ApdWdJv8LZB348L\nKovp6+n2LY2u761s03PVxJ8ptIKKyZdPJpPEhoY8muI2SD1tUwsd8ouk21A/0UvySSVzpqPfRSvX\nIq00ExEH+vsZr5qkxDyZgHbMtcOutejleW0TB5ucoTfR2i6HGLTtgspiisaGsybb125oyKouqZ+R\nWPsRT7+u+4uhrh43ym7qf2fZEfDcyufM5hCfON7J+FiSi93vrfrnIA11P0iFk1wOum4HGTmVfaLp\nQMr+dXI0xvRU5l7ZVgzyWYUzkyttdtqKaZnBAtvn5cQq1tfDm2/3Zx1jQq4CmrBRVfwcdj8JTAkb\nxUUj1n6Eyf5WiBZRODrm2WfmvgVB9ru5VhPNe6xzz2Q/DfgGUOrKCon2+QcIQuSPBemcRyJ2bvF8\nwkys9H0BIlFP5FxDvjzaQdfQL0gQ//Z8Ecw5L6G4tDT4mBznNjGTzkIi346jYtkKK+fcj7Nugy1v\nwHSI85XYC0JfcpKi4hJWL69n0dImQFWOtU0E6spUVUCz8/azw1aqHdQ9ee6JNwC44YpLXOdv58Fj\n7mrRdjHY1DZWcO2GBk8EcM3KeoacyY+tAJeUfTRhtr3t2dJLoRIzlTf0JO4OJt3IuQm/RKVc8HNk\nzNUSWZBFRjhzsd3LyspYuazGU4lSF7rRsE02TM646ahr2CrZurY5jvmQkXegE4L1ufXE8XJHkjFZ\nW0txJKOUAsr51jxYWQHUhIyaa5jRc7MgUp04VrVNxkHPNVGtK4tyOhplzcom60rX5csr6VtT5ykA\npp6TLVZFi6GuHt9otzlBkM+CvrbpnNqkYwF6E9OsrKrI6czmSzkD74qQbVXQpcUIh9M2oTUn5O6K\n6sAvKYhE3Wv52aA/a5tw6ufcfEdtSaMtFgcd7PQTueKhPx+bXsyJJXZpGVO9xo/LbULW2tCQ/Y4f\nlz2I4iJREC2GaHa+x0zprHp8DaJ3mtCOuaSvfMKlZXqrJ2vUlUXzloANEYwF6ZzPduR8pvjWFmDL\ndS5/PRAicm5DlUM90Nnv+SSradhoJXlPGoL2pVOMj40SqajPeb58nPd8lWby/ZxtAJscHaSmoZxo\nUYm7TXY2spMxk1fN76b/1x1cW5edqxkkredHbdEDz8R4ivjQINd+vMG9hk7ylAO77th0FEueRztJ\npjOikyvNycbZw3t5jkyOhR749OrB2cPZMp26k22pKScZHyZdkYmmDXX1WKUtbdxF81k1rwP4chTB\nn9ttQkYS19WXe9RaNPJ1yvOJmrcOjKrqrR56UTpjp5HIqdV4/JBMJol1nfQ4maaTZyuG5XHYDUqF\nWVTHhrqyKFMH9tD21Gv0H+2ndl0t9Vd+jM66S+kbSLGupsRDPdEJmXXNG3mpo43x+iLqLc63p8qs\ngNY0h4yDnvW/WFkwHXB9nIlcqwV9yTTpdJoTp0WRJsOxl1VVQbWvcqSUfX7a3HK7pJ1J5SZTd92s\n9mlC91uDHX2MxSKsvtTfAbdFh23PsLxOUCG21TXlHOoYtibIgv39qW2syMicntnLQNcwbRX+75E8\nn5wkmJKE8nq5cj9aRJsG0V+kMwnw2tlJEoPZkXMzZwbsVaolpNpJENffVhzPtDPIQZ9OjwNKrcU2\npuWCjHyb+u3yun6fMx1zSeHTMGWF81GUCpEbC9I5XwiRc8jw16//9h7/gyyRc5m0ql80zSmXzrl+\nAYKizeeU8JkL0RIK0t6U2/kuuTtTh76wfAkFFs652bGYEfxcKjT6HDaeZi46SxAntKi4hF9ZoRyJ\nazc0uAomLTXlrKuxEwTMwVtrfKu/0x57/J6Zs4f3sn1nPas/v5EWZyn/uYs3e5SN9HP4ruN46o61\nbHElKUEbykXpMp9N7aBfIFaJTOSSeNOQg7aEHIynptJUL12WdbypD+9XECgfBEXzJS/cliwqoZ3P\nsrIyqhovzNJszwUzeTWIQpGxI/PsNPW9xZndL3ikNqc3/z479nXwiTV1Hr56Yq/KWVBSnFC9fBWv\njo/TtmyZ+9lPkOGVuhSWqib3HOPNGwGvTKP8vmaIwnTMTdjoLXKbbMNoNEpVbZ2QP83+rMe5WF7p\njahjVxvSkHKcZh/gtwIin3vb8xgtKaNvdNzqgOcqc59L3nRVoz+9ZabSjBITjcsoiEQ9fbAtkiyR\nS4Ywn8RS8zjb9WTEXL+PLXWLqTAi55LiBHa+tYRt3JIOuj6PbYLk56hLB11Dc9AHhtrdyPn55noF\nUWtMSGfexi0PMfdYkM75ex05zwVPZNYSOQ/SID+1b4/nOJ14k0v72Xauc0EqPsBUoh8Ky/KqEJrP\ndWRE9XyLFfmtLEyODtLfGXc557bPSsxUN15Gz20cT1MLnZrsJVqN1oFRGE8xNDiAriNjDm6uE6I1\nlX1gcyz6uxKB7VzbWOFOAurKCrnq6g9yn3CqdRGJx/dnVItaB0bdyHn/QCKve2nbb1s6zQdmJE1G\n732vMT3NyfYOz2eu2bTCpepoeUvpE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"text": "<matplotlib.figure.Figure at 0x10f939910>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Selecting A Region ##\n\nWe just have to pick a region over which to integrate the wind stress curl. Following Godfrey, we choose 40 S to the equator."
