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@flamingbear
Created February 14, 2014 17:48
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Greenland Monthly Melt Day Climatology
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Mean monthly grids for each month, Apr \u2013 Oct, from 1981-2010 \n",
"[Pivotal Story](https://www.pivotaltracker.com/story/show/60551060)\n",
"\n",
"* the data are staged for examination under `/projects/greenland_today/staging/for_approval/`\n",
"\n",
"* raw MOGE files (float64) are named: `output/greenland_cumulative_melt_climatology_0401_0430_1981-2010.envi`\n",
"where 0401_0430 means that this is for April.\n",
"All months including Jan-December are created\n",
"\n",
"* matching envi headers exist. `output/greenland_cumulative_melt_climatology_0401_0430_1981-2010.hdr`\n",
"\n",
"* original EASE2 projected float64 data `output/greenland_cumulative_melt_climatology_0401_0430_1981-2010_EASE2_N25km.bin`\n",
"\n",
"* average monthly melt days image: `images/greenland_cumulative_melt_climatology_0601_0630_1981-2010.png`\n",
"\n",
"* with matching thumbnails: `images/greenland_cumulative_melt_climatology_0601_0630_1981-2010_tmb.png`\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import os \n",
"pylab.rcParams['figure.figsize'] = (12.0, 12.0)\n",
"staging_dir = '/projects/greenland_today/staging/for_approval/'\n"
],
"language": "python",
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"source": [
"Info from the EASE2 data file:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"filename = os.path.join(staging_dir, 'output', 'greenland_cumulative_melt_climatology_0701_0731_1981-2010_EASE2_N25km.bin')\n",
"data = np.fromfile(filename, dtype=np.float64).reshape(720, 720)\n",
"print \"max:\", np.max(data), \"min:\", np.min(data), \"mean:\", np.mean(data[data > 0])\n",
"plt.colorbar(plt.imshow(data, cmap=\"BuPu\"))"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max: 30.4333333333 min: -1.0 mean: 6.81502057613\n"
]
},
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x111b8fcb0>"
]
},
{
"output_type": "display_data",
"png": 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NjcrNzdWePXuUk5MjScrLy1NdXV3fZ3fv3q28vLyTjvmjxYv7fp4+Y4amz5z5ccYBAADi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\nAAC2UDgCAADAlv8DnvruELnD7v8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11132a950>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"source": [
"Info from the regridded data file:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ps_file = os.path.join(staging_dir, 'output', 'greenland_cumulative_melt_climatology_0701_0731_1981-2010.envi')\n",
"image = np.fromfile(ps_file, dtype=np.float64).reshape(1400, 800)\n",
"print \"max:\", np.max(image), \"min:\", np.min(image), \"mean:\", np.mean(image[image > 0])\n",
"img = plt.imshow(image, cmap=\"BuPu\",interpolation=\"bilinear\")\n",
"plt.colorbar(img )"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max: 30.4333333333 min: -1.0 mean: 6.80391155983\n"
]
},
{
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x114fa5098>"
]
},
{
"output_type": "display_data",
"png": 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aXzz6UWh7zp1vYckbYWFuqth7onzfADBj7DQsfO1rAEDhtv34T99/U68nX1OP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IJNf93PLL/7gdeDmX0gT6mqihtvvBGbN2/G008/jVtuuQWvvvoq1q9fj/POOw9bt27FOeecg/Xr\n1wvrCUA/i/X4Lc+AChJx0OYI9r9ymFue1yiGBecTYgy4Wc6ePWDsTWqM6H3FOlD9zM5Lc8kwr97X\n6m345qOOKtvwd794tiJux8PhX5WJ54NCNqcJ27hnwzb0OUJRB5paEYlM6Y9TXV1dOOEEw306kUjg\nuOOOw/79+3HPPffgyiuvBABceeWVuOuuu4TXFYB+luqWS38JAKCpPOioG9ZkeQugSBjrn8Bux9Ii\nYEB+PJ1HKqvh9X3DzDbCquEylMlpTNjrhemQTtmwt97WXmFXAz96/5oq2JcDed4ij1dI4/LErsTk\nsyLL7CMKjauyxDWu6x9JI6/pXNgf7J8ApcBxjNj4ACDJEuSQjHse3o6hEXF++0CBAGD37t3YuHEj\n1q1bh97eXnR2GnZVnZ2d6O3tFZ4bgH4W6pbL7oBmAS9N22FvQt7UxFAaO5/ZV3yt6QbkTWWyGl7b\nY98DioTs8b0zOc1moKc71jydsGcNn16JVAI/ev+abNhXMpN3MrSSOstt1cllRXEswTsaVWXJ5UnS\nN1yahbNgb0C+dLM6YW9C3tRvN2zFeIrv1hpo9mrHoc148MVfFX94Ghsbw6WXXoqbbroJDQ0NtjJC\niGfY5wD0s0y3vPeX0LJuX3eazhvL+K1RG+RNpcey2PH0Pug6xVgq7yrP5nVsecOIsOeEfLGOnGbs\na3I23nkze1s/PVKjBn70/jVZsK9muV7yqKOWsOettKsm7DmNqUoJ9lbIm7LC/mD/uCtgDiEl2BOZ\n2CBv6s77XkNesAUWaJJUqf97hT/Lulfi/BPeV/xhKZfL4dJLL8WHP/xhXHLJJQCMWfyhQ0ZipIMH\nD6Kjo0N4WQHoZ5EopdA4ueIBQB/JQh/g7wlm03n09vPL8xpFr4cfMNWpMN88hbgcqH7PPoB8Sd47\n1VXWX4MPuxb7/tUq5/EAqioSBkbS3PK8puNQYbmeJUKARQsaoXAekgHgZ3dv9tXXQHNHlFJcddVV\nWLFiBa699tri+xdffDF++tOfAgB++tOfFh8AeApAP4tECMFn7v4g06iD5nXQdA76jkHoW90Z7Ygs\nIXlcO3SdIsVYRiQE6Cwk+Xjj0Aiz/XBhpUDjwN4MqEMpP0pZsb+cck8oiIvnpHifCfEor6XESYi9\nVR3sTT96dmmqkCueFwiKUmBwNI1ISOYGhBoez4JI/H5ODKWw4+m9yB4cZbeR1TD6w4246e0/Q0Zg\nABtobumJJ57AbbfdhkceeQRr167F2rVrcf/99+P666/Hhg0bsHz5cjz88MO4/vrrhfUQ6jW9mkQR\nQpDK80OsBvKvb7/79uISOs3roA54y8e2QjqqBQAghWQ0ODJpybKEaNSYfUgSQXvSHlqXEIKFnaW9\nojBjO8BwYyKF491R8/xE0rPuPQWQr07WLzrTRmIS+mAzwKzg/PJHK/sJxkNm6XUqq7keKhVFKvZT\npxTDY3ZjuXRWKz6oUgAjjuyOuiWpDWDYwGx/8o3ia7khjFBnonT8WBbjd9pn83/34/cgaTlmNiuq\nyJ6rfJMhQgi++pFfT2kf/tfPLqvLZxHM6Gep/uF3HwDAhjwAaK/1Q98xCDmquiAPAJqmI53OQ2ZA\nHjBm3PsOG7MTFuSB0syeB/RyZvYB5KuX1wx+Mmf2k5Noh7eqZPyeZkAeAPJ5vXhvOiEPGFEiJYkw\nIQ8YD8ZmP8cHUjbIA4A2mkH28BgAQB9MuyAPAD/+u9+i/w1xEJRAgfwqAP0s1oXXnc6EvCl9/yii\ngllDPq/brPdd51PqaUCk6VQ8qk/9g/yc0nR4IJqcRDuC2A3E+BxED5l5TXelZrYqrMhMyJuSJIJU\nJo8dT+9hlmsjGeQOj2P8t69y67jtk/dwywLVSUGa2kAzSZv/uBV/+PdHuOWkMQxlVTvGXjgAKjBE\nGpvIoZdjwNfVEodOKcYzbit9q3KabgDf2Qew037ajimM6l6rWcHzQvWaSZ9htRkQNUqheCSyiYVV\n7v15aFBslDqeyuHwQAqh9jj3mPxIGtLyFm75OZ8+VdhGoEB+FYB+FurFu17Fhq/+hVtOmiJQVrYX\nX4888YZwlGfBvru1NIDpOsWEB+zzDtiXA3lTAezrp5n42VUCe0qNVMkAoMjEM0kNC/YHPTxPxiZy\nRe+VaE8jwoJVM6k7AemYVtf75117OlZduFzYTqBAfhWAfpZp428245Gbn+KWk8YwlBXuPfnhP+8W\n1js2kcOhfmOAS8ZDrnLNB+y1gq9xJZA3FcC+9prJn1k5sLdC3pQs+YR9oSGvmfzohDGTtyoyL4lI\ndwPnDEDqikM+rgT7Cz5/Jlacf5SwnUB10iT70Qf56ANVpMdueUZYbp3JOzX8BHs/0dR4Ko+xdB7x\niMos13SKTI7vNUFhBN7xgny14JnJ4Jpumg57+l7yA3sW5E35gn1ExeGhlPBBc2wihyOcba5wV4MQ\n9qQjDnlVO975f8/GMWctEfYlUKByFYB+lunDP3w3v5AQ5J8/xC2WlzZj7BDbzxcAkgljJr/3yBj7\nfIlAkvjJPkjhGJ6/MmC4Poms8f1aXXvZ/wUPAyVNBz/7auTHG4lCfO+MTGSRFbj29g+nEFE5sfFh\n+ODrFNysdvGIiqs+chLWncmH+Ls+dSqWnrqA38lA9dc0S1NbKwWgn2VqXdKMj/6SEUrRNGrLasj9\n9aCrWD66sHRIwYR9MhFCNGL41aezGvYctsPeOiuiYKcAleVSOTMJjmXAZsG+3O8Ba