diff --git a/CSV_experiment.ipynb b/CSV_experiment.ipynb
index 9e2222d1a38aa9a9828d540427329a4753f62d3a..c5a2942d3e9db0b890ad105da05b5610b349f49f 100644
--- a/CSV_experiment.ipynb
+++ b/CSV_experiment.ipynb
@@ -3,7 +3,9 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
     "import lhapdf\n",
@@ -85,17 +87,19 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/cteq61/cteq61_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/cteq61/cteq61_0000.dat\n",
       "cteq61 PDF set, member #0, version 1; LHAPDF ID = 10150\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/CT18NLO/CT18NLO_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/CT18NLO/CT18NLO_0000.dat\n",
       "CT18NLO PDF set, member #0, version 1; LHAPDF ID = 14400\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/JAM20-SIDIS_PDF_proton_nlo/JAM20-SIDIS_PDF_proton_nlo_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/JAM20-SIDIS_PDF_proton_nlo/JAM20-SIDIS_PDF_proton_nlo_0000.dat\n",
       "JAM20-SIDIS_PDF_proton_nlo PDF set, member #0, version 2; LHAPDF ID = 951500\n"
      ]
     }
@@ -110,12 +114,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
+   "execution_count": 3,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS8AAAFHCAYAAADwecrvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAABcSAAAXEgFnn9JSAABJaklEQVR4nO2dd3xb5fX/35Is7yFb2Rs5i4SQYMdhFxJkVthYCVA2JAbKKqUWaaH02x8QnJa2tFCIw97EJsywrBD2iEcGZJFI2Tu25diOt/T7Q5FkxfKIZftK8nm3eoV7dJ+ro2vpo2ec5xyV0+l0IgiCEGKolXZAEAShK4h4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkoh4CYIQkkR014XMZjMAer0eq9WK2WzGYDB0qq3dbmf+/Pk+xyaTCaPR2F3uCYIQZnSLeKWnpzNv3jyysrIAl/ikp6dTWFjYKQEzm80sXLjQx2YymbDb7Z5rCoIgtCTgYWNeXl4rkdHpdGRlZZGdnd2p9unp6a3sixYt8umNCYIgtCRg8crPzyctLa2VPSMjA4vFgt1ub7e91WqlsLAwUDcEQehjBCxeFouFlJSUVnb3cNFisbTbPiMjg4KCAjIzM32Ezmw2d6rnJghC3ySgOa+OelUA5eXl7T6flZVFVlYWBQUFJCcnk5ubi9VqJTMzM+D5rkGDBlFTU8OIESMCuo4gCD3D9u3biYuLY+/evcfcNiDxcguTTqdr85zOCFx+fj7Z2dnk5eV5Vindq5edYeLEiX7tBw4cQKvVdvo6giD0Lo2NjdTU1HSpbbeFSrRFWVlZh+cUFBSg0+mwWq1kZ2djsVhITU0lPz8/oN6XVqslNTWVtWvXdvkagiD0HG11PDpDQOLlb67LjbtXptfr271GXl4eJSUlnlCJwsJCCgoKMJlMzJkzB6PR2G7PDmhTnAK5MYIgBDcBTdi7RcXf0NBt6yjOy2w2k5ub62PLysrCarVit9s7nPAXBKFvEvBqo9FoxGaztbK7e17tRcnb7XbsdrvfnpXBYCArK6vDCX9BEPomAYuXyWSiuLi4lb2kpIS0tLR2h3w6nQ6dTudX/MAlbrJFSBAEfwQsXnPnziUlJYWCggKPzW63s3jxYhYtWuRjU6lUraLp8/PzPVuBWpKXl0dmZman90cKgtC36JbVxpKSEsxmM0VFRej1eoqKili2bJlP5L1Op8NgMDB16lSftkajkUWLFjFnzhyfBQDZmC0IQnuonE6nU2knegr3aqOESghCcBLId7TH47zCnWaHk5JtFXy5cT/byg6z015LRU0DcVERJMVEMCQphqmjUjjZkIKhXxwqlUppl4UWOJ1Owvj3u9dQqVS9/tkW8eoieyvrePYrKx+t2cPB6vp2z12ychcAI/WxXDNtBKapw0mJi+wNNwU/NDc3U1ZWRlVVFQ0NDUq7EzZERkaSkJCAXq9Ho9H0+OvJsPEYOVTXyDNfWnnh2y3UNzm6dI1IjZqrpw3nHuNYEbFeprm5me3bt1NXV6e0K2FLdHQ0I0aM6JSAybCxlyjeWs7v3ihl3yHfnlaEWsWpqXqmjkxhWHIM/RKiOFzfhL22kfV7DvGTrZyN+6o85zc0O3j5h20sWbmLu2aM5qbTj0OrkYzcvUFZWRl1dXVoNBoGDhxIXFwcarXc+0BxOBzU1NSwb98+6urqKCsrY8CAAT36miJencDpdPL8t1t4/JMNNDm8HdV+8VHcNWM0l04Zgi62/R7UzorDvLViB28V7fAMM6vqmnjs4w0sXbOHf82egqF/fI++DwGqqlw/IgMHDiQpKUlhb8IHtVrtuZ+7d++mqqqqx8VLfnI6wOFwYn5nDY8sXe8Rrgi1inuNY/jqj2dzw2mjOhQugGHJsdx/3ji+e2A6D848noRo7+/G6p2VzPzPt7y5YrtMHvcgTqfTM8cVFxensDfhifu+NjQ09PhnWcSrHRwOJ39692cWF+/02AYnRfN29qncaxxLXNSxd1yjIjTceqaBr/44nVlTh3nstY3NzFvyMw++9wuNzV2bSxPap+WXSYaKPUPL+yripRBOp5MH3/+Ft4p2eGwZo5L56K4zSB+ZHPD1U+IiWZA1mWevTSc51ptz7PWftnPjiyuoPNwY8GsIQjgj4tUG//1iM2/8tN1znDEqmZdumoY+PqpbX+f8Ewbx6b2/Ycpwncf23eYyrnz2e/YdkhUxQWgLES8/fLlxP/+y/Oo5Thuh48WbpnVpmNgZBiZG89bcU7hk8hCPbfP+amYt/IGdFYd75DUFIdQR8TqKHeWHufftVbiH66P0sbx40zTie0i43ERrNTx51RTunjHaY9tWdphZz/7A1oNdS5MrCOGMiFcLGpoc3PF6KfYj803RWjXPXpdOUkzv5MFXqVTcd+445l0w3mPbXVnHb5/7ib2VMoQUhJaIeLVg4VdWft5V6Tl+/IoTGT8osdf9yD4rlb9d6k1hvctey7XP/0R5jWxlEQQ3Il5H2Ly/mv9+sdlzfPW0EVx20lDF/Ln+1FE8dNEEz/Hm/dXc+OIKauqbFPNJEIIJES9c8Vzzlqyh4Uh81aDEaP504fgOWvU8t5xxHHefM8ZzvGZnJXe/uZJmhwSyCoJsDwLeWLGdoq0VnuP/d9kJJEQHR73H3xvHcKi2kZe+3wrAsg37eXTpev5y8YT2GwrHjNPp5FBd6PVsE6Mj+mSqpT4vXnsr68j9ZIPneOakwWROGKigR76oVCoeumgCu+y1FK7bB8AL323huH6xXHfqKGWdCzMO1TUx+f8+V9qNY2b1w+cGtKhkt9vJy8vDarWSnp7O3LlzfZ43mUwsWrSowxKEvU2fHzZW1zcxPCUWcP2CPXxJ8PVoNGoVT141hROGehcP/u/Ddfxk67igryB0xPz588nJySEzM7NVpfq8vDxPUehgo8+L1+gB8bx/5+k8cMF4Hr54IgMSopV2yS+xkRE8f0MGgxJd/jU5nPzujZUSQiEERGlpKRkZGYCr4PPRhaQLCwt9alEEE31+2Aig1ai57axUpd3okIGJ0Tx7XTqznv2BhmYHB6vruf31Et6aewpRET2fuTLcSYyOYPXD5yrtxjGTGN31r7HBYPCI0+LFi5k3b57P8xaLpZUtWBDxCjGmDNfxf5dOZN6SnwFYud3Oo0vX87dLT1DYs9BHpVL1WkBysOAeDlosFux2u898l81mC+raqX1+2BiKXD1tBFdlDPccv/LDNj79ZY+CHgmhTn5+PgaDwWduy12LNViHjSJeIcpfL5nIxCHeCfycgjXsKJdN3ELXsNlsrUSqsLDQ0+vKy8trVRhaaUS8QpRorYb/Xn0SsZGuua5DdU3c9eZKSWQodImjK9OXlpZSXFzsETSr1Rp0K44iXiGMoX88j10+yXO8aoed/yzbpKBHQqiSm5sLgNlsZsGCBdhsNkpKSrDZbCxYsIDZs2cr7GFrZMI+xLnspKF8t/kg+SWuVNVPL9/M2eMGdEu2V6HvoNPpyM/Pb2X3ZwsWpOcVBjx8yURGHAm0dTjhvsWrZAO3EPaIeIUB8VER/Gv2FNRHtrdtKzvM//tonbJOCUIPI+IVJqSPTOZ3071ZWN8q2sHyjfsV9EgQehYRrzDi7nPGMGmot5DqvHd+prJWqhAJ4YmIVxih1aj5h2kykRrXn3XvoToekeGjEKaIeIUZ4wYlcI/Rm8Awv2SnDB+FsETEKwzJ/o2BE4d5h49/XvIz1bL6KIQZIl5hSMSR4aNW41p+3F1Zxz8+26iwV4LQvYh4hSljByZwx9ne1ceXf9hKybaKdloIQmgh4hXG3DE9ldED4gFwOuGBd9bQ0CR7H4XwQMQrjImK0PD4Fd69j5v2V7PwK6uCHglC9yHiFeZMHZXCtaeM8Bw/tXwz28pqFPRIELoHEa8+QM754+mfEAVAfZODh95fi9MptR+F0EbEqw+QGK3lLy2qb3/96wGW/iyZV4XQpttS4rhLJun1eqxWK2azuVWCs85ew83s2bODNgVtqHHRiYNZXLyDbzYdBFyl084a2z9oiusKwUdpaSlz5szBZrMxa9YsFi5cqLRLPnRLzys9PZ2MjAxyc3PJyckhNzeXzMxMbDZbp9rbbDbS09PJzMwkNzeX3NxcbDYbJpOpO9wTcBWXeOSyE4iKcP3JD1TV82+LJC4U2iYtLY2SkhLsdjuZmZlKu9OKgMXLnds6KyvLY9PpdGRlZZGdnd2pa5hMJmbPnu1TpcRutx9zz01on5H6OJ/Yr5e+38rGvVUKeiQEOxaLBSAoKwgFLF75+fl+h3YZGRmeckrtUVBQQGlpaasS44WFhRQWFgbqnnAU2WcZPIkLmx1OHnr/F5m8F9qksLCwVVWhYCHgOS+LxdJKeMCb0N9isfj0yo5m4cKF6HS6oLw54Ui0VsNfL5nAzS8VA7BiSznvr9rNZScNVdizIMDphLpKpb04dqKTQKXqkUtbLJag7HVBgOLVmVJI5eXl7T5fXFyMwWCgtLSUt99+2zPhbzKZgvamhTozxg/EePxALOv3AfDYx+sxThhIfFQfL2lQVwm5I5X24tgxb4MYXcCXsdlsnoU2vV6P0WiktLQ0PCtmu4WpvV5TRwLnfr64uNhTwQQgOTmZRYsWtdtrczNx4kS/dqvVSmpqaoft+yIPXzyBbzYdoL7Jwf6qep76YjMPXDBeabcEhbBYLJhMJkpKSjyjJvckfbB2Ino8zqusrKzN59zC5W/Oa9asWcyZMyfoCl2GC8NTYsk+yyvsz39rY8tBibzvi9jtdkwmE7m5uT6LZAaDgbS0tKCd0gmo55WSktLmc+5emV6v7/A6/lYV09PTycvLo7i4uEPlX7t2rV97Wz0ywcXtZ6VSULyD3ZV1NDY7+duHa3nxpmlKu6Uc0UmuIVioEZ3U8TntYDabsdvtrToQHc1XK01A4uVWZH+9I7etvXAHd/v2lL2zsWLCsRMTqeHPMyfwuzdKAVi+8QBfbNjHjPEDFfZMIVSqbpk7CjUWL17cqoNgt9ux2WxBGd/lJuBho9Fo9Csw7p5XR70mo9HY7tBQYr16lgsnDeJUg7d3/MhH6yVtTh/Cbrf7DUJdvHgxELzzXdAN4mUymSguLm5lLykp6dR4OTs726/4lZSUoNPpgvrmhQMqlYqHL5ngqfloO1jDKz9sVdQnofc5upNQWFjoid8sKCgIyhFQwOI1d+5cUlJSKCgo8NjsdjuLFy9m0aJFPjaVSkV6erpP+6ysLIxGo8++Rn/thZ5j/KBErp7mTZvz5LJNlFXXK+iR0Fu4OwgtxckdOD516lTAG6gabHRLYE9JSQlms5mioiL0ej1FRUUsW7bMJ/Jep9NhMBg8N6QlhYWFmM1mz3ai8vLyVu2FnuW+zLF8sHo3VXVNVNU18UThrzx2+aSOGwohT35+PnPmzGHBggWUlZUxe/Zsz3dywYIFnd7m19uonGG8N8S92tjWaqTgy3Pf2Hhk6XoA1Cr4+J4zGT8oUWGvug+Hw8HGja5CJOPGjUOtloxQ3c2x3uNAvqPy1xM8XH/qKAz94gBwOF2T92H82yaEOCJegofICDV/uvB4z/G3mw/yxQYpWCsEJyJegg/nHD+A00d7Qyce/Xg9jc0SOiEEHyJegg8qlYoHZ7YInThQw+s/hmDUuRD2iHgJrTh+cCKzM4Z7jv+9bBOVhxsV9EgQWiPiJfjlvsxxxEVqALAfbuSp5ZIyWgguRLwEv/RPiOL2s71ZJ17+fhvbyw4r6JEg+CLiJbTJLWcYGJwUDUBDs4PcTzco7JEgeBHxEtokJlLDH88b5zle+vMeSra1nxlXEHoLES+hXS6bMpQThnqj7B9dKoGrQnAg4iW0i1qt4s8Xeqttl2638+kvexX0SBBciHgJHXJqqh7j8QM8x49/ukFyfgmKI+IldIoHLhiP5kjk6rayw7z+kwSuCsoi4iV0itEDEriqReDqk8s2UVkrgauCcoh4CZ3mXuNYn8DVZ760KuyR0JcR8RI6Tf+EKG5rUS7the+2sMteq6BHQl+mj5dIFo6VW8808NpP29h3qJ6GJgdPfLaRf86eorRbQoDk5eVRWFjo97mUlBQWLlzYyx51jIiXcEzERGq4L3Ms5nd+BuDdVbu4+YzjOGFoYLUDBWWZO3duq7qNwY6Il3DMZKUP5/lvt/DrvmqcTnj8kw28ess0VCqV0q51C/XN9dQ3d74ASYI2odV7r2qowknngnm1ai0xETE+tsbmRmqb2x+SR2miiNJEddrPcEPESzhmNGoV8y44npteKgJcGVe/3nSQs8b2V9iz7uH5n5/nmdXPdPr8767+jsRI31z/5xWcR1VjVafaX5J6CY+e8aiPbemWpTz03UPttrt98u3cMeWOTvvZFna7nby8PKxWK+np6a16YCaTiUWLFnVYxrC3kQl7oUucPa6/T7Ha+R+vp9kh24ZCkfnz55OTk0NmZqZPCUJwzYUVFBQEnXCBiJfQRVQqlU+++w17q3h35S4FPRK6QmlpKRkZGYCrBGFKSorP8y2LzwYbMmwUusykYUlcOmUI76/aDcATn2/kohMHE63VKOxZYNwy6RaunXBtp89P0Ca0sn2W9dkxzXkdzczjZjJjxIx223XHfJfBYPCI0+LFi5k3b57P8xaLpZUtWBDxEgLi/nPH8cnPe2lodrCnso4XvtvCHWePVtqtgOiOifCEyNaCdixoNVq0mtai1t24h4MWiwW73e4z32Wz2bDb7RiNxh73oyvIsFEIiOEpsVx/6kjP8TPLrZTXNCjokdAV8vPzMRgMPnNbBQUFAEE7bBTxEgLmzhmjSYx2deKr6pt46ovNCnskHCs2m62VSBUWFnp6XXl5edjtdgU8axsRLyFgdLGR/G66d6j46o9bJd99iGEwGHyOS0tLKS4u9gia1WoNuhVHES+hW7jhtFEM1bkCLRubnfz9840KeyQcC7m5uQCYzWYWLFiAzWajpKQEm83GggULmD17tsIetkYm7IVuIVqr4Q/njuW+xasB+HD1bm494zgmD9cp65jQKXQ6Hfn5+a3s/mzBgvS8hG7jsilDmTDYG2n+2MeS717oOUS8hG5DrVYx78LxnuOftpSzfON+BT0SwhkRL6FbOXNMf84c089zPP/jDTQ1S757ofsR8QKoPgClr0Jzk9KehAUPXDAed5KFTfurKSjZqaxDQlgi4gXw9QL44E549nTY+AnIPE1ATBySxOUnDfUc/7PwVw43yA+D0L2IeJVZofgF138f2ABvXgUvXgi7VynqVqhz/7njiIxwfbz2V9Xz/DdbFPZICDdEvLSxMGkW0CKZ3PbvYdEMKHwYGiVHe1cYoovh5tOP8xw/+5WVA1WdT/AnCB0h4pU4GC5/Bm77FkZneu3OZvju3/DsGbCrVDH3Qpnbz04lOda1ubimoZn/LNuksEdCOCHi5WbQCXBtAVz3HiSP8trLNsPz58IPT8tc2DGSFKPlrhljPMdvrNiO9UC1gh4J4YSI19GkTofbf4BT7wTVkdvjaITP/gRvXQN1lcr6F2Jce8pIRqTEAtDscJL7yQaFPRLCBdke5I/IWDjvURh3AbxzK1Ttcdk3fgzPGeGqN6FfaOes6i0iI9TknD+OO99YCcDn6/axYks5045L6aCloBShUgZN5eym/Rvu3Nd6vR6r1YrZbG61U72zlJaWsnDhwoBv0sSJEwFYu3Zt1y9SUwbv3QabPvfaopLA9CKMPicg//oKTqeTy//3Pat22AGYPFzHe3ec1uvVhhwOBxs3ujaMjxs3DrVaBh7dzbHe40C+o93y10tPTycjI4Pc3FxycnLIzc0lMzMTm83WpeuZTCbKy8u7w7XAidPD1W/DWS0KE9RXwusmV2Cr0CEqlYo/z/Tmu1+9w85Ha/Yo6JEQDgQsXu4kZVlZWR6bTqcjKyuL7OzsY77eggULAnWp+1GrYfqfwPSyK7QCXKuRH9wJyx+TifxOkDEqhfMmDvQc5366gfqmZgU9EkKdgMUrPz/fb5rYjIwMT17szlJaWopOpwu6pGceJl4GN30C8d4vIV/lwof3gEO+iB1hPn88EWrXUHFnRS2vfL9NYY+E9igtLSU9PZ3k5OQudUR6moDFy2KxtCqXBN7MjBaLpdPXevvtt4O/5PiQKXBLIfQb57WVvgzv3AJNkru9PQz947n2FG+++/9+sYkKyXcftKSlpVFSUoLdbiczM7PjBr1MQOLVmV5VZ+euFixYEJTq7pfkkXDLZzD8ZK9t7bvw1tUSkd8Bd58zhoQj+e4P1TXxny8kcDWYcXc+grGCUEDi5Ram9oZ5nRE4m82GTqfr8urkxIkT/T6sVmuXrtcpYpLhundhdIs/6mYLvDELGmp67nVDnJS4SO5sme/+h21sOSj3K1gpLCxsVVUoWOjxteKysrIOz1m4cGHwDxf9ERnnivmaeLnXtuVreC0L6quU8yvIueG0UQxLduW7b3I4efyT9Qp75Iujvp7mQ4c6/fAXbdRcVdXp9o7a1r11Z0NDx+3qe36vqMViCcpeFwQYpOpvrsuNu1em1+vbvUZeXl7Aw8W2YkTcMSQ9SkQkXPk8aKJgzVsu2/bv4bUr4dp3ICqw4qPhSLRWQ87547n7TVfg6mdr9/GjrYxTDO1/VnqLsrxFHHz66U6fP3bFT2gSE31sm2ecg6Oqcz9gSZddxpDH5/vYKj9ayp4//anddv1+9zv633Vnp/3sCJvN5onP1Ov1GI1GSktLw7Nitrsr6W9o6La1NxR0V+Tt6nAxaFBr4LL/gToCVr3msu34yRUL9tsCiIpX1r8g5OITB/Pid1tYud0OwCNL1/HB785Are7dwFXBhcViwWQyUVJS4vk+uifpw7LnBa435i8Y1d3zau+N22w2ioqKMJlMPvbS0lJsNhsmkwmDweApyxTUqDVwyX9d/5a+7LJt/wHemA2/XewaYgoeVCoVD86cwJXPfA/AL7sO8e7KXVyZPkxhz/oedrsdk8lEbm6uT0fCYDCQlpYWlPNd0A3iZTKZPFuDWlJSUtLhGzcajX7FLTk5GaPRGNRll/yiVsNF/3YFsK480gPb9q1rQ/fVb4M2WlH3go30kcnMPHEwS49E2//9s41cMGkQsZHKbrnVz51Dyg3Xd/p8dULrqYHRXyzrdPCySqttZUu6aCYJxva3n6miojrnYAeYzWbsdnureWeLxeITfB5sBDxhP3fuXFJSUigoKPDY7HY7ixcvZtGiRT42lUpFenp6h9e02+1BV1q806jVcPF/YfI1XpvtS8i/EZoblfIqaHng/PFEalwfw72H6sj7umtbyroTdVQUmsTETj/87dHUJCR0ur06JqZVe1VkZMftukm8Fi9e3KoTYbfbsdlsQRnf5aZbVhtLSkooLCz0VNudM2cOy5Yt84m8d4dCTJ06tc3rZGdne26WewwelNuFOkKthkufgkkthsO/fgJL5kgk/lEMT4nlpjNGeY4XfmVjT6XEyvUW7o7C0SK1ePFiIHjnu6CbUuLodLpOZYDoKO4qWFJtdAtqDVz2jCtodcNHLtvad11zX5c8Bb2cUSGYuXP6aAqKd1JW00BtYzN//3Qj/5w9RWm3+hRHL5oVFhZ6Oh8FBQWkpaUF3cKa5ATpSTRayHrBN5B15Wvw+YOymbsFCdFa/nCud7vVkpW7WH0kfY7Qs+h0ulaLbgUFBZSWlnpGSe5A1WBDxKuniYiCWa/CiFO9th+egq//oZxPQcjsjOGMH+Sd+P7bR+v8Bn8K3U9+fj5FRUUsWLDAE+dVWFhIeXl5UG/bk0yqvUFkLFzzNrx0Eexd47ItfwRikyHjVmV9CxI0ahUPXTSB3z73EwAl2yr4aM0eLp48RGHPwh+dTud3ZT/YV/ul59VbRCe59kLqvQUpWHo//PKOcj4FGaeP7ofxeG+6ofkfr6e2QRY4BP+IePUmcf3g+vcg0R2I6YQl2a4N3QIAD848Hq3GtZixu7KOZ7/qwc31Qkgj4tXbJA1z9cBijuwLdTTC29fDzmJl/QoSRvWL4+YzfIvV7rJL6ITQGhEvJeg/1lUjMvLInsfGGtc+yAO/KutXkHDn9NH0i3cFYNY3OXjs4+DKOiEEByJeSjE0HWa/BuojW0Nqy+HVy6Fyl7J+BQEJ0VrM53tDJ5au2cOPto5TKwl9CxEvJUmdDlcsBI4ErB7a6UqlU1uhqFvBwJVpw5g8LMlz/NcP1tLU7FDQIyHYEPFSmhOuhAtabIE6sB7elHTSarWKv17izce2YW8Vb67YrqBHQrAh4hUMnDwXzrzfe7z9Byi4BZqblPMpCDhpRDJZLVLk/OPzXwMq2NFyA7XDIb24nqDlfe3posIiXsHCjAfhpOu8xxuXwsd/6PPbiHLOH0d8lCuWurK2kb9/vrHL11KpVERGRgJQUyN583sC932NjIwU8eozqFSuXGBjL/DaSl6CLx9XyqOgYEBCNPec4w3sfXPFdtbstHf5eglHcm/t27ePyspKmpqacDgc8gjw0dTURGVlJfv27fO5zz2JbA8KJjQRro3cr1wKO1e4bF89DvEDIOMWZX1TkBtPH8XbxTvYvL8apxP+8v5altx+WpdSRuv1empqaqirq2P37t094K0QHR3dYe2K7kB6XsGGex9ky6K2H98P6z9UzieF0WrU/K3F5P2qHXbyS3Z06VoajYYRI0ag1+s9Q0ihe4iMjESv1zNixAg0Gk2Pv57KGcZb993Vg9qqLhTUVO6E5zKh6kjvQBMF178PI09tv10Yc+cbpXx0JGV0cqyW5fefjS42MAFyOp2SvaIbUKlUXZrjCuQ7Kj2vYCVpGFy3xLWhG6C5Ht6cDfvWKeuXgvx55vHERrp+0SsON7Lgs65P3rtRqVSo1Wp5BPjo6cl5f4h4BTMDjoer33L1ugDqKl1BrPauDZlCncFJMa0m71dul4DevoqIV7Az8jTIeh5UR/5UVbvhtSvgcLmyfinEzWccx5gBrj2hTic8+N4vNDtk2NcXEfEKBY6/GGY+4T0++Cu8MQsa+l6sklaj5pHLTvAcr919iFd/2KqcQ4JiiHiFClNvhrMe8B7vLIL8m/pkObWTDXquSBvqOX7i81/Zd6hOQY8EJRDxCiXOfgDSb/Qeb/oMPri7T0bh/+nC40mMdoUpVtU38beP+u5CRl9FxCuUUKlg5j9h/EVe2+o3wPKwcj4pRL/4KB644HjP8dI1e1i+cb+CHgm9jYhXqKHWwJXPw8jTvbbvnoTv/6ucTwpxVcZw0kcme44feu8XyXnfhxDxCkW00XDVGzDQO3HN5w/CqjeV80kB1GoVj10+iYgj24R2VtTy72WSjbavIOIVqsTo4Np3QDfSa3v/d7DxE8VcUoJxgxKY8xtvQdTnvtnCL7sqFfRI6C1EvEKZhEGuYh5x/V3HzmbIvxG2fqeoW73N3TPGMCIlFoBmh5N5S36WrKt9ABGvUEef6uqBRSW6jpvq4M2rYM8aZf3qRWIiNTx2+STP8c+7Knnp+63KOST0CiJe4cDgya5tRBHRruP6Q64o/IOblfWrFzljTL+jsq5uZHvZYQU9EnoaEa9wYdTpYHoJVEdSkdQcgFcvc2Wn6CP8+cLj0ce5skzUNTp4YMkayRgRxoh4hRPjLoDLnvEeV+6AVy6DmoOKudSbJMdF+hTt+N5axltFfXMTe19AxCvcmDwbLvi797hsk6seZK1dMZd6k4tOHEzmhIGe48eWrmdPZd+uxBSuiHiFIyfPhel/9h7vXdNnNnKrVCoeuewEn61Df1ryswwfwxARr3DlN3+EU+/0Hu/4Cd66BhrDfwPzwMRoHrxogud4+cYDFJT0nbm/voKIV7iiUsG5j/hu5LZ9Cfk3QFPXax+GCqb0YZw1tr/n+G8frpPhY5gh4hXOuDdyTzJ5bb9+CktuDfuCtiqVisevnERCi+Gj+R0ZPoYTIl7hjlrjWoFsmYli3fvw3u3gCO9NzIOTYnj4Yu/q49e/HuDNFbL6GC6IePUFNFpXPcjRmV7bz4tducDCvOz9lWlDOWf8AM/xI0vXsa0s/Bcu+gIiXn2FiCiY/Socd5bXtuo1WPr7sBYwlUrF/CsmoYvVAnC4oZn7Fq+WvPdhgIhXX0IbA1e/6ZsLrOQlV1HbMJ4LGpAYzaOXefc+lmyr4NmvrAp6JHQHEd11IbPZDLjKqVutVsxmMwaDoYNWLmw2G7m5uQAUFxeTkpJCbm4uaWlp3eWe4CYyzlWR+7UrXeETAMXPuyb3L/yH698wZOaJg7GsH8q7K3cB8G/Lr5w1tj8nDE1S2DOhq3SLeKWnpzNv3jyysrIAsNvtpKenU1hY2KGA2Ww2srOzKSws9NjMZrOnvdFo7A4XhZZEJcBvC1yR97uKXbai51z/hrGA/fWSifxoK2NPZR2NzU7ufmslH911BrGR3fYbLvQiAQ8b8/LysNvtHuEC0Ol0ZGVlkZ2d3WF7s9nMwoULfWy5ubnodDpMJlMbrYSAiU50VeQeOtVrK3oOlt4XtnNgSTFanpg12aPNtgM1/L+P1ivrlNBlAhav/Px8v8O7jIwMLBYLdru93fYWi4XU1NRW5xmNRux2OzabLVAXhbaITmotYMUvwEf3hK2AnZbaj+zfpHqO31yxnU9/2augR0JXCVi8LBYLKSkprezu4aLFYmm3vdFoxGAwoNPp/D7fkfgJAeIWsGHTvLbSV1wppcM0Duy+zLFMajHX9cCSNey2S/R9qBGQeHVGWMrL2y9Ln5+fj9XaeuWntLQUQCbtewO3gI041Wtb/Qa8c2tYFrWNjFDz5FVTiI105T6zH27knrdWSuroECMg8XILU1u9Juhaz6m0tNRnBbIjJk6c6PfhTxSFNnBP4o8602tbuwQW3wBN9cr51UMY+sfzt0u91ZeKtlbw5LJNCnokHCs9HudVVlZ2zG1MJhNZWVnk5OT0gEdCm0TFwzWLIXWG17ZxKbwxOyzT6WSlD+OKk4Z6jp9avpnvNveNxI3hQEDi5W+uy427V6bX64/pmtnZ2RgMBvLz8zvdZu3atX4fqampHTcWfImMdeXDH3eh12Zb7srIWluhmFs9xd8uO4Hj+sUBrjjde95ayb5D4Z82KBwISLzcw0V/Q0O3rbOBquAKuygvL/eJ+RIUICIKZr0CJ1zpte1cAS9dBFX7lPOrB4iPiuCpa04iMsL1VThY3cCdb5TSKPNfQU/Aw0aj0eg3nMHd8+pskGlBQQFWq9Wnx2Wz2SRUQik0WrhiEaTf5LXt+wVeOBfKw+tvMnFIEv/XIvd90dYK/vHZRgU9EjpDwOJlMpkoLi5uZS8pKSEtLa3dyXw3paWlFBUVtZqgLygoaHdoKvQwag1c9C84/R6vrWIrPH9e2NWFvCpjOFekeee/Fn5t49Nf9ijokdARKmc3ZGdLTU0lNzfXZ3vQcccdx7JlyzyhDna7neTkZNLS0igpKfG0tdlsZGZm+u2hWSyWgFYMJ050/ZquXbu2y9cQjvDdk1D4F+9xZAJc9ToYzmq7TYhxuKGJy57+jl/3VQMQF6nhvd+dzpiBCQp7Fr4E8h3tFvGy2+2YzWZ0Oh16vZ6ioiLmzZvXKkYrNTUVo9Hosx0oNTW1zaHh0UJ3rBzLjXE6nRx86mkSzs0kety4Lr9mWLPydfjgLnAeCV5Va+HyZ2FSVvvtQgjbgWoufeo7qupdmWYN/eJ4787TSYzWKuxZeKK4eAUrx3Jjyl58if25uajj4hj6738Tf+YZPe1eaLLxU8i/EZpaRKQb/881tAyTDd2F6/Yx5xXvVIjx+AHkXTcVtTo83l8wEYh4ST4voGHnLvY/8QQAjpoadtx2GxVvva2wV0HKuPPhxo8gpsVcpOVh+Oj3YZMXP3PCQO6eMdpzbFm/nycKZQI/2BDxAiKHDWXYf/+DKjbWZWhuZu9f/8reRx7F2RQeX8huZdhUuKUQdCO9tpIX4c3ZUHdIOb+6kXuNY33SRz+93Mr7q3Yp6JFwNCJeR0iYPp2Rr75CxADvB7bitdfYMXcuzZWVCnoWpPQbDbcu881IsdkCL5wHFduU86ubUKtV/PuqKYwZEO+x5RSsYfUOu3JOCT6IeLUgZuJERuUvJnqiN+an5vsf2JJlom7jrwp6FqTE93cNIY+/xGvbvw6eOwd2rFDOr24iIVrLczdM9eS/r29ycOsrxeysOKywZwKIeLVCO3AgI197lcQLL/DYGnfsYOtVV3Hok08U9CxI0caA6WU44/deW80BeGkmrHpDOb+6iZH6OP53TRoRRybrD1TVc8tLxRyqC79sG6GGiJcf1DExDHniCfr//veeFTRnbS27fn8fVcuXK+xdEKJWg/GvcOn/XOETAM0NrtqQn/4p5CfyTxvdj0cv92ag2Livit+9LluIlEbEqw1UKhX9sucyPG8h6sREAGKnTSP+zDM7aNmHOem3cMMHENvPa/vxaXjtCqg59uwiwcTsjBHccbZ3o/83mw4yb4lU4FYSEa8OiD/zTI4ryCfuN2cy9Il/oIqQYg3tMvI0mLscBnlLjbHlK8g7C3avVM6vbuD+c8cx88TBnuOCkp3843MJoVAKEa9OEDliBCPy8ojo37/Vc9XffIOjoUEBr4IY3Qi4+XOYeIXXVrnDtSey5OWQrRGpVqt4wjSZacd5Y9yeXm7llR+2KudUH0bEKwBqfvyRHXOz2Tr7Kuola6svkbGQ9QKc+yioXOmWaa6HD++G9+6AhtBcsYvWalh0/VTGtdjv+PAHayUGTAFEvLpIU1kZu/74R3A6qV+/ni1XXEn5G2/IHEhLVCo47U64/j3febDVb8CiGbB/g2KuBUJSjJaXbs5gSFI04OpI3rd4NZZ14ZXrLNgR8eoi6rg4EjMzPcfO+nr2/e3/sePWOTTulVJaPhz3G7jtGxh+itd2YD3knQ2lr4bkMHJwUgyv3HIy+rhIAJodTu54o1TSSPciIl5dRB0dzaC//IVhz/wPTYucYzXffYft4kuwv/ee9MJakjjEFdB62l1eW1MtfHAnvHML1NoVc62rjB4Qz8s3TyMh2rWI09Dk4JaXi/jRFtorq6GCiFeAJEyfjuGD94mfPt1jc1RVseeBeey47TbphbVEo4VzH3EV+Wi5sfuXd+DZM2Db98r51kVOGJrEizdmEKN1zevVNTq4+aUiira2X/JPCBwRr24gol8/hv3vaQY/9hjqeO9euJqvvsZ20cVUvPmmgt4FIWPPg9u+hZGne22VO1xR+Za/QlNord5OHZXC8zdMJepIHvzDDc3c+MIKVmwRAetJRLy6CZVKhe6KyzF8+AFxLQJZHdXV1K1bp6BnQUrSULjhQ5jxkHc10umAb//lmszf+4uy/h0jp43ux3M3TPUU8qhpaOaGF1bwvcyB9RgiXt2MdvBghuctZPD8+agTE9Ho9Qy4/36l3QpO1Br4zf2u9DopLapM7fvZNZn/1YKQqth95pj+5F2X7hGw2sZmbnqpiC837lfYs/BExKsHUKlU6C6/jNSlHzHsP0+iSUryed7pcFD99dcyoe9mWLprGJkxx2tzNMLyR2HRdNizWjnfjpGzxw3wmQOrb3Iw55ViPly9W2HPwg8Rrx4kon9/YtPTW9krlyxhx9xstl93PXXr1yvgWRASGQcz/wHXLoFEbxUf9v4MedNdxT9CJLD19NH9ePnmacRHuVYhG5ud3P3WSl6VSPxuRcSrl2mqqGD/P1wppw8XF7Plyix2P/ggjftlaAHA6HPgjh8h/Uavzdnsql70zKmwyaKYa8fCtONSeP3Wk0k+kgvM6YSH3l/LE59vlB53NyHidYRGRyN//vbP/LD7hx59HWd9PTFTpngNDgeVBe9gPf8CDjz1NM3VNT36+iFBdCJc/CRc/z4kj/LaK7bC61fC29dB5U6lvOs0k4fryL/tNE8kPsB/v9jMfYtX09Ak6XQCRaoHAQ3NDdz/1f0s37GcaE00/zP+j4xBGT3qW/U337Bv/uM0HFX2TZOSQr/bbyd59ixUkZE96kNI0HAYvsqF7//rLbkGoI2FM/8Ap94J2ui22wcBu+213PDCCjbtr/bYTjGk8Mxv00mO69t/Yyl91gadvTEbyzdy3SfXUXuknFdMRAwLMxdy0oCTetQ/Z2MjFfn5HPzvUzRXVPg8px0yhH533E7SpZei0krNQPb+Akvvgx0/+dqTj4PzHoVxFwZ16bXK2kZue7WEH1pE34/Ux7Lo+qmM7cNFbaX0WYCMSxnH0+c8TbTG9Qte21RLdmE23+76tkdfV6XVknLNNaR+/hn627JRxcR4nmvcvZt9uQtwHA6NSeoeZ9AJcNOncMlTEKv32iu2wFvXwMsXw+5VirnXEUkxWl6+eRpXpHkXI7aVHeaK/30vG7q7iIjXETIGZfDkjCeJVLu68bVNtdy17C4+tn3c46+tSUhgwL33kvrZp+iuvgqOJDxMufGGVmEWfRq1GtKug7tK4OTbvcGtAFu/cSU8fGeOa24sCImMUPOEaTI554/zdBKr65u49ZVi/v7ZBpodYTsI6hFk2HgUP+75kXu+uIfDTa4ejwoV96Tdw80n3Iyql4YlDTt3Uf7C8/S/7z40LbYbAdgLCmiqqCD5qqvQJPTd4QYA+9fD5w+6Sq61RK2FqTe55sQSBinjWwdY1u3jnrdWUtPgncc7fbSeJ686iX7xUQp61rvInFcbdPXGrD24ltstt1NR752HmmmYyV9P/SvREcpNDjsaGrAaM2navx91bCw6UxbJ111H5LBhivkUFGy2wOd/gf1H/Z0joiHjVjj9XleZtiBj074qbnutBOsB7wpzv/go/jV7MmeOCT5/ewIRrzYI5MbYKm3cYbmDXdXeDJkn9juRly54Ca1amQl0e0EBex58yNeoVpNwzgySf3stsSdP67XeYdDhaIY1i11R+ZU7fJ+LiHH1xE67GxIH+2+vENX1TZjfWcPSNXt87Nm/MXDfuWOJitC00TI8kAn7HsCQZODNmW/6hEycOuRUxYQLIH76dPS3ZaNuOQ/mcFBVaGH7jTey5ZJLKH/tdZoPHVLMR8VQa2DK1XBnMZyfC3Heyuc01cKP/4MnT4QP74Gy4EnZHR8VwVNXn8TfLp3o2RMJsPBrG5c+9R2/7JJq7W0hPa8OaHQ0krsil00Vm3j+vOeJUCtfPchx+DD2d9+l/JVXaNy2vdXzquhoEi+4gIHmHDQ6Xe87GAw0HIai5+D7/7iK4PqgguMvdsWIDZ8WNCEW6/cc4q43V7K5RTxYhFrFnTNGc8fZo33ELVyQYWMbdId4ualrqms139XQ3EDxvmJOG3JawNfvCu4N3hWvvU7Nt75hHZr+/RizfLmUams4DCUvubYXVftJDDk03bVyOeFSiFA+YLS2oZnHP1nPyz9s87GPGRDP/CsmMXVUShstQxMRrzboTvHyx39K/8Oinxdxzohz+GPGHxkaP7TjRj1Ew9atVCzOp3LJEprtdvRzbmXAH/7ge862bdT89BOJ557b93pkTfWw5m347j9Qtqn183H9Ie0GSL/BVbpNYb7bfJA/5q9md2Wdj33W1GHknD8+bFYkRbzaoCfFa13ZOq5Zeg3NR7asRGmiuHHijdw48UbiI+M7aN1zOOrrqbJYiJk8udUq5P5//5uyZxeCVkv8aaeRcN55JJwzo2/Fkjkc8Osn8MP/YJu/IGSVa3N42g0w9nxFe2NVdY3847ONvPLjNp8aJQnREdxrHMt1p4wM+aGkiFcb9KR4bancwsPfP8zK/b5VoJOjkplz4hxmjZtFlCZ4fh2dTifWc8+jccdRK3FaLXHTppFgPIf4GTPQDhyojINKsHsVrFgEP+e7akoeTaweJs2CybNh8BTF5sZKt1fwpyU/s2FvlY99pD6WP543jpmTBofsKrOIVxv09LDR6XTyke0j/lnyTw7W+qb77RfTj+snXM+scbOI08b1yOsfC47aWvb/818c+uQTmg+2nZo4esIE4s8+mwTjOURPmNCLHirI4XJY+aprbqzc5v8c/Rg4cZarCni/0b3qHkBTs4NXf9zGPwt/paquyee5SUOTuNc4hhnjB4SciIl4tUFPi5eb6oZqXlz7Iq+ue9WzudtNgjaBy8dczr1p96LVKL/B2tnUxOHiYg59+ilVhRaay/yX6Uq64gqGPPZoL3unME6na5tR6Suw/kNoqvN/3sATYMJlcPxF0H98r/bIDlbX88/CX3m7aEer7USThyVxx/TRZB4/ELU6NERMxKsNeku83BysPciiNYso+LWABoe3As4E/QTemvlW0P0qOpubqV25kirLMqosFhp3enNkDf3nEyReeKHP+eWvv079hg3ETptG7NSpaAcHV8Bnt1Jrh7VLYPXbsOPHts9LSYVxF7jmx0ac4irv1gtYD1Sz4NMNfLa29aZuQ/845p5p4LKThhKtDe4gVxGvNuht8XJzsPYgr617jbc3vk11YzWPnP4Il46+1OecdWXrqGmsIW1AGhq18h8wp9NJg9VK9ZdfUv3V1wz9z5NEJCf7nLPt2us4XFzsOdYOGULM1HRipkwhdsoUosaODc/QjIptrnmxte+5ioO0RVSiqzr46HMgdYZvIsUeYs1OO/+2bOKLDa0z8epitcyeOpxrTh7BSL3yUxf+EPFqA6XEy011QzUf2T7i8jGXt5q8v+/L+yjcVkj/mP6cNfwspg+fzrRB0xTdO9kejro6fs2YhrOx7Wo+quhooidOJGbSJOJOP434FiXgwoaDm2Hdu7D+I9izqv1zdSPBcBaMOhNGngZJPbcHdfUOO89+ZeXTtXvx940+xZDC7IzhnDdxELGRwfMDI+LVBkqLV1scbjzMWW+fRV2z75xKlCaKtAFpnDrkVKYNmsa4lHFBEdEPLvE69OmnHP5pBYeLinyGmP5Iuvxyhsx/zMfWsGMHTfv3EzV6dHiEZ1TuhI2fwK+fwZav/a9YtiRphCuif/jJMGyqa+6sm0Mxthys4blvbLy7cheHW2SscBOj1WCcMJCLTxzMb8b2V3xYGRTiZTabAdDr9VitVsxmMwaDoYNW3dfeH8EqXjurdvLIj4/w454fPXFi/ojTxjGl/xSyxmZhHGnsRQ87pnHfPmpLSji8chW1q1a5qiA1eVfBBv75z6Rcd61PmwNPPc3Bp54CXJWVIkenEmVIJfK444gcNYrIUaPQDh6ESqP8MPqYaaiBrd/C5mVg/cJ/IOzRaCJh0CRXGMbgyTD4ROh/fLektT5U18g7JTt57cdtPlkrWhKj1fCbsf04Z/xAfjO2P4OSer/Xr7h4paenM2/ePLKysgCw2+2kp6dTWFjYKQEKtH1bBKt4uamoq+CbXd/w5Y4v+W7Xd54cYkfzwLQH+O3xv/Wxfb/7ew7VHyJVl8qIxBGKx5Q56uqoW7+eup9/ofbnn9HfdGOrUIudd99D1eeft38hrZbIoUOJHDWKYc/8z2eRw+l0gtOJSh0CgZmVu1wrl1u+hm3fuzK+dgaVBvSjYcDxrkf/ca4wDX0qaGM6bn8UTqeT0u128ot3sPTnPa3CLFoybmACp6bqOcWQQsaoFPS9EMWvqHjl5eWRm5uL1eq7U99sNlNaWkphYWGPtm+PYBevljQ2N7L6wGq+3/09P+39iXUH19HkdH3QXr/wdU7sf6LP+Xctu4svd34JuBImDokfwqjEUQxLGMaw+GEMiR/CkPghDIobREp0CmqV8l/4XTk5VC//EkdVVYfnaocOZfQy3ySDjfv2YTVmEjFoEBEDB6AdMJCIAQOI6N+fiAH9iejXD41eT4Rej0anC64e3KHdrvz7O1a4HnvXQHNDx+1akjTctQiQYnD9qxvh+jdpmCuLRgeiXt/UzJcbD/Dh6t18ufEA1fVtCxm4gmBPGq5j0jAdEwYnMmFIIkkx3buaqqh4ZWZmotPpyM/P97EXFBRgMpmoqKhA184+ukDbt0coidfR1DbVsvrAalbvX81NJ9xEpMZ3buT8d873yTXWHpP7T+a1C1/zse2u3s3yHctJiU4hKSoJXZSOpKgkEiITiNfG95jYOZ1Omvbto95qpcFqo95mpWHrNhq2bKFpn3fZP/bkkxn58ks+bWtXrWLrVVd37oVUKobkPk7SJZf4mA99/DENO3aiSUpEnZCAJjERdXw8mvh41AkJqOPiUMfG9rzwNTXAvl9g90qXkO1e5coM29G8WVuota5cZQlDXNljEwZB/ACXqMX1P/LQQ0wKRCVQ3+zgB2sZhev28fWmA+wor+34NYBBidGMGRhPav94RuljGamPY3hKDEN0MV1aCAjkOxrwbLDFYmHu3Lmt7O7hnsVi8QwHe6J9uBITEcMpg0/hlMGntHrO4XQwqd8kojRRbK/aTpOj/V/QfjH9WtnWl6/n8RWP+z1fhYo4bRzxkfHERcQRp43jL6f+hXEp43zOy/81n/LacqI0UURFRBGliUKr1hKpiSRSHYlWo0Wr1hKhjiApMonRyaNRqVRoBw1CO2gQ9adMpaGugliVhniVGnVdI47de3Ds2I0mJoaG5gbUKjVqlRoVKhr3+skK0RZOJ+r41mmyKz9aSvUXX3TYXBUTQ5TBwHHvFPjYmw4cYN/8x1FFR6OOjkIVFY0qKhJ1dDQqbSSqyJYPLTEnnkjk8OE+12jYuQvHoUqIiEeln45qgBFOikClcsKhnajKf0VVYYXyTajKN6Ou2tJxL83RCPbtrkdHqCOIitZxdoyOs6OTcA5OomZwDHvrItlxWI2tUsWB+ggOE8VhoqlzRlJLJHVEUl+lxV4VyQ+bI/gKLQ3OCBqIoAkNsTEx6BNiSUmMIyUhlmnH6blqWs9tcg9IvOx2e4fnlJeX91j7vopapebvZ/0dgCZHE7uqd7G1cis7qnawo2oHO6t3srt6N3tq9lDTWMOA2AGtrlFRV9HK5saJk+rGaqobvXml3EPYluRvzGd9+fpO+Zw+MJ2Xzn/Jx7bmwBpu/uzmthtt9T38z6n/4LQPP6Bx716a9u2jcd8+vln1Pof37UFX7SCpxklStRPtkTWQO0oeYMt+Laoj/xsaP5T5lZ3rUTlra7Ed2Miti8+BFrHFf0g2cdzHnS/K8sZlyfw01btRX61S80JJOpVLlnSqfW2UigceOgkcTdDcBI4mZjkGcvqjG1x+qZyogGYVNKpVOAGnyvXgyH9bpsEXJ/ted1FhFfUbqoAqYCcqoEKjJlql4uhNYU4VzL8Z6lt0/s84XMtvX43A0eS9OfUqFZVHeqxp5+9m1e4LYdqbnXqfXSEg8XILS3vDuvYEKtD2btxdz6OxWq2kpqZ22D6UiVBHMDJxJCMTR/p9vrqh2u+Kpj5az+lDTqeivoLK+koq6yt9xOpo4iJaBzkeHerRHv4y0HbUYzwadUw0UcPHEDVmjMe2bNk6vt65B09SYKeTmAZIPAzlCTU01nu/XPGR8cSdfhER/fvjqKqiuaqK+ooyKsp3EVsPkUe5Ux3RxP5a3+DPhsiO5+taUtZUyZ4abxuNSoOzqe1YuaNpVjnZU+ObIrpmxExgA26lcuJ691FtLFzXO9TsOSr7hKNJRXOdr5C3V85ln0ZDbYT3Xto1GpoOa3A0ea+rAdzZxpxOFVGRPbvboMeDiMra2DvXW+37Om2l55k+YjrTR0z3sTU5mqhprOFQ/SFPz6u6oZrDTYf99t6mD5/O+JTxNDY3UtdcR2NzI/XN9dQ319PoaKTJ0USjo5FGRyPJ0cmt2rcXJuIPf9urHE7H0SdRGwW1fhbKVKjof8cdPrZth7ZhevciADTNTmLqIaYBohvB4Wc3V2NKAv3vvQdHXR3Ounoc9XWs2lnEzjIb2ibQNkNEM2ibnEQ0wyE/ge3qqGjUCQk4m5uhsdH1r8PR+kT8++A3CrUdnP6uMfFy+KXri2E+ZefaYJCuZ1NDBSReKSltZ3V096r0en2b5wTa3k1bk31t9cgE/0SoI0iKSiIpqnMBpL9P/31Ar3f6kNMpva4Uh9NBs6OZZmez67+P/Ot+OJ1OHDhIiW79eXnolIeoaaxxnYcTp9OJE9eX24kT1/9dx/56fwNjB/LqBa/62Nznw5HwjBb24QnD6Xemr5A3HtpO/8Ott+cA3ENroRl8fQaD/9/ffF6jeM8Kl4A1H3k4XA+108kLSb59ooFR/Rn0+fXgcOB0OAEnB2v2s7dqt0vYjthcPTMnF+l1zOzn++MxsGkgqstvPhJ+4rJtqvjV1Rv2I45PTxgNLYqBJEclM+TkQ67YPkcTOBo5VGs/sojkIPK08xgS2/oHqzsJSLzcwz1/Qzu3rb04rUDbC6GNSqVCqzoiKF1c3BsSPyQgH6IjopkyYEpA1xiROIIRiV2fmFapVGQMObnjE1tylC4MxcAx5/Ed5uvzZE4KyIdYoDerZAa8Hm40GrHZWudAcvecjMb2I8MDbS8IQt8kYPEymUwUt8g04KakpIS0tLQOY7QCbS8IQt8kYPGaO3cuKSkpFBR442HsdjuLFy9m0aJFPjaVSkV6enqX2guCILSkW1YbS0pKMJvNFBUVodfrKSoqYtmyZaSlpXnO0el0GAwGpk6d2qX2giAILZGUOIIgKEYg31Hld+sKgiB0gbDueSUkJNDY2Bj2UfaCEKpYrVa0Wi1Vncg0cjRh3fOKi4tDq1W+Yk93YLVaW6UN6qvIvfAS6vdCq9USF9e1/Pph3fMKJ2T+zovcCy99+V6Edc9LEITwRcRLEISQRMRLEISQRMRLEISQRMRLEISQRFYbBUEISaTnJQhCSCLiJQhCSCLiJQhCSCLiJQhCSCLiJQhCSCLiJQhCSCLiJQhCSCLiFWaUlpa2stntdr8VmkKVvvAeO4PNZiMvL69TVeXD8Z5JkGovYjabAVchXavVitls7nRdSpvNRm5uLgDFxcWkpKSQm5vbKs9/cnIydrvdY3d/sEtKSoKqElMg9+JY3mMgr9NbdNXHgoICTCZTm8/rdDoqKiqA0PlcHBNOoVdIS0tz5ufne44rKiqcBoPBabVaO2xrtVqdRqPRx5aTk+MEnIWFhT52g8Hg1Ol0TsBpMBicOTk5zoqKim55D91FIPfC6ez8ewz0dXqDQHzMyclxGo1G59y5c1s9DAaDz3VD4XNxrIh49QILFy50GgyGVnb3h68jsrKy/H6YdTqdU6fTtTo3mAn0XjidnXuP3fE6PU2gPubk5Pi1W61W59y5c31swf656Aoy59UL5Ofn+y3jlpGRgcVi6XDOwmKxkJqa2uo8o9EYcvMWgd6LYHudQAjUx4yMDL92s9nMwoULu8PFoEbEqxewWCykpKS0srvnNSwWS7vtjUYjBoOhzbmJYPgidpZA70WwvU4gBOpjVlZWK5vZbGbevHnd42CQ0y1FZ4W26YywlJeXt/t8fn6+X7t7BenoX2/3ClRZWRk2m4158+YFRQHf7rgXbtp7j935Oj1FT/hos9koLS31LOwcTbB+LrqKiFcP4/4Atrei05WeU2lpqc8KZMtrzZo1y/N6NpuN1NRUCgsLMRqNx/w63Ul33YuO3mNP3fPupCd8NJvNnpVLf9cK1s9FV5FhYxBQVlZ2zG1MJhNZWVnk5OT42AsLC32+EAaDAaPRSHZ2dqBu9gqduRfd8R67cs97m2Px0WazYbFY2hSiUP9c+EPEq4fxN6fhxv3rq9frj+ma2dnZGAyGNoeTR2MwGLDZbIpP7PfEvXDT8j325Ot0F93t48KFC485fi1YPhddRcSrh3H/2vkbArhtx/Khy8vLo7y8nMLCwlbPZWZmkp6e3mZbpYdK3XEvOvMeu/ue9wTd7WNBQUGbghjsn4uuIuLVCxiNRr+/bu5f2M7OORQUFGC1Wn16XC1/OYuLi/1+EN2vEwyTs4Hei86+x+665z1Jd/noDpdpa/4sFD4XXUHEqxcwmUwUFxe3speUlJCWltap7RmlpaUUFRW1mqBv+Ys7d+5cv6Xf25sL6W0CvRedfY/dcc97mu7y0X2NtnpeofC56BJKR8n2FY7erlFRUeHU6XTOkpISHxvgTEtL82lrtVqdBoOhzW0gLc87OrI6NzfXqdPpgmorSKD3orPvsTOvozSB3As3+fn5TuCYIu6D8XNxrEioRC9RUlKC2WymqKgIvV5PUVERy5Yt8+my63Q6DAYDU6dO9WmbmZnpySBwNC3bGwwGzGazZwWpvLyclJQUtmzZEhQ9DTeB3ItjeY+deR2lCeReuHH30tqKuA+Vz8WxIlklBEEISWTOSxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETESxCEkETyeQmKYLfbPfnJioqKWLRoETabjbfffhtwVYP2V1RVENxIPi9BEbKzsz0l6RcsWEBRUREZGRnk5OSQnZ2NxWLxm7q4q5SWlgZVEkIhcKTnJfQ6eXl5PsVRdTodBQUFLFq0CHBl+vRXPLW0tBSz2YzFYmHu3Lk+FXjcBXjbEiiTyUR+fr4IWBgh4iX0OlOnTvUp63V0wYm26lGmpaVhMpmw2WyeXpubBQsWcM4551BRUeG3bXf24oTgQCbshV7n6N7P4sWLmT17dqfatlWeXqfThWz9QaFriHgJimKxWLDb7T6T83a7vU0hslgsZGZm+tjsdju5ubmtemN2u50FCxaQnZ1NQUFBt/suKIuIl9Cr2O12MjMzsVgsgKtMvbs6jpv58+f7rWpjs9k881t5eXnk5eWRnZ3NnDlzyM/PZ+7cuT7nm81mcnJyyMzMZP78+T36voTeR+a8hF7FYrFgsVjIzc3Fbre3KpRqsVjaLOFlsVgwGAzk5OR4bHa7nTlz5rBw4UKfnpe7NwauUIy2yoYJoYuESgi9it1ux2w2k5qaCkBOTg4FBQUUFhaSnp5OSkpKm/FdJpOJlJSUVsNDm81Gampqm/Nh6enpZGdnt+qZCaGNiJcQMiQnJ7No0aJW4uaeB3OvWh6NSqXCarX6DE2F0EfESwgJ3L2riooKn/kwu91Oeno6RqOxVY8MXLFh7YVQCKGLzHkJQU9eXp5HmFpOvLcMTm1rqGmxWPwOJYXQR3peQlgj813hi4iXEHakp6eTm5tLSkqKDBnDGBk2CmHH1KlTKS0txWq1smXLFqXdEXoI6XkJghCSSIS9IAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghiYiXIAghyf8HRdEMUPDNgx8AAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -125,7 +131,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -135,7 +141,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -145,7 +151,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -155,7 +161,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS8AAAFACAYAAADtfPpXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAABcSAAAXEgFnn9JSAABFr0lEQVR4nO3deXxTVdrA8d9NupfStGVfCqRsyqK2oID72CJujEsj7jqjUnV05nXGaYZRR50ZxTKLu2PL6Ig7bV1xb3ABEbWLggKyJOw7bVNK6Zrk/SMkaWi6Ju1N2uf7fvo69yS3eRrSp+eee85zFIfD4UAIIUKMRu0AhBCiKyR5CSFCkiQvIURIkuQlhAhJkryEECFJkpcQIiRJ8hJChCRJXkKIkCTJSwgRkiR5CSFCkiQvIURIkuQlhAhJYWoH0J2GDBlCTU0NycnJaocihPBhx44dxMbGsm/fvk6f26t7XjU1NTQ2NqodhhCiFY2NjdTU1HTp3F7d83L1uNatW6dyJEIIXyZNmtTlc3t1z0sI0XtJ8hJChCRJXkKIkCTJSwgRkiR5CSFCkiQvIURIkuQlhAhJvXqeV08rP1LPis0H+WGHlV2VteyqrKW20UZMhJbYyDCSE2OYPDyek0bEc9JIHeFa+duhNofDgez+5z9FUVAUpUdfU5KXn+qbbLzz/W5e+24na3dZaev3oHR7JW9/vxuApNgILp46lMtSR3DySF3PBCsAsNlslJeXU11dTUNDg9rh9BoRERHExcWRlJSEVqvt9teT5NVFdY02Xvx6G89/tZWD1fWdPr+8poElq7ezZPV2ZuqTuDtjPKeOSeyGSEVzNpuNHTt2UFdXp3YovU5DQwPl5eXu9cTdncAkeXXBd1sr+NNba7EcbLkma0j/KM4cN4Dxg+MYnhBNXFQYRxtsHK5tZOO+atburuKHHVYabHb3Oast5azOXc1Z4wfyt19OYlRSbE/+OH1KeXk5dXV1aLVaBg8eTGxsLBqNXL77y263U1NTw/79+6mrq6O8vJxBgwZ162tK8uqEhiY7D3+wniWrt3u1R4RpuCJ1BNfNSObEof3bvfavqm3kox/3UlC6i9Ltle72FZsOcv7jK7hn9gR+dfoYtJqeHUPoC6qrqwEYPHgw8fHxKkfTe2g0Gvf7uWfPHqqrqyV5BYuD1fXc/kopJc2SjaLAjTNH85tzxzIwLrLD3ys+OpyrTk1m3vSRrDaX85hpE8XbnN+3rtHO3z/YwCfr9vHMNakM6h8V8J+lr3I4HO4xrthY6d12B9f72tDQgMPh6NZBfOkvd8C6PVXMfforr8Q1cUgcb90+iwfnTupU4mpOURRmjR1AftZMnr7mFJJiI9yPFW+r5KKnvqJkW4Xf8Qun5ncV5VKxezR/X7v7Lq78C7bjp91VXLP4W/ZWeQZ4DWkjePfO0zklOSEgr6EoChdPHYbp92fzy5OHudsPVtdzVd435BfvDMjrCNGbSPJqw0+7q7j2v99SVessaKjVKPzl4hNZlDmVyLDA30lJiI3g8Xkn87dLJxOudXa3m+wOst9cy7NfbJH5SEI0I8mrFZv2V3Pd857EFaZReOaaU/j1GWO69TpeURSunzGKpVkzvS5HF328kb+9v0ESmBDHSPLyoaKmgZuXFGM96ulxPXX1KcyZPLTHYkhNTuCt22cxOinG3fbCqq08tGy9JDAhkOTVQqPNzh2vlrKzohZw3lF84qqTuWBKzyUul5GJMRTePovJw/u72178ehsLP/pZEpjo8yR5HeehZev4xuK5w5d9/kQunjqsjTO614B+kbx26wxOGuGZk5S3wsJjps2qxSREMJDk1cyyNXt45Zsd7uPLThnObWfrVYzIqX9UOC/9+jROHOrpgT25fDOvf7ejjbOE6N0keR2zt6qWe9/+0X180oh4Fl4+pcdXyrcmPiacl28+lXGD+rnb7nvnJ77YeEDFqIRQj8ywB+x2B/cUrOFwXRMAsRFanro6lajw7l8Z3xlJ/SJ58denctkzqzhQXY/N7uA3r5aRf9tMJg2TpS7+cjgc7s9AKOkfFRY0f2R7kiQvnHfxVm0pdx8/MHcSyc3u8gWT4bpoXrhpOvNyV1PTYKOmwcb8l0pZdtcZJDaboS8673BdEyc99KnaYXTamgdmEx8d3uXzrVYreXl5mM1m0tLSmD9/vtfjBoOBxYsXo9Pp/Iw0sPr8ZePP+w6z6OON7uM5k4ZgSBuhYkTtmzw8nqevTcW1bnu3tZY7XyujqVmlCiE6auHChWRnZ5ORkYHRaPR6LC8vj8LCwqBLXCDJi8SYCGakJAEwKC6SR4JonKst504YxIILTnAff20uJ+fjn1WMSISisrIypk+fDkBRURGJid415YqKikhNTVUjtHb1+cvGQf2jWPKr6by0ejujB8SG1KXXLWeOYe3uKpat2QPA4pVbOSU5gQtVmJPWG/SPCmPNA7PVDqPT+kd1/ddYr9e7k1N+fj4LFizwetxkMrVoCxZ9PnmBc0nOjbNGqx1GpymKQs4VU9i8v5qf9znrVBkL1zJ5WHzQjtkFM0VR/Bo7CkWuy0GTyYTVavUa77JYLFitVtLT01WKrm19/rIx1MVEhJF7fRr9Ip1/h6rrm7jr9TIammT8S3RcQUEBer3ea2yrsLAQIGgvGyV59QKjkmJ55PIp7uM1u6r4xycy/iU6zmKxtEhSRUVF7l5XXl4eVqtVhchaJ8mrl5h70jCuPnWk+3jxyq18tfmQihGJUKLXe68kKSsro6SkxJ3QzGZz0N1xlOTVi/zl4kmMH+yZgf/HwjVUHauMIURbcnJyADAajSxatAiLxUJpaSkWi4VFixYxb948lSNsKWAD9q75IUlJSZjNZoxGY4ts3tHv4TJv3rygvd4ORtERWh6bdzKXPrOKRpuDvVV1/OW9n3jiqlPUDk0EOZ1OR0FBQYt2X23BIiDJKy0tjQULFpCZmQk4Z+ympaVRVFTUoQRmsVgwGAzk5OS4r7ENBgMGgwGz2RyIEPuMScPi+X3GBPecr3d/2EP6CYO55CT1KmMI0R38vmx0DeS5Ehc4s3hmZiZZWVkd+h4Gg4F58+Z53ZK1Wq2d7rkJp/ln6Zk+2lNf/y/v/sShI53fGFeIYOZ38iooKPB5aTd9+nT33JG2FBYWUlZW1mI9VVFREUVFRf6G1ydpNQr/MpxMTIRzYXnl0UYeeG+dylEJEVh+Jy+TydRiSQF47l6YTKY2z8/NzUWn0wXdnYxQl5wUg3HORPfxB2v38vFPe1WMSIjA8mvMqyPzPioq2t53sKSkBL1eT1lZGUuXLnUP+BsMhg7P7J00aZLPdrPZTEpKSoe+R290/YxRvL92j3tD2/veWccMfRK6mNBZAiVEa/xKXq7E1Favqb0E53q8pKTEfbsWICEhgcWLF3uNpYnO0WgUcq6YygVPrKS+yc6hI/Us/PBncjKnqh2aEH7r9rWN5eXlrT7mSly+xryuvPJKbr31VtLT09u9pFy3zvd4Tms9sr5EP7Afv88Yz8KPnHcfl5bs5PLU4ZymT1I5MiH849eYl6+xLhdXrywpqf1fEl93FdPS0rBarZSUlHQ9QAHAzWeM4YRm9e///PaP1DfZVIxICP/5lbxcPSJfl4autramO7jOb6tnZbFYuhidcAnTao7V43cemw/WkPulvK8itPl9tzE9Pd1ngnH1vNobdE9PT29zXEzmegXGySN13DhztPv46c+2sO1QjXoBCeEnv5OXwWDweWlXWlpKampqu+NVWVlZPpNfaWkpOp0uaGsJhaI/zB7P4P6RADTY7Dy4bJ1sXitClt/Ja/78+SQmJrpr/4DzkjE/P5/Fixd7tSmKQlpamtf5mZmZpKene61r9HW+8F9cVDj3X3yi+/iLjQf5dP1+FSMSousCcrextLQUo9FIcXExSUlJFBcXs3z5cq+Z9zqdDr1ez7Rp01qcX1RUhNFodC8nqqioaHG+CIyLpgzl9bE73Lsl/XXZes4aN5DoiODa5k2I9iiOXnzd4Joq0dpUir5qy4EjXPDEChptzn/6O88dyz3nT1A5qu5nt9vZuNG5U9SECRPQaKQiVKB19j3253dU/vX6oLGD+vHrM8a4j/NWWthRflTFiEQwKisrIy0tjYSEhA4XWehJkrz6qN/+Ypxn8L7JzsMfrlc5IhFsUlNTKS0txWq1kpGRoXY4LUjy6qNiI8P40wWehdufrNvPqi1SNlp4cxVWCMa7/pK8+rBLTx5OarLOffzQsnWy67bw4iooGoxVX2Tfxj5MURQenDuJXz6zCocDNu0/wmvf7eCGZpNZ+xSHA+qq1I6i86LioZt2eTeZTEHZ6wJJXn3e1BE6DGkjyC/ZBcBjRZv45UnDiY/pW5uvAs7ElTNK7Sg6z7gdonV+fxuLxeLeeyIpKYn09HTKyspkx2wRvO45fwIfrN1LTYONyqONPPXZZu5rNplV9H4mkwmDwUBpaal7SZ5rkD5Ye14y5iUYFBfFHeeOdR8vWb2NrbLusc+wWq3uDXCaryXW6/UdWuKnFul5CcBZNue1b3ew21pLo83Bwg83kHdDy9UQvVpUvPMSLNRExft1utFoxGq1tqipZzKZgroYqCQvAUBUuJbsORP43Rs/APDp+v18aynvW0ULFSUgY0ehJj8/v8WlodVqxWKxBOX8Lhe5bBRuc08axskjde7jRz7cgN3ea1ePCZxJytck1Pz8fCB4x7tAkpdoRlEU7rvoBPfxml1VvP+j7DjUFxxfN6+oqMhdGKGwsDAoi4JK8hJepo1O5PxJg93Hiz7+WUpG92KumnnNk5NrL1VXBRjXRNVgI8lLtGCcM5EwjXPS467KWl5eHYKD2KLDCgoKKC4uZtGiRe55XkVFRVRUVLBo0aKgXJQNMmAvfNAP7Me1pyWz5FjSeuqzLRimjSQ+ug9OXO0DdDodBQUFLdp9tQUT6XkJn3573jj6RTr/tlXVNvLcl2aVIxLCmyQv4VNSv0iyzvKMc7zw1Vb2VtWqGJEQ3iR5iVbdfOYYBsY5a37VN9l5vGizyhEJ4SHJS7QqJiKM/0sf5z4uKN3Jpv3VKkYkhIckL9GmedNGoh8YC4DdAf/4ZKPKEQnhJMlLtClMqyG72eYcRev3U7q9QsWIhHCS5CXadf6kIZzUbNlQzkcbZbNaoTpJXqJdiqJgnOPpfX23rYIvNh5UMSIhJHmJDpqVMoCzxg90H+d8/LMs2haqkuQlOqz52NfP+6pZtnaPitGIvk6Sl+iwycPjuXjqUPfxv4s20Si7DQmVSPISnfKH2RPQHlu0vb38KEuLd6ockeirJHmJThkzIJYrp41wHz+5fDO1DVIyR/Q8SV6i03573jgiwpwfnQPV9bz49TZ1AxJ9kiQv0WlD46O5caZnf8PnvjRTVduoYkSiL5LkJbrkjnPGepXM+e/K4CsTLHo3KUYouiQhNoJbz9TzmGkTAM9/tZUbZ41mQL9IlSMTXZGXl0dRUZHPxxITE8nNze3hiNonyUt02c1njmHJ6m1U1DRwtMHGs5+b+cslstN2KJo/f36LfRuDnSQv0WX9IsO445wU/v7BBgBe+WY7N585huG6aJUj80+9rZ56W32Hnx8XHoeiKF5t1Q3VOOjYCoRwTTjRYd7vWaOtkVpb28UfI7WRRGr7bk9Xkpfwy3UzRvHflVvZd7iOBpudp5Zv5tErpqodll+e//F5/rPmPx1+/qqrV9E/or9X2/mF51Pd2LHaZ3NT5vLwGQ97tX2w9QPuX3V/m+fdftLt3HHyHR2OszVWq5W8vDzMZjNpaWktemAGg4HFixej0+n8fq1AkgF74ZeocC13nTfWfVxQuouth2pUjEh01sKFC8nOziYjIwOj0ej1WF5eHoWFhUGXuECSlwiAK6eNJDkxBgCb3cFjRZtUjkh0VFlZGdOnTwec+zMmJiZ6Pd5889lgI5eNwm/hWg13Z4zj7qVrAFi2dg93nJvCxCH92zkzON085WauO/G6Dj8/LjyuRdsnmZ90aszreBeNuYhfJP+izfMCMd6l1+vdySk/P58FCxZ4PW4ymVq0BQtJXiIg5p40nGc/N7P5wBEcDvjXp5tYfMM0tcPqkkAMhMdFtExonRGuDSdc2/37ZLouB00mE1ar1Wu8y2KxYLVaSU9P7/Y4ukIuG0VAaDUKf5g93n1ctH4/P+y0qheQ6JSCggL0er3X2FZhYSFA0F42SvICWPUkmB6CH16Dnd/BUanR3hXnTxrClOHx7uN/fSqbdYQKi8XSIkkVFRW5e115eXlYrVYVImudXDYCrHkdDqz3bht6Eoy/AE64GIZMUSeuEKMoCvecP4EbX/gOgJWbD7HaXM7MlCSVIxPt0ev1VFR4/miXlZVRUlLivow0m81Bd8dRel52O5T72Mp+7xr48lF47gx4YQ5sWAZ2Kf3SnrPGDeDU0Z47Vv/8VDbrCAU5OTkAGI1GFi1ahMViobS0FIvFwqJFi5g3b57KEbYkPS9bA5x1D5RvgUObnf+tP+z9nB2rnV8DxsP5j8C4DHViDQGu3teVuasBKN1eyRcbD3LuxEEqRybaotPpKCgoaNHuqy1YSPIKj4Kzsz3HDgcc3AibPoL178GeMs9jhzbBq5kwNgMuyIGklJ6PNwScOiaRs8YPZMUm5w5D//hkI2ePH4hGo7RzphAdF7DLRqPR6O5yZmVlYbF0vURKWVkZWVlZgQqtcxQFBk2EM+6G+Z/DzSaYdBnQ7BdvS5HzcrL4v85kJ1r442zPZh3r9x7mo5/2qRiN6I0CkrzS0tKYPn06OTk5ZGdnk5OTQ0ZGRpcTmMFg8Bo8VNXI6WB4EW5bCaPP9LQ3HoUP/uDsiR05oFp4wWrKiHjmTBriPv530UaaZLMOEUB+Jy/XLdTMzEx3m06nIzMzs0u9p0WLFvkbUvcYMgVuXAaZ/4OYZnfPtpgg92zYVapebEHq97PH4yq2YD5Yw9vf71Y3INGr+J28CgoKfE5imz59unvWbkeVlZWh0+mC7pasm6LA5Mvh9tUwfo6nvXoP/G8OlL2kXmxBaPzgOC47ebj7+Inlm2lokt6XCAy/k5fJZGqxmBOc80Zcj3fU0qVLQ6MgWtxguPoNmJMDitbZZmuA9+5yTnaVcTC3/0sfT9ixgfpdlbW8UbxD5YhEb+HX3caO9Ko6OnblGujvikmTJvlsN5vNpKR00x1BRYEZtzkvJwtuhBrnnTW++jcc3gNzn4KwiO557RCSnBTDvOkjefVbZ9J66rMtGNJGEh2hVTkyEer86nm5ElNbl3kdSXAWiwWdTufurYWU0afD/C9gULPyx2vfgNfnQcNR1cIKJnf9YhyRx7ZKOyhbpYkA6fYZ9uXl5e0+Jzc316/LxXXr1vn86rZe1/HiR8CvPvK+G2n+DF41QH3Hqmn2ZkPio7hx1mj3sWyVJgLBr+Tla6zLxdUrS0pqe11bXl6eenO6AilaB9e9eWxO2DHbv4KXL4Naq1pRBY3bzk7x2ipt8QrZKk34x68xL9floq9LQ1dbW5eCrnpBIXm56EtYJFzxPITHwA+vOtt2FcMrV8D1b0NUaBbnC4TE47ZKe2GVc6u0gXF9dwOJYBUq26D5vTwoPT3d52RUV8+rrUJmFouF4uJiDAaDV3tZWRkWiwWDwYBer3cvGg0JGi3MfRrCoqDkeWfb7hJ47UpnzywiVt34VHT8VmnPfL6FB+f6vtki1BMq26D5nbwMBkOLov0ApaWlpKamtjmYn56e7jO5JSQkkJ6eHtSLQtuk0cBF/3L+b1cC27EaXr8Krilwrqfsg47fKu21b3dwy5ljGJEQo3JkIhT5PWA/f/58EhMT3VUXwXnJmJ+fz+LFi73aFEUhLS2t3e9ptVqDrvBZpykKXPhPOOV6T9vWFVD4a7A1qReXyq6bMYqh8c7k3WCz87hps8oRiVAVkLuNpaWlFBUVuRdm33rrrSxfvtxr5r1rKsS0aa3XNc/KyiIjw1luxmQyYTAYgne5UEdoNHDJEzC1WS2kjR/Ast/12YmsUeFafnfeOPfxW2W72Lxf7sgGo7KyMtLS0khISAjKm2oBKYmj0+k6NIhnNvso+tdMsAwEBpRGC798FuoOO8vsAPzwCsQmQcZf1Y1NJZlpI8hbYcFyqAb7sc06nru+/R656FmpqamUlpaiKIq7UxFMpJJqT9CGgeF/kDzL07bqCfi2FybrDgjTavh9s806Pl63TzbrCFKu5X3BuIOQJK+eEh4N17wBg5vVw//I6Cx42AddOHmo12YdOR/9LOWig1BRUVGLXYWChVRS7UlR8XBtATyfAVU7AQe8dSv0GwTJM9SOrkdpNArZcyZw/fPOzTpWW8pZsfkQZ48fqHJkYK+vx1Ff3+Hna+LiUBTvKrG26uoOj2sq4eFooqO92hwNDdjr6to+LzISTWT3zpMzmUxB2esCSV49r/9QuLYQXpgNdVXQVAdvXAO3mCCxl0zW7aAzxw3k9LFJrNriXEK26OOfOXPsANXLRZfnLebQM890+Pnjv/sWbX/vCchbfnEe9uqO3YiIv/RShj260Kut6v0P2PvnP7d53oDf/IaBd93Z4TjbY7FYMBqN6PV6kpKSSE9Pp6ysTHbMFs0MmghXvQ4vX+ospXO0HF69Em4pgugEtaPrUdnnT+SXW1YBsG7PYZat3cMvm9UAEz3DdXe/tLTUveLFNUgfrD0vGfNSy+jTnXchXco3w9LroalBvZhUcNJIHRdO8ZSL/tenm6RgYQ+zWq0YDAZycnK8lurp9fp2J5qrSXpeappqgAoLfPGI83jbSvjwHufcMKXv7LRzz+wJfLJuPza7gx0VR3n9ux1eVSh6WtL8W0m88YYOP18TF9eibexnyzs15nW8+IsvIi79vLbPC9B4l9FoxGq1tlgSZDKZvMq7BxtJXmo7O9uZwNa+4TwuWwIDJ8LMO9SNqwfpB/bjqmYFC59cvpnLU4cTF9Xyl7onaCIjwc/EoPWR0DpDiYhAG9EzxSzz8/NbXBparVYsFktQzu9ykctGtSkKzH0SRp7mafv0Xtjse1V/b/W788YRHe6srlpe08DilVtVjqhvcC3FOz5J5efnA8E73gWSvIJDWCTMexXiRzqPHXbnGsiDm9SNqwcN6h/FLWeOcR//d6WFA9VtTxUQgXN8WaqioiL38r7CwkK/9mHtLpK8gkW/gc5NPcKPlcypP+ysQlFbqW5cPWj+WXoSY52XSkcbbLJouwfodLoWZa0KCwspKytzr0N2TVQNNpK8gsmQyXB5nue4wtynqlDERYXz21+MdR8vLd7JlgOyaLu7FRQUUFxczKJFi9zzvIqKiqioqPBrY5zupjh68ZoM165C69atUzmSTvryH/D53z3HM++E8x9WL54e1NBkZ/ZjX7Kt3Ll5SfoJg/nvja1XIukMu93Oxo0bAZgwYQIajfztDrTOvsf+/I7Kv14wOuseOPFSz/Hqp2HNG6qF05MiwjRkz5noPjZt2M+3lvY3cRF9jySvYKQocOmz3ou43/st7C5TL6YedMHkIZySrHMfP/LhBuz2XnuBILpIklewioiFq16F6GM7NNnq4Y1roXq/unH1AEVRuPfCE9zHa3ZVsWztHhUjEsFIklcwSxgFVy4B5dju0tV7nLtz94ElRNNGJzJnkmfZ0KKPN1LXaFMxIhFsJHkFuzFnwfmPeI53rIZP2q420Fv86YKJhGudy6R2W2v536pt6gYkgookr1BwWhacdI3nuHgxlL2sXjw9ZPSAWK6fMdp9/OznWyg/0vE6W6J3k+QVChQFLn4Mhp3iafvg97CrVL2YeshvzxtLfLRzjWN1fZN701ohJHmFivAomPcKxB6rNGprgKXXwZED6sbVzXQxEdzVbOLqa9/uYOO+rk1cbV7t1G6Xsjvdofn7enx12UCT5BVK4keAYQlojhUDqd4D+b1/AP+GmaMZM8C5bMrugL9/sL5L9e4VRSHiWKWGmpqagMYonFzva0REhCQvcZzRpx83gP91rx/AjwjTeE2dWLn5EJ9v7FqPM+5YqZr9+/dTVVVFU1MTdrtdvvz8ampqoqqqiv3793u9z91J6nmFolPnw57vYc3rzuPixTA8FU6+pu3zQth5JwzijLED+GrLIQD+/v4Gzhg7kIiwzv39TUpKoqamhrq6Ovbskblj3SEqKoqkpKRufx3peYUi1wD+0JM8bcv+z5nQeilFUbjv4hNw7c1hOVTDS6u3dfr7aLVakpOTSUpKcl9CisCIiIggKSmJ5ORktFptt7+eLMwOZdYdkHeOcwMPgP4jIOtLiB2galjd6d63f3RXXI2LDOOze85hYFzXq546HA7ZLzIAFEXp0hiXLMzuq3TJYHjRMwP/8C4ouAlsjWpG1a3+MHsC/aOcox3V9U3885ONfn0/RVHQaDTy5edXdw/O+yLJK9SNOQtm/81zvG0lfHq/evF0s8TYCH6fMd59nF+6kx93VakYkVCLJK/eYMYdMOVKz/G3/+nVJXSumzGK8YP7Ac4Neh547yepOtEHSfLqDRTFuV3akKmetmW/67UD+GFaDQ9cMsl9XLbDylvf71YxIqEGSV69RUSMdwmdpjp44zo4clDduLrJ6WMHcMFkT9WJRz/aQFVt7x3rEy1J8upNfA7g39hrB/Dvu/hEosKdH+FDRxp4XNY99imSvHob/dkwu1n9++2r4OMF6sXTjYbrornzXM+6x5dWb+fnfYdVjEj0JElevdGM22HqVZ7j4sVQ9pJ68XSjW8/SMzopBgCb3cH978jgfV8hyas3UhS45HEYerKn7f3fw87v1Iqo20SGaXlgrmfwvnhbJYVlu1SMSPQUSV69VXi0cwDfVULH3ugsoXO4963nO3fCIK+S0Qs/3EBlTe+utCEkefVu8SPgypdB4yzmx5H9zk08GmvVjasb/OWSE4mJcN6oqDzaSM7HP6sckehukrx6u1Ez4cJFnuM9Zc5t1HrZer5humjuTvfMvH+jeCcl2ypUjEh0N0lefcG0X8P0WzzHP+bDqifUi6eb3HT6aCYO8dSRWvDWjzQ0ScXU3kqSV18x51EYfabn2PQgbPxYtXC6Q7hWw8OXTcG1RnjzgSPkrTCrG5ToNpK8+gptuLOEtG7UsQYHvHkz7F+valiBljYqgWtPS3YfP/nZFrYekpLPvZEkr74kNgmufgMinIuaaTgCr18FNeXqxhVg2XMmMuhYja+GJjt/futHqdnVC0ny6msGnwhXPA8cu7aybndOoWjqPfsh9o8K58Fmc79WW8pZWrxTxYhEd5Dk1RdNmAMZD3mOd3ztLCPdi3onF0weQsaJg93HD3+wgX1VdSpGJAJNkldfNeu3cPK1nuM1r8Gqx1ULJ9AUReHvl04mrlnV1fve+UkuH3sRSV59laLAxY/DqNM9baYHYf27akUUcIP7R3ltmWbasJ9la/eqGJEIpIBtfWY0GgHn1lJmsxmj0Yher+/QuRaLhZycHABKSkpITEwkJyeH1NTUQIUnfAmLcM7A/+8voHKbs+2t+dB/OIyYpmpogTJv+kjeW7OHr83OmxIPvPsTM/VJfm3aIYJDQHpeaWlpTJ8+nZycHLKzs8nJySEjIwOLxdLuuRaLhaysLHJzc8nNzaW0tJTU1FTS0tIwmUyBCE+0JTYJrimAqHjncVOd8w5k5XZ14woQRVF49PKpXkuH7ntH7j72Bn4nr7y8PKxWK5mZme42nU5HZmYmWVlZ7Z5vNBrJzc31asvJyUGn02EwGPwNT3TEwPEw7xXQHOuI1xyE166EWquqYQVKclIMf7pgovv4k3X7eW9N71ug3tf4nbwKCgp8Xt5Nnz4dk8mE1Wpt83yTyURKSkqL56Wnp2O1WjvUexMBMOYsuORJz/HBn3vVFIrrThvFTL1nF+cH3lvHgcNy9zGU+Z28TCYTiYmJLdpd413tXfqlp6ej1+vR6XQ+H28v+YFz40pfX2azLA3plFOuhbP+6DnethLevbNXTKHQaBQWZXouH61HGzG+uVYuH0OYX8mrI4mloqLtlf0FBQU+k0xZWRmADNr3tHPv9a7C+mM+LP+revEE0MjEGO69yHP38fONB3ntux0qRiT84dfdRldiaq3XBB1LcMcrKyvzugPZnta2CndtJS46QVFg7lNweLez5wXw1b+h/zA49VZ1YwuAa05NxrR+P59vdO6q9Pf3N3B6ygBGD4hVOTLRWd0+z6u8vPPr5gwGA5mZmWRnZ3dDRKJdYRHOAfxBJ3raPvwjrH9PvZgCRFEUcq6YSkKMs0BjbaON/1v6A402KZ0TavxKXr7GulxcvbKkpKRWn+NLVlYWer2egoICf0IT/orWwbWFzjlfgLMKxS2wbZWaUQXEoP5RLLx8ivv4h51Wnlq+WcWIRFf4lbxcl4u+Lg1dbR2dqArOaRcVFRUUFRX5E5YIlPjhcN2bnjlgtnrnHLB9P6obVwDMmTyUzLQR7uOnP9/Ct5beVV2jt/P7sjE9Pd3ndAZXzys9Pb1D36ewsBCz2ezV47JYLDJVQm2DToCrl0JYlPO4/jC8fDlUbFU3rgB4cO4k97ZpdgfcvfQHqo72zg16eyO/k5fBYKCkpKRFu2umfFuD+S5lZWUUFxe3GKAvLCxs89JU9JBRM7134q45AC9fCtX71IzKb/0iw3jiqlMI0zjLA+2pqpPpEyFEcQTgXyolJYWcnBz3LHur1cqYMWNYvny5e6qD1WolISGB1NRUSktL3edaLBYyMjJ89tBMJpNfc7VcdxtbuxspOun7V+HdOzzHA0+AX30IMaH9B+Y/X5i9dht6aO4kbpw1Wr2A+hB/fkcDsjC7tLQUo9FIcXExSUlJFBcXeyUucI6P6fV6pk3zXvDrWgOZl5fX4vvKHK8gc8q1UFsBn97nPD64AV65HG54D6L6qxubH7LO0vO1+RArNx8CnLW/UpMTmDIiXuXIRFsC0vMKVtLz6iaf/R1W/MNznDwLriuEiNCdK3Wwup4Ln1zJwWrncqjkxBiW3XUG8dHhKkfWu/nzOyr1vETnnXsvnNps0f2Or+GNa6AxdNcKDoyL5ImrTubY8Bc7Ko5yT8Ea7PZe+7c95EnyEp2nKM6t1E6+ztNm+QLyr4emBtXC8teslAH87jzPxrVF6/fznGydFrQkeYmu0Whg7pMw2VMKic2fQsFNIZ3A7vrFWM6ZMNB9/M9PNvL1lkMqRiRaI8lLdJ1GC5c9Bydc4mnb+AEU/gpsoTlfSqNReHzeyYxIiAac87/ufP17dlUeVTkycTxJXsI/2nC44gWYcKGn7ef3Q7oHpouJ4Lnr0ogIc/56VNQ0kPVyKbUNNpUjE81J8hL+C4tw7sY9/gJP28/vQ/4NIVvMcPLweB65zLP+cd2ew2TLBNagIsmrGflg+iEsAq5cAuPO97Rt+ghevxoaa9WLyw+ZaSP41emj3cfL1uzh2S9kAD9YSPI6xl5by86bb6Hq/Q/UDiV0hUXCvJdhwkWeNvNyeNUA9dXqxeWHey88gVkpnsoo//hkIx//JNunBQNJXhxLXLfdTs3XX7MnO1sSmD/CIp09sBMv9bRtWwkvXQq1lWpF1WVhWg3PXJPKqGMLuAH+b+kP/LirSsWoBEjyAqBx7z7qN21yHtjtzgS2bJm6QYUybThc8TxMnedp210CL14M1fvVi6uLEmIjeP7G6e7dt+sa7dy8pJg91tC8HO4tJHkBkfoxJL/4ItqEBGeD3c6ebCPWt95WN7BQpg2DS5+DaTd72vb/BC/MhorQK3M0dlA//nNtGtpjU/APVNdz0/++o6o2NKeE9AaSvI6JmjDemcBcJXgcDvb++c9ULs1XN7BQptHARf+CM+72tFVug+fPh71rVAurq84YN4C/XzrZfbxp/xHmv1RCfZNMoVCDJK9moiaMZ9RLS9AOHOBu2/fAA1QsWaJiVCFOUSD9Qcj4m6et5gD87yIwf65aWF119anJ3HnuWPfxt1sr+H3+GmyyBrLHSfI6TuTYsYx66SXChgxxt+1f+CgHn35GplL44/TfwqX/8RQ0bKiGVzNhzRvqxtUFf5g9nstTh7uPP1i7l7+8+5N8PnqYJC8fIseMYdQrLxM+wlPj/NDTT3Pg0Rz5gPrj5Gvg6tch/NidO3sTvJ0FXy4KqY1tFUXh0cuncuY4Tw/91W938K9PN6kYVd8jyasVESNGMOrVV4hISXG3KRERKIqiYlS9wPjz4ab3Icbzi8/nDzuTWAjNxo8I0/DcdWmckqxztz39+RZyv5RJrD1FklcbwgcPZtTLLxF54gnoDJkM/P3d7Z8k2jc8DW4pgkTPHwbWLoUlc6EmdCo4xEaG8b+bpjN+cD9328KPfuZ/q0J/c5JQIMmrHWGJiYx66WWGPPig9LoCKVEPt5hg9Jmetp3fQN65IbW1mi4mgpdvPo3kRM8k1oeWreflb7arGFXfIMmrA7T9YlG02hbtlQUFNO7Zo0JEvURMIlz3FpzSrKhh1Q54fjase0e1sDprcP8oXrv1NIbrot1t97/zkySwbibJq5kme1OHn2t95x323f8Xtl11NXU//9z+CcK3sAiY+zSc/wgoxz6OjUeh4EYo+gvYOv5voqYRCTG8fusMhsZHudvuf+cnXvhKLiG7iySvY6rqq7jp45t4a/Nb7T63YccO9t53PwBNBw6w/ZprObJyZXeH2HspCsz8DVxb4NmdG2DVE/DKZXDkoHqxdUJyUssE9tf31/MfqUTRLSR5AQeOHuCmj29izcE1PLT6IUzbTW0+PyI5mSH33++cQQ7Yjx5l5223U/nG0p4It/camw63fg6DTvS0bV0BuWfC9q/Vi6sTRg+IJT9rprsSK0DOxz+z8KMNMs0mwCR5AQ22BqrqnVUC7A472SuyWb1ndZvnJMy7khHPPoMSc2yg1mZj34MPsn/hQhxNoXGpE5SSUpwD+ZOv8LRV73Uu6l75L7Db1Yutg0YmxrA0ayajm1WiyP3Swp/e/JEmW/DHHyokeQEj4kbwXMZzxEXEAdBob+S3n/2Wb/Z+0+Z5ceecw+hXXiZs0CB3W8WSl9h5+x3YqkOzflVQiIh1VqWYkwOaY/smOmyw/K/Oy8jDwV9Pa7gumvzbZnLCUM9mvEtLdnLbK6UcbZA/boEgyeuY8Qnjefa8Z4kOc3b362x13Ln8Tr7e0/blStSJJzI6fymRJ57gbqtZuZJtV86j3hJ61ROChqLAjNvg15+ALtnTbvkC/jMLfv5QtdA6alBcFG/Mn8H00QnuNtOGA1yV9w0HqkN3j8tgIcmrmZMHncwz5z3jTmD1tnruWn4XX+z8os3zwocMYfQrrxA3e7a7rWHrVrYZrqR27dpujLgPGJEGWSu8dyiqrYA3roZ374S6w+rF1gHx0eG89OvTSD9hsLtt7a4qLnvma37eF9yxBztJXseZPmS6Vw+swd7A7z7/HYWbCts8TxMTw/DHH2PAb37jbgsflUzkuHHdGm+fEJ0AV74MlzwBYZ6BcL5/GZ47HbYG953e6AgtudencdOs0e623dZaLn/2az5Zt0+9wEKcJC8fpg2ZxnPpz9Ev3Lnsw+6w89Dqh1i8dnGb5ykaDQPvupMRTz9F+IgRjHjyKTTR0W2eIzpIUSDtJmcvbNgpnnbrDlhyMbx/d1D3wrQahQcuOZH7LjoB10KNow02sl4u5QnTZuxSUqfTJHm1InVwKi/OeZGB0Z7dk4f1G9ahc+PS00n56EMiRgxv8ZjMyPfTwPFwcxGcs8BTXgeg5AV4diZs/Ei92NqhKAq3nKnnhRunExcZ5m5/zLSJm5cUYz0amvtcqkWSVxsmJE7glQtfQR+v54YTb+Ai/UXtn3SMEh7eoq12zRq2nD+H/Yv+gaNBPqhdpg2Hc/4Ety6HwZ7KphzeBa9fBUuvg6rd6sXXjnMnDuLt38xizIBYd9vnGw9y0ZNf8cNOq3qBhRjF0Ytnzk2aNAmAdevW+fV9DjccJiYshjBNmFd7XVMdkdrIDi3Yth05wtZLL6Nx1y4AIk84gWE5jxI1frxfsfV5TQ2w6nFnTTB7s3ry4bFw9h9hxh3OHY2CUFVtI3/IX4Npg2dTkjCNwu9nj+e2s1LQaHp/IQB/fkel59UB/SP6t0hcDoeDe768h3u+vIfKuva39LJVVKBEen6J6jdsYNsVmZT/9784bFIDvcvCIuDsbLh9FSTP8rQ31oDpwWOXkh8HZbHD+Ohw8q5PwzhnIq481WR3sOjjjVz3/LeyO1E7JHl10dKNS/ly15d8uv1T5r4zl/fM77W5/CMiOZkxhQXo5nm2A3M0NnLgn/9yLu7euLEnwu69Bk6Amz5wLvKOTvS0V5jh9Xnw0lzYG3zTVjQahdvPSeGN+TMZ1mxN5Nfmcs5/bAUFJTtlWVEr5LKxCxwOB3d+dicrdq3waj9tyGn8cfofmZA4oc3zj6xYwd5776PpYLMFx2FhJN18MwNuy5I7lP6qrYTPH4Hi/4Kj+XIcBaYY4Nw/Q+IY1cJrTdXRRv701lo++sl7+sS5Ewbyt0snMyIhppUzQ5c/v6OSvLrIZrfx2s+v8dT3T1Hb5OneKyhcNu4y7jjpDgbHDm79fKuV/QsXUvXue17t4cOGMfjePxN33nkBj7nP2fcTfHqvc1Z+c5owSL0BzvwDxI/weapaHA4Hb5bt5qFl66iu8ywjig7X8ofZ47lp1mjCtL3ngkmSVyu6M3m57Dmyh4e/fbhFLyxCE8Hl4y7n5ik3MyR2SCtnw5GVX7HvgQe8plDEX3YZwxY+0m0x9ykOB2wxwaf3w8EN3o9pwp2FEM+4GxJGqRNfK/ZW1WJ880dWbPIuBzRxSBwPXDKJmSlJKkUWWJK8WtETyQucfy1X7l7JP0v+ydYq7+JzYZow/n32vzk3+dxWz7fX1HDoP/+h/MUlaKKjSfn4I8KSeseHM2jYbbA2H754xDmxtTlF66xicfrvYMhk3+erwOFw8M4Pu/nb+xuoqPGeWnPhlCEY50xkVFJsK2eHBklereip5OXSaG/kzU1vsnjtYg7UHgAgUhuJKdOELkrX7vn1ZjMN27cT94tfeLU7mpo4lJdHgsFA2MCBrZwtOqSp3rmsaOVjznlhx9OfA6fdDuNmu+u1qa2ipoGFH26goNQ73jCNwrWnJXPXeeMY0C84p4O0R5JXK3o6ebnU2+p5e/PbPP/T85wx/AwemPmA1+MVdRX8q+RfzBk9hxnDZhCuaTmhtTnr2++wd8EClMhIdJmZJP36V4QPbzl7X3RCUz388JpzjljltpaPJ4yBab+Ck6+D2ODoBf+w08oD761jzXETWaPDtdwwaxTzz9STFGJJTJJXK9RKXi6N9kZqm2rpH9Hfqz1/Yz5/++ZvAMRHxnPW8LM4Z+Q5zBo2i34R/bye62howHzhRe7JrQCEhdH/wgtIvOFGoidP6vafo1ezNcGGd+Grx2Gfj6kU2giYeDGcci3ozwVNy41YepLd7uDdNbv55yeb2H3cPLDocC1Xn5rMzWeO8doMJJhJ8mqF2smrNb/+5NcU7ytu0R6mhDF14FRmDJvBqUNOZcqAKYTboPL11zmUtxhbeXmLc6JTU0m4+iriZs9GExlaf3WDisPhLDX9zbOw8cPjplgcEzcMplzhnG4xZCqouBVeXaONV77ZzrNfmFuMh2k1ChdPHcpNs0Zz8khdUG/ZJ8mrFcGavD7d9ikfbf2IFbtW0GBvfY1jhCaC04efzpO/eBJ7XR3Wt96i4r/P+1zcrY2Pp//cuSRcaZAyPP6y7oCyl5xfR/b7fk7SODhxLpwwF4aepFoiq6lv4pVvtpO7wtIiiQFMGR7PdTOSuWjqMPpFhvn4DuqS5NWKYE1eLkcajvD1nq/5fOfnrNy90l1Hv7nTh53OcxnPuY8djY1sefc1Di35H7rNLX+xBv/lfhKvuaZb4+4zbI2w+VP4/lXY/Am0tjVe/EgYfz6MOx9GnwERPT+ZtLbBRkHpThavtLCzouWyopgILRdNGcplpwznNH0S2iBZNynJqxXBnryas9ltbKjYwNd7vubbvd+y9uBa6mx13H7S7dxx8h1ezy3YVMBfV/+VlD0O0n+wc/p6B1GNYNMqrHj2RoYNn8Co/qMYGTeSpKgkrPkFROrHEH3KKShhwffXNyQcOQjr34EfC2Dnt60/TxsJo2Y671qOPsvZK9P23HveZLPzybr9LFm9je+2Vvh8zqC4SC6cMpTzJw1h+ugEVSe9SvJqRSglr+M12hr5qfwnBkQPYGTcSK/HHv7mYd7Y+Ib7OLrewenrHSQddrD0bO8B5URbNM/9uxaamtDExRFz6qnEzpzJ/gkDGHDiKSTFDECjBMeUgJBh3QEblsH692Bn25u0EBEHI6fDyBkw8lQYnuq9N2U3+nnfYV77dgfvfL+bw3W+e426mHDOnTCIs8cP5KzxA0mMjeiR2FyCInkZjUYAkpKSMJvNGI1G9Hp9j53vSygnr7a8b3mfL3d+yabKTWw/vB2bo/WqFDM3abj7Td/jakeiYPMIDftGxXE4ZTC28aOIGzyCQdGDGBAzgIHRAxkYPZDBsYOJDQ/tyZDd5sgB56Xlxo/A8iU0dGDXqKRxzmqwQ6Y4vwZPgtiB3TZuVtdo45N1+3j3hz2s2HSQplaqtioKTBzSnxn6RE4bk0TqKB2D4qJ8PjdQVE9eaWlpLFiwgMzMTACsVitpaWkUFRV1KAH5e35remvyaq7R1si2w9swV5nZVrWNbYe3sb1qOzuP7KSqvor0A4O4e8NoaoqLobGx3e/38JUa1qR498TuGPcrbpt5t9ddqy93fknZgTISoxJJiEogITKBxKhEdFE6EiITiA6LDuq7XN3C1gi7isH8GWz7CnaVeNcYa0tMEgw8AQaMdSa3pBTnXLOEURAeuGkPlTUNfLxuH5+s28fXW8ppaGcfyREJ0Zw0Qsfk4fFMGtafiUPiGBjXsRp2HaFq8srLyyMnJwez2XtLc6PRSFlZGUVFRd16flv6QvJqS1V9FdZ6K6P6j8JeU8PR0lJqVn9DxaovsW+2oPHxL3/7b7SU9/f+YL60JJ6YqjrCR44kfNgwwocO5avGDXx29Acq46AqVqEqBqqjwXFsIDhcE44uUkd8ZDzxkfE8P/t5tM3mSDkcDj7Y+gFx4XH0i+hHv/B+7v/GhMe0O3E3JDTUOJPZzu9gxzewuwTqWt6UaVfsINCNdC4ijxsG/YdC3FDoNwj6DYaYARCT2Ok5aNV1jazYdIgvNx3gy00H2X+4vkPn6WLCGTeoH2MGxDJ6QCyjEmMZkRDN8IRokmIjOpXYVE1eGRkZ6HQ6CgoKvNoLCwsxGAxUVlai0+m67fy29PXk1RbbkSNUFK+movQb6n78Cc1GM47GJt596nIO1B3k0NFDHKw9SEXNIV75ZxNKU/sFE+3Ax9MUXszw/iVK2xnBo1yOJjoaTUw0SnQ0TeEa/laWQ2MYNGqhSQuNYWDTKGwaDmERUcSExRATHkN0WDQ3JMzhIv3FKFoNaLQoWg3f7PuOskPfEx4WSWRYFOFhkYSHRxIeFklElDMBhmvDCdeEE6YJ47Qhp3klUICtVVvRKlq0Gi1aRYtG0aBRNO7/7f7vscePL0rZKQ4HVFhgz/ewdw3s+9H5dfRQ17+nmwLROmcts+gE57haVDxE9YfIOOfYW2Q/CI9xfkXEOHdiCo+CsCgc2gh2HLZRtvsoxTuPULarhj3VTTSixYaWJrTYUZyv04YIrYZB/SMZ0j+Ks8cP5K7z2p6248/vqN+3QUwmE/Pnz2/R7rrcM5lM7svB7jhfdI22Xz8GnpvBwHMzAGdPyF5VxdTj/lDU79qJ5dHZPr5DSxqg3keH6cT94VQWvdKi/TctnwrAzb/TUq2tp95WT2W9s0ptyt+ew3zkca/nJQEZPs7/crLCM5d4J6mzfrST8P6xSyRFcX81HRsvdCjgADj23/tu0LJ9sPcv6rNvJjBoT63nfKDB1kCdrQ6H11MVNo/U8uS8GBRFwfV/KTubuPddLRpF22x8axjW+hjsrjia/f9X5sD6MQoKnv7F3e83MXGbd1wNClRpXT9vLVCLgz1U9YN/X+edbnTV8ODLNiKO67NYtVoaFIVBwEXHvgA+mQnfTPU8z+GAeV/ZOMtrMYJCkwKVzdaCJs85ypbGOXBeLt3Fr+RltVrbfU5Fhe/btYE438WVvY9nNptJSUlp93zh3NlG66OHGzliJOO/WU3Djh007t7t/Nqzl6aDB2jcf4CmgwexlZe7NxS5Zdb/Mf/Ky6mqr3Jftvbb9i7waYdjsfm4+anpxNZgDh+dA6X56Q6Huyx0a78Aio+XC6trwn7kiHcb0K/FMx1E1jVxtOmoV2tDvR1HhZ3j+7BxrcRQ69BwKMz7zdDYI2mq9b680wAJtNSkgf3HTY2xKQ40NXD8vceWP4NTfZOGvcfF4GhwYDvq/SYrQLP6tSRRRXlY9+4K7lfyciWWti7r2kpQ/p4veoZWpyNapyN66lSfjzscDuw1NdgqK9H060dYdAIDoge4H68+W0NN+GActbXYa+uw19biqKvDUV+Pvb4eR0OD86uxEXtjA29f8SK1YXZqGmuoaayhtqkW7ZN/7HC8A6IHcMqg0TTaGmmwN9Bkb2JgVCVwsN1z3T+TrwTY4bO7UWQc0LGxKbWNSOzeO9TdPnuu3Md6vECf39r1cms9MhFYiqKg7dcPbT/ff7/jzjmHuHPO8e9FSkudtdxtNhx2O9jtnv/tcIDd7v7f4yMiMMR592ds6TXYbq/09LqOfTkcDnCAw2HHbrdht9uwOWy8MWIY9ogw7HY7duzYHXY0M/YRY9d6beZxpOEI1fWHsTvsOBwOHDhw2O1MiYmicJSz8ofDdTF4pIbhlzgIVzy/dg6Hgx2Hd9Bob3Kvp3QNQ/82eSjEe34OBw7iploZZm+20N/h4EjDEfYc2eN+HZf+4WH874TjrjzqG0iaVt9i6svO6p3UNB51XrE6bM7VBA4bhiGJZCb1d7bZbICdmNFWkutjnfHa7YCDels9W2v2HLvidRBx2rnExLdehDMQ/EpeiYmJrT7m6lUltVFUz9/zRd+iKAqEhXWpB6TtF4u2n589gQkDWjRFAS1bW5EIJLdsnsgpLRtbM6hlU4zv5tb5KBo7kVM7fr6P3fpi8b5s7Al+Ta12Xe75urRztbU1T8vf84UQfZff60LS09OxWCwt2l09p/T09G49XwjRN/mdvAwGAyUlJS3aS0tLSU1NbXeOlr/nCyH6Jr+T1/z580lMTKSwsNDdZrVayc/PZ/HixV5tiqKQlpbWpfOFEKK5gNxtLC0txWg0UlxcTFJSEsXFxSxfvpzU1FT3c3Q6HXq9nmnTpnXpfCGEaE5K4gghVKN6VYlgFRcXR2Njo8yyFyJImc1mwsPDqa7uQCmh4/TqKnSxsbGEh/eC6gQ4/5GPr7zRV8l74RHq70V4eDixsV2bf9ere169iVwCe8h74dGX34te3fMSQvRekryEECFJkpcQIiRJ8hJChCRJXkKIkCR3G4UQIUl6XkKIkCTJSwgRkiR5CSFCkiQvIURIkuQlhAhJkryEECFJkpcQIiRJ8uplysrKWrRZrVafm5yEqr7wM3aExWIhLy+vQxsz98b3TCap9iCj0Qg496I0m80YjcYOb+1msVjIyckBoKSkhMTERHJyclqUyk5ISMBqtbrbXR/s0tLSoNrMxJ/3ojM/oz+v01O6GmNhYSEGg6HVx3U6HZWVlUDofC46xSF6RGpqqqOgoMB9XFlZ6dDr9Q6z2dzuuWaz2ZGenu7Vlp2d7QAcRUVFXu16vd6h0+kcgEOv1zuys7MdlZWVAfkZAsWf98Lh6PjP6O/r9AR/YszOznakp6c75s+f3+JLr9d7fd9Q+Fx0liSvHpCbm+vQ6/Ut2l0fvvZkZmb6/DDrdDqHTqdr8dxg5u974XB07GcMxOt0N39jzM7O9tluNpsd8+fP92oL9s9FV8iYVw8oKCjwuRPS9OnTMZlM7Y5ZmEwmUlJSWjwvPT095MYt/H0vgu11/OFvjNOnT/fZbjQayc3NDUSIQU2SVw8wmUwkJia2aHeNa5hMpjbPT09PR6/Xtzo2EQy/iB3l73sRbK/jD39jzMzMbNFmNBpZsGBBYAIMcgHZt1G0riOJpaKios3HCwoKfLa77iAd/9fbdQeqvLwci8XCggULgmIPzEC8Fy5t/YyBfJ3u0h0xWiwWysrK3Dd2jhesn4uukuTVzVwfwLbu6HSl51RWVuZ1B7L597ryyivdr2exWEhJSaGoqIj09PROv04gBeq9aO9n7K73PJC6I0aj0ei+c+nrewXr56Kr5LIxCJSXl3f6HIPBQGZmJtnZ2V7tRUVFXr8Qer2e9PR0srKy/A2zR3TkvQjEz9iV97yndSZGi8WCyWRqNRGF+ufCF0le3czXmIaL669vUlJSp75nVlYWer2+1cvJ4+n1eiwWi+oD+93xXrg0/xm783UCJdAx5ubmdnr+WrB8LrpKklc3c/2183UJ4GrrzIcuLy+PiooKioqKWjyWkZFBWlpaq+eqfakUiPeiIz9joN/z7hDoGAsLC1tNiMH+uegqSV49ID093edfN9df2I6OORQWFmI2m716XM3/cpaUlPj8ILpeJxgGZ/19Lzr6MwbqPe9OgYrRNV2mtfGzUPhcdIUkrx5gMBgoKSlp0V5aWkpqamqHlmeUlZVRXFzcYoC++V/c+fPn+9z6va2xkJ7m73vR0Z8xEO95dwtUjK7v0VrPKxQ+F12i9izZvuL45RqVlZUOnU7nKC0t9WoDHKmpqV7nms1mh16vb3UZSPPnHT+zOicnx6HT6YJqKYi/70VHf8aOvI7a/HkvXAoKChxAp2bcB+PnorNkqkQPKS0txWg0UlxcTFJSEsXFxSxfvtyry67T6dDr9UybNs3r3IyMDHcFgeM1P1+v12M0Gt13kCoqKkhMTGTr1q1B0dNw8ee96MzP2JHXUZs/74WLq5fW2oz7UPlcdJZUlRBChCQZ8xJChCRJXkKIkCTJSwgRkiR5CSFCkiQvIURIkuQlhAhJkryEECFJkpcQIiRJ8hJChCRJXkKIkCTJSwgRkiR5CSFCkiQvIURIkuQlhAhJkryEECFJihEKVVitVndxxeLiYhYvXozFYmHp0qWAcyt7XztCC+EixQiFKrKyssjNzQVg0aJFFBcXM336dLKzs8nKysJkMvmsu95VZWVlQVVBVfhPel6ix+Xl5Xnt7KzT6SgsLGTx4sWAs0yxr52fy8rKMBqNmEwm5s+f77V9mGv38NYSlMFgoKCgQBJYLyLJS/S4adOmee1JePxuOa1tppuamorBYMBisbh7bS6LFi3ivPPOo7Ky0ue5gezFieAgA/aixx3f+8nPz2fevHkdOreoqMjndl06nS5kN08VXSPJS6jKZDJhtVq9BuetVmurichkMpGRkeHVZrVaycnJadEbs1qtLFq0iKysLAoLCwMeu1CXJC/Ro6xWKxkZGZhMJgByc3PdW3u5LFy40OeWXBaLxT2+lZeXR15eHllZWdx6660UFBQwf/58r+cbjUays7PJyMhg4cKF3fpziZ4nY16iR5lMJkwmEzk5OVit1ha7PJtMplb3HzSZTOj1erKzs91tVquVW2+9ldzcXK+el6s3Bs6pGK3teShCl0yVED3KarViNBpJSUkBIDs7m8LCQoqKikhLSyMxMbHV+V0Gg4HExMQWl4cWi4WUlJRWx8PS0tLIyspq0TMToU2SlwgZCQkJLF68uEVyc42Due5aHk9RFMxms9elqQh9krxESHD1riorK73Gw6xWK2lpaaSnp7fokYFzblhbUyhE6JIxLxH08vLy3Imp+cB788mprV1qmkwmn5eSIvRJz0v0ajLe1XtJ8hK9TlpaGjk5OSQmJsolYy8ml42i15k2bRplZWWYzWa2bt2qdjiim0jPSwgRkmSGvRAiJEnyEkKEJEleQoiQJMlLCBGSJHkJIUKSJC8hREiS5CWECEmSvIQQIUmSlxAiJEnyEkKEJEleQoiQJMlLCBGSJHkJIULS/wOcVfRXUowseAAAAABJRU5ErkJggg==",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -165,7 +171,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAS8AAAFACAYAAADtfPpXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAABcSAAAXEgFnn9JSAAAp2UlEQVR4nO3deXxTVd4/8E+abnQNCZSlUCABRCoCSYsL7qau47g1oKMzrjQu4+iMYzM4Mz9n0eFJdcYZH7e2bvhTR9q6D47a4Ia40Cbsm5IUiuykvVAK3fP8EXLb0nRN0pubfN7/+Dq3vekX03x67rnnnqPweDweEBHJTIzUBRARDQXDi4hkieFFRLLE8CIiWWJ4EZEsMbyISJYYXkQkSwwvIpIlhhcRyRLDi4hkieFFRLLE8CIiWYqVuoBQGjt2LBobG5GVlSV1KUTkR21tLZKTk7Fv375BnxvRPa/Gxka0trZKXQYR9aK1tRWNjY1DOjeie16+HtemTZskroSI/MnOzh7yuRHd8yKiyMXwIiJZYngRkSwxvIhIlhheRCRLDC8ikiWGFxHJUkTP84pEu+qO4b8b92KH+xgamtrQ0NQq/re13YOZ49MwXzcK86dqkKVOgkKhkLrkoPN4POCOfeFFoVAM++8aw0sGDjY0Y/n6PXhv3R6sqRX6/N6aQ41Yvn4vACBTNQLzp2pwycyxuPjUDFkHWXt7O9xuNxoaGtDS0iJ1OeRHfHw8UlNTodFooFQqQ/7zGF5h7BunG89+vh2rth9CxxA6GruF4yir/hFl1T9ibpYKf7jyVBgmqYNfaIi1t7ejtrYWTU1NUpdCfWhpaYHb7RafJw51gDG8wtDh461Y8uEWvFm1y+/XdaOTccEpGRiZFIfUxDikJsYiNTEOre0d+M7lxiqnG9sPHO12zppaAdc/9w2unDUOhZedgkma5OH4pwSF2+1GU1MTlEolxowZg+TkZMTEcLg2nHR0dKCxsRH79+9HU1MT3G43MjIyQvozGV5h5uNN+/DHdzfiQENzt+Pj0xNx1Zzx+Ons8Zg5Lq3XS8ArZo0DAOw/0oSvnYfwn3V7sWLrAfHryzfsxSeb9+EXZ03G/cZpSEuMC90/JkgaGhoAAGPGjEF6errE1ZA/MTEx4nuzZ88eNDQ0MLyixYGGJvzp/U34cEP3pUGyx6fhD1fOxBlT1IiJGfiY1Zi0RFw7dwKunTsB3zjd+NuHW7Bh92EAQGu7By9+VYPPtx3AS7fmhnUvzOPxiGNcycnhWyd5+d6jlpYWeDyekI6zsu8dBuw763Dpk192C6742BhYLpuBd++dj7N0mkEF18nO0mnw3r3z8c+FczA+PVE87jzYiGueWYWqHXUB1R9KXe8q8lIx/HV9j0J9R5i/DRKr3LwfPyv9DvXHOtcdmzdZjf/efy7uvkCHOGVw3qKYGAWumZuJT397Ae65QCcerz/WiptKv8M7a34Mys8hGi68bJTQm6tr8fA7G8Q7ifHKGPzxJ6fipjMmBdTT6ktinBKFl83A9DGpKKxYj5b2DrS0d+DXy9ah5mAjfp03XdZTKih6sOclAY/Hg6dW/IDfvd0ZXKkJsVh6+zz8/KzJIQuurq6Zm4k3Fp0BdXK8eOypT7fj/jfXoq29I+Q/nyhQ7HkNs/YODx55fyNe+7ZWPJaRmoClt8/DqePShrWWnMlqvHvPfNy+tEqcWvH+uj1IildiyXWz2AOTkZKSElRWVvr9mlqtRnFx8TBXFHoMr2Hk8XjwUMU6vO3YLR7Tjk7Gq7fPw4SRSZLUlKVJwlt3n417Xrdj1XY3AODNql0Ym56IB4zTJamJBq+goAAFBQVSlzGseNk4jIo+3tYtuOZMVKHirrMlCy6f9BFxePGWXBgmjRSP/dP2A95cXdvHWRQJXC6X1CUMGcNrmCz9egee+9wpts/UqnuMOUkpMU6JF2/JgW5051yq37+7ESu27JewKgo1k8kEQRCkLmNIGF7D4KONe/GnDzp3MJoxNhXFP89BUnx4XbWrkuKx9PZ5yEhNAOAdn7v3DQfW1NZLXBkNlMPhgMFgwMiRI2E2m/v9Xq1WC5VKNTzFBRnDK8RW19ThV2+uhW++3vj0RLxy2zykjwjPx3ImjEzCK7fNQ0qCN1ibWjtwx9Jq1Bwa2t56NLz0ej3sdjsEQUBeXl6f31tcXNxvwIWz8PrTH2F+2N+AO5dWoaXNO/UgLdE7HWJsl1nu4Wjm+DQU/9yAW19ejdZ2D+oaW3D3a3a8e+98JMaFfqkTCozNZgMAGI3Gfr/P311Iudy5ZHiFiPtoM255aTWONLUB8D7u88ItuZg2JlXiygZm/tRReMI0G/e/uRYAsHVfAx5dvhmPXjNL2sKoX5WVlf1eDlZUVPQabnK5c8nwCoH2Dg9+9eYa7DnsXX9KoQD+tXAO5k2R11paV8/JxNpdAl5etQMA8Nq3tZivG4XLT6xcEQ48Ho/4B0JO0hJjQzaPzmaz9dvrWrZsGRYvXhySnz9cGF4h8I/KbeKcKQB4+PJTw+oDPxi/u3wGqnfUiytSFL61HqdlpmOiWtrpHT5Hmtow+8+fSF3GoK175JKgjHu6XC5YLBZotVpoNBoYjUY4HI4+g0kQBLhcLuj1+h7HS0pK4HQ6YTAYevS+TCYTSktLw2aAnwP2QWbbvB/PfNY5JeLK08fhznOnSFhRYBJilXj6Z3PFAfyGpjb88t9rxHE8ko7NZoPBYIDVaoXVakVhYSEsFguAvse7ysrKsHDhwh7HlyxZgsLCQuTl5Ymv41NSUoKKioqwCS6A4RVUte5j+HXZWrGtG50M6/Wny/4xm0maZPztus6xrnW7BDzxyTYJKyJBEGAymWC1WqHVasXjWq0Wer2+z5ApLi7u0atyOBzIzc0F4B0zU6u7D3FUVlb26KlJjZeNQdLU2o67XrOj4cT4S1K8Es/fbBB7LHL309nj8fX2Q+LS1CVfunCWToMLTwntapn9SUuMxbpHLpG0hqFISwzs98JisUAQhB4hZLPZkJ+f3+t5LpcLarW6R7j5Qg/w9sxOvuy02WxhN0YWGZ8siXk8Hvzx3Y3YvPeIeMx6/emyubM4UI9clQ1HbT2+3+99iPvBsnWw/eZ8SZ8SUCgUYTtnLpTKysp6XBr6xrL6mt/V29wuX5jZbLYeoehyuSAIQr83AYYbLxuDoLz6R5TbOxfzu23+ZFw1e7yEFYXGiHglnv6ZHolx3l+busYWPLZ8i8RVRR9BEPxOQi0rKwPQ93hXRUVFnz2z8vLyHtMsKioqACDsLhsZXgFyHTyKR97vfPTHMGkkFl9+qoQVhdb0Mal46NIZYvstx49Ytf2QhBVFr65jXUD3camKiooeD10PZAqFv7uQlZWV4nklJSVh8ywkwysALW0duP/NtTje2g4AUCXF4Zmf6REfG9n/W289ezJOn9C5i8/D72xA04n/BxR6KpUKRqOxWzhVVFTA4XAgJycHQOdE1a4G8jjQyec4HA5UV1eLgeZ0OsPmjmNkf8pC7B+V34vznwDvOFe4P/oTDMoYBf527SwoT6z4utN9DE+t+EHiqqJLeXk5qqqqUFRUJM7zqqysRF1dHYqKivyGlMPh6PfSz2q1AvDeECgqKoLL5YLdbofL5UJRUZHfKRZS4YD9EH3tPITiLzvnc904LwuXZo+VsKLhdVpmOu48ZwqKv/T+9S/50oWrZo8f9tVgo5VKpUJ5eXmP4/6OAd7LvYE8hD3Y15USe15DUN/Ygt8sWyeuFKEdnYw//iRyx7l6c79xGiaqRwAA2jo8WPz2BrR3hHa7Kxoaf3O75I7hNUgej/dDuu+I97nFOKUCT90wN+zW5hoOSfGx3R7UXrtLwGvf7pSwIvKnt7ldcsfwGqRlVbvw0abOzWF/e8kpOC0zeregP3/6aFwzp3NaSNFHW7FHOC5hRXQyua/b1RvJw8vhcPQ45ptsF252HGrEnz/YLLbnT9Vg0bnaPs6IDn/4yUyokrwTRRtb2vG3Dzn3K5y4XK4+53bJVdDCy+FwQKfTDXoOyMUXXwyFQgGDwQCDwQCdTgeDwdDj2SqptXd48GD5um7TIv5umjMseyyGu1EpCXi4y9y2/6zfi6oddRJWRF2F42B7MAQUXr6HQ81mMxYtWjSk3pLvWtzhcEAQBOTn58Nut4fd9XnJly7Yd3au5f7YNbOiYlrEQOUbJmBWl8vnv3ywGR0cvKcQCii8fLdVi4uLhzz/Q6/Xo76+Hh6PB06nE1arNeyCa8veI/hHZecqClfPGY8rT5fn+lyhEhOjwCNXzRTbG3YfRoXjxz7OIAqM5GNe4a65rR2/XrYWre3eXsSYtAT85aenSVxVeMqZrO72TOfjH2/D0Wb5rXJK8sDw6se/bD9g674Gsf14/mykJ0XfKgYD9bvLZ4gPbh9saMYzn20P6PW6roXW0cEFEMNd1/co1OvYhcXkJN/Dnm63Gy6XC4sXLx7UE+zZ2dl+jzudTuh0uiHXZd9Zh+e/6JxFf/OZWThv+ughv140yFSNQMF5OvFxoRdX1uDG3CxkaYa2bLRCoUB8fDxaWlrQ2NiI9PTonZYiB42N3i3y4uPjIz+8BEHAggULxHEul8sFnU7X7Ul2KRxracNvytbBN+Y8SZOEh6+Ivln0Q3HX+VqUVe3CviNNaGnvwGMfbkbxz3OG/Hqpqalwu93Yv9+7e3dycjJiYnjREE46OjrQ2NgovkepqaFfy07y8Dp5fzitVguj0Qiz2Qyn09nLWd1t2rTJ7/HeemQD8djyLdjpPgYAiFEA/1gwOypn0Q9FUnwsfnf5DDywbC0A4ONN+/G18xDO1o0a0utpNBo0NjaiqakJe/bsCWKlFAqJiYnQaDQh/zlh+edLq9XC5XJJNlH1s20H8Pp3tWLbfL4OhknhNe8s3F09ZzzmZqnE9l//s2XIUyeUSiWysrKg0WgQHy/dqq3Ut/j4eGg0GmRlZUGpDP3mxJJ2JfLy8lBXVwe73e7361Iselbf2ILCivVi+9Rxafi1cfqw1yF3CoUCj1yVjWueWQXAO93kg/V7cPWczCG9nlKpREZGBjIyMuDxeODxcA5ZOFEoFMO+0Yyk4VVdXe13Jn1dnXd29nAvO+vxePCHdzfiYEMzACBeGYN/LpwT8YsLhsqciSpcefo4LF+/F4B3/bMrZo1DnDKw/59SfFAo/Ej6qSwoKPA7rjWQ5WpD4b21e7B8w16x/dClp+CUsZG1icZwezBverdFC5ed2H2IKFBBCy+327tDtK/X1JUgCOLzi12ZzeYeT7sXFRUBGP7nsfYIx/HH9zaK7TOmqHHHOfLdLDZcaEenwGSYILafWvEDjrdwyWgKXMCXjSaTCYC3t+Rra7Va5OXliYufqVQqaLVacX1tH61WC4vFIgZYXV0d1Go1ampqhvURoY4OD35bvk7cczElIRZ/XzCbD10Hyf3GaXh7zW60tHXgQEMzln6zA3edP/T5d0QAoPBE8Minb6pEb1MpfF76qgZ/+U/nUjdPmGYjv0tvgQL32PLNKF1ZAwBIHxGHLwsvjMr9Fqm7gX5G/Yn6kejtBxpg/Wir2L40ewyu1w/tjhj17u4Lpoq7hx8+3orSL8NvvTaSl6gPr+SEWBgmjQTgXZfqb9fO4p2sEFAnx3dbuPHFr2rEu7pEQxH14TUufQReu+MM/L+fzERR/ixoUhKkLili3XHuFGiSvZNMj7e24+lPuV0aDV3UhxfgXYvq9nOm4KIZY6QuJaKlJMTinguniu03VtdiV90xCSsiOWN40bC66YwsjD+xAm1ruyfgJXMoejG8aFglxinxq4unie0K+4/sfdGQMLxo2F1vmIAJIzs3q/1fjn3REDC8aNjFKWNw30WdY19vOXaj1s3eFw0Ow4skcZ1+ArLU3tVV29n7oiFgeJEk4pQx+GWX3tfba3Zjx6FGCSsiuWF4kWSum5uJSZrO3tfTvPNIg8DwIsnEKmPwyy7zvt5h74sGgeFFkrp2biYmd+l9PcWxLxoghhdJKlYZg/su6pz39e6a3ahh74sGgOFFkrt6znhMGZUMAOjwgHceaUAYXiS52JPmfb23dg/nfVG/GF4UFn46e3y3O4/PfTGwPTspejG8KCzEKmNwd5eloSvsu7D38HEJK6Jwx/CisHGdfgLGdVlxooSrrVIfGF4UNuJjY2A+r3O11X+vrsWho1xtlfxjeFFYuWFeFkaleFdbbWrtwItf1UhcEYUrhheFlcQ4Je7sstb9q1/vgHCsRcKKKFwxvCjs3HzmJHFbtMaWdrzy9Q5pC6KwxPCisJOSEIvb5k8W2y+v2oGjzW3SFURhieFFYenWsyd32+fxtW93SlwRhRuGF4UlVVI8bj5zkth+YaULx1vaJayIwg3Di8LWnedOQWKc91f00NEWlFXvkrgiCicMLwpbo1IScENultgu/sKJlrYOCSuicMLworBWcJ4WsTEKAMCew014b+1uiSuicMHworA2XjUC1+kzxfZzXzjR3uGRsCIKFwwvCnt3na+Dwtv5gutgIz7etE/agigsMLwo7GlHp+CKWePE9jOfbYfHw95XtGN4kSzcc0Hncjmb9hzBlz8ckrAaCgcML5KF7PHpuPCU0WL7GW6TFvUYXiQb93bZJm11TR2qdtRJWA1JjeFFspEzWY15U9Ri+1n2vqIaw4tkpWvv67NtB7Fpz2EJqyEpMbxIVs6bNgqnZaaJ7Wc/50Yd0YrhRbKiUChwzwWdva//btjLTWqjFMOLZOfS7LHQdtmktpjbpEUlhhfJjjJGgbu6bJP2luNH7DvcJGFFJAWGF8nSNXMzu22TVrqS26RFG4YXyVJ8bAwWndt9m7T6Rm7UEU0YXiRbN8ybiJFJ3o06jnGjjqjD8CLZSoqPxW3zp4jtV77egUZu1BE1GF4ka7ecNRnJ8UoA3o06/r26VuKKaLgwvEjW0pPicFOXjTpKV7rQ3MaNOqIBw4tk745zpiBe6f1V3n+kGe84uFR0NGB4keyNSUvE9YYJYvt5LhUdFRheFBHuOl+LE/t0YIf7GD7csFfagijkGF4UESZpknHV7PFim0tFRz6GF0WMrg9sb93XgE+3HpCwGgo1hhdFjFPGpiJv5hix/TR7XxGN4UURpetihWtqBXzjcktYDYUSw4siypyJKpwzdZTY5kYdkYvhRRHnngs7l8tZtd2NNbX1ElZDoRK08HI4HNDpdBAEYdDnWiwWWCwWFBUVwWw2w+Xi8iY0dGdpNdBnqcT2M59xscJIFBvIyYIgYNGiRVCr1aiurh5S6BgMBixevBj5+fniaxoMBlRWVkKr1fZzNlFPCoUC9144FXcsrQYA2Lbsx9Z9RzBjbFo/Z5KcBNTzUqlUKC8vR3FxMRYuXDjo80tKSiAIghhcvtfMz8+H2WwOpDSKchfNyMCMsali+1n2viKOpGNe5eXl0Ov1PY7n5ubCZrMN6RKUCOjsffn8Z/0e7OBGHRFF0vCy2WxQq9U9jvsuF20223CXRBHkilnjMKXLRh3Pfs47j5EkoDGvQAykV1VXN7Dt3LOzs/0edzqd0Ol0fr9GkU8Zo8DdF+hQWLEeAPC2Yzfuu2gaJqqTJK6MgkGynpcvmFQqVa/fw8tGCtS1czMxYeQIAEBbhwfPc5u0iCFZz2sg3O6BzY7etGmT3+O99cgoesQpY3D3BTr8/p2NAIDy6h9x30XTMPbEzkMkX5L1vPyNdfn4emUajWa4yqEIlm+YgLFp3rBqae9g7ytCSBZevstFf5eGvmOc50XBkBCrhPn87tukHWjgJrVyJ+ndRqPR6Hdiq6/nZTQah7skilA3zsvCqJQEAEBzWwdeWFkjcUUUKEnDy2Qyobq6usdxu90OvV7f52A+0WAkxilRcF7nNmmvfbsTddykVtaCFl6+wXV/0xsEQYBCoYDBYOh2vKCgAGq1GhUVFd2+t6ysDKWlpcEqjQgAcNMZk7ptUvviV3yGVs4CvttoMpkAdE4oNZlM0Gq1yMvLQ0FBAQDv+JZWq0VOTk6P8+12OywWC6qqqqDRaFBVVYUVK1b4nXlPFIjkhFjcea4Wj3+8DQCw9OudKDhXh/QTgUbyovBE8FKTvqkSvU2loOjT0NSK+f/zKY40eXfWfsA4DQ8Yp0tcVfQK5DPK9bwoqqQmxuG2+Z1jXy99VYPDx1slrIiGiuFFUef2+VOQmuAdMTnS1IaXV/HOoxwxvCjqpCfF4fZzOntfL66sweFj7H3JDcOLotLt50xBaqK399XQ3MY7jzLE8KKolD4iDovO7Zx1/9KqHRCOcd6XnDC8KGrdNn8y0kd4p0kcbW5D6Ur2vuSE4UVRKzUxDgXndfa+Xlm1g7PuZYThRVHtlrMni7PuG1vaUfIle19ywfCiqJaSEIuC8zpX2331mx04dLRZwopooBheFPV+cdYkqJPjAXifeWTvSx4YXhT1khNicVeX9b5e/WYH1/uSAYYXEYCbz5yEUSne3ldTawf3eZQBhhcRgKT4WNxzQec+j69/txO76o5JWBH1h+FFdMJNZ2YhU+Xdaai13YMnbd9LXBH1heFFdEJCrBL3G6eJ7XfW7Ma2fQ0SVkR9YXgRdXHd3ExMzUgBAHg8wBOfbJO4IuoNw4uoi1hlDH57SefihJWb98NRWy9hRdQbhhfRSS7NHovZE9LF9uMfbUMELzgsWwwvopMoFAo8dOkMsf2Ny42vth+SsCLyh+FF5Mc500bhbF3nju1F7H2FHYYXUS8KL+vsfW3YfRj/3bhPwmroZAwvol7MmajCpdljxHbRR1vR0tYhYUXUFcOLqA8PXXoKlDEKAMAO9zG89u1OiSsiH4YXUR+mZqTihtyJYvupT3/gZh1hguFF1I8HjNORHK8EAAjHWvH0Zz9IXBEBDC+ifo1OTcA9F3Y+tL30652odfOhbakxvIgG4I5zpmB8eiIAoKW9A9aPtkpcETG8iAYgMU6Jhy47RWwv37AX9p11ElZEDC+iAbp6diZmZXY+NvTo8i2cuCohhhfRAMXEKPD7K08V22tqBSzfsFfCiqIbw4toEM7UapA3s3PiqvWjrWhqbZewoujF8CIapMWXz0DsiYmru+qOc7chiTC8iAZJOzoFvzhrsth+5rPtXO9eAgwvoiF4IG8aRqUkAACa2zrw6PLNElcUfRheREOQlhiHh6/oXHXi40378cX3ByWsKPowvIiG6Nq5mciZNFJs//n9TWhu4+D9cGF4EQ2RQqHAn6/Oxomxe7gONeLFr2qkLSqKMLyIApA9Ph03nzlJbP/viu3Ye/i4hBVFD4YXUYAezDsFmuR4AMDx1nY8unyLxBVFB4YXUYDSk+Jg6bJk9PL1e7GKG3aEHMOLKAjyDRMwZ6JKbD/8zgbOvA8xhhdREMTEKPDoNaeJS0bvdB/Dk7bvJa4qsjG8iILktMx03HnOFLH9wsoabNx9WMKKIhvDiyiIHjBOxyRNEgCgvcMDy1vr0dbOHYdCgeFFFEQj4pVYcu0ssb1pzxG8wLlfIcHwIgqys6eOwoKcCWL7ycrvUXOoUcKKIhPDiygEfn/FzG4Pbi9+ez1XXQ0yhhdRCKQnxeEvV2eL7W9ddVhWtUvCiiIPw4soRC4/bSwu6bLq6mPLt3DdryBieBGFiEKhwF+uPg2pibEAgIbmNjxYtg7tHbx8DAaGF1EIjU1PxF+vPk1sr95Rh+e/cEpYUeRgeBGF2DVzM/HT2ePF9pOV32PDj5y8GiiGF9Ew+Os1p4k7brd1eHD/sjU43sJnHwPB8CIaBukj4vD3BXOg8C1ceLARj33Ide8DwfAiGiZn6TQoOE8rtl/7thYrtuyXsCJ5C4vwcjgcPY4JggCXi/vhUWR5MO8UzByXJrYLK9bjQEOThBXJV2ywXshisQAANBoNnE4nLBYLtFptP2d5XXzxxRAEAXq9HoA3uADAbrcHqzyisBAfG4OnbpyDK5/6Cs1tHXA3tuC+N9bg9TvPQKwyLPoSshGU/1sGgwG5ubmwWq0oLCyE1WpFXl7egHtOarUaKpUKDocDgiAgPz8fdrsdKpUqGOURhZWpGan4w09miu3vaurw+CfbJKxIngIOr5KSEjFwfFQqFfLz82E2mwf0Gnq9HvX19fB4PHA6nbBarQwuimg3n5GFq+d0Tp8o/sKFjzbuk7Ai+Qk4vMrLy8XLva5yc3Nhs9nES0Ai6qRQKLDkulmYPiZFPPZQ+TquPjEIAYeXzWaDWq3ucdw33mWz2QL9EUQRKSk+Fs/dbEBKQufjQ3e/ZsexljaJK5OHgAbsB9KrqqurG9Br+S4/3W43XC4XFi9e7LdH5092drbf406nEzqdbkCvQSQF3egUPJ5/Ou5+3XvHfeu+Bvz+nY34x4LZUPgmhZFfAYWXL5j6Gp8aSMAJgoAFCxaIr+NyuaDT6VBZWQmj0RhIiURh7/JZ47Do3CkoXeldcfWdNbsxN0uFX5w1WdrCwlzQpkr0xu129/s9lZWV3dparRZGoxFmsxlOZ/8PsW7atMnv8d56ZEThxnLZDKz78TBW13g7BH96fxMyVSNw8alj+jkzegU05uVvrMvH1yvTaDRDem2tVguXy8WJqhQVYpUxePrGuRib5n3+scMD/PKNNVi3S5C2sDAWUHj5LvP8XRr6jvU3UTUvLw8Gg6HXr/NuJUWLjLREvHxbrjiAf7y1HXcsrUKtmwsY+hPw3Uaj0ei3d+TrefU3ZlVdXe03oHznD3TQnigSnDouDc/drEfsic1rDx1twa0vr0Z9Y4vElYWfgMPLZDKhurq6x3G73Q69Xt/vZNOCggK/41o2m42D9RSVzp02Gv9z/eli23WoEXe+Wo2mVi6h01XA4VVQUAC1Wo2KigrxmCAIKCsrQ2lpabdjCoWixyWi2WzuMRO/qKgIgHcCLFE0yjdMwG/ypott+856PPDmWm5g20VQ7jba7XZYLBZUVVVBo9GgqqoKK1as6HbJp1KpoNVqkZOT0+1crVYLi8UiBlhdXR3UajVqamr4iBBFtfsumoo9wnG8eWLXoY827cNvy9fh7wvmQBnDOWAKTwRvJuebKtHbVAqicNfa3oFFr1bj820HxWPX6TPxeP7siAiwQD6jXIODKIzFKWPw3E0GnK3rnHL0tmM3fvfWenRE+S5EDC+iMDciXokXb8nFmdrOeZXl9h/x8DsbojrAGF5EMjAiXomXbs3FvCmdAfZm1S784b2NURtgDC8imUiKj8XLt+Yid/JI8dgb39XiN2Vro3IaBcOLSEaSE2Lx8m3zoM9SicfeXbsHN73wHdxHm6UrTAIMLyKZSUmIxdLb53UbxLfvrMc1z67CD/sbJKxseDG8iGQoNTEOS2+fhxtyJ4rHdtUdx3XPfo0vvj/Yx5mRg+FFJFNxyhgsuW4WHr5ihriZbUNzG25/pQovr6pBBE/hBMDwIpI1hUKBgvN0eP5mA0bEKQEA7R0e/PmDzTD/fzuEY5H7QDfDiygCXJo9FuV3nSWuBwYAn2zej8v/tRLfufpfEFSOGF5EEeK0zHR8cN85OHfaKPHY3sNNuLH0WzxZ+X3EPdTN8CKKIKNTE7D0tnlYfPkMcU2wDg/wrxU/4IaSb7F13xGJKwwehhdRhImJUcB8vg5v3X02stRJ4vHqnfW44l8rsfjt9TjQ0CRhhcHB8CKKULMnqrD8V+d025m7wwP8e/UuXPj453j60x9kPTOf4UUUwVIT4/DPhXPwwi9yoB2dLB5vbGnHE598jwuf+Byvf7dTliHG9byIokRrewfe+K4W/7R9j/pjrd2+NiolHrfNn4Kbz5iE9KS4YaspkM8ow4soyhw+3opnPtuOV1btQMtJdyCT45W4cV4Wbjl7MiZ2GS8LFYZXLxheRL3bVXcMpStdWFa1C81tPadRzByXBuPMMbhk5hhkj0+DQhH8lVsZXr1geBH1z320GUu/2YlXv9kB4aTLSZ9x6Ym4aEYGcieroc8aiYnqEUEJM4ZXLxheRAN3rKUNZVW78Oq3O+E62Njn945KiceciSOhn6TCZE0yMlITkJGaiIy0BCSeeExpIBhevWB4EQ3N9gNHYduyH5Wb98NRW4/BpERqQixGpyUg79QxWHzFqX1+byCf0aBsfUZEkWVqRgqmZqTgrvN1OHS0GZ9uOYBva9xYWyvAdajvXllDcxsaDrbh0MTQPhTO8CKiPo1KScCC3IlYcGLtsPrGFqzdJcBRW48Nuw9j3+EmHDraDHdjS7ceWkZaQkjrYngR0aCMTI7HhTMycOGMjG7HW9s74D7aggMNTThwpDnkUy0YXkQUFHHKGIxNT8TY9MT+vzkI+HgQEckSw4uIZInhRUSyxPAiIllieBGRLDG8iEiWIvrxoNTUVLS2tkKn00ldChH54XQ6ERcXh4aGwe/0HdE9r+TkZMTFDd/CauHI6XTC6XRKXQYNULS9X3FxcUhOTu7/G/2I6J4X8eF0ueH7NXAR3fMiosjF8CIiWWJ4EZEsMbyISJYYXkQkS7zbSESyxJ4XEckSw4uIZInhRUSyxPAiIllieBGRLDG8iEiWGF5EJEsMLyKSJe7bKGMWiwUAoNFo4HQ6YbFYoNVqB3Suy+WC1WoFAFRXV0OtVsNqtUKv14es3mgXyPt1MofDgeLiYhQXFwezRHnxkCzp9XpPeXm52K6vr/dotVqP0+ns91yn0+kxGo3djhUWFnoAeCorK4NeKwX2fvmj1Wo9+fn5wSpPlnjZKEMlJSUQBAH5+fniMZVKhfz8fJjN5n7Pt1gsPf5iW61WqFQqmEymoNcb7QJ9v05WVFQUzPJki+ElQ+Xl5X4v73Jzc2Gz2SAIQp/n22w26HS6Ht9nNBohCAJcLlcQq6VA36+uHA4HVCoVVCpV8AqUKYaXDNlsNqjV6h7HfeMnNputz/ONRiO0Wm2vH4DBfJiof4G+X10tW7YMBQUFQatNzjhgLzMDCZa6uro+v15eXu73uMPhAAAO2gdRMN4vn6KioiFdZkYq9rxkxveL3tdlw1B6Tg6Ho9sdSAqOYL1fLpcLKpVqyHcnIxHDKwK53e5Bn2MymZCfn4/CwsIQVER9Gcj7VVxczMvFkzC8ZMbf2ImP76+8RqMZ1GuazWZotdpeLydp6ILxfpWUlPBy0Q+Gl8z4Lj/8XWr4jg3m0qKkpAR1dXWorKwMQnV0skDfL5fLBUEQeLnoBwfsZchoNPqdzuD7S240Ggf0OhUVFXA6nd16XL7X5YcleAJ5v1wuF6qqqnrMv/ONUZpMJmi12ugcq5R6liwNXnFxsUelUvU4XlBQ4NHr9QN6Dbvd7iksLOxx3Gq1eurr6wMtkboIxvt1MpVKFfUz7LkBh0zpdDpYrVZx1rYgCJgyZQpWrFghTnUQBAEjR46EXq+H3W4Xz3W5XMjLy/P7F99ms8HpdA7PPyKKBPJ++aNQKGA0GqP6cp+XjTJlt9thsVhQVVUFjUaDqqqqbh8EAOKt9ZycnG7n5uXlweVyoaSkpMfrco5XaATyfnVlNpvFS1CbzQaTyYTc3NyovEvMnhcRyRLvNhKRLDG8iEiWGF5EJEsMLyKSJYYXEckSw4uIZInhRUSyxPAiIllieBGRLDG8iEiWGF5EJEsMLyKSJYYXEckSw4uIZInhRUSyxMUISRKCIIiLIVZVVaG0tBQulwvLli0DAOTm5oqrjhL5w8UISRJmsxnFxcUAvDtBV1VViSuCms3moC9H7XA4uEpshGHPi4ZdSUkJLBaL2FapVKioqEBpaSkA7646Xb/u43A4YLFYYLPZUFBQ0G1bMd9u370FlMlkQnl5OQMsgjC8aNjl5OR021rNbrdDr9eLYdTb5rd6vR4mkwkul0vstfkUFRXh4osvRn19vd9zualI5OGAPQ27k3s/ZWVlWLhw4YDOrays9LvrkUql8ruxK0UuhhdJymazQRCEboPzgiD0GkQ2mw15eXndjgmCAKvV2qM3JggCioqKYDabUVFREfTaSVoMLxpWgiAgLy8PNpsNAFBcXCxu+eWzZMkS8RKyK5fLJY5vlZSUoKSkBGazGYsWLUJ5eTkKCgq6fb/FYkFhYSHy8vKwZMmSkP67aPhxzIuGlc1mg81mg9VqhSAIUKvVPb6em5vb67larbbbHoWCIGDRokUoLi7u1vPy9cYA71SMvvZCJHniVAkaVoIgwGKxQKfTAQAKCwtRUVGByspKGAwGqNXqXud3mUwmqNXqHpeHLpcLOp2u1/Ewg8EAs9nco2dG8sbwItkYOXIkSktLe4SbbxzMd9fyZAqFAk6ns9ulKckfw4tkwde7qq+v7zYeJggCDAYDjEZjjx4Z4J0b1tcUCpIvjnlR2CspKRGDqevAe9fJqb1datpsNr+XkiR/7HlRRON4V+RieFHEMRgMsFqtUKvVvGSMYLxspIiTk5MDh8MBp9OJmpoaqcuhEGHPi4hkiTPsiUiWGF5EJEsMLyKSJYYXEckSw4uIZInhRUSyxPAiIllieBGRLDG8iEiWGF5EJEsMLyKSJYYXEckSw4uIZOn/ANhrmeBRRNy8AAAAAElFTkSuQmCC",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -219,21 +225,23 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/JAM20-SIDIS_FF_pion_nlo/JAM20-SIDIS_FF_pion_nlo_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/JAM20-SIDIS_FF_pion_nlo/JAM20-SIDIS_FF_pion_nlo_0000.dat\n",