},
{
"metadata": {},
"cell_type": "code",
"input": "mask = ~((lons >= 142) & (lons < 290) & (lats >= -40) & (lats < 0))\n\n#plt.rcParams['font.size'] = 8\nfig = plt.figure(figsize=(14,7))\n#fig.subplots_adjust(bottom=0.2, left=0.2, right=0.8)\nax = fig.add_subplot(111)\n\n#m.drawcoastlines()\nm.fillcontinents(color='0.2',lake_color='0.6')\n# draw parallels and meridians.\nm.drawparallels(np.arange(-60,30,15), labels=[1,0,0,0])\nm.drawmeridians(np.arange(0.,360,15), labels=[0,0,0,1])\nm.drawmapboundary(fill_color='0.7', linewidth=0.5)\n\ncf = m.contourf(xx, yy, np.ma.masked_array(curl, mask),\n np.arange(-2.0,2.0,0.2)+0.1, extend='both', cmap='RdBu_r')\nax.set_title(r'Mean Wind Stress Curl - SCOW Climatology (N/m$^{2}$ per 10$^4$ km)')\ncb = plt.colorbar(cf, shrink=0.5)\n",
"prompt_number": 63,
"outputs": [
{
"png": 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E7tixg4aGBqZOnUpWVhZTp051v5cOJu3o6OC9997jzjvvVBRwDoeDTz/9lPz8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\nSn5+vq/2i2g0Sm9v75j9YmRkhO9///uJfcfpeJzu6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"text": "<matplotlib.figure.Figure at 0x10f923310>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# in order to perform the integral, we need to define the area element\ndlon, dlat = np.diff(lon)[0], np.diff(lat)[0]\nfrom mypackage import gfd\ndA = gfd.A**2 * np.cos(np.radians(lats)) * np.radians(dlon) * np.radians(dlat)\n\n# the coriolis parameter\nfn = gfd.f_coriolis(np.ma.masked_array(lats, mask).max())\nfs = gfd.f_coriolis(np.ma.masked_array(lats, mask).min())\n\n# the reference density\nrho0 = 1025.\n\n# the units of curl are N m^2 / 10^4 km\n# need to divide by 1e7\n\nPsi_ann = ((rho0*(fn - fs))**-1 * \n np.ma.masked_array(curl.mean(axis=0)/1e7*dA, mask).sum())\nPsi_seasonal = ((rho0*(fn - fs))**-1 *\n curl/1e7 * dA[np.newaxis,:,:] * (~mask[np.newaxis,:,:])\n ).sum(axis=2).sum(axis=1)\nprint 'Annual Mean: %4.2f' % (Psi_ann/1e6)\n\nfig = plt.figure(figsize=(12,6))\nax = fig.add_subplot(111)\nax.plot(np.arange(12), Psi_seasonal/1e6, '.-')\nax.set_xticks(np.arange(12))\nax.set_xlim([-0.5,11.5])\nax.set_xticklabels(monthnames)\nax.set_title(\"Seasonal Cycle of Godfrey's Island Rule\")\nax.set_ylabel('ITF Transport (Sv)')\nax.grid()",
"prompt_number": 101,
"outputs": [
{
"output_type": "stream",
"text": "Annual Mean: 14.24\n",
"stream": "stdout"
},
{
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087K4bH5+ChIREUlLSyMiIoKNGzcSHx+vRlpEHCmnmek7MM7gURJo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\nAK1bt+bzzz8PyH5FxHz79u3jpZde4r/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RzZs397tIEsOBAweYMWMGjz/+OIMGDWL8+PFc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\n89UPgAnO41XAAmybusVTTm/bABaPu1/4KuGbAkzCkor22Do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"text": "<matplotlib.figure.Figure at 0x10f901e10>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Results ##\n\nExtending all the way to th equator gives a value of reasonable annual mean transport of *14.2 Sv*. The amplitude of the annual cycle is about 3 Sv, peaking in October."
}
],
"metadata": {}
}
],
"metadata": {
"name": "",
"signature": "sha256:ad216ccfa1cd2443ec59108e450b727a050d0f12884d10cd74f5d24994a5f7d0",
"gist_id": "dce8eea5649aa6fc4c36"
},
"nbformat": 3
}
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