/ynHuVzVc6P\n1uv1dJEfyJv3kUTYGesGCy50mk6ZsB8ZzxRXqmJhd2S7vEaRyhjlyUTItTqgKhLe/RYD8G86fRFO\nfvNiVx3vuvx4LFjc7H0xgQJVoAD0s1DJzgQ+9fsPld5wjm45HblnShnripA35YB9Q7wEeVOZXAn2\nEmPpk8KwtjfFsnC2wp61qurHz95LXmAPYF+S1wx+usG+HMibcsJ+0OEn74T9yEQWYw4XVSvs8xrF\nRNpum9LYELbd7+9/m32//ZQzFmPtKaWZ+8XvPx49iwLIB6qfAtDPUoXiIVz70Ef502CdIvfUfjfk\nTVFg7OAoEjEVsSg7Pncmp2F//zhCgv3NnKYL3ZiyhSVPnihFMehOpfJaqg9gX5LXxzxdYF8J5E2Z\nsHdC3pQBe8OPfozhS08AxEKKYYCaZhugNiUN2H/ofLbl/OlnL8OqtfPw9ktXBTP56SRpin/qeFmB\nZqsIEG+N8YslgsxtL3NHTTqSwf7HdkHn7LkrsoSIKqNPkOwjl9cxIgg8IktEGPLRBIswUQ4VD/xe\n5YA37IN9/ZJEsK+z8XCxjWpii1AYqZcVQSWpTA7jaX6wqfHRNF57ai+3PKzKuPwcseX8W89fjiVH\nuT1gAgWqtQLQz3J97FfvR8uiJtf71sQ3mV+84iqnoxnoBYBvf3A7dMeeuiJLSMYM6/tMVsPAiH12\nRKk9ScgoI0KfNSwuMwkOSgsS5sze1U/K/t1vue1YH+8HsDfEQiTxKK91u16rPLywy+mCG2hYlZmw\nz+Y0pLMaCCFMD5Gx4TQ2/fkNZFM57H+Zbdx6yrF875ZAgSZbAejngD7yo3ej85jSzIHlo5657eXi\n73Q0A33YPkvfvmE79EIKXFUpQd5UKpvH4KgBe0rdxniUUtteJ8swygpyK+RL5dWDvVzYB/v6fHmB\nvdawZxkIlgN7SoF01r7U7oS9CfliGw7YD/VNYNNf3ii+To9lcWDzYVudp63o5LqgBprmCqzuA81k\nXfGdd2L+6k4D8pz7KXPHZibkTW3/03YoBGiIsgexiUweubzOda/TKcV4Ose1fgYK+/Hg3/OU0qqX\n6v3CPgC6t7yW6ms1dIkMBP3AngV5U2FVhiITF+SLbRRgP9A7hleecS/Xp0bSOPiqAft1x3WgkRFQ\nKlCgqVQA+jmky775dvSc0MUtl1qj0N8Y5pYrzVHs2T/KBaUiS8gWMn/xJEvEZo3PkuZpaeXHvM4r\nK55HE4FqplrAXvTn8gN7gAoDNY2nchiZ4O/JDwyk8PprR7jlE0NprO5OojnhzvQYaOaIEDKlP/VS\nAPo5pku/dgF6jnfDXupKQOqMG35uQ25rZLUlishCY69/89Y+V7ksS0gUZvo5TWcOzCFFhiJLoJQy\n/eiB0oDOi2Jm/y5U5ynPg/1MczObCaon7M33eeOkphv3Gs87pG8kjSPDaaSzeaYffV/fOLZu7YMc\nVaEk2LP1S96zCvN7GkXdDxRoyhSAfg7q0q9dgHmrOouvpXkJSB0W63wH7NWWKMIL7AZ9VtjLEnEt\n5+fydtiby6OmWLB3DuRO2PuZtfl7z1LqKJ6pgWNmguoBe+dr5z1iQt5UWLUPeUeGU+i3eI2ks5oN\n9n1949i2rb/4WoqqUBrss/Z3v3d1APlA01oB6OeoLrvxQnQub4M0rwFSG8MFrwB7pdkNecAA5JZt\n/QbkY+xZjml1H1ZlyIxlUxP2ooV2E/Z8yPvZUfeGvWivmcB7LzqQP9US9ry/qnmvOCFvlBGEC2Fq\njwynMDDqXr0yYd/fP2GDvCkpokBJGrC/7P3HY968ZNnXEGiaKvCjDzTb1HVMK0hCYB2sU2j7RrjF\nEiEYS4kz1mXzOhPyxTq8stiBHTXPLq8DvPESbNlPnuq9Z+/ZfuGpjQV5U+mshj5BOloprKCVEnQI\nUtAGCjRdFIB+jurxW57Bpt9uQX7zESDHN46jGQ3jf36DWTa/OwFKKQ72jwvbGhpnB8yRJSJ8CABK\nroAe9nuiGryPMH31K20iUNmqe1AdUsqt4FQ2ryOvUSzuEs/Eu+cn0dwSZZblXuxF/54hPHjbpqr7\nGihQvRWAfg7qie//FS/8uhQkJ/dSr5ByNK9j7NHdtveWLGwqJamhwIG+8mAvS4Q7EJtyBjwpH/b+\nIW8qgP3kaTIi6DnvsWxeL9qGyBLB0nnivfV5CxrR2BSx1/H8QdBCkpttGw/goV++WLtOB5paBX70\ngWaDnv35Jjz3C/fAlHvhIKCJnc+1QSPX9pKFjcx78kDfuNBtbWg8C4rKIG/KP+zLh7ypAPaTp0mB\nvWTcazkL5K3lyzxg37OoCQ2Nxp58dtMhlwXna3/dj8d/u7lmfQ4UqNYKQD/HtPE3/AEpv9VteGRV\natMhdDVGhP6eExm+LzIApDJ5SJL4thPFtTfKhcWBZpgmYxmfUiDDcekEgHmtcWEdCxc3g+waBDh1\nvPzEG9jyND/2faAZomBGH2g26O/v+iAS7e5BjcRVKMtbjCkzB6Sxk+fj0FAKKUbcegBojIcQDSnQ\nOdZzqiIhElKQyWlcWJuQZ1lMA6VkJt6w934a8PKjDzR5quYz94qEqOkUOqVcP/rRVA4bd/TjyDDf\nOO/1p/YiE1G42XTe8u6VWHHqAmZZoEBTrQD0c1BX//pyNFishUkyDOXoltIBuhv2sZO6IcUNC/2D\nvWOYcEQRS8ZDiFrydDthH1IkREOlchbsnTN53QF75xhbD9gHkJ86VfLZe+U20HRaDMksS4QJ+5d3\nDQAwQjT3jbhhv+2ZfZgww0J3u63sz3jXCqw+Y1EFvQ8UaHIUgH6O6qo734+GjjikpgiUpW4/eSvs\no2u7IDmChBw6PIaxgoFdMh5CLOzOWW/CPqTIiITc5VbYMzPTWd7nx75nv2+vxeOIwiEB5Kde5fwN\nvJIWWSFvygn757baw9pqOkW/xe1u+3P7MVawTSlqfkPx1zMvWYHj37K4jF4HmtYK/OgDzTZd9avL\njbC3POk6QkubITdGmMWHj4xDlggT8qUqKCIhmVtuwJ4PY91McsPvZU1gH2j6yA/svZIWZQXJlUzY\nP7+tz5ZK2VReo+gfzWL7c/sx2s/xpZ+XwFsvXYk1Zy720dtAgaZWAejnsH54xa+Q3zbAt7ZXJWTf\nGILGWM4EgJaWGFJZzZZ+1ilCgOFx/t6nIkvCgDiEEOiFjHUsmVH1qgmqE/jRTz+JYE/A3SoHAGTz\nGjI5DZrgpnhtzxBUmV9J375hTIgeQHcO4ckfviDoZaAZqcAYL9Bs0o8+8CuM9n0u+5EAACAASURB\nVI4BAHKbGVm5VKl446VePAR91O4H39oaQ6yQk35gNOOCvfO+HWHAXpGl4jGsMVkipDjgs2DvPKUS\n2Ad+9NNXrGHP+h4L9tm8VnSh03TKhP3m3YPI5DSosoRExL0aNXhgBNlUDkSRIHMC5tAjE0iPZvCD\nj/1/9t47To7izvv/VE/cnKNWOQuEEEiAiSJIGGzxYLBlA37A4DPYOodzOofz6/E5HfzOd+d4YJNs\n2WADNkE4AcYY40AWSCihLG3OafJ0d/3+6OmZDlXVs1m7W29eerHTVR1mdrbfXen7fSKftyKRTClS\n9LOQ+z7wMIY6IrZt6uH+3AuL5E1ib7ZDz0zAq64uQoEjiU3fcBLRhFHOejClAIZiOdlbJW9ivSez\n1tHrlHrGOR+J7CfwAVoyThDOzyZW2Vslb+KU/e6M5E0CPgUl4dx3ua91COlELqwz8SvwVdllr73U\nmv05NpiQspec9EjRzzLuvvaXGO5yR7Gj0TTUQ/1AwMc1YOz1NlSVhhBmtIIAoHcoiViSH/ueUkP2\nAb9b8iY65QfLAYwxfy+X5yN7keRlq/7kwmuOhkLYkjcxRf/W0T6k0u40tH4fQWlBAL3Ng1AZ31/i\nU+CvMhI/aS+3uspjgwncfctj3m9EcvIju+4lM4E1V6/klvmXVQrvqAWn1qJ3KCmcPFfEeQgwKS4I\nMm+2Vni56AEIg/Vk68B7gp7oPciG/vSCUqNlLiKZ1pkT70yO7u+GJvpe+gg+fOvZ3KfARCQFNSX+\nXkskU4UU/Szj7P97OtZdd5pre+DMBoATUAQAwqtq4aswujBbW9kZ7eZ7ZPIqLQxmJap5xLJlyZ4Q\n4vnQay0ejeyl5KcXlBpDOgBQJFj9QQhw6sJKZtnBvZ3C7yMhwG0fPAPh4iA++cgHGBWATz7yAfgF\nq0skkqlEin4Wcv5H1mHttadkXwfW1AkNF15eDb9jnLKlZTC7Tp6Q/CRvRdPpiGQ/UsmbjET2UvLT\nC6vkTUSyBwzZW4eGjrzdDV2Q4yEY8OHWG86wbfvkwznZ+wKK7bVkmiPX0UtmEhf989lYc/VK+E+t\nMSbfcQgtrYK/lr3Wvq1tCJqmY17tyCRvwpsVbUXVaV7DV2NZZ08za/Ul0weW5E28ZL9qQQV8CsHx\nQ71IC7rbC8J+3Pz+Ne4CAtx6/zXwB3345we3jOi6JZKpQIp+FtN5uA80KkhCo+nQ+uLcYkIIAgFF\nOPapajrSom5Rj2tUiDuc7kjxfEggRE7Am254/E6jgtgOAJBQdSQFE0ehU9QVsB9QASBcHMTWB94n\nvgjJ9ENOxpPMJH79+afReaAXelsEei9D5poOaBRq+zCS+9zr7AkB5s4tBQB09MeYE+zMyGTDsRRS\nKnu2MyH5TYzz6ubnHSEfyXsdQ3LyQQAonKg53YMJUIAbyGnnkT4MRlOonFcOwjqGTqH2xHDo7W78\n8Q9vj99FSyRThBT9LOTRLz6D1t2d2dd6WwR6tyXUZ0byJuk2t+znzrXn8O4ciNvWJzvFHImnbQ8D\nhuQtkmXI3hm4bKSyH4nkeceQnLywZN8zlLB16ZuxHUx2He1DfyQXz6FyXrn9e5KRvMmBfV1S9pJp\njxT9LOOxLz6Dlp0dru16RxR6V8wwHWNyUrptGIm9XQDckjfpGogjldagaTpTmJFEGsm05pK8CaU0\nK3xedNJ8ZT8ayTuPITn5scq+ZyjhmvNBKRDNBMDZdbQPfcPuCI2V8yuyla2SNzmwrwuDA/whLMkM\nQnbdS6Y7g+3DaGZI3kTvioEm+GObansEASoONtM9lBSKMq+49B6z5zwn13kcPh+8rnEyHgbkA0d+\nEBhJbHgTOyml6OqPMyVvUjm/HGo3J4ENgAfuf22slymRTBlS9LOIsoYSfOgn7+GW+xaUAhoF5bSa\nA2c0IBJJoe34ALNc1SiSKQ0dnAl8ReEA/D7F46ZsSJZXrihKtp4IT1ELDmAW8Y7hFYZ3PJiMc8wU\nVI3C71NQURxillNK4fcRrGxi90QBQNeLzYBgUumHP3bOmK9TMg2Qy+skM4Gy+hJ8+OfvdW33LbTc\nBBmytwbUiUZSaDnWbytX1VzSmZSqo90xwa+oIAifJXoZS/ZW97Jkb0qeVZ/FaGTv3OQ8hnOPiRDx\nZJxjpqBquZDIfp+CyhJ7SmVKkV0VEvArWMkYdup88YTlgG7Zf3jrOxB25HaQSKYTUvSzkOLqQtz2\n8Puzr22SN7HIPnBmI+AIMRqPptFy1JB9WnXHn09rOloz453FhUH4GLObrbJnSdsqe6fkTcZT9rxj\nmcfgHWo8RTwZ55gppDX3986nEFRZZJ92rPYI+BScMq88+7rzxWb3h2uR/Uc+fi43t4NEMl2Qop+l\nhEtD+PiTH2RL3kSjUBpKuDPj4rE00ipfQZpO0dwdFSapSam6UNY69Y5vPx6yH+sxxgMp8/xJC6LZ\nKQpBdVkBN6eCTyFYPb/CaMnzfvGqjjPWz0VQhrWdXcjJeJKZhJrS8P0N9yK9s1NYTzs+AN2R0tZk\nwfIa4b6EAE3VRRiM8CdBhQPiG2lQEH/fikjUnOXWFvL7A/N6GBgLUvIjI8BblgHjwa2th/2dBYzP\neiCaxLrNK7i/el9xEHtaB8YcrEkiORmQop+FJIaS+MHF92Vfe8lePdTnWnLnJXmfQtBUnQudOxRN\n2coJRiZ50eS5XB33tvGSvOgcY30Oz0clE/esP31hyV7TKdp63WmYTSgFBiwPnizZ+4qD8FcauR3u\nf2SnMPKjRDIdkKKfZUR7Yrjrim2u7V6yT73YnJX9/GXVwrp+n4LGTP5uE0ophmOG7AmA0Cha8iOV\n/XhLnnUOKfmpJeAj2c9H1XR09PElr1OKgai7d2nd5hXZn31FOcmbbPv1Ls/UypIZguy6l8wE7v4/\nD3DL0ru7hPumXmxG08JK4Zi5TikaHDfKbJlOEY2nPSXv9+iW9YLSiZO89RxS8icHfh+Bquno7Oev\ng9cpxaCjV8nKmZuXGy35KvZ392ePvoW0lL1kmiJFP8u45jtXcst89SXQ+xLccrKqBkff6hDMTqdI\npDR09rPX0RMCFIT8SAhumBQUaU3nZiYD8pO9aGhVF2Q+M6/CS8OEjH1c3UviUvL5QWH0APEeEBVC\nUFUaRlgwsa6/N+5qyVuZ21CKgMcDqmQGINfRS2YC889qwjX/45a9b46RoAY6hd7vlj1ZUQ1kbpSH\ndrS6yk3JA8BANIUOh+wJAYoz2cB0nTJlb10sNVbZm4F33Ndpv2bGnpyfc1g7NCZK9lLy+UGRy27Y\nUFnkWsZJCFBWbHzvGquKmLLv6YqitWWQe475TWW4/KJF43fREskkI0U/C5l/dhPqV9VmX/saS+wV\nNIfsy8OAYy3xoR1t2Z+tkjcZjKbQ3pfrSi12pPx0yt69IjqX/Y6HNTY+u9wpdncdu+y9xM8eRhtv\n2UvJ54dV8iaNVUXZ2PcEQLkjWp5T9l2dEbS3DXHPsaCpDBvPXzhu1yyRTAVS9LOU6+65GjVLq+Br\nKGHby5R9eRhkQbmrmFKKw2+0gTIkbzIUS6OtN4aSQnZeb1P2LMkDxo2cld6WdS38MrOrnr+/IXuv\nrnzxXJnxkL35T5IfvKVvc6qKQAhQXsIOidtYVYRQwIeujgg624e5x58/pwyXScnPLuRkPMlMIxrl\nJ7ABABpXoe3p4VdQCPoFE5wAoKwoiH5BMhHPdfKEcOPeW/GS/dgD4ngPFYjO4T3qLxlP6iuLhOV1\nFYWICeI7+EN+LF5SNd6XJZFMCVL0s5QfXftLJIaSoMMppqFoWgMdToFGUlCfPOAqJwpBxeJKAOBO\nrptTZdxsk2mNmTksHPQJH2IJAF+mwlhlb5SL9x9tIhxzM+Wcw3vUXzIaWGGVAUDN/CLDQXboWlWj\nUDUd5549DwVhdwx7X9CHgsoCvHqgG8c6+S1+iWS6IEU/C/nfqx5EMpJridMhR6tc1W3baFxF+rG3\nbVUql9pbO07Zz6kuskk85ZC9kZOef40EgM8R3/5klL3zeE7Ze4/6S8aCU/aq4xfolL0peZMLz5sP\nv6VXSQkoKLTEgHh5fxdaevhr8yUzDDLF/yYIKfpZxvcu3wY1qbq208GMhDUKfZDRpZnWkH54LwCg\najk7YI4p+6bqIuZ31gw64vMRBDy67J2SN8lH9l6Ml+x5xzFl7z3qLxkPTNlrnF+IKXtNp8wJnpdm\nZtQrPgVF1e4u/7/v6eAuGZVIpgOjFv3AwADe+973YuXKlVi1ahVefvll9PX1YePGjVi2bBk2bdqE\ngYFc3vLbb78dS5cuxYoVK/DMM8+My8VLRk5AkG6T9sWhi25oPgLqEVRnaDAhbFX3DScQ8Hl87bxE\nKy7Or8YYZe/1wJGPyKXsxw/esIlJQcgvXMVx2YbFKKkr5pY/v6sNnb38gDwA8Pz3X4TKmZgqmSYo\nZGr/TdTbGu2On/rUp3DllVdi37592LVrF1asWIE77rgDGzduxIEDB3DppZfijjvuAADs3bsXDz/8\nMPbu3YunnnoKW7duha7L+NFTwdYnrkdBWdi1naoatN5h6P0RgPW7CSjwrzC663se3esup0AqZkzu\n23ekj7lGPehXUBQOYDCa4j8MZDZrnJuyuXSKd0/PDQdMnOzN7TrlrRfI7/iAlP14YERCJNwsiYQY\n5ZUlYW6dlp4IGioLuEF3Bo4O4NeP7EIbZyneX3/0Ct58bC9+uOmn2b8DieRkYVSiHxwcxF//+lfc\ncsstAAC/34+ysjI8+eSTuOmmmwAAN910E5544gkAwPbt23HdddchEAhgwYIFWLJkCV555ZVxeguS\nkXLrI+9HkSUKGE1r0Pty2b70gShgES0J+eBfVmk7Ru8T+3IvKJCK229u+x2yD/oVFFl6EwajaffD\ngGNsW3M8cCiOJ16nJN338PGXvfM1lbKfUqxDJD7FLXtT8iYVJSHX9+hEV+67X1de4BpWGjw+ADXz\n/X58+160tNqD6+x/9jBef+it7OudjzMehCWSKWRUoj969Chqampw880344wzzsBHPvIRRKNRdHZ2\noq6uDgBQV1eHzk4jUUpbWxuampqy+zc1NaG11R1dTTJ5/NMvt6CosgA0pRqteAf6YBRQNZCwH74l\nFa5yqlH0/fYAU/Im+4/0gVIgGPDZJG8yZJU9a7Y6zcneeXPO1sn8nz+xb/xkz2vhS9lPDax5EFbZ\nOyVvUlGck31Ld8TVu1RbFs4u+xw6MYi0Yxnq9if34cjRPgBArC+Op775vK387/e8hlcf2DnatyWZ\nSmboOnr2+hMPVFXFjh078MMf/hDr16/Hv/zLv2S76U0IIcLkJ7yyb37ta9mfL7zoIly4YcNoLlGS\nB5d88h144uNPcMv1oRgCi9zBcrLlSZUreZOWzmGctpSf7S6W0FAcFnwNqff3n8Jrwqp3DS885wBS\n8YV6FEtGAe9X4lMIqC4e8qwoDmHv8X7uXIuasjBOHOlDKsKOE/GHpw7g/PVN+PPnnmaW//3e16Bp\nOs65aa3oLcxKXnj+ebzwl79M9WXMKkYl+qamJjQ1NWH9+vUAgPe+9724/fbbUV9fj46ODtTX16O9\nvR21tUaY1Tlz5qC5uTm7f0tLC+bMmcM89le++tXRXJJkhBz6+3H87pt/ga+2DFrnILfZmX6zDYHT\nG0EYUcbCp9Qy9shRWhxCVXkYbT1RNDJmMwd8CooEkicAfD4lc2nUI2ue6MYuNuxYBUyIeQbxA4X5\nEbPOJ58BRg4Bf/mi17ymeFLD/LoSHGod4Mp+3qJKpIZTiA4xVqGoOlfyJme871TxRcxSLtywwdaA\n+9Y3vj51F+Nkhv4hjqrrvr6+HnPnzsWBA0YglWeffRannHIKNm/ejG3btgEAtm3bhquvvhoAcNVV\nV+Ghhx5CKpXC0aNHcfDgQZx11lnj9BYkI+XQ3wzJm/jqyoT102+2gToi4BWcVofgPP5+ZSWG5E3a\ne+1rkb0kDxiSN6GUH/LUhF08WZI3GflQwQy9t0w47s/enH0v/h3Ek1p2yGjJHH6PFQAsWVOPQsZD\nbvrRfYzaOW7bfgOChfwVLhLJZDKqFj0A/OAHP8ANN9yAVCqFxYsX4yc/+Qk0TcOWLVtw3333YcGC\nBXjkkUcAAKtWrcKWLVuwatUq+P1+3HnnncLWmWTiOPJiM373LXe3ma++HFrHAGMPg/SOVgTWNYEU\nBFBwej0CDSXcumUlIVQ6ZvZTCnT0xlBfVQh/HpL3c5bg6TrljtcDzpb9ZEveJI/BBCraX5IvJNOs\nN0MMj0TyJk01xWjpds9TMVl6ej0O7GhHPPOwm354j/Actz7OXtkikUwVhOaT3HuSIIQgnkcSE8no\nOP56G574yrP8CjqF1sVP1wkAZR89GwGPlrxT8lbCQR8WNZQKz+FTFKGERaIHTIGOTfK8bmFrufeD\ngsc15HUMST4YiYvEt7JYUuM+CMSSKpq7xOFu973aiujPdwknbNz2xA0oKJeSHwkFfp/nA9pkQAjB\nf/37H6f0Gj737xsn5LOQkfFmEfPPbMT696/mlqePdYMyouaZ+BZWIvZyCyhnjbuW0tDdNoQoZwJT\nwKegsjSMwRg/EY5OjVz0PBRChNEic2WjD4VLHP/nlXv/PXoH1TkJ7m/TnuzKC0EdhQBBP79GMqWi\nrIidZdGkeGE5lBC/JypwViPaBHntJZKpQop+lnHuh9Zi7dUrXdvTR4yId1TTmbL3LaiEUm6svR96\nzD0+qac1aJn9WpoHEHfMxvcpBDUVxv6UAgOMrHfWhlJKdcteId7x8e3lI5e98/Ber6Xspxbr58cb\nDjQ7gIJ+hZktsW84AU2n8PsUlHJkf6I7CkqB6n89l1keOGcO4Ffw1C/eRPNBQcZHiWQKkKKfhVx4\n23qcesWy7Gv1hP3G5JS9b14FlIoCW53BX+0BNOMOq6s61IT94eDEsX4kM9sUQlBXWQgnVtmzekOt\nsmdJnjh+Zt/n85e9Vws+n2NwaniWStePHNZDknPdvHOUJxSwy75/OGGb5BnwKSgtzMmewpC8ldqv\nXgQSyByDAIFzm2wnevInr6P9OH++i+QkZoauo5ein6Vc+slzsGrjYqgtfaCM1jPVdNCUCl9TOZQq\nt6QBYPCxvYbkOWvpjx3tg6ZR1HP2BwzZiybTp1Rd+DdgdtWL/0a8Ze/1JyYaLjCPIcb7GqTs80fU\nE2LKnjeVIxRQEPArGIgkmUvrAn4FJQUB6JSiuZudua7myxdAKQ0h8I4mZvljP34ZHSek7CUnB1L0\ns5iNnzkPKy0teyfqYBSptj5uua+2CCqjC95Wx0eQZjxImBSF/UJJ+xXxtDpC8pmcJ+7yV8bhYTq/\n/fkql5PycoxHD4fXx6kQgmCAf/sLBnyeK4PCHzhFWP6X7TIU7rSDTPG/CUKKfpZz5X9eiVPe475h\nadE4tFgS6aM9SOxqcZX76ooRPL3eeMFpki9eYkTE6x6II5l2r6YoDPuzy+hY91S/QrJJRlgzUY2W\nPsn8zP4rsW5nVbFKfrSyHdl+7PfBL51dUM7PrDq8z90zjXBmhn5ZUQiFnGWemk5RURxCEyPQEwBE\n2o0Z+v4llczyhgUVeP8n2OP5EslkI0UvwRV3XIHTtpyWfW1K3iR9pBtJi+x9jSUIrqmzH8Qh+4WL\nq+C3tJh6BxNIWFJ4Fob8wnS1VsmbWGVvlXxum/i1uZ8JqyU/UtmP7uHA/j74pbMLXpQ70Wvn5+d8\nIHTKXqdA0tLDVFYUQlHYHtjG2p1fWeKWfdqSnY6E/fAvsueCmLukCtfcKgOCSU4epOglAIBN39iE\nM286E1rELnmT1JFuJHY2wz+3FMFTOaFvMzfIBYsqEQz6XMV9QwnEk6ohecbsZ/Om7fe5JW9i3si9\nWvDiPAvi7vp85T227nYq3H+2yV6YFMijjvk58tYfm5t1yl7NUVoUzCZdYo3ZW2WfjqaQHEzYz18Y\nyMp+wYoaXHXLOsG7kZzUyHz0kpnOxV++GGfddja3nCgKKH+43UAXzypTPMLB5SPPfMbkvRjzGPCY\n/yaJ5wQ+ORs/x1g/B8qRvElpYZAb8x4wZH/GkmokWXHvkZP9u248Y0zX+eLTB8e0v0TCQopeYuPi\n/7cJ531ug2t7cEktQqc1QWsbRmpXl/AYxw73MrdXlYURDvkQT6rCoDiaTqFybro+QXf/SOGnnRXv\nNx6Sz/dcwOyQ/Vg+Uq919CZBwXdHFAIXAGrKCrBibjk2XrCQW4cUBrD9mQPC44h47rE92PHCUfzt\n92+P+hiSMSKX10lmCxd9+TKc99kN2dfBJbUIrc4tI9I6I0i92SE8xvEj9tn6NeVhhC3d+aOR/XhK\n3sQp+8mUfL7nBKTsebgSBHkM2bBkn4/k6zJxJBbOLceVFy/h1u3sieKxP+wXHo/Fs7/ejX2vtwIA\ndv79OP7625EfQyLhIUUvYXLRv12Gd/zLhQBgk7yJ1h1D6g2+7BPxNI4eMlr2tRUFCAbcY/bxpAo1\nT9lPhORNTNlPvOT5yOh4BiP5iHmfmafsLfNDWnvEkq8uC2clb9LUUIJ3X8qXfU9/HA//Jv+ldc/+\nejfefqPNtm3Xiyfwt99J2c92brnlFtTV1WH1anvo8h/84AdYuXIlTj31VHzhC1/wPI4UvYTLxf9v\nEwIr67nlWk8MCmPSnUkqqQKgzIl3VkQ3d02nIB5j8p6CFhfnd4xxsbzH3IJxOMNMYKJ/XwRAyK+g\ntSciPE5VaRj1FexgT411YtkPDifx88feEl8kgOce3eOSvMnOf5zAP54a/VCAZBSQKf7n4Oabb8ZT\nTz1l2/bnP/8ZTz75JHbt2oXdu3fjc5/7nOfbkqKXcPlG5RcR39vMLS9+9zIQhUBhtNYBYPGyavh8\nCjr7Y9xjhAI+KIKgOKGAz4ga5zGezm3dOf7PwitgTk4aY1GxeF/zWYZXa7Y9BIjebz69HzqlwuGO\neEpDQyV7jTxg9DbtOdaHE138Fn9jXQmuvHgxt/w9ly/3vM6Lr1klLH/H5fyAVpKZzwUXXICKCvvy\nzbvuugtf+tKXEAgYK0Vqamo8jyNFL3Ghqxq+Xv4F0MwM+v5HX3YNZhdvXpa9GxOfW/YLl1QhlAlG\nQqkRNMcKAVBRHMq+Zs2kD1mOqVPqusF7vXYekSUP62lZsne3DEej3Pwkz6s92yRvwnrf+Uo+W59R\nHrfEc2iscss+kdIwmIn4eKBlAB19/AfVpoZSXHa+e4LetVesQLFHNjzA+H7987c2ub5nimJu9zyE\nZJZx8OBBvPDCCzjnnHOwYcMGvPbaa577SNFLbGgpFd+s/rJre//jr2TT0xZfudRVbsje+DrNW1iB\ngkJ3EJKezPpjQoByi+RNfJaWfYjRS2CVvVcLn4f1vskaESA28Y9H+3pkknfuNdvv89b3P1LJZ/ez\n/N8qeROr7BMpDQMR+xK63cf6hEvvFs0rx4Zz5mdfb75sKaoc4/pebP3mxuz3TfEp+Ng3No5of8k4\nMQ3W0auqiv7+frz00kv49re/jS1btnjuw0+uLJmVfKv237hlA0+8ijl3fgDgBLMhPgXV1UUoLnFL\nHABUTcdAJImF9aXccygKgU/hP3/qmewvzixlVigV/80QeHXVm7XGyugkn9/eswcC/lJIKyzJm1DA\nFpnRSUNVEY62D7kkb/LnN1tx8elz4OP80pYtqoSm6yguCqKhttj7Yhls/eZG3PmVP+JjX79sVPtL\nph+HDr+Jw0feHNE+TU1NuOaaawAA69evh6Io6O3tRVVVFXcf2aKX2Pj0Xndr3qRs8xmI/+0Ed60X\n8SkYHE6huzfOLFcUgsaqImGSGwDQdJ0b5UzXKTSdim/q1KMcXuKYeslL7Hh3YVPPcX3RpNDW9mHs\n3tspPIPX93blkmrMbeA/xObD1m/KlvyUMsnr5pcsWYvLN92c/ZcPV199NZ577jkAwIEDB5BKpYSS\nB6ToJQ5KGsvw8R3/6tpeduXp8JWEAQDRPx52lROfku16HBhMoLvXPq6pEIIFdSUAjJaXt+ypS/a6\nnptgxZO9NaGJqBvXuA7WmfMxsFfzUkp+PPFKYmPW4Ce5Mf6vEMKU/bGWQbz2Vjt0jaKteZB5jHNX\n1dviQEgkk8F1112Hc889FwcOHMDcuXPxk5/8BLfccguOHDmC1atX47rrrsPPfvYzz+MQyms6TQGE\nEMRVfveaZPLo3t+Ju875HwBA6TvXwO+coawQFF22CIBd8lbKSkOorTaWJy1itHR4N14rZnY7q+St\n+BSS7cbnZbjLlnPOkROvlPzJBjPRDRXXsD7Ase5u1gfNIycGsGu/PdKjP6Cgsaks+/qclXUoLrDP\nOZGMHwV+H7cHbzIhhOC//r/np/QaPveFDRPyWcgWvYRJzYo6fPQfn2ZLHgB0ithzRwHCn7Q2OJRE\nZ3eUKXnjEHm07DWdK3nAaNmzWv8mZste9KdjiEFK/mTDK4kNr4b5OfPul+YD5qHj/S7JA4Ca1tHe\nMgRASn7WoUzxvwl8WxIJk9pV9bjxO5u55cSnIFAgXkJUX1PsWlpnRaNUmGzEKBf38iTTmjCcrrEO\nny9pQwxje4omhHiOI+czoUxi4PlI5fFZe7WKEikVgSD/9pdOaxjojgolv/0T28UXIZGcJEjRS4RU\nNpTg/37NPQuY+AhKrzCW2fk4Y5fLFlWAECCaUJnl5q1Y58ieUkDTjCV1aY7szR4BVaOjkr29lT26\nFru1R0PKfuzk+xHxepKMHh6+7GNJFZF4GuWlYaxb08C+BkoxOJzEI5y49Q++70EcfOYgfrD+B3le\nrUQydUjRSzwpqynCzbdfbt+2eYXttVP2huRzN+LjHcO2cuctWKcUSYvMKYUtDj6lRivLirPbX9Uo\nVE00G99+82drYmSyZ8lGyn70jPSjcX7+puSzx3PIPp5UEYmnsq9LioM458w59muw7DMcTeEXv7XH\nrb9v031o39UOAEgOJfH9M74/wquWnLTI7HWS2UxRWRi3feddAIDyq1cyc6uYTQAAIABJREFU65iy\nX7ao0nUDpgCOZWTPu5lTCiQyMmclu6EAUply3th+WtPzkr14LX1+svdKniJCyt7NaD8S8/fglHz2\nuJmNiZSKYYvkTQrCflddK/GEim1P7AYA3LvxXvQf77eVp6IpfGf1d0Z59RLJxCNFL8mbQMiPeTes\nEdbxBX1CySXT3qsqEh51vCbwESKOosZbeieZOsb+2yAev3OKoZhb8iYXnzdfOK6vqjru/PwfMHBi\ngFmupTT81/L/MsJGjwFNMPwkmQRki14iAa46bwFKPWJ4H2oeZN50G6qMpXapPGSvcW66XlnkzBSk\nrNj4ViiFIKyp1x+cuVZf3HMgQs7AzzFWyZuftd8jlXFNWQH3+/Pc344J903uaIceTSF8qTv8s5X/\nXvnfUJPsOSleRKIp/OjeV/CzB98Y1f4SCQ8pesmIueq8BajghLk1Odxil70peZNUWvO8wTtb3flK\n3rq/Z8veJfv8JJ87Bitoj/gIUvI5xkvyJl6yry4Nu8In/+XFE8J9Unu6oQ8ksq+9ZP/d076LdDwt\nrOOkry+GbQ/sAAAMR5J46Fe7RrS/RCJCil4yKt71jvmo80jcYcqeF1EsndbEIkZO9iOVvImX7HWb\n7Ecm+exWa7Y0wbkIpOStjLfkTbxkX2WR/d9fbRZ2l9NoGlqnO1Vt6CJ+eloA+N7p38u7Zd/RGcEv\nHWLv7Yuhuyea1/6ScUSuo5dI7GxYOwe6Rzf80bYhYes/nkwzWtU5dAqkPMYtx7qmWqferXCvY1CP\nBwrx5L/Zx0RJ3iQf2b+5uwPJJP/7q0dTSLzcwiwjfgWhcxcIz/Hd077rOWbf2jaERzMT/Zw88uhb\n6GA8ZEgkI0WKXjIqdJ1i22NvIRVNQePIXvER+AIKXmZEHwOMmfWRWBo9A3FuXHo1ExnPK2gOa5Y+\nkBOsMGCOQkDBr2ONn89DFDBHSt7OREseMHpyFEH3iabruPic+Qgy0iEDQDjsxxnnzkdRHScTHQVo\nXxL+uZXcc6z5wBoQwTU0H+zBE9//ByB4kI1G+RMIJROAnIwnkeS4/9e5rsY0Q/aKj8CX6U6nFHj1\n7W5buSl5k57+uOsGrlpm12sM2Vv/NsyHAls57H87zIA5lhsxS/bu165DCAPmSMnbmSzJm7Bkb2RH\nNH7efOkSV+rZcNiPFctrAACnXX8aimrdIaD1NqOlrRSFoJS6h7DOvOlMbPwaPxPdiQM9ePK+1zIv\nhpjrLa+4fBkWL+I/SEgk+SJFLxkx9zMmClllb5W8iaZTvHagB4Bb8ibd/bmMd6wldGZce4AtT6vs\neYKlHhKwyl4UP9+4BiIMmCMlb2eyJW9i/T1bJW9y9aZl2Z+DQV9W8ian3bAGhZbJpHqrvTvd31hu\nk/26W9bh4i9fzL3G5kO9+M39r9k3Hh+0fUDvvnIFFi2QkpeMD1L0khHx8O/2cdegp6MpQKcuyZuo\nmo5X9nYxJW/S1RcTrpNPqRpEKWoojAcCkWCpR7dufkISG3yCe+KmHVMleRNC2JI3ueby5fD7Faxa\nWcssX3Pj6QiVhrIteSf+xnIoJWGsu3kdNnxhA/c62o7148l7X2UXHjPW6L/nqlWYP7ecewzJBCK7\n7iUS4P3vWgkfZ6LTikVV+OA7l3Nn4+uajuG+GHbu6eQevy+SxJE2dk5wAAj4FKFizb8XVTAJitXN\nbz8Gsf2fVZ7P36QMyWMwHp/DWO+BCiGuZXXO4195yRLhMRresxJKyM8tP/O2c7DhixuEx6jijfln\neP9Vp6CRk+1RIhktUvSSEXPztatd25bMr8D565oAABtOa0RVadhWTnWKeGYtsqrq6Ohyt4wGM5HL\nKMCUfcCnwO8zbtZeuecBtuytW1iyJ4TYHiScsh/pg/dsl/14vn+vz50ncnOr36e4xuNNVN0Iizyv\ntoRZ3t4XA6XA/E+fwyw/ddMSXPSRdeILBBAqCODWr7PH7m/47AWobmCfXyIZC1L0klHxT1tyoXDn\nN5Ziw9nzbOWXrZ2DksJcis9Yvz1VbWv7MLos64SHYilbpDoK4LBF9lbJZ+s4EtSwbvSq45iucovs\nnZK3bjf+772en8Vslf1EvO+Ryt5ZnSV763eEEGB+nV22bb0xW5f/wi+dbytfdsECXPLPZ4svzEIg\n6MPW/7AnibrhsxegvMY96U8yych19BKJnfe/ayXm1JVg4/kLmeVXrp+HACGI9saY5c2tQ+jpjWEo\nnuZ2tR9uG4TfR1ySNzFlLxpzV3XRqL4he57kTXgT7/Jltsl+It9vvrLnVbPKnve9m19XAkIMybNY\n+KXzoQR9WHzOXLzzc+fldd1WiEKw5rz5AID3ffwdUvKSCYU/4CSReFBSFMQVFy3ilg8PJdD+WivC\nc0pBAuxnyoSqQxGMl5cVBZFK6/ArCvcGb8ief/fndddayymlniKnlC8Zc7NIcOKrnDmcDA81Xp+z\n36dA08WxGebVlqCzP8Gdz3HWNy/BWcvZk/fy4fzNK3H+ZnYmSJNUUoNOKcJheaueFGboDFrZopdM\nCL3dUfwsM7s40ToEnRGBrLauGIVFAdd2k7KiICpLjLH+WFIVzrxWNZ0pGC/JK0qupZ5PRjvmOnrO\nz8z9Pc8wvZmM9zceiQcpgGDAB7/H92Mup6VdX1E4JsnnQyKh4p4fv4T77n5ZBs6RjAkpesmE8NDP\nd9heJ9uHoSdysb9raotRVMzPgmeVvImX7DXNvnxK1J1vljvHdEeavpY5pu+xz0yV/ckiec9wxZaf\ngwEfd1gIAOorC7Gg3j5m31BZiPWOtfbjTSKh4r67X86+/ul9ryISkbKXjA4pesm488gD7DSbyY4I\ntHgaNbVFKC4ZmeRNPGWfWSutKOIxd5bkTbxknw2YI6gz22Q/HSVvEvT7hLHxGyyyn1tTjHXLJlby\nqZRmk7zJtvtflS37iUauo5dIvDl+tA/djKVzJjSte46F+5WxfS0pqNA8Rnpa8TFG2rJnMR1G+yZD\n0JP1OXhJXgQv+6FJQ2UhigsCOH1xlbBeT+vQqK8BMHJI3POjl7jlP72PE2xHIhEgRS8ZV+YvrMTm\na05llgWqCqAUBtDROoQooxuSZP7rG05ikNNNWRjyCx98lexsanYUNEpz6W+9ZM4rt8bX94J3qSfD\nQwB1/H8seL3P8Xi/Xg0e0QNkttHEKU8JojECQNdAHKm0ht3H+rh1Hvn2X/Hwf76Avo5h8YUKuOtH\nLwlzGX/ow+tHfWxJHsjldRJJfsxbUIGr33eabVuguhBKQW7iXUfrEGIWmTs72vsjSQw4ZF8Y8uUl\neRNVt0/Qo46GvqqNXPbO849G9ieT5HmvR4PX+5wq2Vs3sWSfUjVhpMSugTiaM71UrT1R7Dzc66rz\n8H++gO4WI+7DL2//C4Y4y/JE3GW25BXClP1Nt6xDURF/yEsi4SFFL5kQ5swtw/uuPx0AEKgpgsJY\nHtTeOoR4LO2SvMmARfZGS55/l+dNvDNn4zslnyvPX/bc5X3CvQ3Gs2U7VnjXO56yn8iejJHInlXX\nus2QPP+dd1skb9LRH8Mbh3qyr3/xH8+7uux//vXnEB/B5Lkf//hl6NY1/Q7Zrzm9EcXFobyPJ5FY\nkaKXTBi19SUIqRRKiJ3zGwBSlpn4LAYiSSge81REN2oA0DSvgDnUc3zXc4KesNTgZJD8ZOD1PidL\n9sLeH+It+Z7BBE5w5pt0DcTxxqEebPv3P6G/k13n0e/8XXyRGX5898vsHoWM7E9dXY/zL2QHpZKM\nL2ZgrKn6N1FI0UsmjF/f8yqS0RRSb7u7Ok3KKwu5ZYCxvCme0pBIsYObpFQdOqXcMVazt0AXJLlR\niJHxzmsulyY4BjB9ZtKfDA8ckyF70VkoBUJ+/gMoANSUh1FTzk7QBAAv/XSHcMnboCXEs4hKwd/A\nipW1uOjixXkdZ7S8cagHnY4Q1U4icX7GScnJjxS9ZEJ4/P7X0JkZs6SqjtQBt+yXeKxFbqgqzN7M\nY0kVybRd9la56zoVprc16zix9viL0pjm6sxc2U/2A8BUyd76Oy7iZKMzjzu/rtiVoAkADv1qD/S0\nDvgIEHA/MBCF4J+/926viwMAvO+9q1Fe7j7HokWVuPRScUa9sbLraB8Otg3hL2+1o3c4yazTNRBH\nLKkimpCyn65I0UvGnd/94k20HR+wbaNpHanD/QCMm2A+kncSTeRkz5K65pA9a+zfKnvWsL6msyPs\nOc8jYjrKfqpa+ZMte9aDnFP2zuMtbChBZUlufPzQr/bYK/gIYAnxHC4MYOt33uV1UTZuuH4tyspy\nsl+woAJXvHP5iI4xUvYc78f+5tzf6Z/eaEWfQ/ZdA7mWfjShIpYUD7VNe+Q6eonEmxd+9zaOvd3D\nLKMJFenjg1i8tFp4DJbkTaIJFfGUxpWpplMjSY1AIbpORSuYoAlmYFvPIyIf2Z8MDwQEU9+VP1my\nF/XWmLLnHWdRYykqSkI4un0/u4JPAQIKSioK8OHbL2fX8eCDN6xFVVUhFsyvwLuuXDGqY+TLvuYB\n7Dne79r+rEX2VsmbROLpmS/7GYgUvWRcufBdy1HIC22rENCqApw4yH4QAIB4SsWxTv465FDQ6Cbl\n3bQJjOxloslzhIhF7VMUzy58AvG4v5d3xnMN+0xgoh82jAaT+Cy8SIkm0biKglp+lrnyuhLc+O+X\njur6TD7w/jV417vGJvlmzoO2SUdfDG8d5ccDePaNVrz10glueSSe9hwmm67M0Aa9FL1k/Ln58xei\nwLnelxCQuaUAgMhQEs2H3GP2iZTRUtB1ypztHAr4sjdjnbonzxEAgUyEM8oJiGP9Y9IY6Wt9lqh8\noocJE5bs85W8xM5Y73O8G6W5XST7eGayJ68naPfRfiTTGurOmYuSeWWu8oraYtzw+QtGftHjzDM/\nfwNP3v0K/vLobmZ5MqVh++/3Y5izUgAAOv73Ffz5v/+O1p0dzPKAX8n+nUmmB/K3JZkQbvnXCxGy\nBMgh80pt5cODCTRbAo8k0qojmI2O5u7czUhRiGutvFX2VsmbOGXPusfrFtkrjNC7rIcJUZ3RSF6K\nP8d4yN76e3b+zlmyjztWdDhlv+dYP+KW7uras5ps5RW1Rbj+s+eP4arHh2ceeBMH32wHAOz+xwk8\n/2u77FVVx08f2Wn8nFSZsu+6+3Ug8/D61x++hBOvttrKg34FFXI9/7RDil4yYfzTFy+CP6CAzHe3\ngABgeCCB5kO9huQZtkurOlq6I1AUghBjZjOQkz2vhWHKXtQtputGLnpeFa8kNjRzDWORlJR9jvHq\nwRS18E3Z85Ztmt+Gvcf6EWPEelh0tZFHvqy6ENd/dupb8k//7A0cfKPNtm3Piyfw3MO7sq/ve+hN\nW7lT9l337YDuGH//x92v4thLzQAMyZfPcMnP1HX07LUlEsk4cdtXLsGd9/MTcZTXF4vHwwlBWtW5\nogcM2asa5aYb9cpJn8/fF6UAiFhClE7sOJskf7x+D4RkAiUJ6sSTGqKcgE7Er2DupYtw1aZlo7/I\ncaK7ZRCHdrYzy/a90gI1peEoYb9TU/aJ3x+EHmMvn3vpvtcR9Cs4/bKJXeonmThki14y4XzsZnYi\njrnLq+EP8gUe8CuoKy+ArlPPgB28WOWi9KOAccNXCDFa/h4p7XhhdM0ncTPUrvB8I9w+G5mM3g1N\np1AUgmCA//0oDPmxemEls0xPaTjx6z247zO/m6hLzJuapjKcdflSbvlRiL/Xif09oDX8SYaNK2qk\n5Kc5UvSSCYcQ4KMfWmfbNneFWPJ+n4L6itwyO12niHBaHIAhB2c3bL6Stx5jpLJ3dreNRvZS8jkm\nS/ImChHLviDkxxpGatoj294AAMQjKdz76amX/fpNS7F+k1v2/jV1wu4N9egAoOogBX74FrsfamoW\nVOC937hsXK/1pEZmr5NIRo+iENyWkf38VTXwC7riFYWggREWVKcUwx6yNydWjVTy1mNoecjeOAb7\nBkrhLSzi+L9k8iVvohD+HBDAWO2xdkku9sOhe16zlSeiKdz9yd+M30WOkrMuX4ozLsmFy/WvqROm\nvFWP9APWZXIhH3zLcg81ZXXFuO7b75yQa5VMLlL0kknDpxC8a8NiKB4SnlPF70ak1DvUbTLtvcaX\nelTxSnLjJSVeN/94MpMm8OX7YDQWRLETCIFQ9gG/gnXLa1ySN0klVNz5se1jvsaxcvYVxpwB/+n1\nQsnT4RTASujjV+BbWY1QYQA3/XDzRF3mSctMnYwnRS+ZNNqaB/HbX+3CkeeOgDJuupQC/ZEUdh3t\n4wa8KchEMOPJ3lxeJYrepevGTHyNk7nMbOnzZE8yk/I8HwYEsh9rwJyZFnBHdIsbr94P0aRMCiOb\nHQ9dp3h5XxcWfvhM/jGCCv73X/8gDKQ0Vh7/r7/ih7c+zv3FUwqgrkj4Yc1vKsNlgmx4gZAft217\n79guVHJSIUUvmRTaWwbx+C/eyL4++vxR6NakNJRiIJrLBLb7WD/Slgl2hOQkb+KUvbM7niV7601Y\np9TVynN25ztlbkqeV+6EJXuv116Mdf+TFZabxruNw5I9pUAqk0OB1ahKqzpe3t+Vfc2SPQn7gcz3\n864vPgVtAiLHxYaSaD1gRL374W2Pu68zpeFH//0CAEBtG2Z+MebNKcU7NyzGklPqcMnVq1zlJeVh\n3PpvF4/vhUumHCl6yYTT1jyAxx58w7X92AvHoKU1aDrFYNQ99r7vxACSaQ2EAOEgeyWoKXvemLtV\n9qyWlq7nZM8LgWrK3Cl5ZzkPq+y9WvhejHX/kx3C+Vm0baRYZU8pdbXkrV+DZFrDawe6XceY/8E1\nufphPxC2fz9/9OWn88qZkC9DPVHc/7nf27bd+dEncteZUHH3d/9mK1fbh20zQ+fNKcMVF+dmz69c\n24iL3p0Lt1tVV4wbPz31gX+mlJHEq52IfxOEFL1kwnn8F29yy46/2IzBYX5O74OtQ54xyFNpTVgn\nkdKE3aleojbriNfQj74bP1tngsunCwT5deWPBZ9CMpLnDwElUhp2cPIyKCE/5r5/tSH4MPsh9Edf\netpzBUY+DHRG8LMvP+ParusU937md0gmVdz7/b8z91XbIwAFFswtxxWMvPanrm/ChVcuR/3cMnxg\n6zljv1jJSYkUvWTCWXVaA7vAr4CUhTF4rB+UM15eURzEia6IKxe9iZ7JVhflrLNXFIKgR1xuQhTo\nFNx5AUbkO3c3v/0YgJdq87npj9ULM0H2+axa8MLrYQEw8hqI6hSG/SjkSBwAtJAP5ZvE68t//gdO\ntrsMDz/wBuKClST9PVE86GipW0nE0rj3e2zJmyRfPIHLL1rELV999lxc+0/sWBezjRnaoJeil0w8\nF1+xHKedOce+MSN5k8Fj/a4JesWWm2wzQ/ZGt7vRItMpRTRhv2H6FIKgxwx/RSHZPzCdNZ5usTNP\n9vY/0PGX/UjFN51lTzk/8+qw8Or+B3K/B96QkDkDeu2SahSG3HWSaQ1JVYevOIiy8+czj1F8wXyA\nAA8+/Taz/Fe/eBM93VHc/+OXkWTMJxnojeEX//siEPaDVBWwr3NRBXO7iXa4D+pLzfifM34grCeZ\n2UjRSyaFCy5birVnzTVeOCRvMng0lx+7OBxwLXdq7opku1o1i+RNdJ1mg+b4FIKAp+QV15IWq8hZ\n3fFO2bOfwmXLfjTkk/BnNO/L+Styfv4FDtk7vxNrl1bbJoImMpI38ZWGULiyxrZP8XnzQDI9SZpO\n8dCzB23lv/rlTnRZ4szfe+dLtjH9oYE4HvzhP3I7hP2AI7APWcKO2meiHeyF+mpL9vX3z71LWF8y\nc5Gil0wa5168GGect4ApeZNoZwQlBQGEONHKTnQOI5lSuRHs0qoxHp+f5Nllqk6FY+75JMoZL9mP\nRdjTSfaiax3JUkKv3k/e527KnreW+Yyl1QgFfEikNea4fnhhBQJ1xQAykndEfUylNTzyJ0P2jzz4\nJro6hl3H+NH3DbHHoyn8nNEdT2qLgMzDA2FEsbOiHeyF+ro985yaUPG/F94t3G/WM0P77gnNZybS\nJEEIQVywllUyvRnoiuCBrz8H0lhi3LQ4FJWHUb+A3SVZXhxEmTPXvQW/T0FByI+gX/GcxOfjPAwo\nxGMyGMkEuADAyGxr1hKeO3esvKqNiUk4xbgwHuPywuN7TIhMqTp3ngYAdA/EseNwr3BiZ3o4mZUx\ni2jHMPSBJLecEAI6GBdcJYxlfIKYAL7iIGL3sgP7AEC4NIStz98qPsckUuD35TUhdqIhhOB72/if\n22TwqZvWTchnIVv0kkkhNpTEA19/DgBA24ZBu6PcutGBBDos3fgm+Uoe8L5pA2Auf/KSPJBr9Rnh\ncpk1PI6QYzLub1N/C82PsT6QeI7dC363yTwkPxRLYUlDifAcgZIQCEfC0Y5hI3ZEUYC7P6UUKOX3\neM1dNwdr3r0cPs7DhK84CH9lAYo/dhb3GB/8xQe4ZZKZiRS9ZFK4/8tP217T1mHQnhi3fnQwgY5j\nOdmXFYklD7gnVo1U9vlIXmE04e2yH7mupOxzTIXsk6ombEV1DxqSN1k2p1R4Dn/I75K9ruq5AFEE\nQtkDYMp+7pmNqJxfDgA4lTHbXykMwF9pTNpTSkIo+dQ7XHW2Pn8rShvF1z+bIQqZ0n8ThRS9ZML5\n4cefZG6nLUOg/fxuyuhAAp3HB1BaGEB5sVjyJYVBZjd4StU9Rapp+qglnz2GDoxFU1L2OSZT9obk\n+XV7BhMYirrjPOQle7PnR6eIOsfkCYDi/GU/5/QGVDqGs9ZcuSz7s1LgR6DangiKhPwo/dcLsq8/\ns+MTCJeGxOeUzEik6CVTSzQNpPjzMlRKEU2K522kVV3YItM9bv0KIZ7xyfORpGidvbkWX3iOGSL7\nk+GBIh/ZpzXvh8DBKH88fdmcUmGWRH/Yj2DAh0jbEL9OuYd4S8NoWF2Has7kuzVXLkOgKIiAIJ+8\nUlOEz7z+CfF5JAZkiv9NEFL0kgln6/fYWbBIVSFQGACNpJiyD5eFUVxbjL7hJNp62d38Zgjc/uEk\nU9YBnxEUhdeFr5DcOnqeqM2tXulrAXaYXedafBHTXfYjmSHvdYwxXQc14iLwyykCPgJF0F3qVwhq\nytjr1wGgvrIQ566q5Wa9Kwz5ccHaRpSUsGUeCvlx/iWLUTe3jHuOxqVVmLOqllsOAKsuWoBAUJD2\nORhEzzH3nBfJ7EGKXjLhKD6CD99xuW0bqSywjVM6ZR8uC6M4s1wJAHqGkmjvs3fzO5PaDESSNlkH\nfPYldE7Zs1a0OGXvdIVnrnrGeVx1Zqjsx2PN+3hJ3oQle0pp9jxBjuz9mW2VJSFUM5aD1lfmusnP\nXlHjSrhUUhDAumVGDvtLNy5FZaW9W72gIIB3XLQQALBy/RzUzXPLvmFJJRoza+UDHtEdFy+rRogR\n2Cf2yF7QhIoHb92O1rc6hceQzFyk6CWTQkFxCDd+7TIAGckzxtxN2RNCbJI36R5MZGXPS1M7mJG9\n30eYY/a65SbPW35nyp4nHU/ZW8Lp8qQ+02Q/2ih2o63LPQbjIFbZWyVvEvQRW6Ibv0P8VSVhm+zr\nHdIGgPXLchH0yoqCWLukylZ+4YZFqKkxvtMFhQGcfcECW/nKdXNQn5loBwCNSyoxZ6n9GF6yX7i0\nCiFLNMn4Y/uNvPMZfv2ZP+DYKy2sXSUZZD56iWSMlFYVYuXyaqbkTWgkhSrHDc5K92ACg4zJUVZU\nTReuoaeUipYhG3XExXm02vNLluN1jPGoI9x/bLvndYx8zjFRkjcxcxnwqgQysndK3qSqJIyasgLU\nVbglb7JuWTXmVBdizSL2ePp5FyzAgkWVOPv8BczyFWc2Ys6iCjQurUIj52/AU/ZLqhAu8CO+/QD0\n/oSrfPu/PYtDfzsuPIZk5iFFL5k0nvnan7DzJ68j9dQBfqW+OHqePsQtbqgogK5TbpKbUNAPStm5\n6K2oOuXKmhAilIb55C2SPSFieeX39O4Voc/+f1a5+U98ltGTl8Q9x8vzuEaPOt77U886XgGWSgv5\nERvN/VfOLRcGQVq2olZ4ntPPmYeVa+qF11FfVSg8hy/kF87r+tvdUxsURjL5SNFLJoXffelp7N6+\nFwBABxJs2WeW2lFNR88fD7uKGyoK4PcZt7C0qiPpmMAXCvqzXbCqRj1lrzFkbxUwSwxOQbNkb63C\ncku+ks9dB2uC39he88+WP/lK3oQ9Xm6ZwCd4YGH9LNpmL7d+luw6ZiwE3u9GzVQI+BSEGK1qhZDs\nd9OcAOrE/L76feyojcUFARSG/KgsCaO8iD2Br6o0DIUQNFSxZ9k3twwikVBR9P5VUCrdEwmLqwvx\noZ9dy9xXMmMj4ErRSyaeJz71G7z9tF3sdCCB1B8s2/rjNnPQtIbeZ3Oyt0reJK3p2SQ2YYvkTVSN\nIprwlr0pAtZNPp+ucavsWX+s1kOMVPK56/CWlVf5RLbs8z2f7pC2awJfHg8oXuK31/V+SHJGNxQl\nOgIMUYf8uVnuVslb61hJpjTbcZyyLykI2JLrVJSEUF5sl31Vadg2cbDSEVTnRLMheZPi606BUpIb\nJgsVBfHhX26BZPYhRS+ZUB7d+gSO/PUYs4wOJpD67X6gP8G0jJ4yZN9Q6Za8iarpSKY17jIpTfeW\nveq1hj5TLJK0V5Ib6rG/vSbvOsTdz/l0gY/+7COr5zVeLoo77zUkYZaNRvLOc7BDGNuHZ1jH8fsI\nQn4fCAHzu0kIsomVEg7J545hZE8sKQgw0+VWFIeyLfuqsrDrOx4O+rKyP35igJnqtvjG00AyE/Q+\n+sT17DcryTFDm/RS9JIJ5do7rxaWB5bXgg64Jw2ZBFfV4vDBXuExogkVfUP8YwT8CtK8OzqMm7qR\nsY5/Dj0PsYgD5ojLM7XEpR4T/LyC8uR7HxmPyXVe5xrLgwLAF7BJStWFv3OAv3Iji8dcDV2n6B8W\nJagBdh4RJ8FRVV0YcbGiJISA38cd1w8HfVhUV4qUIOhUyYdPx6dfJ1AGAAAgAElEQVT++CFuuWTm\nI0UvmXA+s4MdlSu4rskIMK9TpuwLzmwECSjQdYr9+3uYxzBThsaSKvqG3ccIZwKJUMq+sVtb2arO\njqFnbtPzmNDFkrl1H77s8+tVMH726tofeyf86K7SzkQ1ULJLFyFevkgpuLI3x9x56Y7NYysKe9mT\nplMc6RjCcCyNrgF2GOfXDvYgkdKwv2WAWR5PGSlvO/pi2etxsvtYP/qHkxiOpZnlfh9BY00RLjl7\nHrMcABSfgm2/2cstl8x8pOglk8JndnwCfjN6FwGC6+e6Zq1Ry3KggvVzbKk4KaXYt6/bdkxnXvBY\nQrW1sMKOaGEU9hs/6wauanbZOzUyUtmz6rpln7/kc9u8Jus5JxkKT8E+r8frfBhv2TsnP7Jkb12R\nwZK9U6pO2TuP6ZS9TikOtg5mXw/H0ugZtD9kvnGoF/FMV3pa1XHAUh8wuvNTluts6425vhdvHe3L\nXkfPYAKRuF32CiGYV2Nk05vfUIoLz2yCE8UyV2Dbb/bm0as0u5Hr6CWSMfLJl7aisLoIwXVzuXVo\nf8KQPId9+7qhU+qSvEk0kcZQNOWSfPb4glaeiSkC3i0xX9mL6uRuuCOXfK7Ma/mdOclQeArx+R3/\nn0p4yxmp5R9r2SWlxsRMwC357LH13O+c9Zkasje+OwdaBl3lg9EUeoeMh8xdR/sQSdilnExrONw+\nlL0e1nW29kSz5W8d7XOVdw8kEI0bDw9+n4IFdfaUuYvnluPcNY25a2bE4X/gd/uyDyCS2YMUvWRS\n+egzt6C0mp+AAwDizx/jlgWCvuxNm4VCCMJBH/dBALDf+FkQjzXwxjHEIs/n6dwr6M7JwslwlfmE\nFU5xYiuY+3uNyeu6ODkSIQRH2vkJagYiSbz6djc3oFMsqeJY57At5a2T5u4Idh9zS96kayCO/qEE\n5tW4I0cCwPKFlTh7dQNT8ibPvdLMLZv1KFP8bwLflkQyqdz4rY2oqC/hltOUBp2RvjYU8mOeJUyo\nE0Uh2VCliaQqvGnzbvyEEPgEk6OAXJIpnuwJIZ6JqMznAK+e1LG0xrNpUqfQ1ONx7nweiDSdChPU\nAGZrXVDB48NOpnUsauAnoOmLJJEQPGwohKAw5Bc+cFBqBObhXkNSxc7dnTjSzB73B4BVi6uw7pQ6\nbnmjINOdZGYyatHffvvtOOWUU7B69Wpcf/31SCaT6Ovrw8aNG7Fs2TJs2rQJAwMDtvpLly7FihUr\n8Mwzz4zLxUumLzd87VJUNfJzeidebYPWk8tYFwr70cRI/GGiKATVjnXFw7G0x0x6u+wNyYtv9s5S\np+xHIvncdYysfj44exSmQvaTKXmTUcveU/I5gS9udH8P+yPJbEwHFoQQ1GQeQnVKPVeBlBS4ZZ9I\npNGRSXn7/KvNOHicn5HulEVs2a9ZVoO1K8TZ8CQzj1GJ/tixY7jnnnuwY8cOvPXWW9A0DQ899BDu\nuOMObNy4EQcOHMCll16KO+64AwCwd+9ePPzww9i7dy+eeuopbN26lTvbVTJ7uO6rl6Cykd+yT+5o\nh9YdNSQvSOWpELfkTYZjKW/Za/qoJG9iyn40ks9dx+j2Y9dlV55M2U+F5E1GLHuPDzeVduetX9iQ\ne0jtjyQRF0oeqHVkwNN1sewVxS77RDyNzvZhW52/vt6CfYf5S09PWVSFs07NhdNdu6IWpy+v4daX\nyMl4NkpLSxEIBBCLxaCqKmKxGBobG/Hkk0/ipptuAgDcdNNNeOKJJwAA27dvx3XXXYdAIIAFCxZg\nyZIleOWVV8bvXUimLWe+c7mwPHWwD2Wl7HCgJkNx9tIjk3hSXE4pO4+8vU4eq8vzqSNgPCZEe90s\nJkP243EOz+x+EMclyEf28ZSWl+RZDxwKIVhQX4o+D8kDQC0np30+si8uCBiS7xhm1nlxZxt2H2Qv\nPQWAlQsr8Y7TGrD+lDqctrRaeJ2SmcuoRF9ZWYnPfvazmDdvHhobG1FeXo6NGzeis7MTdXVGd1Fd\nXR06O438x21tbWhqyi39aGpqQmtr6zhcvmQ68/YrLfjjT17n3mxJYQC+0+rQcqQfkUF2QJx4UoOu\nUxzl3Aj9PgV+n8KdqGW25EWTtcwWO+9hgBCjtS+eBU+zxxLBc5cZSc57iNmr1tgjzo322PkfI4+W\nvCaeODccT6GXEVfBJJHSEE2khb0Guq4Lsxy290ZRxMgBb4X3vTXZv7sThw7wRR1tH8aJ3wuSQAEo\n93gQXja/AqsW8TNCSmY+4m8ph8OHD+O73/0ujh07hrKyMrzvfe/DAw88YKvj1RXBK/vm176W/fnC\niy7ChRs2jOYSJSc5B19rxR/vfz23gRCbJUjID9/puW7H5iP9mLe4EkWWm1osqWZnz2sZ2S+0TPIz\nJJ/7nqXSGoKB3LI7Z3e9KXtrKlCr3M1WpHUfU/LZOtklbbattvdOKRX+bejUFkLAJX8K9zCC+3Cs\nWtZrcO9jD8oz8rkB4y15AvYji3WJHOuzHI6lspPi+oYTqCyxd5snUhpimV6evqEEqkoL3PMmdD37\nGfh9xLVK40TnMGJJFQohqCoJoZcRIc+U/JET/Vg0r8JV3tsdRTqtIZ3WcGB/N5atsHerRzoj2Peb\n/cY1v96O8JkNrmNceeEi1HusYjnZeOH55/HCX/4y1ZfBZgK7z6eSUYn+tddew7nnnouqKuMp8Zpr\nrsGLL76I+vp6dHR0oL6+Hu3t7aitNSZ9zJkzB83NuSUdLS0tmDOHvVb6K1/96mguSTKNOLqzA0/f\ny0iVacrer8DHuKmdONyH+UurUFgctEnexCp7v8+daATIyZ43Jm+u0Q/6FW4L3pS9U/Imdtlz1n7n\nKXtuCx+5c4/23mSVOTsozwjC5k7QkIDzE2Stg7d+llbJI7NvXySBymJD9sl0TvImvUNxVFu61zXH\nOQjssj/aPmSbnMeSfcQSkplSt+z7emLZiXUAEIkksW9PJ1ZmJtDFemPY83gumh2Np5F4tQ3h9bl1\n8ldfuhSVZey5KSczF27YYGvAfesbX5+6i5kljKrrfsWKFXjppZcQj8dBKcWzzz6LVatWYfPmzdi2\nbRsAYNu2bbj6aiPO+VVXXYWHHnoIqVQKR48excGDB3HWWWeN37uQTBta9nfjd3e9zK9ACPxn8QPm\nHD/Yi76BBHcdvKZTNHdHXdnDrCRSqnDiHaUUaVU87kopFU68o5SCenahi8u9ophReInY275eXfX5\nCHy8JM/7PMy3yAt2Y+47HE8xl7dRarTsk2mju55Fz6CxnNMpees1BDIPjqxgNwohqM70HEQG3Uma\nTNkDwEBfDO2t7qA78Xgae97qQHI4hbd+tdv9PpIqEi+1AACu3bhsWkr+ZIdMQR4b67+JYlQt+jVr\n1uDGG2/EunXroCgKzjjjDNx6660YHh7Gli1bcN9992HBggV45JFHAACrVq3Cli1bsGrVKvj9ftx5\n550TOsNQcnLSubcTD1/7AHz1pfAvZy/xoUNJpP98DIGLFzDLw5UFiCZUlPgV5oSrgF9BwE9wrHPY\nFTnMJJnSkUwlUMW5URrj7YZYWA8M5lfX2Y3vrEQzzW6vBwLR38JIu/kZR4D4CrwRtezzk7xZiX8d\nmk6F7yOWVBFk5IE36R9OIpJIo4AzZj4US2Pv8QGsEsRh6BqIo6pEPN4difOD3RACtO/tQskc9rJR\nSoG393dBTfIfIpPxNN588E1uOVV1vOe8hSjzuE6JxAqh45EBY5wghCDu0ZKSTE+63+7Gz67+Wfa1\nb045/Evss4DpcCprDlIchP88e6jccHkYfsuSo9KSoE2CAZ+CUDAng+qyMIrD9vXIccdNtrI0bJOY\n0zVO0bO6612yd1iR18Vvr+Nc906F5U48JpljrLI3rsG9zfvuYVvHxqxhWwfvnDcAQ/ImLNkPRJIY\nzqy8CAZ8rt9HJJ5Gc1c0+3rlvDLX52ntPKksDjHnLwxEc13zLd1RW7muU+y2RJxjyV6Nq4j3GrEh\nAsVBVzlUHek3O9zbLVz7yXNRv8A93j+dKfD7xiUR01ghhOCuR3dN6TV87NrTJuSzkJHxJBOOU/IA\noLUOQD2SWwNMIymbNWgkBfXl3MqMUJld8gAwNJzKjqP7fcQmecBIBGLtqnVKHjAmY2XH1BnXrtqS\n4LDr2LrYGTbMr/ubMn8WbbPivTRv7DcP5yWMTPLsa3AOT1hfUmqXPGAkMrKedzCaykoeMOZg2CZQ\nUtgkDwD7Tgza6jg/u75I0jYbX6fUJnnA/gCoabpN8gAw3GoPlasmcpIHgHQkZfs4aFL1lPzmW8+a\ncZI/2ZDr6CWSUdC6o9UleROtuR/q0V7QaIppKjqQgPpaG0JlYQQ4YUGHIylQnXKT2HRnZM+SvEnf\nED+nOJCTvejPUNPFM9fyWSOfb5Ka0Z9j/GQ/csnbt4vWwevUkGssxU6+ktYM2Q9GU8y48cm0ZiQV\nArD/BDtU7P7mQWg65X5m/ZGUUa5TZuz6+soCBP0KNFXHnldbmMcwZa8mVMQtUR6z7yOak726nx/4\nBgCuuPlMzFshg93MNm655RbU1dVh9erV2W2f//znsXLlSqxZswbXXHMNBgfd8z2cSNFLJpQ5Z/An\n1gGAEgoAggQzKAgg1RkRHmMokkJSGLRE/KRcEPIjmdaEGlQ1d3Q0K4pCxkHEXhBPwU5Fy34UR/AO\niOMx4z+t6YhzHgQAo2W//zg/HjwAHGwdFK6jH4imMChIQFNdFsbh/V3Ccwy92cGUvEk6moL/SD8g\niJF/+Y1nYNHqem65ZBw5yZLa3HzzzXjqqads2zZt2oQ9e/Zg586dWLZsGW6//fa83pZEMqF8even\nmdv9S2pBivmTikhTKUhNIdShJGJH+XG9AaCnP8GMNV5dWgBFYIxwyA+fZTa1SD9pjuytkwInTvbW\nc4hrTobsvfGeU8Cf4GdcX8jvE8q+siTMnaB33OPh0MxbdKh10CNEMm87xdstg2hYXIUCzsQ42hEB\n3dMN/a8nuMf/wHtX45avXIJgmD2JcNP/XYslp7uXmkpmBxdccAEqKuzDNRs3boSS+QKfffbZaGlh\n9yhZkaKXTDiKT8EnXv2EbZt/SQ0UwcxhMteQvEk6D9n39ieQsHTRV5WGhcvowiG/a609a+mUFafs\nWTP/x1/2Ix/3ny6yd02+c7wxv0cmwQqG7E90RT16X+yvD7aKW/6sz7J7ILdOvn5RpUv2tG0Y1OyO\n1yn0f7hTw2655lRUVRrf8Y/8x+XwOSZ+Xn7jGVi6ttG1n0Ricv/99+PKK6/0rCdFL5kUgsVBbP3H\nVgBAYGktlBL+GmAyvwykutC1PT2URPSIh+wHDNlXlYSFkihgSN5ElGoUyMleFE99/GQvjm43tnNM\nveyJRfasz8ynEAQEMREAQ/ZmNMPmrqgwbwHvK9E14E6LbMV6yPa+GPockfCssqetw6AHHDnl0zr0\nnZ3Zl1uuORU1joh2H/32Fdmfr7xlnWzJTwGTPfnuwO5X8duH7sz+Gwnf+ta3EAwGcf3113u/L7m8\nTjKZxAYTuO9jT3LLta4IApcvER7D31CMotpibnkg5MPCuhIUM1J9AkAsmUZhOMAtB4wAKKJ120pG\nQKKuZQKIJ+jplPuwARhyIfBaWideZw/ks/QO8Fjt71GeD17BgcQPR14PXwDw5qFeYY9MdDCOkgp2\nghkAKCsKoq7C/YBppaMvxpycZ9L+wjHE3uDPnieLKvCBfzkP1VXs81CdouVgD+bOoixzJ9Pyuh9v\ndwcqmkxu+z+nuj6LY8eOYfPmzXjrrbey237605/innvuwZ/+9CeEw96Bk2SLXjKpFJaF8eEfXcUs\n07oioLE0Utv3c/cnlWFoKQ3RLvYYbCBkhLdt62NPgKKUQtMphmMpRDhZ78wx/RQnyY3ZkhfmFM+d\nkFlutjp5Ef6ys9u5Z8iVjk/vgXiW/Fha/2ZSIB5mxmreA4uxpE48ge9YxxBKCnPzLZwk42n0d0QQ\nGeAnmRmIpNDB+d4AQGd/jPudAYChXZ1CyQPADVvP4UoeAIhCZpXkJSPnqaeewre//W1s3749L8kD\nUvSSKaCwNIxb77natZ3GMjdRnTJlTyoLsi1kLaUh4shYFwj5s7JIqTr2t7iXnUQs6+qHYylXSFTn\nxD2niJ3d9ayHAZdqHIJydi07z2FmqsvWZwrOuc9ETAL0XgfveQRbfAB3uaY7QuoQ9+er6fYkNk6O\ndgxll+pVFAddv6N0QkV3ZpldX/swooyMcuZhB6Ns2Xf2xzGc+X6y5n0M7+1G95+Put+ghZt/sBkV\nDexojZKThMmIcyv65+C6667Dueeei7fffhtz587F/fffj0984hOIRCLYuHEj1q5di61bt3q/Ldl1\nL5kq1LSGu2561Pj5GGPsnRAEr15h/FhZwOw9VnwKihtKuLOWFUKwap4R9nSYE760rCiEwrCfOztf\nIUaCHNGYvNnNz62RObZo/NjvIy7JO6/DgH+M8YugJ7ot5NeNz41dnw0hLN43repQdU7s+cxBjrQP\nMc/TM2iMoatpDR1H+lzlNU1lKCgJZs7lPn55cQh1mW7+roE4hhjd9ebDReRgLzp/f5D/ZgB89L5r\nEOB8R2c7J1XX/ZN7pvQabrvqFBkZTzKz8Ad8+MQvtkDjrXemFKnH93ElDwC6piOyl7+WWacUu4/3\ncyUPAIPRJDcXvXkMrwQzKVUX649SoeQBZIO8/P/svXmcZUV99/+ps92193Wme1ZmhmFw2BdRBI1g\nECOiGERBEOIWjRLFGJNfjD99TOB5XKORxCARRBSMC2gMiPooKigiyOaAzAaz9fTeffuuZ6vnj3PP\nvWepqnN7pnuG6ak3r9a+p852e/r2+1TVt75f0X0k9aqTrtFagF7STsl/iMSJf5rD9TwIAVfy/vm3\n75vlXqe3IwXXcZmSB4DxPbMwKzZ3SmGmWMP4TAXjs2zJA/XRHYpEyb/v9kul5I8QXmAd+gVDil5y\n2PnrB94JhRX4Rgi0dT1w7n+e2/2joyU4FRszT7DnRhVC0JU3UCjz51bTuopi2YTJCeRyKUXFtFEV\nJGgBgJrtchXoCHrqQPNDfjBD8P6hByN7Lyud8PB6xTv+Ti4VP7BQoKVBAVEFQlVRsLyHX4fdshyM\nMqZufNIpDa87Zy26BUs8+zoz6GvnB+/Bpdj2uQf57QDe+7U/F7ZLJIcCKXrJC4Jrf/GOsOwJgXZM\nd+Ol88vdgBWRfaAXbs2ZmP1DuGevKAQduWZkfVT2BJ7kfeYYsncpbaTANW2XmZQnSDQXOxBO/McS\nYPRJ/kBkP9/RPtY5gtt4sk9e0heYk2cdH/ie34Px9jI0hSl7tb5GLpfWMdgdl321auOZp8e9fRnV\n7PI5A1e96UQAwIuPG2DKfv1QB45Z1o5jlrdj7bJ4gRrqUjz7mQcBClBOQOVf/NtFUASrKiSSQ4UU\nveQFw7W/eIf3TUTyPs4Du5upQk0HdDK89tmcqWLW/wOvEHQw8uP7BVAIgJQez48flH1Q8o1r2E7i\nUi8zkFSHKeXA90nZ4XhEi7/E2luIvksSe3RbvKhNJMiQVYyH871P/P2H94rKXo0shG/L6KElceWy\nha3PTgQuAKip8L/z2WeuDL1+8XED6AuULF4/1IH1Qx2h11HZP/uZQE+e0pjsr/zshci2y3rxRxxL\ndOxeil7yguL41xzLlLyP88Ae0KIJOs1eJmVOVTC3YxrtnCI4lHqyZ0neZ65seoFgnOkC03KEc/qA\nJ3tXMFzfSge8FdmLl621JvukoXzvXtjt/j2KcsYnzfo3/76x9/IDHaOS92nPeuvfi0UT27cxisMQ\nAqVe9OhVLz8Gq4Y7Yrucfmw/lnVnY5L3Ccr+j596IH6NgOzffP2r0DHAz/MgkRxqpOglh4zSeAmf\nGv4n7PzZdu4+W+7bBjrHryZH2gxA1J5SQbMaTEG1uprpYu8kf720qhBUTZsbgKcqBCD86muAF8Er\naqeUenPZCXPuSbJODJtbgADe5Dn7hHtMeCBphWyKn9wIANoyBjqzjBrvdYhCsP64fqypr8BgcfK6\nXqbkfdYPdaDr+QK3HZTiTf/rPPQKriGRHA6k6CWHhFqhihtP/jwA4NtvvQM7/u+22D5f+tNbAADu\nVAWUUTqWtBkgy+s9JUZENjFUGMNer2tk9wwsxnx6zXJhOS5Mmy17VSGNnOM2o9euKgRGfTSAF41P\nCGnEmrFEHRQjT/bBbUmS5DX7S9AWQvZJp+ANOrbyPprbeWfxtvNGYSj1fo4rhzpw6gnstLHd/XlU\nKcWvt4wy21vljEuOx9lXnMRsW33ycvSv5Y9GSV74EIUc1q/FQopesui4josvbPpMaNt3rrwTO3/e\n7Nl//Zrvwqo2o9rd6bDsQ5Jv7NQUMdFVGCvC86j7ds3ADsyn1ywnNBwflX1Q8o19Ag8LQck3biEi\n+6Dkm7cZTBoTt11U9qy58PnKPrqe/nDIPukBhr2P+I9dVPa+5H2Gl7XjjJPCpZF7BvJI16dypos1\nPLhFnL0uiVNeuxHnXn1qaNuqk5bhoo+cc1DnlUgWCyl6yaLzmVXsesnfvuIO7HrweTzwHw9jYnt8\nvbMve5JnSL6xkwuiKTBWxiOjAWDv8zNwbBdVy2GmmzVtF3smy0zJA57cfNlHJd+4hbrsFYbkm7cp\nTuHqy140F544RF7/f17SnEMp+1auxd+HcL738GVPwY4NWDaQx0tOGwYA9A62IRWpaTBTNPGrpw5O\n9idesB6vePtpAIDh4/vxur8796DOJ3lhsERj8SCzOEgWlXFBMhsA+Pa774LSxV8PTU0bJC+en6UJ\nUfCFuRoMQQGblKagYjrIZ9jPvRSAabnI8JdcgxACl1Judj3AE9vBfJh9p4nOQSHuEx/sPSwErT9w\n8G80paso1/h5Dfp6cuhb3g7dYD+cFcom7n9iH8494cDLwG4+fx0G1/Wgb01X8s4SyWFE9ugli0rf\npn6888H3MtuUrpxQ8iSjQV3eDjpVBQr8zHagFLVt7Axo7T1ZoeRzaQ1tWR0upcLseZRSzBbZQYCa\nooAgPozMuVUmogeE6H3MZy37fO6hFVp9RliYhwnxjWYZa+R9ntw5yZW8z1NfeQT/+fc/OqA785GS\nlxwJSNFLFp2OlZ0x2SudOajd/CVIxFChBpZB0ckKUEyQ/dbw0qq2BMlnU2poGR6lXk9PcAnMRCL+\nozXvD0T2rUq+eXwLc/aLIPtW7rK1hDjzOcv8Zf/kzsnExEY7bnsM1KUoF2q48dofHMhNSpYiS3Ts\nXopeckjoWNmJq+57OwBA6chC7UmQ/Kr4EiU6XgFK/FS2AGCPeuVr812Z2NxskIyhoiPHXo4lkj3Q\nlD1vXfd8ZD9fyTePT1iah4WV/Xwl3zhu3m8vKZ9enKDstzw/JZQ8dVzs+NpjoVO6DsW//fV/z/dG\nJZIjBil6ySGjf9MALvjCxVB7BaU6FcKUvA8dKwMmP1mNU6jBcCjSHIkDnuDaOAl1fHjJcnzKVStx\nLnyxK3K1EpwnzjrfmuwPVPKN41uW/YH/vLIpDVv3zqJU5c/bu6aDnbc/wWxzbPegh/ElRz6EkMP6\ntVhI0UsOGU988zHc+77vwd7HKEkLAAoByehw9he55yBDeSDFn3vV+nOwdAXlAjtzHgBYjos9E2Wu\nzDP1HiJPgoamQCEERcGcvr8klncO/zN9MBnlRGVz/WuQxpn4iJP20MTRiVZq3Sf9DTvYv3GW42Lj\nik5mrXjAGzkZ6MshJShiU9o7hzv//58e3I1IJC9ApOglh4THv/4ofvQhb3iUlmtwRuKlaYk/1O5S\nOKOlePuyPOAP0zLMoPXloNVriFeKJsqMpDtmIAnO3slKLJVtxtAaPVjHjReoMTQlJFiW7MOuYSXU\nCb9m9cyTZqlbl7zoLMF7YG2LJPZhHJeUIjd6T6Lt/B6N+L1ajtvIVXD6sf2xn41CCHraPcGf9LaT\nkepg5KCv/x6M7ZzGyFZGGl2J5AhGil6y6Dz61Ydx39/+T2ibW6rC2d+UPYkOpTsunLGm7MmyPJCJ\nBF4FxKD156B1h0uKVoq1UM/eZGS62zfVlH3GUGMy8mTvSURTCVOwQdmz/BsUJstl0fn0pFnq+Ute\ndOZAayhpDzujX3BrUtEb3r2JX0fvvHXJ+5xxbH/g4QENyfucdOVJYdlbLmilOeT/7U/+DHvqxZEk\nRxnkMH8tElL0kkXltzf+Gj/9B/bcp1v0ZE+yOtuAtgt3vAQymItL3ocQEF1t9OSjVIomSrNVpuR9\n9k1VoKsKt0fpZ74T1UcvVU2m5H0opYnr36MiZe2TJHkg6e9FK3npBdMJ9Xs80DK2AEISZrf7DfOX\nvM+ZGwdAAPRyKsiddOVJ3jC+5YAy5vW/d8P92J2QA0IiOVKQopcsGj+54R58+29vF+6jDnULJ2hJ\nXxa0LI60p1UbdqRkbRAlownl1Zk3MFMyhUVoapYDSxCglzI0mIJ2VslbJgmmTCqUkxiN34rIk9bp\nJxXaWYAgRFXhZxlslVTCOvrBc1eD2vx7vfvzD2DPdjmMLznykaKXLAr3ffKHuO+ffggAGC+w043q\nxy4HSWncTqYy1Ob19m0XdIJTba7eU7dHi0zZZ3uyIIRwl5t15Q1o9V7y1FyNKTFfruWqzZR9OrC8\ni9UePCNP9uFp/fnLPjqfzqKVofmkW/C382VOG+28fZrnYJ/BH7RQFH6fnlIKTWFPpQDAY9smQCm4\nS+3275jCri1jUI7vY863EEMF6c7g7psexshznOBRyZJDFrWRSFrkvn/6IX7yv+8JbZsohKuG6Rvr\nkveJJpFZ0Q4SHK5nyT4yHO9E2rM92dCHJyr7rrwRi9KenKuFBBSVarlqh2SdjiRsoQjLnvWAEZU9\n8+M9D9mzhBq976RgO7b4k15HjxE/PLRyzujfOlaqguA5NYXEchE8vn2ycSem7cZkv3/nNHYF5uCV\nzf2xa5Ce5lTQd//9IYztFZSnlUhe4EjRSxacn9xwT2wbBWU9B60AACAASURBVG3IXt80BGIw5tzr\nf53VVR0grCV0tgs6Xmp8HzvccVH74wQAINubZT4h++I1NIW7FGuiHsDHGyYvVW04Do1JPngN03GF\nSWt82Quf4VuQvWiY3L//pOVzrdyCqNhO/bvEaySNEvA6NMHQCNb9ampT9o9vn4yNaARlP/b8DHYx\n5t6VEwea3/fH0zL/1xcfxMxEfCWIZGmxRGPxpOglC8tdH/oWt42CgmoKiCaYO6UAdMGvpUOZkm8c\n7lBQhwqTT7QygyyaCwcAVSVCSSpkcdLQBmll7Xkra9wPdk69leMP9r2qivg6mkrw1HNT3GkL03ax\nZ8c0nnuKX49eOXEAymAOUNk/2Ns//UtUSuKsiRLJCxEpesmCcvGnL8WJl5zKbOvrHgIBgbllr/Ac\nzlb+nCjpzQqPTW3sBQhQHOUn3QGAquVgrsIO8usWJFUB0EidWzMdpsAISU5t66fPTRQxR1z8JXTB\nfbw9DsaxSRHyPmKRJy8HTDqHabvCxD3P7J5BNqVB5Ui6UrEwa9kwetirMwBg2ZnDWHbRRu7tXvbX\nZyMjyLgokbxQkaKXLDiX33I1XnTRiaFtfd1DodctyT5YP54QseRJXfIBiqNFoeUqpoNitSl7Qkii\n5DOR4fqaaYcERQigtih5n/nKfj6Sb5wiYX/2OcSvo7A93JrkAX9aJb5PcGkkS/ajM80gzHxaj03J\nVCoWJurD7npXBjpjKeayM4cb33e/eEWs/fXvPhM9g/z6DJKlgUyBK5HMgytvfweO/zNP9lHJ+zij\ns8JzODtmvGF6hYSCo2IQgtSxvcym4phY9uWag2LVhqIQdOXFvbW0ocLQ4h8ZT/b0gCTvMx/Zz1fy\njVMkHBc+x/y2N64Rukjrkm8cHzgHBTvJUVD247MVTEcqCuYzTdkHJe9j9GSgdzbX1w+eFv79TPVm\n0XV6c9v5l52I5atlOVrJkYsUvWTRuOqb70D/IFvyAOBMFuHOcpbN+fvsngPpEPeySV5coKY6w19j\nD3hr5A1BMhwA0FUFKZ0fW2DZLpREsYnbW5F90gqcpIeAVmSf2LFoSfbzl3zj+Po5oumJg7iUYny2\niklGmmPAkz1L8j5GbxZ6Zxr9Jy8DYQz3pwfz6Dp1Obr6cthw0jLhe5EsHQg5vF+LhRS9ZNG4YcPH\nMD06BtNkF5ghGR1KZ5bvBE2BuqYDdLoK8JLNqAqo5cKtsKuWaSkNuZ4sN8JeUwi6cgbKNRtlTuUz\nQggcl6JSY7crCoGmKl6mNs48sku9AL+DKRBDCBHOY7f6d0J0B5RSYUIcL+FOwjmQVKZXvFrAP0dS\nFsBcmpMtEcBsocqVvI/1232o/IGf6rZ/XQ/ect3LhOeQSI4EpOgli8JnTvgk5vZ7a4/LpQLMWrhX\nTTIG9LWB9cvRv+kqgbqmo/GSKXtNaUToW6NFuJEMenpaQy6Q/z4qe00h6AwEV5VrdizanpBmhjbb\noajUwmuyfckjsE9UcsFTHqjsg6MBzADA4ItWouBZ24JJd5hJecLHMc8R+D7pfSbJXiH8hDiAN5Wy\noi++FG56poLd+8Tr3ks/2g53robZX+/G3CP7Yu3tWQPnncwfjZJIjiSk6CULzjevvAVTz4VTh5bL\nc6jVZU8yOvS1ffED/b/pCoG6Nl6TPiR7TfG+AlhjpYbs9bSGLCPoKij7LGMd/HQgYU5Q8j624zZ6\n9mpE8s19mjJnSXu+smcN+YcCAFknmKfsWdJ1Q0l5kof9We3x9xlNoJMse95oDOAFR0Zlv3f/nPCc\n5fu2w51pjjIVHtqLwkN7Gq/bMrqU/FGKHLqXSFrgsTsfwVN3Pc5sq5TnYMIK9+SjEEA9Ji55Hzpd\n9T4RjKA4wJO96lKm5H1UhaAjqzMD6wBgslBlSt7Hdigs24UqmNf3ZM9tTkx2A3iyF+YDoAnD9S3K\nXnQfrkuFkk9OlxOUPXuvpJ8DaUX2/V5E/DNbJ4TnKt+3Hc50fCpp7pERzD64G9mUhvNPGWYcKZEc\nuUjRSxaUZSfwe0KKosKg/HlVAICmwB3nB+gRf6id4waSUlGr2rAEhXBs28Vskd+eS+vCQDDAkw8v\nj7rfLkq6o5B6jfdE2fPbW+oBtDB8fnDz7cnJhfzrHAxJh2cMFabpCAsHVfYXmZL3cbZP44LT4kvr\nJJIjHSl6yYIycNwgrnv8/4ttJ0RBe3s3AMB8Oj4nCqCRkYyWLLbss7r3BQAMyRJDhVKvM14YmYPF\nCNCzbReUevKamI1HbOfSOvR6T59X2jZdT9/rupQp+2AvnCXBYOc0Sfb+vcaugdaD73iWDOW6TzwF\nJ8iw/v5EAXz+ffLeZuJqhProh2iv7fsKMAwV69d2M9sr0xVQTYF69kpmu6IpePu/v054H5KlDznM\n/y0WUvSSBad7TS/+btsnQts6OnqaLxwX5paI7NXwJFVM9lm92Zv3CUiW6AqUznDt8cK+AuxApLwv\neR9/iZZPUPKNS0Rkn0lpoZ60G4nGZ0krKHvWCPR8ZU9wAPN5seIy8w/Yix4TlTtL9tHbjF62Vcnz\nzgcA2/YVGj/jlKHh2HXhnAqVqQqon3wppUI9Z1XsHO+99Y3C+5BIjmSk6CWLQr6/DR+f+BQAoLOT\nEXjnujD/UA+AUtmRKLRkwZ2oABmG5AG/egwAQOHMyc/uKcCxXFiWy+xRUgqMzVSRZUjex5d9NCte\n8ByVmi2UVtLwdquyPyDJB08CvuSTIuqDx/J68MHtB5rYJ3gu1r0Gj9q6dzZ2L7qm4Phjvd856lDQ\n6L3qCtQ/Wd14+b7bL024U8nRggzGk0jmiWZo+KfC5/g7UMCdq4h/w5N++SkSPyFJkm3L6kgavK5Z\n/Pl4wHsISC5ik7x2XLgH9QoDJZ1DhGiI3T9eHJ2QfA7XFQ+z04QgQ8D7JxX9vAiArXsLwumADWt7\nUJnmJEsiBOp5a/BXX5eSlyx9pOgli8512z/C3K6t6PYS5vAKt+QNKD0ZoGKB8qqGaQpgu3Cjterr\n5Je3Q9EUZslawBNC2lBRqtrcOXlfODPFGvNWs4HELTw5+ZfnPXQ0CtBwguP8njxvzh5IjoB3qR9c\nx9nB30cUZd9CTB0h4gA+ivqqA8HxBOCOsPg7bRju4Ebj16o2HvvtbsHhBOn2NL763ScPurKeRPJC\nR4pesugouoLBzeE0otpwF5TuwPrnaOGWvA6lNzAcX2bIPiACarlwJ8O9t9xgG1SjmbY2KnuFEPQG\n0uuWqlZM9lFxz5ZqoW284fzwdcKvWUl5otcM7hEdrmfJXrxavSn54OsowW0s2bcq+eb54geE7oEh\ne1/yPkzZBy6ybqgjlsugVDTx+O/2RI9qHq4QpNqb/+5f/e6T3H0lRxdy6F4iOQje+sOrseIsLwhK\nHeqC0sOoBFYXA8kbUFiV6oKyZwiAmg7cKU/2uYE8NEaKVF/2ikLQw8ih78neqd8O22yzJROUUqRT\nKvPDGTyOt/zblz23AI3/swD7D0BQ9klr3KOSB2M7S/ytJMkJwrrPoOyZ91Bfpw/wVxKEZM+4yDHL\n2xv7zM1W8YfHOKs6UJc8o0LhLd97inuMRHKkI0UvOWRcduflIPk01F5BuU9Kwz35KGWLmywHAGjN\ngaYq0DL8QjdEIWjP8ttLVTtxPr1ctcXLYVooQJPUQ3brFfFExyfOySMpt714KL+R2z7hQqL7dBPW\n6nuBiOJzKIq4y7N2WTvKczU8/eR+4X3qafa/u+tS3P6DLcJjJZIjFSl6ySHjxx+5B+50Ce5MQsW6\n5/nlawkjt3kQpTsD26Uoj4sLmsyW48P0Ph2sCP8AuqYgl9G5RW4IkguyKHVpJQW22aKkO0lPEjjA\npXgRWlqKJ9illTrbCcUDEyv7VU0HAwN5pJKmUgS3csKxjNUhkqMKWY9eIjkI7vnAD/D7W38HALC2\njYll71I4u+KyJ305YW+eZDSQ+nC9VbZQGhPLvsDInteRNYQR47qmIBfoFbIq3iUJOPqBPhDZtyL5\nxvWweEvyGLuGr93ChXVGmdggliO+dtV0MDXn5UM4+9w10AXlhM2SCZfxgHfWScuxeYMUvWRpIkUv\nWXTufud38OQdj4W2WdvG4M4K6sQ7YdknSR6aEltLb1cslEaLwnubLjYD/DqyulCIUcn7BGUvyskO\n1HsMjO3zkf18JN+4LvjxAlwYSXaSlxAGrnkIJF+zmpL3OecVa4U/I7Nkwg2kyn3ZqcM47pge7v6S\nowdymL8WCyl6yaLy3avuxB85c5/W1lG4BX7ucV/2iZJXCdR+9pC+XbVR3M+XveNSTBdN5FKaUEya\nypa8T6VmH7DkG+3Coz3ZH4jkg7R8+EGsOWtlnTyQLPmk/Ac1y8Ek5/fnFeetEx5rFk1Qh+Kc04ax\nfnWX+EYlkiMcKXrJonLuR18pbFcy4vlwtS8HOiLulScZMtubDfXgoqR1FTVLnCbGcakwaU7a0IRi\n8tavi+fbFUVcpU1VxIVygOS5bNuhwtEDSlsYXXDcxHXySYVwWnveSOjtJxQe6hoUBH0CqBVrWLOC\nXylRIlkqSNFLFpWedb14z+//mtmWOmmVF4XF+XutLmurt1OAUYDG24kAFHA4Q/Rtw+0NX7Bkn01p\nyKU1uJRirsKuaOf3TqumA5PxQOCvpaeU3QsNbnEYAowKnqW3YDtP9v5mnqftwDA4S+ZedD0VnsO/\nNu9hoJG0R5DYx99PPCzv/UxEIwP5jI72LPtB8XeP7UOlasNo4z9IvvttpyWOwkiOLmQwnkRygOQH\n2/CXj1wb2pY6ZXWkjFv4GHWoPdROZ6pAMZIwJzL0G5V923B77F6Css8YKvKhrHbxAL3oh69i2qGe\npF/JLniOoIhZKgvKXiHxXnx0eJ4lo6jso96NvrYZUg3KOih53jmi14yWhGUl2Enq2bNl33y/mkKE\ncRP5jI62yFLKRx4fQc2vgaAqMPJx2b/nmtMPehpEIjlSkKKXHBLalrfj6p++EyDEkzyLujeIz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5rBBDEyeK0Ujyb2nCkK0oWx3gpbWtCebbfUS3mc8YwqIsAH94fF4kZcVLeGAQZcTzsR3KDRKk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\nBDy8uEzxmvCwN4k8zGLw14gxpqqJ39GrXIuf8YDynEu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8fIbW1tbArFyHw4GdO3eisrIy\nLvq/du1a1NXVoba2Fps3b8b8+fOxadOmuOg74C993dPTAwCw2WzYsWMHysvL46b/ubm5KCwsxNmz\nZwEAH3/8MSZNmoTFixfHRf9lb7/9dmDYHoif390JEyZg//79cDgcYIzh448/RllZWdz9/ONalOcI\nBGzbto2NGzeOlZSUsLVr10a7OyoPPfQQy8vLYyaTiRUUFLBXX32VtbW1sdtuu42VlpayBQsWsI6O\njsDzn3rqKVZSUsLGjx/Pqqqqothzvz179jCO41hFRQWbMmUKmzJlCtu+fXvcfIbjx4+zyspKVlFR\nwcrLy9kzzzzDGGNx03/Zrl27ArPu46Xv58+fZxUVFayiooJNmjQp8PsZL/1njLGjR4+yadOmscmT\nJ7P777+fdXZ2xlX/e3t72YgRI1h3d3fgWDz1f/369aysrIzdeOONbMWKFcztdsdV/+MdFcwhhBBC\nhrGYGLonhBBCyNCgoCeEEEKGMQp6QgghZBijoCeEEEKGMQp6QgghZBijoCeEEEKGMQp6QgghZBj7\nPzDRWyZQOSpQAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x111342a10>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"outputs": []
}
]
}
]
}
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