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@chrisgorgo
Created April 12, 2018 17:50
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NIPY motion correction comparison
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import pylab as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_fsl_with_avscale = pd.read_csv(\"D:/scratch/ds114/fmriprep/out/fmriprep_with_avscale/sub-01/ses-test/func/sub-01_ses-test_task-fingerfootlips_bold_confounds.tsv\", sep=\"\\t\")\n",
"df_fsl_without_avscale = pd.read_csv(\"D:/scratch/ds114/fmriprep/out/fmriprep_no_avscale/sub-01/ses-test/func/sub-01_ses-test_task-fingerfootlips_bold_confounds.tsv\", sep=\"\\t\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x24104aac7b8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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CLskFUsglkmFECrkkF0ghl0hyjL/qoWFLIZdkHynkEkmOsaVHLskxUsglkhzj307RkEIu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\nIfc/paH4UW6OkiEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24104aac828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_fsl_with_avscale.FramewiseDisplacement[2:-2], label=\"FSL (with avscale)\")\n",
"plt.plot(df_fsl_without_avscale.FramewiseDisplacement[2:-2], label=\"FSL (without avscale)\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x24104fd49e8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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m1nXdUz8UUwCgadpvgRjg0/YaTEyMwmw2BRkOpKbGtr9RCA3rl8HSMqjyVrUa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\nYCnBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24104aac198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_fsl_with_avscale.X, label=\"FSL (with avscale)\")\n",
"plt.plot(df_fsl_without_avscale.X, label=\"FSL (without avscale)\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x241050645f8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QK60bAJWqVf/eNdmqjx/QtQcA1UYlVV4rGaQlJB1wfCT07WJNPljha78R4MWV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\nBEEA/AuxTKqz+KBP2AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x24104ff3d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_fsl_with_avscale.RotX, label=\"FSL (with avscale)\")\n",
"plt.plot(df_fsl_without_avscale.RotX, label=\"FSL (without avscale)\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a77c299e8>]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Jy6Lh9oVkd7Mm3DYAMv4RElOEKdJ+Q+BtvkJipvMPgb7IAHplnXFOURn1FZNb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77bd90b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.X)\n",
"plt.plot(df_fsl.X)\n",
"plt.plot(df_nipy_nst.X)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a77ca18d0>]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SZZk/H30SZ8jNbUU3cFvxtcBAZUb/BBpPyMsb9e/S6VYaXqmlSCyDP1XmPlaWZiwiIov0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\nhBARShK8EEJEqP8DXauwQbg8W7cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77c49a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.Y)\n",
"plt.plot(df_fsl.Y)\n",
"plt.plot(df_nipy_nst.Y)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a77d1d5f8>]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ED+9jZZPk7HlDbOsvCYmXDr1Bl9+FLzRAq6+d0tQpo66jTwaDRk9eSg4pWjPl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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77ccc048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.Z)\n",
"plt.plot(df_fsl.Z)\n",
"plt.plot(df_nipy_nst.Z)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a77d96d30>]"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/p5Y5E5PIThn6CmzIysb+yU+hS0k9Q/Dfz4vvlhNn1nPt/JE//EPhCJUNLrJT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\nCCFiyP8A0QzS/24eHX8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77d3f358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.RotX[2:])\n",
"plt.plot(df_fsl.RotX[2:])\n",
"plt.plot(df_nipy_nst.RotX[2:])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a778c1978>]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Kg9ImkwyK/nQ7FZkpaz1XO4arR16BD36xCuQzvnNMRWe4vvkadjRuZVP9Ok5O\ne7PDcoCs6BozgQUCgc6aEwOP08L6dg9nh2YLKoVLpX9UdwcZbqKmWnu2vUTDSsVAlpEU/WZojDhc\na+QHkEtlfgXyRHiKH/b/mCfPPwXAre36wPV7NtyOhsaBjHUQToQ5M3uObncndbalM5YEgrXGmgog\nG7z9tl7+4TtH+btvv8bvPHgtGzuLV7t6B308+cIAkgS1TitIsO/oKB6HmQ0d+jEmRaax1s74TJh6\nz8IB5EthMklr3jJIa4Uxg1KY36juW2ce49TMGQA6XG2sr+kB4JbuG/iPV7/D04PPEkvHiSXjpLW0\ncBEJBEUoSwxUVZWBzwG7gBjwEa/X25e3/W3AHwJJ4Eter/dfFztGVdWNwH8AGnAc+E2v17uq6TU7\n1zfw8Xds5/OPneDzjx/nz3/95gXdRAEe39fP6cFC66G5zs6nH9xVkCraVu9gfCZM40otA0VGUvQb\n2mzMTzJVucZrVwv52USlku8m8seCnJ45S5ernXduvJ8OV1s2eG81Wfj4NR/iP09+k59d3KcfKymi\niZxAUIRyLYN3Ajav17tXVdWbgb8B3gGgqqoZ+DtgDxAC9quq+gRw6yLH/C3wB16v91lVVb+Qee/R\nS/lQpbBbbeZNNwX5wYsDPPPyRd56y7qC7b5gDO/gLBs7avj0L+5i2h9lYjaC2lWLw1bYhKy1wQF9\nZcQMFBkyYqChMRWewRcJY1WsuJdJr3y9kMsmWkkAOWcZvDLxGhoaN7ftYUv9pgX7bqzt5fdv+jSH\nx1/DaXawvmYdLsvCmQUCwVqnXDG4DfgRgNfrfVFV1Rvytm0F+rxerw9AVdV9wB3A3kWO2Q08l3n9\nQ+A+lhGDujoHJtPKin6amhb2i/ngW7ez79goPzw4yLvu3kytO+fm2X9yAg2458Zuujrq6OpY/Nzv\nunsTaSTuurEHWwkzkQ1qPDakiZw1MBQY458OP8yGuh7+4M7fLvk81aDY91kOoyn9O3e7HCWf05rp\n/CGb4dWp15Almfu23UKNbeHxxjk7Wu+uyHpXi0p9n6uNWGdluZLWWa4YeID8EV8pVVVNXq83WWRb\nEKhZ7BhA8nq92rx9l8TnW1mNQFOTm8nJYNFtb7tlHV995gzffPoUD9yxIfv+T18eQJYktnTWLHqs\ngRl4310bCAYiLL1nIfFoImsZADw/8BKheJjzM4PLXrOaLPV9rpRpn36eWCRZ8jmNmQLnpweZjEyz\nrUElHpSPoen8AAAgAElEQVSYDBYeX8l1riZinZVFrHPpay5GudlEASD/rHJGCIptcwOzSxyTLrLv\nZeO2a9qwmhVePDGeHW4/7gvTPxpk27o6PM7i/e0rgZIXMwB4afgIoE/diiQjq3bdS+G1yRP826Gv\nk7iEJnH5GNlE5QSQJyPTANzRIVpGCwSXSrlisB94C0DG/38sb9spYJOqqvWqqlrQXUQvLHHMq6qq\n3pl5/Wbg+TLXVBZWs8L1mxuZ8kc5l6ki3n9sDICbti3dI+dSMZv0mIGSMdBSee0VJsPTq3rt5YgX\nudmf8Z3ji8e/wtPnfp7t+nmppMrIJlIkBUVSkJD4pa0PipoBgaAClCsGjwJRVVUPoAeLP6Wq6gdU\nVf11r9ebAD4NPIUuAl/yer3DxY7JnOt3gD9RVfUFwAJ8p/yPUx43b28F4OCJcdKaxoHjo9gsCjeo\nzat6XUWWkJQkLqW2YLALwGSkvKK4SnB4/Ai/+/wfsT+venc6MsO/HvsyGhpm2cSPB58tEK9ySRsB\nZLn0X0VJkvjg1gf5xLUfZW/bDcsfIBAIlqWsmEEm9fPj894+nbf9e8D3SjgGr9d7BnhDOeuoFFt7\n6nA7zLx0ehy1u5aZQIzbr2nDalndzpQmRQIliRkLDbY6xsOTrK/p4bx/IOsCWQnjoQmSWooOV1vZ\na5qLh/jWmcdJppM8cvZJttWr1Nlq+daZxwknI7xffQBfaoYf9T3LofEj3NS2u+xrQW5AzUosA4Ab\nWq+7pOsKBIJC1lwFcjFMisxtO9sIhhN87rHjgB5LWG00OYkkgYKFBnu9ft32mwG9qnalfOHof/BX\nh/6RiXlzesOJMH928G/4i5f/nh/0P0M8FV/0HI/0PclcIsSm2vVEUzG+evo7PD/8AsenT7G5dgO3\ntt/E27bcgyzJfPX0d/jyyW9yYvr0kudcinLcRAKBoPIIMcjwwBvW867be1FkiY4mJxs7lk1qumTS\nkn4DVbBwT9cbePuW+7i+ZReyJK/YMpiN+ZmITJFIJ/jyyW+R1nJx+f0jLzEWGudicJjv9z/D104/\nkg2W5zMUHOHg2GG6XO184tqPsrluI6dmzvAN76PIksyD6juRJIkmZwMf3v4QjfYGDo4d5nOvfYnf\n3/+/CcbnVvwdpNKZALKYDyAQVJU12Y6iGIos87Zbe7l1Z5teGXwZJlilJD1Iq2hm1PqN3NZ0HZOT\nQeptdSuOGZyb7QfAbrLRHxjguaED3NV1G6l0imeH9mNRLPzhTf+Nfzv+FV4ef4UNtT3cPi8L5+mB\nnwHw1vW/gCIrfPyaD/HKxFFOz5xhc+2GgqEz1zbv5Jqm7fTN9vPM4LOcnPZyMTjMtgZ1Zd+BsAwE\ngisCYRnMo95jW9V00nxS6GIga4UVzU32BoLxuWw+fSmc818A4Fe2vQ+zbObZof2ktTRHJo8zG/Oz\nt+0G6my1fHjHQzjNDr5z5glGQ+NMR3x8+8zjHBh5iVcmjtLhamN7wxYArIqFvW038KvbP8CtHTct\nuKYsyWyu28CNLfqQmHLiHHMZa8Jhsq/4WIFAUDmEZVBFUuhuIlkrFJ8meyOnOMNkZJou9xKlz3mc\nm72ASTaxpX4z1zdfw8Gxw5zxncs+7d/ZeSsA9bY6HtryXv7l2MN8+eQ3iSajTORZIb/Qc9eKraIm\nhz4jopwMqNHwBKAPtREIBNVDiEEVSWbEQEoX/hhyN9fSxCCSjDA8N8r6mnWYZRN72/ZwcOww/37i\na8wlQtzUuptmR1N2/11N27mh5VoOjetFbrd37EVDI5VOldXErcneqK+3jNqIsdAEdpMNj+XKKcsX\nCNYiQgyqSE4MCt1EjTY9s2i6xLbW/f5BNDQ21vYCenO2ZnsjE5EpPBY37970tgXHvHfzO5gIT7Gh\ndh3v3vi2S4qROM0OHCb7it1EyXSSycgUPe6uyxKjEQgEiyNiBlUkrulT00gVarLdpHc/jaViJZ2n\nPzAIkO3jL0kSd3TegoTE+9QHcBaZKewyO/nMnt/mPZveXpEbcZOjkenIdEEW03JMZvYXLiKBoPoI\ny6CKJNOZ3Px5YmA16Z08oyWKgS+qt3NqcjRm37uz81Z2t+y6bO6XJnsDA4GL+KJ+Gux1JR0zFhLx\nAoHgSkFYBlUklrEMtPlioOhiEEuWVsgViOudD/Nv/JIkXVY/fDZusIIgclYMHEIMBIJqI8SgiiQy\nloGWLBQDmyEGJVoGgVgAi2zOHlcNmuwrzygaC48D0Opc3YaAAoFgeYQYVJFYSq8jSC+wDCyZ7aWJ\ngT8exGP1VDUIa7ioVpJRNBaawCybqRfD6QWCqiPEoIoYMYF0orD61pIRg1JiBmktTTA+V/XUzJxl\nUJoYpLU04+EJWhxNyCsYeSkQCFYH8VdYRWKpKFpKITUvAUeWZCyKhVgJzd+C8RAaGjVVFgOX2YlN\nsS1okrcYJ6ZPk0gnaXe1rvLKBAJBKQgxqCKRZBTSJpLJhU3jbIqVWHJ5yyAQ1wfyeKyeiq1raHKO\nT/7D8/QN+5ffOYMkSXS52xkPTxJOLD2lLZyI8PXTj6BICvd0V7V7uUAgyCDEoIpEkzGklInkfNMA\nPW5QSszAyCSqpGVwesBHMJygb6h0MQBYX7MODS1b97AYj5/7Af54gDeve+MlzV4QCASVQ4hBFYmk\nokiaeRExsJYUM/DHFqaVXirTAT2wHYqubM7xhtp1AJzPNM0rhqZpHJk8To3Fw309d5W7RIFAUGGE\nGFSJRDpJMp1ESi8uBvFUYtmK3uXcRKFoAv9caVlJBtMBff9QZGVi0OvpQULKttMuhi82y1wiRG9N\nj5hhIBBcQQgxqBKRpO5Xl9MWEqmFMQOryYKGRiKdXPI8y7mJ/vnxE/zpw4dIFxlmsxgzGctgLrr0\ntefjMNtpc7ZwIXBx0fnIA4EhAHo8nSs6t0AgWF2EGFQJI8iqaBZSRSwDo4AsukwQOesmshYXg8GJ\nOXzBGFP+0mcjZN1EK7QMANbXriORTjA0NwLoA3O+d+5HufUEdTHodgsxEAiuJIQYVIlwxjJQsJBY\nxE0EyxeeBeIBZEnGZXYu2JZIpgmE9PTUi+OljaRMJNP45/RjVhozANhQsw7QJ6+ltTRPXfgpTw38\njLlECIDBgBADgeBKRIhBlTDcRCbNSiqlcebiLF9/6nR2NnGpLSkCsSBus6to4ZYvmLMGLk4ES1pX\n/jGhyMrcRJDrnNofGGQqMkM0FUNDwztzFk3TGAgO0WxvxGHWJ5ul0mn6hvxFZzILBILLhxCDKmG4\niUxYSKU1fvDiAF972su4T38/15IizqkBH+dHAgvOoWlaphVFcRfRTCAnJBcnSrMMpvOOKccyaLDV\n4zI7uRC4mHUVAZycOcNUZIZIMkJ3XrzgwLEx/vwrh/EOzq74WgKBoHIIMagShmVglnQLYHJW//+E\nIQZGG+tklM89eowvfv/kgnNEU1ES6cSiwWPD9w+li8FM3jHReKpoptNSSJLEOk8XM1EfJ6e92fdP\nTZ9hIFN/kO8imsh87vy1CgSCy48QgyoRnicGRoB3whcGcjGDYCxCKJpkbCZMIpm7MT95/in+9vDn\nAfBYiqeVzgT1p3yTIjPljxKJLe/2MW7Kdque9hleYUYRwDqP7ioyxmpuq1fxxwN868zjAGyqXZ/d\n14hp5F8nEkvy/RcuEEsUz0gSCASVR4hBlciJgT7VzLjRT8xzE/lCeuBV02A8IxTxVJynB55lLDyB\nw2Rna8PmotcwnvK39ujDZkqxDoxjupp1a6McV9G6mi79M6UT1FlruaHlWv1cyTDv3PCWAjdRMKyf\nP5wnVAeOj/Hd587z0snxFV97rfDiyTFGpkLVXobgdYQQgyoRycQMrLKl4H3DbWIEkAORXJ+f0Wld\nDC4EBklpKe7qvI2/uuNPuH6RIfZGzGDXRr2jaCliMO03xMAFlBdE7nF3ZV93uTvY3riFZnsjb1l3\nD/f23FmwbzC80DLIusxml+5xtFaZCUT5lydO8vi+xYv7BIKVIsZeVolwUr/pWmQ7kPOX5wLIGTGI\nRgD9KX008yR4NlPhu7G2l/7RAB2NTizmhdW8M4EoDquJTZ36vIDB8eUziqYDMVx2M/Vu/frlWAYO\ns50WRzPj4Qk63e24zE7+aO/vFd03ZxnkrmO4zCaFGBTFsB4NIRUIKoGwDKqE4SayKbaC96dmI6TT\nWjaAPBfP3RBHpnUx6MuIgTPVwp89fIhHfn6+6DVmglHqPVbaGx1YLcqyXUjTaY2ZgH6M024GyhMD\ngHUe3TrocrUvuV8gc0OLxHLxgamMCAgxKM6kX/9e5sqw2gSCxRBiUCUiyQgWxYJZyT3R260KqcwN\n2YgZhOM5q2F0OkwynaTfP0C7sxXfrB5neOXM5II8/XA0SSSWot5jQ5FlNnbUMDodzgZsi/GTV4aI\nJ9Osb/PgtOlGYzluIoA3dt/B7R172VpfPJ4BkEimiMZTmfUWswxEhlExjO+lXKEWCIohxKBKhBMR\nHCY7ZiX3I9i6Tvftj89GsjGDSEL/w69xWRibCXPBP0QinWBjbW822DvljzI8L5g4kykeq/folsfm\nLt1VdHaoeD7/tD/KI8+dx2kz8c7b1+O0rdwyOHpuiuPn9UlnHa423qe+C7NiXnR/w0UEuQByOJrI\nvp6LJMrKZnq9M5WxDMR3I6gkQgyqRDipi4EpTwx2bNDFYMIXycYMoqk4kgRqVy2JZJovPvc8AM3m\nzoICsdf6CgfRG0LR4NHPo2bE4MzF4q6ix/adJ5ZI8Yt3b8LjtOTcRCVaBum0xhceP8HnHz9Rcm1C\ngRhkbmzzeygJV9FCpjKWQSyx8joQgWAxhBhUgbSWJpqMYjfZMSn6EHtJgm29hhiEszGDeDpGjdNC\nR6MT5CR+mxctpWCONhUUar12rnD2sJFJVO/WLYPeNjcmRebMxeKWQf9oELvVxK079TGUWTdRiZbB\nyFSIaDxFJJbkXIkT0gJ5AVCjBsIQgxqX7iYrRQyOnJ3i848dL6jDeD2T/52EhHUgqBBCDKpANKn3\n63GYbZhM+o/A47TQmUnnnPBFMEkKsiST1BLUuqy0NTgxtZ1HssRJjvbi9+sFYiZFZmNnDeeG/QXZ\nJYOZNNLmer0HkNmksL7NzeBEcIF7IZVOMz4TprXegSTp4mRYBnMlisH50Vy7jKPnptE0DV8wRiSW\nXLTvUP56w7EkaU3LisG2TG2EESxdigPHR3n59ARnFnGBvZ6IJVL48+I+5XSWFQiKIVJLq4DRisJh\ncmCSdTGoc1nxOC3YrSbGfREkScIqW0nKSWpdVjraZSztA9hkF5GxdYw1hJkJRGnwWNm+rp6+IT8X\nxoLsXK9bFyf6p7FbTaxrzbWq2Nxdy5khPwdPjXPXdR3Z96f8UVJpjbYGR/Y9i0nGpMglu4nyrYGj\n56ZJaxpPvXQRAJMi4XZYeO9dG7h5Wys/e2UIfyiOzaL/+kmSXlQXi6ey/vAtPXW8cGK8pCCycXP0\nDs6yfV19SetdLTRN4+SAD7WrtsAFWCnmu9FE3EBQKYRlUAWMtFK7KWcZ1LmtSJJEa72dCV+YdFrD\nLJtBSVHrtvLsyHNoUop3bXoTCmYujs8RDCdoqLHRXKs//RspmeO+MJOzUbb11KHIuR/xHde047Ca\n+PqPzxY0vjOK2Vrrc2IgSRJOu6lkN9H5kQBWs8KO3nqGp0I89dJFGjxWrtnQQHeLm0Aozvf2XyAU\nTfCNn/bxxP4L2Yrqphp9/eFoMlv0trU7YxmU4CYyMqTODPpKWutqcnLAx9984wj7jo6uyvmNn7HD\nqgtpqZabQLAcQgyqQM4yyMUMajNFXq31DpIpjalAFAUzkpzE6ozywughmu2N3Ny2m8Zae9YNVO+x\n0ZQRg8nMjfRE/wwA23sLn5Iba+187B3bSaXSfO6xY9ng41gRMQBw2cyLuiFi8Zy7IhxNMjIVorfN\nzbWbGgHdGvjEu6/hv753F3/wwRvYrTYxOh3mq0+fyfr2j2SC3oYrKxxLMjkbxWpWaKix4XGYSxID\nYx3nRwPEq9zPyBAzQ2ArjWEZ9GQsPuEmElQKIQZVwGhfbTfnsonqXLoYtGRuyGPTYWRNtwyGpNdI\naSne3HsPiqzQlnfTbvDYaKzVg8TGU+NiYgCwc30Dd+/uZCYQ45Uzk/q1ZvS01Hw3EYDDZiIcTRYd\nmfmnD7/Mpz67j099dh9ffuo0GrC+vYbdajPtjU5+6T6V7paci+r2XXrx2Yt5/YaMITotdfp1w9EE\n04EIjbU2JEmiqdbOtD9akDEz7gtz2DuZ/X8skatVSKa0oq2+LyfGzTl/LkQlMcTRcP8JN5GgUpQV\nM1BV1Q58BWgGgsCveL15f6H6Ph8FPgYkgf/l9XqfXOw4VVXfBfw1cDFz+B95vd7nylnb1YDRisJh\nsrOxo4auZhe7NupP1MbT+dhMGNIKkpymP3aCFkdztuFbS+ZJGqDeY6XGacFskpnM3DhPDfhorrNn\nLYb53H19Bz85PMRzR0a4cWsLY9NhJAma6wrFwGkzo6Hn+4ciCf7hu8f40JtUauucjE6HcdpMpNIa\nL52aAGB9u4cap4X/9ZGbFlxza08dDR4b04EoW3vqODWgu3RMikS9x2jjHSUSS9GYqY3oaXVzbiTA\nuWE/asZt9G9PnuT8cIC//+TtuOzmrIvIZTczF0ngvTjLlkzwuRrMZcTA6BhbaQwxyFoGwk0kqBDl\nWga/ARzzer23A18G/iB/o6qqrcBvA7cCvwD8H1VVrUsctxv4Pa/Xe2fm3+tWCADCSd2FYDfZaay1\n8ye/dmO2MZwhBuMzYdJJvTpZQ+PBze/ITjNrnWcZSJJEY42NqdkIA+NBovHUkoHUtgYnalctpwZ8\njM+EGZ0J01Rjx2wq/HVY16bfcE6cn+G5IyOMz4Q5cWGG2cyNbuf6Bv7iY3u594YutnTXZrujFkOW\nJO68TrcO3rq3h/ZGfUyn22HJFrj1j+lP9YZ1dE2m7uJoJm12fCbMueEAGrmKZUMMrt/ciAR4qxw3\nyIrBKs1nmPZHsZjl7O+ASC0VVIpys4luA/5v5vUPgf85b/uNwH6v1xsDYqqq9gHXLHHcbuA6VVX/\nK/AS8Bmv17vob3ldnQOTaWFjtqVoaio+AKYaSGO626O9sWHBurZvagZgOhgjZAFccGvXjdyuXp/d\nR13fCOiDYzb1NtDU6KKj2c3oqXH6x3WXz3VbW5b8zG+7YwPerx7myRcHCYYTqD31C/a/b28vjz3f\nz6vnpukf0bOFogkt6wJpbXLR01XHb7+/tCfxD751B/fd0kt7o4vX+n2MTIWo89hozVzX6Kq6MbOW\nW2vsfO7R45wc8NHU5OapQ0PZc9mdNpqa3PSNZY7prufcSIChyRCNja5siuzl/rknMx41fyhOXb2z\n5IyiUtc5G4rTVOugq0MvIkxpl/czXkl/R0sh1rlylhUDVVU/DHxq3tvjgJFLGARq5m335G3P38ez\nyHHPAI8B/cAXgI8D/7jYmny+lQXnmprcTE6WNgP4cjDl17+CeEgrWFdTk5tgIEK9x8rpCzOkPHXU\n9ER5e8+bC/az599fEkkmJ4N47PqP8meH9GliTS7Lkp95U5ubtgYH+4/qoynri+xvk6GzycWhUzk/\n/+jUHL6A0XFVWvH3agYmJ4N0NOguLLtFIRHXn6b7M/5+l1nOnlftruPY+WlO9U3w45cGc+sYD+C2\nyAyN6t+lgkZrnYPhyRBn+6epc1tX9HOfCUSJJ9MLgugrZTrjxtE06OufpqHGtswRpf9+xhMpAqE4\nHY1OYmHdOpvxRy7b7/aV9ne0GGKdS19zMZZ9bPF6vV/0er078v+h39CNs7qB+dU+gbzt+fsEFjnu\nS16v97zX69WAx4HrllvX1Ux+NlExWuocxJNpUjNtvKPtA7gszoLtej2CgsdpwZyxkBoz6ZmGL7+5\nrvi5Dcwmmd99/3XZoLHhtpnPjVubC/4/OxfL+sONKuFy2NxViwQ01tiyaZKptP5Y3ZoXyDZcRZ9/\n7ATTgShy5onfCBobbiKP00JHk/4ZhqdKG/FpcLx/mv/5xYP85ddeWXSfvmE/n/nCAU5dmFnyXPk+\n/JkKBZEHx/VCQd9cpqrcY8VqVlBkSWQTCSpGuTGD/cBbMq/fDDw/b/tLwO2qqtpUVa0BtgLHix2n\nqqoEHFVV1Rh/9UbgcJnruuJJa2kuBoeRkHCYiz+FGjdDSSIbWM5HkiR+6V6V971xY/a9ptrcE+j6\n9pqsm2Qpal1Wfu8D1/PgXRvZs6W56D7G+y67mZZ6B7PBWNYyqHGWLwYtdQ4+89D1vOv29ThsOQPV\nZlEKzmuIQf9ogDq3lTdk4g7GSEwjrbTGaaGjSY+7DE+WPgHs+Plp/t+3jhKJpfDPxRcdDbrv6CiT\ns1H++YkTzM4tHhyey7s5zwQuPYjsD8X5s4cP8d2fn8uer86tx4mcNhNzImYgqBDlxgw+Dzysquo+\nIA58AEBV1U8DfV6v9wlVVf8BXSRk4Pe9Xm9UVdUFx3m9Xk1V1Y8Aj6iqGgFOAv96aR/ryuWlsVcY\nC09wc+sN2TbV8zFcFZs6avA4iu+zd0drwf/zM4c2tBefiVyMGqeFN93Uvej2lnoH737Deppq7Tz/\nmh5EHp/R3XQ1mXTYcjE6qebrVn5LDNA/14fv34osS+zZ0szBk+P8jGGimZt2vmWgyPpxKxGDHx4c\nJK1p9La56R8NMjsXw24t/LPQNI1j56eRgEA4wV9/4wjr2z3cuqM1m+Vk7Jdfse2rQEZRMBQnldYY\nGAuyvk3/uRrZV85MBpVAUAnKEgOv1xsG3lvk/b/Ne/2vzLupL3Hc08DT5azlcvDk+aeRgPvX31d0\nezwV52JwhN6a7mzGz1BwhG94HyWZTlBvr+ct6+6hxurhyfNPY5JN3L/+3kWvt6FdD6XcvL110X3m\nY7iJQE/xrCT3710HwLFMVs+5TA+gS7EM8sm/+c6vdQC4dWdb9rU1M9EtmmcZyJKEy27GaTNhUiSG\nJktzE80Eopwe8LGps4Zt6+rpHw0yE4zR1lDoMhuZCuELxtizpRmTIvHCiXFGpkKcvDDDX3xsbzZI\nHE+kSabSeBxmAuFERTKKjM85Oh3OuueM5oMOm4nxmQiappVkCQoES7EmexNNR3wE4gF6a3qW3Tet\npfnx4LNomsZ96+7GLOe+Mk3T2D9ykO/3P0MgHmRT7Xoe2vJemhwN7Bs5SH9gAIts5uLcCEcnT6Ch\n+8Tv6X4D9bbFM3DWt3v46/9yC3Xu0p+8HTYTTpuJUDRJb4XFwMCokr44HsSkyNnOppeKSZGxmGXi\nieUDuDZrRgzyYgZup1mPJUgSbQ1ORqZCRQvl5vPCiTE04JYdrdmb6WyRp/lj5/U4wTUbGrh1Zxvv\nv2czjzx3jmePjHDw5HhWrIyn9K5mFycu+CpSa2C4wyKxJBcyzQCNkaROm5m0phGNpxZYMwLBSllT\nFcjxVIKvnvoOf/ziX/LXh/+JIxPHlj1mJuojkU6S1FIMBUcKtj018FO+7n2EaDLKhpp1nJ09z9+9\n8jkSqQQnp09jN9n46zv+lN/c9WE21K5DrdvIO9a/mbf2Frcw8qnP1A+shBu3trBnS3M2b7/S1Gbc\nQmlNtwoq+TRqBJFbG4oHsg1sZn2/WDxnGeRbKB1NTuLJdLYaezE0TePA8TFMisyeLc1Z4S12Az+W\nGdizI9ME0GU385a9PciSxI8ybibIBY9b652YFKkiVcjG5wQ4PahbZFk30QrbjAsES7GmHieG50Y4\nMPoSLY5mfFEf/3nq27S7Wml2NC16zFhoIvu6PzBAb43uXz84epjvnX+KOmstn979G9RZa/n22cd5\nbugAPx58jumoj+uadqLICtsaVLY1qKv++X75F1b3GrV5MYJLySQqhsNmZnYuvqxlYLUYlkGSaDxJ\nLJHCky8Gmayo4ckQ2xefuMnYTJjR6TA3qE04bOZsO5D5fv5YPMWZi7P0tLgLRKexxs5N21p44cQY\nJy/MsKO3IWsZuBxm6tzWigSQY3m9liKxJFaLkrUCDNEPR5MLk7sFghWypiyD3poe/nTvf+cPbvo0\n71MfIJqK8m/Hv0I8lSCRTuKLLuyHPxrK5dj3+wcA/any8XM/xKZY+a1rP0y9rQ5Jkrij4xYAfnjh\nJwCXRQAuJ7Xu3M2wUvECA4/DjCJLtCyTEmvLiEEsnsoGjwstAz2jaGhq6SDy/LYOdZmn7fluooHx\nIKm0htpdu+Ac12/WHyJGMgFroxrYZTdT77YRCMUveRJZbF7jvfpMd1sgbxqdsAwEl86asgwAGux6\nm4ab2nZz3n+BfSMH+Y+TX2c8PMlEeJJPXPsRNtflUjYNy0CWZPr9etHTRGQKfzzA7uZdtDpbsvu2\nOptZX7OO8/4LAEsOg78aqSuwDC4tk2g+73vjJmbnYljMS1eW5yyDFIGQfhPMtwyMALSR8bQYRndR\nY0a0w2rCYpYX1AZcGNOLgozWHPm47EYb6dzMZtDdN3VuKxp6M75SCs8WI99NBLl4AZBNyRUtKQSV\nYE1ZBvN5z6a30+3u4LXJ44yFxtE0jYdPfpPTM2d5rO8HTEWmGQtPIEsyW+o34YvNMhvz0+c7D8Cm\nuvULzrm3bQ8A7c5W6mwLnyavZjxOC0aUoLbClkF3i5trNiysqZiP3ZLLJsrWGDjy3Tc2FFlaXgwy\nLpyGjBhIkkSdy7rAMriQ6ZfU27owKD//yTzrJrKbsWVcOfOf7FfK/OPr3DlhMeIs4UVqIwSClbDm\nLIN8zIqZj+z4ZR7p+z57Wq9jdG6cJ/uf4rNH9IzYicgUY6Fxmh1NbKzp5eS0l37/IGdmzwGwqXbD\ngnPubtnFy+Ovsqfl9VdEbVJk3E4LgVAcT4VjBitZgyxJRONJ5iK6GLjzxECRZZpq7XrX1yUw0j4N\nMQB9wNC4L0Iimc427buQmQ1drKLbZYhBJoBriILTbsaSOT6evEQxyFgGVotCLJ7KBo8hJwaLFcoJ\nBBcExUcAAB/NSURBVCthTYsB6G6jj+78ZQCuadzGeHiSaCrKeHgimw7a5mhmfSYN9fD4Ec77B3Bb\nXLQUCTxbFQufvO7XL+tnuJzUuawEQnFqnZV1E5WKJEnYMjfG/IBtPq31DsZmwtmYQjGmAlEkqTAO\nYmQUzc7FaKq1E44mGZsJs7WnrmjmlJHNY6yjQAzMudqDS8GwDHpa3Jy5OJt1a0GuPkOIgaASrGk3\n0XxkSeZD29/Hx6/5EHd33ZGtC2h1NrOhtpd1nm5enTyGPx5gc+2GNVnoU5uxCCqdTbQSrBaFaDxF\nMJxzy+RjzHsYWaL4bCYQpc5tLRgLarhgjIyigfHF4wUAZpOCxZybE50NINvMWDI9oy518pohBtdt\nakSSoLct566yCzeRoIIIMViEPS3XYlMyoyidLciSzAe3PqjPJaZ4vGAtsLmrFo/Tkp1OVg1sGTEw\nnsjdC8RAX9vIIg3rUuk0vmCswEUEOcvAEIOl4gUGrryWEHORBLIkYbcq2UB47FItg4ybaO/2Vr7w\nO2/Izr0AsGcK8IRlIKgEQgwWwWaysbd9DxIS3W69h16Ls5kHN7+TBls9Oxq2VnmF1eHNN/fw1T99\nc0FzucuNzaIQSyzhJsoI1WI9inzBGJrG8mIwmrEMWhdv++u0mbMxg7lIAqfdhCRJOTfRpcYMMmJi\nNSvZDrUGOTdRdec+C14frPmYwVK8a8P93NFxC82OXJbLLe17uKV9TxVXJbBZTCSSafxzcUyKnO1X\nZGBYBsOLuImMYrD6ZcRgfCaM1awsmRrqspu5ODFHMpUmFE1kC8GslXITxZNIgNm88LlNxAwElURY\nBkugyEqBEAiuDIyb/5Q/gtthXhC7qXVZsJqVRWMG00YmUc1iYqBv94fi1LiWbrthBJGD4QShSDIb\nv8hZBpcaQE5jMSvZOQ75mBQZi0kWMQNBRRBiILjqMJrVhaLJBcFj0DOOWurtizasMwrOGjyFGVEe\nhwVJ0kdLptMagXB82Upr4/rGtYzUTyNmUIkAslFoVwy71ZRt5y0QXArCTSS46rDluYWKiQHow3MG\nx+eYDcYWuIOMGoP578uyRI3TwmwwRjCSQNOWb7thFJ4ZmUeGtZGtM1hBADkWT/FPjx7DpMhsXVfH\n3dd36GJQxEVkYLeaCItGdYIKICwDwVWHzZJ7hnE7iouBkXXTn2n7nM/86uN8al1WZufi+DPTzGqW\nqacwYgQDmbYVjZlzZi2DFQSQzw7Pcrx/hiN9U3z9x2c5e9FPLJ5aEBPJx241ERYBZEEFEGIguOrI\nd5ssZhls6tTbeJ4d8i/YNu4L47Cais4AqHVZSabSjGQa3S1XT+HM9CfKWQZ6jUPOTVS6ZTA0oV9T\nzUyAm52LLesmclgVkqk0iUuMTQgEQgwEVx22EsSgt82DSZE4O1TYiXZoYo4JX6RoF1LIDfAZHNeD\nz8vGDDKWwYRP74LamHETWbNuotKf2o0JbTvW680UfXMxUmltWcsAREaR4NIRYiC46sh/UnYvMiPa\nYlbY2FnLwNgc0XjuRvniSb0l+d5FRooaFdZGwdnylkGhGBmuJ7NRdLaCJ/ahyTnMJjk79nRqVo9t\nCDEQXA6EGAiuOkoJIANsX99AWtM4P6Lf2NOaxsGTY9itCtdsaCh6jDHAZyBrGSwTM8i7vtthzgqV\nZYWWQSqdZmQqTHujMytAxsyF5bKJQLSkEFw6QgwEVx35AeT51cf5bOvVb/hnh/yEowleOD7GdCDG\n9ZubFp2bYFgGxpP2cpZBvhg15tUt5BrVpQhHE3z2u0fxDvpIptL806PH+MLjx0nkBZfHZyIkU2k6\nm5xZa2fSv7xlIDqXCiqFSC0VXHUUuImWsAy2rNN9708euMDj+/qz7y/mIoLC0Z4Si2crGTjz2nLk\nZycpsoxJkYgn05wd8vPq2SnODvm5fnMjh72TgD6g57ce2Ank4gWdTS4cNhOKLDHtz1gGwk0kuAwI\ny0Bw1VFKABn0YTzXb27CaTezvbeeN9/UzW89sJOtPXWLHpMvBm6npaCraTFMipxdT2NN4cwDi0nR\nLYNYbhLaz18bpbHGxvbeeo6em+Y7z+qzMYYyfZQ6m1zIkoTLYSaZ0gvmlhIDowBPuIkEl4qwDARX\nHaWKAZB98i4VV2YWcyqtlTzn2WkzE42nFrS3sJhl4om0PrAevWfS7FyMj719O53NLv7wiwf5yeEh\n3nnXpmwfpc5MfYTHYcE/p89jsC2ZWqr/CUdFrYHgEhFiILjqMGIGVrOy7MzklSJLEjUuCzOBWOli\nYDcxHSiMGYCe0RTLswweuncTmzprs0/6v3j3Jv7xkWP86RdfZGImQq3Lkr1mvntqqc8o3ESCSiHc\nRIKrDuNmupxVUC6Gq6hUMTDWscAyMCkkEmkiGcvAYTUXuHyu29TI1p46xqbD1HusfOzt27PbPHkp\ns0tZBv+/vTMPj6s+7/3nzKLRaF+szZJXyfp538AYg8EGG5xAb0jIAjcJSZqmJW246dP03pvnaeFJ\n0ycp3ZI8JE2apykpTUJSwm3MQyAEk4sBYzA2Nt7A/GTLluRFy2if0TLSLP3jnBmNRmMto2XG6vv5\na+acM0fv/M7ofM/7vr/f+8psImGmEM9AuOaI3BxnXQxyJtfas3phPq2dA5QWjM4ZuJw2hgJB+v1m\n7aD4HhCGYfDgh9Zwoa2PlVV5o4Qidv2EzCYS5gIRA+Gaw2YzuGf7MsoSNKmfCaKtPSfpGXzk1uV8\n5Naxne8ynHYCwXC0PWdWgvIXedkZ7L6hGI/HG7ddwkTC3CJiIFyT3LN92aydO9LXYLp9np3WwrOe\nPjMRPJXucLlTDBOJGAjTRcRAEOK4eV0FfQMBNtRMr7FR5Im+2+cnw2nDYZ98ii42gTxemMjpMM8r\nlUuF6SJiIAhxFOS4+MTtNdM+T6RYXY9vaMLFa/HEJpDHK0cBZuVS8QyE6SKziQRhloh4BsFQmKzM\nqYnBZD0DMENFIgbCdBExEIRZIiOmQ1mi5PF4jJ5NNP6/qYiBMBOIGAjCLJHhGHmin0ryGMykcSQB\nPdHCOrfLwVAgRCAoDW6myunzHTxz4DzhBL2y/7shYiAIs8R0PAPDMMjLcuKwGxMmniMhpcgUVmFy\nhEJhnvjt+zx7sIGGFu/EH5jniBgIwiwR+0TvnqJnALBsYT6LSnMnPC7PWg/Ra01hTYYDJ6/w5rst\nSX/+WqC3b4jmjr7o+xPn2um0+mEfq/Okyqy0QWYTCcIsEZv4napnAPDFe9ZgTOK4yOK4niTFIBQO\n8+S+OsLA+upisqeY7L5WeOKF93mvoZN//NLN5LidvPzOZQDsNoNjdR4+uqM6xRamFvEMBGGWiHQ7\ng6nnDMAsmmcYE8tBZBpqsp5BZ+8gQ4EQw4EQb56ev97BxTYfQ4EQx+o8tHb28+6FTlZU5bO+upjm\njv5RXsNkaO8e4KW3L86bfENSnoFSyg38DCgFvMBntdaeuGP+EHgQCADf0Fo/F7PvI8DHtdaftN7f\nCDxmHbtPa/31ZOwShHQiY5qewWSJhon6kxODlo7+6OtXT1xh13VVkxKha4lAMESn1+wc9/b7bdRf\n7gHg9s1VBIIh3jnbzrE6D3dvy570OV96+xIvvX2Rmsp8llXkzYrdc0mynsEfA6e01rcAPwEejt2p\nlCoHvgzcDOwBHlVKuax9jwGPxv3tHwKfBLYDW5VSm5K0SxDShtGeweyFXqabM2i2xCDL5eCyp496\nq2f0fKK9Z5DIA/x7DV0cPNVCRXEWW1aWsqFmATbD4Fhd+5TOGRHfbq9/ps1NCck+rmwH/t56/QLw\nSNz+G4CDWms/4FdKnQPWA0eAN4BnML0GlFJ5gEtrXW+9fxHYDbxztT9eWJiFwzG1OvYlJRMn4tIB\nsXNmSaWdpd6Rm3NFae64tkzLTof5b+wPhJM6T7c1C+kTu2t54vn3ON3YxbaNVTNv5xwSb2djuyl4\nBTkuun3mzfuBD66mrMx8ol9XU8yJs+3YMhzsP3qJ/Ucv8ncP3TJuZdyhgDmVN2SzJT0uJSW5hEJh\nHv33w3T1+lm6MI9PfWAlhbmZE394hplQDJRSfwD8WdzmVqDHeu0F8uP258XsH3WM1voppdTOuGN7\n444dWwIyhq6u/vF2j6GkJHdMVch0ROycWVJtZ3/fYPT1sH/4qrZM185h66bU1tmX1HkuXO4GYFN1\nET8xDN6r70h4nlSP52RJZOe5xk4Abt9cyd7XzrNwQTa1lSPHrV1axImz7Tz3Wj3Pv9nAgD/Is6+c\n5Y7rF13173T2mtf3cktvUuMSsbPL6+eQlavRTV00e3z86cfWz0qobjzRmlAMtNaPA4/HblNK/QqI\nnDUX6I77WG/M/qsdk8yxgnDNMGrR2SzmDJwOG1kux4Q5g4OnmnnjdAsP3buO4UCIn76oufumJTR3\n9lOcl0luVgaVJdk0tnoJBEMJ1zdEhMfpuLbmnrR1DQCwamkhyxdupKTAjS3mZru5toQnX6rjmQMX\noov39h+7zO5x8id9A6ZH1ZNkriaCzzrPzk2VeLr6OVnfwaF3W9m2tnxa550qyV7Rg8Bd1usPAgfi\n9h8GblFKZSql8oFVwOlEJ9Ja9wJDSqlqpZSBmWOIP58gXHPELjpLZp3BVMjLzpgwZ3DwVDNnGrt4\n43QLLx5u4midhyf31dHjG6K8OAuAZRV5DAdCXGkfPbOmraufv/33I3z5sQM88vhb+IeurSqpnm5T\nDEoL3KxeWkRJXCOiwlwXyyryLBE0WLu8iJbOfs40dl31nH2D5k281zc9MfBaYpKfncFnP7ASl9PO\nz39XN+djnKwY/DOwRin1OvBHwNcBlFJfUUp9SGvdAnwX86b+MvCXWuvBq54Nvgg8iSki72it30rS\nLkFIG+ZqNhGYYuDrHyYYSlySIhwOc8lj3uBfOnKRV45fAYgmiyuKImJgOukXmkcitwP+AN95+iQH\nT17BYTdo6xrguTcbZumbzA6e7gHcLvu4OYDNtWbJ8htWlXHPzWa/jFestQjxBIIhBqyy4TPlGeS4\nnSwocLP7+ir6BgOcqJ9aQnu6JPUL1Vr3Ax9PsP3bMa9/BPzoKp9/BXgl5v0h4MZkbBGEdMVlhYmm\n2ssgGfKynIQBX/9wwnad3b6h6E2nzXpKrl6YNyIGMZ4BwIVmLzs2mje9x58/Q2tnP/furOGOzZU8\n/K+H+O1bTdy0tpyK4slPxUwV4XAYT/cA5cVZ48bhd2yspNPr566tSyjKc1Fa4Obdhi5C4TC6sYtD\n77XywB6Fw26jb3CkMOD0PQPzukTKimxdXcbzbzZy+EwbN6wqm9a5p8K1FfgThGsIpxUmmm2vAEam\nl15tFfJljw+AjVbDHqfDxkP3rqMozxSOcuumXlmSTYbDxoXmXppavXzjJ29zrM7DysUFfOauVbgy\n7Ny/awXBUJgXDjXN9teaEbp9QwwFQmN6VMeT43bywJ2K4vxMDMNgxaJ8BvwBrnj6+PUbDRw42Rxd\nnxARVphZzwCgqiSHygXZnKzvoH9w7qrRihgIwixhMwwzuTsH5R0mWnh20RKDm9aWc8/2ZXxy9wry\nc1x8bEe1tWjKDA/ZbTYWl+dyqc3H1//tCE2tPravq+Che9djt7ybTbUlZGc6xo2npxORfEHJFHtm\n11YVAHDqfAdnL5ki0GgVtOuLEQP/UHBa8f1IziC2bPmWVaXWYri5q5kktYkEYRbZubGS4ryxYZuZ\nZqKFZ5faTDFYVJrD9StLo9tvXFPOjWtGz1pRiwo4d6mHqpJs7rt9BWuWFY3abzMM1OJCjtV5aO8e\nYMEET9ypJjKTaCLPIJ4Vi0wx+O3hJoIhc8VaQ+tYMQDTOyjNSG4c4j0DgK2rynjmwAWOag83r6tI\n6rxTRcRAEGaR/7l7xZz8nfxofaLEZawvefrIcNjGzKJJxO/dtJR1y4upqczHZkscY1eLCzhW5+H9\npm62F7gZGg7y7aeOs3VNObdtqkz+i8wCjdYNvKokZ0qfKyt0k5vlHFUaPOIZRG7geVlOevuH6e0b\nmrLYRIicP1YMyoqyKCnI5OylbsLh8JyUB5EwkSDMA8bzDAJBc6poZUn2VW/usbicdmoXFYx77MrF\nhYC5SApAX+ym7lIPb7/floz502KiQnHnr/TgsBssLpvaKmHDMFhhhYrcLgc1Vfm0dPQz4A/gs6aV\nLlxg5lp6ppFE9g0M43bZx6zdqK7Mp28wQEvnyCLbl96+OGvltkUMBGEeEBGDSDG2WFo7+wmGwlN+\nMh6PypJssjMdvN9krg9994K5wjcSn58rgqEQ3/nlCf7mZ0cTisJwIEhTq49FpblJLZRbUWUWV1iz\ntJDlFXmEMaufRjyDiBgkWyQQzJxBoimv1QvNv33OSlo3tPTyi9+d5dAs9Z0QMRCEeUBBTgY5bieH\nz7Tx2NMn2He4KTrz5WR9B8CUn4zHI5I36OgdxNM9wHsNphh09vrntP3m8282cvpCJ+cu9aCbxhYu\naGz1EQyFqV6YXFXRzbUllBW62bGxkqXl5vg1tHijOYMRzyC5YnXhcBjfwDA57owx+2oqTTGov2xO\n//2NNXtrx8bZCcOJGAjCPMDpsPO/799IbVU+J+o7+I+Xz/HNnx7lnToPLx5uwu2ys23NzM5ZjySW\n//PV+uiCtlA4TOccVfE8f6WXZ19vwO0y13O8euLK2GMsQVyepBiUFLh59MFtrFlWxBJLDBpbeukb\nMKd8VkY9g9G5mnA4TGgSfQ4Gh4IEguHoGoNYqkqzcTnt1F/poaWzn6Pvt7GkLJfVSwuT+i4TIWIg\nCPOExWW5fPVTm/na57bw+btWYbcZ/NPeU/T2D7PruqoZn+K6fV0FpQVuDp8x8wTZVsmN9hkKFfX2\nD0VLPiTixcNNhMJh/uTD66gozuKobotO04xw3lpJvbwyvpbm1CkryiIzw875Zm80TFRurdyOz9V8\nf+9p/vqJIxN6SZHz5CYIE9ltNpZV5HLF08cTvzlDGLh725JZSyaLGAjCPMIwDJaU57J9fQX33rqc\ncNhMCI9XfTNZnA4b98fMlopMgWzvGa/yzOQY8Af4qx8f5h9+kbiS/YA/wPFz7ZQVZbF6aSE7NlYS\nCIZ5/VTzqOPqL/eS43ZSkj/9ktA2w6CmMp/WTrMrWpbLQW52BjbDoKdvxBsKBEOcrG+nqdXHgZPN\n45wxZiZRAs8AzCRyGKi71MPGmgVsri2Z9ve4GiIGgjBP2bN1MXtuWMSn76wdtaBpJtlQXczW1WUs\nq8iNrm6eiSTyC2810e0boqnVx+X2se0oj59tZzgQ4sbVZRiGwU1ry8nMsPPCoabo0/bl9j46egep\nXpg3Y0/Tq5aYIZre/mFy3E5shkFetpPO3hExuNjmIxA0Q0TPHryAf/jqC9J8A6ZHcbWaSeurizGA\nXddV8aV7105qNliyiBgIwjzFZhjcd/uKWV20ZBgGD35oDY98dgul1grf6YpBl9fPvsNNRO7fiaar\nHnqvFTDr+IB5M7172xJ8A8M89ZIG4JnXzgNw64aF07InlpVLRuL12dYNfFlFHl1ef/R7N1ihqbKi\nLHp8Q+w/lrjYHcTWJUos1iuqCvjBn+/gU3fUYrfN7u1axEAQhBmhIMeF3Wbg6Z5emOg3hxoZCoS4\n77YaHHYbb+vRYtDj8/PuhU6WlOdGY/YAd25ZxIL8TJ57/TxP7z/H0ToP1ZV5bFyxYFr2xLK4LCea\nsI48za9eaibSI+U5LjSbC9MeuLMWgLqLV2/PMl7OIILLObWujskiYiAIwoxgsxkU52fS3pO8ZzAc\nCHLo3RbyszPYdX0V65YXcdnTR3PHSKho74HzhMJhdsQ98Tsddh7Yo7DZbLzwljkN82M7qmc04Wq3\n2aI1i7LdZsI8MrsnMr32QksvLqedlYsLyXE7R9kez0Q5g7lExEAQhBmjpMCNt3+YwaHkqm0eP9dB\n32CAbWvLsdtsXK/MOkpvWWGhxhYvB040U7kgm1s2jA1/rVtezI8fvoOP7ljOfbfXoBbP/DTMSN4g\nx5qdVV6URWGuizONXWaV0/Y+lpTlYLMZVBRn4ekejHaIi2einMFcImIgCMKMEZm10z7JUNGrxy/z\nD794h+GAmWR93Zp9E8lzbKpdgNvl4JXjVxgOBHnyd3WEMWs+XS2Gnp/j4u5tS9lzw+JpfpvEbKwt\nIcftpMZanWwYBquWFOLtH+aN0y2Ew7DU6gtRUZxFKByO9pCIZ6KcwVwiYiAIwowRqWAaW08nnsvt\nffT2DzHgD/D0/nrONHbR2OKjy+vn9IUOllXkRRdzZWY4uHVDBb19Q3zvV6c4d6mH62pLonH6VFBa\n4Oa7f3rLqMYzkVDRUy+fBUaaBJUXmd+jJUGoKBgM0dDixe2ykzXLbVEnQ+otEARh3hApYHfovdZo\nqexun59fv9HA2qVFtHUP8Mv95yjMdXG9KqXfb4aTGlu9tHT2Ew6PzBCKsGtzFfuOXOT0+U4yM+x8\n8o7auf1Sk2BDzQKWVeQyOBSkOD+TdctNsYp0kGvuGCuOR8600uX1c9vmSmxzUJV0IkQMBEGYMZZV\n5LK4LIfjZ9vp8vopzHXxs311HKvzRKdYujLsdPb62XfkInabQTAUprHVi92aQ1+7aPRq4QUFbjav\nKOFonYeP7qimMHf2+0NMlexMJ498dsuY7eOJwYuHGgHGJMJThYSJBEGYMQzDYOemSkLhMAdOXOH0\n+Q6O1XlYvjCPWzdUsL66mG9+YSu3rDdzAnduWYTTYaOpxcu5yz1kOG0Jq6t+6s5avvB7q7htc3r1\nSpiIBfluHHaDls7RYaL27gGOvt/K8oV5M1pAcDqIZyAIwoyydVUZv3z5HM8fasRuMzAM+MweNeqm\n95kPKG5cU07tonz0xW4aW7yEQmFqFxXgsI99Ri3IcXHT2rnp+DWT2GwGZUVZNHf0R5vUNLV6+cHe\n04TDpFUjIPEMBEGYUdwuBx++ZTkFORlkOO38j5uWjnn6tdtsrFpSiN1mY0lZLsFQmDBEZ+jMJyqK\nsxkcCtLtG6LH5+fRJ4/R1j3Ax3etYNva8olPMEeIZyAIwoxz55ZF3LllcsXxFpeNhIUiDV3mExXW\nKunzV3q40tGPfyjIJ26r4YG7VuPxeFNs3QjiGQiCkFIifQIAqiuT6zuQzmxZWYoB/PpgA68dv4LL\naWfHxvRIGsciYiAIQkqpXJCDw26jvCgrLRZfzTRVpTlsXVNGU5uPjt5Btq4uxe1Kv6BM+lkkCMJ/\nK5wOG1/+6LpoFdD5yD3bl3HkTBvBUHjW2lZOFxEDQRBSztrlxak2YVYpK8ziE7fV0NE7GF2dnG6I\nGAiCIMwBd0wyoZ4qJGcgCIIgiBgIgiAIIgaCIAgCIgaCIAgCIgaCIAgCIgaCIAgCIgaCIAgCIgaC\nIAgCYITD4VTbIAiCIKQY8QwEQRAEEQNBEARBxEAQBEFAxEAQBEFAxEAQBEFAxEAQBEFAxEAQBEFg\nnje3UUrZgB8AGwA/8AWt9bnUWmWilHICPwaWAi7gG8BF4DngrHXYP2utn0qJgTEopY4BvdbbC8A3\ngSeAMHAa+JLWOpQa60yUUp8DPme9zQQ2AttIo/FUSm0F/k5rvVMpVUOCMVRK/SHwIBAAvqG1fi7F\ndm4EvgcEMf+HPqO1blVKPQZsB7zWx+7RWvek0M5NJLjWaTie/wGUW7uWAoe01venw3jOazEAPgxk\naq23KaVuBL4F3JNimyJ8GujQWj+glCoCjgN/DXxba/2t1Jo2glIqEzC01jtjtj0LPKy1fkUp9UPM\nMd2bIhMB0Fo/gXlzRSn1fUyhvY40GU+l1P8FHgD6rE3fJm4MlVJvAl8GrscUtNeVUi9prf0ptPMx\n4H9prY8rpR4Evgp8BXNs92it2+fKtgnsHHOtlVLlpNl4aq3vt7YXAvuBP4uxP2XjCfM/TLQd+C2A\n1voQ5o8iXXgaeMR6bWA+uVwH3K2Uek0p9bhSKjdl1o2wAchSSu1TSr1siep1wKvW/heA3SmzLg6l\n1PXAGq31v5Be41kP3BvzPtEY3gAc1Fr7rafCc8D6ObVyrJ33a62PW68dwKDlca8A/kUpdVAp9fk5\nthESj2f8tU7H8YzwdeB7WuvmNBnPeS8GeUCsqxVUSqWFN6S19mmtvdaP9v8BDwOHgf+jtb4VOA98\nLZU2WvQD/wjsAb4IPInpKUTqmHiB/BTZloi/wPxHgzQaT631fwLDMZsSjWH873XOxzbeTq11M4BS\n6ibgIeA7QDZm6OjTwAeAP1FKzelNNsF4JrrWaTeeAEqpUmAXlidLGownzH8x6AVinwZtWutAqoyJ\nRym1CNNV/KnW+ufAXq31UWv3XmBTyowboQ74mdY6rLWuAzqAspj9uUB3SiyLQylVACit9X5rUzqO\nZ4TYHEtkDON/r2kxtkqp+4AfAndrrT2YDwiPaa37tdZe4GVMDzKVJLrWaTmewMeAn2utg9b7tBjP\n+S4GB4G7AKzwxqnUmjOCUqoM2Ad8VWv9Y2vzi0qpG6zXu4CjCT88t3weM9eCUmoh5tPWPqXUTmv/\nB4EDqTFtDLcC/z/mfTqOZ4R3EozhYeAWpVSmUiofWIWZXE4ZSqlPY3oEO7XW563NtcBBpZTdmgix\nHTiWKhstEl3rtBtPi92YocEIaTGeaREymUX2Ancopd7AjMv/fortieUvgELgEaVUJHfwFeA7Sqlh\noAX4o1QZF8PjwBNKqdcxZ758HmgHfqSUygDOYIa50gGFGSKI8MfA99JsPCP8OXFjqLUOKqW+iykM\nNuAvtdaDqTJQKWUHvgs0Ab9SSgG8qrX+mlLqp8AhzBDIT7TW76bKTosx11pr3ZtO4xnDqN+p1vpM\nOoynlLAWBEEQ5n2YSBAEQZgEIgaCIAiCiIEgCIIgYiAIgiAgYiAIgiAgYiAIgiAgYiAIgiAA/wXY\nNXZaexqKMQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77863278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.RotY[2:])\n",
"plt.plot(df_fsl.RotY[2:])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x25a7792be48>]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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QqpvoEeBuWZaPoAZ9f0eW5fsBj9/v/6osy58CnkIVm4f8fn//HOf6Y+BrmnCcB35Y4prW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\nMVAoFAoFSgwUCoVCAfx/eKEiw/jemk4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a778964e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df_nipy.RotZ[2:])\n",
"plt.plot(df_fsl.RotZ[2:])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_fsl = pd.read_csv(\"D:/scratch/ds005/fmriprep/out/fmriprep/sub-01/func/sub-01_task-mixedgamblestask_run-01_bold_confounds_fsl.tsv\", sep=\"\\t\")\n",
"df_nipy_nst = pd.read_csv(\"D:/scratch/ds005/fmriprep/out/fmriprep/sub-01/func/sub-01_task-mixedgamblestask_run-01_bold_confounds_nipy_noSTC.tsv\", sep=\"\\t\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x25a77ef23c8>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4jaZp9wAQAFynadpbAaTS6fQnNE37AoAfa5pmAHgcwK1wKqRVPac3h08QWx/TNiEJEkRB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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a77ee6940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(df_fsl.FramewiseDisplacement[:-2],label=\"FSL\")\n",
"plt.plot(df_nipy_nst.FramewiseDisplacement[:-2], label=\"nipy no STC\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x25a78f85748>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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99SJ++0MP4mNfODe29+hFpR7AmF5G2dv5OUE7m6mMTasUbSoTCxupRFQk1bHs\nOmZL2ATkikZMBgMJm1Kp9B2lUukzfe7LlUqlz5dKpdvjfxulUundpVLpi6VS6TOlUun0CLd3V5jN\nqdUen+wLDyy6NCJnZnEsfwRGto5vPLECLijjMCh6dU9yCwWpZkrQPJvx87sffgh/8JFv7up77mbG\nphb/Nms14Ffe+1WEAYvfa7isDRccF2uX8cTGZPTPCRYC3IJlqn2Y18JmiJXuQHqQkZ0Im0hOTsYm\nvdqvMzZ6ev2wRjxa2OTdblc0zcJsFixUAbfus2nEwzr1NVxjwQYzBLxgPPvriUtlfOAfHwcAlGu7\nWzZ5uXYNbumrWMvs/JyQ9Ht1ZWyykBIItbBBCCmUSM/ZSrw2qBSNmBC2FDalUumNAP4IQNfSSalU\nejaAzwJ4SurmewFkFhcXnwvgPwF422g2dfcoxD02vqBmuIOKrgfO2hkcyx8FDA4PFTS8yVkBnXR0\nHTyECSecBwCcI2e0sSKlxGrZU5PZd/N9Y/MAbdnrmErYhHz0v5e1hmoALzo5eAHHExdVsDpsOZrO\nIGwElYkoRxOIwKQFxpRQK7jDZ2wiKCveuYIK6CM5OeertN2z7rHJxsJm2H5VPxZJBae/sDEYw5Q9\nDQBYi0vRmkK9z6HCdNtjtT15Mxy96Kg1Q/ze3zyUOK7tdq/miqcqDXxW3fFraZOHzh6bjGMB3AKP\nh60KRIAwkXGs5DsaxgSDIMbJIBmbJwC8tM99LoAfAvBI6rbnA/g7AFhcXPxnAM/eyQbuBdoVLZAk\nbA4q+kKbt7M4XlAD31i2diBdc8ZFXQsbbkI0CrAMizI2Y6bpR+BC7noTtC5Fs2LzAFcLmzGUQm00\nVUnNLUcO4ed/5JnJZPNhhY2X9ANEqEd763Cp5mYpYaOZihuyB+3lFFJAsBAysnFoSmdsJkfYeCm7\n52xGfU5tEzyMeANai4rFTTI2ADCfnQEArNTX4uc1ISUwn28vRbOZOl4bwWiv6VJK/OFHv4W1io97\nn38zsq41kl6XYagEanYPN5s7FvDJd9hRisYYAxM2OFOijcfCxrXNRKCTKxoxKWw5oHNxcfFDpVLp\npj73fR4ASqVS+uYpAOXUv3mpVLIWFxc3/bXPzuZgWYMP8BonYVWdhCMEWFgobvFoYj8SxSfohZkZ\n3HF8Gn/zBGDkaihOZ7EwxkGdB+p4uqCCXSksBBHDDdPHcLF85WB9xgnj8rIK+sNItO3nse/zeObT\nkYVpZOzKUbTHAAAgAElEQVQMZqcLwBrATDny9w7iVeHDMzP4rmefwu992QEHkJ+ysDA7+Hs1NyrJ\n30YuwsLM3h2XAQ8BJmHCTvbX0UMzkFcYwgGvMzVflXOZ0sGJ49OQ3zQgDT7W736Y1zYuqmNEchM3\nnJiFaTAszMwAV4HIiIZ6Lc5UuHDq2KFNn3fjoaO4IIC1oIyFhSIieAC3ccupQ0nJHwBknSzgA1Zm\ntL+VKyt1PHhmFU+7ZR4//oNPxxe+eQ1eON7vpJOmjHtrLB+FqSxyGXvbr2XFFYOSWzh5YgZuapYN\nkzYEa2J2PgcwAclNnDw+jRNXZ4GKKk8b9HPTNYIYJ1sKm21QAZA+ao2tRA0ArK9PzsyYfFGtQHD4\nWF7eeXqXmDzKDXUxMCMDuUiVLbBsFdeuVWGPqWxlYaF4oI6nlXL8WbiJ5bUGpk5kEIoIV66tJ6Uf\nxPbRQylvn7s1ue3cRVVyw4XElatlWKaxK8eVkCpDtLbWhG2EiDwlahu+N/L3XqnGQxbhYHm5ChMW\nOICrKxvIRzMDv86Vcmuux9mrV5ALpzd59HipBvH5Rtqt/cUFwC3Ug+ZA+3C5sRq/hoNaxQOEiUiG\nY/vuhz2uNqrqsY7hYm1VfV4rUueBcqM61Gv5kQc4AG/KTZ83nXEhyw6WaqtYXq4iZB4QOlhfa+/p\nYUKJnGtr5ZHur8vX1Gsdm81idbWGjGPi6mpjV8/zDa7ei9k+zp5fw+HZ3BbP6M/yujq/MGGjvF5P\nyiYBwJA2uFHBpaur8b8trK3VIUJASoZGMNi54KBdB4m9YTNxPA5XtM8DeDEAlEqluwE8OIb3GCva\nrUaaIcLo4PneE62UezGTx1xmBiZsGNkaQk6laIOip1BLYaFcD+CaysZ22CZvojfvf+Svuhy9qo1W\n/f6ulk2ydvMAx1IBazSGUjRdmqUbwG22vcnm6aGQG155k0duzf3LD+1oAG0zLtMxWWs1PZ+xILmN\nYMBeTm2DbbMMbMsAhKFKglIsNVZQD/dmkVCfU9OzZ7SbljfkdxfFWbus1d8VDQAOTWcggwxqUQVC\nCkgjgCm7Z9848blJDxUeFfo3aNuxIUTGgh/u7iDQ0FAijpkCa/WdOaPpPhmbOW2iBgAs6QCsJdKN\neF08n7EBbiEQdN4nJoOhhU2pVPrRUqn02k0ech8Ar1QqfQHAbwH499vduL3CNm0waYKZIRo+CZuD\niHa8m87mwRhDHnNgmTq8cHJchiadlguSiUojaAUPJGxGQj1souxXwEXrHFRptPbtOK1rO5GQgGQw\nYmHjWuq7HkePh55uPl9QK3K2oafXDylsUsH0hr99YRPwAH/80Pvwocc+tu3XqMfOZ1qkAUAuoxqy\nwwF7ObWTo2u4cCwDUpgQaB0boYjw1i+/Ex949MPb3s6dkAiblEWzngk3rMMohzoP6+GP/ViYyUL6\nWQhwLDdWACZhyW4xpBddmiPuA0mEjXa6i8vAGrtkIBBGHMJq7dvl2saOXk9/h06P/W7Fx+5aU72H\nCfVZs64FyU1Eks77xGQwUL3I4uLiOQB3x3+/v8f9L0z9LQD829Fs3t5hwQG3IjT9CNN5Z+snEPsK\nbVs5Ew8eyxoFVHBtaPee65kk0BQmglAkFzoSNsPxuUv/DEDiBSeem9wmpYTPfUhIbPgVzGdnAbRn\nbHbTQEAyASZb62AZS33XkRj9Nvjch5QmZvIqc64Fc33IORlpIbThVzZ5ZIuPP/xFLORncNepO5Lb\nlpurEFKgMuBr9KLqxyvhRutaks/YkNwCRwQueOI414+NeE5J1swmGRvJWr+1RtiAxz1cayxvezt3\ngh8FkBLIOq3PWMg4kNxEaAwnKDhTAyC32ic6YwMAZ8sXAQAO6xY2+hjyRpyx0YsLthULm6z6XdS8\nCNOFzUXZKNio+WBO63ex2tyhsIkzNi7rkfViDuoAVhpqkcBiWtiYALeSLBtB7DVUCN8HCy4Cs46m\nPzmuM8ToCKUPKRimsuoiaBsWIFoTr4mt8VMuSAAAabbfTgzEx8/8PRhjbcImFKHKkkBlGxJhU9+b\njA2YAEsl+DO2ChT5GDI2YTyrpZhTgZN2YBtW2KSPw41g64wNFxwfv/RhOHy6TdhooVALh5vFkkbP\n5nGMjoxN3IPS5B4KRn7T1yg31fvn7KxyqZKmst2N0UFpxd+b/gUvUn0/ObdVbpeJg96QDRf0ShbB\nlFuHJ4WsDYOrxamzG8qRMWN0O6llLF2KNp6MjRMbH+VjN7j6LtmxL1UrYEbrPLDmbV98A61StEyP\nEkCdxVlrxsImnmWVcy1AmOAIIaXsKmEjiN1mHD02BwLXcAEz2rWUMrG7RAgAbieWlkm5yxjmHBxU\ndE21HhYoo+3Z8l7PCClQC+tdZVbpMqrVZqsJPj2/ZrcyNmo+hwRDK2Bx44zNOIRNxNRvU69+Z+Ke\njUa4/R6b8gDZlprvgxkSodle/rcUCxuP+9u2t67HNsO6JApQq/uSW13b2g895DJvq0CeSRMwRGLx\n24zLvaphDULufq9gM1IzdvQMGyAuU4psNX9nQLgQgBHBkFtXSjDGMGUpU4gL1UsAgJzVLRD1MRSI\n0V7PQ66OkyRjE5ei7dYsm6vV2FAiFnfVHYpaLWzSfVIa11C3rcYZGz2kN+NY6jhmciw9dwQxLCRs\n+uAaGTBDoupRadJBRCAEhAXDUMGaE7t4jbq59CATiABSMByeUYEEj9TphMwDBqceNiAhEYigLRj1\nUpnDK5XV5O9KKmOzWw3KnEvAECqQjtHlRhyjFVeqATyEIR0Y8cqv7rNoDluKNmSPTcWLm+4NgXNr\n15Lblxoryd+1YHvN2Xoqe7pnxLEMMKGCw0GGG1YDJWwK8fwbBvV9aLGlX0NIsScGAj73ITuFTRz0\nChYOPGPFCzhgRklp61bMZZRT3pXGFQBAwe52BdMZm1Gfm8KwsxRNZ2x2J8BfrqtFjxljAQBQjXZm\nHlBPDa7uRBs5bMRZIScWNobBYEj197AmEQQxDkjY9MGNf8Rlb3JsqInRIYwQhmhdOO0x1WAfZCKh\nxOHhWVX6EYXqdEKlaINTTQXK6f1W9VsLKkv1VMYm3WOzS46NQsi4FK2VsdGB4qgzNokrE1oCIGvH\nwmZY84D4taadKdTDBkK++Sp6NXWuX1xqDZpN96xstxytkZT4tD4XYww2059ta2FTj93ipjPKLc6M\nK8nDOAuR7g+sBLtfjuZzH+AmsilhYxhMnWeZHDiT2/BCMJO3GS1sxpHCHIDWQO2i0z2HLMnYbHEM\nDIt20dTCprDL5gG6kf947gQAoMl37oomuYms0y0qtbApxwNB3VRZZau/ks79xN5DwqYPufhHrGuj\niYMDFxwwOEy0Tsy6jn/UF76DTIgAkps4PKOETRhoYUPicFBWGq1m32YqS5MWNmte6zHVtCtauEsZ\nGyHAmGzrsXFsE1IYba5co0BnJZxU83I+Xj3eriua8FRGUQdkfd87tc+fLF8GoEwc0sKmus2MjbZG\n77QvdozBhU0jzsLMxE5jRoew0T04wO732QgpEMkIUlhtwgZAcp71BnRG05mzQYXNsek5SNE6NrXw\nS5Nz1H4OR+zcFW5iHrAb6GP61rkbAQCe3Fm84kU+ZGSr3qgOco46dhuxeHKs1vejv6thf6MEMQ5I\n2PRB1zHXAhI2B41GpAIYKyVsyKp4eLiMAN7K2MTGT7QPh2C52iqRqvcRNpU4eBFSotbc/YwNFxJg\nMil9AmJ7W2FAjljYrFbVZ82YLQGQjYPSYctEdZBVX1fP38oZrZba59caS+q5YQPNqHX7djM2elt0\n9kmjS9P07J5NXyMWBjPxfB8j/j70Ykz7MbO7wiZZqe/I2ACt8+wgnxFAUv6ddpDbjMMz2cQZDQBm\ns92D+3KxOI5G3GMTdJgH5LR5wC5lbGrxcM4b545CRjZC7Kx03uMewC1knG5hU3BUTOTH4slNC5vE\nkp3Md4i9h4RNH/Lxj7g+4MmY2D8kF87UiqA7phrsgwyHsmRdmOkUNrRqNyi6ERcAys3WIko9FaTq\nyeINL1Iiw/YA29vFjI0qRTNSlwvDYIAcfcZmNR4wmLVazlb5eKV4WMGsHQ69mnqtrfps0q5rZb4G\noFWGJjy90LW9jI1249KfRaM/Z3WAygBfqDIh7eRoMRVE63NWehFuUHvrUaGFW2ePDYChyu0AoJLM\n6xlM2ByayUL6rf06l+shbJKMzYhL0TozNto8YJdc0TyhjscTM3MweAbc3H68IqVEIFSflDbVSVOI\nj13O9PDUlkjXxgJpcU0QewUJmz4U4wbNQVeZiP2DLtlIl7totyJ/xCt6B4WAh20r11xwSMYhhYm5\nqQxMg6ER300Zm8FZb7ZW1mupHg/togUAARrggidlaNk7vgL31q/trnlARykaAECaEGy0wmajqQK1\ndAN43lHB/7CTzXW/gA56txI2aav3wChDSJE4oomqalCvbjNj44tY2HQ0ZeuS54q/9euGUpUJ6QZ1\nM54jop0c0z02K/XtDyTdDmnr986MjS63G7T6QWfOelkO90LNslHHiBQMs7nuUjQtKKORC5tOVzSd\nsdmdUrSA1YHIQdZ2YYksYIZb9pL1IxQRBET/jI3b7jbXJmzivw+a2ZKUEg+vPbrtfUrsDSRs+jAV\n/4ibQ05MJiafcmyb6qbKXXQzdEhBeU/e9/AH8Kv/6x2Js1ESZHITGcfEVN5Bo6HuI2EzOOmSIT3E\nEWgF2ZKbAFMr8NVGCJghkKmBZZq7ZvfMZXfGBgCYNCAxWnGlf5vFVBCVdx1IwRAOKWz82H5YhnHT\n8xZZjNY+NwBD4GptpZWxqcVzhLabsYl/E1qkafS/awOsdEdQn0dnBXTGphELm3RGRM8a2S3055Pc\nVAMbU2SMWLx5g4lCnTnLmIMNuMy6FiwRC+HIQTHXnenJu+q1OEYrODozNo5twrGMkWZszlcv9izx\nklJCmE2YPB5kC7UPVrf53etSR9lH2Exn293mdIko0PquDlrG5onyObzr/j/CP13+0l5vCjEEJGz6\noCfS+4KEzX7nm6uL+PDjf5sE5RVPrwimTsyxsCEf/t5crF3GqreWrMzqQIZJC5ZpYCrnoFbTwoZK\n0QYl3bNRT61oayMBGTe+b/hlVBsBjFwshMwI/i4JmyjiYIaEwdqDHSYNyBFnbKpx5mIq0xI2GccE\nhDV0GZHHfZWxCXSPzeYBn7bYZk2VnVlcuoClprJ6FlUlbMre9npXtCgrZNqFja4MSGdbeiGkgDBC\nILKToNOKLeqbPYRNeZfNA5Kmcd6dsckkWanBMja6SiJrdw/a7EcxnmUjIzvpc2nbhjjw5mMuRQOU\ngcCoemxWmmv49S//Nj755Ke77qsFdcDkcKT6rWRN9f9r1fWuxw5CIp64hWyPUrTpTLuwyTndzoVb\nHcf7jY3YuGW1ubbHW0IMAwmbPugVw4CEzb7nsxc/j384/xmseuqEr0si0qUOOXs8NdgHBb1SrQNx\n3TOg5xdMFxwEgbIDpozN4DR5StikBlDqQFE0VVnNmreBaiMEy6qAlTE5tP3xdoniYZWdpWhMmgAb\nbcamFjt/pcuJXMeE5ObQZUSBUBkOhC4g2ZZ9J9pFbZodBgCcXb+MpfoyJLcgvTykZKj428vYhDKA\nlEDBbc9CJCXP0eYBoXaLM2UmmexuJ6VoerFB97mYqIW7LGySUjSzq8cmO6TDqHaQy9mDZWwAYC6j\nhA3jLiyzO6yxDAuQgGBjytik3jOfsUY2x2aluQoJiav1pa77LpXVfKusoX4reVP9f7tliDqj2S9j\nU8hkIEXL8r2Q6hfTJZZpA5SDgK7Y2Qv7dGL7kLDpgz4Zh5JWn/c7OmjQqy5a2ORTK4JZW2dsSNh0\nwgVP9qEOsLR40XX+UzkHENqliYTNoPgyZRKQ6ufTgSLzVbByrbaGSjpjg8GbsXdKwFWQZrIOYQMT\nYHzgwYuDoPu45vKtBnCVsTGVWcWAcMET+2GAAZGL8lYZm3if31C4AQBwuX4FS80VyGZevUZob7vH\nJpJh3LvQHvTPZOOS5y2+y3IQT3uXrVVzO7ao17O3fOFDCgPSz6IpdtfNsyWqLGQ7Mia5+Dw76Gq+\nLonqLNvbjMP5eQCAJXv35TDGAGFCjKkUzbFbQiCfsdHwIzX/aYfogHo9ZfmuuVJR17OCNQUAKNrq\nXLHa6H7sIDy0+ggAQFTn4PYQNlnXUgsFMWkjDP1dNQ+asIl/l9stQSX2BhI2fdBuNREoSNvvaCGz\n6qkLQSOu4W4XNmp1MBrxwMGDQLpcqhaqE7wOZKx4MNtUviVsqBRtMKSUiJgHrQvSMyACnT2w1PDB\npdoaqo2wTdj4fHfKPkKuMzbtwY4B1f/D5ejK0fQK6aHCVHJbxrGGFjYt+2EViAnfxYZf2VSE6b6x\n2xZugOQGlqIL4JJDeDkcm89BRg6a0fYEg3YQ7AwYi1m1Cr7Vb2bDU8LGRatEzzHVZ9M22KHQPUUu\nIvgId7GstlWKZnaVMRWGdBjVr1UYQticmj6C8HwJU/U7+j6GSQty1Bkb3iNjE8+yafg7f68r5did\nr9ZdXrZcV/dNO+q3Mu2q/294wzviSSlx//JDMKQNUZ7v6YpmmQaQGmqdLqssuDsTNo+tn5nIGTh6\nm6ohCZv9BAmbPuRiYaOtDYn9y3pDnZSu1FS9vA6eCm5r9VM3QkYjXtE7CLQJm46MjW3EpWh5BwCD\nxWwqRRsQnweAwZMZHG3CJg6yj+WPAABWm+uoNHywbOsCu1uBQBhnbIyOjE1rQOTofjO69HehkCpF\ns1UpmmQcQg5W+tZM2Q8XsjZkkAGXfNM5NLoP5qbDc5BeAZzFr+Hl8YzThyBDB4HcnmDgLITkFly7\nXdjkMzbAbVU2twnLdbUKr8uNgNTskLjHRg3MVcIGAKq7WD6TLHQYjrICT1HUQe+AGUbtINfZj7QZ\nh2ZyiK7ejBlzoe9jlLAZbU+YNvBI99iMcpbNck0J2kAqZ8Q0a011TMxlZ+L/q3K8yjbKEC/Xr2Kl\nuYopfgKQZs9SNABgQn02KRjybsukQV9LvW0saj22/gTe/vV343OXvjj0c8cNZWz2JyRs+mAaJpiw\nII0QXOyOrSoxHnTW7XJFORzpJskpt3Xh1PXcnDI2XaRP6jow1IGjE88Cmsqr/5uwKWMzILrMRPrd\nQUEQT0g/NXMYUjCUgwrW/XUwsxXceLvU/xcmpWg9MjbASK1QlfOXCcdqrQzblpEEVMGA75XO2Nxy\nfCplINB/NVtPpZ/N5eHy6eR2IyzgqTfNQkbqGK9voxxNIAKE1dX/kctYkNzasuRZN4TP5lrb5cSl\naH68TzgCILIgQ7Wdu9kXoPd3LyczbQThDegwqkX9lJvb4pEtFmbU4kAha/d9jCEtSGO0wibkAqbB\n2sRcIZlls/NrSTkezguW+jtmI/734bwytjiUVwKnto3swv3LDwEAcv5JAOgrbMy4p7Iz+zgdi9Dt\nnPsfWXsMQPfnmwR0aWw97BaWxORCwmYTTDiAGaHp0wG9Xwl5mKzS6R4bffKdStlXOrErmhii3OV6\nIT2UUKfktSWrY7QLG0NaAwef1zu6ydfhqp8kvWofyRBSGDhxaAoyyKDOqyhzlXGcz8x1PX6c9MvY\naKHjhaP7vjkLwES3Xa/ODg2aDWxZ15q4+dhUyvK5f59NFDf4FzMZTJvzye1H84cxW3CBWNjoPrNB\n4YIDBochu8t7VMbG2rLkeaWhhI0OYgHAjYVNwENEIlJzpbiNXOyOVdlFZzQtyt0ewibv6HK7wYSN\nFnlTmcGFzdG5HF7+wqfg+77jVN/HGDABI9p2T9gXLn8ZS42V9m0NRVu2BkAyZ2gUGZu0SOkU5bVI\nfb9Hp9T5YDaXh+RGmyHJoDyw/BAsZsJuHAWAnqVoQBwTAUrYpLKPxVjY6MWBfmzU/K7eo8c2zgCY\nzN7MpUq8+AS5abaXmCxI2GyCBQfMCuGNoFaW2BvSbkPlUAU12sJ7JmUp68QlVaNuLj0IVHuUouk+\nJS0Ip/P6gmdRxmZAlqqqlKRoqZXW9JwWLgOAm6q3I8ggkA00DOWCdHrmZgBAsEvGJtoVrTNjY8Zi\nQzev7xQhJKQRwkK3sDGhg/gBhU3KfvjmY8Wk3G99E2HDoRr8bcvEkfzh5PZbF46jmHeSTMiwK+I6\nA5GsdqfIZyzISJVIbbYirIPaY3EQCwBubHji8yD5vExYmHKUUN5Or8V20e+f6zFUU4u3QY9X7X5X\nHKIUjTGG77/7Rtx0dKrvY0zYYIbclhBfaqzgzx/5ID51/jNtt4e8JWx8HuBPv/l+VMxLADCSWTaN\nlEjRpWeapqhBRjYOxWWb6hh14cvhAvCV5iou1a6gNHcrAt+AabAusaax4wy97MjY5Fx7S+fCpfUG\nfuHPPoK//uxiclvAQzxZuQBgMt0004YuFSpH2zeQsNkEm7mAGY7Mk57YfdLCJkADAQ9j61XWlrEx\nDROQDAKUneuk1qMUrdExRE9nbMBN+DwYqVPWQWU1ztjMZachhdG2as9ZCCksHJlTwgYMiHLK8lUL\nm2iXhE3A+wibJGMzmoCk0vTBrAg26w6OLabLrgb7zDqDIIWFmYKLQuwYtVnGRrAwKXm7cfq4en7g\n4tbj86rEKcnYDBfg6KBfZ53SOLYJFjdkb9aDUotqkNzEsZlWKVomztiEPEyea0onaSJfqm3PHWs7\naIvmrN393WVcE5LbXav5XAg8camMv/vSeVxeaQXj2iSiV/ZnJ2ghXveH/91oMdvo+I7CSMCJRcDn\nL38JX7l2Px72/1m9j7fzRTIv5W53pbLadl+AOmTgohifewsZGzJ0ETIPQgqUaz7e+HtfwOcfvLLp\ne+gytGcufBu8gPctQwPimAhKQBusVX6XcSyAm4g2ydg8fO1JOLd/GZ8893fJbecqTyKKzUcmUdik\n5xjWSNjsG0jYbIJjuGDs4E3TvZ5ohO0uRmvemgoguYVcpmMFVZgjn3NwEOiVsdGBjJ4FlM9YMA0G\nHhkQUtCg0wFYa6oyh4X8jCpHSq12ChaBCdVsri1+jXwZpnBxNM4m7JZjIxe97Z5NI3bBi0az8LNc\nVfvDNboDWi1sAjF8xsZ1TBwpqEzHyiZWuIJFYHFW5SmHjkL4WfDqLG45NgWDMWQM9T0MW5KiAzaL\ndWeiACQZqs1m2XiiBhlkMDfV2jdunC0NRIRm7JBnMQdzWSVsVhvbm2eyHRqxG1Z6aKMm6yibYB4f\nr0JKvOcTD+P17/gn/PJ7v4oPfPpx3PfZM8njOQJAmF2ljztFW9PX/eF70+rxdaQzYxhEApZlgguO\nfzz/OQDAangNLFPfccaGC44IHiRX+0EbSABKBAsjBAuzSUlY1jXBwgzAJKpBHf/86HlUFr6Az599\ncNP3eWD5ITAwPP3QU+EFUd8yNKBVemx0OCS6jgkpLHDW/zPrrOOGfQbNQO3Hx9Zb3/sklqKlzzc0\ny2b/QMJmEzJGXJfdpNrK/cpG/N3JSJ2sV5prqZKT7oGDo3bNOQjolSrHsJOVS20ekIlNFxhjmMo7\n4FFcljFgAHo9o6fDH5lSwkYHBVJKSBYmPRlZ1prpksNc4ti4W8KmVYrWHvBY8b9HlbFZranAJ2N2\nlyDpEhidKdyKdI9NxjZxw+whAMBSD9vcBCNKBs4eO1SA/+DzkLn6LMxPx+LdVqWrtSF7bLQFrhZn\nnehVcK9PxiYUEbjhA2EGM4WWcMikZm9pIWczFwt5ldXZaiDpKGlGXjyAtDtjk3VNyMiGYBG44Li6\n2sBnH7gCy2T4l888DscysLzREnXSiJIs1ijR+7+xDUvifsJGZ2y+cu1+rPsbWMiq3ixz7gpqO6z0\nqIV1gAGioYTqWmqWjZ5r48hWOTVjDJZUv51KUMGnl/8O5twSrmAR/agEVZwtn8fpmZtRdArwfI6M\n2z9j45rq+zU6yiodywC4tWkpd1IuaYX47Jn7Aaj+Ghb/N4kZm7SpB1k+7x9I2GyCXo2uDjgxmZg8\ntCjVF4ertRUIFvS8cI7DDvQgUA3rYGBYyB1KsjetmvrWKvRU3kEYxMJmRH0XB5l6pC6UhwszYNKC\niIVNKCKAtYIHPacCAKbN+eS8JHbJij4xDzA6zQNiYTMiswhty56zu4WNY8b9LQMKG78jY3PDoRlI\nbqLi9w5OIhEBhkh6eaZyNp55y1G88Bmn1HBHAFOOKmcbtim/Fmf89Wp3J06coeqXsdHvZ8tsm/uW\nnr0VijAJvF3DwUJxGlKwbbljbRcv8gFhIud2n1czTmuwYzPycGG5Auf013DHs6p45ffdjoWZLFbK\nsRCVqs+qVz/STtHW9PWgfymakAL3Pf5xnCmfa7tdZ/47LdbDSMCyGP7h/GdgMAM/eeePw2Y2zPnL\nOy5h1z0dslGElEqsaK7UrwEAsmy67TkO1G/n75/8NKp23LvCyhB9SoOv1K5BQuL0zM2QUm5ZiqYH\nl5sdZZWMsdh1LupryZ4utfzS1a8hFBHOVc7jeOEoslZm4jI2UkpwhJBC/ebKHmVs9gskbDZB/4j1\ngEdi/1H2Y2FTV8HhhfISYERJAJPGgAWM2A70IFALaijYeUw5RQQ8QMDDpNchlxqiV8zZEDpjQwYC\nW9Lg6rxydGpaiRimgoJkJki8wjybmUmec8g9nGRsxCZlH6NEZ2ysjh4bHSgGIypF22iqQK7o5Lvu\nc2NhM2gZUTPJ2FhwbBPHD+UBbvad/aPFhx44yxjDz73sTvzQd92SPGY6o4TNhjecYKhuIWx0L0nF\n632d0U3judQMGwDIWDpjE6HiNZPXmi1mIEO3rfF81Agp8IcPvhefufB5AHG5HbfUdPoODIMlIr0R\nNfHg8iLMuSU8FHwWF6uXMT+dQcOP0PBCBJEADN7z/LxT9Nyf5ibzny7WLuNT5/8n/ufFL7TdvhYf\nm6u11j4VUiLiAlHuKq7Ur+HZR56JY/kjeNr8HTCyDawF13a0vYkdfJABQhd13gqsz5dV30zavQ8A\nsnVcRRwAACAASURBVIb67Xxt6RuQkQXhZ4BMHSsbvY+tjbjnbMadRsQFhJSblqJlLXWsdmZvgdZC\nTL9zf9pk5Bo/h2+tLiIUEU7P3ALXdCcuYxOIEGAyseNfbe5eaSexM0jYbEI2DiDqA64SEpNHNRY2\npq+Cw8vVqwBTTbadaGFDc4vaqYZ1FJ0CCroUJ6wlF6G80yo9KWYdSDGcLe/1TCAakKGNmUJWBXJM\nlbroUhnde5G2+D2eP6YEhTQgjN0VNp3mAZYRf9cjEjY6sJ9yNxE2A5YR+ak5SwZjOD6fgxRW3x4d\nLQzsPuIDAGZzRUjJkhLCQdHb3E/Y6AW0fiXPl8uqaXzKbnf8ysUDEiMZoeqp52asLGYKDhA68GVj\nbCYelaCK+5cfxAcf+xs8tPIwAuFDcrOnsAFax7IXeTjbUKVRAgJ/9vBfYm5aBcQrZQ91PwAzed+y\nvZ2ghXhzk4yNtnPuLDdcq6vvPBStYz2K1HWiVnwEAPC9p14IALjr2L9QzzHPYCdU4lLCnJWHDDLw\nZT35Pi9WrwIA5p1Dbc/JW62y1fD8HXCDeTCT48zyUs/30LNjpt0pNAP1O980YxNnUy2j+/vRYrTf\n4oEWPLw8DzCBv37sYwCA22ZugWM6E7cYpmfYSE8Jmw3K2OwbSNhsQiEO2rZTk0tMBvU423ascBiS\nm1iOV9HsHo28JkwwQ8APqfFdE4kIzagJEdpYWY0v5EEdgVAzP/KpZuFizga4uihOWlnBJBIyD4hc\nZBwzCfyakZ8E+DrIPlycgRQMUgIni0fjsg8bMMOumRDjgMeuRZbRmbGJh2aOSNjo+TAz2ULXfZl4\npXizoDSNdkVz4mxILmODCatvlquq93mfBn8AmM67QGQPPaBT9wXp/oROdAauX8bmalXN35rNtpcd\nZWwHUjJwGaEWNOPXymC64EKGLiTjAw/FHJZ0WdH/962/UO5RwkKuj7DRfUTVsI6yeR4IMnjusefg\nUu0K1rLKlWul7KHaVPugn9HCTtCW/pvZky811BDnToMIXbXBU3POQi7AnAY8exlPnSvheEHNgHna\nfEkdJ9nzfcuyBmGtoUTHodxM/H2KpOTwav0aZGTh5MxC23NmnTlICZjVY+Arx3HLvHL3e2Ltcs/3\nKMfiacadhqeFjd1f2BTiDL3dQ3jqc1g/gZLMj/NOQ0pgxdP29bfANZ2Ju2bonjcZupDcHNoNkdg7\nSNhsQj7+Efdr6iQmH+1Df8P8LKSfRQj1XeoLbRpdN6wdW4jWBX5tTeLRs+qiWg3rauaKMOGmyhaK\nORsQsVPWhK2+TRpccEgzgCkzYIwlAXXdb6LmtZcuzU9lIOrTELUZzBdUNsOUDpgZIYjGXzqZZGw6\nhU1qQOQo0L/V2Vy3sNElMM0BF5n0qnEmZRlsSAuS9R7QmJSLmf0D6qmcmmWjSwgHJbFGt3rbF+vr\nTL+SZ+3ktpCfabvdsQxAGOCIUNfCxsnAtU2YQomocQ3p1KvZs84cGlETEgKyTyka0Oojun/pQUgz\nRN6/AT986z2YdWfwePhVsHwZK2UvyZw5Pc7PO0WX/PXLKACpjE2HsGlE6rtJu2YGoQAsdewfTc09\nsgwLdv0EpOXh8Y3tZ2106dN0pgg7NglY98uIRIRytA7p5XHycPtvZT4zB//B56P2yNNxcqGIWxdO\nAgAuVXuXxWmDiWl3CldX46zfJqVoR3NHIOpTmMXJrvt0RqwR9t6/Olv6tBM3QlRUCd2x/BEUnLwS\nNiLckRAcNXqxQHJb/e4jMpHaL5Cw2YSCqy44zTGtehHjpxHboN68MAcZtPpBes1I0HagjQFXha8H\ndElG6FmQkW7griGUylkuXbZQyKohbQCVom2FbgzWzb46O1P2Gl09GTNFF8HisxEsPluJR8TDHs1Q\nBVdjJuLa7rl3xsYfkbDRwfJcvkfGxt46KE2jMxVuSkwk5X6ie3t1ELPZ7JSpvA0ZOQilP5Sdue7p\n0M3+nRRdVeqixUknetDm8en2fgolbExwGSVVBQVHvZbL1P/HZVG7qkuzlk7guceeo27kJrJ9HLW0\nhfdXrik3rBvc08haGbzijpdDQsI+dgYr5WaSOdtMYG4XXc64WcbmWpyxqfq1NgGsj00wkQxSDbkA\nM6P4tdu/26ngRgDAN5a/te3t1aVPM5kicobu79rAUmMFEgKiUcSJQ+1lm4WsDekVAGngqTfN4taF\nEwCANX+l53uU/QoMZuDRM0387n0PgTHgztPzPR8LADPZIvxvfieOWDd13Zdk5fpkHnUZ3zOfchR8\nRW3XrTNPAdD6vke1SDIKtKOqa7jx4NPGRAkvoj8kbDZhKr7gBLT6vG/x4wBnoViEI1oBU6+yEG1f\n2+yz4nQ9oi0uA89KTV6vg8tQTZ9OlS0Ucw6Q9NjQPtyMpapahc/Gs1G0iKn6jaSnTwflc0VX7Vdh\noRALG4u5YKbYFREexUNrLbM9aHXijM2oZhbpYXjFHj02upfLG1Awe5Hq+UivPuvypl7iSIuKzKbC\nxmn7DQyKfj/dS9OJFjadwx811UgFuCdm2gNO2zIhhQEBnpSG6cW4vKXOdWvN8Vg+636gtXWO//3E\n9+OwuA3R8sm+GRtt4R2IADJwcducMmUozZ5G1syCZatYLXuJwMz0KdvbCdoeu1/Jk5QS1+pK2HDw\ntnNYelCjXrQJQw6Y6rfhdgixoqXmJu2kL0OL0vnsdNJfda22jit11V9jhUXMFtuP13y2VSL21Jvm\ncGpalcfVZe/5TRt+GS5y+L0PP6QMM374Tjz9lv7C5shsFo5l4IbD3YsPbuJc2Fug6wGttxw7hIJ/\nCsaVb8OLbvzf2p476Jyq3WCjoY7x2VweCB1IyCSrnMbnAf5i8T6sNtd2exOJPpCw2QQ9md4XFKTt\nVwLhQ0YWClkXRatVo94ryNANq80RzeU4COiMjQydZPJ6LawjQnfGpphrZWwmrV560tDCRs9G0YFc\nzWt2BdlZ14JjG/EQVHXKTlZHd2F4MOcifs/OUjQVxGo76J0SSG0h3m33rAc/DpoJ9CJPHZ8p4a1/\n370yI/WkXKx/QD2VS/0Ghphlo7NHuT4Zm5msOgaafYSNJ+qQoY0jM+2Cz7GNZKiwfg/tKDflqCby\nTef27IBkBAK38c0zZRxvfifExpG+PTZZu7Vf+foRnFxQ28cYw/HCUbBMA8uVeup7GH0pmv499Vt0\nqYX1tmt9LTXcOZCt70YH3yEXYEbUc3uLcXlhvUcgPCj1qAYZ2ZjOZzCbUdeuq9U1XIqNA+bchcSK\nXFOIhY1pMJRumIFjOjB5Htyuwg/ay1aFFCgHFdSrJqYLDv7Tjz0LzzjdbkbQydxUBu/699+F73rG\n8a77dD9brc85SQ8gns5lUbphDvULJ+E37Pi5cX/OBI0JqMSGHIeKRchI94h199k8vLqIz136Iv7H\nhc/u6vYR/SFhswm6UU6vNBD7j0D6qvY7Y2EuM5fcnrN7CBuDMjad6BO5jJykFK0a1CAQQnITbkcp\nGsgVbSBW6qp+XgegOjCqBc2kRl0Hg4wxPOu2hbagw4mzD7VdmLGlzQNMoz1odXWPTY/SrmERUoLH\nc3l6CRvdhzKoYPa4+t2nj0+9z3qJQd27k9tE2BRz28vY6GBNZ1M6mY6Fjcf7rHQbDbAo29X7YBoM\nEAYkOHzhQUqGYkZt/2xWrfCv1seTsdH9QDKycf9jK2j6KsDPZnoLm5yVS/7ma0eU/XbMscIRMAas\n+iuJEMiOQ9hYurm99/Gqy9A0eg4QFzw5NtXzY2ETiVTGpkPYZNV3vRPjoSavQ4YOijkbh2JnxNXm\nBs5tKCOAG4rHup6jhc3pE9PJsV9gs2COjydX2jMK9VCVVskgg++/+0bceLTY9Xq9sMzeYaM+h/Vz\nkY0QQkqgmMngthtUv9gjTyrhPYkZG93vNZ3Jw44Hn1Z7lHbW4/6rR9Ye372NIzaFhM0mZHd5wvde\ns1Hz8Y0netfi7lc484HIRs61cLzYCgx7CRvt9LJZDfb1RrIyHTqQodo/694GwKDMAzpK0ajHZjDW\n4xKhmYwKJrSIaYR+snKfXuF/7T1Pw//9kqcm/3YMPWOrFQzXvXDHQwF7EfVxRXMtdTyEIyhFa3gR\nYIYwpNVlUgAARbdVyjQIXuQD3GzL2OhV4UqzWwzqcrG0fXkntmXAht7vgzsk6W3u99rTuQxk4KIp\nu0VIM/QAI4Ijc133McbApAnJuDLz4BbyGfWdHIqNBta98czeqCeN1Ra+dW4dG7VYjPdpPNcOozJ0\n4AYLypI65nhelUsFZhnlhvpueg1p3SnZuBQt7HMMaeMAEdv76nNfZyZNZ3yCqH+PTSGjzoXbNR6K\nRIQQPmToophzcKz4/7P35kGyZfdd5+fc/eZae7169fatuvv1ola31IsWS1i25UU2IIRi5CBgrDAz\nMMDMQAARBAMTTMTERGAYCCBgWMwAHoxtZBvLxkI2QpK1y91St3qr16/fvtVeWZX7Xc78ce7JzKrK\nrMysynqv6nV9Izq6XlZu99a955zv+X1/36/alCvUCtxNHNFOjY5ved2x8QzHxtN85OnpxmNjrpr3\n3l64veG52jhABi4TQ7s/37oi1onMxUmV37ZMHj8zimkIPv+Na5SrQeP87ScJs3ZUzXkpUqbuWdt6\n38+vqfM4V55Xc2OCehTwhWtfOnRTewA4JDbbQGvcWy0eH2Z87ivv8A9+7VWWCg+HWUIUR8QiREY2\nvmtyfKjpXKN17a3QLk/bBbi926AHZRk6ENkgBUvVZOdvE7FJeRaGPOyx6QWriVvVaEpJTFINYlNp\nLrK3WdzpZuxWqcvf+w/f5x/+x1cH/l11xUZLzzQG2WOzXq6DVcei/U59ynWQsei4KG1FFEeEMtxS\nsdHnrJ1URttDb0dsAHxTVRrW+6jY6Ip/p4pN2reJaylqlLacS231rIMXN0NggZDUZRUZWo3m/YmM\nIjZ7ZR5QTprps26KMIq5dm8d1zExDNH2+Xk3T1zOEM6dYHo8u0FCdTQ9qY7FX2exqMabbn+HncBP\n3jPoUGHUVs/xujp32n5c78hraMvxIAkTha29WWnPgsja8TjYGHcDl6xvM57LIEOLtXCVtWiVuJJh\nuk2fS8qz+DuffY7nHptsPDadUz/fWL274bmFJJxT1j0mhndPbDQZ7eRcGBFAbCGEYGLI5xMvnmJl\nvcYv/9e3Gz2G+2lDTPfT5P00GSfpWStv3Si4V2g+9tby242fv3b7m3z+yhf46u1v7vE3PcRmHBKb\nbWAbFsSG2ml4F+DGnBpMC6X9M7jsBnryNWIH0zCU5XOoFmNtiY2x/3S+DxpacqMkOAIjdllOdqWE\ntDYsZAwhGlWG/TRB7Ufo8zqeUcQmnRCbSljraZGtzS/KLX0Ad5fK3F0cvCVp3KViMxhiEyDMsKPN\nr+eYEJsNnf520OePeBOx2UYqU2uc8+0XeBlbjRvrtd53YYO4jowNfKd96GTas5BVH4RkqbqxJ+bm\nisr6yDq5di/FkOr4AlRPkW7eH8umkbHYM0dPXYl49lyzMtCpvwYg47nUXvsg4Z1zW5y8ppKKjZEq\nNhq2O5HA3UD3H9Vke8nffCWp2BSV7EvnyOh7TJuk6esnDGMw2/fYpH0bGVnUdiitahDSwCGTshnO\nusi6R4U1QCIrmS3nsRPOjKh+mLnKRqmdzrCRdZex/O7Pd3MMa3/NSREiZPMa+YkXTnJyMsvXf3CP\nxRV1X++n3kxt5jGcSjPkqsr6QmkrsWkdg99aaRKbb917CYC7xXt7+TUP0QaHxKYLDGkTG8GeJTjv\nF0RxzN3Ex768B3KWBwFt0amDw8aHfGRNDeA5r126+aEUbTPW60WQAiJbafpDp9lzwdaFWjpZkBwS\nm+1RidS9NplTu8P6vFXDasOFcbvFne4F0bKPIIypBRHlajjw0E5tb2ubm4mNuq9CuXtis1oqI6yw\nURHZDM+xlLVxD5tMuuIlN5kHaLlfO/MAvaDKdllQ55IFzkq1996VsI01eitsy8QXirgslDdKge+t\nKWKjm8c3wyB5TyE35MgMZz2IbOrxHhGb5H0vnpggn8jKtiM2rce+xaLYSeMbKYRfpNSwrR48scm5\naWRktpX8QVKxiSxkRe3Or1QUudChmAS64qe+Yz2MEB1c0dKeDZFFKHdXsRGRyiUaSoiNhh3kyad7\ns8S+kGTZFMKNPTardXUeMnYW29r9UlBvxHSqUkkjbFT0QfXqfPanHsUyBd99Yyl57f6ZN/RxjKQz\njCSV9dU2LoN6A1VGJm8tv00sY26t3+F2UVXI7pbaZwgdYu9wSGy6wCQJwrsPeREPEvMrFcJILYhK\n1cG4HD1o6AFHO0ilPAuzOowMLUb8rY2SWlozqCT1hwHFoIgRu5iGwfRYmqjeJDNWG2KTdRNb3kM5\n37aoxmVkZDKeU9dhtkEIa42ejKy3taqooe1zNXnXmxESKNcGe/9GSXaDtck8wLPt5Pe7/7yFpMld\nu8RthueYyMgiovtnaYcwImtDgGzK0j0AW69N7ciW9Tufc1A5HgCr1e0rNm/OX+faquppCNsYbWzG\nuK/6IG6uzm94vFM4p4ZBy9+kRXqXTzvI0CZgb+7DWlxFRgZZ3+PpxNSik9UzbCQ97SoN4/4EhltB\n2Im72zbX/k7huzay5lMTxS0blbGMWSgvEVdSDZOUQlKV0w5wmli0biZgtO+xSfsWMrKIiXfUg6Yr\nNp6RQgiRhK42yd5YG0e0Tsi5GURkUzMKG457uaKurTG/PWnuF9ttasVSyfYMuXHOODae4ac/cJpK\nRXZ87YOCHhNG0xkms+r+K7Sp1Gor8Gh1nGJQ4k7xHt9OqjWWYTFfWRxIH+IheschsekCExvMkEr9\n4b4wby+UwIgQXvGhqdjo5j9XNHe6JqvPUH31Q+T8rTuC7j4MCXvQWK8rZ558xmEk520kNmLrjmE2\n5SFl7wnx71aE1BCR3ehR0tLIelxv9JHkvM5SNN2To2VXrZsRxcpgr99Ytq/YaJepQUjRVhLZT87Z\n2jcAqPMUm8Q9EBu906pybFp6wBxNBrdem6HU53z7SsGIn0XGgoVKZ5OVcr3GP371n/F3X/6H/MvX\nfkkZmMTWhn60zTieV/1/11Y2ylZWkj6IqdzIltdAM3sLwJQORrLYtS0DIptY1PdEbRDIGkQ2vmvx\nnvPdiY3X8ruj41v/xtrhy8gkboF7QGyyKRtZSxGLoFmFSbBSXSWUIXE13XC+0z02y2VFMuKa7iHZ\nah6wRYqWVGyAHRkIaGKTaumt8kXzvB3Pb7Vb7gQhBJ4cArfM4lrzuBdLitgc6XBt9YvmGLaVTGvC\nYrL1GnnizCgy2n+9mYGsIyOTtOcoy+dYUAzbExsZGcSryszhjaVZvnvve6TtFM9OvIdYxo3+rUPc\nH/REbGZmZp6bmZn5cpvHPzEzM/PdmZmZb87MzPx8y+Mvz8zMfDn5718P8Pved9jCQZgRper+2UnY\nC9xeLGEffwv38a+ztEehbvcbhcSHvjWM85nzU5wcGyPXpoyvNfj7Sef7IBHEKh8jqtsMZ1zlZBQ2\nz5ttbK3Y5FIuRNahnK8L4k16c02063Fd7fDHgvQ2xCad9HroANpWN7RBE5tO5gGNig3Rltf0i9aU\n9XYwDIGILaQRdk3/bph/RBvJRDrJwmlXTQxlgIwN0u728p58xiVeHWclWGxITTbjzbnrYETIyOB7\n868iRaQqNtsQmwsTqldlrrSRMGnL4ePD7fNFzFZi07LRIITAkA4IuSe74CF1JX1zTB49OcyjJ4d5\nzzaJ9b62HvZtcqmt48aJfEJsvMSJqkvlbCewTAMrUkShYYCSQDuiyWqaiVwWKQXlpA+ukFTndMVG\nE5uwxe5ZN79rpFyrsVjfSfV6NZE6ZlqIfsZS94YMbE6Odj7X7TBkjyCE5NL8ncZjK9UCMjKZzLfv\n3+oX6cTgo94mHqOanLN28mXfVZsWsL/m3og6IjE7GMl6yMClEm11VNQkP1pTf5Pfu/Fl1oMiz04+\nzbGsIqB73WcTxCH/9cZXO/Y3vdvQeYslwczMzF8D/hRQ2vS4DfzfwPuS3319Zmbmt4ACIGZnZz8y\n8G/7AOAkTjpr1QrT9ObzfhBxa2Edc2QOYUhWa+1Tig8aVitqQvJbcjF+4vmT/MTzJ9s+X+9ADyKX\n42GAtrSNA9W8OpR1kfPNCXzzZA5JjkLZbDZwH6I9RLRBRpT1PGQsCKUiNsSdezIAUlrPnsggSpVm\nJaM06IoNSUDn5hwba3BStPV6EXwaWvZ2MLCQqEl8c09DK5oVm43mAXpHud2ucNSwot1+ry+XsgmX\njmKOzPPde99j+tzWLJHZhRsABNcf48zEGPPWG1RXxzo6hgGcnxpD3rAoiI1jbyUuIqVgami47eta\niY29qYJqSYcQJVccZOCllJKIOjL08V1l3/tX/7unt32NruYcHUu3lVAdzWw8j3uRYwPgixxlYLGy\nzMnc8cbjurFeVlOcnsrzSmBTEWoRu15TSx8jVNePJs5BqAI6LbHVotx3rWbFZgcGDsvJ5mLeba45\nhrwcC0BcyXCsTdVrOxxJTXC3NMvV5Tt8gPMAFMN1ZOAyOdKbCUE3+K4FsdU2HmOtqs7l5msUVP9c\nM9h5/8y9UgQYUl2HQ1kXAofAUTLG1ms4EnUlXww8nDBPGVV1fP7IMw05/F732bw89wq/fvm3qYRV\nfurMj+7pZx0EdCU2wDvAHwf+3abHHwUuz87OrgDMzMx8DfgwcANIzczMfDF5/78xOzv7rW4fMjyc\nwrI6T+T3G+NJMnLK9lkKACduPPYw4nb5DiKvBqQ6tYfiWMN31IJrOJ3t6XjGhrMwB5h797c+SOe1\nuJIssgKXo0eznJjKIWebE1PK9bccz9REBnnFJIiDA3Ws9xNSSqQRY2I1zlFuKILIIjKCRt7D9FS+\no47+2OoY3IRIqIWA0VINMGxzoOdeGErKND668T6yPBsZGyB2f79UE6eqs1OTHd/LEjYBkBmyO1Z2\nAGztcBxbHBlvfufpwog6Z4RbPiMWISKymJjYfvf6RLFOvDqOhcPLC6/w2ec/hSE2kqG7FbU7awVD\nXH7TI+U9h2eKbc/R2FgG8bU0dXed0bF04z0DUcaIPKYm2/fYeC1ZR7618X50TI8QcLOC8aGd/X3a\nfedqUAUhIbI5dnRoW8KmMTqa4ceeP8kzj0y0fc90/iy8lPwjMpmcGEzfx2aMuCOUgSLrG77H+k21\nGI2raS6eHeP7Vx3qTpXx8Sy1pE8p7+QoAtJQ17vlWGBGuKbb9ph0P4mXMfq+P0pRGSlhami08dqT\nI9NcWoO4lOfJRybJZ3onfxePn+Z7b/0Bc5UFxsezhHFETVaQ9REunB4dyHghbEVQInPr/XW7qu4J\nrYpo/X1+KGpUbMQ+WWcFYYw0A+xYjR+joxJCFynWyAzbDWvrWMbEoo6IM4zlPaprYzBS4Hhuivee\neYRCbR2+D4vh0p4e19pdNVfPFi7x349/cs8+56CgK7GZnZ393MzMzKk2v8oBrd5360AeKAO/APxL\n4DzwuzMzMzOzs7PbbuutrOx9gnavGB/PsrCgZkddOr29sNx47GFDEMYsRTcbF8Nyce2hONaFgrrZ\nben0dDxhNTFPqFX25Phbr6uDgJtLqpFZhg6uJbCQDf05gCmtLccj4hgii3q0N+fwYUAQBQghEZiN\ncySlVLudoq5sUWOPxcXODeph0myrzQPuLTSfe3dufaDnPghDMKG4Xt/wvuVqALFBSLjrzyvWi5AC\nUbc7vpdeKN6dXybwOy+mF1aTfI7IolKuNc9xUqipBNUtnxGLACHTXY8jrocgTfLhSZYqb/PNt1/l\nwvDZDc+5V76HNAQ/+Z6L/PpXrlOqBIzlva7vnRZ5SkaBH7xznaP5MYqVGtKq4oTDHV8rZJNUWWw8\nd7ZU9+qNewukgv6JQqfxSocQmtJmaal32+tPf0Sdp07H4sg0dVFCyM7XwG6RMRVxvTx3m4XJ5mdc\nX1ISLVlNM5ZRxgshRe7NrVJI3NFydp4isFYusbCwTmGtijBDbJFq+30tHGLg3tIK46K/41kpFyB0\nsH2j8d6jzjC1N54nLYapV+osVHqXbZ3LK6njzeINFhbWWU5sxWXdxZZyIOe7XA0TJ7j6lve7vaA+\nz0zu4dbfSykbbmmFYmlfzBsLa0WEIbHi5trBxicCrt65y0RK9dOUgzII1d82PZbmB3OjuCPv8MKR\n51hcLCKlkg1fX761p8d1deEWAFdWbnD51m3y7mDkhfsZ2xHF3ZgHrMEGbVYWWAUuAb80OzsrZ2dn\nLwFLwNZ6/QGBb3YOdXtYcG+5jMg3m9uq0cNxrMWgGSLXC3Qy9SDsax8GrAc6JM5RUrSMC2FTI+21\nkQNlfZW4HfLwW6TvFJVAVVlaG2mFSHpIRIg0NvbftIPnWMjQaoQ/tsrPigM2/9BSNHdTj41lGknO\n1+57bOok92oH8wBoNsp361loNGtvMg/IpdQ4EGzqAZBSwiYr2k7QvXle6QQA3733vQ2/j2VMRSxD\nNc3H33+asbySDG4nK9QY9VQT91v3lJval958C2FIxr2tCfMadosUzTM39mS5hvq37jUcFLSO35S9\n2Q33iiFL9RFtds4aJMZ9dY4Xy1t7bMzIg9ji5JFso5ewFJaphBVkbDCaUotFnU0TRMrpy+kgi3SS\ntcNO+h7KUREZOGRb+pGGMi6yNMSxkR2Q1PQwdpij7i6wXCw3MmxsmSLl9SLc6Q7tXBiLrWN/KVk/\ntZMvCyEa0tL94oq2nATF6lBfAN9Q40eh1rK5o51XcTk+mSFeH+FPHf9zfHj6Be4slvhbv/gdhswx\nFivLe9o/dK/FnOD1pdk9+5yDgt0QmzeB8zMzMyMzMzMOSob2TeDngL8HMDMzcxRV2WnfZXkA4Ccl\nx3bZBw8LrswvYGRWG5kI1T3KPrjfqCTON+0ya9rBT2Qd0WGPDdDssZGho8wDsm7DChU2ymA027pI\nHAAAIABJREFUsim7ISvolPD9boceS1r7IwAM6SDNAIRs22TbCsdSi4gQ7YrWah4wWGIedzAPsCwD\nKXdPbKSUhCKx+d2G2OgA3XYBm62otvbYtJoHuA4yNhoOaBq1qA6ivX35ZniOST7tcOe6R97J8b2F\nVwla+gIWSktII8SLRrBMgx97vyJA21k9a0znlDPaO0tquvzDW28A8L7jj3V8jd2yqPatjcRGW4Kv\nDpjYbLbRHxQmEgJn7iGxGcko17PVWjMINYhDVcGoZ8j4yunNlOpcFuslarIKoc1YTl2bQbJArQch\nmCGe2f48uMn12q95QD0KlCNX4JL1m+diajSFIQRnp3cm0zvqnkKYEV9/541GDpM2JBgEDEOozQEh\ntzgl6rDLTiRQz737xTxgqaTmvtbNgrSt/v7zxaZQqVjTvUMeJyYSK/hlEyEEv/HVK9xeKFFZ85FI\n7pU3Wrn3g2pY7bhRGMURC5VFco76/NeX3trx5zws6JvYzMzMfGZmZubPzs7OBsBfBv4LitD84uzs\n7G3gXwFDSc/NrwA/102Gtp+hbVUfZvva1xYuIQScSaumwrp8OI5Vp27nvd4aLVPJ4HpYsVFYT1yB\nSCo2ac/Cks2BfvNCChLzgITY7Jfdt/2Gck2dF2sTsWmt4Jhsvxvu2IbqyRFJxaZ6H8wDNhEbQwiE\nNJFid8SmXAvBqiGkua0pgN7t1QGJnVBtcUVrrZQ4lgGRuSULpxxootm9AiGE4IWLRyhXI47bM1TC\n6oaFxJuJccCIrRbpH3xiiolhn5OT3ReQ58YSB6X1BdbLdRbCmwC8/9jFjq9xWpwJte6/8e/ENGV9\n0MQm2TByjMESmxOJhbEp9o7Y5DIOsuazHq013PXuleaQSIKiz2hOjWmOUOeuGJQIZA0Z2kwkxEab\ny9SjACGafSOb4SXjYynob1N0PbF6loFLNtW8JseHfP7OZ9/PJ1481df7aTw9+SgAP1iY5U5BucB1\nCn7dKXS1bbN5TKWu/t2JBHq2C3L/zBmFirpn9PoPmuG8C+tNg4/liiZALscn1PVxc36dG3PrvHRJ\nVVGW5hIJbXFnBgLfu3WZv/LVv8V/eesP2/5+sbpMLGMeHbnAmD/KW8uXBmLBf5DRUw1ydnb2GvB8\n8vO/b3n888DnNz23DnxmcF/xwSKdZB+UH2IbvVvVK+DCC9PPcPnSW4Q8HMdai6rIyCTr9zYBN4hN\nD1kZ7wZsqNhkXYQQ5L0MRQlCNHfZWpFN2RsyCbL0597zboDeJLE2LeAsHDQlsbss7hzLRIY2MUVi\nGW+Uog2Y2MiE2DhWm+lCGsg2Lkj9YL0cgFXHlttnyOhFfLFLxabVFc1pqdgouZ9NbG48Pw3Hpi5k\nUuMDT07xhe/cYPXWGAzDd+a+x3smngDg8pIiNtMZtUh3HZP/8+ef76nB/sLkUbgCq/UVvvPWXUR2\nhawY2VYv75g2umCm5yqNlO1DrKoOg4QOrNRSt0HhwsRx/vOdrccxSOTTLnEthZEpsForMOIN807h\nGgDh+hAjw2pM802fOkp2FFFDhinGc2nkgmi4fmkC3cnBTW/89Ctjv1XU/T6pDVI0UK5yO8WLZy7y\nG7cE94LrTBbVOR7PtDel2ClMbELUuWmtvmo5XicSmHItlmJz3+TYaGLTei2O+DmoNUNz1fMUCfVN\nn/FhH9c2uTFf5PNfvwbAickMt4opXHbujPbqnSsAvDF/hY8/+r4tv58rqUrQkfQEnuXxlVtf553V\na8yMnNvR5z0MOAzo7AKdCL6TkK2DgFjGrJu3IXB5z5FH1GNGnTDaPiviIKAuaxBZG1Kvt4PnKB/+\nQdjXPgzQPTYpM42dOBaOZLxGn03G2bqwsS2zUXnYL7tv+w3lelKx2WSf3Bp42i78tBV2UrFBqIyI\nUjXEMg1cx7xvFRsgqdg0x4q3rq9w9W5/OVhrpRrCruMa2/fC6UVRuZsULRmrLWzVB7Th+6oegFas\nVxNp1TbVolZMj6U5ezTH5bdjJv1JfrD4hrKrBm6XlIzs/OiJxvN7ITWg7HyRJhXW+OrlNxBmxMXx\nC9u+xjGbC9/NvYQZRy2C+60YdIMmgpt7enaL00PTPDYyw8cfef9A37cVQ0nFBmCpovpsrqxeAyBe\nH2Y06YlKW+rc3VmfBwFENiM5DyKzUdGvJ7027SrX0Nzt71fGPrvyjvo+ayOqAj4gpB0PPxwndFa5\nsabI09Fcf3k43aDHrc0VmyYJbH+PeY4Fkblv5oy1hLxnnOY9NZFWlus6Y0j9rCs7SiZ4bCLNncUS\nL11a4PRUjk//kfPEFUXw7pSaWTZBHxUVPbYUw/YbFHNJf81kaoLHR9Ua7t0uRzskNl2Q0cRmn+wk\nDBrvLN9AWnXSwVFc00FIA2EFyuHkgCNESQh6bY60LQOk0VO6+bsBxXoZKQVDqeYuYWufTaoNsYGm\nZGi/TFL7DTq81N7USNvaWNuuybYVRlJ9ACWlKlUD0r5FxrMHbh6gKzam2DpdCEwQUUP//U9+4wf8\n4u+82df7L5dKCCMmZXYhNmaPxCYZq9vtDpvYKjyzRa++luyou13OeSs++OQUEsFIcJ5Yxnz7nvIq\nXgkWkHWXs5PtAzW3gyEMfLIIt8zd+nWAxmZTJ7RK9/Qm3OZ/lwdMbNbratHXmg82CFiGxf/0ns/y\nwtSzA33fVuTTTWKzWFlGSsnl1av4RhpZa0rRsgkpvFtUi0ZLukrWGJsq84gWYtOmcg3N3f5+ieWl\nlcuI2ESWh0gPkNgAnEidRghYjJTM8cRI/9fpdtBV6M0bwfqe9O32c4bvmsjY2lGY6V5A9/HlvOaY\nNJVTxGYtaBIbXb1MJzLQExNZ9NDyMx88xYXjedJWCkK3UbH5xp3v8le+8r/x8vyrPX2XYiIJr0Tt\niY3u3TmSGuf80Bkcw+a1Q2JziO2gL+x6vD9uuEHjO7dfA2DaPY0QAgsXrGBDM/JBRCxjFSIX9U5s\nLFNAZB4SmwTlsAKR1ZjsQTnzxKU8cTmD77RfCLqWbpp9OKucu4VOLnc2VWycFv2520GL3gojcaUq\nBWVKlYC0Z5Px7Q1hnYOATLROptjaAG9IEwREMqIWRJSqIfOrlb4c8RZLqhk3Y28vW9QLyG79jtWw\nphzR7K33vYkNQm4IAiwlPTu9nHON9z86iWMZ3Hwrj2VYfOPOd1U/hlFClnNMDO9s0T/sjCCsEHPk\nHgKD80Nntn2+a7dWbDZ+pu4trAzY5bKYEJvNPT0HAb5rYQSKtCxVl1murlCorzFsHAFEY6zLJzlJ\n88luuGN4uI6JbCE2Qbx930gmITb99OcWauvcLc1hVkfJeC5GhxyrneJ900m/lpDIwGZqZLDZKk7D\n4GPjNac3uVIdiI3nWBCb+8Y8QG8G5P3mpt5YLoeMzA0EQ8s8NRHWfTanp7I8cWYU0zB48uwoUSnD\ncnWFr93+Fv/+rf9IJCNemvt+b98lUvdbTbaPRJkrLWAIgzF/FNu0mRk5x1x5nsXKUp9H/fDgkNh0\nQf4hJzavr7yOjAWPjirJgyM8hFXf0Ix8EFENa0pCEFqN1OtuEEKANInFwT72QaES1JCRpWyeEwxn\nXYIrT1B77cWOFrZeQ1t+SGzaoRqqhZFtbtyNbbUWdTtINlqh3aOKtTLlakjas8j4FrUgIggHJyWV\nxCBF27BQ7aQYxCHrpcQGN4xZK/W+QFlJUtZzbhdiY2n73O3fuxrVILbaXp96R7m170EvwjotUNt+\nF9fi2UcmWFiOOJM6z1x5nq/e+gYAKTmCaexsap3KKNMBwytzInO8cS91gr5OZGSS9jZeMznPR0rB\nTpLvt4Ne9LXKdA4KhBBkTNUwv1hZafTXeIE67yMJsRn21YJ/pa4Wh67hqX6tyGpsfGnb8E59I1lP\ny9h7Xzu8vXIZgKgwWBmaxrMnzyG1ZX/gMZQZrGW3HsM2j/2asKScDuYBjomMVLDzfogJ0D1BQy3E\nZijjIOseNZrEpkGAkk2E95wf45ETQ3zmYxca4+XT58eRiRztl2d/Hc9yydoZZlcuE8XdjVeqsSI0\nQZveZyklc+V5xv1RTEONd4+PKpOIL938g/4O+iHCIbHpgnQyeIcc7ApGO9wu3qUQLRGvTnBqXPn7\nu4aPsEKKlYNN5LQlqSn72/US0tq1y9PDglpUhchkOLuR2CjGaGyw0m2FXoAWKg+vRfpuUEsWOpul\nT17LAqmX/gUL9fyVchEJpD27IV0ZpIGAIjbtpwpNbMI4pFBuEo7FQu+L6dWqasAd8rbfPdYVm15y\nbDYbB2jYSQ/AWrV5beod9W4kYjM++ISKZwsXjgPwxetfBmDMnejrfVpxamSy8XO3/hoATxOb0N6y\ngZPybAgtAjnYsfwgExuAITePlIKl6jLvrF5VD5bU/DeaU9fYaFpdi/Xk3Pmm3+ICGCqLcqnusU6V\nvoznIiOjr4Z43V9TWR7e4Ig2KDiWRTZSxhYOqbabFbuBPhfFTRWbIJHtZToYQ/iuqtjExITywc+/\nejOgVYqWci0IPCKj1nAd09VQXdkZyrj8tc+8d4Ml98XTI1BV15NjOvz5p36OpyYepxJWubZ2s+t3\nCaT6jNjcOqYWgxLlsELWGOZ/+IUv88rlRd535L0cSU/ylVvf4PsLr+3k8A88DolNF+hdvHCXzj/7\nEd+68zIA5toxTkyqHQU/yT5YqfTnpLNUWeb78z8Y7BfcBcqh2uWwenQ60hiEfe3DACkl9biOjKwN\nxKa1etMpmyPtJpNb9ZDYtIOu2GyuyrTKNDrp9luhr+3lJHMh7VsNYjNIAwEpVMWmHQzRJDatVZp+\niI123xtNbW89q80qtuvdiuKISlhFhu0rNloqoxvgAcoJsUn1cM5bceHEENPjad74gSBvDzVym07k\npvt6n1YcyTTDOB8ZPt/1+ZrYEFn47sbj9V0LGdkDJzbaRj/nHjwpGsBQ2kPWPBbKS7xTuIZjOpRW\nUlimIJsEsA6nU8ioJQPJUgtcldOiKpRBQmw6Vfp814LIotaH2uPSymU800OWclsc0QaFM9mzAKTM\nwTtWamJT2uQEV0+qW+kO14zvmJCc7/0gR9MKnVZjCCEENur7ryWW3JoADac6n0vftTiXvUC0Ms7P\nnvlZzuRP8diI2rR4c7l7mGYokuvHiKhukjXeSxzRakWfIIz5ry/dwjUdPnvxZ7ENm19681dZrCxv\nfsuHHofEpgsswwIpiB+yik0sY755+2VkaPFHzj2tNK4odw+A1fL6di/fgs9f+SL/4rV/x53ive5P\nvg/Qu4p2n1kLQppbmosfNO4U7/HaYn8N2btFPQ6QSNhMbLLdiY3elVvv0+b03QK9MHc3SdFaiU0n\nLXordEDiajkhNp5NxtuLio3sWLEx0ZlFwSZi0/vfvpS4/Yyltyc2KVedk/o2O+C3S3eJZERczrat\nKOo+plYpmpadpPq0GTaE4DM/fB6JIF48BihJ2Nmxqb7epxXjvmrm9kyXU7njXZ/v21qKtlVy67sW\nhLYyURngeKZt9NPeYHNs7he0gcB6oPpZTudOsLJWZyTrNar72ZSDDJobDxlX7cgbSYhrPao3em22\nszCWsdWQrHXDUmWZxeoyx1MnAbEnFRuAj5x+mnh9iNOp7sS5X+gNmdKmBXgY15Gx6NiX6SXnCtgX\nls86xHezQYYn1HWwUlV9gfW4t0iJZ88dp/72M7zxukBKyYXhcxjC4I3lS9u+TkpJbDTPx2K5sOH3\nc4lxwMqiui5fv7ZMoVTnaOYIn575Y1TCKr/42v/3rsu1OSQ2XdDIPhAPF7F5e/kqFbkOhSP82PtO\nNx7PJMRmvdZfxWaxogK/LiWl9AeNUtLg6or+5CVGYlXcjx3jXuOXZz/H//ODf3Nfd7J047+MLIZb\ne2xaNNleBylaJtGWd0uIf7dCN65vqdi0uMz1kuWhiU2hoomN1dDlD9T8Q8SIDlOFkYSMVoP6BmKz\n1EfFppJoyEdSnfNaADINYtP5PrhWUDkycXGobcVG766vt1QT9UIq3cHlbzs8emqEZx+ZYP7KmNoA\nK+eYHtt5Q/aIN8SwO8R7xp9oaOa3Q9r1kZGJrHtbpWiuhQxtpIgb1aRBoB5XkwpRb72L+w35jIus\nNSVGp7InKZTqjOSa41w2ZUPY6jinnm8lxKYW1YiElqK1X6zrik3YI7HRMrQ8Sip2dHRvpH4z05P8\nzRf/En/6xR8a+HvrDZnNxjEhAcQWrtV+HNGOc/DgKzb1ICI22lfjMpa6t+eKKwAEifNquotB0QsX\nJzk2nubL37/DF75zA9/yOJM/yY21Ww3Xs3aoRjUwmv2Scy3hoNC0el6cszCEQEr4zpvKfe2FqWd5\n7sgzXF+/yUtzr/Ry6A8NDolNDzCljTRC4nj/7OLvFr/9pmp0fWr0yQ1NitlkZ2q9z1C35aq60d9e\n3R/EppD4y/drSWpKNUBpK88HjSiOuLF+m1jGFGr9VdF2g4a9eWQx3DLh25bZuF46VWzyCbHpZsv7\nboWeuL1N0qdW/Xkvi2wt+yiUkzA53ybtq+v3fvXYWIkUrRbUWSs3P7MfKVqdpGejiyuaPj9aAtQO\nV9eaxKbd9an7mFp3lHUFLbvDYMhPf/QcjkxRe+t9hNcucmRk5xIt0zD528//VT7zyCd7er5v29Re\nfwFx6/EtmT2ObUCUWIKHg6ueBtSRoY3ndide+xGtls8AI6YiEjrDBiDj2w1be4ChpDncFM2MLq3i\n6ChF8yxkZBGLsKcm8UuJcQDrKlvmxORgHctaMT2eaduDtltop7zKpj64iAAZmTgd5gwlm9TV3wc7\n9xYrAcIMEdLYYvCScxK3vHW13gmpQWirfrZt4DkW/8unnmI46/Jr/+0dvv3GHI+OzCCRzC6/3fF1\nrZk50HSQ1NBWz7Ka5mPPHsMQgm+93gwCfWbyKQBWahtf97DjkNj0ABMHYYZU6/tnF383qAUBV8qz\nyMDhU+9/bsPv9ABeCtpbC7ZDEAUUEs3p26tXiOWDD/cs1HZGbPQOdBDtjwrdndJco4xcqPcXfLgb\n6B03IbcGnA5lHATgdNh9y/up5D3uv6QgiqN9cf1tB7177lkbJ8NMi/5cVye2g05+12Fy2u4ZBkts\nVMWmfY+NXuhVw6YUzRCiZ2IjpSQU6rm6WtwJaddBStFoRG6Hq4XruIaHrKbbStG0VKbcQmy0nj7t\n7YyQjOY9fvKFk8TrI4x7440w253CNu2eqjWgsrdkNYNnbT13QgjMxBJ8UFk2sYwJpeq96zX4eL+h\nldgYwqBeUIvV01PNiqFlGphxk7CMpNRzbO2qV6+CocblTuYBqaRiA93lVVJKLq1cJmtnWJhTrzk2\nPvgemL2G3nzYnPsXEUJkdTScaa3Y7AdigxlitunPHfYSR73yKlEcIY0QETsqA68LRnIe/+unnsJ3\nTf7V77xBJlSSVS1Hu1O8x79941eYLy82XrO4rghJXFNj/XJlkxSttIAlfYhsnr84yWOnhrl6d425\n5cSSPRkXdM/xuwWHxKYHWMIBMxyIvGNupcwXv3OD+AH2cPzmK98Bq85R8zwjmY2T+ZCvBtN+dvhW\nas3yaCkoN4KoHiSK1Y3BWb3CTKRom3ecHhRurDddUwq1+0lskqwV4W5xzvnx50/yMx863dFRZzid\nEJv7PEHFMuYfff9f8At/+E/u6+f2Cy1z3BxW15ocn3O7y1C8Rr9Icq1vMA8Y3CaMFLHqPWsDq0Fs\nmlK06fE0S2vVnvo6qvUIzDpG7HZdzPuujax5VIzVtjvgxXqJhcoSk+4UINpK0Ro7yi3ERvdA9HLO\nO+Hjz53gkRNDPH/xyI7fYydwEhLVSRam5YqDqtjUojoICaHd6Ms8aMhlHOJEinYsM8WNu+paOHt0\nY4+XI9S1ImPBUEo9X4fqFsplMNU12InY+K6JjHqbTxYqSxTq65wfPsOt+RLjQ17P+Wv7CemGwcfG\n441FALHZkQD4jrVvzAPWy6pi44itf9fxtArpXK0WWpxXe++FOjaR4S/8sSeIY/jNLy6RttK8uXSJ\n7y+8xi+89I/59r2XNsjGFsvJnJ+4qmkHSVCbr8vVFeJKirRncWIiy/MXlavit95Qa7DmePfu6nc9\nJDY9wBYOQmy0CN0p/vXvvMl/+NJl3rj6YJwq7q4v8gcLvw/AJx57ccvvh5OdqWrc+7EuVxWxGfHU\nTf/2ypXdfs1dQ4fI9WtJqhdq5fr+IDbX1241fr6vFZvE7cVuk8b+wsUj/PQHTm95XGM4reSM93uC\n+t78D3h79Qo3i7f3ddVGV2x047fGkN8k4dkeqgeepWUf6l7du4qN7FyxSUJGa2HAWrlOxreZHPZ7\nzrJZL9cRdg2HHipUjklcGCMWAddbCL/GtUSGNmZPNZ6/GWlHZ+E07+8griMlZL3+e2w0bMvkr33m\nvfzMBzvfF3sBvVBMdZCF6cVZuY8K/HbQ15qM7C0ubAcF+bSDrGRw4xzvP/IM79wp4NgGxybSG57n\nJQ6hhDaZpJHfMdT9VaiUEUnFxutgHmAaRiNrqluWkG4CH7EnKFaCPZWh7SX0uBW0jP1RHKmqr7Q6\nRi94rrlvzAMKpRqYQVvCOplVa5z1YL1BbGz6M9F49NQIn/jAKZbX6liVCQr1Nf7FD/5tY8NLy/oB\nViqKyKRk8rn1JrGZrywikdSLKR49OYxhCJ4+P45jGXzr9XtIKUklc8QgpagHAYfEpgfo0KlWi9Cd\nYPbGCpduqVLi9y8vdnn24HG7eJe/+91/jHRLnORpnjq61RUlYyeL0rh3jfxSVZG05448A+yPPptS\nciPn3HSXZ26EmUgNqsH+6LG5sd4kNmv3scdGO0X1k8auoXc372efUhRH/NY7XwBU5WZz8+p+QijV\nBJZyNxKbtOshY4GMBZkeHKc8y0bGRouUyiLt7YF5AJ3NA2zRQmxKdXJph7G8mkx7kaOtlmpgBbhG\n9w0IxzKI15Rr2BtLW21SdX/NkKl2LduZW2ipTK2F2IQEEFkHsgKhpT2dZGFarlga0I6tHhe2kxXt\nd+TTDsQWUws/yfMTz3NnocTpI7ktoapaxiOj5oaBY7WYTzQqNp137K0kN6mbLFfLj2RNzVcnJg6e\nDA3Ad2xkZDbsnaFJVETc+f7yHKtFivZgZeAr6xWEGW+wetYYzaaQoU0pKjYMimyj/w2Rn3rxJGen\ncyzcUAR21BvhL7/3zwEbiU0hqdCMOMoGXjtIQtM4IK6keeyUymHyXYv3nB9jbqXCO3fWGsSmn9aC\nhwGHxKYHOA0nnd1dHL/9zeuA0u++cnnxvloKX1+7yd9/6Z9So4xx9yJ/8QOfavu8dKJzb5dy2wm6\nYnNh+AzD7tC+6LPRC9vWgK1eYCc70JXgwVdsgijgTvEeWUdNcqv3UYpWSpKjewmK3AzbtEEKom2a\nvAeJcjXgn33td1msLqFvqeI+Hsj1edls6ZzyLIjVf70ssh3bhNAmMIpgRKR9m5RnIcTgKjZSSjAk\ngvaLWN1cWw3qlKohuZTdaMLuhdgsFAsIASmz+30qhCAbT4EUbYmNdkTLSRWQ2a5io/uYWneFI5RM\nppMZxn6G65j8yY+e4ydeONX297rqsFYtDuTzdOXHYqtE9aDAtkxSrsVaqc6Vu2tI2BCoqJFNNvlk\n2CQ2XkJiirVqo8HcMjrfqzoQtlvFZj5xFa0U1POPH9CKjeeYW5zgdM+MSecGe88xG+YBD1qKtqzN\nWNqYieTTLrLuUqPMauJG6bWRrHWDaRj8/CcuYq8fQ159hs9e+HlO50+SsdMs15rEZj3J+DqamUDG\ngkrcQmxKTeOAx04NNx7/0FPKDONf/+c3qdUlnukeVmwOsRV+srhbr+/84rh6d43Xry7zyMkh3nNh\nmKW1GrcW+nMe2w3+282vU42q1K88wScvfqyjJlsTm0YoVA/QOwyrywYXhs/uiz4bPTjm+mwItpKK\nzX4gNndK94hkxBOjjwKwdh+laLohvZc8lXYQsUVIcF+cBP/Rb36P18vfgsjEWFV5IoXq/atu9Yso\nqdjoIFMNyzSQdRcZuD01ozqWQbg0BVYd+9glfFdJPdKePTBiE8UxQsiOFRsr6YtZqyQbCWmnhdh0\nHy+XSuqa7uaIpnF+aoxofYjr67cotjg3xjLm2toNJlMTyDBx7bO3jnFaKtNaTVT6f7ujTGa/4+PP\nneDRk8Ntf6d3nQt92vd3QjnZMNIL9oOKfMahUKrzzm2loDh7dKvVeC4x0jFip+E4pzNrSrUqGNG2\ni3VoVrwrwfbEZrG8BMDyorqfDmrFxnVMZGxuCDTXRgLbnSvLNBpzbzsp2lq5xt/49f/AN2evDfYL\nt4EOPG4nY8+lbWTgEos6CyW17vH6NCjSmBjy+dkfmaG6MM5vf/UOoOzel6urjY1hbQU9PTQCoUNd\nNsdUHc45ZI0wPtT8DhdPjfBj7z/O3aUy//zzr+Nb/sDMQw4KDolND2hYhO4icPC3v3ENgKlH7zKb\n+1WEU76vcrTba3PIWHBEnOPDTx7t+DzLsFTJ2AwIwu4WlZAQGwn/7D9ewa2p3dIH3WdTj+sqRM7f\nfuLZDJ1Mvh+kaLq/5kz+FGkrdV/NA0oJid8psbENBylCvv3G3hPcO+I1hFPnYyc/zGRKXX9LxX1M\nbAiRUln1tkIIgXnjfZjX39fT+zi2SXjrPHEljXXkesMuNu3blAZEbOqhImFGJyla0nPQIDYph7GE\n2PSSZbNSUdd03u1tIXfh+BBxQcnR3moJt7tXmqca1TidO0E1UONWO/MAXcHVzmpSSqQIMbaRyRxk\n6I2q4oDCcnWPTbvG6oOEfNqhWAm4dFOpDdpVbEb9IQDsuLnA1RWbclADM2xIzTpBE5til03R+coi\neSfHrbkqGd/eEIp8kKArNlFLoLkmKpq4dILuX2pXsfnG1dcpDL3ML731a6yX93ZuXqsoMtGuz9E0\nDKzkerhTVHNbuoub43Z48fEjnJvO89KlBS7dXGXEGyaMw0bcRjlSG4zTwyPIwG04SALgCaG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UUrdQkl2yvUdpGO7emKjXxwxCaIQyKzihH6PH5mlIlhHyNSA6leaOwlojhCiggZWbte8D1/5Fkc\nw8aevMlbN1YG3mejy/VjabUgsEwDI3aIRG1Penp2i1JNk+4B9Ni0StH85t/phUm1CL0avLrlNbcX\nitxd6t1YIdR2z52ITXK/CCPe0JCts2xev7bC7YUSjmWwvFYjjpt/k+srcwgzZsjuvIjohAvH1SbN\nN1+/x+/94U3+3999k3//e5f4xmt3KVUD3G0W3k4yLry9pCyiM+bBX0x2gp9I0WBnUpS1+jqmMJlK\nT3Iqd0I9OIBx4aDCdUxk3LwXfKtL34hrISNrg9pjvrxAEG+0G4+ras48e7R3E439Ck329PyvXc58\nu4t5gGNC3J7YxGYdI27/+hFLkdM356/v+DtrLFbV32My3XlMyqddZKKgILI3jMO7xcRwijjps7m+\npuR1mURBM5bKIaVgMbwLgKxkeurHaoT0PqCN5geBQ2LTA4QQiLjppNMPgjBGmup1mjlrPD/1LAD+\nsRt87Qd3CcLBW+JeW5hHGLKvyXs41VufQixjaqIEdZ/p8WYDnbbcfVDNarpZ0e5iL9kOevB9kBWb\nQuLw4kp1Ti3T4MhwFhnaA3N/2Q7NHiUbY5dBcSnb531H3gtOhTXzFgurg70mtOXmRItdsCk9MGJl\nIrHPUK73lsLdCzaYB7TIIU4NHSUuZyiysIXc/YNfe5V/+puv9fwZegFmdjIPsJPPFTH5loqN71qM\n5T3SnsVf+ONPcOKxFWT+LsvrLcnZBTVBT6b62zUHODedRwj41utz/PLvv81XX7nL7790i3/5229S\nqoYdjQOAhnTt0oIiNp3cjx4GqCT4nbsiFWpr5JwsQgieGrsIJBUbd/fE/CDCsQyImqTO60JsfNeC\nyCJMAmHny4v8H9/+e/zyW59T/04c0YqrDr5rMjU2mEb0Bwl9ToqJG5qeT7pZhHuOBZFJuGncDqMQ\nzEAFh7fBdEZJ7GcXb+zqewMUAiWXPpbrPCa5jokRqmMxpTvQMNXJEb9hIHCnpJQ+2aS3Jpt2IXCI\nUWOyrKaZ6CEaIJsoaPZzBMKg8e7cdtkBDGkTigApZV8XcqWubkqk2FK2fu/Ek3z+yhdYGb1J8fpp\nXro0z/OPDbaJ9e0FVQka8XqzegYYTqkbqRZvPxEuFFdBxKSM3IZqkHYJeVAN3E3f/O0nnXbwLAsp\nBSEPblE8t64MGVJGU/c/NZZmse42ktr3Eo2kaAajo/+hYy/y9Tvfxpq8zuyNVSZ6KJ/3iposIyVM\n5JrE3cGjAhTrRVy/9+v+fqDSIDYDNg9oaWBNezaymiZOFSnU1xhy1bmpBxFLa1Vsy+h5HOuWY+M1\nzAMicpsc9P7mn34WyzDwXINfvPVtnJM2S4UfbxgLzFXmwYATuf7HPN+1+DMff4S5lQrHJtIcG89Q\nq0dcvbvGjbkiT53rTFZc04UI7pTvgQ3T2YfT6hnUppxeEFb6JDYqkHOd6axaOD41fpH/dOV3IXTe\ntRUbIQRCNu+FXoiNjCxiAmIZ89byJWIZ8517L/OjJz/ScERbW7Z5dCq3642k/QAt59bqAl2B0Y5y\nHV/nqmpYREgs40Zf30oStmzT/vUzYyd4+S7cXt+96qUUqY3DqS5jgicy1AC7A9naKSaHU8i6Os5C\nqKR1WkGTTdnIwEE4ag7JmsMdDVJakfPVem79XURsDis2PcLEATMkjPqrqlRqIcIKsHC2LCRMw+SH\nT/yQ6kGYvM5Xvjd4OdqNVeViM53rffLO2IqYBHJ7J5037qjvO+pvtEUcSYjRTkPhdgut7d3cVNwL\nHNuE2Ggkkz8I3F5LEo3tpixheiyNDFwqUWXPHdv0383agZSvHaYzUxxLHcfML/H9m7uXC7QioAKh\ni+80F/a6WXKpdH+ssftBOVCTvNXBcacfOHarK5q18fGaugfny82E7uV1dT8HYcx6j1bQYWIeYHUg\nNrZtqmbqTVI0UGGdKc9itVZAEiOcGjeWlxq/XwnUz2dGp3v6LpvxoaeO8ic+cpbnHzvCsfEMZ6fz\nfOzZ4/zcTz7KMzOdd1x1E3MRtag8M9abqcpBhSPU8fYrRSvVy4QyIpc4Dk6mJzgX/DDBrQvvWmID\nYLTsB6e7uMN5rmqIR6hstEurqs9MIvmdq7/XyLCRtRRnpx8OSeSYPYGMDa4VrwIQxHVkbODZ21ep\nPddS54qNOXKLpY1N9Jtx4cgRZGCzHC60/X0/qBlqzuhWxU2Zanzdyebpdpgc8RtSNI2RREGT8e2m\nBI7eK915L42UTTOHdwMOiU2PMLHBDFXYZh/QxKYTs39h6lkydhp36iaztxdZ6pL70C/mSmrgPD3a\n+66oDl/TvUGdcHleSUmO5Td6qedTKWQsuhKjvUIpKYF3c2FpB9syINk12gnevrXKl16+taPXaswX\nVcVm2GvKq44mxAb2PstGp2R3C5/rBx879UEALldfGWjvS2RWG/1HGjqHaal0f4wW+kG1IZPc/bk1\nDQPTUJslrcRGCIEnFSmeKzet5JfWmmPLylpv96YmNp2kaLZpQGyoik26/THpPgKA64XmvVFmBRkb\nnBjqX4q2G+i+CGmrif7RIw85sUmIfr9StJWq2r3OO83KsVuZRlbTqh/iXQpDNhfoqS4N8YYQmFLn\nulR5e+Udhtw8J7LHeHn+Vd5YugSArKYeCuMAUJWZeG2U5WCBpcqyknVHFq69/XLTc0xkYszQ6oy2\nXFIVG89qT2zGhnyo5qgb61S2sdXuhjCKiawSRux0DaDVYecpMdieKFWxaX62jMyGZbhlGpixut5k\naDE93JsaIZdyILIPc2wOsRW2cBEC1iv9NWCVq0qKpieXzXBMh48e/yCxEWBN3Nyw+BgEVuuqnHlu\nbKrLM5swhIGI7a4N2NpB5Mwm0pTxbYhsgh1mJ+wWTd/8nREbGZs7rtj81teu8ktfvLSr1PfFivqb\njaeaA9fRsfR9y7JZS67xbo4//eDpiScwY58gd4M7y4P5/tWwBkaIFW8iNkmz5HIPAbP3G5WkYtMp\nI6FfOLaJ6zRtljWGbHXt3CvNNx5bbtk0ae112Q46eNMw2i9kLcsgrmQQfhHHbX/PLCZZVwD3Ksry\nWUpJaK1hBlks8/7u/vtO83oRgUfWP9iZLN3gmYndaw8ul63QVuo5t7l4qyYbe967uGJjtshIU073\n/CUt6b26doNiUOL80Fl+6syPArBSW8WMUiBNzjwExgGgelCiFaUQeW3prUZ0gLNN3xugnPZiTWya\na4fVZBxPW+0lzIYQZFAVlhuF222fE8vuSpvVYhXhlnFld+v3o94Jam88x6S40PW5/cB3LbJ2Wm0W\nofrZWnNyHNRYJatppkZ668fKpmxkaO3vbLcB45DY9Ai9e71a6e/iWK9WEIZsyGPa4cPTL2BiYx25\nxmppcBdfLCVV1kAaDQ/0XmFKF2EF1IPOA0IxUhPfsaGNMjfTMP5/9t48PLL8Lu/9nKVO7at2qbsl\ntXq6epnu6enZvYwdzGAMNnhhCXYggB3CDXFuCCEbuRBinoeQC4EnkO1CgJCLHy7BGGyY2GAbb+PZ\nPONZe0a9t7pbrV21b2f53T9+55SkVkmqkkpLq+v9p9WntlOnzvmd7/td3hdsH7aydR+NzaBUl5fc\nDLGRcp7OJis22aIkNNnC5kldtiYzpf3RpXJ4XzKI4g4sbrfks2fMGmjBNHEj6KrOkcC9KLrFX196\npi3v6QVexm1ywTFXRSZT3h0fpfVQcT2WjE0IWzSC4VOJNjCI6w/LKshkbonYrKjY5Js7P816K1rj\nQNanqTiLvSgKzInGbYbLiU3GlvtzKz8Hmk1INCdB306ElwWjAfZHMLkegm6mu9Ue+0XX/Da2rGJT\nrlloqtJWJag7DfoyG4FwM8TGbel9ZfYcAEeThzmRSjMaGwbAKgXpT4XaZvS42wgYOk7WJTZzb2AJ\nExxtXQl28IQW5HOWt6Jlq3Idj/jWns3sDcjkaiNltIn8DX72q7/AizOrVSKX42Z2HkUVhNWNY6V4\nxMApJOuGre1EXyqMU3Xf1/SvmJ8MaPIYOJUw/anmZlUjIZloru1SB81u4O5dnVqENxA3X2wtWMp5\nQaK2dlYw5AsxGjiGYlS5Wbi1+Z0EXrk0x2/8r5e5NV+UbW3+En4RWdNgby0YBEA3KZTXJidVITOA\nqdDqhUATPoQrtrDT8Np9Qpup2LitNY6yOWKT8V/AN/YSmS0Qm4KdQ1g6vbGlgELXVOJu5nS7Kzb5\niiTXrbjBN4N3jbwFIRRey73YlvNiOi8VbILqbcTGVeXLVfcisZHnhbGBC3ez+N63jfLhdx9btX0g\nkUCYPqaXz9gsaz9baLIVzXblnteSitc1FTvTB8C1SmPfnHormlCoaJLkXJyTmdW4vvOKZMvnItYz\n4tsv8ALCVn3FMg1a0crV9c1P7wb4likaRvwbV/u8pOjr828AcDQ5hqIo9aqNXYwwNrR/CLbf0BC1\nIDG1i/OLF7ExEba+YiawEQLLpLSXSz57hDzqX9u8dDQujVYvZ66veuzzV79Exa4ykWtczfFwIyuT\nLgkjue7zAOJu2207PWw89CWD9XY0YRkrCG/Yne0R5eaJTTRoICwfDhbmNs/n7hV0iE2T8G6G84XW\ngkpPYu92qefb0eWqli1usX3m+TdmeOXSPP/2f3yTzz5zHkU3iemt37wNJYCiOutWqEyqIJZ00pdD\nww+qsyuyyZ5BZzNtArfDa0UT2C0H30IIzOgEetcUU27QvRlURAFRC5CIrCRmvWH5O05v4b2bgacq\nF96gf7xVHB8aRMn1UVYXt0zgAWaLMvAK6ytveKmgDMSKe1C3v2rJ68GvtSc7+84zQzzxyPCq7T2J\nAE4lTM7KYLtVl+UVm6Zb0YRbsVmjdU7XFKnAVopwOX95RabVw1x5AV3RCNR6EEaJbLnAhCv13BPc\neUWyyLJ1oTfUvc4z9wfCnmFyi0Q/U/Za0ZYTG+uuFg6AJYNXaC555rX0lqwySX+ifq8/lrqHd8V+\nAPPmkX0jHADU569SYliuH4poqmLjN7S6lHbVWlpHCqaMoRKBtYnNsb4DCEdlpjy9YvtMaY6XZqW8\n/ZXphUYvXXquO4/cvY45p4fDgzE0VWF0oP2EtC8Zqks+Y/oILbve+vXDmJOHUReHSUSbS9xGXNNq\n2D0Ljp1Gh9g0iW5X+Wuu3FpQ6ZkiNQr+lyPhBmNbHQwv12QgYtuCp85LBZaeTfg0eBWmtYicIwS2\nUkURRsNqkCeWsBumUF5/7kaKNY2ga4rs81WW5guaRblqge76FRQ2Rz7KVhlHMRG1IPHIyqz+UEL+\njttNbDxjtXAT2chWoCoKQ7rsSf7Ktee3/H5eq0zUt7InOuU6NBc34bS+3fDM6vxtqtishZ5EEFEJ\nIxDMVeQNfSFXIRzQUWifeICiKOiaCrk+TMfk3ML5Vc+Zq8yTCiaJq7Ky88bMNW4VZQByINpeeftm\nEA0srcWHEn07/vk7jag/hKj5mb4t6NsIS+IBy2Zsah1i47WRCqHgayJBsbyl16vWeMhMh8H2MbZP\nhANArj0A5JaJgtj6hjM2qqKgu8e2uqxi48mUezYUjXCwL4YoRSiIhXoiB+BL179W/7tQXT+ZM++u\nk/2RjZMdA11h/p+ffSdn7ml/YqQvtSQgoBFAVZfOl3goiHXjKP2xRNPS4F4rGiwRm1LF4g//+jy5\n4u6MC2w3miI26XT6kXQ6/eUG29+XTqefT6fTT6fT6b/nblPT6fR/dbd9OZ1OH2nzPu8K+iIyqFys\nZFp6nSexF/GvT2w853TPSX2zKLvDnf/6Rx4g2SXnY4aTrd+8vQrT4hpzCsWyKWWsReOsgSeWsHCb\n5O5OtKY1q5vfCIqioAp5467YrbWT5Usmik9+9kJlc+RjwT2/dDskA8ZlGOmW2W0v4NgueMoy0TYT\nG4CHBu9FWDrfmnu5qYHO9bDoZpTj/pXEpiciA7GKvfeIjSfV7d+EFHkrkMRGrjkzJWnUOZ+r0pMI\nEgsbLYsHaGuIBwD4dIVgRbaCvDL7+orHylaZolmiO9hFv9sHf2lhgoXaHMJRNlxOqEMAACAASURB\nVLU2bRWxwNJ5faSneVGVOxVBv4ZTjFO0Cy0Z/HozbJ5BoCMElap9VyuiwZKNgGLrTbXkLW/pvSc5\ntuKxS5NZ/IbG0D4w5vSQigVIRv3cnPDVrSOEvXHFBpba/KrW0r237A69ewmrRoiFDLRaAqE4TJVk\nS1m+VuCZW8+j2PL3Mp31g/isKe+9B+LNqTRuVztmX3LJpNPPyrgx6nqF9TXZhgbg92mojkts3Hj0\nuTen+eILN3jm9al27PKew4bEJp1O/zPgd2ClO1I6nfYBvw58B/AO4CfS6XQf8H4gMD4+/hjwL4Bf\na/dO7wYGXUnjvNVaK1rJzRpHNyA2XptRyd6aiVKlZmHoKr1dPh57SP5kBzcRPETcAexspXEFKVus\ngV7DUBqTB0+JZ7G0RIz+95Uv8q+e+qWW/RRahWnXEGJly0krUJzNlW2zxSqK7ooHbHIOxiPOQWW1\nMsuhnjjC8pE3t1ftq+zOKG10zm4Gp0Z7sRf7KDsFLmWuNHzOq3PneG7qxQ3fK+cmAW6f8UpFQghb\npSp2x0dpPXjEJrDNFZt42EA1PS+bOfIlE8t26IoFSMX8LObXVzz0YLutaOupuH3b2QN8+/GTJPxx\nXp07tyJj6lW4uwNdHIpLv5obxUkKYlE6Z8d3PqCLLavYDK7jML5fEPLrOEUZFF7Prz9nsByZco6w\nL8R8tsb/fuYa//6T30LAXV+xqatFiuaOw3JJ6KOJwwDkSzW++MINbs2XODwQW5GV3w84PBgjVzQ5\nEr0HAEX4mvqOHmlcPmNTc9fxrvDaFRuApC4Tf89MvkjNNvnqzacxHYva5AiwsS9fUWQRjlrvjNgt\n9CaD2It9mJOjxGqHVzwWDcnYpNn5Gg9Lku8yHp1ZkLHNQpMiMncamrkyLwEfBP7nbduPAxfHx8cX\nAdLp9NeBx4HHgM8BjI+PP5NOpx9s3+7uHoZcYlN2Wgsqy1YFdGmStB6SrglT1dla0J/TJ9BOf4uf\n+eqT9W19m+gjjxphKEK+2jjrvVAooKiCoNI4q+9lqTLlJaJ2MXOZXC3PxcxlTvecbHmfmoXpqrBs\nVpJUFQYOrRvazRaXqnl5a3PkY9r1sIn4VhObvlQIYfqp+re3ElF1DTo9/fx2oi8ZJFQepsZNnpv6\n1qoM5nRxht957f9FCMEDvfetWykousSm+zZiI9V1DCx17y3a3gxKwLe9xEZRFJK+LnLAdGmWeZ/8\nTVMxeV1euZUnXzLX9J7x4JEUfZ3f4UPvkL9hfvwkX735DS5mrpBOyUL9vCsc0B1McSA4gJjVmKxd\nle2Wla6m+8TbiaAbaPrwb9givB8Q9Os4RXmNTORucKr7RFOvW6xkifli/MJ/f46a5aAAowMxvv2h\ng9u4t3sfAc0AG1SnuftL2BeEKkS1OBEtzn/5s9d48fwstiNQgLfft/+qhmODcV4YnyXuHAReqnv5\nbARDNSix1LILYIoKwtKJBtdfK4Yjw8yLF/jSja/wjVvPAgIffsrTh9APnJfqbOugpuShGqxXRXYL\nAUMnEQqSuZEmdnglmTsxkuLIgTgPHWstIRPQghRYimmmF2UM0aw65p2GDa/M8fHxT6XT6ZEGD8WA\n5XXtPBBvsN1Op9P6+Pj4ugMLyWQIXd87Je6enpWBZbeIgKNRU4qrHlsPnsnlcH/Puq+LuyaDplJp\n6f1vRyV4E/QaJ3uPMhTt53BqmHuHx1oumw50pWARqqLacH/KV6SsYiwQbfh4MhzlShEs1ao/XrRl\nIDpZu8m7eh5t9as1DVuRhmCD/bFNHUufEqAK+MKipdeX31xaJKqi8Xmy0fvlLklC1BftbvhcPyFM\ntUAiGcCnb488qIm8AYwMrn/ObhYPHjzBU7UXeHHmFX7qrX+n3qfuCIfffOXT9fYnJ1SlP7p2tbEi\nSghHYexA76r9VB0/tt7atboj0BxwoDeVaOu+NXqvA8k+XhcwX53HQl7/hwbjBII+Xjg/i9C1DfdB\n8ylQgWgktOFzH7cf5Ks3v8H54nnelr4fgPK8vOYP9w0xFu3BeTGGFZNVnIATZ6B/52cLhBAE9QCH\n4oN77/zYBvT3FusVm6nqVFPfuWbVKJlluox+apbDEw8f4ke+68SuENG9hkQ0DBlQ8TV1LAe7ehA3\n4WD4MH/x7ATPvznDyECMdz10kLefGaIrvv98lB48OcAf/81F9NIQgbnTKIWBFcdqreMWCQTJAPic\n+nNstYpiGfT3rb9WPHD4KE//+dt5+G0mN61x5suLdJVPk3N0sHVsxVrzcwu1IkIz0Z0Uvb27r1B3\noC9KpjBPVzy06rj9+k+/s+X3iwXCFADHJ4/BXKGIPniJbDWyL9fArdSUc8DyIxIFMg22qxuRGoDF\nxb3TD9/TE2V2dnXGXbNDWHqJmZlc00ShbJbBD6KiNnzP5VAcHUspb/i89WArNRTgx459pO5fMDfX\n+tyO4cisxWIp13B/rs9IBZGAGmj4uE/I109nFuuPz5VkRePVW+eZHdq+dirLqSEcjVKhyuwmKvya\n+91vzS1wQG9+P2/OLUnrVimuOi5rnVfLcX1BDvhGtcbPNVQ/JnDpxgxd6/QcbwVVq4LQwKmILZ2L\na2GsP8ZXXhqgMnCVr4x/k/t67gXgqzee5s25S/hUH6Zj8uaNq/i6186ol+0iwvRjVa1V+6k5Bpaa\n5db04pqKXruBUq0CCphlu23Hdq3zKhkMImoBbmSnueIa9fpVCLoeJJevLRD3r59MKlVk5tSsbLy/\nvcoAQT3IsxMv8d4D70FRFK7OSfUzwwxhVU0ox8ElNlGla1vOr2bwD+77cUJ6aNc+fydRq5hg+fET\n4cL81abuX573UDknz5WH0z2YlRqzlf05bNwKFNdrRRV6U+dPSISonnsUe2iYvzx/haHuMP/yI/fj\n0zWc2uq1az8gHlDRVIXXL83j5EYI+JeO1Xr3Qb+QFYors5PMzuYRQuAoNVQntuFxGkgEoBbmyotB\nfvHH38fNwhS//NsXONQbYcbRsNTamu9xNStlogNNfM5OIOUKB+kqbdmfgNuKdnNugemZHNPiPL6D\nF5ia9jM7+/C6rzUdi1dmX+di5jLfOfLtq2ZadwvrEbKtqKK9AdyTTqdT6XTaQLahPQ08BXwXQDqd\nfhR4dQufsacQIIKimywWmydhJq5CVxMtD7oTBL1KzbQ3fG4j2I6Do5oglC27xneF5UmzllttpiLJ\nUszfuMUu6m733K5rdq2ubjKRv9FQFrZdsBULbL2pYcVG0FmS52wF2WVyqo5exrRaH45frGQQAvoi\njbX0PU+ExdLWZrHWg4WseG2XYdzxkRT2vGy/+OqNp7mWu86t4jR/fulJgnqQDx75boAVHiy3QwiB\npZTB9DfcT2/2a6952XjVqJB/+zPfnjJawcozm5M3x664HOyF5vqrbSH3d71WNA+aqnEidZTFaobJ\nohxKnXcD5K5AClVRCLPUFtsd3D2p5cPxkbqJ6X6HJxcbdrrI1wpNGfx66pzZrELQrzMysDeCmb0A\nz/i52faqoF9HFBO8dD6Lpip89L3HpRH0PoZP1zjUF2ViukCpauHfwMPGQ0yPI2yVKVc1sWrXQHXQ\n2Xhetj8V4tsfOMjMYpknn75OZjaA7cDpI10ojr6uN931rPy8iLY31On6kjJeDLfJJyfqzkznKgUW\nc1VESCaXKuRxnMazlhWryqcufJafe+qX+N3X/5Cv3XxmyZNsj6NlYpNOpz+cTqd/Ynx83AT+CfB5\nJKH53fHx8ZvAp4FKOp3+BlJc4KfbucO7iZAmF/fri2sHXLfDcolNqAliYyhB0GvkSpvre6zUbBTN\nRBW+lg05b0fKnfmprDHz4wWMnkz17fBmijxVuOVqPI5wuJqb2NL+rQVHOAjFkiosxuaOgU9xiU2L\nMzaF2hLZUHxVsstMOj939Yv8/Bd/dcVgdcP3sPJg+klFG58v3hBgvrKdxKYGto5vm9zF42GDwfAg\nohzhzcUL/Ptv/ia/9OyvUbGrfPDId3PEHbCdLq59nZWtMkJxwPQTaKDS5FfdamVh97Nvy2G7fd4h\n384RG4BbBXksU654ADTnZeMp1+laczfYe7uPA/D63JuANOeM+iIEXL+Pbp8kE0Io9Id33sPmboQ3\n7O+3pH/KtdyNDV+Tc8VPinmd48PJNQ1a70Z4165G88TGw3vfMsJI/+63Ou0ExgZj2I7AtJwNpZ49\nBP0+RCXCXGUORzhk3QSqd0/eCB94fJRUzM+Tz1zjC9+UVZjTY90ormH4WriZk8Qm6d9d4QAPI64/\nTqsiAWvBi8fytRIziyXUiDsPbJTIlRonmV+efY0vXf8aCgoPpB6F8cdRSqm27M92o6m71fj4+FXg\nUffvTy7b/lngs7c91wF+sn27uHcQ88WZtWEyN8d9jDT1GkepgVDq2vfrIaCGKCowW8jRHW/9hC5X\nLSnBzNaDJq/iYtI4+CnUiqBDV6gxsUkEZUnZq/hk3BtlTO0i58xzMXOFo8n2K4F7lSBV6Ju+GRvu\nIlo0WyMPRVfRThMGtlZjJp+j29X0f2H6ZSaLU0yXZhmMNPbucIRD2SkgatFV5pweAm4lLlvZvtZN\nRzFRRGBb3cVPjqT465fP8u53BVCDJaZLs3QHUzw28BCWsFFQ1q3YeBllXQQb7mdID7EIzBWyHO3Z\nO8POnuHlzlRsAjiu5PNCdQ5d6yIa8mFa8rOb8bJZUkVrLjA5kUqjoPDa/Bu869DjzFcWGY4eqD8+\nGO3juq0hqkF6B/ePxO1ehueOXs1FoVtWzO/bQLwl6/mpmX5OjmzsxH43oTvYhVOIEWGwqed7LvXD\n/VG++7HVZrr7FWNDcb7wgiTRzXZPBAwNZzGCFc4xV15g3rWLCKwhUrT69TofeeIov/mpV3lzIkMk\n6JOqc9/yYasOtmM3FKSZcpNovbtYRV6O48NJPvGxRxhoE7FJhCKQlYnmifkF1ICMHxR/mYVctWG8\n4VVnfuzkh3nuOZtSdhLL3ppFw06hk4ZpAV0BKck8U1zfwdaDIwSOWkN1jKaCxJAmb/Szhda8cjyU\nqzZoVtPZjfUQ0AIglHrF6XaUNtCWT4U8YiOJkVexmZ+QjP9S5uqW97ERqnVis/k2qnpVpEVz0Yoj\nn5/QZCb6Vk4uDI5wmCnLmaT15FZztTxCcXCqQRKRxsosnox2YQ21uq1CCAGq1XSbxWZxYiSFqIXQ\nMqN839Hv4afOfJQfTH8ARVHwqTpdgSQzTRAbY40bnlchXSzvsYoNsh0ivAMVm+5lFZu8kyEV86Mq\nComIH4XmWtHqFZsmiU3ECDMaP8Tl7DVuFm/hCIeu4FKWrzceojb+ILVL99UV2jrYXgT9OidHktyc\nkARnopmKjXt9CdPgxOidkaXdKUQCAarn3kK301xiricR5B996DQ//f33rfIm288YG1qKDYwmq/9B\nv44oy9jhVnGahZJLbPTmA/z77+nh7FF5D773cApVVerVteoaLfDz1XmEozAY2xvEBmCoO9w2GfBE\nMIQQCmWrxKXstfp2SWwad6bMu158KX+Cly/NEwn6Vvymexl3z1XWBvSE5QK/0KRJZ7Vmo+gWWpMV\nFM8Ibb60OQ+UQqWKotn1isNWoCgKqmPgqLWGfhdeJcbr3bwdybBb8XG14z1fF6cUJSgSXM5d27At\nazOouqaazbYJNELUkItoq+TBFPKY9Pilkpcn/zxfXqzPVlwvrE1sPONNUQusKcPrSdUWatvjBVSz\nTVAEurK9kpdHD8bRVIVXL883PL96wz3kzcKa7YCeeWBQbXz+xdzzMrOGwexuwcFC2CrGDpgc+n0a\nEUUmY0xjHr3/Kv/hhf/MX179PLGIwUJu41a0esVGb77X+2TXcQSCr914GoCe4FJ7R3ciiFNIIspR\nuuIdYrNT+OA7xsAy0KwwE/kbG3oYZdy1KOGP0ZvYf6pdW4FXfWilVffMPd0bSqvvN3TFAvVqlb/J\n9S5oaDjLiI2XmArrrZ2DH3niKA8c7eGJB2W1XneNPz3z6eUQQpCzFhHVEN2x/Xmux0IGWDpVu8JU\nWcYgPsWPotlM5RrHs57JeD6rs5ivcupw1x3Tknpn7OUegcfms7Xm3JtLFRN0E1+TxMZTm/CCtlaR\nc/tR/Vp7AgZN+EGrUWswBG+6pllriSJEggbC0uvExqvYiJqf6mKcml3jRmGyLfu5HBWX2HgL2WaQ\nCMmguGCuTWwc4WDaK3t2LaUCQmEgLInNfFkuGNOuEzKsX7FZrLrKVSK8ZmYvYsiFt7hNxCbvtrht\nN7EJGDonR1NMTBf49Ncur3q8LyQzbmu1o82V5PkU1hubtsUDcnt2j4kHOFggNNRtbPNbjp5wCuEo\naIk5FqPf4lL2Kk9PPk8qGmAxX8XZIMD1iI3RgrLcKXfO5vnpbwHQtZzYLCMzXZ2KzY5hdCDGg+ke\narkIBbNYX2vWwnRePn78wMC2tqTeiehJBBnuj3Ki06K3LhRFYWxIDuMbTYolBIzlFZupekwTWSOB\nuhaSUT8/9cFTjLqzKl48UKiuvm8WzCIWNUQlTGqfJlsiIQNh+aiJKlkh54mORtMATBUaCwIsVDLE\njSivXpIE58w9e6eatRE6xKYFHHAdaUtNmnRmyiUURTRdQUkE5EWYrW6ufcabuwi2idj4FD/oJvnb\nxAws28FWPbW3xguOpqpg+7AVWfqdd6WehRmgsigXu4trOM9vBVWr6u775gPzRDiAsPR1xQM+deGz\n/MLTv1InN9WajdBraE6A/ois7HnqQ1PLiM2N/GS9ved2LLqVwIi+drk37JPEptQg89QOeGprhrr9\nrVI/9l3H6U0G+YtvXOOvnlspJuERm7Xa0RbdqqZX5bwdnuFtcR1yCvCJv/hT/tWffnLV9t/+7Ot8\n4n88z1y2vQTSwUJxdk4RqTcRwpoewc52cVx7nOHYQfJmgWRMx3YE+dL6pnWiRfEAgMFwPwl/HNOt\nUnYHllqZPGIT8ut3vYP9TuMDjx9GuEadV7Prt6PNlzIIW+X08No+Uncr/D6NX/jRh3jLvfvPWLPd\nGBuU97KmZ2z8cv5ORWeqOFNvB4+1SGxuh6cmmq+sXs9nSrJN3KmESO1Tn6ZI0Ae2D4sqpn8RzYwy\nEpezj/OV1aMVjnBYrGZIBVK8fHEeTVW49w5qSe0QmxaQioQRpkGF5rLA2bIMEv1qc0Sj251XaXVo\n3YO3CARbLNuuBb8SRFFgsbQyOMyXTBTdRBU6vnUyuaowpHgCMFfOIoTCUCKJk5eZrkvZq23Zz+Uo\nmTLg96mbJzZRN7tRXkPqGuQAbraWY85dFPKlGopew0eAgbjMbBQsGXx76l6jiYNU7Oqakomz7uxW\nzLe25GTULytklW0iNpmKd85uf9tEPGzwT3/wDPGIwR996SJ/+Ffn+e3PnuMXf/95XnzVdUhei9i4\nVc2EvzEJ7ArJ7SVrbWKTqxa5FXiOTPxlprNLVVjTcnj+zRmu3MrzS3/wAl+5+CoXFi9t6jveDqHY\nIHaO2PQkgljX09TGH+J04iy9QUkYQ1FZidmoHc1GEhujBWKjKEpdHQ2ge9mMTSToIx42GFjHn6iD\n7cFAV5gTfaMAfOHca+v+9gWrgDD9HB+5c4KZDvYejg3Le32yScIgpckVQiSYLs1QMGWsFV9DfbVZ\nGG6is1ELtzf/6ndi+1aGOxL0ISwfQnFQNIsYvQzFpUJltra46vnZag5HOET0GNem8xw7lLijElEd\nYtMCVFVBtULYamnDHmWArBskBrTmiEZPVPbDl+zNEZtCVb4u5GsPsQm6+z1fXNkalyvWwA3i14Mu\nDNBsbMcmV8sian7efmpQViRqAS5lrjR1HFtBviJv1sYWAvNY2ADbR81Z+8bvyV3PutmexWIZRbcI\nqCEGYjIYqDjy95gqzaAqKo8ePAus3Y7miVJ0BdducYgGXGJjbw+xyZUlEfDkebcb3YkgP/ODZwj5\ndb744g2efn2Ka1N5Xn5dfr+1iE3eHW5OBhsTm56o3L6WDxPAly49j6I6KIrg2atv1rdfnylg2YL+\nrgDl1Cv88cT/5L++/AdtOVeFYqPuMLHx0BULkAxI0hwIyWrK4gYCAo43Y6O1ts/3dh0DQFd14svI\np6Io/LMP38/f/571Vbk62B5838NnEULhavUc//S3v8S//p1n+cxTV5jL5/nkm5/iN7/12/zbv/mv\n2GqFgBreNi+rDu4OjA7E+MUff5h3PTDU1PMP9UVRFQW7GMZ0LOZNV4Y52Lgy3ywMV020WF1935xx\nE48xff+SeJ+uojpLMVGff4jesOxAKjqrRx884YBaUb7mviN3ThsadIhNyzBEGFSHfG3jqk3OJTah\nJisofRFJbKpreMdshKJbrYgY7cmGBl2CtFha2RonqxNm3StkLXjqbLlaQZI1009fKsQD6V6sfIKC\nWWxaiKFZeLMnhrZ5YhMPy4qNjVUf+r8d3lDjrbxcFGcLMuMf0kOSWNoaNUX+/tOlGboDKY52S3+W\n6/nVs0W2Y3O1cBVR89crd42QCMrftuZszutoI3g9yJ5IwU7gQE+ET3zsEf7x95/ml//+o7zt1ACY\nfgzVWLMVLWflEbZGItT4XE+FIwhHoSrWvpZemH2h/vcbCxfrf1+azKIYZXzpZ9EHrgLSz6mZa35D\nKDZqcyr7bcFyYpOK+eskQwvItWKjio3jVmxaJTbp5BEM1UdvsHuVp9ZAV5ju+P4c0t3rGEolefeB\nJ1CMKolTLzOXz/Nn3xjn57/8H3lq8lneXLzAtLiMosCpocO7vbsd7AMc7I00XQkJ+nVGB6LkF2Ts\nkBdy/fcq8JtFQJfxQLG2er2bLMhW8W7//iU2sNIL6HDiEF0BmUCtqYVVs5aecMDCvFy7z9xhxObO\nqS3tEQSVKFXgVn6OmH/98mje9CoozRGNsBEER6WmbI7YlK0SqEvtSltF1BeGGnWTLA+LxRKKZtcr\nOmvBu5BuZKYROIhagJ5EkIeO9fL1r7mkqZpZt0LRKko1GfD79a20ovnAlpdGySoTM1b+zrZj12eH\nrmVkRmm+6A6zuzNHmhPC0svkqwWKZonD8WGG4zJr1ahicyFzmapTwV48RLJvbVIRdzNXNaexbOVW\nkXeJTbhNVb9mkYz66+0KfakgoBDTksyUpVHb8uDYdmzy9iKiHF0zoxww9HpPcSPcKk6zYE9j55Ko\nkQxT1vX6Y5cmsxhHX2DOKvBg3xkuTZRY9J/n0twk9w+lN/0dbccGVewisQmQdNw2R18V0Des2Hgz\nNobeWube0Ax+6szH8G8hwdDB9uB7jr6Lksjy9clnOfGOq9zKzZNzslhzgzgTJ3n8bB/f9sAAp8dG\nmJ/bPiPgDjpohOMjSa6ci6ADQhEIRyER3lpME9AC4Cy1qi/HdHEWYWv0Rve3GIRfDWABwta4p/sg\nhmagOQEco0ShZK5Q7fMSzrduCYZ6wnU/vjsFnYpNi4j6ZObgZrbxnMRyFN2Zl2YrKIqioNh+bGVz\nbUZee1LM3x7jO8+kM1ddeXPz3NzXUkTz4HmuTOSmAKmI1h0PkD6YwI9874Vyeys23lB9UN98xSHm\nVmyAhgIChWUzUNNFtxXNreDEXRLkJ4yim1xalAHz/IzO//mr36ArkOJ64eaqtqaXZ18DwF7oI7GO\nLGg8GEAIBZPtITZF9/uGjd1byLxgPCDiWI61qqo3XZpF4OCUI+u2yqh2AFstNxRreObWN+UfcyPo\n1SRV32K92ndhbgI1VOC+7pP86IkfYjAsh4QvzG5Nxa/qCk3sJLGJRwx0TSUS9OH3aST8ktiYbjVx\nIy8bB9mK1qyPzXIcSYxyMNpcC0oHOwdFUfiBo+/neOoo45nz5Jx53jb4KB9/6If5pY++lR/+ttMM\nxXtWVdo66GAncPxQsq6MBoBlbLkl0utAuF3u2REOC9UFRCVM1z6VevbgjUQ4hTgDKRl/hZQYilFh\nLrdyFnXBnR22yoE7rloDHWLTMpJuYDC9hkTecpQsGSjFWqig6CKI0Ks4TusOr1WX2CS22I/qwZPM\nvV1ZKuMG8dENCJQnYjBZlMTGr4QxfBqqqjCckoNrN7NzbdlXD2Wz6n725mdEdE1FdyW6vd9wOZYT\nm4w7eOc5dSfcIcegKo/d67PnAZi8qTCzUCJgpyiapRVyq45weHn2NXThx8knSawzaOnTNbB17G0i\nNmWvndG/e4t8b1J+tlKVx/D2ORvvfHJKUSKhtW94IacbNJvzc9dWbLcdm+emXkRYPg4Yh+nWD6Ao\ngm/eeJNcsUbefxWARwYeRFEURpPSYfy6S9A3C6+aqCk7R2xUReHbHzjAt52VBMMjNmVRQFGaa0UT\njnJXGQveDdBUjY/e+xHu6z7Je0ffzd9Of4B7R7voS3ZEHTrYXRw5EEezwuCpR9o+jCZV1daCFw94\n8YGHbDWHjSUV0WL7UxHNgzd7rVVSdaIY0+MoquDG4so4zEsmilqgLgBxJ6Fzt2oRPSHZh+nJF6+H\nshsUb0QAlsMgiKI6ddndVlB15y7iwfZUbLyBveJtylKeN4hHfNaCN1vk+bjEjKU+2e6wnCeaLa5W\n5NgKPLWwrc6IBFwlu1IDueCFZQaqFfLYjk2hJn8vrxc45pME52JOerRU864Qw5RcPJe3o13NTZCt\n5YmaBwGVRGTtBVZRFBRnG4mNK5cdC+wisXErNrWiDLJun7OZLLgVwHVa0QBGI2MAfGPilRXbzy2M\nk6vlsecHGO1PcjQpZwlemTrPxZsZ9K5b6Pg52SXbzo71S1nMucrGyYz14BEbfQeJDcAPfNsR3v92\n+R2jRgRVUcnVcqSiAW7NSyGUc/Pj/NnFJ/mTC5/hj8Y/zbdmXgVA4IBQ0drkgN3B3kFQD/ITp/8u\n7xl9V8erpoM9A5+ucc+BBE5ZxjGqs3XCETbk/dzzufPgJc1EJUxqn/tqDRoj2Iu9dNn31K/3lCvF\nP5m/ndgsSrEBR2e0f2vzTbuBDrFpEX1ReSJkahsTm6UKSvNEI6DKYG46Zqj10AAAIABJREFU33rA\nb7rzBO1qRUuFZXBeua1qkXeD+NQGEoxeC958VS4eqUCi/lhvWB7HxUpzZqfLIYSgXG081F+xZMDv\nLWSbhVdt8toJl2POFQoQAlAEi9UMJUsek+6IzIh7mfHZqltdKIcZ7A6TnZP7tZzYvDQj29CykymC\nfp1YeP2yuyp8CHV9/5HNouoSw3igPefQZhAK+AgHdAoZ2ZK3umJzS/5Rjq4rQfnowZMIARcyF1ds\n99rQrNkhRgaiPHgwjXAUrpeu8cLkGyhGlaPRY+iulPmhri6ErVN0ttY2uVvEZjlURSVuxFisZDly\nIE6hbHJrvsjvvf5J/nriy/zN9a/ztZtP87uv/SHTxRmX2CgdYtNBBx3sGI4PJ3HcdjS9SYPz9RD2\ny/tu7TZi43nYyFa0/U1sUsE4tQtnGYr11rd5ymizpaWknRCChcoiTiXAQFeIUODOG8XvEJsWMRCT\nTt6eR8l6qAoZJCZDzbeGhXUZUM4WNn7/2+ENSm9lvmQ5vOqD9z08eFWM+AYtb16lqoYkRn3LhvP6\nogmEo5AzWyM2jhD8xz95hX/yn57iyq3Vx8hTC4tskdh480ML5dVKWPNuxcbrA766MEXZkcekOywJ\nTSooSZxAoFh+AlqQn/6hszhFeUw9YiOE4KXZ19DxUZyN88SDB6S56TrQhIFQrTWNPreCqitK0K6q\n32bRmwyyOCcX1FXEpjAFlp+oP4K6Tqb55KE+RDFBjpl69TRbzfPK3DmCThJRijHSH2W0LwmlBEVl\nnvMlWd15/NBD9ffRVBXDjmHpBapmY0LdDLw2CM8Fe7eQ8MfJ1nLcc0Ceqy9P3KRklTmWvId/cuYf\n4kzci4PDH53/MzljI1Q0rUNsOuigg53B8eGlORtjA1uJZuC1VldvE92ZKct7i1ILE19ntnU/wGvb\n7l0mBHAgLn3NFqtLifS8WcB0LOxKkNGBO69aAx1i0zKS0QCiFqAsNpZ+NYUMZDwX9GYQcZ3UF0qt\nVzIcpQaOVs80bxUeMTFvIzaecWXEt37we/ts0VCiq/63dxxLTmsSun/5jau8lvsWHP0Kv/bib/Ef\nvvnf+NMLf1Efxq/Z7anYeH4x2QbEJlNx5a9Lkqhdnp+i5soKR93frz+6JB1plULcO5ri2EiKI329\nONUAl7MTXM9PcqMwyXxlATvTQ9Dw88RDBzfcNw0DRYGK2f52NI8YJkO7S2x6EkFsSyVuxJkuTtd/\n34pVYb6yiFOKrFigG8HwaSTEECiCl6fGAXj61vNSZW1hGMOnMdAVRlNVYgyAIigFrqNYQU72Hlnx\nXjEtiaI6jE9tXkCg7FZsfOpuE5sYjnAYGpD78catCQBG44coZcJUp4awMz2cX7yIpeVBKOsSyA46\n6KCDdmJkIIpuyqDa62LZCiKuGI55O7FxKzYxLYG6z6vS9xxIEI8YnB5bisOGk30AFOyleNOTeha1\nQIfY3C2IhX2IWhBLLWOu4XHiwaKKcFSCvuZLqXFXQtpzVm8FjmqiOu0LmnyqDxwVS1kq3woh6j47\nG6miLa/oCEtnMBmv/z8RMRC1ADVRkjK4TeCNqwv82XPnMIbfRAuVcPw5LuUu8cXrX2XWdQ+uOTWE\ngLB/a+XrhF/uu2eyuhyeOWevXw6V38hNY6sVcFQCrhGYZ9IJssztGVx9+4MHcPIpSlaJf/f8b/Ab\nL/43ACqzvTzx4AHCgY1/P5/ropxpQLpuhxCiJWPJqluqD+2gj00jeAICPb4BsrU8t4pSVtv71ylF\nVkgZr4VjyaMAPH/zdRzh8NTksxiqwcK1bmkG597MRiIjS58txlYpQvWFZWbr/Exjc9VmUHbbJH1t\nSjxsFgnPpDNcIxL0MZGTrX394T5euTQPKJjXjqOigQIItTOD0UEHHewYNFXlaPwezOv3MKAc3/L7\nxQLyfmaK1cRGmD66IndmAN8KhrrD/Po/fBtjQ0txWHcoCUKhwpJXoScc4FSDHB68M49Lh9i0CE1V\n0R0Z0F/KXFn3ubZSQ7FbIxqek7oXPDcL23FAM9FE+5Q9FEVBdfw4aq0eHFdNG0eTi8NGFZvUshY8\nYfpXBKKxsAG1ACiQqW5M4jKFKv/tM69jHBwH1eGHj38/D1R/BPP6PcBSu5IpTLB1AuvMXjQDr32w\n0GDGxlNFO9EjB7LnSvM4WhVNBOoB4GAiiXDk36ISqWdJzh7tITx3FvPi/XQ5o9IA1DLwV/r5jiaq\nNQCGKn/jTHl9gQkhBL/3+if55ed/o6m2tWLFxPYV0Rw/2ibkfduJ3oS8xroYBuCVuXPAknCAU4pu\nWLEBeHj4KMLSuVK4zLn5cRYqixyNnsCxdUb6lyqp9/Ufqf9ep7tOr3qf4UQ/ABPZ6U1/p4rbirYV\n89h2wJv/ylRlO1oZma0bCPfx6uV5/IaGaoYJLB6TLxAdUtNBBx3sLE4Md2HdGiPpT2z85A0Q8BsI\nW8MSS7OptmMzX17AuQuEA9aCpmqodhBLK9ZjPK9io5ohDvS0R2F3p9EhNptApCalU3/rpd/hT85/\nhsVi4wBTqDVU0VoQ0+3OtRSs1ohNqWqCZqIr7Q2adPyg1ahZMjDOlUwUXS4OG1VsUuFlF4UZIB5Z\n2jddU/EJSYwy1cZtd1eyE3z28ufJVfP87pNvUNCmUFNTjMaGeaj/fn7k3cfo9stM+pUF2SJkI9vx\nAsYWiY0rnNBIFa1slxAC7j84grB0cnYGRa9hsBRo+30+FEsulv3hXqIho/69P/qee4lbh7jxzTT5\n599J+eW388TZEUJNVGsA/G5VKFdZ2re/vPLX/Oo3f4tcbSnz8tTks7ww8zI3C7fWPMbLcWV6HtVf\nJqrsvm69V7HRS32oisqrLrG56Uk9l5ur2BwZSiLyXVSVPJ+5/DkAui2pdrZc7eXYwR7suSHsxR7O\nHhxb9T7pXnnNz5ZnVz3WLDxhC2PXW9E8YpMlfTCBEiygoEAlxMximXtHUqQPJZi/OIRSSkBp64FF\nBx100EErOJvuoScR4NihrcsNB3wa2Bo2S8RmrrIg5ewr4X0v9bweAiKGYlTJFGUnjick0Bfpwqff\nmRThztzrXUafeoTqGw8RVGL8zY2v83Nf+b+5Mrsy4HGEg9BMtBaJTW9EBhFle3VAvR6y5RKKAr42\nKIgsh0/xo+gWuZKcs8kXayh6DQW1HmCvhVgogLDlKeYnvKpPP6RJ4rNYaaw29eeXnuRzV7/Iv3n6\nV3kj+yqRe86joPD9R78HVVHx6Wpdivd6TmbSLWEhbB3/FnXveyJRhICyvdrnoyrKYPnoigXR7QiO\nr4CiOfiVlYG25sj/nxo8tGL7ydEUv/z3H+Pvfmea7miERDDcdLUGloxP89Wlc+TV2de5kpvgP730\n3ylbZWZKc3zqwmfrj08XNw7I35yVfi/9wf6m92W74JGWTEYwFh+RktjVHJMF2TYlyhF6khsTG5+u\n0qPJ43+zcItD0QNkZ+XrRgaWKjbJqJ/YwgOo1x5umKU66FZs8vbm5ck9g05D3ysVmyxHDyVQg0UM\nJ8q5K7Jyemqsi9Nj3SBUSq89gnbj7G7ubgcddHAXojse5Fd+8i2cuWfriTafT0U4+kpiU5YBvKiE\nSEXvzooNQESTCb6rCzKGmnS9Bce6dz8O2Cw6xGYTSEQMnHwX8889jDV9CCVQ4s/Of37FcwrV8qaI\nRk80jhBQdVokNq7vjaG29wL1gvX5gqwE5Eo10E0MJbBh372mquC24kX01QIKUV1eULOl1cGi6Vhc\nzU0Q1kNUrRrG2KuYepbHBh5kOLZEAg4m+hBCqXudOIoJtkbA2BqxiUUMsH1UndXExqSMMP1EQz4i\nqjS4AgjpKytY8eoY1twgj90zuuo9dE3lHWeG+Hc/+Rj//v94S9PVGlhSvVtObDyD0BuFSf7Ly7/P\nH5z7I2qOyZmeewGYcr2EPDjCWTUjdi0n50dGEwea3pftQiJiYOgqM5kyp3tOAvDq3Dkmi1P47Cg4\nelMVG4CT3Ufrfx/STvLC+CxBv05fauXv9ZPfey8f/9DphkOkAd2PbgexfQV5DWwCVbdi49f2TsUm\nkQDFV8Muh3jlsrzRnzrcxX1HvAHTjtRzBx10cGdDdf3fhLJ0z8tV5T1TmP59L/W8HhJ+WRG7kZUx\n1Fx5EWFrHBnoWu9lexodYrMJPJDuYaQ/yve94ygff/QHcSohLlZeZbq4FDwulmQrmU9p7YIJB3xg\nGXWJ5GaRcYfcvWx+uxB032/B/T75komi1wiozQWVXitewr96CC3p+trMFBZWPTaRu4HpWMStUSqv\nvJUu5SDdgRTfM/aeFc/rT0YQlSBZa0FWyRQb4Wy9YhMLGQjLV/cG8uAIB0epoTgGhk+rG1wBRHwr\nM/0fvv9dvH/4Awyt06eqKq27uofdwf5irVLfp3ytwEhsmLO9p7mUvcKV3AQP9p6hcHUEgKniSmLz\nB+f+mE8886srhBtmqzJjc7J/NRHbaSiKQk8iyGymzKmuEwB8ffJZimYJpRLF79OIhZojCGdHhnFK\nEbB9/PUXbASCH/+u46sqiGNDcY6v47Ic0ZKo/grXptav2nzu2Qn++G8uYtkr55pqbsXGv8sVm7h7\nLWaqubroRjkb5M1rixzsjZCM+ulLhurET2vx/Oyggw462GtQhb7CJsFr2xam/65uRRuKSGW0r01+\nA9O2KNg5RDXI4cH4Bq/cu+jcsTaB02Pd/PyPPsR3PTrM8eEuxOQxUES9hx+WiI1fbe2CURQF1Q5I\nla0W4IkNBNtMbELuHM1iWS4CmUIFRbdWVSfWgteK1xVaHTB2hySxmS+vbkW7mLkMwLWLBt2hFP/6\nbf+AX3zLv6jLKXvoSQQQlQgmFebL7tCb0Lcs3RgwNBTbh30bsSmaJVDAJ+RxXm52Fbtt346PpHjP\nI8NtV5QKudKVJVOS33ytgEBwdaLGW2Lv4f6eUwxFBjBm7uPVN6oIATdyU/XXS6f5N5mvLHA1d72+\nvcA82BrDyb1Rgu5JBClXbfxEGQz3171/qvkQPYmNK4YeRgdiiMsPUXntUbqjEX7uhx/kgXRPy/vT\nG5SveXNmbcnnxXyFT194ki/e+jy//r9eWmEk60mRB3aZ2PhUnYgvTKaaqVfyRCWC7YgVUqD3uX93\nKjYddNDBnQ4VmQjzEkwric3dW7F536lHCFQGKPom+eWv/C6OYqKaoVUdDXcSOsRmi9BUleHAEZxC\ngpdmX+NyVs4pZCuSaAS05ioby6GLAGgWpr22u/wrs6/zX17+vfpFWqjKIDeot/5568FTPvO+j0dw\nokZzPideK95y+WMPva5JZ6PB9ouu4pyVS/CRJ45irFGBSUUDUJH7MpGXQboqti6nqygKGgaozorf\nwStfG26L3uGuJRKQCDbvV7QVRAy54JQtSX6zNTkbYVUMfuOPX+UB/3fyNuMH+OJz0yiOhqgFmV7W\nirZQWaRoyTa2NxbOA1CsVnCMPIadWCV1vFvwBARmF5fa0QBq+eaEAzzomsr7HjrOo0fG+PkffYiD\nvZtTejmUkJmticWpNZ/zJy9/DX3wMnr/NS5UXuRXPvki2YIkx961utvEBmQ7WqaaY8qTz3bN8E4d\nXiI2HsnZ7/4OHXTQwf6H7hIbz9IgX3O7akSAcGB3Jfh3E37dx798+8dQq3GmuQhA1Be/o73L9kYE\nc4djbCiBOSGVlj59UZpF5tzWsM0QDU9dq1ElA2Tr0acu/gWvzb/BNTfjXnDVu8JGe1l2zDXpzFfl\n97mxIPcpHmguOAyRRNjaCgLgwTPpLNj5Fdttx+ZS9ipUwnSH4yuCrduhqgphVVaDruVvAKDRnhkG\nw20jLC5TRpsrSRIR1ORxPtI9WH8sFdwZzfdYYCWx8ciWTwRRFYXf+vSr/M+/Ok84oPPhJ44iymHK\nTqmu8DaRX/JieXPhAgCv3bqGoggSWi97BR55mcmUOd19or5dlCN10tMsvvuxEf7e+04QCW7+3Bhz\nf+vpNZTRFitZXip/GWFrRH1RfAcvcKN4nd/4k1cQQlBzXGLj2xvEpmbXuJKV5py6GSXk1xkbWjqH\njx5MEA7oTXkrddBBBx3sZXjEpmJJYpOr5UFIi4273aerOxrl42d/HEyZiO4Nr05E30noEJs24PBA\nDKeQpE8d5XL2Gn/wxv9Hxg02N5JEboSoIltePnvprxo+fm5+vK7o4Q3Ne21JkU183nrwTDYLZolC\n2eTqrOzJT4aaq0589+gTpAsf4HDfamWTZMSPqAWoOsUVsx43C7eo2lWsXJJTY10bLjopQxKfqxlJ\n8tolee21EXpthQBzBVldCuuS8CWDcRDyMuqO7ExPatQvg3ov8zRfkvvUHU7wsz90fz0Q/QcfOMWD\nx3oRbkVryj1XJlwCaKg+ruYmKJllzs/JSuNgeGBHvkMzWF6xORgdIuGPo6EjKqGWKjbtQn9Ykr68\nvbhqfkYIwW+/9EegmRwwH+Jjp/4OigLh9Ctcm5tncr6E5RKbVgx7twvezNtE/gZJf4KPvucUH33v\ncSn44ULXVP75h8/ysfdu3SCvgw466GA3obv380JNxkrZah5hGXTHdv5eshdxtG+AD4/9HYxyP39r\n7M5Wwrx7629thOfOGl14gOAhm+emXqxnB8K+1i+aI4H7mCxc4CVe5rmp4zzcv/Ik+/KNp+p/ez3y\nZZfYRAPtJTZJt72qZJV4+eIcwjXnbJawPXJ8kEeODzZ8LBExEKY06czWcqQCsvLizdc4+RSnHthY\nmWMw0sckcL0gKxG+NvmEBPUgWWCukGfUTWAsuBUbr5KlKipxX5KsNU9/bGf8PhJB+dk1RxKb6YKc\nLUr4YxwejPGJjz5MoWIx1C2f53cS2FxjujjD4fhwfVZFzB9CJC9xPnOJG3k5N3Ikdej2j9s19C6r\n2KiKysfu/WH+5pWrfB2rKXPOdqMrkEQRCvgL3JwtMrzM4PPpW89zrXQJO9vF+8+8gyOJLt53+N18\n5vLnMEZf5cXzx7CEBQqE9kTFRp6rAkF/uJeHj/c1fN6BTbbtddBBBx3sJXhxQb7iEZscwjRI3sXz\nNbfjrUfSvPVIerd3Y8voVGzagFQsQDLqZ+JmjX905ic403MKy9VLb3YWZTne8/AIoemHEbbGH577\n03p1BmC6OMMbC+cZisjM+rSbha+4fisxf3uJTco1qqzYZV48P7vMnLP173U7oiEDanJRWT5n483X\nUExxbHhjsjCQSCBMg5ojSZevTRUbj7zNF5da5TLujFE8sBTUnug5TNgXImbszIxNPCSPvSm8io1s\nD0yFZMUoHvHXSQ1Af0hWGq7nphBCMJG/iagGKdySVbQ3Fs4zb84ihMKJ/ub9dLYbXfEAiiKJDcBo\n/BAiJ/d5Nyo2mqoR17tQQjlevHGhvn2mNMufnP8MwtaJzD3AsRHJgp8YfidjscNoyVmemXhNEhsg\n6N/9G2kisFRd9CpRHXTQQQf7Ff56xaZCzTapOlUpHBDd/Qp6B+1Fh9i0CYcHYmSLNQpFh4/e+xFG\ntftxyiH6I40zoeshEfHzsx96K+rkKSxq/NY3/4BCTc64fOXm0wA4U0fA8nOrICs2FddvJRFqb4a1\nOySrUWWrzOtXFoi58VA7Wt5UVSGgeCadktg4wuFC5gpONcDRvgECxsZFxZ5EAKe8FMgbWnuIjUdK\nM5WlVjRv4HD5PM0PHP1e/q9H/im+HfIniQQMhK1hIYlctiKrSH2RxiRwNCVJ8LXMLRarGYpmEacY\nwynEURwfb8yfp6wuQCVCb3zvZOh1TaUrFmB6oYQQ0itodlH6Q3XFd4ccfMeBd6Oogq9nnqRq17Ac\ni997/ZNUnRrmlRM8fmKsPnSpKirfn34fAAvhlyibkoiG90TFZun89YhvBx100MF+hRcXFKtl8h1F\ntH2NDrFpE7x2tEuTWdmelLuP6quPkwxuLlDsT4X4me94L2JhiFnzFv/yq7/M7z77JE/dfB5MP5ff\nCGKXQixUFzBts5693+znrYWIWwEqWWVqlkNvtyQam5kdavj+rnHnYkVWHaaKM5SskmxDW0c0YDl6\nEkFEZel7tyqxvRbibsuXJwQBUHDVxLrCS4GhoRmrZKi3E5qqwjIX5bxVQDgKvWu0wo319SBMH7Pl\n2bpwgFOMEfT7sDIp5isLoNoEndSeG6I8ejBBvmTy5jXZbjebrZCKBlr2/mkX3jpyCmd6lIqa41MX\nPsNnL3+eifxNQsURnIVB3nZq5YzSwegQh4w0ajhHxZBJiKCx+xnCpH95xab15EsHHXTQwZ2EgCbX\n3ZJZIecmKIVpkIjs/nrcQXvRITZtgkdsLk/meObcFE+/PkVfMsjB3s23bI0OxPiHD32EyOJ92MLm\nheKXsUQNZ26YR48P1IfCZ8vzmKKKEEpdMatd0FUdHB1Fl9UBPSwXhHa0ogHEDRlgzZZk4Oq1oTn5\nJPcebk6ZozseXFGxCejtWaiSQU8RbkkVrewSm77ozszTrAXF8eEo8jcp20W3pN4483SwN4JTCVN0\nclxx5cgpx/m+d4xh55bIY5dv72Xu33FGzmd9+aVJaqbNYr7asiJaO6FrKkPmWZxSlKcmn+MLE1+h\ny59i/o0jHD2YaJj9+4Fj34VwFBTVQThqU1XI7Ubc32lF66CDDu4eBN24oFSr1D1sMP0kO61o+w4d\nYtMmjPTHUBWFF8/P8vtPvknA0Pj4h07j0xv7rzSLE8Pd/MqHPsLP3PePGVTThESKf/7u7+V73zZa\n956YKs1gKTWw9TX9XrYC1TFAN4kdmOFy4SLDsYP0BJurpmyErqAkCHPFRUzH4ulbzwMQcfpXzIms\nh1BAJ+AsBWrtIjbefFFpmdxzVZQQlo94ZHfL15rwIVRLyghTWneB7kuGUKpRUATfnHoZgOHYQd56\nagCjvJStPxBpLPKwmzgyFGeoO8yL52e5cku23PUkdvfYj/YnqV28D03R0RSNs4F3g6Nz5p7Vyn8A\no90DREpH5H8cbU8YXgb1AAHNT8QXrntVddBBBx3sVwRcNcqyVVlhztkhNvsPu5863CfwGxoHesJM\nzBRQgI9/6DSDTQbmzWCst4+f6/1o/f+OI9BMSWymi7M4Sg3F3p4ZDx0/ti+DM/Aqfs3gx058uG0m\njj3hOKKisFDN8KkLn2UifwNrbpAHhw611BaV8ncz5/7dLjnd7qg7X2SX69tMKgjTIBLc3UtHw8BW\nHXK1PEJxwPITCTX+/VVVIaGnyHGdTC2DUw1wergfw6fx2D2HearyDGqgzNGevaOI5kFRFN5xZpBP\nfuECn/6qVMvbDeGA5RgZiCJejPB46EOcPdbFX35BEq4zRxoTG4C39T3O53KXwfbtmXa/D97z3rYp\nCHbQQQcd7GWEdZkQq1jVOrHRnLvbnHO/olOxaSOOHJBVg/e/fXTN7G27oKoKvUHpdzNVnEaoNVSx\nPUPJhhJAUQW2YvKDRz9AT6g91RpwTTrNALPVKb5282kidGFePdn0fI2H/mgK4cjTOaS3J6PfHZHE\npuoKMzjCwVGrqI5/hd/HbkBH/tY389I53iC0rlNwf2Sp3UgU45xw9asfv28Q8+pJaldOMNrTvt+1\nnXjLvf0Yusr5G1JgojfZ3nbLVjEyIM+L7GyQg+GDvH51gYGuEH2ptffrsfQhqm8+jH7jgZ3azQ3x\n1sFHVknJd9BBBx3sR4Rc/7eKXasTm6gvumcSTR20Dx1i00Z8z9tG+fgHT/Het4zsyOcdSvUgHJVr\nuUlQHbRtIjYHktJf5oHeM20PhBJRadIpEAS1ANals/hUHydGki29T28ihHDnbEJtGs4O6QEQSl2Y\noWSWQQEfu6+iYqjyt76RmwIgqK5fHRxLDdX/1qoJRvtlcH6oL8pYbIxgYYzuXW7xWguhgI+Hji8R\ns91uRRtIhfAbGlen8rxxbZGa6XDfOtUakFWme/sOM5bYe1WxDjrooIP9jrCxZGztKYkmArH1XtLB\nHYpODa6NiIUM7j/as2Ofd6A7xguzIWZVqbbkY3t6Rd8x/BD+KZW/nf5A27MbiYhfEpLoIo9Gv5Mn\n5yv8rbMDhAKttcj0JII4k0kUf5mYvz1+MoqioDg+bHdIP1uVWR6/svtOxYYqg/tri5LYRH3rf+f0\nwABPZlQU1eFQ7ADqsjmPf/R9p6nW7F2vQq2Hd54Z4qlX5XfdDXPO5VBVheG+KBduZHjmnKyYrdeG\n5uEff//pTnawgw466GAXEHX9w2pOjUyljHAUuiI74z3Xwc6iQ2zuYBzoCeNMRFBDUqnMp2wPsTnd\nc5LTPSe35b0TEQPzepp7/Gd47aqOosC7H2rdJLInEcScSGPePEJ0rH0ZfU0YmKpJuWoxm5etUEFt\nd1uhAAKupPVUUZLajTJPh3piiG+FUUJ5zgweXvFYOOAj3CKR3GkcHoxxeDBGoWS2THq3AyP9Uc5f\nz/DsuWnCAZ2xoY0zfx1S00EHHXSwO4i4rWimU6NWK4FlkNplEaAOtgcbEpt0Oq0C/xm4D6gCHxsf\nH7+47PEfBn4WyAK/Pz4+/t/d7S8COfdpV8bHx3+szft+12OoJ1KXfAbwq3feRRoJ+tCEwaXLgqpZ\n4KFjvZuaoehJBEBoYGn426gMF/aFyNizfP2VSUjI0zms776KVED3gwOL5jwo0B2Kr/t8v6ERydxL\ndm6B+99/YIf2sn1QFIWf+cEz2I7Y7V0BpBQ7gBBweqxrT1e7Ouiggw7udoT9BsJRsahRsQoIM0Si\nq6OIth/RTMXm/UBgfHz8sXQ6/Sjwa8D3AqTT6W7gE8BZIAN8IZ1OfxGYApTx8fF3bstedwDIaodh\nx/BCPb925xEbRVFIRAzmc3KO5Tsf2dwMQioaQFMVbEe01SekLxYnm53h86+e46Gz8n2j/t0nNiFf\nEKpQRVbreqMbzyR96P7HuDlX3PVWrs0i6N87BeaRgaUWho3mazrooIP/v727ja2zLAM4/j/tac/p\n2m4927qu3asiu0Y2N4kbTmRzCXECXyCYGEP8wqIIMb4Q40sQYkiJaBFWAAAIiElEQVQwxgQxQaMf\nBEKCmhAl+0IE98GXyAiBgFFUuMcAExNhbnNjJYOuPT1+OGfsbJau3do+fQ7/X9LknOdpsys9V+/d\n13O/SdkqdbZDtZ2R9hNUa2Nu9dzCpvKY8QrgcYCU0lPAlqZ77wf+klL6b0ppHHgG2EZ9dGdBROyN\niN81CiLNsEKhwLKu052qBcV8dlhPnfx7yZrKO0/Cp6utrcDSRfXCrtw5cyM2V6zcCsCJoX389bX6\ndsOVcvbzchd0ND7rQn3UYHDhuQ8z3bZhOZ/6+EWzHNl7w7K+LrrLRdrbCmx83/zcTU6SVFfqaKc2\nXmSsrX4uXe1kiUqPhU0rmsoj0IXUp5mdUo2IYkppDHgJ2BARA8AwcCWwHzgB3A3cB1wMPBYR0fiZ\nCVUqCyhe4GGWM6m/P/vO61SsW76ag9X660pPb27ibra8v4eX/32cz+xaf0Hxr1jWy8Gjb7FicBGV\nCU6APx9X9W/nP28d49FXfsMx6jMwVy3rP+84Z+rzWVZZRGOwBsY6uXjtUvqXZD+S9F5y8/WbGBmt\nsmbV9Hbwmw15/LvX/GdeaTZkkVfV8RpUT/cxa6OdXLR2Mf0ZHx+gmTeVwuY40JyFbacKlJTS0Yi4\nFXgEOAI8BxymXtwcSCnVgP0RcQQYBP71bv/I0aMn3u3WnOvv7+XQoeGsw5iSgd5uxg+WaSu9Tft4\nR27ibnbV1lVcPLSQlYvLFxT/ri0rWTvQw9jIKIcOjc5YfFev3cm+v7/K0a4XAOji/OKcybxqa26g\nT5YYPzmWy88+zzas7gPI/Peep/ZK+WFeaTZkmVeF8aYu71iJ6sioOZ5TkxXHU5mKtg+4BqAxpez5\nUzciokh9fc124NPA+sb376a+FoeIGKI+6vPaeUWvSTVvINDbmc8nDyuWdrNj89AF7xq1blXfrJ0h\ndMOGaxl7fQ3V4QrLp7CeZbYtbFrn0z5epqPo4nVJkt5NG6d31Cy3dVNs9//NVjSVT3UP8HZEPAn8\nELg1Im6IiJuappY9B/wBuDeldBi4H+iLiCeAh4Hdk01D0/lb0d/N+PBiatV2lnSde52Fzs8layoM\njmylmrbRNw+2iFxYPl3EdpLPglaSpLnSXjtd2PR29GQYiWbTOaeiNTYFuPmsyy823b8TuPOsnzkJ\n3DATAWpy3eUOeobXc+zgahav8xTd2VIoFPjS9Zs4/MZb82J3rr6u0yM2C9ptoCVJmkx7oYNTT9gr\n5zj7TfnlOFwLWLm0F6od86LD3cqWLCoTq7OfhgawsKtMbbw+da+30wW+kiRNptg0FW1J9+Rnvym/\nLGxawJb1yxiodLGsks/tnjV95c4iNBZC+uRJkqTJdbR1AtSn7ne7i2ir8hF/C9ixeYgdm4eyDkNz\nqFAoUKh2QHGUpQv6sg5HkqR57Z3CZrSTykD2a2U1OxyxkXKq0FgIOR92aZMkaT4rvVPYlKj0ejhn\nq7KwkXKqWOukVoPBPnfDkyRpMqX2RjEzWqLS64hNq7KwkXKq783NnDzwIQYWuSuaJEmTKRXrhU1t\ntJNKjyM2rco1NlJO7drwQf75+rC74UmSdA49xW4YhbbqArpK7VmHo1lij0jKqcs3DnL5xsGsw5Ak\nad4bLK3i5IubWMIaCoVC1uFoljgVTZIkSS2tXCpSPTLEYrd6bmkWNpIkSWpp5c769DN3RGttFjaS\nJElqaaWOemHTZ2HT0ixsJEmS1NLWrepj6/plXL5hedahaBa5eYAkSZJaWlepyC3Xbcw6DM0yR2wk\nSZIk5Z6FjSRJkqTcs7CRJEmSlHsWNpIkSZJyz8JGkiRJUu5Z2EiSJEnKPQsbSZIkSblnYSNJkiQp\n9wq1Wi3rGCRJkiTpgjhiI0mSJCn3LGwkSZIk5Z6FjSRJkqTcs7CRJEmSlHsWNpIkSZJyz8JGkiRJ\nUu5Z2EiSJEnKvWLWAcwnEdEG/ATYDIwAn0spHcg2KuVVRDwHHG+8fRX4LvAgUAP+BnwxpTSeTXTK\nm4j4CPD9lNLOiPgAE+RSRHwe+AIwBtyVUno0s4CVC2fl1aXAo8BLjds/TSk9bF5pqiKiA3gAWAuU\ngLuAf2B7pTniiM2ZrgPKKaWPAt8CfpBxPMqpiCgDhZTSzsbXjcA9wO0ppe1AAbg20yCVGxHxDeA+\noNy49H+5FBHLgS8DHwM+CXwvIkpZxKt8mCCvPgzc09RuPWxeaZo+CxxptE1XAT/G9kpzyBGbM10B\nPA6QUnoqIrZkHI/yazOwICL2Uv87u416p+GPjfuPAbuAPdmEp5x5GbgeeKjxfqJcqgL7UkojwEhE\nHAA2Ac/McazKj4nyKiLiWuqjNl8FLsO80tT9Cvh143WB+miM7ZXmjCM2Z1oIvNH0vhoRFn86HyeA\nu6k/iboZ+AX1EZxa4/4wsCij2JQzKaVHgNGmSxPl0tntlzmmSU2QV08DX08p7QBeAb6DeaVpSCm9\nmVIajohe6gXO7dheaQ5Z2JzpONDb9L4tpTSWVTDKtf3Az1NKtZTSfuAIMNB0vxc4lklkagXNa7NO\n5dLZ7Zc5punak1J69tRr4FLMK01TRKwCfg88lFL6JbZXmkMWNmfaB1wDEBHbgOezDUc5tpvGGq2I\nGKL+dGpvROxs3L8a+FM2oakF/HmCXHoa2B4R5YhYBFxCfaGuNFW/jYjLGq+vBJ7FvNI0RMQAsBf4\nZkrpgcZl2yvNGadZnWkP8ImIeJL63NAbM45H+XU/8GBEPEF9J5jdwGHgZxHRCbzA6XnI0nR9jbNy\nKaVUjYh7qXca2oBvp5TezjJI5c4twI8iYhR4HbgppXTcvNI03AZUgDsi4o7Gta8A99peaS4UarXa\nub9LkiRJkuYxp6JJkiRJyj0LG0mSJEm5Z2EjSZIkKfcsbCRJkiTlnoWNJEmSpNyzsJEkSZKUexY2\nkiRJknLvf/5YMdWo7oqQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a790b1940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(df_fsl.stdDVARS[:-2],label=\"FSL\")\n",
"plt.plot(df_nipy_nst.stdDVARS[:-2], label=\"nipy no STC\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x25a790e05f8>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jP0/c2dbrvD2C4rwUeQ4PEF2p67CQCbLA1Vra+nu/ObLyDCxYeGRhv+/xueI8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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25a78fd1a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,4))\n",
"plt.plot(df_fsl.X[:-2],label=\"FSL\")\n",
"plt.plot(df_nipy_nst.X[:-2], label=\"nipy no STC\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x25a78fe1fd0>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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45BGe0cQwREHEUrW/CA9JOdqabFPh8RGeIWim1jcFvIRgaJbuO99YArRYbUB4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\ntEC7tDkKvAO6CLI6XFfvpYxigIo9eCKH0gLVnJIk6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