Skip to content

Instantly share code, notes, and snippets.

@arokem
Created January 10, 2019 23:24
Show Gist options
  • Save arokem/8f252f35fe5ddad56a41ace5c040ba01 to your computer and use it in GitHub Desktop.
Save arokem/8f252f35fe5ddad56a41ace5c040ba01 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import nibabel as nib\n",
"from dipy.reconst import dti\n",
"from dipy.reconst import fwdti\n",
"from dipy.core import gradients as dpg"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"gtab = dpg.gradient_table('./data_DIFFPREP_t2acpc_proc_DRBUDDI_up_final_no7b0.bvals', \n",
" './data_DIFFPREP_t2acpc_proc_DRBUDDI_up_final_no7b0_invY.bvecs')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"img = nib.load('./data_DIFFPREP_t2acpc_proc_DRBUDDI_up_final_no7b0_nan.nii.gz')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"mask_img = nib.load('./structural_mask.nii.gz')\n",
"mask_data = mask_img.get_data()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"data = img.get_fdata()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(182, 218, 182, 289)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.any(np.isnan(data))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"fwmodel = fwdti.FreeWaterTensorModel(gtab)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<nibabel.nifti1.Nifti1Image object at 0x127f45908>], dtype=object)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.unique(mask)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/arokem/.virtualenvs/dipy/lib/python3.7/site-packages/scipy/optimize/minpack.py:447: RuntimeWarning: Number of calls to function has reached maxfev = 1800.\n",
" warnings.warn(errors[info][0], RuntimeWarning)\n",
"/Users/arokem/source/dipy/dipy/reconst/fwdti.py:454: RuntimeWarning: overflow encountered in exp\n",
" y = (1-f) * np.exp(np.dot(design_matrix, tensor[:7])) + \\\n",
"/Users/arokem/source/dipy/dipy/reconst/fwdti.py:456: RuntimeWarning: overflow encountered in exp\n",
" np.array([Diso, 0, Diso, 0, 0, Diso, tensor[6]])))\n",
"/Users/arokem/.virtualenvs/dipy/lib/python3.7/site-packages/scipy/optimize/minpack.py:447: RuntimeWarning: gtol=0.000000 is too small, func(x) is orthogonal to the columns of\n",
" the Jacobian to machine precision.\n",
" warnings.warn(errors[info][0], RuntimeWarning)\n"
]
}
],
"source": [
"fwfit = fwmodel.fit(data, mask=mask_data)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 8.83220994e-04, 1.63815432e-04, 1.12893559e-04, -4.07344720e-02,\n",
" 9.98231388e-01, -4.32989466e-02, 9.95504529e-01, 3.68383977e-02,\n",
" -8.72563137e-02, 8.55069273e-02, 4.66586373e-02, 9.95244461e-01,\n",
" 2.66009318e-01])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fwfit.fit_array[100, 100, 100].model_params"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15cec8668>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 344.967x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.matshow(fwfit.fa[:, :, 90])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15cbf39b0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAATcAAAECCAYAAACblZAsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvXm0Z9dV3/k559zhN7655irVoNmWPEqyLQwBO9jYDTFDmwY6HYdFt5PVZOg0oYMXK+nQq9dq0qwQmk6ABkKApGnAgDE2jmNjsMFYtmzZsqxSaaiSVCXV9Kre+Hu/4U7n9B/73Ht/T7YMtlSu0qv7Xeut93733d+959x7z757+O69lXOOBg0aNNhp0Fd7AA0aNGhwJdAItwYNGuxINMKtQYMGOxKNcGvQoMGORCPcGjRosCPRCLcGDRrsSFx14aaU+g6l1GNKqZNKqZ+42uO5klBKPa2U+pJS6kGl1Of8tgWl1EeVUk/43/NXe5wvBEqpX1NKLSulHp7a9hXnqAQ/7+/9Q0qp11y9kX/9eJ45/0ul1Fl/rx9USr196n/v8XN+TCn11qsz6hcGpdQhpdSfKaVOKKWOK6X+sd9+zdzrqyrclFIG+HfA24CXAT+olHrZ1RzTNwDf5px7lXPuLv/5J4CPOeduBj7mP7+U8evAdzxn2/PN8W3Azf7n3cAvfoPG+GLj1/nyOQP8G3+vX+Wc+xCAf75/AHi5/84v+HXwUkMO/Jhz7nbg9cCP+rldM/f6amtu9wAnnXNPOudS4LeBd1zlMX2j8Q7gN/zfvwF891UcywuGc+7PgdXnbH6+Ob4D+E0n+DQwp5Ta940Z6YuH55nz8+EdwG875xLn3FPASWQdvKTgnDvvnPu8/3sAnAAOcA3d66st3A4Az0x9ftZv26lwwEeUUg8opd7tt+1xzp0HeWCA3VdtdFcOzzfHnX7//4E3wX5tyt2w4+aslDoCvBr4DNfQvb7awk19hW07OR/sm5xzr0FU9B9VSn3L1R7QVcZOvv+/CNwIvAo4D/xrv31HzVkp1QN+H/ifnHObX23Xr7Dtis77agu3Z4FDU58PAueu0liuOJxz5/zvZeB9iDlysVTP/e/lqzfCK4bnm+OOvf/OuYvOucI5Z4FfoTY9d8yclVIhItj+X+fcH/jN18y9vtrC7bPAzUqpo0qpCHG0/tFVHtMVgVKqq5Tql38DbwEeRub7Lr/bu4D3X50RXlE83xz/CPg7PpL2emCjNGle6niOP+l7kHsNMucfUErFSqmjiIP9/m/0+F4olFIK+PfACefcz07969q51865q/oDvB14HDgF/OTVHs8VnOcx4Iv+53g5V2ARiSo94X8vXO2xvsB5/n+IGZYhb+sfeb45IqbKv/P3/kvAXVd7/C/inP+jn9NDyMLeN7X/T/o5Pwa87WqP/+uc8xsRs/Ih4EH/8/Zr6V4rf+IGDRo02FG42mZpgwYNGlwRNMKtQYMGOxKNcGvQoMGORCPcGjRosCPRCLcGDRrsSFwx4fa1VvuYSke6btDM+frB9Tjvqz3nKyLcvs5qH9fdzaeZ8/WE63HeO0+40VT7aNCgwVVGcIWO+5UqALzu+XaOVOxadJhRC9cVo7iZ8/WD63HeV2rOA9YuO+d2/VX7XSnh9ldWAPD2+LtBLsIb60KlDRo0aPC8+BP3e6f/OvtdKbP0r6wA4Jz7ZefcXc65u0LiKzSMBg0aXK+4UsLtuqn20aBBg2sTV8Qsdc7lSql/APwXwAC/5pw7fiXO1aBBgwZfCVfK54aThhgfulLHb9CgQYOvhiZDoUGDBjsSjXBr0KDBjkQj3Bo0aLAj0Qi3Bg0a7Eg0wq1BgwY7Eo1wa9CgwY5EI9waNGiwI9EItwYNGuxINMKtQYMGOxKNcGvQoMGORCPcGjRosCPRCLcGDRrsSDTCrUGDBjsSjXBr0KDBjkQj3Bo0aLAj0Qi3Bg0a7Eg0wq1BgwY7Eo1wa9CgwY5EI9waNGiwI9EItwYNGuxINMKtQYMGOxKNcGvQoMGORCPcGjRosCPRCLcGDRrsSFyxpswNGvx1sfauN9BZztk6II/j2h2O9g0DXrHnHC/rn+cvXtG6yiNs8FJEI9waAPD4L9xDsGUA2Pepgs4zQwbHevTe+5kv23ftXW8gGloAur/35f+fxsbffj3mby8DcNvcMm+aP8GhcIVPbt0KwK888EZu+P2CzplNlO0DkPUjBkGPR4PdbOUx4ccVAMMsohumtEzG4JsvvzgTb7Bj0Qi36wQr//0bcAbyjiJedSy9/xEAlt/5Mu78kYf54fn3Vvuee/s8AHvCDfb+9DpdlVb/G7qIU+kyv3LqjQCEg7tYvT0iePNl9vS2ADi1vETwYI/eWcdoj2Lr9CIAoyTi7pmniMKiHliuidZTuLxGy4gQ6/dnyVuGtWCW4TjGFuI9yccBplUQRjk3fEy0ue/b/3n+ZOV2fvfYx3jr/lddiUvX4CWKRrjtQJz7p/eSd+XvaEN+523IZh3hJsxfzmGXCJxg5Pj4g7dz6ugSdy+dBuBIa4VYZwxtzMSFHAnkIEvGYMiY00/zm8HrAdCZY+ZMweqnljjNEgCtEUSbjnBo6Z1VOB0CsDma49Sh3ewNN3hqLPtGywHhyjpYh5pkAHTOTlC2RTQISGd66FzmEA4cWT8imXM8GfQA+Lm1Of7mkcf43pPfzhP/9hgAi0fWeNOBx3nw1VfqCjd4KaAJKDRo0GBHotHcdgiSt90NYtWx+/MJ490hWUdhElftU0SKILGEWzkqF9Nw7tEBRTzD+fW9vP/QHACd7gQA5xS377rIf7P7swC8rnWOvjYYHHEg6pSyjv6JVaxZIG/ralu0ZYnXMmygcUo0N5TmxOZetHLcf/4GAGZOgUoy3NIcthvLboWl+8yIzjmFDTQ6F/+eWRtRzLbZvKlL1pXJFmdm+NDR12KXUnYfWwHgrQdO8OrOad5yakxXpewxYwBaCgZO8Q8Pf9OLfPUbXItohNtLHCd/7vW8/NVPszrYYPxJMfX2fXLEzMmEohWAEiGgrBdyzqGTHLxw06cvMB8HKNthfLktu6g2wQichs/d3GfrThE6l/Z8kdvi85zJFri0JXbvQtsQr23SO91ivL9djSvayDHDDAP0/Lkniy1OXVri9No8xQMiSPc+soWd6ZDNt7ChCEedWsK1MWZjiBtPIBdB6tIMsxIxw36SXS0/VkW4Zdg62OKilbleWJohbRt2mSFdlWP9mFatIXOaXzj9yWqcj2ZLfHzzdnZHm+zx5venBzfxn79wJ7e8+7Mvwh1qcLXQCLeXGIJjRxjeuovJP1wD4P+86bcIVc7vXb6Lz7ZEuIWXtsA5iu4MRSkwCofKLDqz6HGGSyVI4MYTgrURrbUYk8i+7UsZ8fIQFxrmTnY4+9QRAP7VHfs5dHAFrRxbz8wAMG8cxBF6lGHGIgTzjiGZDykiTbSRojKveSWO/FQPNVAsPiLC1WlFsrtDEelK83RawXwb5ts4o8DLZZ1ZVGFxoUZnstEpR+eSIxgbbBQBcPHYDOv9LqtFh0sovjQ5BMAXB4dYSbrc0FnjcFuirZkNiHXO3e2neHU8BOC7ume451ue5H//me/jxh+/78W8fQ2+gWiE2zWOJ379tQDMfi6mtWK59J0J/8MrPs5bew8DsMdkrFvNbd2LfHLxdgCy3X3ClSFOKfKu0DucUajCEYwtyjrMpjcVe10mB2ZYvS0gHMimuRNj1NllVBDQeTKjc2oBgO75Xawc20fedvQve43QZdjZLs6YSktMZjQ2gjhQBJOCUnWK1x2zJxXh0GIS2ZjORpXn18lQsShsEJC3FXlL4/z/de4wqcNktantlJKgxpNDlO0AcOrORc7OzZM5w0NbB/nTk0I70U+2CbcUj845st0SvIi6KVo7Htp9gHft+xQAd7fO8Tc7T3Lnf/1/cfa757iQi5Z5arKbB1cP8uTFJfINEaQqV8wdXud7j3yRv3hFix989BwAx0cH+PDp29k63+OW//H+r+/mN3hBaAIKDRo02JFoNLdrEI//8t3sv2GFXe0h+8difp67bRfDLU0Y5VzOeiwXQoVYMGvsDxTvmHmQJ+7eDcCf5y/nwCdCeo+vo5z4xsZLEXlHk/Y1eadDd+L5FRqWXxsT3rvK1mPCb7OfDwjabVxLtBOMvANnnhjQeyYk6wUUrVLdgnymBUpRxKK5lZqWsg6nlZiWeNPYKmyoqu8HI4vKHNZAZZcq0eJ0ASZz2PIpVaKBWgvKK282kONlMxHxmswpeWyWP1SvoBOnXHhqkcMfkJ3bn3wYpRRqYY58r2hjWzd0GC8qTi71+RevEnrM37nlft7ae5hDQcax4DJaSaDC9k4yWbRkN0OpPKZOs2FjtLJ8/+mUlh/Yq+JneGKwm/H3PPK1PwANXhQ0wu0awRO/+Rr+u1cK2/+19jN84uJNnPjkMfpPyv/3jGSRD9f7/P7o1Zy9SRbnWxaPc3frNPuN45/s/SgAu791wO+27uHmSx3CZSHWZt05sk5A3gbQtGbEP+ZCzWTJ0QkKlDcf9SSHMKBY6GHbAToR/5i5PECf2SLstkkPiSDIZgLSuQgbqkoImdShEgjGliLSJHPyj+F+Td6C9rIjGMnJgnGODTRKKyi8H82IQHQaVOHQTlXXSTkRksFWUX0uAxE2lt+ds4pkPE+ewp4zlnhtJMe96QbZVyvx6wHdZ8b0T+W40HBxfRaA/6TvJry54E3dEyyZjK43cGIV0NGKwjky5PzWOfYHKQZFqKJqnHsM/OqxP+D0UyFfSg4CcHKyhw+deRm7fyrAPXD8a3o+GnztaITbVcbW97+eA//oCX5s4aNsFRIB/Iu1mzj/2G52P+LonfWOfy0aSueSYutizKc3bwHg/G0zXNrX5x39h9jl2a6v7T7Fh/a+jGS+R3BRIoA6tV4LkoVdtOpbH4wUly7M0iv9aFtjXBhQdEKKlqkeEhMG4CxMEpSnZ9hQkfY0RagIJiKcwrHDJBadOSbzAes3iXAYH8rRI033nCK+PK7Ob2fjyt8GorXlsaKIFMqJsATxuTmtKCKNjvy5Bjk6t1ijK4FlUke0oWhftnTPZ+LXQwIdyjlwovGVaK1m6KQgGsgxV56e4Xfj13By124Ot1Y4HEnw4Uh4mVAVXCr6bFq5VwbHrmCT28IhiyrC+ujHhp1wsdAMXcShUDS/Q+EK99x+ig//0iv48H2vk7n2c2754Qf+mk9Lg68FjXC7Sjhyv9Am3jL3W3R1wkrR47HRXgBOPLuX+UcU/WcnlTZjOwE6c0SrI1rnHeFYtIxnx/v5EHAoXGWvpzI8MDzK1qUui04imQDBKCdeU+jMiCkXicAxSUFrBWwYEm16zakTgxZh4RQUsUge3W8RTHq4wGBbsq2INHlLtCzns7SUdejEYkPNcL9mfFMCwPziFmtnZzGpRo/KnRUmMuTtmKJVmrVi4uZtUIX8AOgMigjSnmK4J/TnCsGJ4CtRxKr6XhHryiyG8nj1vijI24bhkZjNG2WTbVsunlng4/ftJus64ls2Abhhfo1RFnHm3CJsytLRiyl3HDzHt+96hDd1HiPy6u+DyX4+sXkrz47mmI9EkB9sr7EUbHFP/0m+++0i0EYu5j3v/R5ueOeX/lrPTYO/PpqAQoMGDXYkGs3tG4g9983w9/Z8nAU9IfPvlZENuVDMcnKyh09fPAJA63ibuZMJKrXkfdFQilijjKNoh4QXN5h7SNSZ8dISq7d0ODHZz8