       "JAM20-SIDIS_FF_pion_nlo PDF set, member #0, version 2; LHAPDF ID = 2052000\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/NNFF10_PIm_nlo/NNFF10_PIm_nlo_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/NNFF10_PIm_nlo/NNFF10_PIm_nlo_0000.dat\n",
       "NNFF10_PIm_nlo PDF set, member #0, version 1; LHAPDF ID = 2000600\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/NNFF10_PIp_nlo/NNFF10_PIp_nlo_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/NNFF10_PIp_nlo/NNFF10_PIp_nlo_0000.dat\n",
       "NNFF10_PIp_nlo PDF set, member #0, version 1; LHAPDF ID = 2000800\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/MAPFF10NLOPIp/MAPFF10NLOPIp_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/MAPFF10NLOPIp/MAPFF10NLOPIp_0000.dat\n",
       "MAPFF10NLOPIp PDF set, member #0, version 2; LHAPDF ID = 2020000\n",
-      "LHAPDF 6.5.4 loading /home/whit/stow/lhapdf/pdfs/MAPFF10NLOPIm/MAPFF10NLOPIm_0000.dat\n",
+      "LHAPDF 6.5.4 loading /home/whit/share/LHAPDF/MAPFF10NLOPIm/MAPFF10NLOPIm_0000.dat\n",
       "MAPFF10NLOPIm PDF set, member #0, version 2; LHAPDF ID = 2020250\n"
      ]
     }
@@ -334,11 +342,13 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 600x600 with 1 Axes>"
       ]
@@ -348,7 +358,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 600x600 with 1 Axes>"
       ]
@@ -444,7 +454,8 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "tags": []
+    "tags": [],
+    "toc-hr-collapsed": true
    },
    "source": [
     "# Formalism"
@@ -596,7 +607,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -606,7 +617,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -616,7 +627,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -626,7 +637,7 @@
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 300x300 with 1 Axes>"
       ]
@@ -754,14 +765,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 450x450 with 1 Axes>"
       ]
@@ -806,14 +817,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 450x450 with 1 Axes>"
       ]
@@ -858,14 +869,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAG0CAYAAAACS0FfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAABcSAAAXEgFnn9JSAABErUlEQVR4nO3deXQb530v/C/AneAyBCRSu6WBHG22ZQOSl3iNBaZOnD2AnDRp09tUQN70vW3e3lYoe9vT2/b2qmDS3ua6G6ikTdObuBaQOm2duA6g2G7sxA5J2LJFW7KF0S6RkggON3EF5v1DmiEggBRJgBgA/H7O0TmDwQD8cQTOF88zzzxjUBRFARERUZ4Y9S6AiIiWFwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKKwUNERHnF4CEiorwq17uAXFi1ahVGR0exYcMGvUshIip5Z86cgclkQm9v76JeXxItntHRUUxNTeldBhHRsjA1NYXR0dFFv74kWjxqS6enp0fnSoiISt+OHTuyen1JtHiIiKh4MHiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKqJIZT08IpigJFUfQug4h0ZjAYYDAY8vozGTzLhKIoGB4extDQEK5evYp4PK53SURUICorK1FfXw+LxYKysrIl/3kMnmUgkUigt7cXg4ODepdCRAVocnIS/f392tRjSx0+DJ5lYHBwUAsds9mM+vp6VFVV5b15TUSFJ5FIYHR0FH19fRgfH0d/fz+am5uX9GcyeJaBgYEBAEBzczMsFovO1RBRITEajWhsbAQAXLhwAcPDwwyepTaVmMLQxBAGJwdRYajA+ob1epeUU4qiYGJiAgDQ0NCgczVEVKhMJhOAa91uiqIsaY/Isg+ep37+v/HV4/8EAHik4VY8+cl/0bmi3EoeuZaPk4ZEVJyMxpmra5Y6eJb9dTxj505qy5f6T+tYCRHR8rDsgyeeqNOWh8F7+hARLbVlHzwNtTMn0UYNCR0rISJaHpb9OZ6mutVA/7XlkWUfw7RQ4XAYPp8P4XAYbrcbgiAAAGRZhiRJ8Pl8sNls+hZJVGCWffBYGtdpy5NGA8Ynr6K6slbHiqiYOBwOSJIESZLg9/tTnpMkCXa7Hd3d3RBFUacKiQrPsv+O32LZkPI4NnxOp0qoWIVCITgcjrT1oihi79698Hg8OlQ1f5FIBOFwWO8yKEfC4XDB/3/mNXgikUjaOrVLQi9myxrUJGbO7fRdOaNbLVScwuEwWltbMz5ntVrR1dWV54rmLxwOY8+ePWktMoPBALvdPq/3UCeZTP7X1NSE1tZWdHR0pGwbiURgtVoX9C+XB9GmpiYYDIZ5fRnwer2zTqA52+9st9vR3t4+5/t2dHTAbrejqalp1tdks5927doFl8tV0OGTk6625G4GNUi8Xm/at8A9e/ZAlmWtz1uWZQBAd3d3LspYlPqaKtQnFIxdj+C+AbZ4lpv29naEQiHtD9XhcEAQBO3zCQAejwdOpzPttZIkQZbljC0eAIhGozCbzUtSd7ZkWUZraysCgUDWXYE2mw2BQEB7LEkSAoEAPB4PAoEAQqEQAEAQhIwH/QMHDkCWZfh8vrTnlqKb8tChQ2ldozcKBoNzPp/pd45EIjhw4AD8fj+6u7u1c36q1tZWhMNhOJ1OeDweRKNRRCIReL1e9Pf3a79/NvtJEAQcPHgQLpcLJ0+eTKuhIChZGhgYUNxud8q6QCCgAFACgUDKelEUFUEQFACKKIrK/v37lYGBgWxLULZv365s37590a//qH+7ctu3blNu+9Ztyv/90Z9lXU8hicfjyttvv628/fbbSjwe17ucggZAcTgcaeuj0agCQHE6nWnP+f1+RRTFWd9TFMWMrysEDodDsdlsGZ8DMOtzC9lWPRb4fL4530MURSUHh6ObEgRBsdlsGY9Pybq7u7XPQ6a65vqdo9Go9nOS+f3+WX9uNBpVuru7b1r/QvaTw+HI+HmezUKOFdkec7Puauvo6EBHR0fKtwP129+BAwdStrXZbBgYGICiKIhGo/D5fAWRxjVJu0G+eknHSkgvajdwpi4zURThcDgQDAbTuoVnO7+jvqc6sq3QSJKEcDiMtra2Jf05TqcToijetHWRjXA4nNalNxf1/3Oumvx+P2w226JaW+q5vUgkktJqVluWmVrOoijmfPSj1+tFOBzOeIpDb1kHj81mgyAIKQFSCGGyELVKhbY8OB7TsRLSS3I3WyaxWObPRTgcnvVcyL59++Dz+QpyRJt60M10EMw1m822pOdxZVlOOcDPh3oOZLbXdXR04Iknnsi+uCSxWCyv57PVLuOlDP3Fyjp4HA4HBgYGUv5g1dZPoY/mUVUrVdryyMSQjpWQXp5++mkAyPitMxKJIBKJwOFwpITIbOd31HMnTzzxBPbv37+0hS9SOBzO2/VFkUik4MLX7XYDuHau50bq8UvdZqEkSUJHR4d24FepQeZyuRYclIvlcDgy/o56y/l1POFwGF6vF36/P+N/XEdHB2RZRn9/PyRJQltb27z/AHbs2JFxfTQahdVqXXTNNYYaACMAgJHp4UW/T7FSFAXDU8X1e9dX1Od0EkM1WG4kSRJcLhecTmfKieT29nYtrJK/UaoHFL/fX3AH22SRSGTRB9aFULsnC7G70el0ZjxO+f3+tNDIRJZlrRsrFotBlmV0dnaivb09Y/fi/v37EQqFEAwGEQwGYbPZ4HA48MQTTyzZl4Ddu3cjGAxCluWC6onKWfCo1wJ0dnbCZrNh165dadvIsoy9e/dqO0CSJFit1jn7yfOhuqwOwGUAwNXEVd3q0Mvw1DDuf+p+vctYkFc++woaKnNzm4fkYafqsFb1i5HZbEYgEEg7MOzfv79gWzM3ox4s5ztcer7UbiR1ZGsoFNK++RfivvJ4PGhtbYUkSdqXBFmWEQ6HU75kzEa9QDiZIAjw+Xyz/r7qPvH7/VpLur29HW63e0m6xNTfq6urS9dj7I1yFjw2m0374wwGg7Db7QgEAil9yOqQSpV6kk8dVngzPT09GdfP1hKar9ryem15VJnI6r2o+Kify+RWiizL2LdvX8pBqVSo56ty+Xup150ks9lss/Z8FILkcyBqi0wdpDCfc182my3lUhCXy4VgMHjT39ftdsPtdmshd+DAAe3n5jp8kqdwKiRLcgGp0+mEIAjz6ssURVGbckQvdZUz11lcNXCG6uUmHA5DEISUA7EgCAgEAtqBoZQsxUFIFEUoipLyr7u7O6eh4/F4Ml44uW/fPhw4cCDjcy6Xa8733Lt3b8qIuKeffnrRNavhtW/fvnltLwgCnE4nuru7YbPZtNMQuaReQzbb4Bi9ZN3iUZvtN3ZF7Nq1S5u6wel0orW1FbFYbNaLRfVM5Ppqi3qKB6OGuG516KW+oh6vfPYVvctYkPqK+ptvNE+RSCTjN1z1M6nnlyKaMVtrQD2PtJjuPI/Hg46ODkQiEQiCgEgksujzUaIowu12a++3kPM2Ho8HHo9nybrECu0i5qyDR+3jHBgYmPPkVVdXV8ZfXk1iPWfwbTC1aMEzYlTm3rgEGQyGnJ0vKTbq+Z1M1++ozxXaH222CrX7RQ/qtTp+vx9WqxWCIGR14Pf5fDh06BD27du3qBlZct2tqx5fC2lgAZCDrja1uXjjL6bOT6X+J7rd7oznccLhsO4nvcyNa7TlUaMB04lpHauhfFJPIu/duzftuc7OTgBIOXdRiBfjLZR6cCu07he9eDweHDp0KKtuNpUgCGhra0MkEkmbcqe1tXXW+Sq9Xi9EUcx58Kit9UL78pR1iydTs1Qdvuf3+7VAUpuSyc1ldQTRfEaQLKUVwvqUx8NX+9FU16JTNZQvkiTNeY3DjSfL1QsO1f747u5u2O12rVsZuBZWgUAA7e3t2nmiTPfkkWVZOy+hDnVNPujd+Hx/fz88Hk/agcnr9Wp1ms3meZ0UV9/jZt/I1ZPfmVpG8xluXCzcbje8Xi8ikUhOjkX79++H3+/Hvn37Uv4/1FFw6uwFFosF0WhU+wwuxXFQHThTaPeEyjp43G43wuFwysWi6lDK5JaMKIrwer3adrFYDGazuSAmsWtesR5lioL49etCrshnGDwlzuv1Api5SFA9yCcf/N1uN7q7u7XrddRwUA/ELpcLLpcrZfhsU1MTXC6XdhBRAyT5oCLLsjbqUz0guFwu7Werz4dCIYiiiEgkArvdnnZBtvplzmazaZNTzncmApvNdtNZsyVJmnXW7RtHrBYzdQg0kLuuLp/PB5fLhfb2du2zEY1GEQwG4ff7tfNS6vQ6SzV92GzXp+lu0bO8FZBsJ6wbHZ9UHvzmNm2i0P888r0cVqcvThKae9FoVBkYGFB8Pl/aRJAAUiZ7dLvdyv79+1O2cTqd2sSh0WhU2b9/v+L3+1Nekzzxbnd3tyIIQlod6iSffr9/wZPtqhNW5mKSXr0FAoGbTkK6HA0MDMxrglZVUU0SWgpqKsthShrMdmXwgn7FUMETRRGCIKCzszNlPi91ZFRyt0Y4HMbu3btTXh8Oh2E2m7XRT21tbSktrUOHDqUMA57tPKjP54MkSfB4PNi0adOCRt+pP28hk2sWqhvniqRr1P/bQryOisGDa6O6TImZXREb4QzVdHM3BkI4HE6ZsUO9Ps3pdKacVFZPJrvd7rSBOeqEl8ldPqFQCK2trSmTYardNAMDA9o9f252/5gb+Xw+7f4uxczhcBTkwVVvBw4cKJg7ANyIwXNdTaJMW5avXtGxEioG6gShya2bzs7OlHMiycGUPKjG4XCkjW5Szznd+O1dnYpKFMWUgRCtra3aORr1ZPVC+/L379+vnXul0qIORCnEqYqAJZgktFjVoBLAOABgaGJA32Ko4KktmRvXJY/ydDgcCIVCaG9vT1kfCATg9XohSZJ2p9Pk++KoI+HsdjvMZjN8Ph9CoZB2nQlwLahkWda6U3bv3r2okUuHDx+G3W5HR0cHWw0lIhgMIhwO63pn55sxKIpS9FdMqnO1zTaX23z8xt8+iBdqZQDAB3EL/vwLz+aiNN0lEgkcP34cALBlyxYYjWzkElG6hRwrsj3m8ih0XY2xVlsejY/qWAkRUWlj8FxXU5Y0Q3ViTMdKiIhKG4PnutoKQVu+ikn9CiEiKnEMnuvqqmbmMhpF6czVlnyXznh8+c28TUTzk0gktOVc3t03EwbPdfW1K7XlUWNiji2Li8FgQFVVFQBgaGhI52qIqFCNjl47t11ZWbnkwcPh1NcJdauA66Ooh42AoihLvvPzpampCb29vbh06RKmp6dRX1+Pqqqqkvn9iGjxEokERkdH0dfXBwCor8/dva5mw+C5ztK4Fjh7bTluMODq1ChMlXX6FpUjjY2NGB8fhyzLiMVinA6fiDKqrq6GxWJZ8p/DrrbrVpo3pjyWh8/rU8gSMBqNWLVqFdauXYuGhgaUlZXd/EVEtGxUVlbCYrFgw4YNeTk+sMVznWBuQV0igZHrF01djp3FWssWnavKHYPBgIaGBjQ0XLvTqKIoKIFrh4koSwaDIe/d7gye6xpNNaiLKxi53gbsGyydFk8menzYiIgAdrVpKsuNMCVmDsRXBi/qWA0RUeli8CSpTbo1wsDVyzpWQkRUuhg8SWqUCm15cIwzVBMRLQUGT5JqpUpbHpkY1LESIqLSxeBJUm2o0ZZHpod1rISIqHQxeJLUGE3a8mjiqo6VEBGVLgZPkpryRm15VJnQsRIiotLF4ElSW9mkLY9iSsdKiIhKF4MnSV3NzBxFVw28hQAR0VJg8CRpMLVoy8NGTidDRLQUGDxJzPVrtOVxowGTcd6JlIgo1xg8SVYI61MeD43161QJEVHpYvAkMZvXoiJpxmZ58JyO1RARlSYGT5LGRgGN8ZnbXvcNnNWxGiKi0pST2yJIkgS/3w8AkGUZkiTB6/XC4XCkbev1egEAFosF0WgUXq8Xoijmooys1ddUwpQArlx/fEnmDNVERLmWdfDIsgyfz6cFDwAEg0G0trYiEAjA6XRq6+12O9ra2rR1sizDbrcjFAoVRPiUGQ0wJc1QHRvp07EaIqLSlHVXW0dHBzo6OhAMBrV1akvnwIEDKdvJspwSRIIgwOl0wuPxZFtGztQkZm77OnD1yhxbEhHRYmQdPDabDYIgQBAEbV3ysioQCMBms6Wt3717N8LhMGRZzraUnKhWKrXl4QlZv0KIiEpU1sHjcDgwMDCQcj5Hbf0kt2TC4TDMZnPa69UutnA4nG0pOVGNam15eGpIx0qIiEpTTgYXJAuHw/B6vfD7/XC73QAwr9ZMLBa76TY7duzIuD4ajcJqtS6oztlUG2sByACAkenRnLwnERHNyFnwRCIRhMNhdHZ2wmazYdeuXdpzaqhk6oJTFUxXW1m9tjyqjOlYCRFRacpZ8NhsNu0cTjAYhN1uTxvVNpf+/pvPEtDT05Nx/WwtocUwlQva8jA4ZQ4RUa4tyQWkTqcTgiDA5XJBluWM53ZUamvIYrHMuk0+NVY3a8uyYVrHSoiISlPWwROJRBCJRNLWq11t4XBY62LL1J2mriuE63gAQKi7RVuWjQlMJxg+RES5lHVXm91uBwAMDAzMeQ7H4XBAkqS09WqLJ9MsB3pYadkCXB/noBgM6L96GS11q/UtioiohGTd4lEvAr0xdLq6ugDMBIrL5dLWJevu7tauBSoEK1dZUZ80X9ul2Hs6VkNEVHqyDh6fz4fW1taUdcFgELIsw+/3a4HidrthNptTZjiQZRmHDh3CwYMHsy0jZ1ZaVmBFUvCcu/KujtUQEZWerLva3G43wuFwysWikiQhFAqldZ91d3fD6/Wis7MTFosFnZ2dOHz4cMYZDfRiqatC47QRuD6Bwdkr6d2DRES0eDkZTu1wOOZ1jkYQhJTJRAtReZkRpkQlgGuDCnqHzutbEBFRieH9eDIwKSZt+crYZR0rISIqPQyeDGqNgrYcmx7UrxAiohLE4MmgrnLmItKBBKfNISLKJQZPBkLtOm15wDilYyVERKWHwZOBRZiZRWHYCEzEJ3SshoiotDB4MmhZuSXl8eWRizpVQkRUehg8GaxoEWGOx7XHff3HdKyGiKi0MHgyaDYLsEwr2uOzl0/oWA0RUWlh8GTQVFuJhuky7fG5/pM6VkNEVFoYPBkYjQaYElXa4z6e4yEiyhkGzyxqUactXxm/omMlRESlhcEzC1PZzF1TB6aHdKyEiKi0MHhmUZ88e4EyrmMlRESlhcEzC6Fug7Y8YIzPsSURES0Eg2cWFmGztjxmBEanRnWshoiodDB4ZrGqeQvKlJlrefoGz+pYDRFR6WDwzMLSsgErOHsBEVHOMXhm0dxUj6bpmcdnL7+nXzFERCWEwTOLhupy1Mdn7gx+fuCMjtUQEZUOBs8sDAYDTIlq7XHfSK+O1RARlQ4Gzxxq0aAt90/GdKyEiKh0MHjmYCpPmr0gPqxjJUREpYPBM4f6qlXa8gB4F1Iiolxg8Myhqe4WbXnAGIeSdF0PEREtDoNnDs3mW7XlKYMBgxODOlZDRFQaGDxzaG55H6oSCe1x3yBvCEdElC0GzxwszWuxMj4TPL2Xj+tYDRFRachb8EQikbR1sixDkqR8lbBgLUItGqcN2uMzV6I6VkNEVBrKb77J3CRJgs/nAwB0dXXBbDbD5/PBZrOlbLdnzx7Isqytl2UZANDd3Z1tCUumtrIcdfEKANdaPRdlzl5ARJStrFo8kiTB4/HA7/fD7/eju7sbNpsNdrsd4XA4ZVuz2QxBEBCJRCDLMpxOJ7q7uyEIQjYlLLk6pUZbvnS1T8dKiIhKQ1bB4/V64ff7U9b5fD4IggCXy5Wy3mazYWBgAIqiIBqNatsVutTZCwZ0rISIqDRkFTzhcBhWq1XrNlM5HI6CP38zX6aKFdpyf4I3gyMiylZWweNwOCCK4qwtlxsDqRg1Va/Tli8ZOHsBEVG2shpcEAgEMq5XR7DdOMCgo6MDsiyjv78fkiShra0tbZtCs1LYAsjPAQBGjcDgxCAaqxp1roqIqHhlPartRpFIJGWkm0qWZezdu1drHUmSBKvVilAoBIfDMa/33rFjR8b10WgUVqs1q7pnY2m+AzWxBMaM1xqH5wZOoHGVfUl+FhHRcpDz63hcLhecTif279+fsj4UCqV0yYmiCIfDAY/Hk+sScqp5nRVrp2ZugX2u74iO1RARFb+ctng8Hg9EUZy1C+5GoigiHA5DkiSIonjT7Xt6ejKun60llAsbVtbDMm3Eiaprj9/r7cEv7FyyH0dEVPJy1uLp6OhALBZDKBRKe661tRV2++zdU4U8CKGhugJ107Xa41PyKf2KISIqATkJnmAwiGg0mtLSkSRJG07d1dWVMVxisWt39Sz0AQZ1mLkh3MXxSzpWQkRU/LIOnkgkgs7OzrTBBMFgEGbztQO22+1GNJo+z1k4HJ73wAI91Ves1Zb7eCdSIqKsZHWOR5IkuFyujIMEwuGwNsDA4/FoU+uo2tvbAcw+JLuQmOs3A/EuAMBlYxxTiSlUGCt0roqIqDhlFTytra2QJAkdHR1pzyV3n4miCK/Xq4VTLBaD2WzGyZMni2LanJaWO2E4/xQUgwEJA9A7chHrGzboXRYRUVHKKngydZ/NRhTFtHndikXz2u1oPhNHX/m13XX20lsMHiKiReKN4OZh7aoWrJpStMen+t7UsRoiouLG4JmH1Y3VaJyq1B5Ll9/VsRoiouLG4JmH8jIj6hIzt0c4O3JBx2qIiIobg2ee6sqateXeqZiOlRARFTcGzzzVV2/UlnsxDkVRZt+YiIhmxeCZp+am7dryVSMwNDmkYzVERMWLwTNPLWt2ojaR0B6fi53QsRoiouLF4Jmn5rWpt0c4e+kN/YohIipiDJ552rCiHpapmd11ovcdHashIipeDJ55aqytQF08+fYIJ3WshoioeDF4FsCkNGnLF3h7BCKiRWHwLEB9ZdLtERK8PQIR0WIweBagqf5WbfmK4drtEYiIaGEYPAuwauVOGK5fOKreHoGIiBaGwbMAK9ZtR0s8eUg1Z6kmIlooBs8C3Hh7hJN9b+lYDRFRcWLwLMAaoSb19ghXeHsEIqKFYvAsQEWZEaak2yOcG+btEYiIForBs0Am48ztES7w9ghERAvG4Fkgc42oLZ8zjGM6Ma1jNURExYfBs0ArzTYYrw+pnjYAZ4fO6FwREVFxYfAsUOO6ndgwNdPKifZ261gNEVHxYfAs0MYN67EuacKC4xc69SuGiKgIMXgWaNMKExomTNrjY5eP6VgNEVHxYfAsUFV5GWqVVdrjk2O9OlZDRFR8GDyL0FizRVs+hzFMxTlZKBHRfDF4FmHlyrtRfn1kW9wAnB46pW9BRERFhMGzCJaNd6aMbDtxsUvHaoiIiguDZxHE9WuxdnLm8bsc2UZENG/l2b6BJEnw+XwAgK6uLpjNZvh8PthstrRtvV4vAMBisSAajcLr9UIUxbTtCt1GiwkNk3UAJgAA71w5rm9BRERFJKvgkSQJHo8HoVBIW+f1emG32xEKheBwOLT1drsdbW1tcDqdAABZlrXtii18KsuNqFVWAzgFADg1fknXeoiIiklWXW1erxd+vz9lnc/ngyAIcLlc2rqOjg7IsqyFDgAIggCn0wmPx5NNCbppqNmqLV/AOCbjk3NsTUREqqyCJxwOw2q1QpbllPUOhwOyLEOSJABAIBDI2PW2e/duhMPhtNcXg5XNu1GRdBvsk4Mnda6IiKg4ZBU8DocDoihCEISMz6uBEg6HYTab055Xu9jC4XA2Zehi5aa7sHFq5vqdExde07EaIqLikVXwBAIBRKPRtPWRSAQAYLPZ5tWaicWK77424rpVWDM5s/vevcDJQomI5iPrUW03ikQiKSPd1FCZrVUEYN5dbTt27Mi4PhqNwmq1LqjObN1iMaF+og6oGwcAHOvnbbCJiOYj59fxuFwuOJ1O7N+/f96v6e/vz3UZS66izAgT1miPT01c1rEaIqLikdMWj8fjgSiKCAQC2rpM53ZUamvIYrHM6/17enoyrp+tJbTU6mu3A7g2gOIiJjA2PYaa8hpdaiEiKhY5a/F0dHQgFoulXNMDzHSxZepOU9cV23U8quaW3ahKJAAAigE4OSDpXBERUeHLSfAEg0FEo9GUlo4kSdpwaofDoS0nU1s8yReaFpMVm3ZCTL4b6UWObCMiupmsgycSiaCzs1MbTKAKBoNaN5vL5UJXV/pEmt3d3bDZbHMOPChk1rUtWJU0su34xYiO1RARFYesp8xxuVxwOBxpMxCEw2FtgIHb7YbP50MwGEyZMufQoUM4fPhwNiXo6haLCXWTDQCuAgCO9b+nb0FEREUgq+BpbW2FJEno6OhIe+7GmQq6u7vh9XrR2dkJi8WCzs5OHD58OOOMBsWizGiACWsBXAucdycvQVEUGAwGfQsjIipgWQVPpotHZyMIQtq8bqVghWkn1OAZMEzj4uhFrKlbM/eLiIiWMd6PJ0sNa+/F+qSpc97kAAMiojkxeLK0YtMd2DYe1x4fOf2CjtUQERU+Bk+Wdm5ogjAuaI8jl97UrxgioiLA4MlSc301yuObtcfvTvZjIj6hY0VERIWNwZMD9ZYHUH19BoNpA/BO/zs6V0REVLgYPDlg3vwAtk/O3IH0yOkf61gNEVFhY/DkwG2bb8EtY5Xa4yPnf6ZjNUREhY3BkwNbVzWgcmK19vgN3gabiGhWDJ4cqCw3orbyTu3xZUygd7RXv4KIiAoYgydHGtY/jDVJM1W/ebFTx2qIiAoXgydH1m2xYftEUvBwgAERUUYMnhyx3WJB01ij9jjSd0THaoiICheDJ0eaG6pRkXQh6bHJK5iKT83xCiKi5YnBk0MN5vtRmVAAAFMGBcdivJCUiOhGDJ4carrhQtI3T7+oXzFERAWKwZNDOzZvwi3jM7c4ev38KzpWQ0RUmBg8ObRtdQOqx1dpj7vlKBRF0bEiIqLCw+DJocpyI+oqZm7lfQUTOD10WseKiIgKD4Mnx0wbHsGtSed5XjvD63mIiJIxeHJs/RYb7hib6V577WRIx2qIiAoPgyfH7hZXoHZ0ZsLQnw8cR0JJ6FgREVFhYfDkmNlUCUP5PTBeH1QwiCm8O/CuzlURERUOBs8SqNnkwG0TSed5TrG7jYhIxeBZAtt33IFtYzO79jVOGEpEpGHwLIHdmyyouLpee9w1JGEqwXnbiIgABs+SqK+ugLF6Zt62MSTQc6VH56qIiAoDg2eJ1N3qwJ0TE9rjV6XndKyGiKhwMHiWyM5tW7H5aoX2+LWzP9GxGiKiwpG34IlEImnrZFmGJEn5KiGvbLc0wTgmao+PXD2HsekxHSsiIioMOQueSCQCq9UKWZYzPr9nzx4YDAbY7XbY7XZYrVbY7XaYzeZclVBQqivKUF7/EGoT1y4enYKCN/re0LcoIqICkFXwyLIMl8sFj8eDffv2zdl6MZvNEAQBkUgEsizD6XSiu7sbgiBkU0JBa9jyKOxjM+d5XpN+qGM1RESFofzmm8xOEAQEAgEAQHt7e8buNJXNZtO2XS5sW63oP1oLmK6Nbnvl/Mv4ir4lERHpjoMLltDOdY0oG3uf9vjYxBVcGLmgY0VERPpj8Cyh8jIjDJYPYOPkzMWjYQ6rJqJlLquutoXq6OiALMvo7++HJEloa2uDzWa7+Quv27FjR8b10WgUVqs1V2XmlHn7Hjz4+l/gVOW1odXh957BL9/xRZ2rIiLST96CR5Zl7N27VxtMIEkSrFYrQqEQHA5HvsrIuwe2rkXoJxuBpksAgDdGTuPy1ctYWbtS38KIiHSSt+AJhVJnaBZFEQ6HAx6PB9FodF7v0dOTedqZ2VpCheDW5jr8U/kerJ36J5yvKIcC4PCp5/GZ7Z/XuzQiIl3oeo5HFEVIklSyF5ECgMFggPmOD+Ph0Zlh1eHj39OxIiIifeUleFpbW2G322d9fraLTktF685NaBxJnq36BAbGB3SsiIhIP3kJnq6urozhEovFAGBBAwyK0Y41Deg1PIrm6WkAQBzAC6fD+hZFRKSTvASP2+3OeB4nHA6X9MAClcFgQOPtj6d0t4WOL6+LaYmIVDkLnv7+fgAzrZhkHo8HHo8nZV17ezsALJvZDB7dacWKkTXa41cHjmFockjHioiI9JH1qDaXywXgWutFfSyKIlpbW+F2uwFcG0Tg9Xq18InFYjCbzTh58mRJz9WW7M71Av418TCa4s9goKwM01Dw0pkX8NHNH9e7NCKivDIoiqLoXUS21OHUsw23LhS+Z17DyLnP4vsNJgDAI5Y78ORHvqNzVUREC5PtMZdT5uTRo3fdijUjLdrjl/vfQmw8vWuSiKiUMXjyyL6hCZenH8TK66PbpqHg2RP/qnNVRET5xeDJI6PRgIrtn8Djw+Paumfe/g5KoLeTiGjeGDx59sidW9A0NDOh6YmxPvT0F/a5KSKiXGLw5Nk9m8x4s/xx2MZTWz1ERMsFgyfPjEYDxLs/jEeGDNq6H556HmPTYzpWRUSUPwweHTh3bcDloftQm0gAAEaUKYQ5hQ4RLRMMHh2sEWrQu96Jx0auauu+f/QfdayIiCh/GDw6ab1vF8TBmWt6fi4fx9nhszpWRESUHwwenezZ1oK3478AcXJKW/f9Y0/rWBERUX4weHRSWW6EcNcn8djwTPA8824QU/GpOV5FRFT8GDw6ct5jRWJwJyoT1y4gvTw9ih+e/IHOVRERLS0Gj45ubanHCcun8NHRUW3dP77xd5zJgIhKGoNHZ/fe9xBuizVrj98bPY+fXfyZjhURES0tBo/OPrpzDX6c+BQevDpzAem33/hbHSsiIlpaDB6d1VaWQ7z349gjV2rrXrn8Bt4beE/HqoiIlg6DpwD88v0b0Tn6OLZMTGrrvv1mh44VEREtHQZPAWiur4bxjifwycFpbd0PTv0IV8au6FgVEdHSYPAUiF99ZAvOyo+g+fpN4qaQwHd7vq1zVUREucfgKRCbm+txQfwsXIMzgwyeeuc7kMdl/YoiIloCDJ4C8rkP3AWDfBfq49dnrU5M4u/fPKhzVUREucXgKSB3bzIjYvlF/Io8rK377rHvoHe0V8eqiIhyi8FTQAwGAz76gftRNXAXVl4/1zOhxPF3kSd1royIKHcYPAXmQ7etxnPCF/CrAzPT6Dwj/TukQUnHqoiIcofBU2DKjAbs+/D9iMkPYcPUtZmqE1DwV51/oXNlRES5weApQI9ubUZk7RfwX2IT2rrQ+Zdw9MpRHasiIsoNBk8BMhgM+M3Hd+GdwcewLWk2gz9/9U85czURFT0GT4G6a0MTLm/9ZXwultDWdfUfxbPSszpWRUSUPQZPAfv/PnQHXh75JB5Omrn6a68dwODEoI5VERFlJ2fBE4lEYLVaIcvyrNt4vV54vV60t7fD4/FAkjhSay6bVphQY/8cPnnZhOrEtZZPbGoYT3b/pb6FERFloTybF8uyjH379sFsNqOrq2vOILHb7Whra4PT6dRea7fbEQqFIIpiNmWUtP/q2Ir/940vYZ/8v/CkWQAAHHoviI/f+incvvJ2fYsjIlqErFo8giAgEAjA7/fjiSeemHW7jo4OyLKshY76WqfTCY/Hk00JJW9lfRUef+xDMPbfC3Hy2vBqBcCfvPL7iCfi+hZHRLQIeTnHEwgEYLPZ0tbv3r0b4XB4zu45Aj53zy043LIPX74yM8LtnUEJ/3zsKR2rIiJanLwETzgchtlsTluvdrGFw+F8lFG0yowG/P6n78Gzo5/DR4dnZjT4evdf4NTgKf0KIyJahKzO8czHfFozsVhsXu+1Y8eOjOuj0SisVutCyio6O9Y0YtW9n8EdXS/gJ7UxyGVlGEtMwfvib+H/fuRpVJRV6F0iEdG8LHmLRw0VQRBm3YZdbfPzldYt+Hbll9F2eUhb97b8Hv7mjb/WsSoiooVZ8hbPfPT3989ru56enozrZ2sJlRpTVTk8n9iDH39nLz5d+wy+11AHAPjm0W/i/Wvvx+5Vu3WukIjo5pa8xZPp3I5KbQ1ZLJalLqNkOLa3YPyOX4Lt8iZsTBrl9nsv/Q4vLCWiorDkwaN2sWXqTlPX8TqehfnjT9yOb9T9Jn770iTKr8/d1jvejz965Q84lxsRFby8jGpzOBwZLy5VWzwOhyMfZZSMuqpy/OkvPoJvjn0Jvx6baeWEzr6Ab7zFW2UTUWHLS/C4XC50dXWlre/u7obNZptz4AFldvu6Rjz4QScmYg/h/UlzuT35+pN46exLOlZGRDS3nAWPOkAg09Bot9sNs9mMYDCorZNlGYcOHcLBg/yGvlhffGATujZ9GZ/va8D6qZnzPd6Xfpt3LCWigmVQsjwp4HK5AECbgcBms0EURbS2tsLtdmvbybIMr9cLQRBgsVjQ2dmJtra2jDMaLJQ6qm22UW+l7PLwBH7p6/+GP8Tv4itrq3HVeO27xEbTWnznY4fQUNmgc4VEVGqyPeZmHTyFYDkHDwC8fmYAf9LxHbjrD+B3Vs2MIryvZTf+utXPi0uJKKeyPebyfjwl4K4NTfilT38CPxz8Ar48IGvrf9bXif/+8u8hoSRmfzERUZ4xeErEJ+9ah7UP/TKUKw/hsZGZ+dyeO/Uf+LPXDnCYNREVDAZPCfmdD27B65v/Kx7p3Yj7xmZGuj11/J/xd0f+TsfKiIhmMHhKiNFowP/+7C74Lf8dn7mwArePT2jP/c2Rv8F33/mujtUREV3D4CkxdVXl+OYXH8DX6v4Av36xBpuuT6sDAAd+fgD/9PY/6VgdERGDpyStrK9Cx74P4H9W/iF+7wKwanpae669sx3feOsbOlZHRMsdg6dErWuqxZO/9kH8keEPceDCFNZOzYTP1yNfx9+8/tcccEBEumDwlLDNzXX46hc/jN+b/h/4n+enccvUTLfb3775d/ha19c41JqI8o7BU+JuW9uIr+37CNrwJ/iD80aISed8vv32t/E7L/42xqfHdayQiJYbBs8ycMc6AX/leRy/X/Yn+N0LFdg6Mak996MzIfzaf/wXxMbnd/txIqJsMXiWiS2r6nHwS4/hjyr/FF85b8L9STNaH+k/is8/+xmcGjylX4FEtGwweJaRjStM+Icvt+JP6w/g8Qsb8emhEe25s6MX8YvP7sULZ17QsUIiWg4YPMvM6sYaPPXlR/HP6/8YzX3vx1diA9pzw9Nj+I0XfgNf7/5LxBNxHaskolLG4FmGGmsr8K0v3oszd3nx3pUn8NW+ftQmZka3fePoN+H50T6e9yGiJcHgWaYqyow48KnbIf7Cl/GP8lfwN+dHUka8vdbXCef3P4FXzr+iY5VEVIoYPMuYwWCA+yErfu2XvgDvtA//7VwdPpg0s/XliQF8Kfwl/NlrBzjkmohyhsFD2LOtBf/wGx/DX674GrZcvBve/gFUJM1q8J1j38Vn/s2Jt/vf1rFKIioVDB4CAKw31+Kf/5+HcOHuP8B/Xvk1+M8N4dbJmet9osOn8YvPfgZ/0fXnGJsem+OdiIjmxuAhTWW5Ef/jYzvwqV/0oC3+VXjOtuALg0Pa83Eo+Ieeb+FTz3wMP7vwMx0rJaJixuChNI/dthpP/dYnEBD/HP19n8ZfX4hhfdI8b+eu9sIdcuN3X9qPvtE+HSslomLE4KGMVtZX4eAXdsH+qd/CgfH/hd86Y8GvyoMoSzr384NTz+Gj//JhdLzZgYn4xBzvRkQ0g8FDszIYDHDa1+Hvf2svvnfr13Gy7/P42/Mj2D4xEzJjiUk8+fqT+Pj3PoznTz3PWy0Q0U0ZlBI4UuzYsQMA0NPTo3Mlpe2FY5fQ/v2f4fMjf49KoQtPmhsxUFaWss1tTVvwld2/g3tW36NTlUS01LI95jJ4aEHGJuP4qxfewys/+TF+s/xb6DT34amGekwbDCnbvb9lN35j13/DjhU7dKqUiJYKgwcMHj2cjV3FV//jGCaP/it+uea7OGRJ4LCpNm27B1ffB89dv46dK3fqUCURLQUGDxg8enr9zAB8zx7BtvNBPGJ6Fn9vqUCkujptu/tadmHfnV/GrpZdMNzQOiKi4sLgAYNHb4qi4MfHLuGvn38D919+Gjvqw/iWuRo9VVVp294mvA+/stMNxwYHyoxlGd6NiApd0QRPJBKBzWZLWSfLMmKxGERRzOq9GTyFIZFQ8MOjF/GN57vw6GAQW+pexLebqvFmdXoAratZic/f/kV83Ppx1FXW6VAtES1W0QRPU1MTZFnWwkeWZQBAd3c3BEHI6r0ZPIUlnlDww7cu4h9/fAR3X/kedtaHEBAq8VpNehdcrbESH9v8cXx22+chCtl9ASGi/Cia4LFarYjFYpBlGaIowul0oq2tLevQARg8hUpRFLz47mX8/eGjEM9/Hw/V/Aeeb5rGj0y1iGc4z3O35XZ8avvn4LjFgaqy9FYSERWGogkel8uFQCCwJO/N4Cl8b5yV8a2XT2Dy6LP4WNW/o6fxCv6l3oShsvTzPA1l1Xhc/Ag+tfUJbDVv1aFaIppLtsfc8lwWQzSbO9cL+MvP7kLv4G349s8+gyM/fxFfuvIDlDceQaCxBu9VVmrbDsXH8dR7QTz1XhBb69bj49s+i8fFj6CpuknH34CIcoUtHtLFxHQcz/f04V9/dhS3nH0GttoX0dk4judMtRgzps/kVA4jHmzZhQ9tceLhdQ+jtiL9miEiyo+i6mprbW2FLMvo7++HJEloa2tLG+m2GAye4nbi0ggCXWdwIvIiHph4HpWNR/BcfSWOZBgNBwDVhnJ8YPV9eGyLE/evvZ/ng4jyrGiCp7W1FYFAQBtMIEkSrFYrQqEQHA7HvN5D/WVvFI1GYbVaGTxFLp5Q8PKJK/i3zhMwHHsWd1f8GOcaL+DZulpcLs/cK2wyVODh1ffig1s+jfvX3I/q8vSRc0SUW0UTPJm0trZCkiREo9F5bc/gWT6Gx6fwfE8f/rPrCFad/TeIpp/iaP0IDptqMZKhKw4AagxleGDlXXj01k/hoQ0Po6GyIc9VEy0PRR08Ho8HHR0diEajWV1Eyq620tY3NI4fvHkRb77RiTV9z2G16TW8WT+Ol2prMp4PAoByGGBvsOIh64fx4C0ObGzYyKl6iHKkKEa1tba2IhaLobu7O+Pz6sWkRJm0NFTjVx/YBDywCX1DH8PzPb1QIq/BKT2PlXWdeKduFC/V1uBqUghNQ8FrQyfw2uv/B199/f9gXXk9Hln3MD64bS92rtwJo4G3oiLSS15aPE1NTTCbzWldai6XC8FgMOubh7HFszzJVyfx42OXEHkjgtrTz2FlTSfOmvrxkqkGsQzXB6lWGKuxZ8378ejWJ7Br1S5UllXOui0RpSuKrjav1wufz5e2vqmpCbt27UIoFMrq/Rk8ND4Vx6tSP149+i4mjz2HFXgZo6ZzeK22HMerZg+WGhhxn7AFD2/+GO7f2IoWU0seqyYqTkURPJIkwefzwe/3a+va29tx4MABnDx5knO1UU4pioITl0bw8vFeXHz7ZVRcCqOi9k301I2hs7o643Q9qg3GOjywyo57N38U9rX3cYACUQZFETzATPgAQCwWg9lshs/n41xttOQmpxPoOhXDz19/HZPvfR9lFa/ipGkQr9VUYXyWwQkAYFAAa3kjdq+8A3dbH8Oda9+PFTUr8lg5UWEqmuBZSgwemi9FUXCsdxg/fes4Bt9+DtNjL2LYdA5dtUacq6i46etXoQq3122Eff19uGfzR2FtupWj5WjZYfCAwUOLNzIxjVdPXEb0rZ9i+OyPMIE3cLk2hu6aCshzDFBQtSiVeMhyJ1pv/yx2rX8YFWU3Dy+iYsfgAYOHcic2OonO6EWcfeunkHsPY1Q5ioGaGN6qLsOlWWZPUFUpwG3lzXhg3f14cIcLt67YwWHbVJIYPGDw0NK5OjmNN88OQHrndfSfeRHy1S6MVFzEyZpJvDPHaDkAqE8YsK28GbtW2/H+rR/D9tV3s0VEJYHBAwYP5Vff0DiOvHcKJ98I4vzgYfRWX8TrNWVzDlQAgAoF2KTUYotpE3ZvvB+2zY9hfZOVrSIqOgweMHhIP4qi4N3eIRzpOoxTZ/4dl6eO4mzNEN6pqkBiHoMOahLARqUWYs163LPxYey56/No4H2HqMAxeMDgocIRTyh45+xlvPNGCNKFH+Hy5DFcrBrEsapyTBpvHkRlioL3xU3Y1WTDh+yfw44N72eLiAoOgwcMHipciqLg/MAo3u7pwgnpeVwcfh2XcRFnqyZxpvLmUyXWxxVsUZpwu/lOfOD2T+L2TQ+inOeJSGcMHjB4qLgkEgpOXx7EieOv4r3TL+Di8FFcUs7j7ZrJmw7hrk4oEOM1EKs24PY19+L9Ox7HLS3beC0R5RWDBwweKn6KouC9M2fxk9e+hWNXXoRU1osTVcZ5nSdqiCvYEK/BuorV2CRsxe0b78eubXtQU1WXh8ppOWLwgMFDpWdiahqv9/wcP+8JQBrqxhljP05WGTA9z5ZNmaLglikjtpVvwr3ih/HYfb+E6sraJa6algsGDxg8VPriCQXvSsfw6lvPIHrlNZyPn8W58nH0Vtx8dgUAMCUSeN9ULazVt8K2qRWP7toLU41piaumUsXgAYOHlqfp6TiOvhdB5PhzONn/BvqmLqDPOIKzlcDUTVpGVQkF4lQ51hmbsanxdtg2O3D3bQ5UzGO+OiIGDxg8RMkGh2W8+uYP8ep7/4bjE8dxvHJqXkO5TYkE1k+WYRWasKpmIzauuAO3iQ9iq3gXqioZSDSDwQMGD9Fcrgz04oc//SaO9v4UJ+PnEa2cvmmLKFlDPIHVU0asVszYar4He3b/CrZs5Ei65YzBAwYP0UIMjcbwQlcQb519GaevRnHGOIgLFfMPkTJFweYJAzZhDUSzDXdv+zh2bt2N8vL5nW+i4sfgAYOHKFtX5PN49eh/4J3zP8eZkSguJvpxsWwKQ2XzC6R1k3GsmzZhVflabGjaids378Ed2+5F7U0mUqXixOABg4doqfTFTuP1d1/C2+deQ498BMeM8rzDyDwdx+qpcqxQ6rGiYjVa6m/Fhubb8T7xXmxYswFVFTefuYEKE4MHDB6ifEkk4vhZzw/wwtHv4b3RdyEZhyHPM4hUZYqClukEVk1VYr1xA7avfQQP7foc1q1qWaKqKdcYPGDwEOlFURREzx/BS28+g3cvv4GzkxdwpmwMgwsMI1MiAetEGVYpK7C2biu2bXgEd93WihazwEEMBYjBAwYPUSFRFAW98km8/u6LOHY+grNDEi5OX8YlwziulClQ5hkkdYkE1k4CK+ImrChrxso6K9ZatmPz+ruxaeN2NJqqlvg3odkweMDgISoWk9MTON13FG9JP0X3mZ/g2FgUUvnEvKcCUlmm41g5bUBDvAr1hjo0lFnQXGeFfetHcddt96N6HjN/0+IxeMDgISpmY5Mj+M83/wXd0ouQhk/gNGT0li/+sLRhMo4NU/VYU7kJGyw7sWPzo9h2610wVXOEXa4weMDgISo1Q2MxHI3+J948/SpOxo7jwkQvLhlGcaksseDWEQCsmopj1VQ5BKUeTeXNWGHaiDWWbdiw+nasX7cNzU2NKJvH7A50DYMHDB6i5SKeiKNXjuKdUz/Hyb5juDh0BlfGLqF/WsZp48iCBzUA1wY2rJhW0BgvgylRBRNMMJU1oqlmLbaufxi7d34IzebGJfhtile2x1x2hBJR0SgzlmGt+X1Ya35f2nOKokDqfRMvHfkejvR14uxUH86VTWLsJi2ZUaMRo1ov3MT1fzFAOQmceRmNJ/8YGyfL0aKsgKV6LdYI27B5/T3YvMmO5qZGGNlSWjC2eIioZCmKgvP976LzWAgn+npwYeQMLk3147LhKq6UJRY0Z92N1JaSEC9HQ6IWdcYG1JULqK9aiUbTalga1sMirEOz+RYITS1oajChosyYw99OP2zxEBHNwmAwYN2KLVj3wJa05xJKArGRPpzpfQvRCz24OHgW/aN9kCf6IceHcRHDuDjHIAe1pXQaCoDR6/8uAol3gGFc+3f+2rZ1iQTM0wpWTdegpWw1Ngi3Y9vGR/A+cTdazE3LrtXEFg8R0SwGr/bj1Z5/R9fJl3B25DT6EjJ6yyYxkqOgqEok0DKtwByvQINSC5OhHqZyAQ3VzWg0rUKjqRlN9auxomk9LE1rUVffCFNVOcp1bjlxcAEYPESUP4qiQB69hOj51xHt7cH5/pPoGz2PwalBDCVGMYwJDBrjGDIqiOdw1oUyRYEpkUBNAqhRAFO8DC1KE9bU3oot696Pu2/7CFpWNudldF7RBY/X6wUAWCwWRKNReL1eiKKY1XsyeIio0CiKgtHJEQyOXMSl2Gn0nO7C273dODN+DmeMIxhYxAi8uZQrCszxBJqmy9CgVMIEE2qNJtSU18FUIaC2SkBtZQNqqwTU1TTBVGuGpXEVbt9iW/DPKqpzPHa7HW1tbXA6nQAAWZZht9sRCoWyDh8iokJiMBhQV1WPuqp6rLW8D3fd2pry/PDYAKLn38Dxc6/jzJV3ceVqLwan1VbTJIYNcYwaFYzPswUzbTDgUnkZLpUDwOT1fwPXnkwAGLv+L8m6KQXPbTma3S+6CHkLno6ODsiyrIUOAAiCAKfTCY/Hg1AolK9SiIh0V1/ThDs3fwB3bv7AnNtNxacwePUyBgbPIzZ8CfLwFQxe7cfZ/hOIysdwRunHufL4orr1qhR9zhXlLXgCgQBstvQm3e7du9He3g5ZliEIQr7KISIqChVlFVhRvwYr6tfMus3E1FVEz0UQvfA2zsUkXBo+j8HJfozGr2IsMY6rmMRVwzQmDQrGDQrGDcCE0VD6wRMOh+F2u9PWq11s4XA4pTVERETzU1VRi+2bHsD2TQ/M+zXxRByT0+NLWNXs8hJ3sizfdJtYLLb0hRAREYBrs0DUVJp0+dl5afGooTJXV9p8wkkdSXGjaDQKq9W6mNKIiCjPCmb+hv7+fr1LICKiPMhLi8dsNs/6nNoaslgsN32f2caMz9YSIiKiwpOXFo/axZapO01dx+t4iIiWh7x1tTkcDkiSlLZebfE4HI58lUJERDrKW/C4XC50dXWlre/u7obNZuM1PEREy0TegsftdsNsNiMYDGrrZFnGoUOHcPDgwXyVQUREOsvrXG3d3d3wer3o7OyExWJBZ2cnDh8+nHFGAyIiKk15DR5BEOD3+/P5I4mIqMAUzHU8RES0PDB4iIgor0riDqT19fWYmpritDlERHkQjUZRUVGB4eHhRb2+JFo8JpMJFRUVepexZKLRKKLRqN5lFDXuw+xw/2Wn1PZfRUUFTKbFTzBaEi2eUsdbe2eP+zA73H/Z4f5LVRItHiIiKh4MHiIiyisGDxER5RWDh4iI8orBQ0REecVRbURElFds8RARUV4xeIiIKK8YPERElFcMHiIiyisGDxER5RWDh4iI8orBQ0REeZXXW19TOq/XCwCwWCyIRqPwer0QRXFer5UkCT6fDwDQ1dUFs9kMn88Hm822ZPUWmmz2340ikQj8fv+yuz17Lvah+h6qJ554Ytl8DrPZf7Is48CBAymPXS4XHA7HktRaMBTSjc1mUwKBgPZ4YGBAEUVRiUajN31tNBpVHA5Hyrr9+/crAJRQKJTzWgtRNvsvE1EUFafTmavyikK2+zAajSo2my3lM+d0OhVRFHNeayHKdv+53e60dU6nM+U9SxGDRyd+vz/jH+f+/fvTAiUTp9OZ8cMtCIIiCEJOaixk2e6/G/l8vmUXPLnYhzabTfH5fCnrHA7Hov4Pik22+8/v9yt+vz9t/cDAgGKz2XJSY6HiOR6dBAKBjF0Ru3fvRjgchizLc74+HA7DarWmbedwOCDLMiRJymG1hSfb/ZcsEolAEAQIgpC7AotAtvswGAwiEonA7XanrA+FQgiFQrkstSBlu/+i0eiy2E+ZMHh0Eg6HYTab09arfcPhcHjO1zscDoiiOOvBciEH3mKU7f5L9vTTT6cdPJeDbPeh3+9floGtynb/7d69G8FgEK2trSl/r16vFx6PJ6e1FhoOLtDBfEIhFovN+XwgEMi4PhKJAEBJn9jNxf5Ttbe3l/wfeSa52IddXV0QRRGRSARPP/20dnJ9OZwcz8X+czqdcDqdCAaDaGpqgs/nQzQaRWtrK5xOZ44qLUwMHh2oH8i5vikupsUSiURSRrqVqlztP0mSIAjCokfBFbNc7EP1+a6urpTPXFNTEw4ePFjSB89cfQYDgQA8Hg86Ojq00XA3jhAsRexqK1D9/f0Lfo3L5YLT6cT+/fuXoKLiMp/95/f7l2UX23zNtQ/Vg2qmczx79+7Fvn37Sr6792bm8xkMBoMQBAHRaBQOhwOSJMFqtSIYDOahQv0weHSQqV9YpX6TslgsC3pPj8cDURRn7YIrJbnYfx0dHcuyi02Vq89gptai3W6HLMvo6upafIEFLlefwVAoBJ/PB1EUEQqFtL/fUg9uBo8O1OZ5pg+Wum4h3T8dHR2IxWLLZoRMtvtPkiTIsrwsu9hU2e5D9fVzdTWV8sjKXPwNe73etG5xp9OJaDQKWZYXNECm2PAcj07UZvWN1G9L8z05GwwGEY1GU1o66vuW8oE1m/0nSRI6OzvhcrlS1qvnyFwuF0RRLPlzZdl+Bmd7vaqUP39AdvtPlmXIspwxuEVRhNPpnPcAmaKk94VEy5Xf7894oafb7Z73xWPd3d3K/v3709b7fD5lYGAg2xILWi72340EQVh2F5Bmsw8DgYCS6RDidruXzUXM2ew/QRBmneHA4XAsegaOYsDg0ZEoimnTbQiCoHR3d6esA5D2QY5Go4ooiorb7U77t1ymK8lm/2UCYFlccZ8s233ocDhSvvyory/1KV9U2ey/UCik2Gy2tC+Jfr8/bTaIUsOuNh11d3fD6/Wis7MTFosFnZ2dOHz4cMo1OOpw3127dqW8trW1FZIkoaOjI+19S/kanmTZ7L9kHo9H6zIJh8NwuVzYvXv3shgdmO0+DIVCKRc8xmKxtNeXsmz2n8PhwMGDB7Fv376UwQrL4Toog6Ioit5FEBHR8sFRbURElFcMHiIiyisGDxER5RWDh4iI8orBQ0REecXgISKivGLwEBFRXjF4iIgorxg8RESUVwweIiLKKwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4inUQiEVitVlitVkQiEQCY9XbmRKWEt74m0oEsy9izZw+eeOIJ9Pf3IxKJwGazQZIkBAIBvcsjWlLlehdAtBzFYjEcPnwYgiBo67xeLw4ePKhfUUR5whYPkc5kWcaBAwfQ1taWEkREpYotHiIdSZKEYDAIn8+ndylEecMWD5FOwuEwJEmC2+3W1smyzFYPlTyOaiPSQTAYhCzLKaEDAPv27dOpIqL8YVcbUZ5FIhH4/X7YbDb4/X60traiv78fwWCQI9poWWDwEOXZ008/jVAoBOBay2ffvn0QRVELI6JSx3M8RESUVzzHQ0REecXgISKivGLwEBFRXjF4iIgorxg8RESUVwweIiLKKwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKKwUNERHnF4CEiorz6/wE+/GhZMiVwmAAAAABJRU5ErkJggg==",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAG0CAYAAAACS0FfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAABcSAAAXEgFnn9JSAABErUlEQVR4nO3deXQb530v/C/AneAyBCRSu6WBHG22ZQOSl3iNBaZOnD2AnDRp09tUQN70vW3e3lYoe9vT2/b2qmDS3ua6G6ikTdObuBaQOm2duA6g2G7sxA5J2LJFW7KF0S6RkggON3EF5v1DmiEggBRJgBgA/H7O0TmDwQD8cQTOF88zzzxjUBRFARERUZ4Y9S6AiIiWFwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKKwUNERHnF4CEiorwq17uAXFi1ahVGR0exYcMGvUshIip5Z86cgclkQm9v76JeXxItntHRUUxNTeldBhHRsjA1NYXR0dFFv74kWjxqS6enp0fnSoiISt+OHTuyen1JtHiIiKh4MHiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKqJIZT08IpigJFUfQug4h0ZjAYYDAY8vozGTzLhKIoGB4extDQEK5evYp4PK53SURUICorK1FfXw+LxYKysrIl/3kMnmUgkUigt7cXg4ODepdCRAVocnIS/f392tRjSx0+DJ5lYHBwUAsds9mM+vp6VFVV5b15TUSFJ5FIYHR0FH19fRgfH0d/fz+am5uX9GcyeJaBgYEBAEBzczMsFovO1RBRITEajWhsbAQAXLhwAcPDwwyepTaVmMLQxBAGJwdRYajA+ob1epeUU4qiYGJiAgDQ0NCgczVEVKhMJhOAa91uiqIsaY/Isg+ep37+v/HV4/8EAHik4VY8+cl/0bmi3EoeuZaPk4ZEVJyMxpmra5Y6eJb9dTxj505qy5f6T+tYCRHR8rDsgyeeqNOWh8F7+hARLbVlHzwNtTMn0UYNCR0rISJaHpb9OZ6mutVA/7XlkWUfw7RQ4XAYPp8P4XAYbrcbgiAAAGRZhiRJ8Pl8sNls+hZJVGCWffBYGtdpy5NGA8Ynr6K6slbHiqiYOBwOSJIESZLg9/tTnpMkCXa7Hd3d3RBFUacKiQrPsv+O32LZkPI4NnxOp0qoWIVCITgcjrT1oihi79698Hg8OlQ1f5FIBOFwWO8yKEfC4XDB/3/mNXgikUjaOrVLQi9myxrUJGbO7fRdOaNbLVScwuEwWltbMz5ntVrR1dWV54rmLxwOY8+ePWktMoPBALvdPq/3UCeZTP7X1NSE1tZWdHR0pGwbiURgtVoX9C+XB9GmpiYYDIZ5fRnwer2zTqA52+9st9vR3t4+5/t2dHTAbrejqalp1tdks5927doFl8tV0OGTk6625G4GNUi8Xm/at8A9e/ZAlmWtz1uWZQBAd3d3LspYlPqaKtQnFIxdj+C+AbZ4lpv29naEQiHtD9XhcEAQBO3zCQAejwdOpzPttZIkQZbljC0eAIhGozCbzUtSd7ZkWUZraysCgUDWXYE2mw2BQEB7LEkSAoEAPB4PAoEAQqEQAEAQhIwH/QMHDkCWZfh8vrTnlqKb8tChQ2ldozcKBoNzPp/pd45EIjhw4AD8fj+6u7u1c36q1tZWhMNhOJ1OeDweRKNRRCIReL1e9Pf3a79/NvtJEAQcPHgQLpcLJ0+eTKuhIChZGhgYUNxud8q6QCCgAFACgUDKelEUFUEQFACKKIrK/v37lYGBgWxLULZv365s37590a//qH+7ctu3blNu+9Ztyv/90Z9lXU8hicfjyttvv628/fbbSjwe17ucggZAcTgcaeuj0agCQHE6nWnP+f1+RRTFWd9TFMWMrysEDodDsdlsGZ8DMOtzC9lWPRb4fL4530MURSUHh6ObEgRBsdlsGY9Pybq7u7XPQ6a65vqdo9Go9nOS+f3+WX9uNBpVuru7b1r/QvaTw+HI+HmezUKOFdkec7Puauvo6EBHR0fKtwP129+BAwdStrXZbBgYGICiKIhGo/D5fAWRxjVJu0G+eknHSkgvajdwpi4zURThcDgQDAbTuoVnO7+jvqc6sq3QSJKEcDiMtra2Jf05TqcToijetHWRjXA4nNalNxf1/3Oumvx+P2w226JaW+q5vUgkktJqVluWmVrOoijmfPSj1+tFOBzOeIpDb1kHj81mgyAIKQFSCGGyELVKhbY8OB7TsRLSS3I3WyaxWObPRTgcnvVcyL59++Dz+QpyRJt60M10EMw1m822pOdxZVlOOcDPh3oOZLbXdXR04Iknnsi+uCSxWCyv57PVLuOlDP3Fyjp4HA4HBgYGUv5g1dZPoY/mUVUrVdryyMSQjpWQXp5++mkAyPitMxKJIBKJwOFwpITIbOd31HMnTzzxBPbv37+0hS9SOBzO2/VFkUik4MLX7XYDuHau50bq8UvdZqEkSUJHR4d24FepQeZyuRYclIvlcDgy/o56y/l1POFwGF6vF36/P+N/XEdHB2RZRn9/PyRJQltb27z/AHbs2JFxfTQahdVqXXTNNYYaACMAgJHp4UW/T7FSFAXDU8X1e9dX1Od0EkM1WG4kSRJcLhecTmfKieT29nYtrJK/UaoHFL/fX3AH22SRSGTRB9aFULsnC7G70el0ZjxO+f3+tNDIRJZlrRsrFotBlmV0dnaivb09Y/fi/v37EQqFEAwGEQwGYbPZ4HA48MQTTyzZl4Ddu3cjGAxCluWC6onKWfCo1wJ0dnbCZrNh165dadvIsoy9e/dqO0CSJFit1jn7yfOhuqwOwGUAwNXEVd3q0Mvw1DDuf+p+vctYkFc++woaKnNzm4fkYafqsFb1i5HZbEYgEEg7MOzfv79gWzM3ox4s5ztcer7UbiR1ZGsoFNK++RfivvJ4PGhtbYUkSdqXBFmWEQ6HU75kzEa9QDiZIAjw+Xyz/r7qPvH7/VpLur29HW63e0m6xNTfq6urS9dj7I1yFjw2m0374wwGg7Db7QgEAil9yOqQSpV6kk8dVngzPT09GdfP1hKar9ryem15VJnI6r2o+Kify+RWiizL2LdvX8pBqVSo56ty+Xup150ks9lss/Z8FILkcyBqi0wdpDCfc182my3lUhCXy4VgMHjT39ftdsPtdmshd+DAAe3n5jp8kqdwKiRLcgGp0+mEIAjz6ssURVGbckQvdZUz11lcNXCG6uUmHA5DEISUA7EgCAgEAtqBoZQsxUFIFEUoipLyr7u7O6eh4/F4Ml44uW/fPhw4cCDjcy6Xa8733Lt3b8qIuKeffnrRNavhtW/fvnltLwgCnE4nuru7YbPZtNMQuaReQzbb4Bi9ZN3iUZvtN3ZF7Nq1S5u6wel0orW1FbFYbNaLRfVM5Ppqi3qKB6OGuG516KW+oh6vfPYVvctYkPqK+ptvNE+RSCTjN1z1M6nnlyKaMVtrQD2PtJjuPI/Hg46ODkQiEQiCgEgksujzUaIowu12a++3kPM2Ho8HHo9nybrECu0i5qyDR+3jHBgYmPPkVVdXV8ZfXk1iPWfwbTC1aMEzYlTm3rgEGQyGnJ0vKTbq+Z1M1++ozxXaH222CrX7RQ/qtTp+vx9WqxWCIGR14Pf5fDh06BD27du3qBlZct2tqx5fC2lgAZCDrja1uXjjL6bOT6X+J7rd7oznccLhsO4nvcyNa7TlUaMB04lpHauhfFJPIu/duzftuc7OTgBIOXdRiBfjLZR6cCu07he9eDweHDp0KKtuNpUgCGhra0MkEkmbcqe1tXXW+Sq9Xi9EUcx58Kit9UL78pR1iydTs1Qdvuf3+7VAUpuSyc1ldQTRfEaQLKUVwvqUx8NX+9FU16JTNZQvkiTNeY3DjSfL1QsO1f747u5u2O12rVsZuBZWgUAA7e3t2nmiTPfkkWVZOy+hDnVNPujd+Hx/fz88Hk/agcnr9Wp1ms3meZ0UV9/jZt/I1ZPfmVpG8xluXCzcbje8Xi8ikUhOjkX79++H3+/Hvn37Uv4/1FFw6uwFFosF0WhU+wwuxXFQHThTaPeEyjp43G43wuFwysWi6lDK5JaMKIrwer3adrFYDGazuSAmsWtesR5lioL49etCrshnGDwlzuv1Api5SFA9yCcf/N1uN7q7u7XrddRwUA/ELpcLLpcrZfhsU1MTXC6XdhBRAyT5oCLLsjbqUz0guFwu7Werz4dCIYiiiEgkArvdnnZBtvplzmazaZNTzncmApvNdtNZsyVJmnXW7RtHrBYzdQg0kLuuLp/PB5fLhfb2du2zEY1GEQwG4ff7tfNS6vQ6SzV92GzXp+lu0bO8FZBsJ6wbHZ9UHvzmNm2i0P888r0cVqcvThKae9FoVBkYGFB8Pl/aRJAAUiZ7dLvdyv79+1O2cTqd2sSh0WhU2b9/v+L3+1Nekzzxbnd3tyIIQlod6iSffr9/wZPtqhNW5mKSXr0FAoGbTkK6HA0MDMxrglZVUU0SWgpqKsthShrMdmXwgn7FUMETRRGCIKCzszNlPi91ZFRyt0Y4HMbu3btTXh8Oh2E2m7XRT21tbSktrUOHDqUMA57tPKjP54MkSfB4PNi0adOCRt+pP28hk2sWqhvniqRr1P/bQryOisGDa6O6TImZXREb4QzVdHM3BkI4HE6ZsUO9Ps3pdKacVFZPJrvd7rSBOeqEl8ldPqFQCK2trSmTYardNAMDA9o9f252/5gb+Xw+7f4uxczhcBTkwVVvBw4cKJg7ANyIwXNdTaJMW5avXtGxEioG6gShya2bzs7OlHMiycGUPKjG4XCkjW5Szznd+O1dnYpKFMWUgRCtra3aORr1ZPVC+/L379+vnXul0qIORCnEqYqAJZgktFjVoBLAOABgaGJA32Ko4KktmRvXJY/ydDgcCIVCaG9vT1kfCATg9XohSZJ2p9Pk++KoI+HsdjvMZjN8Ph9CoZB2nQlwLahkWda6U3bv3r2okUuHDx+G3W5HR0cHWw0lIhgMIhwO63pn55sxKIpS9FdMqnO1zTaX23z8xt8+iBdqZQDAB3EL/vwLz+aiNN0lEgkcP34cALBlyxYYjWzkElG6hRwrsj3m8ih0XY2xVlsejY/qWAkRUWlj8FxXU5Y0Q3ViTMdKiIhKG4PnutoKQVu+ikn9CiEiKnEMnuvqqmbmMhpF6czVlnyXznh8+c28TUTzk0gktOVc3t03EwbPdfW1K7XlUWNiji2Li8FgQFVVFQBgaGhI52qIqFCNjl47t11ZWbnkwcPh1NcJdauA66Ooh42AoihLvvPzpampCb29vbh06RKmp6dRX1+Pqqqqkvn9iGjxEokERkdH0dfXBwCor8/dva5mw+C5ztK4Fjh7bTluMODq1ChMlXX6FpUjjY2NGB8fhyzLiMVinA6fiDKqrq6GxWJZ8p/DrrbrVpo3pjyWh8/rU8gSMBqNWLVqFdauXYuGhgaUlZXd/EVEtGxUVlbCYrFgw4YNeTk+sMVznWBuQV0igZHrF01djp3FWssWnavKHYPBgIaGBjQ0XLvTqKIoKIFrh4koSwaDIe/d7gye6xpNNaiLKxi53gbsGyydFk8menzYiIgAdrVpKsuNMCVmDsRXBi/qWA0RUeli8CSpTbo1wsDVyzpWQkRUuhg8SWqUCm15cIwzVBMRLQUGT5JqpUpbHpkY1LESIqLSxeBJUm2o0ZZHpod1rISIqHQxeJLUGE3a8mjiqo6VEBGVLgZPkpryRm15VJnQsRIiotLF4ElSW9mkLY9iSsdKiIhKF4MnSV3NzBxFVw28hQAR0VJg8CRpMLVoy8NGTidDRLQUGDxJzPVrtOVxowGTcd6JlIgo1xg8SVYI61MeD43161QJEVHpYvAkMZvXoiJpxmZ58JyO1RARlSYGT5LGRgGN8ZnbXvcNnNWxGiKi0pST2yJIkgS/3w8AkGUZkiTB6/XC4XCkbev1egEAFosF0WgUXq8Xoijmooys1ddUwpQArlx/fEnmDNVERLmWdfDIsgyfz6cFDwAEg0G0trYiEAjA6XRq6+12O9ra2rR1sizDbrcjFAoVRPiUGQ0wJc1QHRvp07EaIqLSlHVXW0dHBzo6OhAMBrV1akvnwIEDKdvJspwSRIIgwOl0wuPxZFtGztQkZm77OnD1yhxbEhHRYmQdPDabDYIgQBAEbV3ysioQCMBms6Wt3717N8LhMGRZzraUnKhWKrXl4QlZv0KIiEpU1sHjcDgwMDCQcj5Hbf0kt2TC4TDMZnPa69UutnA4nG0pOVGNam15eGpIx0qIiEpTTgYXJAuHw/B6vfD7/XC73QAwr9ZMLBa76TY7duzIuD4ajcJqtS6oztlUG2sByACAkenRnLwnERHNyFnwRCIRhMNhdHZ2wmazYdeuXdpzaqhk6oJTFUxXW1m9tjyqjOlYCRFRacpZ8NhsNu0cTjAYhN1uTxvVNpf+/pvPEtDT05Nx/WwtocUwlQva8jA4ZQ4RUa4tyQWkTqcTgiDA5XJBluWM53ZUamvIYrHMuk0+NVY3a8uyYVrHSoiISlPWwROJRBCJRNLWq11t4XBY62LL1J2mriuE63gAQKi7RVuWjQlMJxg+RES5lHVXm91uBwAMDAzMeQ7H4XBAkqS09WqLJ9MsB3pYadkCXB/noBgM6L96GS11q/UtioiohGTd4lEvAr0xdLq6ugDMBIrL5dLWJevu7tauBSoEK1dZUZ80X9ul2Hs6VkNEVHqyDh6fz4fW1taUdcFgELIsw+/3a4HidrthNptTZjiQZRmHDh3CwYMHsy0jZ1ZaVmBFUvCcu/KujtUQEZWerLva3G43wuFwysWikiQhFAqldZ91d3fD6/Wis7MTFosFnZ2dOHz4cMYZDfRiqatC47QRuD6Bwdkr6d2DRES0eDkZTu1wOOZ1jkYQhJTJRAtReZkRpkQlgGuDCnqHzutbEBFRieH9eDIwKSZt+crYZR0rISIqPQyeDGqNgrYcmx7UrxAiohLE4MmgrnLmItKBBKfNISLKJQZPBkLtOm15wDilYyVERKWHwZOBRZiZRWHYCEzEJ3SshoiotDB4MmhZuSXl8eWRizpVQkRUehg8GaxoEWGOx7XHff3HdKyGiKi0MHgyaDYLsEwr2uOzl0/oWA0RUWlh8GTQVFuJhuky7fG5/pM6VkNEVFoYPBkYjQaYElXa4z6e4yEiyhkGzyxqUactXxm/omMlRESlhcEzC1PZzF1TB6aHdKyEiKi0MHhmUZ88e4EyrmMlRESlhcEzC6Fug7Y8YIzPsSURES0Eg2cWFmGztjxmBEanRnWshoiodDB4ZrGqeQvKlJlrefoGz+pYDRFR6WDwzMLSsgErOHsBEVHOMXhm0dxUj6bpmcdnL7+nXzFERCWEwTOLhupy1Mdn7gx+fuCMjtUQEZUOBs8sDAYDTIlq7XHfSK+O1RARlQ4Gzxxq0aAt90/GdKyEiKh0MHjmYCpPmr0gPqxjJUREpYPBM4f6qlXa8gB4F1Iiolxg8Myhqe4WbXnAGIeSdF0PEREtDoNnDs3mW7XlKYMBgxODOlZDRFQaGDxzaG55H6oSCe1x3yBvCEdElC0GzxwszWuxMj4TPL2Xj+tYDRFRachb8EQikbR1sixDkqR8lbBgLUItGqcN2uMzV6I6VkNEVBrKb77J3CRJgs/nAwB0dXXBbDbD5/PBZrOlbLdnzx7Isqytl2UZANDd3Z1tCUumtrIcdfEKANdaPRdlzl5ARJStrFo8kiTB4/HA7/fD7/eju7sbNpsNdrsd4XA4ZVuz2QxBEBCJRCDLMpxOJ7q7uyEIQjYlLLk6pUZbvnS1T8dKiIhKQ1bB4/V64ff7U9b5fD4IggCXy5Wy3mazYWBgAIqiIBqNatsVutTZCwZ0rISIqDRkFTzhcBhWq1XrNlM5HI6CP38zX6aKFdpyf4I3gyMiylZWweNwOCCK4qwtlxsDqRg1Va/Tli8ZOHsBEVG2shpcEAgEMq5XR7DdOMCgo6MDsiyjv78fkiShra0tbZtCs1LYAsjPAQBGjcDgxCAaqxp1roqIqHhlPartRpFIJGWkm0qWZezdu1drHUmSBKvVilAoBIfDMa/33rFjR8b10WgUVqs1q7pnY2m+AzWxBMaM1xqH5wZOoHGVfUl+FhHRcpDz63hcLhecTif279+fsj4UCqV0yYmiCIfDAY/Hk+sScqp5nRVrp2ZugX2u74iO1RARFb+ctng8Hg9EUZy1C+5GoigiHA5DkiSIonjT7Xt6ejKun60llAsbVtbDMm3Eiaprj9/r7cEv7FyyH0dEVPJy1uLp6OhALBZDKBRKe661tRV2++zdU4U8CKGhugJ107Xa41PyKf2KISIqATkJnmAwiGg0mtLSkSRJG07d1dWVMVxisWt39Sz0AQZ1mLkh3MXxSzpWQkRU/LIOnkgkgs7OzrTBBMFgEGbztQO22+1GNJo+z1k4HJ73wAI91Ves1Zb7eCdSIqKsZHWOR5IkuFyujIMEwuGwNsDA4/FoU+uo2tvbAcw+JLuQmOs3A/EuAMBlYxxTiSlUGCt0roqIqDhlFTytra2QJAkdHR1pzyV3n4miCK/Xq4VTLBaD2WzGyZMni2LanJaWO2E4/xQUgwEJA9A7chHrGzboXRYRUVHKKngydZ/NRhTFtHndikXz2u1oPhNHX/m13XX20lsMHiKiReKN4OZh7aoWrJpStMen+t7UsRoiouLG4JmH1Y3VaJyq1B5Ll9/VsRoiouLG4JmH8jIj6hIzt0c4O3JBx2qIiIobg2ee6sqateXeqZiOlRARFTcGzzzVV2/UlnsxDkVRZt+YiIhmxeCZp+am7dryVSMwNDmkYzVERMWLwTNPLWt2ojaR0B6fi53QsRoiouLF4Jmn5rWpt0c4e+kN/YohIipiDJ552rCiHpapmd11ovcdHashIipeDJ55aqytQF08+fYIJ3WshoioeDF4FsCkNGnLF3h7BCKiRWHwLEB9ZdLtERK8PQIR0WIweBagqf5WbfmK4drtEYiIaGEYPAuwauVOGK5fOKreHoGIiBaGwbMAK9ZtR0s8eUg1Z6kmIlooBs8C3Hh7hJN9b+lYDRFRcWLwLMAaoSb19ghXeHsEIqKFYvAsQEWZEaak2yOcG+btEYiIForBs0Am48ztES7w9ghERAvG4Fkgc42oLZ8zjGM6Ma1jNURExYfBs0ArzTYYrw+pnjYAZ4fO6FwREVFxYfAsUOO6ndgwNdPKifZ261gNEVHxYfAs0MYN67EuacKC4xc69SuGiKgIMXgWaNMKExomTNrjY5eP6VgNEVHxYfAsUFV5GWqVVdrjk2O9OlZDRFR8GDyL0FizRVs+hzFMxTlZKBHRfDF4FmHlyrtRfn1kW9wAnB46pW9BRERFhMGzCJaNd6aMbDtxsUvHaoiIiguDZxHE9WuxdnLm8bsc2UZENG/l2b6BJEnw+XwAgK6uLpjNZvh8PthstrRtvV4vAMBisSAajcLr9UIUxbTtCt1GiwkNk3UAJgAA71w5rm9BRERFJKvgkSQJHo8HoVBIW+f1emG32xEKheBwOLT1drsdbW1tcDqdAABZlrXtii18KsuNqFVWAzgFADg1fknXeoiIiklWXW1erxd+vz9lnc/ngyAIcLlc2rqOjg7IsqyFDgAIggCn0wmPx5NNCbppqNmqLV/AOCbjk3NsTUREqqyCJxwOw2q1QpbllPUOhwOyLEOSJABAIBDI2PW2e/duhMPhtNcXg5XNu1GRdBvsk4Mnda6IiKg4ZBU8DocDoihCEISMz6uBEg6HYTab055Xu9jC4XA2Zehi5aa7sHFq5vqdExde07EaIqLikVXwBAIBRKPRtPWRSAQAYLPZ5tWaicWK77424rpVWDM5s/vevcDJQomI5iPrUW03ikQiKSPd1FCZrVUEYN5dbTt27Mi4PhqNwmq1LqjObN1iMaF+og6oGwcAHOvnbbCJiOYj59fxuFwuOJ1O7N+/f96v6e/vz3UZS66izAgT1miPT01c1rEaIqLikdMWj8fjgSiKCAQC2rpM53ZUamvIYrHM6/17enoyrp+tJbTU6mu3A7g2gOIiJjA2PYaa8hpdaiEiKhY5a/F0dHQgFoulXNMDzHSxZepOU9cV23U8quaW3ahKJAAAigE4OSDpXBERUeHLSfAEg0FEo9GUlo4kSdpwaofDoS0nU1s8yReaFpMVm3ZCTL4b6UWObCMiupmsgycSiaCzs1MbTKAKBoNaN5vL5UJXV/pEmt3d3bDZbHMOPChk1rUtWJU0su34xYiO1RARFYesp8xxuVxwOBxpMxCEw2FtgIHb7YbP50MwGEyZMufQoUM4fPhwNiXo6haLCXWTDQCuAgCO9b+nb0FEREUgq+BpbW2FJEno6OhIe+7GmQq6u7vh9XrR2dkJi8WCzs5OHD58OOOMBsWizGiACWsBXAucdycvQVEUGAwGfQsjIipgWQVPpotHZyMIQtq8bqVghWkn1OAZMEzj4uhFrKlbM/eLiIiWMd6PJ0sNa+/F+qSpc97kAAMiojkxeLK0YtMd2DYe1x4fOf2CjtUQERU+Bk+Wdm5ogjAuaI8jl97UrxgioiLA4MlSc301yuObtcfvTvZjIj6hY0VERIWNwZMD9ZYHUH19BoNpA/BO/zs6V0REVLgYPDlg3vwAtk/O3IH0yOkf61gNEVFhY/DkwG2bb8EtY5Xa4yPnf6ZjNUREhY3BkwNbVzWgcmK19vgN3gabiGhWDJ4cqCw3orbyTu3xZUygd7RXv4KIiAoYgydHGtY/jDVJM1W/ebFTx2qIiAoXgydH1m2xYftEUvBwgAERUUYMnhyx3WJB01ij9jjSd0THaoiICheDJ0eaG6pRkXQh6bHJK5iKT83xCiKi5YnBk0MN5vtRmVAAAFMGBcdivJCUiOhGDJ4carrhQtI3T7+oXzFERAWKwZNDOzZvwi3jM7c4ev38KzpWQ0RUmBg8ObRtdQOqx1dpj7vlKBRF0bEiIqLCw+DJocpyI+oqZm7lfQUTOD10WseKiIgKD4Mnx0wbHsGtSed5XjvD63mIiJIxeHJs/RYb7hib6V577WRIx2qIiAoPgyfH7hZXoHZ0ZsLQnw8cR0JJ6FgREVFhYfDkmNlUCUP5PTBeH1QwiCm8O/CuzlURERUOBs8SqNnkwG0TSed5TrG7jYhIxeBZAtt33IFtYzO79jVOGEpEpGHwLIHdmyyouLpee9w1JGEqwXnbiIgABs+SqK+ugLF6Zt62MSTQc6VH56qIiAoDg2eJ1N3qwJ0TE9rjV6XndKyGiKhwMHiWyM5tW7H5aoX2+LWzP9GxGiKiwpG34IlEImnrZFmGJEn5KiGvbLc0wTgmao+PXD2HsekxHSsiIioMOQueSCQCq9UKWZYzPr9nzx4YDAbY7XbY7XZYrVbY7XaYzeZclVBQqivKUF7/EGoT1y4enYKCN/re0LcoIqICkFXwyLIMl8sFj8eDffv2zdl6MZvNEAQBkUgEsizD6XSiu7sbgiBkU0JBa9jyKOxjM+d5XpN+qGM1RESFofzmm8xOEAQEAgEAQHt7e8buNJXNZtO2XS5sW63oP1oLmK6Nbnvl/Mv4ir4lERHpjoMLltDOdY0oG3uf9vjYxBVcGLmgY0VERPpj8Cyh8jIjDJYPYOPkzMWjYQ6rJqJlLquutoXq6OiALMvo7++HJEloa2uDzWa7+Quv27FjR8b10WgUVqs1V2XmlHn7Hjz4+l/gVOW1odXh957BL9/xRZ2rIiLST96CR5Zl7N27VxtMIEkSrFYrQqEQHA5HvsrIuwe2rkXoJxuBpksAgDdGTuPy1ctYWbtS38KIiHSSt+AJhVJnaBZFEQ6HAx6PB9FodF7v0dOTedqZ2VpCheDW5jr8U/kerJ36J5yvKIcC4PCp5/GZ7Z/XuzQiIl3oeo5HFEVIklSyF5ECgMFggPmOD+Ph0Zlh1eHj39OxIiIifeUleFpbW2G322d9fraLTktF685NaBxJnq36BAbGB3SsiIhIP3kJnq6urozhEovFAGBBAwyK0Y41Deg1PIrm6WkAQBzAC6fD+hZFRKSTvASP2+3OeB4nHA6X9MAClcFgQOPtj6d0t4WOL6+LaYmIVDkLnv7+fgAzrZhkHo8HHo8nZV17ezsALJvZDB7dacWKkTXa41cHjmFockjHioiI9JH1qDaXywXgWutFfSyKIlpbW+F2uwFcG0Tg9Xq18InFYjCbzTh58mRJz9WW7M71Av418TCa4s9goKwM01Dw0pkX8NHNH9e7NCKivDIoiqLoXUS21OHUsw23LhS+Z17DyLnP4vsNJgDAI5Y78ORHvqNzVUREC5PtMZdT5uTRo3fdijUjLdrjl/vfQmw8vWuSiKiUMXjyyL6hCZenH8TK66PbpqHg2RP/qnNVRET5xeDJI6PRgIrtn8Djw+Paumfe/g5KoLeTiGjeGDx59sidW9A0NDOh6YmxPvT0F/a5KSKiXGLw5Nk9m8x4s/xx2MZTWz1ERMsFgyfPjEYDxLs/jEeGDNq6H556HmPTYzpWRUSUPwweHTh3bcDloftQm0gAAEaUKYQ5hQ4RLRMMHh2sEWrQu96Jx0auauu+f/QfdayIiCh/GDw6ab1vF8TBmWt6fi4fx9nhszpWRESUHwwenezZ1oK3478AcXJKW/f9Y0/rWBERUX4weHRSWW6EcNcn8djwTPA8824QU/GpOV5FRFT8GDw6ct5jRWJwJyoT1y4gvTw9ih+e/IHOVRERLS0Gj45ubanHCcun8NHRUW3dP77xd5zJgIhKGoNHZ/fe9xBuizVrj98bPY+fXfyZjhURES0tBo/OPrpzDX6c+BQevDpzAem33/hbHSsiIlpaDB6d1VaWQ7z349gjV2rrXrn8Bt4beE/HqoiIlg6DpwD88v0b0Tn6OLZMTGrrvv1mh44VEREtHQZPAWiur4bxjifwycFpbd0PTv0IV8au6FgVEdHSYPAUiF99ZAvOyo+g+fpN4qaQwHd7vq1zVUREucfgKRCbm+txQfwsXIMzgwyeeuc7kMdl/YoiIloCDJ4C8rkP3AWDfBfq49dnrU5M4u/fPKhzVUREucXgKSB3bzIjYvlF/Io8rK377rHvoHe0V8eqiIhyi8FTQAwGAz76gftRNXAXVl4/1zOhxPF3kSd1royIKHcYPAXmQ7etxnPCF/CrAzPT6Dwj/TukQUnHqoiIcofBU2DKjAbs+/D9iMkPYcPUtZmqE1DwV51/oXNlRES5weApQI9ubUZk7RfwX2IT2rrQ+Zdw9MpRHasiIsoNBk8BMhgM+M3Hd+GdwcewLWk2gz9/9U85czURFT0GT4G6a0MTLm/9ZXwultDWdfUfxbPSszpWRUSUPQZPAfv/PnQHXh75JB5Omrn6a68dwODEoI5VERFlJ2fBE4lEYLVaIcvyrNt4vV54vV60t7fD4/FAkjhSay6bVphQY/8cPnnZhOrEtZZPbGoYT3b/pb6FERFloTybF8uyjH379sFsNqOrq2vOILHb7Whra4PT6dRea7fbEQqFIIpiNmWUtP/q2Ir/940vYZ/8v/CkWQAAHHoviI/f+incvvJ2fYsjIlqErFo8giAgEAjA7/fjiSeemHW7jo4OyLKshY76WqfTCY/Hk00JJW9lfRUef+xDMPbfC3Hy2vBqBcCfvPL7iCfi+hZHRLQIeTnHEwgEYLPZ0tbv3r0b4XB4zu45Aj53zy043LIPX74yM8LtnUEJ/3zsKR2rIiJanLwETzgchtlsTluvdrGFw+F8lFG0yowG/P6n78Gzo5/DR4dnZjT4evdf4NTgKf0KIyJahKzO8czHfFozsVhsXu+1Y8eOjOuj0SisVutCyio6O9Y0YtW9n8EdXS/gJ7UxyGVlGEtMwfvib+H/fuRpVJRV6F0iEdG8LHmLRw0VQRBm3YZdbfPzldYt+Hbll9F2eUhb97b8Hv7mjb/WsSoiooVZ8hbPfPT3989ru56enozrZ2sJlRpTVTk8n9iDH39nLz5d+wy+11AHAPjm0W/i/Wvvx+5Vu3WukIjo5pa8xZPp3I5KbQ1ZLJalLqNkOLa3YPyOX4Lt8iZsTBrl9nsv/Q4vLCWiorDkwaN2sWXqTlPX8TqehfnjT9yOb9T9Jn770iTKr8/d1jvejz965Q84lxsRFby8jGpzOBwZLy5VWzwOhyMfZZSMuqpy/OkvPoJvjn0Jvx6baeWEzr6Ab7zFW2UTUWHLS/C4XC50dXWlre/u7obNZptz4AFldvu6Rjz4QScmYg/h/UlzuT35+pN46exLOlZGRDS3nAWPOkAg09Bot9sNs9mMYDCorZNlGYcOHcLBg/yGvlhffGATujZ9GZ/va8D6qZnzPd6Xfpt3LCWigmVQsjwp4HK5AECbgcBms0EURbS2tsLtdmvbybIMr9cLQRBgsVjQ2dmJtra2jDMaLJQ6qm22UW+l7PLwBH7p6/+GP8Tv4itrq3HVeO27xEbTWnznY4fQUNmgc4VEVGqyPeZmHTyFYDkHDwC8fmYAf9LxHbjrD+B3Vs2MIryvZTf+utXPi0uJKKeyPebyfjwl4K4NTfilT38CPxz8Ar48IGvrf9bXif/+8u8hoSRmfzERUZ4xeErEJ+9ah7UP/TKUKw/hsZGZ+dyeO/Uf+LPXDnCYNREVDAZPCfmdD27B65v/Kx7p3Yj7xmZGuj11/J/xd0f+TsfKiIhmMHhKiNFowP/+7C74Lf8dn7mwArePT2jP/c2Rv8F33/mujtUREV3D4CkxdVXl+OYXH8DX6v4Av36xBpuuT6sDAAd+fgD/9PY/6VgdERGDpyStrK9Cx74P4H9W/iF+7wKwanpae669sx3feOsbOlZHRMsdg6dErWuqxZO/9kH8keEPceDCFNZOzYTP1yNfx9+8/tcccEBEumDwlLDNzXX46hc/jN+b/h/4n+enccvUTLfb3775d/ha19c41JqI8o7BU+JuW9uIr+37CNrwJ/iD80aISed8vv32t/E7L/42xqfHdayQiJYbBs8ycMc6AX/leRy/X/Yn+N0LFdg6Mak996MzIfzaf/wXxMbnd/txIqJsMXiWiS2r6nHwS4/hjyr/FF85b8L9STNaH+k/is8/+xmcGjylX4FEtGwweJaRjStM+Icvt+JP6w/g8Qsb8emhEe25s6MX8YvP7sULZ17QsUIiWg4YPMvM6sYaPPXlR/HP6/8YzX3vx1diA9pzw9Nj+I0XfgNf7/5LxBNxHaskolLG4FmGGmsr8K0v3oszd3nx3pUn8NW+ftQmZka3fePoN+H50T6e9yGiJcHgWaYqyow48KnbIf7Cl/GP8lfwN+dHUka8vdbXCef3P4FXzr+iY5VEVIoYPMuYwWCA+yErfu2XvgDvtA//7VwdPpg0s/XliQF8Kfwl/NlrBzjkmohyhsFD2LOtBf/wGx/DX674GrZcvBve/gFUJM1q8J1j38Vn/s2Jt/vf1rFKIioVDB4CAKw31+Kf/5+HcOHuP8B/Xvk1+M8N4dbJmet9osOn8YvPfgZ/0fXnGJsem+OdiIjmxuAhTWW5Ef/jYzvwqV/0oC3+VXjOtuALg0Pa83Eo+Ieeb+FTz3wMP7vwMx0rJaJixuChNI/dthpP/dYnEBD/HP19n8ZfX4hhfdI8b+eu9sIdcuN3X9qPvtE+HSslomLE4KGMVtZX4eAXdsH+qd/CgfH/hd86Y8GvyoMoSzr384NTz+Gj//JhdLzZgYn4xBzvRkQ0g8FDszIYDHDa1+Hvf2svvnfr13Gy7/P42/Mj2D4xEzJjiUk8+fqT+Pj3PoznTz3PWy0Q0U0ZlBI4UuzYsQMA0NPTo3Mlpe2FY5fQ/v2f4fMjf49KoQtPmhsxUFaWss1tTVvwld2/g3tW36NTlUS01LI95jJ4aEHGJuP4qxfewys/+TF+s/xb6DT34amGekwbDCnbvb9lN35j13/DjhU7dKqUiJYKgwcMHj2cjV3FV//jGCaP/it+uea7OGRJ4LCpNm27B1ffB89dv46dK3fqUCURLQUGDxg8enr9zAB8zx7BtvNBPGJ6Fn9vqUCkujptu/tadmHfnV/GrpZdMNzQOiKi4sLgAYNHb4qi4MfHLuGvn38D919+Gjvqw/iWuRo9VVVp294mvA+/stMNxwYHyoxlGd6NiApd0QRPJBKBzWZLWSfLMmKxGERRzOq9GTyFIZFQ8MOjF/GN57vw6GAQW+pexLebqvFmdXoAratZic/f/kV83Ppx1FXW6VAtES1W0QRPU1MTZFnWwkeWZQBAd3c3BEHI6r0ZPIUlnlDww7cu4h9/fAR3X/kedtaHEBAq8VpNehdcrbESH9v8cXx22+chCtl9ASGi/Cia4LFarYjFYpBlGaIowul0oq2tLevQARg8hUpRFLz47mX8/eGjEM9/Hw/V/Aeeb5rGj0y1iGc4z3O35XZ8avvn4LjFgaqy9FYSERWGogkel8uFQCCwJO/N4Cl8b5yV8a2XT2Dy6LP4WNW/o6fxCv6l3oShsvTzPA1l1Xhc/Ag+tfUJbDVv1aFaIppLtsfc8lwWQzSbO9cL+MvP7kLv4G349s8+gyM/fxFfuvIDlDceQaCxBu9VVmrbDsXH8dR7QTz1XhBb69bj49s+i8fFj6CpuknH34CIcoUtHtLFxHQcz/f04V9/dhS3nH0GttoX0dk4judMtRgzps/kVA4jHmzZhQ9tceLhdQ+jtiL9miEiyo+i6mprbW2FLMvo7++HJEloa2tLG+m2GAye4nbi0ggCXWdwIvIiHph4HpWNR/BcfSWOZBgNBwDVhnJ8YPV9eGyLE/evvZ/ng4jyrGiCp7W1FYFAQBtMIEkSrFYrQqEQHA7HvN5D/WVvFI1GYbVaGTxFLp5Q8PKJK/i3zhMwHHsWd1f8GOcaL+DZulpcLs/cK2wyVODh1ffig1s+jfvX3I/q8vSRc0SUW0UTPJm0trZCkiREo9F5bc/gWT6Gx6fwfE8f/rPrCFad/TeIpp/iaP0IDptqMZKhKw4AagxleGDlXXj01k/hoQ0Po6GyIc9VEy0PRR08Ho8HHR0diEajWV1Eyq620tY3NI4fvHkRb77RiTV9z2G16TW8WT+Ol2prMp4PAoByGGBvsOIh64fx4C0ObGzYyKl6iHKkKEa1tba2IhaLobu7O+Pz6sWkRJm0NFTjVx/YBDywCX1DH8PzPb1QIq/BKT2PlXWdeKduFC/V1uBqUghNQ8FrQyfw2uv/B199/f9gXXk9Hln3MD64bS92rtwJo4G3oiLSS15aPE1NTTCbzWldai6XC8FgMOubh7HFszzJVyfx42OXEHkjgtrTz2FlTSfOmvrxkqkGsQzXB6lWGKuxZ8378ejWJ7Br1S5UllXOui0RpSuKrjav1wufz5e2vqmpCbt27UIoFMrq/Rk8ND4Vx6tSP149+i4mjz2HFXgZo6ZzeK22HMerZg+WGhhxn7AFD2/+GO7f2IoWU0seqyYqTkURPJIkwefzwe/3a+va29tx4MABnDx5knO1UU4pioITl0bw8vFeXHz7ZVRcCqOi9k301I2hs7o643Q9qg3GOjywyo57N38U9rX3cYACUQZFETzATPgAQCwWg9lshs/n41xttOQmpxPoOhXDz19/HZPvfR9lFa/ipGkQr9VUYXyWwQkAYFAAa3kjdq+8A3dbH8Oda9+PFTUr8lg5UWEqmuBZSgwemi9FUXCsdxg/fes4Bt9+DtNjL2LYdA5dtUacq6i46etXoQq3122Eff19uGfzR2FtupWj5WjZYfCAwUOLNzIxjVdPXEb0rZ9i+OyPMIE3cLk2hu6aCshzDFBQtSiVeMhyJ1pv/yx2rX8YFWU3Dy+iYsfgAYOHcic2OonO6EWcfeunkHsPY1Q5ioGaGN6qLsOlWWZPUFUpwG3lzXhg3f14cIcLt67YwWHbVJIYPGDw0NK5OjmNN88OQHrndfSfeRHy1S6MVFzEyZpJvDPHaDkAqE8YsK28GbtW2/H+rR/D9tV3s0VEJYHBAwYP5Vff0DiOvHcKJ98I4vzgYfRWX8TrNWVzDlQAgAoF2KTUYotpE3ZvvB+2zY9hfZOVrSIqOgweMHhIP4qi4N3eIRzpOoxTZ/4dl6eO4mzNEN6pqkBiHoMOahLARqUWYs163LPxYey56/No4H2HqMAxeMDgocIRTyh45+xlvPNGCNKFH+Hy5DFcrBrEsapyTBpvHkRlioL3xU3Y1WTDh+yfw44N72eLiAoOgwcMHipciqLg/MAo3u7pwgnpeVwcfh2XcRFnqyZxpvLmUyXWxxVsUZpwu/lOfOD2T+L2TQ+inOeJSGcMHjB4qLgkEgpOXx7EieOv4r3TL+Di8FFcUs7j7ZrJmw7hrk4oEOM1EKs24PY19+L9Ox7HLS3beC0R5RWDBwweKn6KouC9M2fxk9e+hWNXXoRU1osTVcZ5nSdqiCvYEK/BuorV2CRsxe0b78eubXtQU1WXh8ppOWLwgMFDpWdiahqv9/wcP+8JQBrqxhljP05WGTA9z5ZNmaLglikjtpVvwr3ih/HYfb+E6sraJa6algsGDxg8VPriCQXvSsfw6lvPIHrlNZyPn8W58nH0Vtx8dgUAMCUSeN9ULazVt8K2qRWP7toLU41piaumUsXgAYOHlqfp6TiOvhdB5PhzONn/BvqmLqDPOIKzlcDUTVpGVQkF4lQ51hmbsanxdtg2O3D3bQ5UzGO+OiIGDxg8RMkGh2W8+uYP8ep7/4bjE8dxvHJqXkO5TYkE1k+WYRWasKpmIzauuAO3iQ9iq3gXqioZSDSDwQMGD9Fcrgz04oc//SaO9v4UJ+PnEa2cvmmLKFlDPIHVU0asVszYar4He3b/CrZs5Ei65YzBAwYP0UIMjcbwQlcQb519GaevRnHGOIgLFfMPkTJFweYJAzZhDUSzDXdv+zh2bt2N8vL5nW+i4sfgAYOHKFtX5PN49eh/4J3zP8eZkSguJvpxsWwKQ2XzC6R1k3GsmzZhVflabGjaids378Ed2+5F7U0mUqXixOABg4doqfTFTuP1d1/C2+deQ498BMeM8rzDyDwdx+qpcqxQ6rGiYjVa6m/Fhubb8T7xXmxYswFVFTefuYEKE4MHDB6ifEkk4vhZzw/wwtHv4b3RdyEZhyHPM4hUZYqClukEVk1VYr1xA7avfQQP7foc1q1qWaKqKdcYPGDwEOlFURREzx/BS28+g3cvv4GzkxdwpmwMgwsMI1MiAetEGVYpK7C2biu2bXgEd93WihazwEEMBYjBAwYPUSFRFAW98km8/u6LOHY+grNDEi5OX8YlwziulClQ5hkkdYkE1k4CK+ImrChrxso6K9ZatmPz+ruxaeN2NJqqlvg3odkweMDgISoWk9MTON13FG9JP0X3mZ/g2FgUUvnEvKcCUlmm41g5bUBDvAr1hjo0lFnQXGeFfetHcddt96N6HjN/0+IxeMDgISpmY5Mj+M83/wXd0ouQhk/gNGT0li/+sLRhMo4NU/VYU7kJGyw7sWPzo9h2610wVXOEXa4weMDgISo1Q2MxHI3+J948/SpOxo7jwkQvLhlGcaksseDWEQCsmopj1VQ5BKUeTeXNWGHaiDWWbdiw+nasX7cNzU2NKJvH7A50DYMHDB6i5SKeiKNXjuKdUz/Hyb5juDh0BlfGLqF/WsZp48iCBzUA1wY2rJhW0BgvgylRBRNMMJU1oqlmLbaufxi7d34IzebGJfhtile2x1x2hBJR0SgzlmGt+X1Ya35f2nOKokDqfRMvHfkejvR14uxUH86VTWLsJi2ZUaMRo1ov3MT1fzFAOQmceRmNJ/8YGyfL0aKsgKV6LdYI27B5/T3YvMmO5qZGGNlSWjC2eIioZCmKgvP976LzWAgn+npwYeQMLk3147LhKq6UJRY0Z92N1JaSEC9HQ6IWdcYG1JULqK9aiUbTalga1sMirEOz+RYITS1oajChosyYw99OP2zxEBHNwmAwYN2KLVj3wJa05xJKArGRPpzpfQvRCz24OHgW/aN9kCf6IceHcRHDuDjHIAe1pXQaCoDR6/8uAol3gGFc+3f+2rZ1iQTM0wpWTdegpWw1Ngi3Y9vGR/A+cTdazE3LrtXEFg8R0SwGr/bj1Z5/R9fJl3B25DT6EjJ6yyYxkqOgqEok0DKtwByvQINSC5OhHqZyAQ3VzWg0rUKjqRlN9auxomk9LE1rUVffCFNVOcp1bjlxcAEYPESUP4qiQB69hOj51xHt7cH5/pPoGz2PwalBDCVGMYwJDBrjGDIqiOdw1oUyRYEpkUBNAqhRAFO8DC1KE9bU3oot696Pu2/7CFpWNudldF7RBY/X6wUAWCwWRKNReL1eiKKY1XsyeIio0CiKgtHJEQyOXMSl2Gn0nO7C273dODN+DmeMIxhYxAi8uZQrCszxBJqmy9CgVMIEE2qNJtSU18FUIaC2SkBtZQNqqwTU1TTBVGuGpXEVbt9iW/DPKqpzPHa7HW1tbXA6nQAAWZZht9sRCoWyDh8iokJiMBhQV1WPuqp6rLW8D3fd2pry/PDYAKLn38Dxc6/jzJV3ceVqLwan1VbTJIYNcYwaFYzPswUzbTDgUnkZLpUDwOT1fwPXnkwAGLv+L8m6KQXPbTma3S+6CHkLno6ODsiyrIUOAAiCAKfTCY/Hg1AolK9SiIh0V1/ThDs3fwB3bv7AnNtNxacwePUyBgbPIzZ8CfLwFQxe7cfZ/hOIysdwRunHufL4orr1qhR9zhXlLXgCgQBstvQm3e7du9He3g5ZliEIQr7KISIqChVlFVhRvwYr6tfMus3E1FVEz0UQvfA2zsUkXBo+j8HJfozGr2IsMY6rmMRVwzQmDQrGDQrGDcCE0VD6wRMOh+F2u9PWq11s4XA4pTVERETzU1VRi+2bHsD2TQ/M+zXxRByT0+NLWNXs8hJ3sizfdJtYLLb0hRAREYBrs0DUVJp0+dl5afGooTJXV9p8wkkdSXGjaDQKq9W6mNKIiCjPCmb+hv7+fr1LICKiPMhLi8dsNs/6nNoaslgsN32f2caMz9YSIiKiwpOXFo/axZapO01dx+t4iIiWh7x1tTkcDkiSlLZebfE4HI58lUJERDrKW/C4XC50dXWlre/u7obNZuM1PEREy0TegsftdsNsNiMYDGrrZFnGoUOHcPDgwXyVQUREOsvrXG3d3d3wer3o7OyExWJBZ2cnDh8+nHFGAyIiKk15DR5BEOD3+/P5I4mIqMAUzHU8RES0PDB4iIgor0riDqT19fWYmpritDlERHkQjUZRUVGB4eHhRb2+JFo8JpMJFRUVepexZKLRKKLRqN5lFDXuw+xw/2Wn1PZfRUUFTKbFTzBaEi2eUsdbe2eP+zA73H/Z4f5LVRItHiIiKh4MHiIiyisGDxER5RWDh4iI8orBQ0REecVRbURElFds8RARUV4xeIiIKK8YPERElFcMHiIiyisGDxER5RWDh4iI8orBQ0REeZXXW19TOq/XCwCwWCyIRqPwer0QRXFer5UkCT6fDwDQ1dUFs9kMn88Hm822ZPUWmmz2340ikQj8fv+yuz17Lvah+h6qJ554Ytl8DrPZf7Is48CBAymPXS4XHA7HktRaMBTSjc1mUwKBgPZ4YGBAEUVRiUajN31tNBpVHA5Hyrr9+/crAJRQKJTzWgtRNvsvE1EUFafTmavyikK2+zAajSo2my3lM+d0OhVRFHNeayHKdv+53e60dU6nM+U9SxGDRyd+vz/jH+f+/fvTAiUTp9OZ8cMtCIIiCEJOaixk2e6/G/l8vmUXPLnYhzabTfH5fCnrHA7Hov4Pik22+8/v9yt+vz9t/cDAgGKz2XJSY6HiOR6dBAKBjF0Ru3fvRjgchizLc74+HA7DarWmbedwOCDLMiRJymG1hSfb/ZcsEolAEAQIgpC7AotAtvswGAwiEonA7XanrA+FQgiFQrkstSBlu/+i0eiy2E+ZMHh0Eg6HYTab09arfcPhcHjO1zscDoiiOOvBciEH3mKU7f5L9vTTT6cdPJeDbPeh3+9floGtynb/7d69G8FgEK2trSl/r16vFx6PJ6e1FhoOLtDBfEIhFovN+XwgEMi4PhKJAEBJn9jNxf5Ttbe3l/wfeSa52IddXV0QRRGRSARPP/20dnJ9OZwcz8X+czqdcDqdCAaDaGpqgs/nQzQaRWtrK5xOZ44qLUwMHh2oH8i5vikupsUSiURSRrqVqlztP0mSIAjCokfBFbNc7EP1+a6urpTPXFNTEw4ePFjSB89cfQYDgQA8Hg86Ojq00XA3jhAsRexqK1D9/f0Lfo3L5YLT6cT+/fuXoKLiMp/95/f7l2UX23zNtQ/Vg2qmczx79+7Fvn37Sr6792bm8xkMBoMQBAHRaBQOhwOSJMFqtSIYDOahQv0weHSQqV9YpX6TslgsC3pPj8cDURRn7YIrJbnYfx0dHcuyi02Vq89gptai3W6HLMvo6upafIEFLlefwVAoBJ/PB1EUEQqFtL/fUg9uBo8O1OZ5pg+Wum4h3T8dHR2IxWLLZoRMtvtPkiTIsrwsu9hU2e5D9fVzdTWV8sjKXPwNe73etG5xp9OJaDQKWZYXNECm2PAcj07UZvWN1G9L8z05GwwGEY1GU1o66vuW8oE1m/0nSRI6OzvhcrlS1qvnyFwuF0RRLPlzZdl+Bmd7vaqUP39AdvtPlmXIspwxuEVRhNPpnPcAmaKk94VEy5Xf7894oafb7Z73xWPd3d3K/v3709b7fD5lYGAg2xILWi72340EQVh2F5Bmsw8DgYCS6RDidruXzUXM2ew/QRBmneHA4XAsegaOYsDg0ZEoimnTbQiCoHR3d6esA5D2QY5Go4ooiorb7U77t1ymK8lm/2UCYFlccZ8s233ocDhSvvyory/1KV9U2ey/UCik2Gy2tC+Jfr8/bTaIUsOuNh11d3fD6/Wis7MTFosFnZ2dOHz4cMo1OOpw3127dqW8trW1FZIkoaOjI+19S/kanmTZ7L9kHo9H6zIJh8NwuVzYvXv3shgdmO0+DIVCKRc8xmKxtNeXsmz2n8PhwMGDB7Fv376UwQrL4Toog6Ioit5FEBHR8sFRbURElFcMHiIiyisGDxER5RWDh4iI8orBQ0REecXgISKivGLwEBFRXjF4iIgorxg8RESUVwweIiLKKwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4inUQiEVitVlitVkQiEQCY9XbmRKWEt74m0oEsy9izZw+eeOIJ9Pf3IxKJwGazQZIkBAIBvcsjWlLlehdAtBzFYjEcPnwYgiBo67xeLw4ePKhfUUR5whYPkc5kWcaBAwfQ1taWEkREpYotHiIdSZKEYDAIn8+ndylEecMWD5FOwuEwJEmC2+3W1smyzFYPlTyOaiPSQTAYhCzLKaEDAPv27dOpIqL8YVcbUZ5FIhH4/X7YbDb4/X60traiv78fwWCQI9poWWDwEOXZ008/jVAoBOBay2ffvn0QRVELI6JSx3M8RESUVzzHQ0REecXgISKivGLwEBFRXjF4iIgorxg8RESUVwweIiLKKwYPERHlFYOHiIjyisFDRER5xeAhIqK8YvAQEVFeMXiIiCivGDxERJRXDB4iIsorBg8REeUVg4eIiPKKwUNERHnF4CEiorz6/wE+/GhZMiVwmAAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 450x450 with 1 Axes>"
       ]
@@ -899,7 +910,8 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "tags": []
+    "tags": [],
+    "toc-hr-collapsed": true
    },
    "source": [
     "## Overview"
@@ -1021,8 +1033,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
+   "execution_count": 21,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
     "df_Q2bin = pd.read_csv(\"results/csv_datasub.csv\")\n",
@@ -1045,12 +1059,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
+   "execution_count": 22,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 960x720 with 4 Axes>"
       ]
@@ -1065,9 +1081,9 @@
     "ax[0][0].hist(df.loc[:,[\"Q2_corr\"]], bins=50, edgecolor=\"white\")\n",
     "ax[0][0].hist(df_Q2bin.loc[:,[\"Q2_corr\"]], bins=50, edgecolor=\"white\", color=\"r\")\n",
     "ax[0][0].set_xlabel(\"$Q^2$\")\n",
-    "ax[1][0].hist(df.loc[:,[\"xbj_corr\"]], bins=50, edgecolor=\"white\")\n",
+    "ax[1][0].hist(df_Q2bin.loc[:,[\"xbj_corr\"]], bins=50, edgecolor=\"white\")\n",
     "ax[1][0].set_xlabel(\"$x$\")\n",
-    "ax[0][1].hist(df.loc[:,[\"z_corr\"]], bins=50, edgecolor=\"white\")e: float64\n",
+    "ax[0][1].hist(df.loc[:,[\"z_corr\"]], bins=50, edgecolor=\"white\")\n",
     "ax[0][1].set_xlabel(\"$z$\")\n",
     "ax[1][1].hist(df_Q2bin.loc[:,[\"W2_corr\"]], bins=50,range=(4,10), edgecolor=\"white\", color=\"r\")\n",
     "ax[1][1].hist(df.loc[lambda dfl: (dfl['W2bin'] ==2),:].loc[:,[\"W2_corr\"]], bins=50, range=(4,10),edgecolor=\"white\")\n",
@@ -1077,56 +1093,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {},
+   "execution_count": 25,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0.479171 0.559826 0.440052 0.475852 0.51981  0.439903 0.474561 0.510864\n",
-      " 0.439074 0.478354 0.467585 0.429872 0.472405 0.520831 0.429494 0.473948\n",
-      " 0.521481 0.564825 0.429167 0.474975 0.519357 0.430784 0.473017 0.438538\n",
-      " 0.4701   0.429275 0.472743 0.519622 0.429607 0.472176 0.513778 0.429047\n",
-      " 0.467937 0.421039 0.435135 0.470494 0.512089 0.428011 0.468455 0.423784\n",
-      " 0.430343 0.470832 0.393985 0.427341 0.472882 0.522204 0.569164 0.393468\n",
-      " 0.428053 0.474324 0.5216   0.564041 0.394011 0.428292 0.475493 0.518522\n",
-      " 0.428742 0.471403 0.518849 0.39385  0.427784 0.472966 0.519287 0.393987\n",
-      " 0.427728 0.471441 0.512884 0.393814 0.425037 0.465914 0.470308 0.393636\n",
-      " 0.427335 0.471555 0.512759 0.393682 0.426144 0.466881 0.420681 0.431838\n",
-      " 0.466101 0.421038 0.490439 0.52368  0.48766  0.523302 0.570897 0.616156\n",
-      " 0.48715  0.52303  0.570832 0.486365 0.522707 0.523217 0.487931 0.523309\n",
-      " 0.564881 0.487499 0.520522 0.485241 0.520038 0.48829  0.523918 0.57038\n",
-      " 0.488246 0.52501  0.572052 0.615983 0.487318 0.525066 0.570715 0.526927\n",
-      " 0.565627 0.523571 0.488    0.523633 0.569494 0.487825 0.524642 0.564658\n",
-      " 0.487617 0.519785 0.485512 0.52309  0.487931 0.520261 0.485497 0.514015\n",
-      " 0.477867 0.520227 0.443385 0.476606 0.523109 0.571777 0.61421  0.443296\n",
-      " 0.477315 0.52418  0.570828 0.443165 0.477106 0.52475  0.56618  0.443906\n",
-      " 0.477219 0.521321 0.567964 0.443367 0.476781 0.522848 0.566996 0.443481\n",
-      " 0.477143 0.520242 0.443445 0.474009 0.513448 0.482889 0.443343 0.476411\n",
-      " 0.520417 0.443443 0.474687 0.513989 0.46772  0.478962 0.468268 0.439853\n",
-      " 0.473015 0.523026 0.569893 0.439534 0.47601  0.524244 0.571616 0.611226\n",
-      " 0.439209 0.476214 0.524743 0.569388 0.480547 0.524536 0.56164  0.439637\n",
-      " 0.474281 0.523165 0.570037 0.439469 0.475904 0.522998 0.563803 0.439224\n",
-      " 0.475662 0.518025 0.471508 0.439705 0.472459 0.522761 0.439476 0.474921\n",
-      " 0.518209 0.439273 0.47013  0.436641 0.439414 0.468226 0.534753 0.569436\n",
-      " 0.532951 0.571611 0.620786 0.533396 0.571383 0.616734 0.532523 0.572335\n",
-      " 0.610006 0.534282 0.57052  0.533166 0.569931 0.533156 0.562997 0.528414\n",
-      " 0.562199 0.532911 0.562388 0.525839 0.526339 0.572065 0.617587 0.527051\n",
-      " 0.573373 0.494833 0.527054 0.56863  0.527443 0.568082 0.526067 0.568338\n",
-      " 0.494625 0.524879 0.525842 0.491233 0.522789 0.570802 0.490648 0.525141\n",
-      " 0.573114 0.617864 0.49079  0.525198 0.572818 0.610205 0.49024  0.525943\n",
-      " 0.566503 0.491149 0.523843 0.57013  0.490492 0.524909 0.565969 0.491126\n",
-      " 0.520317 0.489304 0.522793 0.490379 0.519081 0.482509 0.523714 0.572237\n",
-      " 0.48334  0.525979 0.574207 0.618508 0.48335  0.526082 0.574602 0.613442\n",
-      " 0.490071 0.529428 0.570214 0.482625 0.524327 0.573048 0.612804 0.483147\n",
-      " 0.526107 0.570079 0.483423 0.524252 0.560914 0.485564 0.513676 0.481826\n",
-      " 0.52278  0.482943 0.522497 0.562112 0.482058 0.513098 0.478971]\n"
+     "ename": "KeyError",
+     "evalue": "0",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/indexes/base.py:3653\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3652\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3653\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/index.pyx:147\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/index.pyx:176\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:2606\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:2630\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 0",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[25], line 14\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[38;5;66;03m#ax.errorbar(xs,zs,RDs,RD_err,marker = \"_\")\u001b[39;00m\n\u001b[1;32m     13\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m,\u001b[38;5;28mlen\u001b[39m(xs)):\n\u001b[0;32m---> 14\u001b[0m     xbj_corr \u001b[38;5;241m=\u001b[39m \u001b[43mxs\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m     15\u001b[0m     z_corr \u001b[38;5;241m=\u001b[39m zs[i]\n\u001b[1;32m     16\u001b[0m     RD \u001b[38;5;241m=\u001b[39m RDs[i]\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/series.py:1007\u001b[0m, in \u001b[0;36mSeries.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   1004\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[key]\n\u001b[1;32m   1006\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key_is_scalar:\n\u001b[0;32m-> 1007\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1009\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_hashable(key):\n\u001b[1;32m   1010\u001b[0m     \u001b[38;5;66;03m# Otherwise index.get_value will raise InvalidIndexError\u001b[39;00m\n\u001b[1;32m   1011\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m   1012\u001b[0m         \u001b[38;5;66;03m# For labels that don't resolve as scalars like tuples and frozensets\u001b[39;00m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/series.py:1116\u001b[0m, in \u001b[0;36mSeries._get_value\u001b[0;34m(self, label, takeable)\u001b[0m\n\u001b[1;32m   1113\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[label]\n\u001b[1;32m   1115\u001b[0m \u001b[38;5;66;03m# Similar to Index.get_value, but we do not fall back to positional\u001b[39;00m\n\u001b[0;32m-> 1116\u001b[0m loc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1118\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(loc):\n\u001b[1;32m   1119\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[loc]\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/indexes/base.py:3655\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3653\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m   3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3655\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m   3656\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   3657\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m   3658\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m   3659\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[1;32m   3660\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
+      "\u001b[0;31mKeyError\u001b[0m: 0"
      ]
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 960x720 with 1 Axes>"
       ]
@@ -1141,15 +1137,7 @@
     "#df = df[df['Wp2_corr']>2.8]\n",
     "xs = df.loc[df.W2bin ==2, 'xbj_corr']\n",
     "zs = df.loc[df.W2bin ==2, 'z_corr']\n",
-    "print(xs.to_numpy())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "#print(xs.to_numpy())\n",
     "#zs = df[df['W2bin']==2]['z_corr']\n",
     "#Ws = df[df['W2bin']==2]['W2_corr']\n",
     "\n",
@@ -1422,24 +1410,12 @@
     "tags": []
    },
    "source": [
-    "### Binning"
+    "## Binning"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "i_color     = 0\n",
-    "colors_all  = ['orange','darkorange','darksalmon','sienna','palevioletred','darkorchid','mediumvioletred','indigo','black']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 30,
    "metadata": {
     "tags": []
    },
@@ -1466,33 +1442,26 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### $W^2$ Bins"
+    "The following functions are used to merge data bins. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "df_W2_lt6    = df[df['W2bin']==2]\n",
-    "df_W2_gt6    = df[df['W2bin']==3]\n",
-    "df_W2_all    = df[df['W2bin']==1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 31,
    "metadata": {
     "tags": []
    },
    "outputs": [],
    "source": [
     "def weighted_mean_of_group(g, val, sigma):\n",
+    "    \"\"\"\n",
+    "    Computed the weighted mean for a value given the error bar sigma. \n",
+    "    \"\"\"\n",
     "    return g.apply(lambda x: sum(x[val]/(x[sigma]**2))/sum(1/x[sigma]**2))\n",
     "def weighted_error_of_group(g, sigma):\n",
+    "    \"\"\"\n",
+    "    Compute the combined error for the weighted mean. \n",
+    "    \"\"\"\n",
     "    return g.apply(lambda x: 1/np.sqrt(sum(1/x[sigma]**2)))\n",
     "\n",
     "def merge_bins(df):\n",
@@ -1527,6 +1496,26 @@
     "    return df_merged"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### $W^2$ Bins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_W2_lt6    = df[df['W2bin']==2]\n",
+    "df_W2_gt6    = df[df['W2bin']==3]\n",
+    "df_W2_all    = df[df['W2bin']==1]"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1543,14 +1532,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 49,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 960x720 with 4 Axes>"
       ]
@@ -1561,16 +1550,26 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7ff510f38940>"
+       "<matplotlib.legend.Legend at 0x7f128cd94a60>"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 960x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
       "text/plain": [
        "<Figure size 960x720 with 1 Axes>"
       ]
@@ -1584,7 +1583,7 @@
     "#print(df_Q2_bin.loc[:,['xbj','z','xbj_corr','z_corr','Q2_corr']].sort_values(['xbj','z']))\n",
     "#print(df_Q2_bin.groupby(['xbj','z'])[['xbj_corr','z_corr','Q2_corr']].count())\n",
     "#print(df_Q2_bin.groupby(['xbj','z'])[['xbj_corr','z_corr','Q2_corr']].mean())\n",
-    "#variance = df_bin.groupby(['xbj','z']).std()\n",
+    "variance = df_bin.groupby(['xbj','z']).std()\n",
     "#print(variance)\n",
     "#xbj_centers = df_bin['xbj'].unique()\n",
     "\n",
@@ -1601,16 +1600,31 @@
     "\n",
     "fig = plt.figure()\n",
     "ax = fig.add_subplot()\n",
-    "df_merged_Q2_400 = merge_bins(df_bin)\n",
-    "for x,rows in df_merged_Q2_400.groupby(level=0):\n",
+    "df_merged_W2_all = merge_bins(df_bin)\n",
+    "for x,rows in df_merged_W2_all.groupby(level=0):\n",
     "    #print(x)\n",
     "    ax.errorbar(np.asarray(rows.z_avg),\n",
-    "                       np.asarray(rows.RY),\n",
+    "                       np.asarray(1/rows.RY),\n",
     "                       yerr=np.asarray(rows.RY_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
     "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
     "\n",
     "ax.set_xlabel(\"$z$\")\n",
-    "plt.ylim(0,2)\n",
+    "ax.set_ylabel(\"$R_Y$\")\n",
+    "plt.ylim(0,2.5)\n",
+    "plt.legend()\n",
+    "\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot()\n",
+    "for x,rows in df_merged_W2_all.groupby(level=0):\n",
+    "    #print(x)\n",
+    "    ax.errorbar(np.asarray(rows.z_avg),\n",
+    "                       np.asarray(rows.RD),\n",
+    "                       yerr=np.asarray(rows.RD_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
+    "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
+    "ax.set_xlabel(\"$z$\")\n",
+    "ax.set_ylabel(\"$R_D$\")\n",
+    "plt.ylim(0,10)\n",
     "plt.legend()\n"
    ]
   },
@@ -1623,7 +1637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 48,
    "metadata": {
     "tags": []
    },
@@ -1631,16 +1645,26 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7ff510f514e0>"
+       "<matplotlib.legend.Legend at 0x7f12a865dea0>"
       ]
      },
-     "execution_count": 74,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 960x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
       "text/plain": [
        "<Figure size 960x720 with 1 Axes>"
       ]
@@ -1657,14 +1681,27 @@
     "for x,rows in df_merged_lt6.groupby(level=0):\n",
     "    #print(x)\n",
     "    ax.errorbar(np.asarray(rows.z_avg),\n",
-    "                       np.asarray(rows.RY),\n",
+    "                       np.asarray(1/rows.RY),\n",
     "                       yerr=np.asarray(rows.RY_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
     "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
-    "\n",
     "ax.set_xlabel(\"$z$\")\n",
-    "plt.ylim(0,2)\n",
+    "ax.set_ylabel(\"$R_Y$\")\n",
+    "plt.ylim(0,2.5)\n",
     "plt.legend()\n",
-    "\n"
+    "\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot()\n",
+    "for x,rows in df_merged_lt6.groupby(level=0):\n",
+    "    #print(x)\n",
+    "    ax.errorbar(np.asarray(rows.z_avg),\n",
+    "                       np.asarray(rows.RD),\n",
+    "                       yerr=np.asarray(rows.RD_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
+    "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
+    "ax.set_xlabel(\"$z$\")\n",
+    "ax.set_ylabel(\"$R_D$\")\n",
+    "plt.ylim(0,10)\n",
+    "plt.legend()\n"
    ]
   },
   {
@@ -1676,7 +1713,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 50,
    "metadata": {
     "tags": []
    },
@@ -1684,16 +1721,26 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7ff510784d30>"
+       "<matplotlib.legend.Legend at 0x7f128c6d1450>"
       ]
      },
-     "execution_count": 75,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 960x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0QAAAKLCAYAAADW0Ej7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAABcSAAAXEgFnn9JSAAB+OklEQVR4nO39eXjb9Z3vf79ky0sIAdlJoHBIITKhbcIqJaFsHVJLLe00pxAkMy3cwLS1NCnQnvZMo6TMbzLp754GuXPOHA50Ujtth3C3ZRKLUIbOlGIbKGuJLbEmhQaLBBggJDaCEOJFtu8/XClRLNuSrP37fFyXr5nv8vnqnaA6eumzmcbGxsYEAAAAAAZUUegCAAAAAKBQCEQAAAAADItABAAAAMCwCEQAAAAADItABAAAAMCwCEQAAAAADItABAAAAMCwCEQAAAAADItABAAAAMCwCEQAAAAADItABAAAAMCwCEQAAAAADItABAAAAMCwCEQAAAAADMtc6AIyEQqF5Ha7FQwGZbFYkt7j8/kkSXPnzlVvb698Pp+sVmseqwQAAABQ7EomEEUiETU3N6u+vl49PT0Kh8OT3mu327Vu3Tq5XK54W7vdro6ODkIRAAAAgLiSGTJnsVjU3t6u1tZWXXPNNZPe19bWpkgkEg9DsbYul0terzcfpQIAAAAoESUTiFLV3t4um8024fyyZcvU2dmpSCSS/6IAAAAAFKWyC0SdnZ2qr6+fcD42VK6zszPfJQEAAAAoUmUViFLp/env7899IQAAAABKQsksqpCKWNiZbOU5KbXQJElLlixJev6VV17RrFmz9PGPfzzd8gAAAABk2euvv67Zs2frnXfeyah9WQWiVPT19c2o/djYmIaHh7NUzcyNjo2p991D8eOGk2arwmQqYEUAAABA/gwPD+vQoUPT3ziJsgpEyeYOxcR6j+bOnZvSs3bu3Jn0fKznaLLr+fb+4WGdt+Gh+PEf1n9OJ86qKmBFAAAAQP5MNrIrVWU1hyg2VC7ZsLjYOfYhAgAAABBTVoFIkhwOR9JNW2M9RA6HI98lAQAAAChSZReI3G63enp6JpwPBoOy2WxTLrgAAAAAwFhKMhDFFkZItoS2x+NRfX29AoFA/FwkEtG2bdu0efPmvNUIAAAAoPiV1KIKbrdb0pHNVd1ut6xWq5xOpzweT/y+YDAon8+n7u5uzZ07V93d3erq6pLNZitI3QAAAACKU0kFovb29pTus1gsam1tzXE1AAAAAEpdSQUiAAAA5N/Y2JjGxsYKXQYMwGQyyZTnPTUJRAAAAJhgZGREfX19OnjwoIaGhgpdDgykurpac+bM0dy5c1VZWZnz1yMQAQAAIMHIyIhef/11DQwMFLoUGNDQ0JD6+vp06NAhffzjH895KCIQAQAAIEFfX58GBgZUWVmpk08+WbNnz1ZFRUkuTowSMzo6qkOHDmnfvn0aGBhQX1+fTjrppJy+JoEIAAAACQ4ePChJOvnkk3XiiScWuBoYSUVFRfw999Zbb+ngwYM5D0REfQAAAMSNjY3F5wzNnj27wNXAqGLvvaGhoZwv6EEgAgAAQNzRHz4ZJodCOfq9l+tAxJA5AAAAFNTA8Ig2PdobP159eYNqq3K/uhggEYhK2v6Dg9ry1J6Ecz99PKzrLzpD8+fUFKYoAACANA1GR3V71+748dcuXUggQt4QiErQwPCINjywU4HgmxoeSexCvOPhV/WT3/fKZV+g9SsX88sEAAAAmAKBqMQMDI/ohp/v0DOv9U96z/DImO7Z8brC+z/Ulq8tJxQBAAAAk2CmXInZ8MDOKcPQ0Z55rV8bHtiV44oAAAAyt//goDY/Fk4499PHw9p/cLBAFcFoCEQl5N2DAwoE30yrTSD4Br9QAABA0RkYHtG67S/o4tu6dOcjryZcu+PhV3XxbV1at/1FDQyPFKjC0uT1elVXVyeTySSn06lwODx9oz8LhUJyOp2qq6tTXV2d3G53QvtwOCyTyTTlT0tLiyQpEAhMeo/X6836n3smGDJXQrZ1vzFhztB0hkfGtK3nDd204swcVQUAAJAepgDkht1uVzgclt/vV319vTZu3KiGhgb19vbKarVO2TYUCslut8vlcsnv96u3t1dtbW1qaGhQMBiUzWZTfX29/H5/0vZ9fX1qaWmZ8Dp+v3/CuelqyTcCUQlJdajcsf4Q7iMQAQCAopHJFICNq87JcVWlLRAIKBQKxcOLJLlcLjU0NMjr9aqjo2PK9s3NzfJ4PGptbY2f83q9amhokNvtVm9vrywWi9asWZO0vdPplMfjkcvlSjjvcrmKLgAdiyFzJeTDwWhe2wEAAGQbUwByY+vWrbLZbPEwFOP1etXZ2alIJDJl+3A4LJ/Pl3DOarXK4/EoHA5P2b6lpUU9PT0JYaqUEIhKyPE1mXXoZdoOAAAg22YyBaBQWlpaZDKZFAqFJlxraGiQ3W4vQFWJAoGAli5dOuF8LCD19PRM2T4YDCbtyYn92SZrHwtSkw2lk6RIJJL0765YEIhKyIUL6zNq92nr3CxXAgAAkJmZTAEolDVr1sjlcqmxsTGhp8Ttdqu/v19dXV0Fq+1oFotlwrn6+vHPj9P1EE02rC0YDEpS0rAljfdAxXqSJrteV1cnu90uk8mktra2KesoBLoOSkjTsgW6vWt3Wt+qVFWa1LR0QQ6rAgAASF2pTgFob29XQ0ODGhsbFQwG1dbWpkAgoGAwmDSIJBMbvpYOm82m9vb2Ke+JhZ25cyd+CR6rrb8//SAaiUS0bds2uVyupH/GUCikzs7OKYfKhcPh+Lwmn88nr9er+vr6CXONColAVEJOmlMrl/003bMj9S5jl32B5s+pyWFVAAAAqSvlKQAdHR2y2+1yu90KBAJqbW2dMGdnKoWcYzNdD1EyjY2Nqq+vnzSQbdy4UZLU1NQ04ZrVao2vWBfrffL7/QoEAmpubi6qQMSQuRKzfuWSlIfOXbiwXutXLs5xRQAAAKkr5SkAVqtV7e3tCgQCcrlckw4TK5S+vonDCmNBKNVerBi3261IJBIfMpdMZ2enHA5H0mfHeraOHYpns9kUiUTS2h8p1whEJaa2qlJbvrZcX1n+cVVVmpLeU1Vp0leWf5w1+wEAQNFpWrZg0s8wkymmKQCxxQGKaZGAWCBJFjJi59JZ+trpdCoSicSX2k4mFAopEonI7XanVWuqc5ryqfB9j0hbbVWlNq46R991nqW7n96jOx4+srvzLZ89U9dfdAbD5AAAQFEq5SkAnZ2d8vl8CgaDam5ultPpnHZ/n6Plag6RJDkcjqQhrbu7W9LkiyIcy+l0ymKxTPuaW7dulZT+JquZBLRcIxCVsPlzavSNy6wJgegbl1l14qyqAlYFAAAwtfUrlyi8/1BKK84VyxSAcDgst9stv98vm82mrq4uLVy4cNolp4+WyzlEbrc7HrgcDkf8fFtb26TD2o6VahiSjvTwTBZsGhoa1N7enjDHKhwOTznMrlAIRAAAAMir2BSADQ/sUiCYfF+iqkqTXPYFWr9ycVFMAXC73Vq6dKnWrFkjSfHg4HQ6tWzZsoIvEuDxeNTa2hoPbVarNb7R6rEBx+l0ymazJQQ5p9Opnp4erVu3Ti0tLROe73K5EsLPdD09DodDjY2N8ng8cjqd8f2KUg1c+UQgAgAAQN6V0hQAr9ercDg8Yb8hh8OhNWvWyO12q7e3t+DDwILBoLxer3w+nyKRiBwOh9rb2yf0xiQbthc7FwtRx7LZbAl/vumW8W5tbZXdbldra6taWlpktVrV1NQkv99fVL1DkmQaGxtLb6tgg1uyZIkkaefOnQWuZNz7h4d13oaH4sfPr/8cQ+YAAEDGRkdH9corr0iSPvGJT6iiIvdrcPF5BsdK530408/nrDIHAAAAwLAYMgcAAICCqjFX6NuNixKOgXwhEAEAAKCgaqsq9R3nWYUuAwZF/AYAAABgWAQiAAAAAIZFIAIAAABgWAQiAAAAAIZFIAIAAABgWAQiAAAAAIbFstsAAAAorOEB6Yl/PnJ86XekqtrC1QNDIRABAACgsKID0u9vO3L86dUEIuQNQ+YAAAAAGBaBCAAAAIBhEYgAAABQOB++Kz11R+K5p+8cPw/kAYEIAAAA+Td8WPr3b0n/e7H0+D8lXnvsR+PnH/j2+IILSJnX61VdXZ1MJpOcTqfC4XDKbcPhsNxut+rq6lRXVyen06nOzs4J94VCITmdzvh9brd7wusEAgGZTKakP16vd8Z/zmxiUQUAAADk1/Bh6Rcuae8Tk98zOiwF75IOvCpdF5CqZuWtvFJlt9sVDofl9/tVX1+vjRs3qqGhQb29vbJarVO2DYfDstvtcjgcam9vVyQSUWtrq5xOpzo6OuRwOCSNhyG73S6XyyW/36/e3l61tbWpoaFBwWBQNpst4bl+v3/Ca09XS74RiAAAAJBfv/VNHYaOtvcJ6cG10srbc1tTiQsEAgqFQgmhxOVyqaGhQV6vVx0dHVO29/v9ampqUmtra/ycy+VSXV2dfD6fgsGgJKm5uVkejyfhPq/Xq4aGBrndbvX29iY81+VyFV0AOhZD5gAAAJA/B/dJz/0qvTbP/pI5RdPYunWrbDbbhB4ar9erzs5ORSKRKdu3trYmhJyjHd02HA7L5/MlXLdarfJ4PAqHw9O+TjEiEAEAACB/nr17fDhcOkaHpdDduaknBS0tLTKZTAqFQhOuNTQ0yG63F6CqRIFAQEuXLp1wPhaQenp6MnpmJBKRy+WKnwsGg0l7fGJ/B8leJxKJJP27KxYEIgAAAOTPniczbJfiELscWLNmjVwulxobGxN6QNxut/r7+9XV1VWw2o5msVgmnKuvr5eklHtuwuGwAoGAvF6v3G63HA6H/H5//Ppkw99iQ+qODWWxRR7sdrtMJpPa2tpSqiOfmEMEAACA/Bn6ML/tsqS9vV0NDQ1qbGxUMBhUW1ubAoGAgsFg0iCSTGz4WjpsNpva29unvCcWdubOnTvhWqy2/v7+lF6vtbVVLS0t8bZHh6GpXn/btm1yuVwT/i7C4XB8XpPP55PX61V9fX1Cr1OhEYgAAACQP9XH57ddFnV0dMhut8vtdisQCKi1tXXCnJ2pTDZHJx9S7SHy+/3y+/0Kh8NqbW2V3W5Xa2urPB7PpG0aGxtVX1+fENysVmt8JbpYr5Lf71cgEFBzc3NRBSKGzAEAACB/zrgkw3aXZreODFitVrW3tysQCMjlck0ZEgqhr69vwrlYEEq1FyvGarXK7/fL4XDI6/VOup+R2+1WJBKJD5mLifVsHTvEzmazKRKJpLU/Uq4RiAAAAJA/F1wvVVSl16aiSrJdn5t60hRbHKCYFgmIhZ1kISN2LtOlr91utyQlHerndDoViUTU29ubcuBKd05TPjBkDgAAAPkz52Tp/K9KoS2pt7ngWun4k3JXU4o6Ozvje/I0NzfHNy1NVa7mEEmSw+FIGtK6u7slTVzs4FiRSCRpqIkFl1iQiXE6nbJYLCnVdrSZBrRcIBABAAAgv77gl/p6U9uc9fRLpSumn9ifa+FwWG63W36/XzabTV1dXVq4cKF8Pl9KCw9IuZ1D5Ha744HL4XDEz7e1tcnhcEzbg7Nw4cKkS2rHaj76mamEoYaGBrW3tyfMsQqHw/H60h3Cl0sEIgAAAORX1SzpuoD04NrxTVeT7UtUUTXeM3SFX6qqzX+Nx3C73Vq6dKnWrFkjSfFA4HQ6tWzZsoIvEuDxeNTa2hoPbVarNb6B6rHBxel0ymazJQS5devWqaGhQWvWrNGyZcskjYeh2OIKsQDjdDrV09OjdevWxVejO5rL5ZLVapXD4VBjY6M8Ho+cTmd8Q9dMepVyjUAEAACA/KuaJa28XVpxq7SjTXrsR0eufeZ70nJPUQyTkxRfVODY/YYcDofWrFkjt9ut3t7egg8DCwaD8nq98vl8ikQicjgcam9vn9Abk2zY3po1a+IhqaWlRRaLRUuXLo0vmX1s21jYOpbNZpPVak1Yoa6lpUVWq1VNTU3y+/1F1TskSaaxsbGxQhdRSpYsWSJJ2rlzZ4ErGff+4WGdt+Gh+PHz6z+nE2elOVERAADgz0ZHR/XKK69Ikj7xiU+ooiIPa3Adjkj+048c+/ZKsyy5f10UrXTehzP9fM4qcwAAAAAMiyFzAAAAKCxzrfQXaxOPgTwhEAEAAKCwqmqlFesKXQUMiiFzAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsFh2GwAAAAU1ODKon734s/jx18/5umoqawpYEYyEQAQAAICCGhwZ1KbnN8WPr1t8HYEIecOQOQAAAACGRSACAAAAYFgEIgAAABTMgcMHtGXnloRzW3Zu0YHDBwpUEYyGQAQAAIC8G4gO6B+e+gc5A061vdCWcK3thTY5A05teHqDBkcGC1RhafJ6vaqrq5PJZJLT6VQ4HE65bTgcltvtVl1dnerq6uR0OtXZ2Zlw3WQyTfnT0tIiSQoEApPe4/V6s/7nngkWVQAAAEBeDUQHtLpztXr29Ux6T3Q0qsCfAtrz/h5tcmxSrbk2jxWWJrvdrnA4LL/fr/r6em3cuFENDQ3q7e2V1Wqdsm04HJbdbpfD4VB7e7sikYhaW1vldDrV0dEhh8Oh+vp6+f3+pO37+vrU0tIy4XX8fv+Ec9PVkm8EIgAAAOTVbTtumzIMHa1nX4/83X6tv2h9jqsqbYFAQKFQSMFgUDabTZLkcrnU0NAgr9erjo6OKdv7/X41NTWptbU1fs7lcqmurk4+n0/BYFAWi0Vr1qxJ2t7pdMrj8cjlciWcd7lcRReAjsWQOQAAAOTNgcMHdH/v/Wm1+fWrv2ZO0TS2bt0qm80WD0MxXq9XnZ2dikQiU7ZvbW1NCENHm65tS0uLenp6Jm1f7AhEAAAAyJvtu7crOhpNq010NKr7dt+Xo4qm19LSIpPJpFAoNOFaQ0OD7HZ7AapKFAgEtHTp0gnnYwGppye1HrljnxmJRCb0+hwtHA7L5/NNOpROGg9Uyf7uigWBCAAAAHnT8076H8wlqfud7ixXkro1a9bI5XKpsbExobfE7Xarv79fXV1dBavtaBaLZcK5+vp6SdP38sSEw2EFAgF5vV653W45HI4pw47X65XVapXH45n0el1dnex2u0wmk9ra2pLeV0jMIQIAAEDeHIoeymu7bGlvb1dDQ4MaGxsVDAbV1tamQCAQn1uTitjwtXTYbDa1t7dPeU8s7MydO3fCtVht/f39Kb1ea2trfKU4i8UyZRgKhULq7OyccqhcOByOz2vy+Xzyer2qr6+fstcp3whEAAAAyJvZ5tl5bZdNHR0dstvtcrvdCgQCam1tnTBnZyqFnGOTag+R3++X3+9XOBxWa2ur7Ha7Wltbk/YAbdy4UZLU1NQ04ZrVapXL5UpYZc7v9ysQCKi5ubmoAhFD5gAAAJA3Sz82cZ5LKpZ9bFmWK0mf1WpVe3u7AoGAXC7XpMPECqWvr2/CuVgQSrUXK8Zqtcrv98vhcMjr9Sbdz6izs1MOhyPps2M9W8euMGez2RSJRNLaHynXCEQAAADIm1WLVslckd4gJXOFWVctuipHFaUntjhAMS0SEAskyUJG7FymS1+73W5JmjDULxQKKRKJxK+nKt05TfnAkDkAAADkzbxZ8/Tlhi/r3t33ptzmyjOv1LxZ83JYVWo6Ozvje/I0NzfHNy1NVa7mEEmSw+FIGtK6u8cXo0i2At3RIpFI0p6eWHCJBZmYrVu3Sko/aM00oOUCgQgAAAB5tXb5Wu39YG9Km7MuPXmp1i5fm4eqphYOh+V2u+X3+2Wz2dTV1aWFCxdOu+T00XI5h8jtdscDl8PhiJ9va2ubdFjb0RYuXKhgMDghqMRqPvqZ0pGgNFmwaWhoUHt7e8Icq3A4POUwu0JhyBwAAADyqtZcq02OTXKd5Zp0+Jy5wizXWS79xPkT1VTW5LnCidxut5YuXao1a9ZIGh+m1t7erpaWFgUCgQJXJ3k8HtlsNrndbrW1tamzszO+P9KxPUxOp1M+ny/h3Lp169TQ0CCfz6dAIKBAICCn0xlfXOHYADNdT4/D4VBjY6N8Pp86OzvV1tYmu90e/3srJgQiAAAA5F2tuVbrL1qvDleHPOcmLk7gOdejDleH1l+0vijCUGxRgWM/yDscDq1Zs0Zut7soFgkIBoNqamqSz+eT0+lUfX190mXBOzs7JwyvW7NmjTo6OhQKheR2u9Xc3Bx/ZrLFI6Zbxru1tVV+v1+dnZ1yOp3y+/1qamrSa6+9VlS9Q5JkGhsbGyt0EaVkyZIlkqSdO3cWuJJx7x8e1nkbHoofP7/+czpxVlUBKwIAAKVsdHRUr7zyiiTpE5/4hCoqcv/9+QdDH+iSey6JHz/5lSd1QvUJOX9dFK903ocz/XxODxEAAAAAw2JRBQAAABRUTWWNVp+3OuEYyBcCEQAAAAqqprJG3zz/m4UuAwbFkDkAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhsU+RAAAACio0cFB9bVtjh/P9TSroobNWZEfZRuIIpGINm7cmHDsdrvlcDgKWBUAAACONTY4qAM//nH8uP6G6yUCEfKkbAORz+dTa2trwjm3261IJCKXy1WgqgAAAAAUk7KcQ9TW1ia73T7h/ObNmxN6jQAAAFBY0QMH1Pfzf0041/evdyl64ECBKoLRlGUg6u3tVUdHR6HLAAAAwCRGBwb09v/z99p9+Qr1/eQnCdf6Nm3S7stX6O2/X6/RwcECVViavF6v6urqZDKZ5HQ6FQ6HM3pOS0tL/BnHCoVCcjqdqqurU11dndxu94TXCQQCMplMSX+8Xm9GNeVKWQ6ZW7ZsmVpaWuR0OtXe3i6LxSJpfBhdsf0HAAAAMJrRgQG90ezRR93dk98UjSqybZuGXntNCza3qaK2Nn8Flii73a5wOCy/36/6+npt3LhRDQ0N6u3tldVqTfk5kUhEPp8v/hn6aKFQSHa7XS6XS36/X729vWpra1NDQ4OCwaBsNlvC/X6/f8Jrp1NLPpRlIHK5XHK5XAoEAqqrq4v/x3I6ncwfAgAAKLB9//jDqcPQUT7q7ta+H27UKT/YkOOqSlsgEFAoFEoIJS6XSw0NDfJ6vWmNnmpubpbL5Urau9Tc3CyPx5MwV9/r9aqhoUFut1u9vb0J97tcrqILQMcqyyFzktTe3i6PxyNpvGeos7NzQmKdypIlS5L+HPsfGQAAAKmL7t+vyH33pdUmsn07c4qmsXXrVtlstgmfd71erzo7OxWJRFJ6TigUUiAQ0Lp165JeD4fD8vl8CeesVqs8Ho/C4XDKr1NMyjYQBQIBWSwW9fb2yuFwKBwOq6GhQYFAoNClAQAAGFbk3nulaDS9RtGoIoF7c1NQCmLzaUKh0IRrDQ0NSRfzyrdAIKClS5dOOB8LSD09PSk9p7m5WQ6HY9KOhGAwmLTHJ/Z3kOx1IpFI0r+7YlGWQ+ba2toUDAbjXXkdHR0KBAJyu93x/8jJxkQebefOnUnPL1myJNvlAgAAGMZHO1IbKjex3Q7pbwozF3zNmjXq7u5WY2OjXnvttfjnSLfbrf7+fgWDwYLUdaxkn2/r6+slKaWem7a2NoVCoSlHRE02/C32d3BsKIv1UMW0trbGR3EVi7IMRD6fT6+99lrCOZfLpd7eXjU0NKizs5O5RAAAAAUweuhQXttlS3t7uxoaGtTY2KhgMKi2tjYFAgEFg8Fpv2iPOTYcpMJms6m9vX3Ke2JhZ+7cuROuxWrr7++f9rV8Pp88Hk/ac34ikYi2bdsml8s14e8iHA7H5zXFFjirr68vqs/iZReIIpGIIpFI0jem1WqVy+VK6Q0BAACA7KuYPTuv7bKpo6NDdrtdbrdbgUBAra2tac1RP3ohgnybrofI5/MpEonI7/en/ezGxkbV19cnBLfY5+6jV5nz+/0KBALxRRuKRdnNIbJYLLJYLJOuuR6JRORwOPJcFQAAACTpuOXLMmy3PMuVpM9qtaq9vV2BQEAul6vohn719fVNOBcLQlP1YoXDYbW0tMjv96fc2xXjdrsViUQmDBuM9Wwd29tks9kUiUQy3h8pF8ouEEnjXZqx/zhHa2trk9PpLPql/wAAAMqV5eqrJXOag5TMZllcV+emoDTFFgcopkUCYiEmWciInZvq829sGJ/P50vYQDUUCqmzs1MmkynpwhFOp1ORSES9vb0pB6l05jTlS9kNmZMkh8OhzZs3q7m5Of6XLo0nWHqHAAAACsc8f74sV12lyDTzYo5mWbVK5nnzclhVajo7O+Xz+RQMBtXc3Cyn05nW/j65mkMkjX/+TRbSuv+831OyFehimpqakgYmp9Mpm80W3+j12GsWiyWl2o6WSkDLt7IMRFLqbx4AAADk18m3fl9De/aktDnrccuW6eRbv5+HqqYWDofldrvl9/tls9nU1dWlhQsXyufzpTzvJpdziNxudzxwHd0B0NbWNu0KyxaLJWmngcViUX19/YRrqYShhoYGtbe3J8yxCofD8frSHZqXS2UbiAAAAFCcKmprtWBzm/b9cKMi27cn35fIbJZl1SqdfOv3VVFTk/8ij+F2u7V06VKtWbNGkuKBwOl0atmyZQVfJMDj8ai1tTUe2qxWa3wD1WODy9E9P+lyOp3q6enRunXr1NLSMuG6y+WS1WqVw+FQY2OjPB6PnE5nfEPXTHqVco1ABAAAgLyrqK3VKT/YoPnfukX9v/yV+jZtil+bu3q16q/9alEMk5PGh7qFw2F1dXUlnHc4HFqzZo3cbrd6e3sLPgwsGAzK6/XGV4xzOBxqb2+f0BuT7rC9ZG1jYetYNptNVqtVra2tstvtam1tVUtLi6xWq5qamjJauCHXTGNjY2OFLqKUxDZmnWzj1nx7//CwztvwUPz4+fWf04mzqgpYEUrJwPCINj16ZPO11Zc3qLaqsoAVAQAKbXR0VK+88ook6ROf+IQqKnK/BtfIBx/oT8svjB+fteMZVZ5wQs5fF8UrnffhTD+f00MEGNhgdFS3d+2OH3/t0oUEIgAAYCgEIgAAABSUqaZG8266KeEYyBcCEQAAAAqqoqZG82+5udBlwKDKcmNWAAAAAEgFgQgAAACAYRGIAAAAABgWgQgAAACAYRGIAAAAABgWgQgAAACAYRGIAAAAABgW+xABAACgoKLDIwo9uDd+bLvidJmrKgtYEYyEQAQAAICCGhkeVfd/7Ikfn9e4gECEvGHIHAAAAADDIhABAACgYD76YEjPdryecO65ztf10QdDBaoIRkMgAgAAQN5Fh0b0yC9e1pZ1Tyr4270J13r+c6+2rHtSj/zyZUWHRwpUYWnyer2qq6uTyWSS0+lUOBzO6DktLS3xZ8SEw2GZTKYpf1paWiRJgUBg0nu8Xm9W/qzZwhwiAAAA5FV0aEQP3PG83todmfSe0ZEx7Xr8LUXe+UgrbzlP5mrmFE3HbrcrHA7L7/ervr5eGzduVENDg3p7e2W1WlN+TiQSkc/nk8ViSThfX18vv9+ftE1fX59aWlomvI7f759wLp1a8oFABAAAgLx6fNvuKcPQ0d7aHdHj7bu14tpP5raoEhcIBBQKhRQMBmWz2SRJLpdLDQ0N8nq96ujoSPlZzc3NcrlcE3qXLBaL1qxZk7SN0+mUx+ORy+VKOO9yuYouAB2LIXMAAADIm0PvD+rlp99Oq83LT73NnKJpbN26VTabLR6GYrxerzo7OxWJRFJ6TigUUiAQ0Lp161J+7ZaWFvX09Ki1tTWdkosGgQgAAAB588cn39boyFhabUZHxrTrybdyVNH0YvNpQqHQhGsNDQ2y2+0FqCpRIBDQ0qVLJ5yPBaSenp6UntPc3CyHwzEhWE0mHA7L5/NNOpROGh+Cl+zvrlgQiAAAAJA3b+1+L7N2f8qsXTasWbNGLpdLjY2NCT0tbrdb/f396urqKlhtRzt2zo80Pu9HUko9RG1tbQqFQmn19Hi9XlmtVnk8nkmv19XVyW63y2Qyqa2tLeVn5wtziAAAAJA3QwOZrRqXabtsaW9vV0NDgxobGxUMBtXW1qZAIKBgMJg0iCQTG76WDpvNpvb29inviYWduXPnTrgWq62/v3/a1/L5fPJ4PCnP+QmFQurs7JwyQIXD4fi8Jp/PJ6/Xq/r6+glzjQqJQAQAAIC8qa7NbLW4TNtlU0dHh+x2u9xutwKBgFpbW1MeWiapoHNspush8vl8ikQiUw59O9bGjRslSU1NTROuWa1WuVyuhFXm/H6/AoFAfNGGYsGQOQAAAOTNqYvqMmt3Vmbtsslqtaq9vV2BQEAul2vSYWKF0tfXN+FcLAhN1YsVDofV0tIiv9+fcm+XJHV2dsrhcCRtE+vZOra3yWazKRKJZLw/Ui4QiAAAAJA3n7rkFFVUmtJqU1Fp0uJLTs1RRemJLQ5QTIsExAJJspAROzfVMLjYMD6fz5ewgWpsSJzJZJqwcEQoFFIkEpHb7U6r1nTmNOULQ+YAAACQN7NPrNEnLzpFu55IfdW4T158io47oTqHVaWms7NTPp9PwWBQzc3Ncjqdae3vk6s5RJLkcDiShrTu7m5JSroCXUxTU1PSwOR0OmWz2eIbvR5t69atktLfZDWVgJZvBCIAAADk1WVNixTZ91FKm7Oeusiiy5oW5b6oaYTDYbndbvn9ftlsNnV1dWnhwoXTLjl9tFzOIXK73fHA5XA44ufb2tomHdYWY7FYEtocfb6+vj7ptVgPz2TBpqGhQe3t7QlzrMLh8JTD7AqFIXMAAADIK3N1pVbecp4WX3bqpMPnKipNWnzZqVr5rfNkrir8ggput1tLly7VmjVrJI2Hhfb2drW0tCgQCBS4Osnj8chms8ntdqutrU2dnZ3xYW7H9jA5nU75fL4Zvd50PT0Oh0ONjY3y+Xzq7OxUW1ub7HZ7/O+tmNBDBAAAgLwzV1dqxbWf1IUrrXrx0TfU859749eWfvF0nXP5gqIYJieND3ULh8MT9htyOBxas2aN3G63ent7Cz4MLBgMyuv1xleMczgcam9vn9Abk+6wvWSmW8a7tbVVdrtdra2tamlpkdVqVVNTU9oLN+SDaWxsLL2tgg1uyZIlkqSdO3cWuJJx7x8e1nkbHoofP7/+czpxVlUBK0Ip4f0DADjW6OioXnnlFUnSJz7xCVVU5H5A0eBHw/rpdx+PH3/jf1+mmuP498jI0nkfzvTzOUPmAAAAABgWQ+YAAABQUJVVFVr2l2ckHAP5QiACAABAQZmrKrV8ZfEswwxjIX4DAAAAMCwCEQAAAADDIhABAAAAMCwCEQAAAADDIhABAAAAMCwCEQAAAADDIhABAAAAMCz2IQIAAEBBRYeGtOP+9vjx8i+7Za6uLmBFMBICEQAAAAoqOjykpwP3xI9tX/wygQh5w5A5AAAAAIZFIAIAAEDBHIq8p54H7ks41/Ob+3Qo8l6BKoLREIgAAACQd8NDg3qo7Q61ffOv9cx9WxOuPbN9q9q++dfqaLtT0aGhAlVYmrxer+rq6mQymeR0OhUOh1NqFwgEZDKZkv54vd6Ee0OhkJxOp+rq6lRXVye32z3hddJ5XqExhwgwqP0HB7XlqT0J5376eFjXX3SG5s+pKUxRAABDGB4a1PaN6/XmrpcmvWd0JKoXuh5U/9tvatW6Daqq5t+m6djtdoXDYfn9ftXX12vjxo1qaGhQb2+vrFZrSs/w+/0T7j36OBQKyW63y+Vyye/3q7e3V21tbWpoaFAwGJTNZkvrecWAQAQYzMDwiDY8sFOB4JsaHhlLuHbHw6/qJ7/vlcu+QOtXLlZtVWWBqgQAlLNH7mqbMgwd7c1dL+nRuzbL6bk5x1WVtkAgoFAolBBKXC6XGhoa5PV61dHRkdJzXC7XlIGlublZHo9Hra2t8XNer1cNDQ1yu93q7e1N63nFgCFzgIEMDI/ohp/v0D073pgQhmKGR8Z0z47XdcPPd2hgeCTPFQIAyt2hyHva+WhXWm1eerSTOUXT2Lp1q2w224QeGq/Xq87OTkUikay8Tjgcls/nSzhntVrl8XgUDoez9jr5RCACDGTDAzv1zGv9Kd37zGv92vDArhxXBAAwmhcffkijI9G02oyORPXSI6n1cORCS0uLTCaTQqHQhGsNDQ2y2+0FqCpRIBDQ0qVLJ5yPBaSenp6UnxWJRJL+WSUpGAwm7fGJ/R0ke52pnlcMCESAQbx7cECB4JtptQkE39D+g4M5qggAYERv/jG1oXLHemPXi1muJHVr1qyRy+VSY2NjQg+I2+1Wf3+/urrS6/HKFYvFMuFcfX29JKXccxNblMFut8tkMqmtrS3h+mTD34LBoCRNCGXTPa8YMIcIMIht3ZMPk5vM8MiYtvW8oZtWnJmjqgAARjN0+KO8tsuW9vZ2NTQ0qLGxUcFgUG1tbQoEAgoGg0mDSDKx4WvpsNlsam9vn/KeWNiZO3fuhGux2vr7UxshEg6H4/OQfD6fvF6v6uvr5XK5pnz9bdu2yeVyTfi7yOR5+UYgAgwi1aFyx/pDuI9ABADImupZx+W1XTZ1dHTIbrfL7XYrEAiotbV1wpydqRy9EEG+TddDZLVa4yvHxXqB/H6/AoGAmpubpwwwjY2Nqq+vTwhuM3levjFkDjCIDwfTG68903YAACRz2qfOzqjdgsXnZLmS9FmtVrW3tysQCMjlcsnj8RS6pAR9fX0TzsWC0HS9WLGeqGOHxNlsNkUikUn3M3K73YpEIvEhczN9XiEQiACDOL4msw7hTNsBAJDMOZ/9nCoq0/u3paLSrLNXOHNUUXpiiwMU0yIBsbCTLGTEzmW69PVUc5CcTqcikYh6e3tTHjaY7pymfOCTDmAQFy6s1+O7D6Td7tPWieORAQDI1GxLnZZc3qgXu36XcpuzL3dotqUuh1WlprOzUz6fT8FgUM3NzXI6nSnv7yPlbg6RJDkcjqQhrbu7W9LExQ5SNVmgcjqdslgsKdWWyvMKiUAEGETTsgW6vWt3WgsrVFWa1LR0QQ6rAgAY0YobPXrv7f9KaXPW0xafrRU3Fn5oWjgcltvtlt/vl81mU1dXlxYuXCifzye/35/SM3I5h8jtdscDl8PhiJ9va2uTw+GYtgenoaFB7e3tCXOiwuFw/HlHt08lDKXzvEIjEAEGcdKcWrnsp+meHW+k3MZlX6D5c2pyWBUAwIiqqmu0at0GPXrXZr30aGfSfYkqKs06+3KHVtzokbm6ugBVJnK73Vq6dKnWrFkjSfFA4HQ6tWzZsoIvEuDxeNTa2hoPbVarNb6B6rHBxel0ymazJQQ5h8OhxsZGeTweOZ3O+AasxwYfp9Opnp4erVu3Ti0tLRPqcLlcslqtKT+vGJjGxsbSW4fX4JYsWSJJ2rlzZ4ErGff+4WGdt+Gh+PHz6z+nE2dVFbAiFLOB4RHd8PMdKa04d+HCem352nLVVlXmoTIAQLEYHR3VK6+8Ikn6xCc+oYqK3E45PxR5T8/+7jd6ZvvW+LkLV12jCz7/paIYJieND3Xbtm2bXnvttQk9Gz6fTy0tLert7S2KYWCxWiORiBwOh1pbWyfUZTKZ5HA4Jgz3a2trU2trq0KhUDzU+P3+hD+zyWSa8vU7OjriPVSpPG8y6bwPZ/r5nECUJgIRSt3A8Ig2PLBLgWDyfYmqKk1y2Rdo/crFhCEAMKB8ByJJGjj0oX78tb+KH9/0839T7ezjc/66KF75DEQMmQMMpraqUhtXnaPvOs/S3U/v0R0Pvxq/dstnz9T1F53BMDkAAGAYBCLAoObPqdE3LrMmBKJvXGalhxEAkHfmqmpd5PpKwjGQLwQiAAAAFJS5uloXu68tdBkwKDZmBQAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAADEHb3PDLuzoFCOfu9Nt/fRTBGIAAAAEGcymVRZOb4P3eDgYIGrgVHF3nuVlZUEIgAAAOTXcccdJ0k6ePBggSuBUcXee7Nnz875a7HsNgAAABKccMIJOnjwoPr7+2U2m3XCCSfEe42AXBoZGdEHH3yg/v5+SdKcOXNy/poEIgAAACSYM2eOTjzxRL3//vt699139e677xa6JBiQxWIhEKHMDQ9IT/zzkeNLvyNV1RauHgAAIGl8HtHHPvYxzZo1S++99x5ziZBXNTU1qqur04knnpjz+UMSgQiFFB2Qfn/bkeNPryYQAQBQJCoqKlRXV6e6ujqNjY2x4hzywmQy5SUEHY1ABAAAgCkV4kMqkC+sMgcAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQITC+PBd6ak7Es89fef4eQAAACBPzIUuINd8Pl/C8TXXXCObzVagaqDhw9JvfdJzv5JGhxOvPfYj6Yn/I11wrXSFX6qqLUiJAAAAMI6yDUThcFhut1t+v18Oh0OS5Ha75Xa71dvbW+DqDGr4sPQLl7T3icnvGR2WgndJB16VrgtIVbPyVh4AAACMp2yHzLndbl1zzTXxMCRJkUhEVqu1gFUZ3G99U4eho+19QnpwbW7rAQAAgOGVZQ9RIBBQKBRSV1dXwvmOjo4CVQQd3Dc+TC4dz/5SWnGrdPxJuakJAAAAhleWPUStra2yWCyyWCyFLgUxz949cc7QdEaHpdDduakHAAAAUJn2EPX09MhqtSoUCmnr1q2aO3euent75Xa7E4bQIY/2PJlhuyekz/xtdmsBAAAA/qwsA1EkEpE0Hoz8fn/8fF1dnTZv3iyXyzXtM5YsWZL0fG9vrxoaGrJSp6EMfZjfdgAAAEAKym7IXCwMhUIheTyehGtNTU1qbm6O34M8qj4+v+0AAACAFJRlD5GkpKvJ2e12tbW1qaenZ9qhczt37kx6frKeI0zjjEuk8CMZtLs0+7UAAAAAf1Z2gSi2kMJUCyqEw+H8FIMjLrheetSf3sIKFVWS7frc1QTVmCv07cZFCccAAABGUnaBSJIcDseUoYe9iApgzsnS+V+VQltSb3PBtSy5nWO1VZX6jvOsQpcBAABQMGX5dbDX600aiILBoCwWCyvNFcoX/NLpKQ6BO/1S6Qr/9PcBAAAAM1CWgcjlcsnhcMjn88XPRSIRbdu2TZs3by5gZQZXNUu6LiDZbxwfDpdMRdX49evulapq81kdAAAADKgsh8xJUkdHh3w+n7xerySpv79fXV1dstlsBa7M4KpmSStvl1bcKu1okx770ZFrn/metNzDMDkAAADkTdkGIkkJexChyBx/knTRzYmB6KKbpVmWgpUEAAAA4ynLIXMAAAAAkIqy7iEqV4Mjg/rZiz+TJA0Mj0imBdLYJHNyAAAAAEyKQFSCBkcGten5TUdOmNYTiAAAAIAMEIhKXOWoWRd/NEsaG/9POTI8Ks0qcFEAAABAiSAQlbjK0SpdMnAkAY1ERwtYDQAAAFBaWFQBAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGGZC10AAOTM8ID0xD8fOb70O1JVbeHqAQAARYdAhMIx10p/sTbxGMim6ID0+9uOHH96NYEIAAAkIBChcKpqpRXrCl0FAAAADIw5RAAAAAAMi0AEAAAAwLAIRAAAAAAMizlEKJiB4RFterQ3frz68gbVVlUWsCIAAAAYDYEIBTMYHdXtXbvjx1+7dCGBCAAAAHnFkLkSc+DwAW3ZuSV+PFwxqNB/e0gfVX1QwKoAAACA0kQPUYkYiA7oth236f7e+xUdjcbPj1WMasfH/0M9pz2oT+y/UFeO2CTNKlyhAAAAQAmhh6gEDEQHtLpzte7dfW9CGDraaMWI/njyU/I9820NRAfyXCEAAABQmghEJeC2HbepZ1/P9DeOSc/3heTv9ue+KAAAAKAMEIiK3IHDB3R/7/2p3Wwa/z+/fvXXOnD4QO6KAkrBh+9KT92ReO7pO8fPAwAA/FnOA9GePXv0uc99TnPnztWiRYv0V3/1V9q7d2+uX7ZsbN+9fdJhcpOJjkZ13+77clQRUOSGD0v//i3pfy+WHv+nxGuP/Wj8/APfloYZWgoAAHIciJ599lnZbDZZrVatXbtWjY2N6unpkdVq1f/6X/8rly9dNnreSWGoXBLd73RnuRKgBAwfln7hkkJbpNHh5PeMDkvBu6RfXD1+PwAAMLScrjK3du1aBYNBLVy4MOF8KBSSx+ORJP3P//k/c1lCyTsUPZTXdkBJ+61P2vtEavfufUJ6cK208vbc1gQAAIpaTnuIFi5cOCEMSZLNZlNPT49+97vfac+ePbksoeTNNs/OazugZB3cJz33q/TaPPtL5hQBAGBwOQ1EdXV1U15vb2+X38+KaFNZ+rGlGbVb9rFlWa4EKHLP3j35MLnJjA5LobtzUw8AACgJBV1l7sQTT9TY2FghSyh6qxatkrkivZGN5gqzrlp0VY4qAorUniczbJfiEDsAAFCWchqIIpHItPdYLJZcllDy5s2apy83fDm1m/+cLa8880rNmzUvd0UBxWjow/y2AwAAZSGngai1tVWLFi3S6tWrtX37dn3wwQe5fLmytXb5Wi09OYWhcybpvLk2rV2+NvdFAcWm+vj8tgMAAGUhp4HI4XBozZo16uvr0ze+8Q3V1dXFA9LPfvYz7dmzRyaTKZcllIVac602OTbJdZZr0uFzFaOV+tS+i+W/8HbVVNbkuUKgCJxxSYbtLs1uHQAAoKSYxnI4iaerq0uNjY3x43A4rK6uLnV0dKizs1ORSEQmk0kjIyO5KiHrlixZIknauXNnQV7/wOEDuufle/TTZ1vV8I5UM1yh4yq+qE+++2kdN3yCmn54kebXzypIbel6//CwztvwUPz4+fWf04mzqgpYEUrawX3SPy9Jb2GFiirpu7uk40/KXV0AACCnZvr5PKc9REeHIUmyWq1qbm7Wtm3b1N/fr1dffVUXXHBBLksoO/NmzdMNS25Q7bD0j3ePaF27Wbb/+pyOGz6h0KUBhTXnZOn8r6bX5oJrCUMAABhcQVeZs1qtuuaaawpZAoBy8gW/dHqKQ+BOv1S6gmX/AQAwuoIGIkn63ve+V+gSAJSLqlnSdQHJfuP4cLhkKqrGr193r1RVm8/qAABAEcpaINqzZ4/27Nkz5T3PPvustm/fnq2XBICJqmZJK28fnxv0mWO+cPnM98bPr7ydMAQAACRlKRBdc801amhoUENDg6644opJ77vgggt04okn6qc//Wk2XhblwjSs6nkd+tlLP9G/PPcvGhwZLHRFKAfHnyRddHPiuYtuZs4QAABIkHwN5zTce++9am9vl8PhUH9/vx566CH91V/9lf7t3/4t6f2NjY36p3/6p5m+LMqJKaqa+V36111dkqTrFl/H0uFACRgYHtGmR3vjx6svb1BtVWUBK0K54r0GIJdmHIja2trU29urhQsXSpJCoZCampr0/PPPa+HChdq4caPC4bDq6+vV0NAgSdq6dav+9m//dqYvDQAooMHoqG7v2h0//tqlC/mQipzgvQYgl2YciMbGxuJhSJJsNps6Ojrk9/v12muvqaOjI+F+k8kkj8cz05cFAAAAgBmbcSBKZuHCherv79eJJ56o0dFRvf/+++rs7FR3d7caGhrU3Nyci5cFAAAAgLTMOBBZLJak561Wq77//e9Lkk488URdffXVuvrqq2f6cgBmanhAeuKfjxxf+h1WXAMAAIY140D0/vvvJz0/d+5cnXDCCTN9PIBsiw5Iv7/tyPGnVxOIAACAYc142e2Ojg5dccUV+qd/+ic999xz8fMmk2mmj4YBmCoPqrr+sYRzW3Zu0YHDBwpUEQAAAIwkK/sQPfTQQ1qzZo3sdrsqKyv1+c9/Xh0dHdq7d2/S+9mHCAPRAfl7/l/NXnSbauY/knCt7YU2OQNObXh6A3sSAQAAIKdmPGTO4XDooYceUigUUmdnp7Zu3RpfWc5qtcpiscjpdMrpdMrtdkuSent7p3okytxAdECrO1erZ1+PJutIjI5GFfhTQHve36NNjk2qNTOkCwAAANk34x4ip9MpaXy57TVr1igYDGp0dFQdHR3627/9Wy1cuFDbtm1Tc3Oz6urqVFdXN+OiMbnqyqx0+uXUbTtuU8++npTu7dnXI3+3P8cVoWyZa6W/WHvkh2ANAACOMeMeou9973tJzzc2NqqxsTF+3NnZqfb2drW3t8/0JTGF2qriDkRvfrBP23f/Oq02v37117rp/Js0b9a83BSF8lVVK61YV+gqAABAEcvbp2eHw6HW1lYFg8F8vWTZG6qao9dPa0w491zn6/rog6ECVTS1geERXb/tDo1pJK120dGo7tt9X46qAgAAgJHlvTth4cKFGhsby/fLlpXo0Kg+/fo1evKi/6/2nvGFhGs9/7lXW9Y9qUd++bKiw+kFj1zb8MBOvT24K6O23e90Z7kag/rwXempOxLPPX3n+HkAAAADKsj4qttuu236m5BUdGhED//kTzqr7xKNVSQf8Tg6MqZdj7+lB/7v84oOFUcoevfggALBN2WqyGzVuEPRQ1muyGCGD0v//i3pfy+WHv+nxGuP/Wj8/APfHt+0FQAAwECKe8IJJnh8227te/VDjWn6Xra3dkf0ePvuPFQ1vW3db2h4ZExjozUZtZ9tnp3ligxk+LD0C5cU2iKNDie/Z3RYCt4l/eLq8fsBAAAMgkBUQg69P6iXn35bkmRSahvfvvzU20Uxp+iZ1/olSSMfLcyo/bKPLctmOcbyW5+094nU7t37hPTg2tzWAwAAUEQIRCXkj0++rdGR9OZfjY6MadeTb+WootR9OBiVJA1HlmlsrDKttuYKs65adFUuyip/B/dJz/0qvTbP/pI5RQAAwDAIRCXkv17py6jdW396L8uVpO/4mvH5TmMjczQcsY///9Nku9j1K8+8kiW3M/Xs3ZMPk5vM6LAUujs39QAAABQZAlGJGB0Y0Ie7MpsPNDRQ+IUVLlxYH///B/etVPTQQpmmGfVnMkmn1CzR2uUM4crYniczbJfiEDsAAIASRyAqEfv+8YcyvZ9ZD1F1bXpD1HKhadkCVVX+OQGNVenwG1/T0HvLJx0+NzZWqWhkuf71ijbVVGa2EAMkDX2Y33YFMDA8on/u+FP8Z6DIlpsHMDP7Dw5q82PhhHM/fTys/QczW7UUAI6VfN1mFJXo/v2K3Hef6k5t1Hv1n0q7/aln1eWgqvScNKdWLvtpumfHG+Mnxqo0+M4qDe13qsrSo8rjwjJVDGpstEYjH1k1HFmqv7Iv0X+znFDYwktd9fH5bVcAg9FR3d51pPf0a5cuVG1V4b8EADAzA8Mj2vDATgWCb2r4mPmzdzz8qn7y+1657Au0fuVi/jcPYEYIRCUgcu+9UjSqU955Wq+d8cVJ9x9KpqLSpMWXnJrD6lK3fuUShfcfiq84J43PKRrqWyH1rUi498KF9Vq/cnG+Syw/Z1wihR/JoN2l2a8FAFI0MDyiG36+I+Hfi2MNj4zpnh2vK7z/Q2352nJCEYCMMWSuBHy0o1uSVDP0gU555w/jJ1NckeCTF5+i406ozmV5KautqtSWry3XV5Z//MjwuQmici39GP+4ZcsF10sVVem1qaiSbNfnph6UDYYxIZc2PLBzyjB0tGde69eGB3bluCIA5YxAVAJGDx2K//+LXg3IEvmTUlmRoH74LV3WtCjH1aWntqpSG1edo6fWNuqWz57557Ojqpz9J1XPf1CzF92mv//viwhD2TLnZOn8r6bX5oJrpeNPyk09KHkDwyNat/0FXXxbl+585NWEa3c8/Kouvq1L67a/yFwuZOzdgwMKBN9Mq00g+AZhHEDGCEQloGL27Pj/Xzk6rPNe+Bed+tYTMo1Gk95vGo3q1Lee0KfHfi9zkQaL+XNq9I3LrOMHFYM67uM/V828R1VhLp3J/CXjC37p9BSHwJ1+qXSFP7f1oGTFhjHds+ONCXM6YmLDmG74+Q5CETKyrXvy99dkhkfGtK3njRxVBKDcEYhKwHHLlyUcV44O65N/ukeXPP13sob/XXX9f9QJ74dV1/9HWcP/rkue/jt98k/3aM7ypQWqGEWlapZ0XUCy3zj58LmKqvHr190rVdXmszqUEIYxIR9SfY8d6w/hzFZiBQAWVSgBlquv1v47fyxFE3uEqocP6ozXf6czXv/dxEZmsyyuq/NUIYpe1Sxp5e3SilulHW3SYz86cu0z35OWexgmhyllOozpu86zNH8OS+cjdR8OJh/9kKt2AEAPUQkwz58vy1VXpdXGsmqVzPPm5aiiLBsza3B/o/56sUerz1vNvkO5dPxJ0kU3J5676GbCEKbFMCbky/E1mX1Xm2k7AOC3R4k4+dbva2jPHn3U3T3tvcctW6aTb/1+HqrKkrEqDR1w6utnf04nzkpzRTSkbXRwUH0vzokfzx0cVMWsAhaEkjCTYUw3rThz+huBP7twYb0e330g7Xafts7NQTUAjIAeohJRUVurBZvbZGlqkszJc+yoqVJzVrm04KebVVFDLwuSGxsa0oGdc+I/Y0NDGhwZ1L889y/xn8ERVmtCIoYxIV+ali2YYmuG5KoqTWpauiBHFQEod/QQlZCK2lqd8oMNmv+tW9S/5efq2/yvGpVJkbpP6D3LIr11ysW64e/+UhU19LIgPYMjg9r0/Kb48XWLr2PoIhIwjAn5ctKcWrnsp+meHakPt3TZFzBXDUDG6CEqQeZ58zT3//MVSdKIuVbPnXeL9p5+hYarTyhwZSh20QMH1Hf3rxLO9f3/7tFIH6szYWoXLqzPqB3DmJCJ9SuXpPyeu3BhvdavXJzjigCUMwIRYACjAwN6+//5e+2+fIX6fnpXwrW+zf+qd5z/Xc2/HVFVNL1J8zAOhjEhn2qrKrXla8v1leUfn/R9V1Vp0leWf1xbvraczbwBzAiBCChzowMDeqPZo0h7+4Sl2+OiUTmfG9P3t46oanhMW3Zu0YHD6U9qRvmKDWNKB8OYMBO1VZXauOocPbW2Ubd8NnFhjls+e6aeWtuojavOIQwBmDECEVDm9v3jD1NanXBM0pLXpRs7R9X2QpucAac2PL2BBRYQxzAmFML8OTX6xmXWhHPfuMxK2AaQNQQioIxF9+9X5L77Uro3NihlxQtjOvHQmKKjUQX+FNDfdPyNBqIDuSsSJYNhTACAckQgAspY5N57Jx8mNwnzqPTZ54/MJerZ1yN/tz/bpRU1liGfHMOYAADlhkAElLGPdkw/VC6ZxXsTF1f49au/NtScotgy5LEfAtFEDGMCAJQLAhFQxkYPHcqo3ayhxEAUHY3qvt2pDb0DAAAoJQQioIxVzJ6dUbvD1RPnh3S/k1lvU6k5cPiAtuzcknCOVfcAAChfBCKgjB23fFlG7XadPjEQHYpm1ttUKgaiA/qHp/5BzoBTbS+0JVxj1T0AAMoXgQgoY5arr5bM5rTaRCukh8+bGIhmmzPrbSoFA9EBre5crXt336voaPJFKFh1DwCA8kQgAsqYef58Wa66KqV7Y7OGHjnXpPdnTwxEyz6WWW9TLu0/OKjNj4UTzv308bD2H0yvF+e2HbepZ19PSvcacdU9AADKGYEIKHMn3/p9Hbds+jBjkrTz49Jdzom/FswVZl21KLVglQ8DwyNat/0FXXxbl+585NWEa3c8/Kouvq1L67a/qIHhkWmfdeDwAd3fe39ar2+0VfcAAChnBCKgzFXU1mrB5jZZmpomHT4XrZA6zjfph9dUatg8sXfoyjOv1LxZ83JdakoGhkd0w8936J4db2h4ZCzpPcMjY7pnx+u64ec7pg1F23dvn3SY3GRYdQ8AgPJBIAIMoKK2Vqf8YIMWPfqI5q5erVGT9MZc6fkzTLrnLyq0+uZKbf5C8jC09OSlWrt8bQGqTm7DAzv1zGv9Kd37zGv92vDArinv6XkntaFyxzLKqnsAAJQ7AhFgIOZ58zT3r29UxZh08vvSM5806YFLqpPOGTJXmOU6y6WfOH+imsri2Gzz3YMDCgTfTKtNIPjGlHOKMl09r9xX3QMAwCgIRIBBVUclz4Oj+t0V98lzrifhmudcjzpcHVp/0fqiCUOStK178mFykxkeGdO2njcmvZ7p6nnlvOoeAABGYphAFAqF5PV6C10GUHCmmhrNu+mmIz8nnqIbltyQcM8NS24omjlDR0t1qNyx/hDum/Ta0o8tzeiZxbjqHgAASF96G5SUMLfbLZvNVugygIKrqKnR/FtuTjw5VBqbjX44mN7iB6m0W7VolTY9vymthRWKbdU9AACQOUMEopaWlkKXABS1msoarT5vdcJxMTq+JrNfWVO1mzdrnr7c8GXdu/velJ9XTKvuZWx4QHrin48cX/odqaq2cPUAAFAgZR+IQqGQLBaLLBZLoUvJng/flamnVQsu75OpSrIc/w96a+hs7TrsKHRlKFE1lTX65vnfLHQZ07pwYb0e353+/j+fts6d8vra5Wu194O9KW3OWmyr7mUsOiD9/rYjx59eTSACABhS2c8h2rp1qzwez/Q3loLhw9K/f0v634tVseMOHf+xQc2eO6iP1zyvT8/5pW6Y/w2Zf/fd8W9+gTLUtGyBqionrog3lapKk5qWLpjynlpzrTY5Nsl1lkvmiuTfExXjqnuAUdSYK/TtxkXxnxpz2X98AZBHZd1D1NLSkvFCCkuWLEl6vre3Vw0NDTMpKzPDh6VfuKS9T0x6S6VpRHr+bikSlq4LSFWz8lggkHsnzamVy36a7tkx+apxx3LZF2j+nOkDTK25VusvWq+bzr9J97x8j9peaItf85zr0Vc++ZXSHyYHlKjaqkp9x3lWocsAUKbK9iuWcDgsi8Uiq9Va6FKy47e+KcNQzJg0ft+DZTCkB0hi/colunBhfUr3XriwXutXLk7r+fNmzSuZVfcAAMDMlW0PUWtrq/x+f8btd+7cmfT8ZD1HOXVwn/Tcr1K6NT6Y6NlfSitulY4/KWdlzVRsCMTRx8B0aqsqteVry7XhgV0KBJPvS1RVaZLLvkDrVy5WbVVlAaoEAACloiwDUVtbW3ntOfTs3dLocHptRoel0N3SZ/42NzVlAUMgkKnaqkptXHWOvus8S3c/vUd3PPxq/Notnz1T1190RkrD5CZTKqvuZezDd6VnWhPPPX2ntNxT1F+iAACQC2UXiMLhsCKRSPkMlZOkPU9m2O6Jog5EwEzNn1Ojb1xmTQhE37jMqhNnVc3ouaWy6l7ahg+PD7997lcTv2R57EfSE/9HuuBa6Qo/K86VqMGRQf3sxZ/Fj79+ztfLL9ADQJaVZSDq7u6W2+1OOB8KhRQOh+V2u2W1Wmc0nC7vhj7MbzsA5SeFhVk0OiwF75IOvJrSwiwMey0+gyOD2vT8pvjxdYuvIxABwDTKLhA5HA45HBP346mrq5PD4VB7e3sBqpqh6uPz2w5A+UlxYRZJRxZmWXn7lLcx7DU3BoZHtOnR3vjx6ssbUpoLd+DwAd3z8j0J57bs3MIKiQBSZ9BNu8suEE0mEokoEokUuozMnHGJFH4kg3aXZr8WAKUnjYVZ4kpgYZZyNRgd1e1du+PHX7t04ZSBaCA6oNt23Kb7e+9XdDSacK3thTb9/KWf68ozr9Ta5WvpLQIwNYNu2l324xu8Xq+cTqckqbOzU263Wy0tLQWuKk0XXC9VpDknoqJKsl2fm3oAlJaZLMyCojYQHdDqztW6d/e9E8JQTHQ0qsCfAvqbjr/RQJSNuwHgWGXfQ9Ta2jr9TcVuzsnS+V+VQlumvXVMf156+4Jr+WYXwDgWZilbt+24TT37elK6t2dfj/zdfq2/aH2OqwKA0lL2PURl4wt+6fTph8CZpPH7riihRSOKwOjgoPbfcWf8Z3RwsNAlAdnDwixl6cDhA7q/9/602vz61V/rwOEDOaoIAEpT2fcQlY2qWeOrPj24dnxsf5LhLyNjldL516rySz8yxHjPbBobHNSBH/84flx/w/VSDWPtMR6W+9o2x4/neppVUWrvDRZmKUvbd2+fdJjcZKKjUd23+z41n9uco6oAoPQQiEpJ1azxVZ9W3CrtaJMe+5FGxyr05tA5emvobO067NC1n1+pyqqZ7cECYFz0wAH1/+KX6vvJT+LnxkZHVX/tV2WeV0KrdrEwS1nqeSe1oXLH6n6nm0AEAEchEJWi40+SLrpZeuxHGh6r1QPv/UOhKwLKyujAgPb94w8Vue8+KZr4DXzfpk3q27xZllWrdPKt3y+N3qILrpce9ae3sAILsxS9Q9FDeW0HlLpMl7RH+WMOEQwveuCA+n7+rwnn+v71LkUPMM7eiEYHBvRGs0eR9vYJYSguGlVk2za98Y1mjQ6UwKpdsYVZ0sHCLEVvtnl2XtsBpS62pH3sZzA6WuiSUCQIRDCs0YEBvf3//L12X74iYUiUNN4LsPvyFXr779ezwILB7PvHH+qj7u6U7v2ou1v7frgxxxVlSYoLs0hiYZYSsfRjSzNqt+xjy7JcCQCUNgIRDKksewEwY9H9+8eHyaUhsn17afQmxhZmsd84+b5mFVXj16+7l4VZSsCqRatkrkhv5Lu5wqyrFl2Vo4oAoDQRiGBIZdsLgBmJ3Hvv5AF5MtGoIoF7c1NQtsUWZvnuLukz30u89pnvjZ9feTthqETMmzVPX274clptrjzzSs2bVUILggBAHhCIYDhl3QuAGfloR2oheWK7HVmuJMdiC7Mc7aKbmTNUgtYuX6ulJ6c2dG7pyUu1dvnaHFcEAKWHQATDKfteAGRs9FBmq29l2g6YqVpzrTY5Nsl1lmvS4XPmCrNcZ7n0E+dPVFNZAqsiAkCesew2DGdGvQB/481yNSgmFbMzW30r03ZANtSaa7X+ovW66fybdM/L96jthbb4Nc+5Hn3lk18p/WFywwPSE/985PjS7zC0E0DW0EMEw6EXAJM5bnlmq28dt3x5lisB0jdv1jzdsOSGhHM3LLmh9MOQJEUHpN/fduQnykI3ALKHHiIYDr0AmIzl6qu1/84fpzek0myWxXV17ooC0lBTWaPV561OOAYATI1ABMM5bvkyHXrqqQza0QtQ7szz58ty1VXjy7GnyLJqlczzSvAbeHOt9BdrE49R8moqa/TN879Z6DIAoKQQiGA49AJgKiff+n0N7dmT0rLsxy1bppNv/X4eqsqBqlppxbpCV4Fj7D84qC1P7Uk499PHw7r+ojM0fw69PQCKx8DwiDY92hs/Xn15g2qrKgtYUeYIRDAcQ/UCIG0VtbVasLlN+364UZHt25MHZ7NZllWrdPKt31dFDR9SMXMDwyPa8MBOBYJvanhkLOHaHQ+/qp/8vlcu+wKtX7m4ZD9wTGVwZFA/e/Fn8eOvn/P1I8P9PnxXeqY1scHTd0rLPSwVDxTQYHRUt3ftjh9/7dKFJfv7iUAEQzJMLwAyUlFbq1N+sEHzv3WL+n/5K/Vt2hS/Nnf1atVf+1UCMrJmYHhEN/x8h555rX/Se4ZHxnTPjtcV3v+htnxtecl+6JjM4MigNj1/5H9n1y2+TjWjo9JvfdJzv5JGhxMbPPYj6Yn/I11wrXSFnxXnAMwIq8zBkGK9AJamJsk8yfcCZrMsTU1a8NPN9AIUsRpzhb7duCj+U2PO3q8187x5mvvXNyacm/vXNxKGkFUbHtg5ZRg62jOv9WvDA7tyXFF+HTh8QFt2bkk4t+WFn+nAL66SQlsmhqGY0WEpeJf0i6ul4cO5LxRA2aKHqMRVmoa1bPa/SZf+D8lcq8oqMm6q6AUoD7VVlfqO86ycPd9UU6N5N92UcAxky7sHBxQIvplWm0DwDX3XeVbJzykaiA7oth236f7e+xUdTRya2rbz5/q5aUxXzq3T2v73VDM2yUMkae8T0oNrpZW357ZgAGWLQFTizKZhLZ+zVbqiRZplKXQ5JSnWC5AQiP76RlWecEIBq0KxqKip0fxbbi50GShT27rfmDBnaDrDI2Pa1vOGblpxZo6qyr2B6IBWd65Wz76eSe+JmkwKnDBHe6qqtGnfftWOTfH39OwvpRW3MqcIQEboTgAAoEBSHSp3rD+E+7JcSX7dtuO2KcNQ3NiYembVyl9vmfq+0WEpdHdWakN52n9wUJsfCyec++njYe0/OFigilBMCEQAABTIh4NpLP+fhXbF4MDhA7q/9/7UbjaZJEm/nnO8DlRM85FlzxMzrAzlaGB4ROu2v6CLb+vSnY+8mnDtjodf1cW3dWnd9hc1MDxSoApRDBgyB4h5IgAK4/iazP4ZzrRdMdi+e/uEOUPTiZpMum/O8Wp+/4PJbxr6cIaVodywgiNSVbq/UYEsYp4IgEK4cGG9Ht99IO12n7bOzUE1+dHzTgpD5ZLonlWj5venuKH6+MwKQtnKZAXHjavOyXFVKEYMmQMAoECali1QVaUprTZVlSY1LV2Qo4py71D0UGbtTNN8ZDnj0oyei/KU6QqOzCkyJgIRAAAFctKcWrnsp6XVxmVfUNJLbs82z86s3djo5BcrqiTb9RlWhHI0kxUcYTwEIgAACmj9yiW6cGF9SvdeuLBe61cuznFFubX0Y0szarfs8BTf3F9wLUtuI4FRV3BEZphDhLIQHR5R6MG98WPbFafLzMRIoOREDxxQJBDQRzu6NXrokCpmz9Zxy5fL4rq6bDdKrq2q1JavLdeGB3YpEEz+rXZVpUku+wKtX7m45Cd9r1q0Spue35TWwgrmsTFddXCSRRNOv1S6wp+l6lAujLiC44x9+K70TGviuafvlJZ7yv4LBwIRysLI8Ki6/2NP/Pi8xgUEIqCEjA4MaN8//lCR++6TookfSA499ZT233mnLKtW6eRbv6+KMlwFsraqUhtXnaPvOs/S3U/v0R0PH1ke+JbPnqnrLzqjpIfJHW3erHn6csOXde/ue1Nuc+XBDzVv9JghcxVV4z1DV/ilqtosV4lSZ8QVHDM2fFj6rU967lfje3od7bEfSU/8n7L/3xpD5gAABTU6MKA3mj2KtLdPCENx0agi27bpjW80a3RgIL8F5tH8OTX6xmXWhHPfuMxaNmEoZu3ytVp6cmpD55bOO09rF/914snPfE/67i5p5e1l+wENM5PqMNRjlfIKjhkZPiz9wiWFtkwMQzGjw1LwLukXV4/fX4YIRACAgtr3jz/UR93dKd37UXe39v1wY44rQq7Vmmu1ybFJrrNcMlck/0beXGGW6yyXfnLFz1Rz8bcTL150c9kP4cHMGHEFx4z81iftTXFT471PSA+uzW09BUIgAgAUTHT//vFhcmmIbN+u6IH09+5Bcak112r9RevV4eqQ51xPwjXPuR51uDq0/qL1qqksr94x5IcRV3BM28F948Pk0vHsL8fnGpUZAw6UBAAUi8i9904+TG4y0agigXs172+8uSkKeTVv1jx5zvWo0nRk3ufXz/k6QSgDo4OD6mvbHD+e62kuyzl3qVq/conC+w+ltOJcOazgmLZn7558mNxkRoel0N3SZ/42NzUVCIEIAFAwH+1IbajcxHY7JAJR2aiprNE3z/9mocsoeWODgzrw4x/Hj+tvuF4ycCAy2gqOadvzZIbtniAQAQCQLaOHDuW1HUqUuVb6i7WJx0gQPXBA/b/4ZcK5vn+9S/XXfrVsl6xPhZFWcEzb0CRL2eeqXREjEJUq/nGI++iDIb3wSOLO0s91vq5zLl+g406oLlBVAFJRMXt2XtsZQfTAAb33b/+m9+//d40NDclUXa0Tr/yy6q65pnQ/GFfVSivWFbqKojTVkvV9mzapb/Pmsl6yPlWxFRyPDkTfuMyqE2dVFbCqAqs+Pr/tihiBqFTxj4OiQyN6fNtuvfz02xo9phu85z/3KvS71/XJi0/RZU2L2JMIKFLHLV+mQ089lUG75TmoprRN9cH4wB136sCmn/DBuMzElqyfcpXGPy9ZP/Taa1qwuU0Vtcb9AhXHOOMSKfxIBu0uzX4tBcYqcyhJ0aERPXDH89r1xFsTwlDM6MiYdj3+lh74v88rOjSS5woBpMJy9dWSOc3v5sxmWVxX56agEsVeTsbEkvWYkQuuH9/gOB0VVZLt+tzUU0AEIpSkx7ft1lu7Iynd+9buiB5v353bggBkxDx/vixXXZVWG8uqVaU79CtH+GBsPCxZjxmbc7J0/lfTa3PBtWW5BxiBCCXn0PuDevnpt9Nq8/JTb+ujD4ZyVBGAmTj51u/ruGXLUrr3uGXLdPKt389xRaWFD8bGNJMl64G4L/il01McAnf6pdIVfknS/oOD2vxYOOHyTx8Pa//BwWxXmBcEIpScPz45cc7QdEZHxrTrybdyVBGAmaiordWCzW2yNDVNPnzObJalqUkLfrqZ+S/H4IOxMc1oyfoyMzgyqH957l/iP4MjpfmhvCCqZknXBST7jZMPn6uoGr9+3b0aUJXWbX9BF9/WpTsfeTXhtjseflUX39alddtf1MBwaU1VYFEFlJy3dr+XWbs/vSd94YzsFgNDiQ6PKPTg3vix7YrTWbAjSypqa3XKDzZo/rdu0Xtbt+r9X99fPiuk5Rh7ORkTS9YfMTgyqE3Pb4ofX7f4Ojb2TUfVLGnl7dKKW6UdbdJjPzpy7TPfk5Z7pONP0sDwiG74+Y4pN7odHhnTPTteV3j/h9ryteUls7cTgQglZ2ggs28dMm0HxIwMj6r7P/bEj89rXEAgyjLzvHmaf9NNmn/TTYUupWTwwdhYBkcG9bMXf6bzRvtVn0F7lqzHpI4/Sbro5sRAdNHN0iyLJGnDAzunDENHe+a1fm14YJc2rjonB4VmH0PmUHKqazP7AJppO0Aa3+/q2Y7XE8491/k6c9NQcMW+l1P0wAHtv/NOver8nHb/xeV61fk57f/xj5nDlIEDhw+o7YU2bXp+k35X918ZPYMl65GJdw8OKBB8M602geAbJTOniB4ilJxTF9XpjT+mP2zu1LPqclANyh37XaHYfPTBkF567E298od3NBIdU1XtX6r+43N06ttPqXr4YMrPyfUHY/ZFykyyoblR07Bu23Gb7u+9X9HR8b/Lh88zyf2EZB5N/dmjlWZtnX+Bvj48UjJDmVActnW/oeE0528Pj4xpW88bumnFmTmqKnsIRCg5n7rkFHX/x2tpLaxQUWnS4ktOzWFVKEex/a6mWuI9tt9V5J2PtPKW82Su5kMGZqbGXKFvNy5KOJamCucWRaz/Xa+d8UWd8s4ftOjVdlWOTrPIQo73cmLD0MwdOzT3E5fP1/948lvq2deTcN/7x5v06LkmOZ4b05gkUwrPfnDBUt3RvV/XfXGUQIS0pDpU7lh/CPeVRCBiyBxKzuwTa/TJi05Jq80nLz5Fx51QnaOKUK7Y7wqFUFtVqe84z4r/1FZVprQZ9ViFWW+deqmeP/cmjUyz2WKu93JiX6Ts+V/P/mhCGIr5V0eFdn48tTD0wlyrfnLOl7NbHAzjw8E0V7KcYbt8IxChJF3WtEinLrKkdO+piyy6rGnR9DdC0eER7XggHP+JltiymdnEflcoJimH87ExRSxnafeZrklvyfVeTuyLlD0fVX2gB/Y8MOn14SqTfthUqY7zTYpO9onObNZxV7v0dxc3a7hy6qAMTOb4mswGlWXaLt8IRChJ5upKrbzlPC2+7FRVVCb/bqyi0qTFl52qld86j7kdKYoN1Yj9jAynMTi9zLDfFYpFWuHcNP778O2PfVpDVXMSr+VpLyf2RcqeP570B0XHpv67HK4yafMXKrX65krd8xcVev4Mk/qOH782d/VqLXr0EVn+7u/LNgwdOHxAW3ZuSTi3ZecWHThMwM6mCxdmsqah9Gnr3CxXkhulEduAJMzVlVpx7Sd14UqrXnz0DfX855FJqEu/eLrOuXwBw+SQMfa7QrHIJJyPVZi175Nf0MJ3f5/3vZzYFyl73j7h1elv+rP3Z5t038Um3XexdO5ro/q7fxvV3L++UZUnnCAdHs5hlYUxEB2YsNBETNsLbfr5Sz/XlWdeqbXL17InURY0LVug27t2p7WwQlWlSU1LF+SwquwhEKHkHXdCtc53fDwhEJ3v+LhqjivPb8OQH+x3hWKRaTgfuPRKLfr2hixXMz32Rcqe4crMliw+XJ3KrKLSNRAd0OrO1ZPOrZKk6GhUgT8FtOf9Pdrk2KRaM4t2zMRJc2rlsp+me3a8kXIbl32B5s8pjTBKIAIgaXwp3xceSfxF91zn64btaWO/KxSLUgvnxb4vUimpGsnsw+QJJy/QvJv+UqYyXc78th23TRmGjtazr0f++7+i9fXLNXt0VN9d8d81UjH+9xJbwRGpWb9yicL7D6W04tyFC+u1fuXiPFSVHQQiwODYZyc59rtCsSi1cH7c8mU69NRTGbRjw9BjnfLBmXrT8kra7S5Ztkrzz23OQUWFd+DwAd3fe39abX59cLdu2vmo5o2O6lu+m6RZltwUV+Zqqyq15WvLteGBXQoEk+9LVFVpksu+QOtXLi6ppd2JxoCBpbKUb2yfnQf+7/OKDhlnONinLjll0gU7JsN+V8iFUxdlFrILFc4tV18tmdP8vjXH+yKVio8+GNKzHa/Hj89/67Oy/9fnNWtozhStEpkrzLpq0VW5KK8obN+9fcKcoelETSbdN+f4HFVkLLVVldq46hw9tbZRt3w2cX+hWz57pp5a26iNq84pqTAkEYgAQ2Ofncmx3xWKRamFc/P8+bJcld4H8lzvi1TsokMjeuQXL2vLuicV/O2R+bCVY2Yte/2Lui70D/pMb5MqR6cPmleeeaXmzTryd7n/4KA2PxZOuOenj4e1/2Bm85MKreed1IbKHat7VnkOHyyU+XNq9I3LrAnnvnGZtWTmDB2LQAQYFPvsTI/9rlAMSjGcn3zr93XcsmUp3ZvrfZGKXSo99ZVjZi1+9xL95R//RpUjky8YtPTkpVq7fK0kaeCjQ1p35926+IcP6c5HEleru+PhV3XxbV1at/1FDZTYfnOHopktvnHIxEdeTI53B2BQ7LMzPfa7QrEotXBeUVurBZvbZGlqmnz4XJ72RSp2qfbUj2lMp36wSJfsmdj7Zq4wy3WWSz9x/kQ1lTUaGB7RDVtCuufNuRoeS/5Rb3hkTPfseF03/HxHSYWi2ebMFt+YPWbcffUwPRZVQFmorKrQsr88I+EYU2OfndSw3xWKQSycP96+Wy8/lfzLjIpKU1EtgFJRW6tTfrBB8791i97bulXv//p+jQ0N5X1fpGKWTk+9SeNfynzqwMXqXvBbHa4+KEnynOvRVz75lYRhchse2Kln9n4gaUzS1MMtn3mtXxse2KWNq87J6M+Qb0s/tlRPv/102u2WHf7zEMGn75SWe6TjT8pyZShlBCKUBXNVpZavtE5/I+JKbSnfQmO/KxRaqYZz87x5mn/TTZp/002FLqXoZNJTbxo16YbKb8t0Xp8k6evnfD1h49F3Dw7okeBLuqnyEV1Y8UcdbzqsD8dm6Q+jn9K2kRU6oBMnPDMQfEPfdZ5VEvM/Vi1apU3Pb0prYQXz2JiuOvjh+MFjP5Ke+D/SBddKV/ilKvYnAoEIMKxSW8q3GNATiWJw3AnVsn/hDJlMR775t11xelH0CiE9mfbULzh4lv77+RdMvDB8WPt/uVqPmf9d1abEL68+U/mi/of5XgVG/kIbotdrUEfC8/DImLb1vKGbVpx57BOLzrxZ8/Tlhi/r3t33Tn/z2JhkMunKgx9q3uhRQ+ZGh6XgXdKBV6XrAlLVrJzVi9JAIAIMin120kdPJIoF78XykNWe+uHD0i9cWvLOE5OOkqs2jeir5odlrXhbNwz5EkLRH8J9JRGIJGnt8rXa+8He6TdnNZm09PCA1vZP8m/d3iekB9dKK2/PfpEoKXy9CRhUqS3lCwDlJqs99b/1SXuf0HQD8MbGpE9X/FHrzXcnnP9wML29fQqp1lyrTY5Ncp3lkrki+Xf75rExuT44qJ/se1c1U/2lPPtL6cN3c1MoSgaBCDCoUlzKF0B5ig6PaMcD4fhPtIRWPZuJrG26e3Cf9NyvJE23hIIUG2npqvy95un9+Pnja0pr0FCtuVbrL1qvDleHPOd6JEknRaO66PBhfas/oo7X/0vr+96bOgxJ48PnQndPcxPKHYEIMLBSW8oXQPn56IMh9fznHnX/x5Gf4G/3GGLPs6z11D979/gH+zRUm0bUVPlI/PjT1rlptS8W82bN0w1LbpAk/b/7+9X2zn41v/9B4pyh6ex5IkfVoVQQiAADY58dAIUSHRrRI794WVvWPangb/cmXOv5z73asu5JPfLLl8u6tyhrPfV7nszo9T9d8UdJUlWlSU1LF2T0jGKS8V5DQx9mtxCUnNLqHwWQdaW6lC+A0hUdGtEDdzw/5YakoyNj2vX4W4q885FW3nKezNXl+YXMZU2LFNn3UUqbs07aU5/hB/rjTYclSS77gpJYcns6h0wZfs9ffXx2C0HJoYcIgKQj++wc7XzHxwlDALLu8W27UwoAkvTW7ogeb9+d24IKKCs99Rl+oP9wbJYuXFiv9SsXZ9S+2PTMyjDUnXFpdgtByaGHCABQdKLDIwo9eKS3kn12yseh9wf18tNvp9Xm5afe1oUrrWX7Bc2Me+rPuEQKPzL59Ukc/m8XacvXlqu2TP63tf3447X6vfeV1nbZFVWS7fpclYQSQQ8RAKCoGHmSvRH88cm3NToy3dJfiUZHxrTrybdyVFHxyLin/oLrxz/Yp2Gsokqfv+57ZROGJKnPXKn758xOr9EF10rHn5SbglAy6CECEFdZVaFlf3lGwjGQL9GhET2+bbdefnriB+ae/9yr0O9e1ycvPkWXNS2it6iEvbU7/Q2hJemtP70nfeGM7BZTLuacLJ3/VSm0Zdpbx8bGl942lVEQqKms0erzVkuS+kaGNfrCg6rY+9T0DU+/VLrCn+PqUAoIRADizFWVWr7SWugyYEBMsjeOoYHMVo3LtJ1hfMEv9fVKe6deQtpkkqILLpa5jIJATWWNvnn+N4+cONcjPbh2fNPVZMuRV1SN9wxd4ZeqavNXKIoWX/8CAAqOSfbGUV2bWZDNtJ1hVM2SrgtI9hsnHT43NFapX0U/q0NN28o7CFTNklbeLn13l/SZ7yVe+8z3xs+vvL28/w6QFgIRAKCgMp1kz5yi0nTqorrM2p2VWTtDmSII/N/hK3Xx4J36fvQbktkgQeD4k6SLbk48d9HNZTNUMCfMtdJfrD3yY5D3CoEIAFBQTLI3lk9dcsqky0tPpqLSpMWXnJqjispQkiDw05G/1AGdWKCCUDKqaqUV6478GKQXjUAEACioGU2yR8mZfWKNPnnRKWm1+eTFp5TtktsACo9FFQAABcUke+O5rGmRIvs+Smne2KmLLLqsaVHuiyo3saFPkgaiIxrsSm9ZbsBICEQoKtGhIe24vz1+vPzLbpmr+VYQKGdMsjcec3WlVt5ynh5v362Xn0o+ZLKi0sQy6zMRG/okafDwsAa7HipwQUDxIhChqESHh/R04J74se2LXyYQAWXu1EV1euOP6Q9/Y5J9aTNXV2rFtZ/UhSutevHRN9Tzn3vj15Z+8XSdc/kCQw6TYz+4LDuqpyx+DByDQAQAKKhPXXKKuv/jtbQWVmCSffk47oRq2b9whkymIwst2K443bC9QuwHl2VH9ZQhu2rMFfp246KE41JFIAIAFFRskv2uJ1JfNY5J9uWFEJBb5fTBFcWjtqpS33GeVegysoJABAAoOCbZA7lTTh9cgVzgKwIAQMHFJtkvvuzUSfeoqag0afFlp2rlt84z7HAqAED20UMEACgKTLIHABQCgQgAUFSYZA8AyCcCEQCg6DDJHgCQL8whAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIUjUOR99TzwH0J53p+c58ORd4rUEUAAAAod2zMioIbHhrUI3e1aeejXRodiSZce2b7VnXff6/OvtyhFTd6ZK6uLlCVAAAAKEcEIhTU8NCgtm9crzd3vTTpPaMjUb3Q9aD6335Tq9ZtUFV1TR4rBAAAQDljyBwK6pG72qYMQ0d7c9dLevSuzTmuCAAAAEZSloEoHA7L6/XK6/XKbrfL6XQqFAoVuiwc41DkPe18tCutNi892smcIgAAAGRN2Q2Zi4Whjo6O+Dmfzye73a6Ojg45HI4CVoejvfjwQxPmDE1ndCSqlx7p0IVXNeWoKgAAUApGBwfV13Zk5MhcT7MqahhWj/SVXQ+Rz+dTa2trwjm/3y+LxSK3212gqpDMm39Mbajcsd7Y9WKWKwEAAKVmbHBQB3784/jP2OBgoUtCiSq7QNTZ2amGhgZFIpGE8w6HQ5FIROFwuDCFYYKhwx/ltR0AAABwrLILRA6HQ1arVRaLJen1Y4MSCqd61nF5bQcAAAAcq+zmELW3tyc9H1tUwWazpfScJUuWJD3f29urhoaGzIpDgtM+dbb2vvBs2u0WLD4nB9UAAADAiMquhyiZUCikcDgsv99f6FJwlHM++zlVVKaXySsqzTp7hTNHFQEAAMBoyq6HKBm32y2Xy6U1a9ak3Gbnzp1Jz0/Wc4T0zbbUacnljXqx63cptzn7codmW+pyWBUAAACMpOx7iLxer6xW66RD6VBYK2706LTFZ6d072mLz9aKGz05rggAAABGUtaBqK2tTf39/Ql7EqG4VFXXaNW6DTq38YpJh89VVJp1buMVunrdD2Surs5zhQAAAChnZTtkLhAIqLe3N6FnKLbkttVqLVRZSKKqukZOz826uOlaPfu73+iZ7Vvj1y5cdY0u+PyXGCYHAACAnCjLHqJQKKTu7u4JiygEAgHV19cXqCpMZ7alTku/dFXCuaVfuoowBAAAgJwpux6icDgst9sth8Mhr9ebcK2zszOthRUAAABQfKIHDqj/F79MONf3r3ep/tqvyjxvXoGqQqkqu0DkdDoVDofV1tY24VqqexABAACg+IwODGjfP/5Qkfvuk6LRhGt9mzapb/NmWVat0sm3fl8VNTUFqhKlpuwCUW9vb6FLAAAAQJaNDgzojWaPPurunvymaFSRbds09NprWrC5TRW1tfkrECWrLOcQAQAAoLzs+8cfTh2GjvJRd7f2/XBjjitCuSAQAQAAoKhF9+8fHyaXhsj27YoeOJCjilBOCEQAAAAoapF7750wZ2ha0agigXtzUxDKCoEIAAAARe2jHakNlZvYbkeWK0E5IhABAACgqI0eOpTXdjAWAhEAAACKWsXs2XltB2MhEAEAAKCoHbd8WYbtlme5EpQjAhEAAACKmuXqqyVzmttnms2yuK7OTUEoKwQiAAAAFDXz/PmyXHVVWm0sq1bJPG9ejipCOSEQAQAAoOidfOv3ddyy1IbOHbdsmU6+9fs5rgjlgkAEAACAoldRW6sFm9tkaWqafPic2SxLU5MW/HSzKmpq8lsgShaBCAAAACWhorZWp/xggxY9+ojmrl6dcG3u6tVa9OgjOuUHGwhDSEuas9OA3DJXVesi11cSjgEAAI5mnjdPc//6RvVt2hQ/N/evb1TlCScUsCqUKgIRioq5uloXu68tdBkAAAAwCIbMAQAAADAsAhEAAAAAw2LIHAAAORYdGtKO+9vjx8u/7Ja5mjmSAFAMCEQAAORYdHhITwfuiR/bvvhlAhEAFAmGzAEAAAAwLAIRAAAAAMMiEAEAAAAwLAIRAAAAAMNiUQUAAHLoUOQ9PfvgbxLO9fzmPl3w+S9ptqWuQFUBpc9UU6N5N92UcAxkwjQ2NjZW6CJKyZIlSyRJO3fuLHAlAGaKpZCRS8NDg3rkrjbtfLRLoyPRCdcrKs06+3KHVtzo4X0HADMw08/n9BABMCyWQkauDA8NavvG9Xpz10uT3jM6EtULXQ+q/+03tWrdBlVV8+02ABQCc4gAAMiyR+5qmzIMHe3NXS/p0bs257giAMBkCEQAAGTRoch72vloV1ptXnq0U4ci7+WoIgDAVAhEAABk0YsPP5R0ztBURkeieumRjhxVBACYCoEIAIAsevOPqQ2VO9Ybu17MciUAgFQQiAAAyKKhwx/ltR0AYGYIRAAM6VDkPfU8cF/CuZ7f3Mc8DsxY9azj8toOADAzLLsNwFCm2hvmme1b1X3/vewNgxk57VNna+8Lz6bdbsHic3JQDQBgOvQQATCM2N4wL3b9btJJ77G9Ye7d+PcaHhrMc4UoB+d89nOqqEzv+8aKSrPOXuHMUUUAgKkQiAAYBnvDIB9mW+q05PLGtNqcfblDsy11OaoIADAVAhFQgqJDQ3qq/Zfxn+jQUKFLKnrsDYN8WnGjR6ctPjule09bfLZW3OjJcUUAgMkQiIASFB0e0tOBe+I/0WEC0XTYGwb5VFVdo1XrNujcxismHT5XUWnWuY1X6Op1P2C+GgAUEIsqADCEmewNc+FVTVmuBkZQVV0jp+dmXdx0rZ793W/0zPat8WsXrrpGF3z+SwyTA4AiQA8RAENgbxgUymxLnZZ+6aqEc0u/dBVhCACKBIEIgCGwNwwAAEiGQATAEE77VGoT3I/F3jAAAJQ3AhEAQ2BvGAAAkAyBCIAhsDcMAABIhlXmABjGihs9eu/t/0ppc1b2hkE2mauqdZHrKwnHAIDiQCACYBixvWEevWuzXnq0M+m+RBWVZp19uUMrbvSwNwyyxlxdrYvd1xa6DABAEgQiAIbC3jAAAOBozCECSsyhyHvqeeC+hHM9v7lPhyLvFaii0sTeMAAAQKKHCCgZw0ODeuSuNu18tGvCUK9ntm9V9/33MtQLAAAgTQQioAQMDw1q+8b1Uy4GMDoS1QtdD6r/7Te1at0GVVXX5LFCAACA0sSQOaAEPHJXW0oro0nSm7te0qN3bc5xRQAAAOWBQAQUuUOR97Tz0a602rz0aCdzigAAAFJAIAKK3IsPP5R0eeipjI5E9dIjHTmqCAAAoHwwhwgocm/+MbWhcsd6Y9eLuvCqpixXU17YLBMAABCIgCI3dPijvLYzEjbLBAAADJkDilz1rOPy2g4AAMBICERAkTvtU2dn1G7B4nOyXAkAAED5IRABRe6cz35OFZXpjW6tqDTr7BXOHFUEAABQPghEQJGbbanTkssb02pz9uUOzbbU5agiAACA8kEgAkrAihs9Om1xakPnTlt8tlbc6MlxRQAAAOWBQASUgKrqGq1at0HnNl4x6fC5ikqzzm28Qlev+4HM1SwfDQAAkAqW3QZKRFV1jZyem3Vx07V69ne/0TPbt8avXbjqGl3w+S8xTA4AACBN9BABJWa2pU5Lv3RVwrmlX7qKMAQAAJABAhEAAAAAwyIQAQAAADAsAhEAAAAAwyIQAQAAADAsAhEAAAAAwyIQAQAAADAsAhEAAAAAwyIQAQAAADAsc6ELAJA+c1W1LnJ9JeEYAAAA6SMQASXIXF2ti93XFroMAACAkseQOQAAAACGRSACAAAAYFgEIgAAAACGRSACAAAAYFgsqgAAyLno0JB23N8eP17+ZbfM1ayOCAAoPAIRACDnosNDejpwT/zY9sUvE4gAAEWBIXMAAAAADItABAAAAMCwCEQAgJw6FHlPPQ/cl3Cu5zf36VDkvQJVBADAEcwhAgDkxPDQoB65q007H+3S6Eg04doz27eq+/57dfblDq240cN8IgBAwRCIAABZNzw0qO0b1+vNXS9Nes/oSFQvdD2o/rff1Kp1G1RVXZPHCgEAGMeQOQBA1j1yV9uUYehob+56SY/etTnHFQEAkByBCACQVYci72nno11ptXnp0U7mFAEACoJABADIqhcffmjCnKHpjI5E9dIjHTmqCACAyRGIAABZ9eYfUxsqd6w3dr2Y5UoAAJgegQgAkFVDhz/KazsAAGaCQAQAyKrqWcfltR0AADNBIAIAZNVpnzo7o3YLFp+T5UoAAJgegQgAkFXnfPZzqqhMb5u7ikqzzl7hzFFFAABMjkAEAMiq2ZY6Lbm8Ma02Z1/u0GxLXY4qAgBgcgQiAEDWrbjRo9MWpzZ07rTFZ2vFjZ4cVwQAQHIEIgBA1lVV12jVug06t/GKSYfPVVSadW7jFbp63Q9krq7Oc4UAAIxLb5A3AAApqqqukdNzsy5uulbP/u43emb71vi1C1ddows+/yWGyQEACo4eIgBATs221Gnpl65KOLf0S1cRhgAARYFABAAAAMCwynrInM/nkyTNnTtXvb298vl8slqtBa4KAAAAQLEo20Bkt9u1bt06uVwuSVIkEpHdbldHRwehCAAAAICkMg1EbW1tikQi8TAkSRaLRS6XS16vVx0dHQWsDgCMx1xVrYtcX0k4BgCgGJRlIGpvb5fNZptwftmyZWppaVEkEpHFYsl/YQBgUObqal3svrbQZQAAMEFZLqrQ2dmp+vr6CedjQ+U6OzvzXRIAAACAIlR2PUSRSGTae/r7+6e9Z8mSJUnPv/zyy6qqqpr0OgAAAID86e3tVVVVVcbty66HKBZ2phoSl0pomozJZJrRXzhKT29vr3p7ewtdBgyI9x4KhfceCon3H9JVVVWl2bNnZ9y+7HqIUtHX1zftPTt37sxDJSgFsd5A3hPIN957KBTeeygk3n/It7LrIUo2dygm1ns0d+7cfJUDAAAAoIiVXSCKDZVLNiwudo59iAAAAABIZRiIJMnhcCgcDk84H+shcjgc+S4JAAAAQBEqy0DkdrvV09Mz4XwwGJTNZmMPIgAAAACSyjQQeTwe1dfXKxAIxM9FIhFt27ZNmzdvLmBlAAAAAIqJaWxsbKzQReRCJBKRz+eTxWLR3Llz1d3drXXr1slmsxW6NAAAAABFomwDEQAAAABMpyyHzAEAAABAKghEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAAADAsAhEAAAAAAyLQAQAJSYUCk04F4lEFA6HC1ANAORWOBxWW1ubIpFIoUtBmWIfIhiaz+eTJM2dO1e9vb3y+XyyWq0ZPSsUCqm1tVWtra3ZLBFlaibvvbq6OkUikfhG07EPCcFgUBaLJRflooxk4/de7Bkx11xzDRufY1qZvvcCgYDcbvek1y0Wi957772s1QnjMRe6AKBQ7Ha71q1bJ5fLJWn8Q6XdbldHR0dGocjtdvOBACmZ6Xuvvr5e0ngIt1qtcrlcWrduHWEI05rpey8cDsvtdsvv98vhcEga/93ndrvV29ub09pR2mby3uvu7pbD4Uh6X2dnp/x+f05qhnEQiGBIsa732C9mafwbJpfLJa/Xq46OjrSe19LSku0SUaay8d6z2Wxqb2/PZZkoQ9l477ndbl1zzTXxMCSNf7DNtGcdxpCN916ye2LDhI9+LpAJ5hDBkNrb25P25ixbtkydnZ1pjVMOhUKyWCx8O4+UZPO9B6Rjpu+9QCCgUCgkj8eTcL6joyPtL5FgLDN97y1btizpeZ/PxzB1ZAWBCIbU2dkZH3Z0tNi3nJ2dnSk/a+vWrRM+IACTyeZ7D0jHTN97ra2tfPmDjMz0vZesB8jn82ndunXZKRCGx5A5GE4q38D39/en9KyWlhZ5vd4ZVgSjyOZ7LzYEpa+vT+FwWOvWrWMOGyaVjfdeT0+PrFarQqGQtm7dGp8Y73a7E4bQAUfL5u+9mHA4rFAoxNwhZA2BCIYT+8U71becqfwCD4fDslgsjJ1HyrL13otEImpqaoo/JxwOq6GhQR0dHXwwRVLZeO/Frvf09CR8EK2rq9PmzZuZx4GksvV772g+n2/CSofATDBkDkiir69v2ntaW1sZKoesS+W919HRkfDhwmq1yuFw0FuJGZnqvRf7wJpsDlFTU5Oam5uZ/4aMpfJ7LyYcDquzs5Mvf5BVBCIYTrJxzDGxb7Lmzp075TPa2tr48Im0ZeO9Nxmr1apwOMzmrEgqW++9ZD3idrtdkUhEPT09mReIspXt33utra2MzEDWEYhgOLFv1pN9mxk7N9Uv23A4zDKzyMhM33uS5HQ6ZbfbJ73Ot/RIZqbvvVj7qYY9EcaRTDZ+7x0tEAhMGbKATDCHCIbkcDiS/uMd+7Zqqq74cDis7u7uCbtmh0Kh+KaFVquVyZ5IaibvPWl8/kayDwOx9iysgMnM9L03WfsYviTCZGb63ouJRCIKh8P8nkPWEYhgSG63O+mEzGAwKJvNNuW3oA6HI+kv77q6OjkcDjbMxJRm8t6TJI/HkzRsM6Ye05npe8/r9U74IijW3mKx8P7DpGb63ouJDcukhwjZxpA5GJLH41F9fb0CgUD8XCQS0bZt27R58+aEcyaTacohSkffy3AlTGem7z2v1zth/lpLS4skEcYxpZm+91wulxwOR8IH22TtgWNl69/c2L+x7IWFbKOHCIYVDAbl8/nU3d2tuXPnqru7W11dXQld8bFltZcuXTrpc7xeb3woQGdnp9xut5YtW6Y1a9bk/M+A0jST957VapXP54uHov7+ftXX1+u1117jQwKmNdPfex0dHRPef8e2B5LJxr+5sd6kZcuW5atsGIRpbGxsrNBFAAAAAEAhMGQOAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAAAAgGERiAAAAAAYFoEIAGA4oVBIDQ0NamhoUCgUkiSFw2G1tbUVuDIAQL6ZxsbGxgpdBAAA+RKJRNTY2KhrrrlGfX19CoVCstlsCofDam9vL3R5AIA8Mxe6AAAA8qm/v19dXV2yWCzxcz6fT5s3by5cUQCAgqGHCABgWJFIRBs3btS6desSAhIAwDjoIQIAGFI4HFYgEJDf7y90KQCAAqKHCABgOJ2dnQqHw/J4PPFzkUiEXiIAMCBWmQMAGEogEFAkEkkIQ5LU3NxcoIoAAIXEkDkAgGGEQiG1trbKZrOptbVVTqdTfX19CgQCrDAHAAZFIAIAGMbWrVvV0dEhabynqLm5WVarNR6SAADGwxwiAAAAAIbFHCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBYBCIAAAAAhkUgAgAAAGBY/39fClXjrs4Q6AAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 960x720 with 1 Axes>"
       ]
@@ -1706,20 +1753,40 @@
     "df_bin = df_W2_gt6\n",
     "fig = plt.figure()\n",
     "ax = fig.add_subplot()\n",
-    "df_merged_lt6 = merge_bins(df_bin)\n",
-    "for x,rows in df_merged_lt6.groupby(level=0):\n",
+    "df_merged_gt6 = merge_bins(df_bin)\n",
+    "for x,rows in df_merged_gt6.groupby(level=0):\n",
     "    #print(x)\n",
     "    ax.errorbar(np.asarray(rows.z_avg),\n",
-    "                       np.asarray(rows.RY),\n",
+    "                       np.asarray(1/rows.RY),\n",
     "                       yerr=np.asarray(rows.RY_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
     "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
+    "ax.set_xlabel(\"$z$\")\n",
+    "ax.set_ylabel(\"$R_Y$\")\n",
+    "plt.ylim(0,2.5)\n",
+    "plt.legend()\n",
     "\n",
+    "fig = plt.figure()\n",
+    "ax = fig.add_subplot()\n",
+    "for x,rows in df_merged_gt6.groupby(level=0):\n",
+    "    #print(x)\n",
+    "    ax.errorbar(np.asarray(rows.z_avg),\n",
+    "                       np.asarray(rows.RD),\n",
+    "                       yerr=np.asarray(rows.RD_error), fmt=\"o\", label=\"x = {}\".format(x))\n",
+    "#plot_model_RD_meas, = ax.plot(z_range, model_RD_meas1, label=\"$R^Y_{meas}$  (LPT+MRST)\")\n",
     "ax.set_xlabel(\"$z$\")\n",
-    "plt.ylim(0,2)\n",
+    "ax.set_ylabel(\"$R_D$\")\n",
+    "plt.ylim(0,10)\n",
     "plt.legend()\n",
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Old"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 18,