cmLwPgTx56GYv3BwTDBBvJLTbDVIi8Kibr6coM1KmlfdlStDTOiEaTLXYINhN0WkhwwJt7eS/CmTnQiqwnx81jhTOiEZUakg3EnMw7mtFex67dovn044T1Yo5g4nChH4Bz6LRAWYcNvO8sABtKRoUuwE38rtpRhIpkXpEsyFiLbgEa9FgTjOT8wRa0Vhy6gKKtp3hyTrQ2VWuDJrXeTJdzAqhE076oOfgnA8ww5eIbhQpzenGW1orjlvs3cV8Qn5l7wyt55B3HuPjKHk/u3lXd6/c/9gp2fbBF/+kxp+8QisqfviHldbc8xTfNnYJAAkW7zCa/c/ev8NN/+TY+98whjv7AQ1/DE9Xgq6ERblcY5/6XewG49bse5x2L9zO0MQPbJlTiH8tcwNlsni+sH2LlCXHS73u8QOeWohNQeCd5EStUqEh1hE674vRHFmQUFJwa7uIvj98MwM2/nhGev0S2bw68wFFJgYoCEVaOinuGdeIrc5D1ZN90NiBYF+GGUVgfLS3amrwTo5yrIqNFLMLMTJt6Tn7ytiLvF0RGJMnmpEW4pjFpTjYvZrnOLDrJMROL6nrh1hIfngvAKnwkVaAc2AiKvg9y9DNMUJC1AzLtTfAtRbwpnL7SRIXadN22LbMUsUHnEK17n12imH88xwwmpHv6hFvyvXjD0bmYYtYGFIE3S4cJ8eUuFy7M8afpLQxHEqjp/2WHuT98EDtJ2PukLyiwfpT71VH6tyfsCkTgHwo2yND8wO7P8JbF4xz//AEA3vex13P0gxP0J77wVZ+vBs+PRrhdITz+i/cw+0iAFq4oxz96Cz++60bivSMOL65yU1+c1HvjDUZFxCCLCTdkcUeDFKwIjSKqtSEcOKVJ51uVlpTMQVtbLo77tJ4V1SM8dQbX64iDvfTZxSHZTETeFlKsmpJF4mCHvCsbk76h7aOKNtCV872IROPTOdhSSwtr8m3pyzKpEwEYKlSmWV4X2kq2ETN/VrSmUvNThSPaEO3NZHKgDDmm06As24INwcQRjBV64gVuZHAOXKYJxzKm1qqjfSnDKXDGVIJMxisBCZOWARFNEStMAt3zMv7OpZzOyTVcHDBZCqt7YIY+GDHTQd8iFUhGB/u4ANQoYD3vE6zIvLoXCtSBvdi9swxnvPacWDqPxnw8upmLB6R23RdmLtAqHxIg9kGhv/e2j/ClNx7gzOAIoX856Dc/82XPWYPnRyPcrgCe+u1XMHNfwMKJhPiS0BCy+TbD/RGj3X2eXujx2J79AOy9YZWjM6tM8gDtfezBVobKLXYuJG+XuaE+aqhgshQy2iWLO9mX0Y1SRlmIEb89ds8CeT8W2sOMaDPpTEgyI851kzpwUyx/LdpQNicLfrJoyPsRZlLgVC0ITWIl08E6iP13VZkzBcav0WBUiJO/gNYlTTEQrt3ssmL26QydWgofkHCBwkYGldsqpQrnuXJVOpYfqFJEg4LuWSjdxZMkpGgFBBNF+6J8oXc2J9xMKVoBLqhN8CKWiLNTVJHVrGvI2zKn9ooIkda5EViLbYXb7qs18pJxxuC8uV/EGlWA2dI4rYnXPKcvd7hOjE5ydCm0u4ZwAPZ4h5MnRDg+NTmGDWDy8jEvP3SeXiA3sW0y3rPvw8wdsKx61fXBxw7ys4+/mT3/1FI8dpIGXx2NcHsRcfI/SQGxpQ+1WPzQY9j1DfQeIdaaOKC9rOiecwRbKYOjsuDPf+sS+kbH5riF8cLNDFNsHAjh1pt/8cARDMU3Nt6tGRwTQbTn4BoHuus8sb6LeM1TJgZj3HybZF6OAZDMKtBSE80kVKlSzqhKeLmWLO50xpD1DOHqhGiUQekLCzU2NkLFKLW0xOEK0eZK4aSsw0aS/9k5L9QQgO75hGA9oZiJUEWZFlb66nQlKJUXjC4Hpgi7OIcZW/pbOSYT6aozTdZVmAl0Lso1iTZEa8M5VF4L0iLScozMUVLn8o6iCBXhyBFuiHTWSYad7ZDNRBSRovCCXNlyfA4blOoqmInQaYSX54/b1hS9GD3KCAaZv36KOIJwS1WCtPfAGfLzF9j8wdfz6N/aw237LwLQDyc8kS1xb+sSh73mvMec4TV3/jqPfXA3H1m/A4CPPHEbN/7Qg1/5gbzO0URLGzRosCPRaG4vEp59z710vih/x5s57FrAtFq4ri8j5LUfVTj05pjus/Lmb5/tcr43h7OKGZ8RZdviH8u6alvSeDjKgQAbGtyiqHm3zC9zY+cyZ4dzqA3PU1tdg8MLJDOaya7S/IJgDPGaN5nKTCcnKVDRhiGdl8fBGUhmDB2jMBfWKi1Pd1rYTozqhpXPLwpE89nOMzNkPeG/hWNH74yEO8OLm9iZtmQkVCWYlJjPz/Hd6cybjq7WhiSYoFGJBAsAwk2FzhTByBENrB+/ouiEQnyONLlP9bIGwjGYia0CNU5JRDbaKjBj0bBcaMhmY9K5gLSnyLu1xiYHslVkF8QPWIwVRVRHXJMZRTQXEjlXzTUYFbQcXtuTseaHdqEX5wjHFnu2zdNtSYHLreaPeSUn2pe5oy2+ttvCy+wPNMfCNb6t/WcA/OiuP+P9D72K9z71ana/41Ea1GiE2wvE5DvvIRgXRJtUlIO0pxkdmSPa7NbmTy8k80z+aHaRcCiSrPeso2jFZD1H4bN3Rvvakkepa3+T0wiLPrMEEx9GBEJlaemMQFmK0C/C2ZlqLLVwhGAoC9GkDu3LEOkkJ04L+s9qoDa1sh6s39aj14uILvpyIYVFjxKUtVUUtoi1RDNVvfiLWJH0NemMwlx2hGs+GyEMmOztkHU0uhRY1lEENXm3PL/4tkAnVEEZaxTpjEHZ6WwEEdbBpBYiRcuIT1EpbKS2RVt1JtkT5fWJEF9ivFpnXRSdiLxjmMzKHEqBZQIltBil6ii0FUGsUyhCcH5F5V1FMmPQWYgZ+8k6od7YUIuJDNiFFm5Xi6RviNZUVUrqxMUej+aHcMaxdHAdgG/d/wTf3H+Mb25d5gcOSRT+Q2c/z9GFL3FX50l+6sPfRT8Sn51701mudzTC7QXimbcqXEsTn3fEKz6CaCQxPFUhNiwjjZ51Hyuc1gQ+stc/k2CDmMERVUUrR7s0nUuWYCwaFyBZAEajRxnxusMsiyR8cHE/a2mbC4M+xX45ZvuOvYSbOa0NWyWo21C0mzJ/tNS8nFaYrYTuGQiGklKUdzRb+w2XXutYvidk5gnhby09PCG8NMJpXdFDnJFjq4KpGmsKG0mQQudAKtIpPTDH1r4AG0AopdMIJhblkJeA1xDzliLr4TWc7ZkH4teqNUVdOChEqysFhvDZAC33Qk9RQXTm0LnFTHxu6ppFb6WoLMd2xLlmY0MRK4q2+NtKn58qHFgnQYpSEEMlKKfhVBnt1qi89kWq5+yrM4tFo5xEgVsXRBKHW4b+2QJlFau3CZXkfS/vcnz/Pk4sPcHPPP1pAMYOMic3dTCJ6X2HJCNf/Ef30nv7Bbr+8/WIRrh9nXj8398FgAoy1HqEylWlYQSJUCHytq75YD6x3AUi6ErhEp/bpNML2DxmSJd8yD8L6J1ztNaKKvWpCBV5NyCaZLTWcmZOiTqxlSzy4Pw8LrboffKQr49Cdn0ho31+gtMisJIZT50IATSuWwcJWoAZTOgu+24yWjPcu5/u0Q1uWrjMF+cl8TtebzGbFOSdgHTWRwuj2mSrop3WEowNyjo6y2kVmc16QSWgbOgFYSZ0lTLlCiDrCqkW54m8Po+0FIKm5Oh5OO21Jl1XJdG5fHZaBCiATrzGWvhqxIAeTFBpJhVQSlNzKpqqc6pATzgEk1nQuk7W9xomSoIgeNeCmYgwVbbWKFVuUU759DTP0xtl5L0INW/QGUT+++1Llu6ZkWi2kVBpNos2J88c5sTcQT5w9E4A3r7/OIfjyxwfHai0PoA9P/8p+Hno/8USF4ay/XoTdE1AoUGDBjsSjeb2deD8j93LwT+WN28yE5L1FCp3tDwVI9oqJKG8rSoqB1q0DudrlZUkWDWRtKhs1jK/XzSnNTVD9riheyEh7ZVkVUXe0QTDkGCQMXPam6Armsm8ZvNGTTbnx7SoyWZC2mcGxKtlmlRI3lKVplF4P1IRGpRr0bIOdVr8NHY0Qtl9LHZH3Na/yDPz4uRGtYTEGk9Vx/UmoLJisoH4sFprwnULL41qzaVwYmaWWRJ+XsqKKVv6HKv/KzFtS59XMKlNxG1VRHyCf3lQZRUWMZdxVD6vcJBt6yUhBzXYMMDFhqnKSjKPidBmgpHs21otMCOfGWJqjdwZOXXpewOEWjKyBKMCM6pJujYy6MwSrHi7fGWNcH6WcCkiyetSTMqBjQOUrYMnvbOgzkA0gOG+PQD86hvnuOemp9nb2uRld57hxM9Jy8Vj70s49c6IW7/9iwx/R8zaY/fNcHE0wxPP7OHmv7vzK5E0wu1rxOh7X8fBX3kYtST5hpOji6SzUrGjXES2FGwtVddfzMWlZEMfKCid6GEgpNXQsX9GUnLSPGAyP0P/dCFCAkjmpJpH3jYEIyGpAoSbEA5Csl5U+ZzylmO0K6B9TmPGshhNGog57IVsqbMXLRgtBdigQ/+smC92NMIGitjkhLqg8MGL7qWcYGUL25qt/UiFExNbbY+Y6tRWn13oGfqpJdpyYpaWWQ+x59rZOioaDJ2Ponr+XGnqJfV3Szkk/5Pob+2H8/6uUAjLgfevBStDVJLi2jHWF+IsulEVyS59ftYTlUMfgInXRTgF6wl6kuLimtzrjFxPEfC139H4iG4wzFCJj8LGoQQirEMNJciSX15Bj8aYYwuAqV4aRaTIZgKUL/Mk11rmFg0yOk/Ls4Kd57PmMK87+jSvnT/DN7/Zk3vfDK/Ju/z5+25kPJDxXhzNkDuNvhyy+sNvAGDhP+zcHhEvSLgppZ4GBkAB5M65u5RSC8DvAEeAp4Hvd86tvbBhXjvo/MFnKICgL36QaGVMuGmwoSbvyUOUdT35VtWRPp2JELCBd36XVWs7MdFGSnS5w9pEaCNRkJPMK2xoCKcIoFLB1oBWlSA144xow9E9F1SUh6zvSOYU6UKbwGsNwcRRxK4ScCWsAduBLNO4niR4m5kZknnohRJ5SzJ5TOKVCayuY+Y66FRUJ1VYnA8ulH4snMOZmKJlSPd0K21HWSc0FFOnPRTKBwny+lqZxBFMpLyRM7XPS+euSsqvBOFEIp/TZY3KeTGVXQGgJglubUOiyb6NYNEJZT/rKhKx9JuQWm1mYjFDT+4dTlBZLv0iPCricVnos6h/ly+AUhjmvZAiNgRFBsVUTphS5B1D0VKV9mgDCZAYZ6sXZBEp0hbkrRZ9f965JxNG+9s8OrObQ501Xt5+Vq4hjvvzYyRZQHZOolLpqIHRAAAgAElEQVRnjvfJeg7btiz8h09Xpz//P99LEcPB/+NT7CS8GJrbtznnLk99/gngY865n1ZK/YT//M9ehPNcM9CdDljvpN4YYme75LMRad87/71gU/lztAkcOpcHuDJruhFmMGHu8Q7n5yUqqWZSwhZMliLaFzxHbJCTtw02UmRdU2k+4pzO6V5IyDoSPBgaccgn80FF+VCFk5zQwGtuZaUM5LPOXKW5FLcdJtlTMB+NKZwmS32SeJpJ5FPX9eBKSRkMM8yqVP0lzVD5DPnBHqOFkHBYRgAL4aCFU8Ig8xpJRt34xYHKHCaVyGmZs1pFLW0tsUqtpohURYWp1DqfxpW3ZfzBXA9tDK4dU3S9wGkbT+dw9feUN90jhdNitgPEThLlXTvERqUgnEoVmypIICXWIe+GFacu7xiJACcaIq/9aQNHDzFe1BQxVQpdGX1Whavn7/ON0z6M9ojm2VrJ6FxwrJyb5fjMPjreLs6c4bHNPWSFwc3LtolvFqSHhrP/TKgki8dz9v2sCLVTP/OGHdXt60oEFN4B/Ib/+zeA774C52jQoEGDr4oXqrk54CNKKQf8P865Xwb2OOfOAzjnziuldr/QQV4LeOaf34tTEG5JDmP/tGhUweaEoh1io7p6RhUscLW/KJjYSsuo6AMIPUJPDLOnxjgtZunGjS2cdox2aeJ12TEYpKAiMt/yrqSIKAtRVmCGGe010QbS2QAbQtbRBL4ihXDRnNeUVK39eI2jZPcDbB3uECyOmQsl6b8oaja/arfIZiImC/64RhL6O85hln0v0ixDpTlYTxXx2p2Z2IpcW2pJki2htmljynqice5Q0wxcf02ZooIUka8WHNVkW/Caj7/2pQsgXeqg51pYo7fx/3TuD1lqrrFogVlbxln42nNOtwg7gVRKCWvaSUk5KX1i5fmr4McUOVnGqrHzUhXE9G5ieHRGKpNMqKoht9YLwq3c158rCcuOYDylLSLBnWDkiJcNj8/uZisVc3tj3GL9Qh+zZUTlBPRcytzskLn2hLVj8qxd7Cxy5OzLcV84zo0/fh8n/40EJEyiOPoTL20t7oUKt29yzp3zAuyjSqm/dv6HUurdwLsBWnRe4DCuPHqvv4RWjrVBh/HpLnlbHo72SlyVz6kFRh1BK00K7StxOCVNUkrYSGNboZimT8i2Imoz2qvIu96UQWqUgY+0BrVDXvU1JgkJtrKq6Uo4dCTzismCwhm5xeFIhAUZOOWmFh7V2O2MzGm4z9DrJGjl2Mxb2KF/TIIcluZJZg3JjBfUocIkjnAYEHqzWGmNDQ0msZhkyoQMRJBMRzpxgHF+Pj7aPHFEG7nUestcTYSOtQ881AteyL+eoFu6/Lyw0YXDJDX/rmhpUl/TrjKLvXC1LbWdcB16AayotmddjTNhJdDkupWRYlWRhEEixmaco9Oi8k/mWUDRMthIM97frcY0mdWowhFvUSXUx6sJOsmxcb1ElZXorbLCpaz/IS+sPAm4sC5CMzvbZc8D0Fop2DgqUn/jZRF6bsi+ziZ3zkt/1eXFZe7bfxMzD99LNgM3/RMxUd29r+TM/3ovN/zUS9cP94KEm3PunP+9rJR6H3APcFEptc9rbfuA5ef57i8Dvwwwoxa+Asf72sCpfy1vMr05pttJ0NqR9gs2j8kDO9xviDYMnUt1yR5lkWoWdson1KrzKXU+JQid+H2cblfbWmtWminbmnVfdALylvjanKodz0UkVXFVZtFeyJqJCK2sBzqXHcuClKpwKK9BgIzPGvHj5R15ySRz0HKKs+M5zg5naZ2VxWHDlPRAX+gbpeMcnw2gase5iwJsO0QXlmjLknVKOouuFmipudlAkVWVN7zAyCXVTE9ywqzAep+Z0yHWlILJX2tFRZwtUWo2ZapVKcjSvq6qpES+AKVJrURW47oCS9nFS+dymrICCqrWDqvadYkXprloxWWTHJ1aIe3mFu1pJ8ZoipYh60yRuyM5n0khHlgiX5nEDFPJBIkNebvMBpFsC5NKdRR51lxFm0G7UuaDgnjDEv+Xz7P/sJCwldvP5W6fPb0BN7RXAXjD3JPc8bpz3H/LEQZZzPf9kCzX37/9ixxdv4XRR44Qv+VpXor4uoWbUqoLaOfcwP/9FuB/A/4IeBfw0/73+1+MgV4NqLvvZO5ReVq2troMem1UoQgtWK/q28ihCk22pYhKc8mVFAZXaSlppCsNw0wlfqvCUbQNec9Umlc0sHQuigArO7MXscHGqqI8lFqKcviHP5I6ashbPdySnMqSo6Us1fltoGoqipbsgiJSlSBVDtYv9/hccoj0YoddT8kx8l7ocztFEyz3LTWWoitO7qwXYCPttZdiaiErgsRto4w4jY8iq/rl4FxV2lxPMlThgzctg+sGlVZWzqsUNFXEdEpjU4WrsgnSniaZE+0xGE+NwahKyJTQeR3gmNbyKs7e9OvYvyxMRqWpljw1G5kqDzXrBGRdKdE0bULrXL6n0/r4LgrIeyGThbB6OVAGfqbOrwqHySQH140Ckuqgjq19ht6RQxRnzwOw9NA8k8UOJ7tLVSS8Y1IORqu8c+9lHhod4r4N6ZLzo088wI999lW8rrfMXcclt/U/v3yOlxJeiOa2B3ifkldFAPyWc+7DSqnPAr+rlPoR4Azwzhc+zKsD99kvsXtLSncvLHSxkaaIDaPdAaM9pTYi1Taq/Eh8hNRzn6pCiS3x5egUWpmrqkIoJ4vPGlX56sJBRndS1IUhkTQpnblKcJawQZlzqasHPxhbOsuilagpv1NV2VbXC9lpVfUVKBGvgsojUBGz61Rmd9o3QorN6pWtM0cwLAjGBemsrNjBwQBnoHce4sspZiIXwXZ9BRE9JZBUvbir41pPdo4NauKqkuomsVUxgdq35ap5VNe/EEFRCsAymd0FbJtndZ+VkHHLum06B+V9frjpyO52PyWA0rUmbiauulY4uWcuUJULIW9LpZQiqoWTTuVlVFUv9rXn8m5AMheQ9FU1fpXX968iUVuINgu65xSogGS+bI7hGO9SrN2zl5nHxAQ2gwlzJ1tc7vb4opJy5qPdERv9Nje3L/K2mYeYOLmH7zn+Pagzbf7WXV9gvZDv3/GA5uHXPif37RrG1y3cnHNPAq/8CttXgDe/kEE1aNCgwQtFk6HwV6A4IV7+cO8e3PwMthujs5hg7NOafHclM60plMExB3kZQQ18MxWjKIY1kVbIqxaoq9vq3OIKR9EO6gTuVJzzNpByOSXPClXyzdgWwYtXM6I1ieQCJEuRJO/7bu7W1Psau91JrdYd0aB22JdmJUCQWPH5lQpC7og2UlSak+8T1SedU6Jl5BBspVgf2bWR9IQoNOhy/g7CkSWk5gQG4wIzyUUbMwpVNmVOC89dqzVanTkpaxTUGlZV7kkhfrIyep1L9sO0yYk31204NU/lcMmUejaF6aiubBDz33jzeLonah1JrcnB4g+sTfBw7AiHttKes57X3NqatFc2pvb3xc9t2hQ345xoOSG+HBBtddm4Ub4/3u1IFywbTuO0BBl6zyS0L2X0n4rYVEJCf3gUcnp2nuOz+7h95gLH2pcA+KEbP8tvcTf/8j/+t/zQO/8UgD87ezOLHxu9ZHo5NMLtr0Bw7AgAw1t3kfWF8BkOCjrnvXfDKIpQqkRUre1CVZkO1YNdeno9bSH3hEqTuKqqREUViQ1FqEnnauEWbhWVT82ZuqpI2c1K2dq/ZwPlS4J7nw+epuBTr5StfVbOqW2LRU6marIvdW+Ech7KOSg8PWFs0ZvSob4SxAmEW06c49bWgiit06eqY6diouvcVWWIgvUxamuEi0I/aL+4cyslwnUtZMq8VGemXhgW0HV3+vJahWNX5adWvjHvkFelU76co60DEdV2w7bsiOqa+DnZWOGCqVCwvy/TvSBKH2fdfctVqWpFXBfWzDqlwHZV5kY4dgRjn9Y1KquKpKiLK9iVVWbWb2CyII29R/vA9nPGQYDOPNF6IqTw2Sflb4Dxcous0+LJcJ7HezcQHJKc11cdOMutS8vcv2uWT735kIz1HQs8+a0dbqIRbi9ZBEcPUyz22TrcrZy5TkPeETpCMNK0Vz1FY2jFx5NZXFVjX6JvVqvaSa2mfCaGirWOkmid0wqjfSVZHZB3JCG+pHkVkSH2Czjr1Jy6mlVf+2GKUEFHg45qbU6pymdnw6kFqmq/Urlv3lZkXUlzMhOhj1TnUqAyCH3OargxwYUB+Xy70kb6ZwuCoXDa8vk2ebvW3MpzVfmiE4tJrNA+Uj8oayFJYThCxTHEkb9U4gfT5dyp09KsqY+pcyd+O68pVZVwx873R1XbhTmA3f59kzrv41PbrrVTCm1tVSRAWYVycv481lMCUrRDM6FWAB215vVc15X/33RqnElF+JfBm2BYEAyFXlIGWSgcymiwBSyvYCZ7q7HquMAizYFAAiptIF4eEviUuPblCGcU4SAnXB2xdqcEDT77tsO8/NB5+jdsonw16SJWmKDg8V+6h1v+/v1c62iE2xQu/GNJSek/W7BypyHr26qXZfesk2qrLenvWeZTmr4mHDkpU+2DBK4Q7lTFlaJ8A6tKUyiFljKqrhZSmS+elDrFZ8tboHONU5D2a05WTczd/v1SE8y9EJXqEtIwZbqSrdQbK7W9WmioKSG0zRRz3mz0iyNdbLO1L6SIobUu+/XOjDCbE4qZFmkvJvcviDxWFTm3NEFLIWNDXTnTTWQICosaTXDddsW/y3thFTgoI7slgVc5EUhQd98qWlrGXzZgTrxQsjUtpwqmTEUiw5Gv7Js7mDJ3de7QSa1lgSdse62v5DaCzy31Jm8JnTuCBAqrtmmFTit/waejoCIco4ElHMi1rpLwLVXtORcb3PwMJklR3U5twuZgS/K1X+VFBC7UQk/xL6fAN/wxowxOPcPCRaGIDG64iWdnZtnd3+LkjwiV5Mg//xQ3/t0Wn7lwAy8FNPXcGjRosCPRaG5TKAmYRaRIFgqYzUiUmESd84r+Mxk20qS9moRpA6kcawNDOPLaXEmmzRzOtw9QhcLpWgOyU6ZVyXIv37qlH01nVP6m0lcnVWxrnpRGgU/63taZ3fpjVCWu/bGmHNzguVu58FiCcqxWkY+9M7+oOXXC+LeYUU66INfl8p0ho0MFeqzQj3g/3MoWXLyM2bNEEGicLkldtbZVmWq+Am/eMZXmGA40Ou1At0W6q81kvq76W/VpmHotK+eDBEnNHczbhrwjmq6hvK9Szrvyf1L70Exaa6jRlhCiS5O01LLMxKKTQoi13bpIQtXnAjAl/7CQMkxlE+zqemdUFJPyS854H2lYJ//bUNwbpcsCpBYcoWjdbqpBjQkNhiVsHNa9JSZgBwE6VwSjWsu3gca2Q5xPKbOhlmsftemkh+FZaS04/0TB2Rv77L1xwP7XSzbDE//2dXxf7wP0D04Yfy7ksbumnLHXIBrh5vH4r93Frf+31MjSac5w/yKjfQrlHeeTJYXOQ2F9bxZTXdhV1ew3mfUO9VxSkkzqKia8DbyT3oh/Zjr4oAoxV+qmLsJED0euOo+YqLIQg7GjdLnUpuPUZEqqVTDFrncSiSvPX/LEnKnNtjLDIRxImZ2sK6TTaVMpGBegFZuH5NEZHsnp7h4yvNyp7Z/1AcXmJiYKCbVGeZ4USMf70kdZzjXtywujHJNJVV0+qmfIuvWCN4n4DtXU/FUZUPELO+8Y6b3aEcFk0/oagOxfpUl5MzneKLalTtlAUbTF51kSfsvrk/VNVUTUqalrTO0zc1pV3LkqspzJsYJJbZaXPSjqH9lXnikHaJwuO9YbEc56+sXopp4lU5n50YZGp1K6PPbugmjofGewqLLZylS1vCUlslqbElltX0gIL7XRNzm+a9+XZEz7HuaDy6/gjplz9EzCtW74NcINSYo/9Ec57gvHASlOd0DdxsYdc2wc9cJt0THabzETTbxq6J6TB6Z9Kad9qaCINUW7rquvCrYRSUVIamHPQ6XFWVMXkNz20BYO7eqIJYHsZxKHGUNRdpcPxfFfansgbp4iVNWDW+6Xt6k0kbLxiu6YisoS+6RtPSgq534R101ulHWozJJ3AzKfW0poJbHe1vQQ1W2j1iMoLBRF3RLPQ6c12bXwzVhsRBW4yGON6vkCoBNL7Osyli0EdTGlpZYFJgOF7dbXL4/Vtugx1NenPBZAETnCscVMpgSukpzfwgdAakcaWGPk2k4ThjMqzbkMIIkPky/zu5blkaqxme0Bi0pL9lHhIgRd9qmw+JaH9cuxPLgq5MTRUOZgl1WV1lVuC4aFBL6CKSqQEtK3SSzR6rjyJafzEXnHsac14K6O9F44FmzxytYZfn/1Lk5u7qL7CSmllPyNC1yLaIQbcOijW/Dph6rPZm4WGxtaqzl5WWiwA8VSTnRgQn5Es3xUksRb50O6zwa0V60kxwOmELNDF64qWIipk+mDcU0zkLzGmjoCNVWjMFOVRsqcRidmb5kzmruyMkZtPjkFrrQE/RrIfYZEWSyzqoDhneE2AafL6hcx4ZZ3OE8shfXFKFNJuLeBIvBVsuOzIclWgHaQzMkxk6NLxEkKWlP0OxXPLRgXdYZEWGs+JnF+kcsxs45kXMSbQn8pzc3qOxqcf5EUsaeW6FoDLYWpznxNtG28t1qLBl+1RGn/sqk1kYpi42qFNOsEoEueXbkjlOlX03Qep6cKZk7lEUuQp77+1ojwU4Wr8kbLZ0A6d9Vans7FdeGYMoUVqECOYYYZLS+gzVhS4MS94bclopHnHUPq+XRS5t0RjjVF3CXviOa2eqsh3j/gYHuNRS3+in2mw752glm8n992r+eTfywc/hu4NoXbta1XNmjQoMHXietec7v8gVvgA132PLUbErH17E2HGBwVjlvJZO89qxgEEWPjmJ/fYu+cNCq2RxQb4xZrWy3cujjZgy1NuKFoLzvaq7UzrKymISbFlA2pAFUHHMpggDVU+Y5FLNpCEYJqTb2TpoIGpaO8CEXTm65SEaCqRP4injKr8tp/lbdKU80Q9LX4htK6jE9p0gB0fO22eEMxXtIkC67SLicLIdHCLDhHNt+qzHUzln6heddUTHxVCEXFaUc6U55fghql1qrzOl/TaapE9PKa2kD+F5Tj9H0VlK3JutW+nqBcjtUpyd3M2tv7m5b12KZpJ9bUfrJKc5rm0rma2qKUKimEU+XLHUVct0MsoSxop3CuDjQoC0G+nTZTBhfEtC1N7Sn/Y2YxW/IM61FIPhtLxZmSTmSkwsh4UTNZlG1ZX0pKOQMu1qgZMTUX5occnVuhcJpHU2lGo7nAonEcCUbc1Fnmc68V2sjWO19H772f4VrDdS3cfurJBzieXOBfvekthMNjzJ7yxRnb0o8gna17kXYuWWZOW9KZiMHBJc4clieqfXDA4YU19ux9Fu2fzI2sxRMru9h4bA4el1UQjiR6pqgT3aE2Z0rH+DS2s+blbxtCOhXBC0eScG4Db+4g+7hAic05tY7Kct74hiogvTinWfQgQm4yr4VAOnSVgNC5Fu6qqoVmOLQ+2qurJH1lwXaiqUhc7fOSjuuqEqQmgSAVInQlBHwWhCrEFC2FnNM+Wjp9nTwfbzprwAZi0ikFerp2nNr+HRDzPQ/V9uYuqaqquqiCKmJd9sCwpr7+yoo5+dzKJBXnbZoiqKcLmZa+2Po+OyWJ8AAql/uq8nrcLpgKhkx9f7paCZnvx5rlBEZhoxaZJ1HnLUUyo5gsKZIlb+rPZoTtjFYro99K6IVpNd5zW7M8vbHAnxkpHrGnM+DO2XO8ov0MmTPM/aKYsJN5xeUP3MLSdz3OtYTrUrj95JMPAhCqgiPRJb7pyFP85cvvYOZpX+vr4hatXkARmbqqR6SIU8vsF1aYuz8nPbwIwPKrZ3n0VS04DLfPiO9hLhwxSFucjGfrN6ySNCZVuEqDKKEKR5BN56Z6p3/qMEnpm6E6jjOgysYzhRcC8Xa/HP5tn3VKGoE4x00iwsEX2SUa2qph9HRfAxs6Yd1PNS1RTmOSMr3MCycrLey4VEdgTWLJu746cajqBe4d9U7X25yWsUm+ZXke3zvAOYpIk5UNpANfQSSthbHxfkCna43IGkALkbV4TjaAsg6TKSpesnOoMhAy5bO0PopspiKhRVifY3u0laoHQ1WI1PlGNlPBlDI7BQ2uDARMVyCeiuKWjW/sVG+IMrPBKTXlUHJSz66cY5m0WxSorPD0D6+ldRVZT1G0HC6oz2sLw2ik2VrvwMA3A7pk6FxwxBv1y+TM7B6+ePuN3P6a09zav8jZvyH7Hn3PfZz8r17NEtcWrkvh9kwmgmmXkTDc7nhAtjur0lSCVeFzxYM6/clpGO4LSeZ30VrNCFe9k/WTGb2zXU7ffIRH90sOngscwaahd05N5TDWD7LQN1x13HpR1c5o8E7mypkMVYqVq6NqTkHRUr4nqf+e10xsIKlUIOatSUue1fRY6m7vFSWkcEQ+QikcLDlGqhVBIA7oKoobi9M62rJVRy4XaPKuqcqHV/XbXJ3iVfHvXJ2LWzrTXa6qdDCn1LYIpHJuWyZA4IW1Deu+pzaUa2VytmtV3qSzU2alSamq8U7ngJaYjjhX26c1aqNwPq93WvvWhcPmCqWnIt4+yGSZSoa39VyqHFf/LORdSZ6votC+hFbelgZA5bZo09G9oGglOVQRd4OLAorW9iKcykIwVJjEVPvpDIIhxBuuaiXZujgguLQpDYHK4MfGJrv37+GxHz7C8LUR0a2b1XWa/3iLZ99z7zXVQeu6E26LfznPCb8ILwazhKpgNe2iWwUbRyXNJ51ZrN6i4VYZqVPkLdEisk5MuCCCsLWaMfvIOnOfm+B8me1socNkSfIztzXv9bW/TOZQ0+W3fUqRe054R5LB67e2UACoTKZyH4n4TWkoqqYLVILSCzwRcLXmk7e05+pRLbJwpAhHPs0oqhdHWQdOZ1OLsDz+FHcraylspITykdSCcDrZv+7F6ar51+3xah9TqcHK9lp7qYo6+gol08TgkphbFsYs74EN/HmnzmUSoYJIkv32/YSrVkdbpzW5UuDksUIbCJLt5FxVRj7V9pcODnFfTAm08rcu6nkVsSLtKfLOlL/AStQ+nXdk/VodDTfkwQgHIWZjXG0vYqn6W1cPFs5bMBZeH0B8eUJwaRO3vglaoWbE1LQzHfI9sxStoOp0Fi/PYo+f5IaPzvLk3B7m9olw23rn61j81fu49PffwLWEJlraoEGDHYnrSnNTf3qAzcxycij9QQO1SKxzBnlMu5MyOCYe+ckuTWsF+s/khJu+W3ioUTbAaekmP16U90IyGxPujogGRcVgt7GkZ1WRPLxJUYh6oTOqGvglmbWsswZlBK4uKQ6iodiQKqOg5nR531xaa1F5S+Ei78srU2+c9C4Ixr4x8nOifeXfAHnboaykY1XZE1Cx8aV8t98W1GMvq39UfVsLcXSX0dKqjlk4paV6bUVNmX/TDn+oa685b5pPV/Qo4q/AEyymOG4FULkWaj6cqXxbEhGWxjt14EOuR609luMwXhss+xoUkdTsKzXj6SR7fCZ8meUiY5AgRjVXr0VW17V0N4T4Tvb1tVYWbFVzrrz+jqLtSGfEFRBVF6b8Uu3fDMYQDwriyynhJekxqzYGuCSFKER1O1hvfeAcepyhcluVzXKBxiwtoB84yeKxl7H5Jlkv62923PJe2PVL9zH5znsAaH3w6lcNua6E2xsWn+JcMstaKo1QLk169KMJkS6Y64w5uyg31rYDcIbeWYUZi3ArTDQVGaNyQpfFHCeBQU21dSqrRVQRUC0+X4M43ANfu0zlYpapaSex97Xp1DfwRfwseVtX5lbgia3SVQumuzShNLl32peCIEimBNKUf0sipxqdK6x3MhcRUigxVFIdYyoyKBkSRU1CjjTE/tyl43vqvNM1ynQh5rjOt/uh5NjTf8t1/gq1Iv0OddTRht6MnPLDlZQRIdvaqmO9ciL4C5+3CeCMq0zS0mdXtgvUufcJTvn8nJI0pvL6SWd4oa0U0ZTgVaryj073YqhS8MpSVI66M72BojKhhZqiJvX3JZgCqlBV6fa8W15nSGYN7ZbYoPrigGA9JpiLsD4PVeeSmWKSgrKpOMagel1cr0220CXrh9X5S39p6UtVaYJLU4r1DXbdv87qK2cA6Ozbqm7NM2+V8d/8wee5d99AXDfC7V88+XkAzrbneXyyD4BHt/YS6oKuSdlstTgfzgLCZyo6TiKNUxpEEelKe1FJHTUrI3Z2SkOQjkeqSvB2gbxsdS50iLLvaD6vSfpGyhiVNfwTaK9YWmt5VZRQuancy7ElHIjQVdZhI0MRa4wfa6SkrFGdPlRrepJ8XgckTGIJx5JCVZVhsrJQXSk0qOfltNuWeSGJ6AYbU2kdOrNVJkMxlQZF7oMk6ZcHT3RW8+nkwNu1G5jKsChqbUpn1DXapv1welrAuWpfo/AJ8fL9rK1FqD+HtlGWH5puI1hE8pJRTtd+wJw6SNFSKFvSWfwxijoCWlJW1FSQQ/kXYBFJUGha+zSZ2+ZfDcYWM7F0ljUT3ythtFuT9eQ+JbOKdFFe3PHZZdTFFeKZGBu26mvtHOQWteVpT5cu46wjOHKIZD5i/Ua5MJNdjrzjzzsUgdc922LX50NYWcV+8QTdp6VEGAdcFUzoHhxwrWDHC7fveUTKJk9cyF6zxVx0gTktNzbWGaMixqJ4djRX9ecMNg0qk7d81VZObU9srqgAmasawlTkUk/XKKK6dHVpFjoN411hRVhN5hXJvCNfSukvSk5THGUsr/eITnRYfFikUrQhnYOVdZKSNPTCrSig38JGUqcL/CIYG7K+qTQck7pKa3Cu1tJMIm9zN0Wqc5mbctQrgqystiHztkZBWNczK3lswbisDpvjAo3rBtuS3E1ZC21Kc7HGN0hJ7LaoZpm0Pt0MpwglSqgK6c0KEG0VIm0f04MAACAASURBVKxCte37paDIpwSOLhzBxEpNtYqY603vSS3ZpBhoHVWuKS5UQjf19JSyj2wV0ZxK6MdJ+fFtGim+A1gxFVxRonlNVxiRhjlsI/FiQScF4UaCSSL//Qi0JutCOqsY3FASyfcTnF0hWBvRCstUNVNHtOckcMDeRZJ9HZaPhmwddnBQ1sbBXWsc6q2xEI1I/ZvgxPoeTt62j2PtV6M/8QX6z8pkl8cR9lbxXcQfFAWh++e7GH7LJa4mmoBCgwYNdiR2vOb2hxdeBcAr58/yht5JjgQr7A1Edc5aZzmbLXBqspsLwz7hqu/Ovln6c6RJC8gbU8wfb5pOReiLqGy8Ip9dqblNvYnDgTTJtaEinVUk815zm3Pkczn9xSF375Xa9Hf2n2V53wx/ELyS5Blp5NE5n+ECKRtetE1VBcIMLTrJUbGpTbykIN5KMUlcOfnLIEXFqStrhIVKylePXJ0S5R3kzm03S4OxNBmW/gw1xaWIxD+ky0yG9P9n7z1jLcvS87xnhR1OvOfGyqGrp8P09ORAzQxJEaQCSQuQScBRFiTbsGDLgiH/MKQ/ggUYBmQLtgDLsGwLFizBhGQJIkDCpiyalGimmWHPcHpC567q6spVN9+TdlzLP7619z63Z0hRNMmii7WAwq277z5np7W/9YX3e1+RtPMqJPUb2Iv3bb6pXmnsb+EPK6wqgttTrc4rBDIBGkhN8DyXoSVsBUcjuaIgpdej9ZxMqYinjuSoRDUMIJFuOyKae6W83K8yRq5jtVBRhTxb2sFG5Iu6sBNAN21Rvrs++bxDlwofWrmEFkm1MJ9TqYFICh5trtQo6r6VfJ7qPHKdg0olUlhuBS/1+QHDfkR0lLWsydQelxiyq0Oydbmo5Y4i2/TUWznj9QUX1o4BuDbc51pvl/PRIRMj3twPrKX8wuTD/Gz9CT508hHSA/ne+ihmeG6G+uxH2fxfvgTA4b95pStuPKbxRBu36//NH8K9JpPo3Y0d3r+6wQ9vfptrsahqR8isubuc8PDhGqO9MGHygOequ/DFLCrBbI0lhPDNfEES7w2IEzq8k1B7y7beXk00qyjWLKoyLauGnSu4G5E9nPClSmZ2eUFjlMfVnRap2ZviognlIJbjNwj9eYFeFLCWkG2FZHCiSR8ssMc5KEnk5RMhMjS5b/nPgI74cKVHUf7QhVZtL+RAg2ryjrJJugMUZQLONknuzkjpyrdi08qFcNGoFVFneXnrVLfdFA0mUHo71SkDywfa1BoMVqMq1X5nKCq4qMvvoT0uU6jKY6cSRnmrqUYJ5ci2HG1SvBEapjo+HXIKgegHqp2hOmsKf6oFTe5vV4Wm7ubFKlOJ16AbTGK0st10FdPmO51RuJHtwvrmHmcKV3XPpewr5udiooltUxPFSJNtKPJNTzkJJzgqidOS1Ar7y/VH0mfw7sMtBr1nuDQ54upgH4DNaI7G47YK8p1em/e1J32iizU3fmyNZ16Rr715/QzP8z6PczzRxg2n6N0LvZ1v93jl4fOcfDLlj+28DsDELLhbrPPNR+fo3UiIj1cAmk61ExVA1W6lqqVoq/ua1tg0VTkCeaSuID2SSZTuZai8pk4NNvOtjF7/QUl6Yxc/6HH/B6Rz4pc++iKqX2HuJe3qqOZLdD7Em1g8pUKuS1UOdTLHXxwzD0LRix3N2A5Id/P2xW48DJuLUHNXWV1pp2o21aBVANea1bYm1VYn24JEgFGs5hfzsQ7tTx677Fxc5WhzYXEAR5vMU6eKsqda4+YNoVIseaeWk26Fvbg5lq4VOj8NbwGBTLSg3VVjaKEcWbwNoiexJp9Y6QRoqqIN91241ua+NO1hq3nAUwWAvCO2lCKBGOpVELSqVQDzdlVVHZiATyl7B4jIauVZV1I4qVO9AkURbzyaBcO5AhsRcLZpyReKsaKYeMo1h+/Jjlp7iiwiX1jifUP/rhy/v+eooz7XL2/w7YtX5Fmt53ggup2QPjxGn4hHZ5cDrHFwbY7uS0Fj7fXHb1oe/xn8Lo3rP/FJ3L5r4RnDezWDB/BG7yJp0Ko73zvhmwfnqb62zuCuPxVi2MwTLbt+TxcbeWFraLQuoalAScNzu2oHGENDWAm0yX7lxLCtVgbLc+uYec7WN2SymKxHvm5JDzzpo8Vvep3eaqllLOvWw8g2PXVqGSdaChE0K7qoouN9S1PtdFc4aIxAPO0EVuqk265rT10J43DD3aZq1VUsmzatNWGbsAtF+gia1K6uPVUqqPt8HPp4p9Ig3pEvNl0c4Zy9bwsCq/izxuDGUylk1Knp4CXhPutSnfJImw4HuS45ftlXFOPQ29piCsUwuaTxmLrjtySkqwzboY/VZqJB2hyfgQ5dDrJbg5kTXBvtd65WbzvhHPm+BlfXHv+74OmUU6Fn9rRH7hqcXpiXEkUo7Ny03H2qhmgm1fn+g4LkYcC/zZf4JGZ4d8z8nASY2XowXDdL3Kuv45rQOD9PbGp2JjPmf+xl2XfrN8Lx/N6NpwWFp+PpeDqeyPHEem5aO+rYS0IZCWPS/Yr+rZhvrwvO7WZ/g5O3Njj/zYrlhmmTxHYp2gd24bre0EmMi5XQC5VdWNQg3vXqqrmSf2tDta0eeI+LdIBHyL7lyFCODcmhXkkSS5iRHjnMfuCNOz5Bb09aVo+ms0EO6LGHS+JjwTPl61CMPPmaIgrK8Y0HqQvXNstDwGbVgOkS19G0wmQV1SCiTnQXFtUBBqKituexGoBdyL8ioAuW13K2d04oK8PR/TG924FpIsgk1gn48Fx0DfEj8XianFfDJNKEXE24L4LMHd06CHW2WZRUPdPea1NIT3C06DRhm+cCwctsnmsA4JrCY4OT7JVg25pGc92AgIPHrnxH+dSyglS+FVgGKUS0GLUVl7KlbGqcQSOYwoYhWbXhvlxjozUrHw5A4hUtVlN0ectTwjNKPGlXr3p54qWJVygbo5kjPikx0ww9y7oplcT4XoxZlIxuyb7DewpVOqJ7h1Rh3gGYJUSmJjEVWZhnxYbjwX/6Bc7+jcfXSP/EGjdjHWVSt1qYZU8RpZpoBtk9ca+PbI/NNxrab9O+MCZjhdixS443nFurJJLeyIT0HvxKvkQXHqVXWDli07KB2My1L1zZFwGWyGrKkZzrcltR9UGXmlFPDuQWC/R7dxmUNT62XZg7W+COjtFKMbwv1sVbSTg3Tf9AoBCSF0HnNVFLxWMlJFzJ7YSLEfHfqlOMV85jnAetWvr1YizFAZPRUptvbE35wtn3WLcLds+PePXqBQDu3l9HzSy6UEQnTc4Q0oMCe7gk2pDnstyJpVpqQCmFDtl3mzmSI1GmNwuJC/WixEfmlEgLCKauMeINWaOozwcQbVNZrsAGndKQrWgZUkTzVAm+DTHgupJrjZadcbVZjSrcKfEWFxuMUaJVu0J71JBjNoWqst/k9uSYUd4ZTVM0KYSueFAnOrCl0D4Tyc35dqGVA9Euol37l6RZdO5bTKIuBAVQDxLqUbpyLC3nuBLbqcpjAbc2QA8GuPk83GuP1Q7vFf13pPjw3F+4wd2f/Aj8DR7beGKN28Zozr6HYiiXWA0MRabxlrbfUlcaUziKkSFaeuJ5V5WC07xlwojRIPe7yeVV4FKLV1bIkhbN33JxrfClrQogVz3VQQbCqu1iKCYObzSzF9YBGN4dU5+cwBsfQIBrA66GuqZ3ZxSua9iJFjdstqUIMjujUFa3nRfKhZcnIOoBXGJaiITw74e8oxUvziwq+rshZzZTITfkqGOxbvvn17i1ts659WM+N7rO58fvAnBwaci0Tjmue7y/2ADgWw/OcfLWmK1vJEy+LqDP+LUTWBvi1odUw6jVTtClI757TP329fby1Zkd/KUdTF63+gHOiEFzuiu6QPB2Q6Wy0YVIVroaGgJNbwJgF0n+R0HBLD7xLSdfI8BtCpH705mscH7lmA1zcWvwjFSmnergJQ2bScMi0jInZy50n6ySdXbP6JTn1+RM6eaYKX3bl9qQqHqlOobhxnPt2VOEoN2N7eZpC0/xUDiLmUT0es9iXr/ZbtcIlRPv3Gi/4vMXbnKLxzeeWOP24uQRN+0Gtxp4xaCPnatQ6Qvhy7KDGpjCdU3LK0rvq7qfLigZmcy3oYqLFVUqn2kT72VgyM39qUqfV7JK116fMo6NYYmPxXVI94QOGgXzM3L++osvkOxnQmlzdEL98FH4YlmBXZZhQ1gRH0bUfdvCP+ScwosSB5zcauU3OT2x69i2nzGFQlUrhtJ5TOnac00OXHvd6++GDoUy5dt7H+Ldl7b4kStv8LmBTPjP9m4w0gUjXZMGPBaXYffTmq/9+CV+Zv9jAHzl7WeI7sdEUzH8yaEcYHK9kKrxaIQeiJfnNye4xKKXFWZehPPU1IMYFxtU5dr+YFW5gLUz6LEkyUsfOM96QjEEUtFt+jjx4smDhKI2c9IpsCKZ6LUSHdBqJVUAuEhTDu13kG22BQJCYSEndLB0BQlhLNZtt0Szr8nFsHYq8kJJ5UKjfSvZqBst1tOwlaYI0KhcNd0dzjSV2bBrYGdepeKqGwW2SGOymPQZ8ciLsSIyNc4rVgiROSx6wJzHNZ5c4za8z8Dm7Qp9d9Kj/yBADMLDkpW4W+FazyXwqEnFrZuIdRSa3Fd5t0paaEUn3uuDcXPdd1rVGjh819Jjw4tTpxobWqo23liSHiZkE93mAXc/EZFvGlzaJzra5uyXrwKn2RfcMA3fZakTE1qS5G9eC6i1TlTHHEvoaexJzqn1LMNEdyi80adeRlWBWvrWkFA5fGql2ngiq8PGNzLGNxIOr0/4h5/7LG+9KBz837/5Dh/vvc+GPmZdy7lGyrBj4CPxHv/G6J8CcHAp514dc73c5r18h6+fCAnoV966xvibVynGkJ8JhnSuGdxRjO7U9O+FnOmdfXj3CGsMJAkqeJR+0KPeGJBvJMzPND2UAvtA0bIb2wzsVCjWVwkoWz62D/bWGk1ttMyJRjS6ZynGlnys21Y7b8EsPclx1wyPF+dbCBFcm7MDWTgbrj4AVTiieY2dV11aY2TxynTsLm1lm5al+YOYPFV3uTnlJX2imn7cBiLUGO1Vjd0Ai9EV2KxmeV4A5tmWZxhJ7H5kQ7tiVfHWTz3PefZ4XONptfTpeDqejidyPLGe20vpXTZM5xLfOruBfychOfJUEtFgF5xamdtVr/J414RlofqlO/Wo5neQz8cz/x0YKwGQdh0GDbeYNx9gwFCaOlIUI0NDC5LuZQzfnxNPU6YXxeuYXQJzacGZtRnTLOGhmwDw7LcvU928hVlfpwgJ+UbxyBnV5VtM552tJrjrWFMnkjhvq19FI84SEti2ywPZRY2ZZqhcvDTf68K/ljjAQbQ/Z+dLCyY3hrz/0rMA/M2PXeaF5+7xr559lT/cfweA81bRVzGRMiRKrnXHGM5ZzaeTY+rBIfm6iGU/vFjwzvevc1AP2TCCx1r4hLeyc3zt+DLfuCthEu9eZv31S6SH0lS/3JSHNj+vyM44/HpBfySl0Y3Bgp4tOcx67N6W/Ob4TUt/zxGFpvzGe27YecGfLhJYJTlO1eViXRw8KdVVaZ2VTgRU11Jm6+Ddu64I0jzDVo91pdpp8hq9KFcEZhzKxZhSh6JEeIb5ish00yu4mn1Yna8BtC2eOu186ZhVus+oGpLjGnuUcfCCzEF/aclOMuWo7OE/8xIA7/yHEc/92cdLOf7EGrcXoz22zRQTZsaXt67iSFi7mTG7IEZE1YGqJqDYbSCQpKJl/2iVua0K6keqBVPKl8jks4VrJ6w3UgWtUtWqL0XLptKqgqHrUOdVoqhi1bYvoVLiowI7LUkPZVt8YljMY07ilLrWlCP5/OyjZxnWjvrsOlVf9m1yg14LkWJznOSwROd1GzJBqJ6WqoUyyH3xoJtQWkKWZuhShEd8Ip8vJ6mINC9rVNYovCjqtR7OaqL9Bed+9giArW+Muf/ZK/y3n9vi689eBuCL43f4WHKXizZjbSVUbYZRmr6S/NgzOuayzXFk6PbtzPmR/iHTyavcuSDn9OrHL/H//NAL3JxuMM8TBrGE0B8Z7/Nsf5d1OycK8brBsXAJr04v8c/uB0aLB47BezMwiroX4ZV8r4vDwuC6sM4r6QIoh7JIfZDYMtK+raxXvqNfap5/A7tRRYUqa1wvtNDFvc6whEutY0U5kBRAK/btPXZeYZddUaF5rtCAeZs5rLti1krOt1nwdOVbYaGGM++UDCUBMrOsqMYpJ7Jm8eyZPcY2495yjZt/YgDAX//CT/CX/vqf4tn/7Es8rvHEGrc/f+V7+du3fplFJDH/tck+b0db2K++jd18ud2vGIrnYqLTQiDl4DTljg6kki4i4My6YzkrFcNGpV2qX9Kr2CZjw/fXscj6tcIvpeTfKgvVCkrfHmd4o7BLebF7uxqIKdMInSvWH4aXY1ZRn12nHMUt9VA7mQ1ttbZ0muhEYzNpydKhSVyS5B67dNh5lw6uBqZlA26YbKtUY3sWVacdO6sRw6jKmlZIJDWU45hyYLADS/JIGmyjt+5y8f2EgwcX+fnPiFr5r157hs+cu83n167zufQ9AK7YnKFOThm5Zhil+eBWgyYxEWshkfl8dIcfHbzH1Hkyb6jDmxzhMGFVWoQs/d16jW8srvDawVlGb8i9nnxzD7XIcJMhqnYtbMKVgQsv7+6TSwzlQJOPBGbS4t8CE3BU1V03gAsLnO1oopTz6FkmLXRFiRmK9236Qqi36jmVSlHH9hQpqi4hPqlJDnP0rEC5Bmen8ZHBRwbVcAc2VWS74s3R5BA5hdNrMH11rNEtk3LoE649hx/ukTwnGgofnjwgd5a397f5R/+OYD+cV4/VsMETbNwARkpzJoQvL4/u8bUrL7A9n5McioeRTyLB+MSasg/LnTAJelAnIquXiNNBeiCeTYsxalduWdGdVS3ThKo9OjWY0rdtQk0TtA9yeaaUCWMXLsA0VJe4dlCtpVR924ZEyZFjcN+TPlpiDmY0Em5ukFKPY6q+aRlvm5awphcUoFKKamAwmVRQm0kcBTLGVe1SIXsMrUK6a3WqIwUqIkoMJjAJx/tLVC5Ys3rUFDQMODGYLtbMrkniuTeMib59k/X/83V6u6KF+fCzE37xpYT9ywOONwXZ+/H0Fs9Gh2wZQ1/FrZdm1G+eIm6MoUaRKMu69pS+ZuHleS+856COOHI9rhc7AHxrcZFfuneNxStbXPqSpDFUVlCvj6gHESiFLoKXlwmcZtXDKtciyr4OwOLOuDUYM1O4lUZ/Q9lvFjnd3isTGblCV4vaFGCWJTaLqFKDC/Qa3kJtA7txAEGjID6SudM7XqJO5s1mSGLcMMWbhqxStcWytkjRNPgrCZeb3+2iRJU1Jo2oAgONqjzRtCDfSDi5Bi9vScX+QnLI2/OzVJVhECAHD1z/N31WvxfjaUHh6Xg6no4ncjzRnlukNKMQV34oeYh+JjDd3hCwaPGJc9gMqtS3jAkA1VoN1mGOLclRYBWZuwBsDCDNZsUzChdopptQTXnfCsQ0YaGufctyUccdjs5FkseI510eruppppf6lH1FfCLbhvdK0rsz9L64kn5D8kP1IKIcWIqRphysdEgENo1VWTq8QBTqVHf6oYUc1xlFHfJoDX2Q6JN2Td1eQ+klpI6PQkP+4RSMwfXjDlNXOFTtAv5Lo/qNcIwmXl+junGT+Be+AcDF2Us8yIZ8K7/IUSbuyLvrO3xseIdPpze5aJeMQliXYtHolXwbVNSUvqZeof5w3lPimTvPrku4XUq73RvZeb49Pc/t6YT7DyUZrh8ljG/ApVfnRA/k3lbbY6pRHFD+rk3M60Uhiu7W4MbiDRUjQx2LxxbPXdvm1mDEgNbLjWYKr/QpPrtyZNBVDwuoRUKjFq2yiuRAvLiy39E61ZHCDaEUZ5g6kejALi3pfQuha8BnOWptDMO0pbSve7rViG2GpB0Uygr2rYW41F6AyXRGwkwz1CJn9vIQdznjuZG8R9t2yqNozPdcfJ95AOA12sCPczzRxk2jSUMe6Gq0xycv3uHk+WepAsLdfPgsXiuiuafqK+qmDzXXUCrMQmEXXZhRJ7oFYTbGqeXF9x23WJ0oyoFuDRtAI6SsSxeICBvsUEPI6FrUe7ZpmV6GauAY3JHvnLxToYqS+sIW9SCijrqwJl/TosHQ5HEq5CUJVTho2nkEGJpNTNsWZnJRRNKlX6nqhVB6pWuhuVZ8YMVYdElHn0SgNaoORiCv5MVwDqqaaBDC1X6EG/cxW5vUe9Kmo772Jueq57GLEfeOBQ/36NKQ/XMDFusxH03vcDaIZyeqJFaOSLW0Z2Qejl3EvhtwVEsye+5ijusB94s13p1v8+6BcJQd7o6IdiOiE8XWXXmu4/dz4nvHqKLErcnnG8NmlpVUI/MAAl7mgmkbp2TbEisWo8C+USmqRKNtVyjSTSdAC+522ExR2NVuCKGCjxODnSaYcF9VURHtzbAnlrovx3KpoViz1KlZEbiBOhUEgI9tG9a6LMMMB/gkohqEdEuiTi147edbTd2uIGLnBlWaU2G5ni5xawNmlxXnt464GB8CsG1PuJD0+fTgJrcrWTRu5Ds87vFEG7cfu/g5fuL2rwAw0gUfGuzyf33fC5xZCHK2rBy6UsQzyTU0bVnlQLccWclUnnad6paLbDUZK/1/TQtVV8bP12RSRwGN0vQttgLCK+BeQg7PtEIkimrocWsV1YFMbB3Q7+U4EW2EYIDyNU0+kX7FhobHZJ3U3+oqrSoP2lMnlmKt6VwA5TTJSed1NJAVt1LgAGgEknXlxaABPolRWYEyBp8EWTgH6miKOzpGGYPeklYrb4fSArS+hk2khOirCnV3j52iorcn3ujBSyO+XlgWVczeZMQziXgITYUzUhXj0DZQeMOdYpO3Fme4MRUjdrDoMVukFNMYuxeR7st1bO150mOHWTp6d6WNTd26D87jL54l3w5QmoEhPq4w0xxCYh4EJO1jSzFJOu451RWdRHqx2y73UbXeWJPrqmMoR2GuAXUk883OpWIKoBaZeF91TRSFe70+xqsRZsOgQ7+rsWDylepp04ZlLSoVr+0U2WYlBSy3UiSSjhxChZTueyqHXhaoYDC90Rx8dI382Yzn1nY5E4mnu6nnDNJb7NdD9itxKV89uQjs8zjHE23cAHZD0/C+6+G8Yv8zNVX/CgCDh450v2wnpCnk5/C+vAAoWshEMdStEIjXtAy7ceYCnKRD/eOlJUWS+aGquewKEs525XntPd5LkaLq6/bzZiktPc1x9KxAncwwy2EbXkBg2LDircVHcqzkxGEzYcRoSA077cpaqLIbxtdAh17HnZfaSPfVqcZZg2rcpDDqWFOG9qV4WaKmc1Qa4xvRmNSKoW6wYKGCp5elJK7jCB81sa6HZY66dZ/xPTFivb3LPJr2ePP4ErfPT7g0kZdoHGf0TIlVjihURvPacn855vbRhNmueF7RgSXdVYwPPL2Duq0Cx0c55s4ubjprdT29MejJGnU/xjUkCeEZYTXeasqxGOImnK9S3RZZlG9YZAQX17KCGIULamlqZTFs2+6ax2I7OnqdlbAr3pCbz0V2z1qwHewDCH2o4QuV8OmZUv6uwn1VkcUPemBUu2hFYYEUNXs5gWIiHRpeCWNIGgpo9niJunMfX5SoTVmcpp84y/7HPc9e2OXZ/i5jLQvMms7R3nHk+pQhLD3+3sdr2OBpQeHpeDqejid0PPGe21+8KtqKn3215uZik8n5E46MsGe4OCKaCdPFqu5ldFJhD5f4XtSKppwqnXtOUewIkh/iFfHhOoV8p6Ycd7mx4T0nLBK1woQktV04TO4oh6b1BpITx+RtLSK7+wFeUla4+QJ7vJRug6yJHyzlTJL8vf0qnH/RKoUXawFHoMFkFTqviGcJ+SLg1FSHaWo8WJ157ElONNUol6LcadonUZSXz0e9CKxtQy+Q3JAfD4J268ooSpQ1UDtUvpqzi1GTNfyxhIrx+/tsmW3ik5j5vQlvbYn4rxtV2H5FFFdoLd/tnCJbxKiDmN6enGdv1zO8V5EcFG2+CEAfzakePJS7dlG6GdzGiDoy4D1R6I2tk5h83QI9TFZ3DMNjQzFQ1D3VJvSdBZMpqkPFwEEcMHBNh4eLOs/JLmvssiaaaaoDuX/FUFP1YbGtKYZjeufE++zdn2P2p/hlhs/EQ3I3jkgeDVD+KmXoIy7GwnqMVwzvJiRReN6ulibqusOuuUhTDTTzHcP8kpxTeaYgHeVyH3d72KXcw5FSqI118mc2OXhBPNfjF2t2PrTHpzZucy151Epk5t5wu9zkrewcv7j3oXC37/K4xxNv3Jrxlf2rlLVBa0c0loTF4rwhPrFiQHyXSC8mET7g1rqJ6brksOrCiiYPV8dSOQOIFk5Ch/Wc8WWZAMcXBuTv9pi8DcO7BfE9URlSJzP8aIC6OGk7DJLdjMEtx+LSoMVDVVtD4dIaJKAU0bFcQ7w7x/VjirW4Pf9yHGNnJbqoWxEPlMIE7jNV+7YKqxwkJ7UoV60WDyqHb/jPVvB3q1Q4AGYtprdnUPMlZik5q7pnqYcJBsGMteFUVeO9l0rqPDBDFiVqc516fYSaiMXwlSM+WLKeVYxuWeoAOM4mEcvtmGLiKXrtqZLMFfEhJE1YPg2AZCfkoG2r3CDFnjsLvZTivCS+677FLCrsNG+pkZwVPQddWUzW3cM61RQjQz6BbCcYzbUSHTnmlWZ/aVCZGB1dqJBHU6Shd3x0T9G/syB5aw93LEWS+uPPcecHB+QfXrK9MaXWcg7vHoxJv3mRna/m9N58IPfl6BgXKtjFWrh9V3KGkwXTwz7RPObMQ6lS6r1DvPf4SFOG1Eo20Sy3FYvzjv4lWUhe2tzj8uAArTy3zq3z1jkpBLz5hwbgBui0ZjCUUPnFtWM+NNrlcrLPWXvMRsh7Lpxl7mL+ovQfWQAAIABJREFU0XufZOdPvsnvl/EHxrjpH7pN+s9ktY6tTMwDBcf1gDox2Ll4W0BI0FvJQezLCzN4UKJLR74esVzXVIOuMhlPg+p8w46aO0wOUT/ni+cEde/Oar40vsLecINsM6V/VlbY5GgDvKfqd9J8dhChC0c+MizOyHFm5/tE8x46CPVG8/D5wxJVOeqerMggebTevqX3qGhJHZXz+Mgwv9Tn+BmBL4B4OXYmTBMu7ZDv+ZkB8zMR2WYH+DSBoVjVHbC3Ghq8NfiHu5hArOm3R7gAKzG1axPSKCX9l9agemKdfNheDyJcgCyYZYU5ybF7M6xSENrS0kFMethjfsZQjptuDOkRTk5cq6hlMsmXeqtxUaeXUA0sdpIKvCVuuKiCUlZsqUaSXGyqitJL6bHHkvjsOU/V67M4q/ADmUNntk/4yMYDnu3vsmFnbdFj6lL2yhFvz3baau3t3RF2b0RyMG4Xl2xTUb604IvP3OALa9d5KRWPx+D4uY+8zE994aO8d/+8zIvjy+gSyqEnOS/G6XPn7/Kx0V3u5RP+afJhypHkx8bvraErKTjNz8m9Wp6ric4seWbziGsjyYk909vjYrzP1XgPs+4oQwtb5iNOXMq07pEFFlLnNTWKSNXoFak0rTzX8zMc7Q95/DXSbvyBMW4A/gfvkgDnf0UapC+Njni0PuLW4AzpPUO5FjyMS3NGwyUn0z7l6+KNjN8TxtLFlmZxXlEOA1lhruC+Ij3oQrByaHARjNOc53qC4j4THXE2OebX1y7x6CMjlqXc+kcnA/xuQnykuwpYYTA5ZJuQPyMbe6OM2TKG3QQ769hlVZXQeySSfdlmqNRpoXaK5qaDp8SabN1w9AKo56f0EjE4h9cn2GVEf7fzxvKxYXZBM7/kYK3AB/67aDdieEuutRNTUaA1LssxJ9INYvoJ9TARzjDf0QD5NMYnkTTaewm/VDmmTi3VsKtamCXS2zruUQ+itt1J5SKPGA86hlhnpLgTz0IRiFARrERjVfvOIxWPzLb9wCBGXxSiDOWgWxya7/Zxl5Y2x0t6uxHzMwnLPOAdlWcrmfFCep9L0T4mVG726wHvqLOUA8PASgg+34iZXUvYnQ85OJTrd/MIlpZX7lzhxvEWk1QMaawrFlXMen/JznNyX2NTE+uKvi04k4hx+0j/Li8ldymHhmu9XX7u3IsAvH1/h/o4hqhksi2f//TOPV4cPGTNLshDRWlap9wqxPg+Hz9kskI2kXnDkem1EJvMRwx0zrY5Yep6fKuSdMHtcoPXTs7x/L/3VX4/jT9Qxq0Z+188bP/f/+cJDEvqnsY+I5Pg+6+8y3Y849Wji7x5Tyqrs0vCrzZ91uF3MtK+TNgijzjpp5QD3YZFXkO+4Uht1a5wO2bKuJ9xLjpirxqxF5I27002ebN3hnmvj2rk+kqFyRQu9iQDOc6l9SP2kwH7xzHlmmcQwoqyNBTFiNHNDnYCCOQhc9QhD7jcNMwvKKqrSz5/8TYXelIW+5XkGvfsNr0HcUvKWI4hO18y3J6TRhWzZdA+XRrKoSGedupPynvcKMWe2Ya06RAXoWiaimndWBJpRHep6Zq8VVOVVW1VUwfGkTq1VD2LacDBSnX4wlb8uKH+XuntBXAeXdZQgpk33quTNrFe1C4ODTxjlZSxFUiOlBw/wF7M8Zx4b0F/NyLbFgu4vzHgvdEmkar5Old4eya+y6/fuoR9t0d83IFm6xRc5NGFYhym4OBhTXLo0YWlTtY5GYqhKXu6BVM3jff5mqIce4qJw+6IEbx+fotsK+K55AHXkkd8dkM84ljXHGz2SWzF5YEcbCuZsV8O+Ob0AtcP5Tj7B0P8wkLs6K8t2R7JJOpHBVY7rKpbrrZz6QkX40NOTMpBPeRnHwkDyBvvXIDI8flfqU+9W497PK2WPh1Px9PxRI4/kJ4bP38RgHfeuMDkf9c89z8Ke8Hol2Q1+1fWv4FDc2O+hUtDmPGypjxbsLF9wlZ/gQpZ9ofTEUe9mDrRnSJW4OB/7842/8h9GoD7OxOeT+9jlGNap7w3l8Tv2/vbzHf76HmX72o45qKZpr4uHt47dwekjzTn36p59BnNc5uCCZuWKXfdiPVvn1CuS9Kw6hviowIzL4kDnqt3RzF5J2Z6s8fXnnuJXzkT2qcKTe+RJpp2hYM6h3jXkh2tkflO/am3EBbfst8pxvtSkW33MOML6OChmZMCvSgEMa+79VNlBbofg+54z+rUSCN/6ds2JWFGFoEavKVYC5RDm5EAnNOOEEAq1fLPLgPTSS6fb1rImjam6NEUfTRDJzFuHHJ+WhD4LjatmBDQYhe9AmxDsy68dclRTbobwrpRn2+Z81xPNzmZ9lHvy/duf9Mz+dYhKstxEwnrynGCt0oKGLPQiVDWwuChNfa4Jgns8T62oklb+65DoqyhdvhezOyahIRvfPw53nz5DM9v72J1zY1DmVdHhwPwCh3X3DKShilzC0cRyZ4hPZDjbB/7oNdg8GZEbgVJsAx6IeVQsdwJ4PSLOed3jrg6PiDRFbNCXEp7ZOnfVXwpe47n6ZihH/f4A2XcfuS1I0pveOVIXPpn/0GO/uVX27/P/qK0//zX/+UPc354zKu3L6LXZRLufOiYq+MDBjbnsOjz5p6EH7NbYwb3TAugBXlhxtdBvxXz8Jokg3/q430+fmYTrRy/fv8S5WsyOUfvw1YdmEVa3i15qezSk5x01dr+nSnqjffYf/kTbaiwmSy4sX0BPc9IjySsLi5v4BITclvh89OC6P4RG7f3WXtjjeyc5BJd5IiPC1TtKUcyHZpQtul1bcVsUqkirooi28zjEkU5tG0ea5DXqKOZhKRmJTjIC/SylHDVdQwqpnSYRYUKWgeuH5FdHDK9aMi2FcW46V/y4FRbtQWoBzW+X0kEHPJgem4wTU7MgZ3LdaV7KaPbFcl+Bk0FNa/Rx3NUHGGHUmUxeRDHqQhi0+EaBinKe6JpxfB+MIRas1wOOYoHxCea3gM513jq8IlB+bgTqFlW+FjjEkPWaEC0pKcr4st0lXuTu5YDVCMVZ308Z3i94Q5c4ygb89rGCFXTUq2f2XeUPUU16KjmkyNH/2FJfDhDNbRNpsndOumbXR1NvjSR+5KfHXL07Bm+/PwO5tKCc+tS8b326dvsvjjgo2vHnPzoZ+VYP/MKj3v8gTFu/8m7b5IGkvwzVmAYf/U/uMJzv9zt478mjK+DH4bZh5/jwpWYh5+VFfrBhz1aefpRwaPZkMV1qcWf+Sr0dnPKwJcPMlEH9wqik4JiKCvh0WGft6IdjmcpydeGXP6SQCF0UVNspKJ3ECa3S4KW5moeSYGLLdGZbXQBj5byvc+PH2HOLpg/v8ngLcEceKUoR4ZqxZvUVczgXkzy/j7m/h6D0Nbl+6kQS0aG6ETuT3wkEII6kmpjSxIQ1NMbAfZm6NwHmqRwqrWXHkdrII5aQ+KLKgjSGOw0NGUfn6DCS1VcEq/j0Wf7nLxUcubCLpcHU8axLEbOaxZVxLxMyAMNTz8q2EgWJLqiDCdwUvSYlgllbTBBcg6kLev9eyMGt0b0Hsm9Tg8d/bsavShbb6q/q6S4oBCW3bTppgCzKLDHSwZNH22ZoktDOVQiCRlykVVfk53tY7KOXbdOjGDlht29kgXMoXMxok1HSbN4mMJjg0epyxhvhq26V/NM+vc9vYcCgRncknlljha4tT7lOO7wmwdL9P4JPstQqXj5bmPUSvqphpcPpKe29uAcain3JX37ITt7I3Q5YT/qU67JYvqJzQf84e0pD4ox3/yLAXLwMzz28cQbt098XX5+dX6NVJfUXjMLGdofful19CsJV3p7PMjX+MlXPgPA+X+m6d/PMXnN5B2ZWLNFn/tnelTjGlUohvdkEg4eZNiTHBf3MWljSMCUAqJtwicKzcHhAH03Zf3tql0xZ1f61LHClJ3QsldS/dSV75qeU0081ZhFn3Tf8+598Rytdgx6BUfPDuk9EG9AVS4wxKqW90vViqpviAY9GPfbZuxqYClHFuU98bEYGXOSU0cx5dhSR2pF6cmjQh9t8xKLDmuNKVwLAlbLUjwzFZhcm0JDHAl7SKRbb4bjGX5tyOzlbe5/Qa716qdv82/vvMkL6X1GetnCK5zXFN5w5PochB7G0lsSXZKqgjjsV6MpvaH2umViBpi7hBuXtvn2C+d575EY0oMHPcbXR0zeKejdkSKNOZgRr/XJt/vCp+cbacGweC0LbCh69AAX9VhWqhVUAQndvTLEgM6b59o8i64g0kgFQlfIgK7NT4oawbhVJjC1dN50YwTjuSfdLzGHgc9ttkB7TxSeQzMviCzKDqQ1Cyg3+yy3opZ5xDb059kKw0lHxEvV1xQTBda14ksGx5Vkj5HJ2Dkr9/Dv/N0v8Nyf+XUe5/gXFhSUUn9HKfVIKfXtlW0bSqn/Wyn1Tvi5HrYrpdR/p5R6Vyn1TaXUp343T/7peDqejqfjNxq/Fc/tfwX+e+DvrWz7y8DPe+//mlLqL4ff/xLwI8Bz4d/3AH8r/Hxs45+8/2EAIlMT27qlmQboRSXPjXfZtlP6uqC/LauerobYaU6+1WtV2zferHHXFdnEBPR6AGFuRMQN1/xKt5EzGpeqVsIvOjT4I0P/oXhlVS+IRaeBxXVF0k05oUBStadMOjpvEGDq4FFN9pqsvK9NL4F1DBPINwM6PpzbqlyfKYSv36eWfKtHvtboLcjf7bLL/7jEUg4sZS+wtjaMJsGJUZWs7BCYhPMa0ZUIOMGyknDUGnws3QogfHeq9phl1WLf3JUz3P/imMX3LPj+ayLe/IPrb/DR5C7buiJVGq1Ox8GlP2IRPj8P3kOsXLtSf4DM5NTIBm+yu97jzfOSC/367Aq/9Mw17p2ZcOGXJNRPX7mO3j8i4Tz5Vq/1fLxVopFa+5bOWy8rersFuoooBroFR+ODjkLmWkYXEO/PBOGYZoiKvF8RoGnud0MJHq6rFDGiaOE66vGBlkb+iOCZyxxQWSH5uWwlj1Z8wKOG4G2qU9g++alQpsk5hpxrT5NNFOVA4Ep7R+I9f81eZmhznkl2uVNI8eKPfvgNXvmPPs/23/p9rKHgvf9FpdTVD2z+k8APhP//XeAXEOP2J4G/5733wJeVUhOl1Dnv/f3fqRP+lx2zW5K4R4PXHuUUqmpeYsfRpR49XTC0OXUtMyY5FKaQfN22kyA5quk/XJDuWhZnE7J12Tdf06Cs8M83ughBK9JbhQ0q9v37YvyS44YfTiZ8PJeJaucdHbXXgJPqYQNg9ZFGlQ6XWOysZvN12Xd0S5OvWTGYg4ar3wd+rg6P1hijuhdR9XVL2aO8EHHaRZcbKkfSUyvcda7rRkhVUPtyxCdyXnZaoivhiWup1xOLjyw+kUpo03lQ9SSvp7OKYkdejPufTzn/R27zpy58hWuxlAq39YJt4xnpBIv5Dnrx2jvWwsGcCUZmhcTSra4ycIrcEuCKrXk5ls6RH+y/y59Yf5WfvvBJ/snZjwJwbuMF1n/tAeZgRqI11SBQDmlF3Y/wkWmxeHpZEu3WqDKFnYQinKsP9EF1qtvwrdEh9SsK8V4JUWgT7jdDOYJyWXfupvCYpZBnNq165UC4/BojFc1kIYlPbMfKstL+RlW3HR9yHOmuaXqMbd6IQgdqKwU0xKpW5rSqIdnTsCtpkIemz//23Dqff/a99ntfuX0Zfwm2eXzjt5tzO9MYLO/9faVU03VxAbi9st+dsO2xGLdbf/ULJKGvT9VBsTsTnjbZaDhYbvBle5VLoyPqqvFmNPUwPqX27bXBq16QX6N9kV1Qp4+mdQuCbVdDpYhnjRHrRJ514VZ4+aU9qOprlluBhmYsNDbDe47RDUna6kdL3CClWktwiW7zIYP7Jb093TZpAxQD3YpENzRM3hgh2wxtYmZFbNoUIgO3qvRll9LQD7DcDAy9WlrNersF5kSSzLqocLFt4RIA9SDBW+lOMHmNDhAPo8TQTc+MOHhJ7vX484/40xe+xBd7Nwn2llRpEhX9hobttEjMdxGR+cD+q6MxfEG1gInWvBzv09/8Mr1PyTX9pPoUzpxl/bUTVF6iG2LQnqXqGbRV2LAQ6IWIsgh0pVMQk1yZFHQ6nYIV/r4wGo9fVx7jOFUx9Yq246EZ5VCzGFiWW/Il2banHtToXIHSDO80iGER7PFKdc/Gx2LYItvx8TUwnGDcWinKqpsTrdH1whWYVOLpj27L/Uq+8R6z7/sQX/7Xr7IWJBPjrw7ZfL38jmfzezl+pwsK3y0g8N9lG0qpPwf8OYCU3yUxiZXEt81A5yFUCLgtVXsGdzX3+ltMzyZUmdyO5ZaltycvfeO5VYlCjQ2x2Jo23HQrhJBNaFmlohylnKiWy8GQ0K0OPajNyq0V5UCxOKOZXQ2VqvUClxvKYUw0lfBzsHuMdg6dWtyapRyEBPBSk+4VoGF+Tlbt+TlNMRGBm3S3OTfxFuK5J5p3MoQt6+5KLKdLj1mIR1b1IyHkJDTZH5TY/WXH6mENyjnsSdZ6I9UkxcVa6MbLGtNAPFLD0TMJhy97rn1M1sA/deErfLF3ky1jiIJZMkp9V8Mmf/ut4c5FGKZg6mr2Aqf3o3rIbj3mXjlhFhqJhybjSrxHrGrWI3kxx1tzppfXiefDlk4dZNH7YJba9SJh5w1tXY1AjKt88NJUG+p9kDxUbmpoBQsMzy1h6Ip8oAsV7+W6YXFWsTxXtx0KO5MZCri/t0b9qNdiDXG+PdeGbNPHVlILkWmpxxuYi15RoW8/H9hvfDB48cwRLQJz9LImuR+a//cPGL1yB77vModFKAp9oyD62cfbjvXb7VB4qJQ6BxB+Bughd4BLK/tdBO59ty/w3v/P3vvPeO8/E5H8Nk/j6Xg6no6n47uP367n9tPAnwH+Wvj5Uyvb/4JS6h8ghYTjx5lvq3tdzsKVQkFW69PwiN4jj1eWqRu1ubhipEiOFDbvkqnOSAja4JA61t3AojvomtS9kaS7yQR9DrQSfbqQBHKTOBZWVKGhGV2SlfDsaMrBss/+cp2Tq/KIotkW8d1D7NECPYlhEA6vhTXVx5ZlkMabX62xW0uW8xiTB5ryfY+LoOwp4cpvTt/QhquNPqecr6GMo3Dsur1mk1XiCZjAAGK1eMjLZZtkN4lAFsxCmHcXz0rec/8lS/7yki9eu86PbwlM4FPJAza0JVIGHdba1RzZB8NKkNDSBXGI0teU3jH1joPgod2sNrmR7/Da7DyvH57h4ERuVrGIUCcRvQe6pQafX6pZf+aQC+MTdhey38n9EQMPs7OGeKixy85zbcPOxvNJDS5aEdwpu2KOKdUprKEzAeqxkkqT3Gi4MM8p0WYRx1ZUpktXZGccg0tTPrwtvHQ7yYwH2Yh7D9aJjz2qgROlHY9fMwddYnBGi8B4gz3UjZeo2nMAycUq76EG40NaIZd9VRVoq4JHaM+dZfHyeVzi8aE/On3lXbrZ9HjGv9C4KaX+PlI82FJK3QH+c8So/UOl1L8P3AL+tbD7zwA/CrwLLIB/93fhnH9L4+3/4XOolbySqleqULbZJnqkgweiK+Ab6m3lcfFpfVLlJHQrBipgu5rigaOOFGVPoZIV4GXuBOvWtDQlonvgk25SNSOeepI9zclAqnVZHlFXBlUqikDtc3wtZdDfIjopUZ42rIynNfpgil8bkgtFGXYzE+zbcYINYXRy4qh6kkMse7qtbIpItOhHtNsSQz6xOCNI+/hIQlAzL/CRwfVWpo1SMtF7CYRQVc9yzN4JFCXTz13mzh+Va/jEx97hj229zqd6N7kamDKGKv4O8eXGeC1dwcLXzMNNnHrLkUtZuIS5E+N6u9zgVw+f5WvvXcbckVAzOVCke57Nb56wfmeXSQjX862IaLbAvPcAFULo5ccucfDCFu9OtoSNBNja93jjKUeKLFJEUYP98hgtbVirQ4WQUq0QmDZGwCvVadfqFV2KJmRUgG8qpV0aRKrPrKi+y+86U8yPe7zmzgLwLafJdnuM37JMbhRtCsAnMRihqvemKXI0pAOnz9UrWjX65lh1rEPXhOswiSCtc1bhYotrwt2NPgcvxqjJsl2W6sPH30D/W6mW/lu/wZ9+6Lvs64H/+P/rSf1OjOf//K/x9v/0WVy5AqXQiBpUY7BCkUFnnv4D3xq9aO7bokALb6hlctQ9qL1qwY7RtEb1jPDgrwpx1F5YUBtvJm/499Vp43Rc0c8q+g8t2Q2xrvnaoFWnajyscqiYXoxIjw127lpvyk5LfF7I5Ey6CXty0qP/fsTazdBXOa0oJhHZugCL22pd8CRcrDoJuIb730lV15xIq5eeLcSI+bh9YVwcVM37MfQbFlihGqoubnL/i4Yf+/xXAPjTG1/ioq3oqwijgkcZ3nKHI/Piwixcza6z3Cw3eCO7wDdOpBf4zf0djo4G+KVBhz7S/l3N5rdLXvzWPfxJEH3p9/B5QX14iE9T/CWpd7lIU6zFxM+cxRwI7Ce9fczOfEA56iiXvIJs01AO5Jk2osgVXdGmGboU/QRVSbXbrXQOtKDdpvhQyXxyhlOQD9mfU7J7ulaS6/JdLrf/SOQB6/djVDgpu4Cdo5r4aIlpNCoAUivnYPWpYynnu7xvc2yrqOzpopSuhOdOVb7N4wljtcYZQzUwLfA321DMnnFsTOZUAXGwqnD2uMaT3aFgfeux6VJ4wmQ1lD834YAuhZa6bRxPVKss3/F+CZREDJwic014aiTB2rFmixCMUfiB7XjPQj9mlSrRuAyU1vGjOaquUVXaHj+eSW+j8r7lGCsGqpURtMu6XU2V97A+Jjs7QJchrN5NiQ8N62/XpA8D461SREYqeGVPoZtkdejTrGOFadh1s7qFAUQnJXoeXJoslwJC1TXEqxDR5BsJ83PBOK8rqnSNxaWK7/vka/zpDcE6PR8pEiWhc1O1zH1J5muOnefNUogLfmX6PF87uMytg3XyB33Gb8s92Hw95+ytQ9R0LiIvBCEVwPX76A3BWPl+Ckphdjap13rkW+LR5WvSJuVMRHooRazB3QyT19hl4HpD9D0BooUX+EOwDS4KuMAVj94Ez0xV+rRxswSF924O2UyMlbOKOu7mhfIENmdFE69KZV0RLRzRVBaydLfo9GAbb2ylwt1IEgLfYcBkY7eotTARwFlNHfqG257WUqIdXXSSjULs2Xj3isWOnMP8kqd/5YRn1/fYXQb+9fU1eGrcfhdHqYmP5GEN7nmipadKVCtrB10eRHoAw7bItDxfrQGsBDtmcoWLafMoxUgTLfypsESXruWrbyteUTN5pIzettykljpJKcZR17DuPToXndFGd1RXGl167FwMW5tHMQq/PSJft9jA5zaaGkZ3akZvH7efryYpXqsA79Dd8Y2wP3hFu69d1qi6FHjDomib3ElifD+hHsRttRfnqQeW/Y/EzD4uWJhnLuxxeXjIR4d3+SPD1/lQONdEWYzS1N4xc+INvlNF/PPZR/npux/lwZviYY2ua0Z3ay7uFkQHR/ibd+RQ8zk1oKIYvSExuOn3UXFEvbNOvhbygFqJt1GL92EXYhyqvmYx0BRjOiZllzC4l6NKd8oY2ExSD3WsqFZTCc3UWTF4xVC8Hl12oOlWlFl1+U3JWcovjWdepatwo86QYpsqazeHRCRawsIqXRFaDou1KWXegDTcNx6Xa7zsqFvolVHt36q+oRhoOacmam4SZorOkEZawOmxxhlFFUAO1VbJsxv7fHj4gMoJOHpZ/i4hIP4lxlM+t6fj6Xg6nsjxRHtu0ZFh/L6sXqObS/CwPJtSjLvWI8mBafHSmkqYVSH5Sxu+yaoZ8itOt/k1VgpNTd+PNyKSLGDasFsIS2VlX2mIH/QE7BmrLtQpJfysbKerYDInIWLlWjAphHBZCQ6vASf39h3DGzP04Qy3JmFCnQpfmYhPdwlibyX80aVvuyYAVFmj8sA1FoRb8J56lJ7KTzmrOHzeUn/xmD/zIWEp+J7Bdc7bY86amjUdY1dgtTOXcaOCn5u9DMBPvPcZsi9tsXbDcflI3IVkf44+mqOWEgYTREtMEsu9jS1lT85B5xVmXlAPIopJCCtDMjyaOZK9JWYu11WsWXkOPd/m0XRpMGVMsle0z1/V8lCbJnXV5NmacNSvFIS0aMe6SGEK1eZSbR5ycIpTeThdOQn7y4ZCRVEpFcSdfZcaicTLLweqxaKVA1E5kxRJuP9RCH39aldD+Jtp8midD6NL6XBoQk0fmEiqvqKOVItp1FXTpeBaF6jq2U5bd2WYtOLqcJ8ryR6v1Fdk35u3vmO/3+vxRBu3+FAxvCX5oujGA/xogNmIT0nVVT3p/7QZbVimfKDwMYp6haXBZk2/5goDhpPJ5uxKJQzpF62TLnxt8irKiZErgmSg8lBHMvGbrgFdhkqbPZ3g1UWNziu80egV0K2Pg2J56JCIpzV6uoCqasG2JhNgrRjp7vy9V+hcJOdaeIBVoDU+gboft/vaQNftNW1v6vSKpv70lD/7/K/xx4fCrXDeVvSVIVEh1xUKBe9VNf/H9GP841uf4OBNYeWYvK7YelSFkD/EQpUQMrrJgLpv2z7cctiF5u3QVip4KypXzgBWoRMFviN71IVHVYQCiny8GEM2MdiZafOjIssnRrLqqU5dfgWM20o91uF5eUJ4H55XLZRVynSGqI4FEtTkRsMDkFwqYVFbTfTrZpHt5poPJXzVpiv8Kcr21bBZqqBdoUtyw07o15tjGNXmFXXtMUHHw2auLWSshrV1Mx9rTxQq8YvCkOiKkc64fSTpgrOPpynp1HiijduF/+pXUZ/8CABuOkNHETp3LbOs6geSSCsrZVsq9x6beyo641Ql4llFC+nFcyt3zuvg7bXe3EruoupWQmVDjisFFUjRbO6lF9V1rTu6aYdSXRKmjjV1P2oNXIsYsJpyrMk2O/yesxHxfh99PEPNpKAQBcwTeIzdAAAgAElEQVQaRkHtW3V4X6m2Hcw1jLNG4azGG0PVN915zXP0icPbESeXQzfHR5b8+LPf5nsHb3HeihEbqgijFKWvuVOX/P0jITD8x+99nOKbEyZvey4ehm6MylOnAWc3Ldr7X631qAahP7Jpsg+tSsp1RqCONOXQ4mynDxqXnirtnkFDwhgfFfT2DC7Rbb5IBy95dUjSvDEotEl0Z1Q7X9rKeAV2qSALi1wwmnUZjFvtMUVndKtEd8YIIJBiike4CiWhW+waSr/atyzNnd6Dag2ZnF8HoFPBy+zmlUOVQofVCN/UqeTPVC3GNVo0xJpB7jLg4uScpG1PFiJPeij7Hs8sldOimPVA4ExngZv/xee5+ld+HzfO//9+NKteZMFJSBAFUGbVNDN6KPu6NQ4gYivxzLXGSTBiqk0ct1VQjSSNV9hhm8mmK1pGDfHQGnps1VFyF06+13YwAG8VTus2nGmOUw0MyidSsU07pab5Gc3JixXjwKW1f9LD2TFnD+f4aeD3WuaY2IqHExkIIaiupQLmzYoxQIymN0qKCk21rKpRiwxzkuCN3KykV5LoirlL2K1l2Z+rgsxrvpJd5W++8wMcvyVyc4O7mu3365Y3Tp6BoeppIueoQ4N61bPkE2EQSQ6rlQXCt/epoST32gp0RUM8r9r9lBMRGh+ZtvhhjxaM7miUS1r8oKqEvABoJQDrRDzcaO6IZ554FkC0Q2lSr/q0+MUmRHSRao0JiNH0NoC5m2Z0LZXVctClIHQl0YBUUVdD2OAVVr4D+TZzS3dQkiZikHnoqUIMaZQPHqVvjbdygJEwtWm8b67ZFBAtHdG8IeFcmd/NoeumECbvQBLSCGZhmdUJR3Wf9EFnUv74j3yVt/4Kj208LSg8HU/H0/FEjifecysDPCBdGwcPqwv/bNZQA0l+bLkjq2G+6dAlTN7UrL0noVI5NJQDHcLXDrvUJJlN6QmppZbuSFcrGKlY/nkdIAF5l1/zSoE5vRoLfkzYOaCBoiiKcdQCgYFWINmMCz51ViAT8fmKn9MvYpfn2Ph6QIrnhVBIW6EPb2ErRQkOoScKoWqV/r/tvXnQbdlZ3vdba+3hjN/83an73h7v7VFCQkjQLRGwSKASx7FTjhPb5biIHZMBQqBwKoSUIRRxiirjOMFgYzyQuBwDMYkJ5TBDkEm1hNSSCGhA3erp9p2/e7/5THvvtVb+eNfae58rYYnW0K2v9/PPvffc851vn33Ofvc7PM/zSraTzCrM3DWPb45I0gSMqiVJB9eH/Gr/Ua5urrERdgvulwM+vnuGmy9vMLiSMAq9mfTYhz6nqbPExYrIk7zSeCOZWznQVLkiPxJfu1iuaSvlpu2bWiqmS+kNtcm1ynt5TxlUgxQV9m5SOVTh6O+UpIEE7BL5PMtx0niaJZKxKi9+bNHqPdvX2L4Wt5i0ybC8lr5V1VN1WVoOFWahwwCqPjBQTd8qHquvwulQjcheFkI336f4mHjqtVPsIG5vZY31z6i7HksUVmspy6OdeRqoRyXBCSa0C5wQdn2im4GZavqAsOxgUjnD9WKNzY8F2s1738Hjg1/mU6+j6dGJD27Jb3wYgOpd4tVVjtNG4hIaudHe2Q4CR2h7zmCw4M5ojK7k2zq+HIJcMAdsp+vSiG3KB+UJnl3UOycjh8jMqa2RoClD2q4MuvI1M9y09J7FWsrklKgh8gO5Ynp7lt6e5nA/485CLuLHVm7wVReu8P+94yF6e6LrHD6/i7IWm+RUA1MHNzPX0nA3CjcIZeHAhOMXY8Y6cPQNPpPGfZyqDV8xHO1s80y6VQcsM1OkUxiHlmFtqb3wpMdW9qn247SwIbDGQY9X0ejR1xNLkBJPhRaCLsO0NPSQbKrwK2FL1sKFyaQHRb3wOWpAvW7KQhkGCddvydPGKzGBzHRdVqaHJenenB7gepHwm8jms56uy1b5XaIq0VUzKLJp4+fW7KWgJoy3y005YR6rl33e4verJpeHCatX4fG4z7UMSoTWNN8bBakSc8xWy0O5KB9bHmi4RAXljao/Fx9KYK+pz6FXMLMpl2frDH9O1Cj5+87wzx9/Pd3c3gTBLeLowSHKCimzFjJn4a5r4oUujxdWsdqfM7p/wY2p0BB6e4Z8v8RmGVXeHh4QVsg1jedIz3BpM5DwCbUPnEtpLZOJImu/9IWNes7pOZk4Tk4bFhtCY8h3IX9Vnty/NiE7yCjGA36/JzKlyYUM5xWu52rBPt7jTRKmj7rei2AHCUnROOOCfHHLgabsa5GZtf4PlYhKIpBRx1ecZMKqPS2WjLjqyULhOIFLZ2HlXtIMb9KJD3ZM1MekrZwnXcnSlCU7piq8l/CQzSTzKwe6zmaT4EeX7ZfoeUm1IneYYiySoWjkCc2E0thWkz5MEG0mGtyoocQjNwGjKcfRgDMoVSpZkUewZCoHoU/a08QDi/Si5Y33rYHUXU0i78P+iua0yh+tqah21EOG9gYtFUnlWlEv6NEsDzNoAqV8N5vJq48a0kQt9QGjH53LVK3+8amncIZXjtYZIeYP37L9cX6BTV5PvGmC2/hnPsCN735aqAARsfGPTLai91k5zjlayTm7csjueSm1ju4d09tZ1BnL0l0+XNj1ik7v67tbXT5W4XlZq/lMoB3MgSkY37y2nlf4VNcSl8OLDrYWuHnC4GrK4HLQUd64Q+I8p6enMIVkaa/cuQeXeUZXNb07kia6YY/F6UHN8SMEkqpnYJzX7r0RLglyo0TVk125wxMs0MNbTUWl4dLGO88shN2fH1psphvahPPCqE+adXNm7iSTjbrf9rn1fknMXa88bDmYeKOohnqJ3e+VXNzmeIGal6J7jZ93cHepl6a4lklkDJhQu88qu2wBX44SipFZytB0Cdmx0CdUcDFRTtXBfqnU9PILdGsSGq3E29mQuHLE89A8FgNbXUKrMPSpWyIx4ChUEqqBVpaKjxlak43VFvGqFciCJjUGzfjajR25qn3mXO6YVhnXb65xMRzy+fQOvM7BrRsodOjQ4UTiTZO5Acw3PMlUkQQduC4gKT26EDqAO5Y7UTnWHJ3pszGckqVhp+YqQp4NhE3XsqxZGtUjd1hThFItcOpiieoSRC7YqvRcBrZqlsm4TGHDguA6a0kdWI05MAx2bLNfspfjjyeY/WNWX5QSNpmmoGBwY0G6K2+22ByII0gi1udJcBXxiaZYy+reV/v4a32tbcitNlPYzCw13/Gyf7MmllrRcyZTS+p9TVspxwlVP+xkjQOVKmQewSIKWtwqF3pGNL/LZgptG9qK2PcERn04zmThmkFEq4elS8koXWwRhGP1WnpujY44ZDJeeqmRdoJWlH1D1bvLASZaHlWNQkAI1X5pAOASZPhU+EYJYFttDUfdC43UoqV1f4F+59q0HS80DhXPVU00lhSvPUAjOn041fjGKVX3e72mHh5J6ewxM19zKiNtRHnJUqdbIXxkjuMip/d8rz7X2d3kwdcBb6rgdv9fez+Xf+BpfOgBmcILj+nQkk6qmsRaDjOm+xn7Kz3KKqqSqc0o2/IbbxQOKQvaZZ0phZwb+3k2k1JMSqLmebERLP+ITZXQ1NeqFlr3bhhQhv5NT2+3xIVSS2mNylJ8lpIeyBtbmVXyZS8tLg9N9kwHnzlPMmv4e9Z4ypFcsPGCy44c+b5HrUgJGctNFBQj4erpekggROR20ztu7rL9u3zaEuqN9fEkKKcwRejLRTF/KId1BapwLZG3qvs+9S7PwskW+Jmrz5WZW7R1uF6KyppFKcnEynTaNP2tqBiRnlcMTK5ekK08dYCMk1VdeQj9WeWpBfMuXe7FxnNcS/C0BJIYjOXnpdaMSpc66FsvA4h82Q+u/Wc8fuWD9fdxM9nVha3J2O11YHHDlm4fp224cHV/UxEIyK41WXeYuSaZWZJJySQs+UF79qZ9znywsca5XL6+JSm8yYIbwIUffIbL3/80AKZQ6D1HfnuOXlRU4zw87tEzxdFxn3Iq38zxJDZ9l8maXhGazL7urSgDKnyJ2hdRMvP1z7Yzn1obGKel4QK0uaa/K1FjeCM4j4TpYRma5HqY4vVAvqTtMX5qKNfzRjo1tfSPS+wgkWAWNIK1hrbyNb0jmViU99ie0E6aPQuSfSrr64lvZKy7hNr2SZc+eKcZnBFVh/yuVnDqxROoUd4t6R+roeygYOaW+ibRWkqXvs6GbN9Iv7NqMizlRLngkqymdMixOqFN6OUJoHKqHh5A6NcVrt4AX9M+wo0oWXh8XHcY+mTxc6wb/WWT+cZjjY3/+ufqL1D8e3sKKt8jr1QdHONxqFYwEhVBGGyoZhN9eqwwk5LkuOXFlWiZ8nqw4QuoTXNDbffyvBZbLK9A1+fPkx6XJFd38bMZvOVSODDF8X6fc7/6LM/9vaBGeexDvN540wU3gMVW5EgZBjclGPhE14LwYiRZVnmQk+7Kp927s5z2xy9p3A3aVih4o5bKTpBMp5bPuNbFmQGZWpo2NhcFNc8tvy3RpFjPqcbNx9bQKKjZ5aYQKkQ1aCgryUy0m3aQsFjRVKGC0JUE3ey4yXx8orCppohr41rvWReynjA7jKx+8aiLy2/kBaS0rkIZHrMUU3jyQ5kk1hSZgQQXXbbMMnOp23UI8EtOtNXy52AzUY2oOS0bqDilDNytWYwYQgdZmkq2hh2NjZGup4Uxq4vPFYPTtleaBGwb/NtqqVaiasVBW9upy6aEbB+DcB19k6WZ5nuwBCcDDN1aLOUymK+KTjpWF8qlJJM+g5uO0VUJcOneDD2Lkplw/vJA+wm7S+uBRAh03ih8sN9XlUMfF1RXrqKMqYMuHpJbUkk89aTsnn19ndwEb8rgdvE7hYvzyg8+TTnUNdF3elpOx3xbSpRsxzAKiwoHt+UKjXfoZqtW6y5aXyjUZUYz6Wo1j+K/if2d1kQN+VLpwpO0guBiqyeTwd5yRhjdW03ROAk7q0AvB9xqYHCB4+ZMi6JipCR0RuGDHC3KxGwP6Q9GvzFktVs6dbWDSCwPTdmUVJIBqDrTijtT02Mri6bHCZNT0RVFbiTJormKnQlZoJJyOmYs0SnDIr06+TziRLeZANpM9rLWvLFYMuuwv6KdLC0FunBO8mYyGQOqPDcEMt1Mu2MQkN2j4Ik9UiHIurQJGKaExHuS+XJvzYepvfDK5HVt3P3R4sTF8jdmr/H4XRbOS99TjkJw7csPzc4YZqfkTrb6UsLg6kw8+uK5ToWjZ9NWVULrRtyyJFceSDRmawt37ykm98hzTd+y8oJEunv6+8AbI7h109IOHTqcSLwpM7eI+37gGa5+79Mk8xRlPZOzcrecbznMXDG4qRhdl4xNVZ5qoGsH1difSqdNc76xTILPqEuJqf8yWVNbj1rEcrB5XHlQi8Zxt+YjxSlafJ71oSHfuLzq0mHz0EOyrWa41rW0q+0ka3ti0RMz0Lg0RhdgdJM9tjlOPgivY/mnZ42TbXx+OvVLkh69sOhZhbKeYhRF6qrOfBpibbu/qJZKwEgirTNfC3EqaaPTRSrlfhxKJLOmIW/TZe5WlDzdTaKtHTVawnVtPU6FLKnVeK8zQd/83Wske76rXI8E4ZqwXIrEzCXSRij70V6IWkLVfv36d8TeXlg0nuPRVWOnVFiFHVmq9YqjfiQWJ6ynA8afPsYcBMqA83iV47XBt0T2ZuFk4n1c1IMeO8qYnRtSXlph7xGNflwIu6t5wfZHSl79vqfhq5/hjYI3dXADuOeHn+H69zyNmcHsTDDwG1eoaUp63PRWqqFhMdZ147ymbaRywSVTR3oktaqZy9UQA5M80ePyBJdG1nvsD8UJmq9H7fWijtaWJR1ssF1qGh9/QjlYSL+s1gWG51aq6Yv44FwiS6l9fRFE66a2jZApmzLJWRqLKB9K2JavVzWQPpQzzab3qFWMEThaYqtMk3rp3URrndgvTObNomivYg9MobxDxSrKg9e6LsPlXPt6PWE9FV3I+an6y/16s5CtVtFxAxAzxiCLiiVh9N2TCXiLShKnn4lqnddw7mwoL5Plx3XBUnCsG/fxdb1I7LRRgZLSTNfbbQ75S/zZ5n1p68kWHnXk8Xca77nFmmaxnlCsOVwY3iy2HPvO4JIx41ckuJlJQX7Hkx7LQpm4m8NMC/ThFIoStynk8OnZnP2HNdP7Su5/8DpftXEVgGd3LrDYXKH6qmPeSHjTBzeA+XYwMVwPV5FVZAeK7KgxcCwHYlWjrYeS+ktUDjRoyA6bQKYrVzvZ1nw050IfLhH+Vsz2wrSP1go3b+TiafOZdClBoOrLGsGIdOpJLEuZovJCodBGYTP5iOWClqCTKg+BSe+NSJWixlIeDH3ASMmIRgMzCY42FU86CMHZ+0CDCL2lhTQbbaYpVgzztSZzGuwY+reL2nAyC5y3bL+o+z3xBhBpC815beRFMUtNJ5VYGwXxupwrT77wmEJT7+Uk2CR5j8uaoYKyogzxxtdeaDYNA53AgYw3Mu9UHViaaWcTCKFp78Wep9xMqM9LTRmJmXOmayfeJfG/C3GwNUGNgVG2q4VfY+V1zcKhK0e+K6/Ru2NYrBumpzXzzRAw+57Fhucg0ZQjMbQbXc3Ib88xR/PwnY1jYI/v5xT3b3LwgET9/UuQXzrgvede4Z0rLzEN6xX/xZ234P4dg7r++u9NaKMLbsAD3/t+dv6zpzhOAr1iodj4ZEXv1oJqXJOUpMEdaAzxQijGMq2q+k0gsX1NdlBhplUtyfI6pRxn2J645uqasBrkQ3dNxeqLtX48ZEo9he01pZormilXLMtqYXgrMAgZVAVJmCeNS7G8XEUiEpfnC10i2mc3FI/6dVqZjwmDkuh1B4Gz1tI5zjfDjWDFY3NDMk9Iw/avJJgitvdjKtu8D2/0Ek0kisOj/MpMmulf1eLVKetJpk72z7Z4auKu4nFhGY9Mc0UX6lXTAmgE401ZakqP8wqVNu8/ctN0kNd9hsg9SJ7uRryRyDAkEMONak3MQxvAtWRthW+syFu0IQn6ThbixMmslcFP705T1xYrCtv3VAPP5J6Q4a2mJNNUtM22OX6XQLGqmJ32+Hsly7t09hZPb77IW/uXyZTlJ65+oxzrTg4KHv6uD3zG+3w90Q0UOnTocCLRZW4B23/3/Z/Vear3yMMA2GxD1rwF+VC0tE6PxZnV5jA9EzKUsaF3W9PbM7Vlkqz2Cz27ktp/PmaDbUnQ3X/Gv7dLotoyJ1hXG93KDuJdveW35U3ox4Qbeb26DZEexVIsPjcOMNo23F5HoXbT84rvLfbo4r9jtlAOFIvN0F/bLIGM0TVNthuzNB8cNnLyIPIX0wDZlK4qRxI9/1UqnLaqceLViwqfaPTCksZs1jREa+t13cv02mDmgcYSbutVr3EcTlpUliooTtq0C2U9Sgf6jov0Dt+4oiSNhK5endgiDLd9+OpzreKXIEijavOEhl9Xl9VFyN6KZogVN9vXmXzb1UNJSyE7jMekKMtolR76cBswO+OxA4caWLKBpOmDXsFmf87ZwSEXR7cAuNS7wUPpLca64J8fvp0XdkWF8PB3fYBb/9ejvNHQBbfPAfspISUO+o/jsjEzIw4Y2VGYdu17pqc0k3OeaiQXbDkL2+X7Zols2fRL/JKNT7RNWto/WYG+e6kuKrhy+KU+jM2afhNQS4JM4Vu20c1GcZeCiz0f0/Iya1142oI59uAbwqkz0YvM1x5lsVdUu1pAsPeWxSsHD0N2v0TyUyvHXNYb2I9lmIlIxapxKtNZpUmP5U3oeYk3CeU4ld8VBiXCX9MoC9lRuPArh08NLjd1WR57jmZeoa3GJdG+XEpv4emFPqKXyXK7D6ZLT1Y2n9HSpqlEBTJzHF5IWW1zvcRJM8G2ySW+6WWGmYdu3RzE0cPXk9R4EBIUpZdZBdsqmZJqMusxUWY1F7NRNKJ9bjnLyMY1s8STS49VTc6VcwrlGOwI+uM559eFp3Zp5RYX+7e4L9vhlBEHmrEuWNWWXZfwymwzLKuB5/7+O7n0J19/RcLd6ILb5wk1XWBmQ5K5rGJrLnjpu5VrFnohQ/GiCSxHqvYykzsu9Re53d/S1mP9XbrE0i8pGWJjPFlI5hdRE1XVch8oLh2pL9h60gfKtyyHXKuH05rOmaBBbQ8aypGmuktWFgmobbseXTocmnKoKE6XvGX7NgAXR7dYy2c8f+EhNt8vWVoy6aHWE8lUYs8wT3Gp7FaQRdbBoXeoKMcy2EiDLC7ZUyL+X0nqIY8pPNmhxyyaQAHBKddIgMoPbH1ebE69eBmCVtbKDcBmoMLPS8YWvxDyh2S8TX+0rTxQPpCYZ03AaRYjh2xsZhvDgEQTDTujwL3KGwoOWo7T9DRuKs/TU9BF1bKFin3DxjMvQgd1BW75fVRHivkiYcqQW8Eo4p7BAQO94ExywKaWL3Gcd+zYIU+MrnL1v5UFzO/52Wd5H33eaOiC2+cLI46svT2wk4Y1PzmnmZ9yEtjm8sXK72jSQ5rlH0Ay9bXBo0xDQ+bh4+TP1fSKZCHcp7Z/VgxikTW+rI1sScDCa/qgN6wtoVscNgBjm8xLhWDd0AuEmpFOKlQpe1IhqBqCpMq1HF+l4d7w1JKpRbkKc1oWvw4SKXUe7O/wyOAG/9M7tvG/IMOb9Po+2eq2OKFEY4KVrB5+VD3FfCs0vzc8duRIdzXDG+EiNkboMQlLmZY3Eixtbho1hmrOjQ0DBV8Gp2HVNO5jmRmdcxufOlcL7eN5JIvOG2GwENn8wVlEWRGcy3l12NyEsj18Vk6yTGUdKm0GIjgwC0WatNoFtU65oQ2pUYYvjfDVEo1rSdhc4CvWv6vlFF3fiKxoitMjRTJN2Leymu8TacXZ3gH3pHuMVViNiOOGy/mXx4/y4b0LPPeXpSy1b33jBTboBgodOnQ4oegyt88Tal6Q7c6gcpBoDi8JsXG+6XEDC3PN6GU5neNXXLi7NuVfOnXoQiy2o+4R5C6cHZSoOy01QiLr18qhrjltseltypB91Hde+TM6c8TH7hbzRxZ+XE1Yu5oYVRNpa4VBKEVtqlu74kMJXfklPpa2oIJLRtSQmlmJnhb0d3PMfsKduex2cF7zUH6Nf/3+T/F7F94GQO/XPkpvY0Sx0atftxybmj+mPNiQGFQbFbpf4Q97taGAzw3lWMraxjhAmu5eSXugdmtxUfTeZLDS7xONcHoc+5OOcmQaN4+WfXwkF9ssfjHCsu5SqCcxS6t5eqadeQXvOjkZ9e/SlZNF1KZFCdKgKk9+XNWvSXDLbQ8pXKaxfRP6cU2mbzPdiPbvphmp5jHvFOncMbq2YHxFszuVjPpGusHHBue4N9tlTQtvaKEqnple5JnbD6K+f5M//WNC/fhd3pjogtvnieqlV5p/vOstHJ+VQFQNHWpuGF3WnP6g8IGSvRnVZp/FWtqaeIWf9aH/FblTM4c5LtCLEh94crJ8JAFlmvJHQVKGkrQtEwolavQaA2obI1M2vTYFQeYE+Ma7zCWNQ0cSPMq88zXvLS4PgUCOPXRLzff43nTpMCG4qcpBZRm+OmHl+TEvntoC4IW1bS7mN3hyeJXfflCscfKqIrmxR5JtUayHyXIwwDQL8dtLJuEcTg2+0PR2VO1bVqxmFCuy8KYObgsrag6jl7hntSljq/cV+2Lpka0VJi4zjWJB0ewVMC0zhHjTSKQPpmXHTr3jVVVyI3O0A5aq/y8+T5dWtnKF3bEu7k4Ni2lU6TCTsKy6qMA6CXJhC7wd98QpZmg+4zsQt9W3bc7j59UeHrkEVOnIr+6z2pPP6vh8ws5syPVyjTPpgZxrb/jlm0+w8/PnKb77EPV23tDogtvnCbO9jd2RJQu33jnm8Mlm23Lv1YzTz85IP/ayPLa9gdeD2jkWJEMyhZMN5fPWtO64hERTrI7qPkocJijnG1PI1uQzTs/i61Y9mYDWPRXXSIQiATeZebIji3JmyaMtNsHFXSO+aPw/VW+iAjGxTKYWPBSr8uTFivT10qknC8RcVVpQCnP7kO2PKKZnZQv5J8+d4S2DKzivCOse5NcdHqGL9WYgEpe1KEimjuG1cA7mGl15Vi6XtXfdYi3Fpoo0us0iNj4xy8G3pHIq0mmabKrOYLWq+1VVX4YZNg/9tLa7rfK1JxzIYu+YIetKY4rwGeJamV/8XCS4KutrwrKeV5K1pabeWxA/l/gzUeVCUaLKChYFvpTvX3I8QPl1XNan7De93Pb6yTZtiECCjp9p/L9ynGIOc3TY9KUcFFXCtfla7S78/OQU1w9XOPO3n4G/zRseXXD7PBEDG8D+W0vuv1+4Pzf2V0iey0hvT1FrcsUWZ1dYrKdhz6n8jCkIa95s7VQLUA0Ssd/uNRypfLcUN9mFqcuvZC6llsuCKWGcVsZszLX0lmUoQ9NlMbiZO/TCoVeSJuh6URS0XaFdSsgw5Rqrp6UDXVvgROH79KyiHHqyQ006la9T/vIcKgvOkVzfY3hVHFuv7K/y3MYZYfm3OHw+WHpH1YZOlJy7PPC0QlDPJuLNlh0UzUaqEHyVpzbgtGmwW1p42sLzaPndbrLLpNNTrBjKUVQtNPQYydqWOYRRwQBQjuJ/KJKZIokTXxVaCSGY1c/yEthM8FVT0wWqsrhBT/6vLlepzQOWt4+Fz60ow58HGKPJBgnlMK99+iKdR7eCfsy4TdkYk6YTSzKpMEdz9HRONZLvsB14nIdP7Z/iN3eCKeWtnNFlzfP/89dx8b98Y6kRPhu64PZaoGBehcxllpLPwQ4z/Jo0h+YbmfiuqZZougoLfg9LdGkp1oKH3Jm0XvPX2wuBbFphpiWml9TOqiKa1zWnrV6jp5qpbBSj60p0nfYuKZDtaQmCLamRM6om68bMzWUNvaNtn+57Cm016bGrn7vY8Lhzc4q5IT2SSD760Jzq5i30aIRSiuFNiZy7O0N+f+Mce/M+/VutC37Qx6Wm5f4RTDD7oPOqZsoAACAASURBVAtFHowxs4OKbH+BqhxV2LFa23636DUulczDJ40HHERi63LPCQIxOdrO0kxdG3NR6n/r0i85iLgsTFZ7ob8X2whISex9M7WTTWtSukYNp5rOoapQWqHKvLE3VzJljRkeAMbgjRH9fMjc/HyBn83RswpdZbQ3lSVzofPEY636OhiIqprEa2aW5Lmr2J0d1MoKi5Wz8r5yy9Gkx/7zGzz8PeJ/WHzzO3j5z8Cl//hZvhLQTUs7dOhwItFlbq8Bj//QdV78SxcA6BeQ73uqUVZnWfUEbtG4mCZzydyU95QrOdPTknnMNkXxkB6L1TcESZERm+u2p30UNkf3V5ByMp05ef1F08wWe4qW+4WXbM6bRmwNoK3CGmpfuPi7fCYZXJscXEu3Clf3bFwKg+ECP1DMToURYi8H73FHwmzPdyXLSPd7vHBri2Kvx303Q38uzVDDwZJvmw/9v9h3i5lTMq3Q+xMwBpeKA4U3KmwkaxGea1Lt8l4DKQlbpWl8WzbYQNW7Pz3KKqxVzSYzpFeazKyUwrG3Vih8EqVWcPdksk3c9UpD4WQCXQZbrEVBdGhBqbrsjMe7VJJqhTcGtELFtFwb2YCWynQ3vodk4WVIclzVxgM2F2J1NYBoULVY6bGWnCfd2eTo4iqHD7QqgueGPPD9769//eX/0HLpL3yUrxR0we01oHr1Chd+8AoAyZnT2LNbuEFKmUnAEpeH4J8WV7iVMj2bne4x3Ta1U4ZLRGfav+PId6NxmqIaZVQDXRNb4wIUKR9N3QfT8cIsfU0vUD40vUu/5N8vk1GZ3tXLYGYO5WRlYezvuVRRjHW9satdLurw73oZzEIxn2V4r8jC9WY3x6irGb4saCsPzFyxuDFg/Iqmf2VXjnV1jBv1hMS6iKWSITvWVGXwugsXuE815GHrl20dfyUuLc3SnUDiDVPBeo2di8fvGh2saR6PAxEzt9jcUI5NQ51BJtt6bkmA7CgOH6SJLzsqGlmWkLADVSP24QygNMkSWVeGLxKwdTNdbwXrOsBVFqVCgBsFfkw/x/UzylEi/d3WICKZW9LdaT3tXayvUqzC7B4LY7nhTIDdr04xR+shEMuH2LuR8ODfe5EKeO6n3gHApb/wYb6S0AW31wj/buFp2Q9+ApMk+Hs364Z4Oo3qALXUqJ+vJ0zOaWanPTYPfaR9Tf+2Y3hlji7C3Tw1VANDOWhoBMKAlx6MXAQx8wrHEygeEK6FaDkUJ6iVQ5eRI9Vwt/QCdGVl49MiUilAWVP3j1wrI61yhRkY0uDHNrieMkl7eAXpRH6XHWWk992DOp7ivWcaJqvOeNJDxfiKQ02DLu3UJnaYo+cVei4RszctSCY9ypUU29P1xVkOE2Agjr7RFGDWrLC7ezoZs7bYh9KVBxumhTFgB7VBkTYyr/RIBwNQh7K6WW1nHbqUzWD5QVBtpCJEV6HvGZ9rFjZQTlo7IEIvMw1DIQiDAefQZYWq3PLwwYUMvKaXWDkXfYPrSc/WJ5pqkFKOzZLBpTNKMvhrt8QFAHBPrjE9X3H+oR0ursqArG9KbszHfOr2KY5vjhhclvd1/teOqK7f4Pkf/1ou/Ue/w1ciuuD2GvHpPy9frrW3vIOVV6t6xA8iP8JJA79ZLiIl6PF5B9sLXBFWq93KGF0tSO4c4wfhC2s80WUiQnlXT9NM4eqFKvUiGmguGIMEt7DTMz6PIN2K0iMIlAEbH5djiuRPFZcNh4lvlB2VQ03vjlww658uSWYJ1VCRHYRS1Wh8L5cGeNpoPkGyt2Rq6/darfexqSabV6h9KWNxjrRcBTXC67Rxt9XNhqzaPQOFDbSNu91Qmg1Uzc8TJVExYFVCrSmHitlWPKdaFnbPgzQpDGrcQqMD0doEP7n8SNWaVZspypGpj8HMKnTp8MFkzRnZF9o24PRFgS8K1GRKctRfWjyjK4ey9jOmpT41VGFpd9U3VEPZVNa2qZetYBq/WKBXZQJ68IDm9P23ec+pF7iQywqXqcu5PF1n9sIKWx9X3H6P3GAuqzEP/8gZLn7DV2Zgg26g0KFDhxOKLnN7jbj47XJHu/UdT3N8LiE7lM31IA331Hm8SZuBgFL4BHzuxZ03NKSzA4SQmiZIk0gyh7gMpC3dsalGBYlO7O0o52vu2d2OFdL7a3O0xLHVVU0fDAVYj081LnC3ql6zp0DNfEM4ngcahFE1wz69uQDfZ75umi3qzqOKEjWZ4c5u1KRjs1Ckx/L/diyELJuLzbrPjQwiwiG5PBU2hW1Ogi4beZOLDP2+oRg1agp5MLjbWqRvHikuiZSormoyt8jWtzks1mNvL5SuM0V2qHB7Db0CQnlaZ+kOZwxVT4YrtfifhH4l9t9JKPdtZhoqSkTgsfnjCfpOij6MaabHJwaMIdo5+1Th8wTbT0VyhnAP45KdaH0EsvRntp1i/9gT3H5SUu/s63Z579nneKh3i+ulCOR/+vl3sPJzY8abmo2feobd94rs4Pxff4bFX+crGl1w+wJx6see4ejPfh3ZoaV/XZpOqrS4fkpidFMC6jARvW2opj0Gwet+fK0SQmdlUWGEV60KAVh4Zk0Qc6nsa6htxAnlz0J6ZjVZNZROyjYkK2c0SgVSq1FLjetmC3p8gUBUzRSga82lmTt0L2yND8ElnRZk+4Zy2JOt58BiIyWZDDCT2ZKzSTKFwY6oHOJkGedRCqphirt3oz5XzoT9B566LBOemRNZUwgi0aOtPf2U8xa0uIWK94za7NMlYF275I9cwdAbU9Fm3VOMW6Q4ZcgSKavr/uTcoUaGahB4eVG44jTZkSG7MyOL3mmpouppitWEZEtUG8n+KnZnBzeZLJWfbjZD9/vo7U3ceBhOoMZl0o9tbw/TpSefyDHP1+Xx2bbi4GGoNj33XRCJx9PbL3Ihv8MfzM7yc89+DQCP/ugR7mMf4OaPfi2H/+TtPPwVNA39XOiC2xcB458RtnabM2seeZhUKZLguOtTg7IpyiVUPejty7MHV2fonX18VeG35eKeb2fMNoUEmu+H15sLs70aiSljPcGbe7HM8R4fpnC1vEeBM23pe5AZZY1MRy5GH+yUmgzNGxke2Eyh81ZDntB7i0G7rEgO5vjzfaan5HnH9xgmp0eMrvfRC19f8Nmhp7cr6+LavmNVqilWTR2gzFzMBHRpKUcp1SCpnytSMVUH0nohtWptpDLyWZgwrU4W1M9tAlwT3HTl6e16soNmgm17QplwCfXrlgPQpZIgGKfFpWg9XSoCf1crUuQY89KS3ZIvge2tUow0sy1N1Zdp53BwgfyVEf76LXxV1RNvvMdNp6jpEEJwc71ElBlK1VQcU3h6d0rMvGJ6rs9sW95D8fiMt114lXeuvcJ9mfjpaeV4pdjiN65c4tK3ibmkA1764ae4+J0N5eOkoAtuXyKoyQwGeU17EpeQnGKssK07fDVM0StDfJYwPytantmmplwRO+18PwYxKyaQmZapW81fazXXY4bjpRntEr00fUNJ2WQzXYupk1ncVdl4xEUhvFd6aauVNarZRp83qZKazPB6nfl2CH5nFsyAo5s5o5dV7WOXhACN96i4hjA1uFw2etXys1lFeusIVVbY3sbSVi5XqjAtbt6WqCg+0zlXMlEZwECg46joRtxQQXTpyY6a1Yx4T7GWMd1OKFaXFQ4ov2QEqbTw41Q4hrAQinIkdJpBnqLvSPO+dyNhvrHCZEPXVKDJuZz8gTOMX92kd/UYfSTZv59M8dOZqBfmEp1VP4XEkx4W5IEnqI9nkBgmD62zd8kwvyjPffqBl/j3tp/lYrpDGU7Ix4tz/KN/9i1c+MFncF8v5af+7Y/ywPeevMAG3UChQ4cOJxRd5vYlwIs//BTbHxUKQew3Vbnm4CHN7NE5w/GcO7vCsJ+e65Hv9aQ+iG2okJnplq5Rlw49L0kCb6rmz/mmB1fzsULW5hPdEHA1VLlkSV61RPaB0lD1k6ZUrTxJKevunG3Kt3Kg62Orra8TA9O56FmH8ppnT++z2Z/ywmiT2WyV0eXw1FkgF7dIrC7Twsly1L299GAB1uJ74shb7ypdOJK5pVIKHY7LhQZ9XGgj5yr26ljqxemFw5QOZzTV0NTvSdyQLcle2HdYWVQ1wGV9qr7BhoGI7UHZV5hFs9ldOSWa4alk21U4B+XYM9vS9HdyBldC5nhzl96ZIdPTmnIlGCf0PbNTMD2dMbxnneFN6cXldxYktw7xh0ewJ5ZDpqxgY4VqLadcESqIvTDk+Jzh6H5w98y4dE4MHd6z9jznk11u2BE/fvW9AEz+tR0e2PwDLJKxnXR0we1LgAdDmv/CP30brgzNfeM5tXnIN2xd5Vy+z63z8iW+/PAGu/MBt4+GLF6VsnR4RZMeiZ9ZDEIiuWqIwbWDRmGF/BlMFEH8yKqhfLQxeEHotxklfZqghtCzisVWj/m6rvtF+T4kXqaUtf0QTc9qydEjT1FKkR47krDg5Wiek2rHYp5hEk8VeG5qL0yGncflgdibhMA2dWQHQUw+r/CDHDsMVuTHtn4vZh6Izjp8dcNyFynFWxNQ1RxvLGt9omFuMWXV+Ln1JbjaXNd+ekqJvCmZOnRp6hLeZ6C8CtZGTcBNjyt6e5rFuqFYCxy7sQc0s9sJ/ZVgHbJ/SHpQkB4nzMPshIHHDjzz3FOONfNN+RD6txLGw5T8FYV7+VX5/Xd2cRfeztWv77F4SHZQ9EcLEuMYKU8vK3li9ToA59I9fnLnG3j5XTOgcbSxd3Z5s6ALbl9CPPTnf5d/8+MyEXg0v85YzzB4Cky9rXu+mlJ4w6fnZ/i5TFQP1aubDG/aQAQNkcQo7DClGpjgM9aw8fWiQhUVbiT0imI1peprkplDxwtbqboJIUoHuQiLjR6HFxLm2wojXpv0diN1IQTmKF+yIStqZZQuM6heRnpUMrgqF+ZRtspxukJ6KFrW2Ivr7SqGs0p0rsHVQ3khPZtC2P+A0EK0RlknWVyE9Sgn2sx6+UkI+njVWLRFjacnrEQMmVeu0KUR59sWvBbCdbUaqCj1jcORzjyLkKVVGTIRHSrSmZybZKJIjgt6txWTUwZ/NrzoqKTQCfONhGpDBgKJlfeXTjz5fkwpNXbgsUNHtVUyGZvwGWrKYc5qvsUgUEGqrRGv/PEeD7zzMl+/LVvZtpIjrpdrfOD2A/STEh1G39/zoX+f+35SY/gIb1Z0we1LjF96QvhEv8Qa/fed5k+d/ijn0ztsh3VpA1XhUBg8p0ayI/Uamwyuy0Vdi8GT1gIVmgUnpU1QpcWUtmbvV33daq5H6Y9kONEqfL4lZc3+wwlHD1WgYfSCfB2yIyf247mUhHH4kSx8Tc+I01pvtKgNlKqHH/6yRlciNzq+3+JDCVZeNajSohYFOloWaYUOyovo0aa0QhdWHGiLEoJm12diJy5ypRhdTW3PVOtFg8wpmTWr9+RYFdXAoCrdsDusR3sJ3JHeEl1uQUrp9DiaBAitxbW2ZblUoWcl2eGM3tmMo9hGSB22bymHCeWKHL+uRthBIpnqUSNFKJzC9h3JoKK/JQMFe0ZzcG+Pw4spybtPAVCcLnnHI8/zxzY/xaO50Ds29ZT9vM/zx6d47qceZfYPbgLw4BvW/PvLhy64fRkx+4ab/DTngHM89mE59X9l87dJlaP0hnkVshkLya58yeNd36YirFZOJEFxWlkNDT7pkQwaYqdLhCqgC9cs6w3bpdIjmbrO7pXfdfyAZeP8PgeHQ5KJ/Hx6UDA/nVPlisTLbk9AJElqObihFXaUU6w2hOX0yNM7cJLJZB7Vl1KyDKWyKkr0IupoNc40+ksQs001LVHzIjjkyrG6fvN1jYFcdhSougyFFt0jBWsbpwyc7H9QwZEWoiFkmEYHYrJLZJFzpMfkh9GtROgh8bXlzSjU4QS3f0B+sIGZB3JtqfFWgmGUZKF6lEOZVGfHUfgvr1FsKdZWpjy5JWXlVnZcZ2EmkIzW0wnbyRFrZooJb+C0KfnA7EE+9n8+xtblgg4Numlphw4dTiS6zO11wiffIenEn/jx7+JPP/VBSm+4vicC50EppF99PK9VB+VQdnOaUkiuyTRMOQeGxYphvm7qvaemkB2pyjdlaVwekk4rsJ5yFHp2qwW9tGJ3kjC43WxuqnKZjFZIAx3CgCN41NUyqFQmj7Mtw2JVXlNKOUfeU6iFBhkMU/XBjTL08bTh3zmoV2xFhYQDnMOnCb6fYcNksOo12Vosy6Mrbr2IOiBOdMuhQoeEJpv4sGCncc+I+yrQqpF0ZaIssaGMj/ZQ+b4Dr2WJcz86lWiRzlkrPnez8PhxGgwJmue6RPZXJAvP6FUZCKjSUg5HMCp5ZOMWT62+AMCl7AbbZhKyejmuI5dxw67y4uIUN0v5rnzHS0+wNphRPXVI+jc/9od+396M6ILb64yL3/47/B6Q3HOK5C/KVC2deFwvRU0XJEfSezMraX1xJ1NHuh8eX6TYMxnz1Wba2dsNPaRUNx5nafCXm1b1wmMAV2l29sb0rqb07shrlqNULLODYWTpYoLvSOZOmv9FaP6nmnJoWKzJNnggeNl5enuW9Dih6LeoH7nB51lNB/Fh6bDyQK33DGVgP6Ma5/X7dqksGo5W2fK7fBgaNGWpriSwVZm87ySUcOpINLkuo+lJGkApqnTZLsjmzULmaCKaHXuqXFGOm/dqewazOMWwn1OsJti8CdrJRJMdyPIckEBqCkW+V5LsSM91cmmTw4ueS+dv8tTaC7yr9xIA9yYVPWWYewgu7cx9ysvFFn/nV76Zh75HVDHJd64y/NGPM/xDv2FvXnzO4KaU+kfAvw3c8t4/GR7774C/QjNj/j7v/S+G//tvgL8MWOA7vfe/8iU47hOH6uo17vt5+YoePLnB9J4B/URjptLNzw5KXNiA3pYOJQcL0nHCfE2hTJRUCSvfJYqytTQlWfigYlAk4YJLb2Qom7H2XCNKn57JsFmwQmqJ98VCSGFoAhAubupq3kvMNpOJJTtIayuldAo4CVq2F/zQgreZWDI1vS3fko3FLE8lHpsu2xupSoKRSKWa8+ISKMeIq++RPN7bhWRuKU3S9MwItkh371qINJKWmsEs5H1WA89iWyLOXMF805C+ZZPFhseflYzMF4b8VcPGpxbkrwYNnffY9SGTCwNufO1pOdePLXj8/ld579aneEvvVU6b4FqsDHNvuWk1H5rfB8D/+upT3HzfPfgtxws/8nUAPPRXn6HDZ8fnk7n9L8CPAf/4rsf/lvf+R9oPKKUeB/4s8ARwDvh1pdQl772lw+eE/eTzAIw+CVe+72nUpSG923IV9/fEyFBXIn2aXJBarxiKlMelkO/F8kk2GhUraZ2hQOCBBQpF/040ptRkx47R5SnlOHqEiStJdizlbXuDEkHbqVslpJl7ssPGOVYkXR5dWPJdjws60nzPi4V6MOOEluedRxZ/AhYNwzQYArhmeKlVTc5d9mMLnmyBTlYNPbbncSOxBK/25Gveu60Z3HCovq9LUKWi91trZaKisXTXUPbjpEL0urYHvS3hzZxZO2T4aEHPlIzTBWUgxf3Oy/czuJFiphXTi0JqOz6bcHQf+IsT3nqPTDvftnqFB/IdziT7rOk5R+HOsFMpdu2Yj8zu58c+8o0AbLwvZ2Q95//7N/7mqTcCPudAwXv/L4HPl/n3J4Gf8d4vvPcvAZ8G3vUFHF+HDh06vCZ8IT2371BK/UXgWeB7vPd7wD1A+7ZyJTzW4Y+Ie/8HKTdufcfTAExSTTqVEq3qKRYbcoefnXHoe4Q24j4mqcvW787R8xI9TGR3JzJkMDMnXnCzkuGr8vjII2vmdEPHkLJWMsD89kw2nQOulwr5VlFnWc5I5tXbt6TTxmpJF8JFG9y26EqymcFOhSodrp80mVuuMAtPUtnGHjwT6ZhPtCgwQrlskEzTGV0/t/a7M1CNA59usyIZlgwH0kM8DstkZrdyVl9UofyOjr7hddrJqUbKZyNlbZs24hXYoePetUMA/o3Tf8BXDV5hTU+Z+5RPzO8F4LnVbXaf7HPnrX3clpSaW9u3eXrzBu9ZfZ4n8qsAjHXBjh3yQnGK33fnKUOT9OpinV996VFW/48R2aNyXjf/YVeC/lHwWoPb3wV+CPnYfwj4m8Bfov6qLcF/lsdQSn0b8G0AvThO6/AZOPVjy1/oG9/9NIePlYy2JaA9vHrApRXRE/4yjwEw/cSA8fueJ3egt+XcRtb9YruHV4rebekNmRvSD7JbKyRz6R70d0QDmhwVmDtH+COx7El6PfTaGDfK6lLTp0EHW8gCGxBpWHT/yPdK0mDime7NZRI7ana12h5kR+L1Vu/sDB5wVd+QKDCzMAathICsq9amq9aktN7FOSwZj2aM8oI8qciTsDf1XMpiM2XwymSJ5OyNqhc2QwhqwcZNlY09VTJzLDYTzPqCx9aELPue0ad4SzpFK8VtO6UMsrI/df73eGV7g5lNWQmeS/f1b/NVvct8db7PIHi3v1J5fv3oCX72V97Dg/91252j4jwy/Vz5V39FOvwheE3BzXt/M/5dKfX3gX8R/nkFON966r3AtT/kNX4S+EmAFbXxWQNgh8/Emb/1DJMf+To27xeR91evv8qj/WtkyrJ/n3iEPfPux8kOHqD34m3SaGNUiepg94k+R/dDfkeyvNPPJuQv7aAPZ+iwBT11DpTCJxq3MkAFhQCTGfrgGOUG+FX5XdHJ1mWNmF8XSG+qn6IqT3oYAunBBN/LxI8t0kMGMhzIDxTmUH5/MpXgZfsJLtXoIva8xG7IZo0NU+y/yVKbkHkax0pvwanBEevZlCKQh58tE3ZvrjF8ydF/QWyI/LBHtdJD2aSmfKiwZ0FVTgJp+F2335Ize9uUr7nvMu9ekf7o4+mEFd1n4StyZTmXiMh9MPoUT/YH7NsBw8BFeSjdYVWX3LSGlysJWVfLDU6nh3cFtg5fDLym4KaUOuu9vx7++e8CkWDzC8A/VUr9j8hA4SLwwS/4KDss4aG/2lT+H0bzYe7l2n/1NLO3SZN7/ZFdrp7PST90D6eflcCS7s7wWjM9o1h9y20OjkWHersYcXq6htk9hoVchD7swVyc6nN0Ia0b7f3bjpWXppg7xyQhYEEP5QzWm2Y/ZyKqgXKcYHua7CAsTTmaovYOydYHJNOgpgjr6FyqMFP5/erKTXxRktx7huLMuM6odCmmnDZX9TFp60mmslovmQYNqNUM0oL7BrtcyHfJg35sI53wS/Zxri3WOf0huTmYSVEv3ak3V80rlPW4zDA7nXPniXD8bz/gm8+/wDtGL/POnlidrOoeFZapL3HAUEmWOTbHnDET9l3GjWoVgF+bPM5v3HqUFz54oTZX6PClw+dDBflp4BuBLaXUFeAHgG9USr0NKTlfBv4TAO/9x5VS/zvwCWSp3Ld3k9IOHTq8Hvicwc17/+c+y8P/8F/x/L8OfIWvlvjKw7m/sdybG/5b7+TwPs/eRXG6OPVB6XctHljwrfd9tG5c/2/mnVwZjll9cUh+EL3dZLgwPaXZf7wiXZee0cEk5ej5EVu/l9O/KiRUc7RA+WxpXwPWo0qLzXPuPGawgWu39gdn2PzgDum1PdZcdCXJsLnYpteWQ2WFOzrClFuStcXF0oclZhZ0pqFSFm+7SFmJ7riO0/0jHu1f56HsFmMtWeaF9A72Ac0vlk9wrSecwuG1fmOVZONrZizWNLNtWNxTcP689DSfOvUST40+zePZTTbCe71uZ0ycpsSQ4jjycmDvylO+5dzb2PlPnyL5E2Lzvf7Hnweu8iBX/8ifb4c/OjqFwglF/osfYrv178ixvfit8JsMqd4rW8Tnf07z4Dddwb1XcTCTUvXouE81T8iGBe8+f5lHRzcAuFWM+X82L3IzX2OrL6XW8NWpCNKzxokkPSwwR3NcMmB+znLqAelv3Tq/QrFyiu2PTmqGfnJH4VYHzLd6zM5IH8+sXkQ5ODqVUowUw0DRzy/PyCtHvr6GV80Wd12F5Sv9MAEeLHhosMOj+TXuS6b0ArdvrHd55+glbl0Y80F3v7z/7ZxkIhZScSBRrjnS7WPOrh9yYbzLo0NpMX/N4EXuT/fZsX1+9NZTAHzkR97O+Gc/gP3Gr8b8tVvwTVeWPoftn3g//MRr/BA7fEHogtubFMlvfhiAS7/ZPBaDYf/PfC27jxkW24YP6/M8dEmEKE+PP836g1N+Xr2VW5lYOY3XRyhP2BIlGF0zrB4tZL/DSsG7T78IgD2t+b+TJ/FmyOpLklGahcNmmukpwzwsRa76ImOqVhyqBMJS49HvWbi9R74/AhW32IuyYLalKTal3/XY6j6P9a5xMZ2xqvP6uBwF96c7fNPGJ9nIpOf2ydOnuX08xGjHal8yvIdXbnNf/w6lNxxU/TrLff/kIv94coqdp/cByWbHgflkfusj8Fuv/fPo8MVHF9w6fAZG/+x3GLX+/QHS8KfIgPR/vo46I1nO7tsdq+cPuGflkL25ZF43P7HN+OWMfK/inQ++wn+w0WwtX31ixj9x72K2LVmiKRJRAYw87pQEl9W1Kav9ORu9CdcnK+xOxM9sa2sF/eI14Zq1LNFdqllsQG9bBiqPrNzkoXSHkUrRaFzIW1MU9yVTNvSLnE8lm3xkcI4j22MrPeL+VIL4mpny/04e4VeeXEFax1nrbOx/Ec5why8HuuDW4Y+MU3/nM8mki/e+g6hSeujXP4BHvlyffuApvvXMo/KcR2acP73H+VN77I4kEBZFgq0MWVZx/6YIYR5bucGZ/IANM+HD/fv5pa1N+fntAYNrOYv1hHloeqUTT7GiWGxXXNrYk9/fu8VAVyy8YuErykC1PHKeXEGmHFlosKWqYuETLi82eWEuQfSTh2dYfMONL/6J6/BlRefn1qFDhxOJLnPr8EVB7OHdjc1/8H42P8vjZ1t/T3/rLCvpnMfHQp18rHeNM8k+Bs+ubpsNugAAAbdJREFUHZKuSbk62xrQHw+Zb0gZCiLiL9Yh25xz/1hKzRU947+4791fwLvpsraTAOX96y8OWFEb/mvVN73eh9GhQ4evAPy6/7kPe++/5nM9rytLO3TocCLRBbcOHTqcSHTBrUOHDicSXXDr0KHDiUQX3Dp06HAi0QW3Dh06nEh0wa1Dhw4nEl1w69Chw4lEF9w6dOhwItEFtw4dOpxIdMGtQ4cOJxJdcOvQocOJRBfcOnTocCLRBbcOHTqcSHTBrUOHDicSXXDr0KHDiUQX3Dp06HAi0QW3Dh06nEh0wa1Dhw4nEl1w69Chw4lEF9w6dOhwItEFtw4dOpxIdMGtQ4cOJxJdcOvQocOJRBfcOnTocCLRBbcOHTqcSCjv/et9DCildoAJcPv1PpYvM7bo3vObBW/G9/2les/3ee+3P9eT3hDBDUAp9az3/mte7+P4cqJ7z28evBnf9+v9nruytEOHDicSXXDr0KHDicQbKbj95Ot9AK8Duvf85sGb8X2/ru/5DdNz69ChQ4cvJt5ImVuHDh06fNHQBbcOHTqcSHTBrUOHDicSXXDr0KHDiUQX3Dp06HAi8f8D5rLBkjXnY44AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 344.967x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.matshow(fwfit.model_params[:, :, 90, -1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment