diff --git a/.gitignore b/.gitignore
index 725ccd7d683ced18f2546e5f521e6113e3d4489c..e193c38f69b47d9faead56803c63f2be72773890 100755
--- a/.gitignore
+++ b/.gitignore
@@ -11,5 +11,4 @@ IMDB/data
 MNIST/data
 SYNOP/data
 VAE/data
-BHPD/data/*
-!BHPD/data/BostonHousing.csv
+BHPD/data
diff --git a/LinearReg/01-Linear-Regression.ipynb b/LinearReg/01-Linear-Regression.ipynb
index 6b95ee3a2674c4b5af8ba24831df517b81220b9a..5cc180902c6f8389dd81fecea89771bf8b5cc1e1 100644
--- a/LinearReg/01-Linear-Regression.ipynb
+++ b/LinearReg/01-Linear-Regression.ipynb
@@ -91,8 +91,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.6 DEV\n",
-      "Run time             : Tuesday 8 December 2020, 18:54:45\n",
+      "Version              : 0.7 DEV\n",
+      "Notebook name        : 01-Linear-Regression\n",
+      "Run time             : Wednesday 9 December 2020, 20:16:41\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -110,7 +111,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init()"
+    "datasets_dir = pwk.init('01-Linear-Regression')"
    ]
   },
   {
@@ -167,7 +168,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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ultC/U3De3DViP9XzofS97lfb/nYWaWU8Xn62LaWMk6TWuvTHBoAhGFKf5zT8PKbX05/VjgPXwgDsicoKtFvXtpNbtCH1ve7XkP52pg7CpZR7aq2/MsXXvbTW+r37GxbQZj2tFjTKhQWL0KXt5BZtSH2v8zCUv51ZKsK/WEp5Ra3123b6ZCnlCUlek+RzMjmFDugplZX5cmExfy4s2G5Ifa9Mb5YgfDbJK0opT0/yJbXW85ufKKU8Jcnrk3xMkjfNdYRA66iszJcLi/lyYcFOunYEN8txYIav/ZQkr0vyzCS/VUr5R0lSSrk/yVuTHEnytbXWL5j3IIF22aysbKWysne7XVgwu60XFuNce2HBcG32vd7/3Dvzwqcfz/3PvXOqi6PR+jinzqzl5IOP5NSZtYzWbaDVJ1NXhGut703ypaWUX0jy/Ul+ppTy+0k+IZN9hp9fa/2dxQwTaBOVlfkyZTtfZiy4nln7Xs0u9N/Mu0bUWl9bSvmwJK9K8olJ3pXkabXWd817cEA7DWlF8TK4sJgvFxbMi7al/pspCJdSDiR5ZZKXJfm/SX4nyVOSvLWU8sW11v81/yECbTSUFcXL4MJivlxYMC9mF/pvlu3TPiaTBXFPSfLbmbRCnNnoEX5FkodKKf+yOiUDOqOvK+u7+Ly6emHRxp+1CwvmxexC/81SEX5Hkick+YEkX1drvZIktdZvL6X8ciYh+VWllGfVWp8795ECc9XX3re+Pq82avPPuqsXFrSL2YX+myUIH0jyvFrrT2z/RK3110opn5TkR5I8Z16DAxanr71vfX1ebeRnTd+ZXei/WbZPu3OnELyp1nqx1vr5SV66/2EBi9bXLbv6+rzayM+aIdicXbj3nttz9/GjQnDPTB2Ea63vnPLrvm/PowGWpq97Aff1ebWRnzXQdbNUhIEe2ex9O3xwNStJDvek962vz6uN/KxpikMumJeV8Xj6P55SykqS5yX5zCS3JDm0w5eNa62fcYP7GSeJDSb6o40rx7mxzd9b33rf+vq82sjPmmVr8yJNWm3HP45Ztk87lOSnkzx9487G2+50vOV2BsSLUnf1dWV9X59XG/lZs2wWaTJPs7RGvCzJM5J8W5KPzCT0fkuSj05yb5I/SfKGJB803yHSdltflMa59kUJgMUbUquARZrM0yzbp31hkt+stX5zkpRSkiS11vNJ3lBK+fVM9hr+50m+e66jpNWcvAPQnKHNyjnkgnmapSJ8W5K3bfl4nOTg5ge11seS/FSSL5vLyOgMK8cBrrXMCu3QZuUs0mSeZqkIX01yecvH/yeTFomt/ijJs/c7KLrFyTv0lUWg7MWyK7RDm5VzyAXzNEsQ/tNMdorYdCbJP9z2NXcmefd+B0W3eFGij4Y23cz8LHsx1xBbBSzSZF5mCcJvS/KsLR+/Ocm3lVJ+OMlPZLKbxLOS/Oi8Bkd3eFGib6xMZ6+WXaE1Kwd7N0sQ/tEkH1NK+biNU+a+J8lzknx5Jn3BK0nOJvmG+Q4RYPmGNt3M/Cy7QmtWDvZu6iBca31rkrdu+fi9pZRPyyQMH0vyziRvqbW+d75DBFi+IU43Mx9NVGjNysHezFIR/gC11vcl+fE5jQWgNUw378wCwhtToYXu2FcQBugrYeYDWUA4PRVa6AZBGOA6hJlrWUAI9M0sB2oAMGCOtgX6RkWYVtOPCO1hASHQN4IwraUfsR1cjLDJAkKgbwRhWks/YvNcjLCVBYTsxkUzXTR1EC6lHKm1XljkYGArBxo0r+0XI954l88CQnbiopmumqUi/CellDcn+cFa6y8uaDzwfvoRm9fmixFvvNAebb9ohuuZZdeIM0m+MMn/KKWcKaV8fSnliQsaF7y/H/HwwdWsJDmsH3HpNi9GtmrLxcjWN95xrn3jBZbLjiJ01dRBuNb65CRPTfKfk9yS5DuT/Gkp5WQp5WkLGh8DttmPeP9z78wLn3489z/3zrzyBZ+a02cv5OSDj+TUmbWM1sdND7PX2nwx4o0X2qPNF82wm5XxePYgUUr5W0lemORFST4hyTiTivG/T/LaWut7bvD94ySptc782AyXqfBmbPbhtm1x1Kkza/n2n/ita1pnDh9czf3PvTMnjh3ROwxL5PWZDtjxD3FPQXirUspTknxVki9KcjjJlST/Jcn31Vrffp3vEYSZ2W7BRw/a8FzvjfeVL/jUfNPrf90bMixZWy+aYcOOf4zz2D7tL5O8J8nlJB+c5IMyqRb/01LKW5J8Ra313XN4HAauzQu3WL7rbeVl0Q40w44idNGegnAp5WCSL0jy4iRPyyRln0nyyiSvSfL3k/yrJM9O8v1JXrD/oTJ0dpFgu53eeF0wATCtmYJwKeVYJn3BX5bkiUlGSd6cpNZaf2HLl741yVtLKT+W5LPmMVBwqhXTcMEEwLRmOVDj55M8I5Pq759lUv39oVrrn+3ybb+R5PP3NULY4FQrpuGC6cYcRAIwMUtF+JlJfilJTfLmWuvoBl+fJG/JJDTDXOhB40ZcMO2urav7hXOgCbME4SfVWv9gljuvtf5ukt+dbUgA++OC6frauJiwreEc6L9ZDtSYKQQD0D5tPIjEKYFAU2Y5YpkFGq2Pc+rMmhPTgIVq4wlgbQznwDDMYx9h9sm0ILAsbVxMaKcPoCmCcAu0sWcP6Kc2LiZsYzgHhkEQbgEHAADL1LbFhG0M58AwCMItYFoQGLq2hXNgGCyWa4HNacHDB1ezkuSwaUEAgIVTEW4B04IAAMsnCLeEaUEAgOXSGgEAwCAJwgAADJLWCGjYaH2c02cv5NHzl3LbzfrDAWBZBGFokFMFAaA5WiOgQVtPFRzn2lMFAYDFEoShQbudKrgXo/VxTp1Zy8kHH8mpM2sZrY/nMUwA6CWtEdCgeZ4qqM0CAGajIszgNVlFneepgtosrk+lHICdqAgzaE1XUed5quBubRZDPqil6d8xAO0lCDNoW6uoybVV1HmFxxttjzavUwXn2WbRJ8v4HQPQTYIwg7boKuoyq5GbbRbbH2svbRZ9olIOwPUIwgzaoquoy6xGzrPNok9UygG4HovlGLT9LFabZgHWvLdHu5HNNot777k9dx8/OvgQnMx3QSIA/aIizKDttYo6bcuDamTzVMoBuB5BmMHby2K1aVse9O22w7wWJALQL4Iw7MG0C7BUIwGgvQRh2INZWh7mWY280VZsAMD0BOGBE6z2pomWBwdDAMB8CcIDJljtXRMtDw6GAID5EoR7breKr2C1P8tegOVgCACYL0G4x25U8e1ysBpiS4et2EiG+bcPsCiCcI/dqOLb1WA11JYOW7Ex1L99gEURhHvsRhXfrgarobZ02IqNof7tAyyKINxjN6r4djVYdbmlY78cDDEM12t/GPLfPsAiCMIz6Fpv3jQV31mCVVuef1dbOmAau7U/+NsHmC9BeEpd7M2bZ8W3Tc+/qy0dMI3d2h/87QPMlyA8pa725s1rKr1Nz7+rLR0wjRu1P/jbB5gfQXhKQ+/Na9vz1ytLX03T2+9vH2A+DjQ9gK7YfHPaapbevNH6OKfOrOXkg4/k1Jm1jNbHixjmwuz3+QPT2Wx/OHxwNStJDmt/AFgYFeEp7ac3r039tXulNxGWQ+sPwPIIwlPaz5tTm/pr98qbMyyP9geA5RCEZ7DXN6e29dfulTdnAKBPBOElsPdnN7Rln2QAYDkE4SXQX9t+fejjBgBmIwgvgf7a9utDHzcAMBtBeEmG2l/blXaDvvRxAwDTE4RZmC61G+jjhmZ05WIZ6CdBmIXpUruBPm5Yvi5dLAP9JAizMF1qN9DHDcvXpYtloJ8EYRama+0GQ+3jhqZ06WIZ6KcDTQ+A/hmtj3PqzFoe+fO/ykc94UNy+OBqVpIc1m4AbLF5sbxVmy+Wgf5REWautvf8fdDjDuSjP/xD89QnfVSOWQgDbKE3H2iaIMxcbe/5u/K+9fz5e96bYzffZKoTuIbefKBpgjBzpecPmIXefKBJeoSZKz1/AEBXCMLM1WbPnwVyAEDbDao1wglGi6fnDwDoisEEYScYLY+ePwCgCwbTGrF1N4Nxrj3BCACA4RlMEN5tNwMAAIZnMEHYbgYAAGw1mCBsNwMAmM1ofZxTZ9Zy8sFHcurMWkbr46aHBHM1mMVydjMAgOlZZM4QDCYIJ3YzAIBpbV1knly7yNz7KH0xmNYIAGB6FpkzBIOqCAP0hQOCWLTNReaXt4Rhi8zpG0EYoGP0brIMm4vMt/+dWWROnwjCAB2jd5NlsMicIRCEATpmt95NQZh5ssicvrNYDqBjHBAEMB+CMEDHOCAIYD60RgB0jN5NgPkQhAE6SO8mwP5pjQAAYJBUhFvIRvkAAIsnCLeMjfIBAJZDa0TLbN0of5xrN8oHAGB+BOGW2W2jfAAA5kcQbhkb5QMALIcg3DI2ygcAWA6L5VrGRvkAAMshCLeQjfIBABZPawQAAIMkCAMAMEiCMAAAgyQIAwAwSIIwAACDJAgDADBIgjAAAIMkCAMAMEiCMAAAgyQIAwAwSIIwAACDJAgDADBIgjAAAIMkCAMAMEiCMAAAgyQIAwAwSIIwAACDJAgDADBIgjAAAIMkCAMAMEiCMAAAgyQIAwAwSIIwAACDJAgDADBIgjAAAIMkCAMAMEiPa3oAQzVaH+f02Qt59Pyl3HbzTTlx7EhWD6w0PSwAgMEQhBswWh/n5ScfysPnLubK1VEOHVzNHbc8Pg/cd5cwDACwJFojGnD67IU8fO5iLl8dZZzk8tVRHj53MafPXmh6aAAAgyEIN+DR85dy5eromtuuXB3lsbVLDY0IAGB4BOEG3HbzTTl0cPWa2w4dXM2tR29qaEQAAMMjCDfgxLEjueOWx+fwwdWsJDm80SN84tiRpocGADAYFss1YPXASh64766cPnshj61dyq1H7RoBALBsgnBDVg+s5O7jR3P38aNNDwUAYJAEYRbGXskAQJsJwiyEvZIBgLazWI6FsFcyANB2gjALYa9kAKDtBGEWwl7JAEDbCcIshL2SAYC2s1iOhbBXMgDQdoIwC2OvZACgzbRGAAAwSIIwAACDJAgDADBIgjAAAIMkCAMAMEiCMAAAgyQIAwAwSIIwAACDJAgDADBIjZ4sV0pp8uEBABiGca11ZfuNKsIAAAzSyng8bnoMAACwdCrCAAAMkiAMAMAgNbpYDoDlKaW8JsmXJvn4Wus7mx0NQPNUhAEAGCRBGGA47k/ypCTnmh4IQBvYNQIAgEHSIwywD6WUNyd5TpKX1Fpfte1zr0zyr5P8cK31K6e4r2ckeUGSpyb520kOJnk0yX9N8h211stbvvbjk/xWkvUkd9Za/2jL5z40yduTHE/yzFrrL2/c/prs0CNcSnl2kpcm+btJPjzJXyZ5JMkba611+p8GQLdojQDYn69I8sdJvrOUcufmjaWUz0jy8iS/n+QlU97Xy5L84yTvSPKDSV6d5G+SfEuSnymlrG5+Ya31D5N8ZZInJHl9KWVrYaMmuSPJt26G4OsppbwoyX/LJAS/Jcl3J/npJB+c5MunHDdAJ6kIA+xDrfXdpZQXJPnlJG8spXxykg9J8rokV5J8Ua31vVPeXUnyh7XWa3rWtlSWn5fkjVse+8dKKT+Q5GuSvDLJ/aWUFyZ5YZK3btx2Iy/OJGx/Uq31wrbH/Ygpxw3QSSrCAPtUa/21JN+U5PZMKrmvS3JzJu0SvzfD/Ty2PQRv+J6Nfz9zh899XZLfTvKyUsrXZlINfleS+2qt61M+9PuSXN1hPH8x5fcDdJKKMMB8fEeSpye5d+Pj19daXz3LHWz09r40yedn0t/7YUlWtnzJLdu/p9Z6uZTy/Ex6gl+VZJzkebXWP5vyYU9m0g7xe6WUN2ZS2X5brfVds4wdoItUhAHmYKOS+6YtN33PLN9fSjmY5BeT/JskhzNpgfj2JK/Y+C9JDl3n288k+Z2N///9JD837ePWWv9dJgvo/jiTXuY3JVkrpfxSKeUfzPIcALpGEAaYg1LK7Um+K8l7MtnJ4dWllMMz3MVzknxqkv9Ua31yrfVFtdZvrLV+SybtFrv5hiRPSfIXST4hk/2Cp1ZrfW2t9e4kT0zy2Ul+OMnTkvxsKeXILPcF0CWCMMA+lVIOZVLB/dAkX5xJJffJma0qfGzj3x/f4XOfvstjPyXJtyb5gySfuPHvK0opT53hsZMktdaLtdafrrV+VZLXZLKV2j2z3g9AVwjCAPv3XUnuTPJva60/l+Sbk7wtyYtLKV805X28c+Pfp2+9sZRyayb9xx+glPKEJK9PMkryxbXWtSTPz2Tx2+tLKU+80YOWUj5r29ZrmzYrwdPueAHQORbLAexDKeXzknxtkocy2eIstdbRxpZq70jyH0opb6+1PnaDu3pLkrNJvq6U8uRMDsv42CSfk+SnNv5/u/+4cftLaq3v2Hjs3y6lfH2S70vyI0mefYPHfUOSy6WUX80kjK9kUgU+keQ3kvz8Db4foLNUhAH2qJTysZmE0b9K8oJa6/s2P1dr/ZNMDtu4KckbSikftNt91Vr/Oskzk/xoJn2+L0ny9zLZC/hLdnjsf5bk85L85PYT7Wqt35/JorfPLaX8ixs8jW9I8j+TfHIm+xh/eSYn2r0syTNqrR+wrRpAX6yMxzttWQkAAP2mIgwAwCAJwgAADJIgDADAIAnCAAAMkiAMAMAgCcIAAAySIAwAwCAJwgAADJIgDADAIAnCAAAM0v8DBdy2tL43QiAAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -222,8 +223,8 @@
       " [2]] \n",
       "\n",
       "theta hat :\n",
-      " [[4.62811977]\n",
-      " [1.90163315]]\n"
+      " [[4.13539406]\n",
+      " [2.03571951]]\n"
      ]
     }
    ],
@@ -247,7 +248,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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tGbjItV+EWfp3nqW1IiQ/6aH2sNvUxebX7dlfPew2OJTbpAdXd62S5PIuFMVwDbZlgPzL0r/zLK0VTSwteUkPY6erYw9hkx4GhqSt22NZbtJc3LVKkuu7UBTDNdiWAfIvS//O41iry92gtvKTHvzO7/jpEEkPlcNuKU16iItru1ZJcn0XimK4BtsyQP5l6d95u9fqejcoUn7SQ3HE6/5OnJHm5xpf032b1H+0GnN2aDATSQ/IH9d3oSiGa7AtA+Rflv6dt3utrneDWnLjRa/b68ecnS9KpcXG19QlPQx7IxAZTHpA/mRpx6wdKIZXYFsGyL8s/Ttv51pd7waFUpv0UByVnp70DsE1cufu6i2NB4Zyk/SA/MnSjlk7UAwDQAhJzdi24+tmrRsU2/e+XJaem6qmPIyNkvSAXMvSjlk7UAwDQEBJzdi26+tmqRvU1u+9n/RQrMn4DZL0cKCvkvJwzKmkB+RTlnbMokYxDAABNZuxbVfnsl2zvVnqBkX6PVhclC5M1N/g4sVrja/Z0OXdytjv+jqe9ADkCcUwAATUaMb2eP/utnUu2znbm5VuUEvfg5vz0uTZ6rzv5OPNkx42bfYKXn/el6QHILcohgEgoEYztmE7l2G6yOuZ7c1bfnCo74Gf9OCPPQRNeqi9uQVJD4AzWi6GjTG7JL1a0g1Jn7fWlppcAiQib8UB4tdoxvYTfzceuHMZdv417GxvHvODG34Prj5f7fqOnQ6e9LB82G1Y2nMPSQ+AowIXw8aYn5D0Q5L+lbX2+crbvkHS/5F0Z+XDvmyMeb219sWoFwq0Io/FAeLXaMY2TOcybBc57GxvVvKDwzxBXf4ejE1pauKcjs1dUu/s4+r82d8JlvSw90B9zNnO9B0SBJCMMJ3ht0oq+4Vwxa9K2iHp9yT1SPo2ST8u6dcjWyEQgawUB0i/tWZsw3Rv1zP/Gma2Nwv5wYGfoNYkPRTGRnRi7HS4pIfBStrDHdvb+ngAZFeYYnhA0p/6r1TGI14j6SPW2ndW3vaYpO8TxTBSJgvFAbItTPe23fm+WcgPXusJ6pefuKQHuq9XUh4qtzZukvRws6Ogp7fu08FXPqhOkh4AhBSmGN4pabrm9VdWXn665m1/K2+UAkiVLBQHyL6g3dt25/tmIT/Yf4K6cWlRh29e1vDcJQ3NX9LwB620eLPhtYsbN+lrG3r09Y17NdK9T8Xu3Sps7NZ7hu7nyS2A0MIUw89L2lXz+mskLUn6Us3bypI2RbAuIFJZKA7gjnbn+6Y6P/jGdWn8tF77xD/oG6b+SX1zU+rSUuNr7thWTXkYHNIfnivpY387odojcosp3enJw8HdPDwGoJEwxfDjkr7DGPMzkkryZohPWWtnaz7moKTL0S0PiEaqiwM4qd35vqnJD65LehiVnj4nlcva1+ianburKQ8DQ7ckPfTOT2VipycPB3eDPgYKZmRZmGL4g5I+I+lpSYuSNkt62H+nMaYg6VWq7xQDqZGa4gDIq3JZeu5ypfCtzPsGSHq4um2P5g4e0V2veIU6B4ebJj1kZacnDwd3gzyGsEX/ysL55b136Z8mn6WQRmICF8PW2j8xxvy4pHdU3vSotfb3az7kDfJGJD4X4foAAGm1nPQwUjnwFjDp4d6+6tjDwDFtu2O7toX4slnZ6cnDwd0gjyFM0b9a4byh0KGFxSXdXFzKZPcc2RfqphvW2g9L+vAa7/ucvJg1AEAeLS5KF8Yrhe9ooKQHbeiSeg9XM377jni3Om5RFnZ64ji42+7xhCCPIUzRv1rhrIXq+7PYPc8Cxlga43bMAIDVzc9J556ozPyOSBOPSzfnG1+zabPUf7R6d7eDg1LXxnjWmzLtHueIYyY5yGMIU/SvVjivlLXuedrlYXa93dYsho0xByr/96K1tlTzelPW2gstrwwAEK9K0sPyYbfzY1JpsfE1d2yrHnQbHJLuOSR1FuJZb8q1e5wjjpnkII8hTNG/WuG8UhoPQ2ZZHmbX261RZ/i8vKi0I5KKNa83U27yeQEAabBG0kNDu3rqYs7UU5/0gHrtHOeIaya52WMIU/SvVjivNjOctsOQWZaH2fV2a1S0fkxeYXt1xesAgKxZTnoYqRbA05eaX3f3gfqYszvvav9aEUiabiYUtOhfrXD20yTW2z1nHraxNP2cpFVHuVkXoA2MMWVJstbG/rUBwAlLS9KlJ+s7vzNXGl/T2Skd6JMGhr2ub/8xbwwCqcQsKN+DIPgeLVvzwTLOAGBd6MakTG3SQ7GS8XvjeuNr/KQH/7BbREkPiEdWIubaiXnY5vg5aS5wMWyMebW19m8DfNxPWms/2NqyAKQZnYZotPSEwk968McegiQ93LZZ6jsmDR7zur8HB5xNesiLLETMtRPzsMG4/nPSTJjO8F8ZY95nrf3F1d5pjNkh6aOSvl3e3eoA5BTdmNaFfkLx4jVp/Ew14zdQ0sP2atc3p0kP7FC4jXlYRCFMMTwu6X3GmNdK+n5r7WX/HcaYByV9XNJ+SZ+OdIUAUoduTOuaPqGYueKNOvhjDxfPB0x6GK7c4CL/SQ/sUCArt+ZGuoUphr9B0m9J+gFJXzHGvN1a+3+NMe+R9D5JJUnvspyKA3KPbkzr6p5QlMvauzir4euXdNenTkqzF0IkPQxXu7+OJT2wQ4H1zsOyo4BagYtha+0NST9ojPlLSb8p6c+NMWckHZOXQ/xWa+3X27NMAGlCN6ZFS0saKlzVm18c1X03ntbQ/CXtKr3ovW+twIfOTulAfzXmrP+o80kP7FBACj8Py44CVgqdJmGt/Zgx5g5JH5I0JOlZSd9krX026sUBSCdOJ4fkJz34h93GTutlN67rZY2u6dooHbqv0vUdriQ93BbXijOBHQqsBzsKWClUMWyM6ZT0fkkPS7ou6euSHpT0BWPM91prR6JfIoA04nRyA/Nz0uTZasbvZPOkh8WNt6kweEwd/s0tSHpoih0KrAc7ClgpTLTafnmH5B6U9DV5YxHFmpnhx4wx/4GZYSA78jg3l8hj8pMe/M7vk2NSqdT4mrqkh2FtuOdgJpIe0vQzww4F1oMdBawUpjP8VUk75B2i+ylr7bwkWWt/2RjzN/IK5Q8ZY95grf2uyFcKIFJ5nJuL7TH5SQ9+8Rso6WGPV/gOHPNmfnv2ZS7pIY0/M+xQICx2FLBSmGK4U9JbrLWfWvkOa+2XjDEvk/R7kt4U1eIAtE8e5+ba8pjKZenZZ6q3NC6OeK83c/e91XzfnCQ95PFnBu5hRwErhSmG77fWnl/rndbaGUlvNsa8q9VFAWi/PM7NRfKYlpa8Tm/loJuKI9LV5xtf4yc9+PO+A8ek2/O35ZrHnxm4iR0F1AoTrXY+4Mf9xrpXAyA2eZybW9djWlz0Znz9w27jp6Ub1xt/oa6NUu/hSuE75EzSQx5/ZgAgdLQagHzI49xcoMfkJz0UR7zOb4CkB922Weo/Vs34vbffyaSHPP7MIF3SdEAT7ugoNzv0UcMY0yHpLZK+RdI+Sd2rfFjZWvvNTT5PWZIInsg3fqmln//fKE9zc7c8pr23qTBxpjL2EDDpYeuO6kG3gSEpI0kPccjjzwzSIY0HNJEra/4QhYlW65b0Z5JeW/mE5RWfuFzzdjiOX2rZkMe5ucLs8zoxc1YnLoxKnx+RLj0ZPOnBP+yWwaSHuOTxZwbpwAFNJCXMmMTDkl4n76Yb/03ened+XtKH5RXI/1nSlyT9QKQrRCbxSw2xKJel6WeqKQ9jo8GTHgaHve5vTpIekG8u7LRxQBNJCVMMf7ekf7LW/pwkGWMkSdbay5I+YYz5B3lZxP9W0q9HukpkDr/U0Ba1SQ9+1FmQpId7B6qd3/58Jj0gv1zZaeOAJpISphjuk/Q7Na+XJXX5r1hrJ40xfyrph0Qx7Dx+qSESiwvSk+PVwjds0sPgkNTrRtID4hdXt9aVnTYOaCIpYYrhBUlzNa9fk7Ryb/FJSW9sdVHIPn6pYV3m57x0B7/4nTwbIOlhi9R/tHrYLYKkBxe2pNGaOLu1ruy0cTMMJCVMMfy0vAQJX1HSv1jxMfdLarJnCRfwSw2BXL/mdXvHKjFnQZMe/INubUh6cGVLGq2Js1vr0k4bBzSRhDDF8N9LekPN65+R9IvGmN+V9Cl5h+jeIOkPolocso1farjFzJVK13fEe3nxfPNr7tpbPeg2OCztvrutSQ+ubEmjNXF2a9lpA9orTDH8B5L2G2MOVu5G9wFJb5L0w/LmhDskjUv66WiXCCCTlpMeRqpjD0GSHvYdrI8527Gr7Uut5cqWNFoTZ7eWnTagvcLcjvkLkr5Q8/oNY8wr5RXE/ZLOS/qstfZGtEsEkAm3JD2MSFdfaHyNn/TgF74pSHpwaUsa6xd3t5adNqB9Wrods7V2UdIfR7QWAFmyuODN+BYrM7/jZ4InPfgZvylMemBLuoqDhGujWwvkR0vFMACHrDfpYXned8jrAm/oanxNwihyPBwkbI5uLZAPFMMAVnf9mjReKXyDJj1s21E96DYwJO27N9Kkh7hQ5HCQEIA7KIYBeF54rlL4joZPevCL3zYnPSA+HCQE4AqKYWQKM4wRKZel6UuVwreS8Rs06aE24zfmpAfEh4OEAFxBMYzMYIaxBUsl6eKTlcK30v1tlvRQKEj3Dmip/5jGttyjr2/cq/337uUJiCM4SAjAFRTDyAxmGENYTnqomfl96cXG12zs9pIe/MNuvUdU6ur2noBMzmh+4aK6//EyT0AcwUFC1GJXDnkWuBg2xuy21k63czFAI8wwNjA/J02c8Yre4oh07okQSQ/D0uCxVZMeThWnUvsEhD/O7cdBQkjsyiH/wnSGnzLGfEbSb1tr/6pN6wHWxAxjjdqkh+KodGE8YNLDcHXmN0DSQ1qfgPDHGYgPu3LIuzDFcFHSd0t6izFmQtJvS/qotfZKW1YGrOD0DKOf9OCPPQROevBvazws7d4bOukhrU9A+OMMxCetT4qBqIS5HfOwMeZBSe+QVxT/qqRfNMZ8Sl63+IttWiMgafUZxpf33pW/rXI/6cE/7FYclZ673Py65aSHSvd3+86Wl5LWJyD8cQbik9YnxUBUOsrlcuiLjDHbJL1dXmF8TFJZXuf4v0v6mLW24TF1Y0xZkqy1ob824MvNVvlSSXr6fH3G72ywpIfliLP+Y9Ltd7Rlef5sbpoOUZ0sTumXP/WVuj/Om7oKes933a/j/bvz9wQJSFBuftfCdWv+sK6rGK5V6Rb/mKTvkbRJ0rykP5T0G9baL69xDcUwWtaoIEp1d3BxQTo/Vs34HT+zrqQHdW+KZ70ptNYf5/e/7Rv1sx//B/5oAxFL45NiIKQ1f2CjiFa7IukFSXOSbpO0UV7X+AeMMZ+V9CPW2ucj+DpAncxslc+9JE0+Xp33nTwrLdxsfM3m271ur1/83tt/S9KDy9aK/WKWGGgPkkWQZ+sqho0xXZL+taR3SvomedV2UdL7JX1U0j+X9B8lvVHSb0p6W+tLBeqldo7t+qwXceaPPTw5Ji0tNb5m2501h92GvPnfzs5YlptVq/1xzswTJABAaoQqho0x/fLmhH9I0k5JJUmfkWSttX9Z86FfkPQFY8wfSfrWKBYKrJSaw13PP1u9sUVxRLr0ZPNrlpMehr2X60h6wK1S+wQJAJBaYW668XlJr5PXBb4krwv8YWvtpQaX/aOkN7e0QmANidwhq1yWpi7Wx5w1S3ro6JDuvrda+EaU9IBbpeYJUspwgxIAWFuYzvDrJf21JCvpM9baJgn/kqTPyiucgbZo+xxbbdJDccTr/qYo6QH1uIXwrdKYBEBxDiBNwhTDR6y1T4T55NbaUUmj4ZYEJMhPevAzfgMnPRzxbm08OOylPjic9JA0DvrUS9uhwjQW5wDcFuamG6EKYSAT5l6SJh6vdn7PPRE86cE/7EbSA1IsbYcK01acA0AU0WpoI7YTI1ab9FAckS6MB0t6GBz2Or8kPSBj0naoMG3FOQBQDKcY24kR8JMe/MNuQZIedt9dH3N2F0kPyK60HSpMW3EOABTDKcZ2Ykh+0oN/0C1o0sO+gzUxZ8dIekCupO1QYdqKcwCgGE4xthObWCpJT5+rdn3DJD34MWf9R6UtJD0g39J0qDBtxTkAUAynGNuJKyzc9JIe/LGHidPSSzcaX7OxW+o7Uo05I+kBSFyainMAoBhOMee3E5eTHka84jdo0oN/0G1wWDrQL23gxxwAAKyOKiHFnNtO9JMe/IzfIEkP23fWH3a7+16SHgAAQGAUwymX6+3EuqSHEenShebX7L67WviS9AAAAFpEMYx4lMvS1NM1h91GpeemGl/jJz34h91IegAAABGjGEZ7rEx6KI5K12YaX1MoSAcHq2MPfSQ9AACA9qIYRjSWkx5GpOLpcEkPfuf30H1OJz1wt0EAAOJHMYz1mbtRSXoYDZ/04Be/JD0s426DAAAkg0oEwVy7Ko2frh52uzARLOnBP+w2OCztPUDSwxq42yAAAMmgGMbqlpMeKjFnQZIeevbVZ/zu2kPSQ0BR3m2QcQsAAIKjGMb6kx7uOVQ97NZP0kMrorrbIOMWAACEQzHsonUlPWyQDg5IA8PS4DGv+N18eyzLjUuSHdWo7jbIuMWt6JQDABqhGHbBwk3pfLFa+E6cCZj0cLQ685vzpIekO6pR3W0wynGLPEj6vysAIP0ohvPIT3oojni3N548Ky0uNL5m8+01d3Yblg70OZX0EEdHtVmHMoq7DUY1bpEXdMoBAM24U+3k2XLSQ+WwW5Ckhx27Kofdhr0i2PGkh3Z3VOPqUEY1bpEXdMoBAM1QDGfR889WC9/iqPRM0KSHoeqBN5Ie6rS7oxpXhzKqcYu8oFMOAGiGYjjtymXp8tPVlIfiiHRluvE1K5MeBoakbXfGs96MarWj2mwEIs4OZRTjFnlBpxwA0AzFcNoslaSnJr1ZX7/7e+1q42sKG6SDgzUxZ0dzl/TQbq10VIOMQNChTAadcgBAMxTDSfOTHvyYs/Ez3gG4Rro3Sb1HnEl6iMt6O6pBRiDoUCaHTjkAoBGK4bjN3fAK3rHR4EkPW+6oHnYbGHIu6SHtgoxA0KEEACCdqKja7dqMV/T6h90uTEjlIEkPNYfdHE96SLugIxBRdSi5iQQAANGhGI7alenqQbex0+tIehiWdvUkmvRAsRVOnCMQ3EQCAIBoUQy3wk968A+6jY0GTHro9cYeBoe9lylKeqDYCi/OEQhuIgEAQLQohsPwkx78w25hkh78w24pSXpYq/tLsbU+cR3S4iYSAABEi2K4kYWb0rlidexh4vFgSQ99RysH3oak3sPSxu541htQo+5vFostl8Y6iGhzk0s/4wAQN4rhWn7Sg9/5PfdEwKSHmsNu+9Of9NCo+5u1Ysu1sQ4i2tzj2s84AMQt3VVbu/lJD37xGybpwZ/3zWDSQ6Pu71tf2Z+pYsu1sQ4i2tzj2s84AMTNrWK4laSHwUrGb8JJD1Fo1P3NWrGVxbGOVnETiXxaaxTCxZ9xAIiTO8Xwi9ekh9/e+GP8pAf/sNvAkLRtR9NPnbV5vmZb7WGKraQfe9bGOoDVNBqF4GccANrLnWJ4yx3S3fdKl56svq2wQTo0WO389h2VNm8J9WmzOM8XVfc3DY+dGVrkQaNRCH7GAaC93CmGJWn4FdL2ndWM30P3tZz0kNV5vii22tPw2LM21gGsptkoBD/jANA+bhXD3/1jkX9Kl+f50vLYmaFF1jUbheBnHADaJ1sxCCnk/xGrFXaer7RU1snilB794phOFqdUWipHvcy2iOKxA6iO+2zqKqhD0iZGIQAgNm51htug1Xm+NMzdrhezjEA0GPcBgORQDLeo1T9iaZi7XS/+gAPRYRQCAJJBMRyBVv6IpWXudr34Aw4AALKMYjhhZIimT9LZyQAAID4Uwwlj7jZdsjzDDQAAwqMYThhzt+mS5RluAAAQHsVwCrg0d5v2EYSsz3ADAIBwKIYRmyyMIDDDDbRH2p8IA3AXxTBik4URBGa4gehl4YkwAHdRDCM2WRhBYIYbiF4WnggDcBfFMGKTlREEl2a4gThk4YkwAHd1Jr0A5F9pqayTxSmNPXNVe3ds1qaugjokbWIEAXCC/0S4VhqfCANwE51htNXKWcGNGzp1951b9Koje9XPIRrACcziA0gzimG01cpZwfnFJT3zwg3179nK9ijgCGbxAaQZxTDaillBABKz+ADSi5lhtBWzggAAIM0ohtFW/qwgh+YAAEAaMSZRwd2R2oNZQQAAkGYUw+LuSO3GrCAAAEgrxiRUn3hQVv3dkQAAAJBfFMNqnHgAAACA/KIYFokHAAAArqIYFokHAAD3lJbKOlmc0qNfHNPJ4pRKS+WklwQkggN0IvEAAOAWDo4DVRTDFSQeAABcUXtwXKo/OM7fQbiGMQkAABzDwXGgis4wAGQANwZClPyD43M1BTEHx+EqimEASDnmOxE1/+D4yp8pDo7DRRTDAJByzHciahwcB6oohgEg5RrNd1IMY704OA54OEAHACnHjYEAoH0ohgEg5bgxEAC0D2MSAJByzHcCQPtQDANABjDfCQDtwZgEAAAAnEVnOEMI3QcAAIgWxXBGELoPAAAQPcYkMqI2dL+s+tB9AAAArA/FcEY0Ct0HAADA+lAMZwSh+wAAANGjGM4IQvcBAACixwG6jCB0HwAAIHoUwxlC6D4AAEC0GJMAAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4CyKYQAAADiLYhgAAADOohgGAACAsyiGAQAA4KwNSS8A9UpLZZ0an9bE5Vn17dmq4/27VejsSHpZAAAAuUQxnCKlpbLe++hjOntxRvMLJXV3FXR433Y98tADFMQAAABtwJhEipwan9bZizOaWyipLGluoaSzF2d0anw66aUBAADkEsVwikxcntX8QqnubfMLJU1OzSa0IgAAgHyjGE6Rvj1b1d1VqHtbd1dBvT1bE1oRAABAvlEMp8jx/t06vG+7NnUV1CFpU2Vm+Hj/7qSXBgAAkEscoEuRQmeHHnnoAZ0an9bk1Kx6e0iTAAAAaCeK4ZQpdHboxGCPTgz2JL0UAACA3KMYRmzIUAYAAGlDMYxYkKEMAADSiAN0iAUZygAAII0ohhELMpQBAEAaUQwjFmQoAwCANKIYRizIUAYAAGnEATrEggxlAACQRhTDiA0ZygAAIG0YkwAAAICzKIYBAADgLIphAAAAOItiGAAAAM6iGAYAAICzKIYBAADgLIphAAAAOItiGAAAAM6iGAYAAICzEr0DnTEmyS8PAAAAN5SttR2rvYPOMAAAAJzVUS6Xk14DAAAAkAg6wwAAAHAWxTAAAACclegBOgBAfIwxH5X0g5IOWWvPJ7saAEgHOsMAAABwFsUwALjjPZKOSLqY9EIAIC1IkwAAAICzmBkGgBYYYz4j6U2S3m2t/dCK971f0n+S9LvW2h8N8LleJ+ltkl4l6R5JXZImJP0vSb9irZ2r+dhDkr4iaUnS/dbaJ2vet0XSlyUNSnq9tfZvKm//qFaZGTbGvFHST0o6KulOSVckjUn6pLXWBv9uAED2MCYBAK35EUkXJP2qMeZ+/43GmG+W9F5JZyS9O+DneljSv5T0VUm/Lekjkm5K+nlJf26MKfgfaK09J+lHJe2Q9HFjTG1zw0o6LOkX/EJ4LcaYd0j63/IK4c9K+nVJfybpNkk/HHDdAJBZdIYBoAXW2ueNMW+T9DeSPmmMebmkzZJ+X9K8pO+x1t4I+OmMpHPW2rr5tZoO81skfbLma/+RMea3JP2EpPdLeo8x5u2S3i7pC5W3NfNOeQX3y6y10yu+7q6A6waAzKIzDAAtstZ+SdLPShqQ19H9fUl75I1OnA7xeSZXFsIVH6i8/JZV3vdTkr4m6WFjzLvkdYWflfSQtXYp4JdelLSwynqeC3g9AGQWnWEAiMavSHqtpO+rvP5xa+1HwnyCyqzvT0p6s7x53zskddR8yL6V11hr54wxb5U3I/whSWVJb7HWXgr4ZR+VNxpx2hjzSXkd7r+31j4bZu0AkFV0hgEgApWO7qdr3vSBMNcbY7ok/ZWkX5K0Sd44xC9Lel/lf5LUvcblRUlfr/z/M5L+IujXtdb+V3mH6i7Im23+tKQpY8xfG2NeEeYxAEAWUQwDQASMMQOSfk3SC/ISHj5ijNkU4lO8SdI3Svqf1tpha+07rLU/Y639eXmjF438tKQHJT0n6Zi8POHArLUfs9aekLRT0rdJ+l1J3yTpc8aY3WE+FwBkDcUwALTIGNMtr5O7RdL3yuvoDitcd7i/8vKPV3nfaxp87Qcl/YKkJyQNVV6+zxjzqhBfW5JkrZ2x1v6ZtfbHJH1UXszaq8N+HgDIEophAGjdr0m6X9J/sdb+haSfk/T3kt5pjPmegJ/jfOXla2vfaIzplTePfAtjzA5JH5dUkvS91topSW+VdyDu48aYnc2+qDHmW1fEsvn8jnDQJAwAyCQO0AFAC4wx3ynpXZIekxd/JmttqRK39lVJv2OM+bK1drLJp/qspHFJP2WMGZZ3Q40Dkr5d0p9W/v9K/6Py9ndba79a+dpfM8b8e0m/Ien3JL2xydf9hKQ5Y8zfySvIO+R1g49L+kdJn29yPQBkGp1hAFgnY8wBeQXpVUlvs9Yu+u+z1j4l74YcWyV9whizsdHnsta+KOn1kv5A3tzvuyX9M3lZwd+/ytf+N5K+U9KfrLzznbX2N+UdhPsOY8y/a/IwflrS/5P0cnk5xz8s7853D0t6nbX2lsg1AMiTjnJ5tUhLAAAAIP/oDAMAAMBZFMMAAABwFsUwAAAAnEUxDAAAAGdRDAMAAMBZFMMAAABwFsUwAAAAnEUxDAAAAGdRDAMAAMBZFMMAAABw1v8Hmhd1GyvMJccAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -279,7 +280,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Tuesday 8 December 2020, 18:54:45\n",
+      "End time is : Wednesday 9 December 2020, 20:16:41\n",
+      "Duration is : 00:00:00 256ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/LinearReg/02-Gradient-descent.ipynb b/LinearReg/02-Gradient-descent.ipynb
index f192d30ea599bd132e872e504bfc3837c7c4b7b1..7bd52e3304bffc9b7498d6ca933777ffea3a2ee7 100644
--- a/LinearReg/02-Gradient-descent.ipynb
+++ b/LinearReg/02-Gradient-descent.ipynb
@@ -105,8 +105,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.6 DEV\n",
-      "Run time             : Tuesday 8 December 2020, 18:57:30\n",
+      "Version              : 0.7 DEV\n",
+      "Notebook name        : 02-Gradient-descent\n",
+      "Run time             : Wednesday 9 December 2020, 20:16:56\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -123,7 +124,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init()"
+    "datasets_dir = pwk.init('02-Gradient-descent')"
    ]
   },
   {
@@ -145,7 +146,7 @@
       "\n",
       "FIDLE 2020 - Regression Cooker\n",
       "Version      : 0.1\n",
-      "Run time     : Tuesday 8 December 2020, 18:57:30\n"
+      "Run time     : Wednesday 9 December 2020, 20:16:56\n"
      ]
     }
    ],
@@ -186,7 +187,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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QBEEQywsS5AHg7XOXEDOI7VhcQfuZUWEqi5ZwSML5y3M43hvViTJZ4Xj0uXYMjM2m1vUj/1rhXLhcVvTtF0WBQxJDTFYgK9y1eFyO4tOPY6LcaoIgCIJYPhS0IGeMSQD+K4CHADQAuATgBQB/xjm/ksemeeLs6Iwp+r0UV8AAk6iVGBCSEqkrjCWE8OunhvFG9yhWl4Tx3oa1uP3GeoADQ5fnTPtayFL+NTNoSVHRoLjC8cNj59A1NOkpSr8cxedyPCaCIAiCINJDyncDMuSrAL4CoAvAHwH4AYBHAfw4KdYLAlEJ+uJICPta6rB9QwVKIiEwJPLK33PDWnzm3vfhV2+qRyQkQeEAB7AkK5i8soTXT4/giR/8XzzzShfiijmaHZZYVvKvjYFzNQp87+7NCGuE92JcofLnBEEQBEEQGgo2Qs4YuxEJEf4i5/w+zfIBAF8D8DsAvpun5nnCKqe4bVsN2rbVCFMbBsZmTWkuKgoHLs8sICwxkyjftK40o/xryRgKTxKSzP2fkMQQliTIhjYUuksKQRAEQRCEnxSsIAewHwAD8NeG5X8L4EsAHkCBCHKnnGJRaoMoR1tLXOGorbgOk3OLWIwrCEsMm9aV4msf25tR/nVTXTlKBI4wjbXiqPtydEkhCIIgCILwk0IW5DsBKADe0i7knC8wxk4kPy8Y3OYUq0V5+kamUVe5ChcnrgjdV4rCEh66sxUAcLRrBACwr6UubTFu3O/I5Lwrh5Dl6JJCEARBEAThJ4UsyOsBXOacLwo+uwhgD2OsiHO+ZPyQMfYggAcffvjhbLcxI4wVMXdsWY/PHXwrJW6LwhI2VK7C/JKM6PTV1PckBrRsrMT7t1br1n+zJ5qW7eFSXMGjz7Wn7BOLwxLqq1Zjb0sdGh0qcGbqKOKmMqkXMtme323J1z4IgiAIgggWhSzIVwEQiXEAWNCsYxLknPNnATz7yCOPiD38AoCo0mVd5SoMT1zBYjIivhhXMDJ1FY/dfTMA4Ej3CMZnF1BVWozbW+vxMx+K84jsExfjCkYm59FYu8bVdtJ1FPGr2qcf2/O7LfnaB+GNdDpI1KkiCIIgvFLIgnwegFXeQ4lmnUBj9fIWVbpUI9RaFmIyXu4cxF27GjAxu4De4WksxmQc7x1DxeoiU4651wmVnf1jWbFPdCNa/Kr26cf2/G5LvvaRC5aLIE2ng0SdKoIgCCIdClmQDwNoZYwVC9JWNiCRzmKKjgcJ0cu7ub4cd7dtxstvDZrEdFzhQueUE4Pj6LowiZispOwHF2IyJuYWEQklPMtVrCZUWomos6MzvtsnuhUtflX79GN7frclX/uwww8hvZwEaTodpOXSqSIIgiBySyEL8k4AdwLYBeCoupAxVgLgZgBH8tMs94he3r84P4Hui1PCiZolybSVkcl5k1gXrR+LK6ipuA5TV5ZsJ1TaiaittWtQHJZSaTIqmdgnuhUtfju0ZLK9bLvFyApHXFEQMnS4jPvIVvTZLyG9nARpOh2kfHeqCIIgiMKkkAX59wF8BsCnoBHkAD6BRO74gTy0yROilzfnYnFdkhRIT+zfhbfPXcJLHQM4MThuu/3iSAgP3dkKiTHbCZV2ImpnYzVaNlai+8Kkb/aJfSPTpg7FQkzG66eHde3z4tDiRqhm4vhirDwalhjqKldhx5b1aZ0DY9s/c6AD3RcmdWK8xNC+bEaf/RLSVoK0f3Qm9XmhpLGk0wkjm0+CIAgiHQpWkHPOTzLGvgngDxljLwL4FwAtSFTqPIwC8CB38hJXublhLe5p25wSMapA0gooIOGuEpIkxGXlWnGhphrdd0Q4RfUycUkRoRjLeiY52jWCybnFlMBUHVo6eqM42j0CDuC21jrT99wK1UwcX0ISwxP7d+ncZoYnruBzB9/KWBCrYlg7ChGWGO7dvRkP3LYtte1sRp/9iuxaCdL27hH84M2zBZXGkk4Hjmw+CYIgiHQoWEGe5FMABgE8COA3AVwG8HUAf8Y5F5exDBDvbVjnuE5JJIR72jabRJHxxR8JS6gqLcYdN9UjEgo52hFqcYrqeXVJcYpWW1X7jCtcKDBf7hxMHecxgXWjF6GaruMLALx97hJGJudTUezFuOKLIBaJYVnhiISkrObUa/ErsisSpEZ3oEJJY0mnA5epzSdBEASxMiloQc45lwH8VfK/gkBbYOeVn18wRccZgEhYQiyu2EbXUtHjviie+UkXxmcXMTp1FT88NoC1ZcXYUtPquk1+RvXcRKub6sqFeemAWWC6Edt+CtWluIKD7X3oGppE66ZK7N/bhKKw5Pt+tLgVw9lMh/DrHhAJ0r6RaRw40qdbr1DyqtPpwGXS6SMIgiBWJgUtyAsNrVi1SlPhAG7dXoPr15XpomtWUWeJMUxdWUo5qcRkBaNTV/HUi++gdWOlq7QAP6N6bgS0mpd+emhS5wADmAWmGxHsl1BdiivY/9VXMLcQB5Bwr/lR5yAOfvoDKApLWRPEbsVwNtMh/LwHRIKU8qoJgiAIwhoS5DnEKFatGBybw3+/630pMWQXdRYJViAhLt2mBfjp3OFGQGtzw595pQsTc4uWIwJuRLBfQvVge19KjKvMLcRxsL0Pv39Hc9YEsVsx7LReptcxW5FdyqsmCIIgCHtIkOcQK/FsZGRyXiek7aLOdhND3aQF+O3cIWpPJCxh6PIcjvdGUyIxJDHs2V6Ltm01tkLUjZgzCtWG6jKAA99r7xcKUyvh2jU0KTwmdbkfUWSrfbsVw1brBdn/O1d51culIBFBEASx8iBBnkPcuqosJG3i3ORIf+jWRmzfUOEq/UOE384dRgHNWCKN5tVTw3hTMCHTSYh6iR7v3laDnY3VtsJUVjgeT1oMLsUVFIUltGysxFMfbkPrpkqhlWTrpkrTftI5N4VgW5gtsp1XHeQOCUEQBEE4IeW7ASsJVaxGQs6nXVauiWtVyGtRxbYqWD9z7/tQW3EdisISGIDisIS6ylXoG5nG8d4oZEG1TcBe7KeD2p7H7rkZ77mhCgB01UNVkeh1m7u31eD+fU3Yva3GVmBphSkX7LOjL4qT746nvN6X4gpOvjuOjr4o9u9tQmmJvo9aWhLG/r1Nntqbbtsywe/rWGhk89wSBEEQRLahCHkOEeVOi4oAqeuqOKVtGNM/+ken0d49ipHJeRw40mcbLcx0oqIoTQAAXn5rEF1DkzD2A7LtruGUw36ka8TUJoUnPND3NNfi4Kc/YOmyku22ZYLTdVzu6RxUIZMgCIIoZEiQ5xijeD58ehhHukb05dLDEhpry3Xf8ZK2AQA/ePOcbfqC1n5R9YlecrBaNGKVJnDXrgacuTilO6bUsSVFYrYEopMwddpDUVjC79/RnHE73LYtHJLQsL4s423bddpWQjoHVcgkCIIgChkS5HlCm/M8Mbfo6EDhJQfXKVq4FFd0FSdLIiHUV63G3pZaNNaWuxbHVnnLlV0jwsmrYYlh+4YK7NiyPmsC0Wk0YV9LHV47PQxtsVDGEsu9kE6HYmdjNZrry/GL8xOp/cuKgkOdg2hzSMVxwq7Tdrw36iq/3O6Ygh5hJycXgiAIopAhQZ5nsuFAYRctlBWOR59rx8DYbOqzhZiMkcl5NNaWexretxL+DGbf6bDE8MFbt+KB27b5MgHRzq3EeD53bFmfWndzTRnes6kSXRcSEXyJMdywbjXebyPcjPvasWU9PnfwLZP4e2L/Lrx97pKtaG3dWIlT5yeRyHROpMv0+DT50qrT5tRBkxWuKzAVkxWUaDpJAPD488fRdWEKMVlBJCShdWMFnnpgt+f7NF1h7/Q9qpBJEARBFDIkyAOA3w4UdtHCzv4xDF2eM31nIY18Wyvhv6+lThj1f+C2bQhJLON8X6cUDO35FK27rb4cm9aVpkYIRqau4tHn2nHr9lo01ZWbIsPG74tKwXdfmMSjz7VjZHLe0t3lMwc6cOr8BGSuT+XJdq6zUwftMwc60JV0nVHRdpIUheui+jFZwS/OT6CjN4o922tdtyPd1Bm336MKmQRBEEShQoJ8GWIXLTw7OiPM7Q5LzHO+rZXwb9tWY+svnukERC8RdtG6p85PQGIsdR4WYjIGxmYxMDariwyHJCb8virktSzGFd1yY5vU7djl1WcLpw7amYtTwsnFakdh6PIcDH0IcA4c7R7RCXKn69bRG9XZc7odGQm6pSNBEARBZAoJ8mWKVbRwa+0aFIelVHRXZdO6Us/5tlrh3z86DTmZAtLZP4adjdWW0cpMJyB6ibCL1lU4oBgVZhKj2BN9P65whCWmE9fGfxvbZFUUSs2r93ruvaR+OHXQrIpVqR2F84IRFVF7nPzfn3mly+SVvxCTcfj0sO1xkIMKQRAEsdwhQb4M8CLOdjZWo2VjJbovTGIxriAsMWxaV4qvfWxvWvm2IYlhZ2M1XuoYcJ2KkOkERC+OGptrysAYTBFeO7RiT7SvkmTaysWkM01RWMKGqtUYmZy3bJPQYUWTV++12qebFA7RfSHsoAmKVUVCUqqjoHCOw6eHdXaREgP2tV6bCOsUxe7sH8PE3KLpWBiA9jOjiGkcfozHQQ4qBEEQxHKHBHmB4zUvNxuT39JJKfAyAVGNoqrt9OSowQEPWhyAXuyJ9tW8oQJcUVIin3OgrCSMNRsq0GPRJqs2exXjgLvz7fa+MLYrEpZQVVqMhz7QmnJ+aWuqwXtuWGuqbtrWdO3aOUWxz47OICZIi+FAKl3G6r4RtbFidREUhUNWOE3cJAiCIAoeEuQFjhcxbIyYfujWRl/EjJUYc0pFEGEVsT3aPYqJuY6UoHTbqRgYm7WMjoclBoVzU6GguspVqfSZzv4x3HR9FVo3VSIkMTTWlkNROJ4+dCKVfhGTFfSOzOCxu2+G1MaEbfKzI+QmhcPtfWGVdiQZJks+5dB2pyi26HM1lcXqOLT36107G/Bb7wf+9qcJJ5jRqat4+tCJZeen7oagW1C6ZbkcB0EQhB+QIC9w3ObXZrM4jEhsMZYQ0XHZOhVBhBoNNbp+xGRFJyjdOmpsrV2DEouUjLVlxRidumr6zt6WxERF0fnav7cJ32vvF57zwUuzuH9fky5Kfbw3akoZyUZVzkhYQkP1tQJDXvKu3aQdOZ1vp1EL0ed1lass03ys3G0m5xY9TwoNAn6Jz+VS5Gm5HAdBEIRfkCAvcNzm1/rpVCHy5TamFMRkJS3hpEZsv/zyCbx6alj3WToT+exSMgDg6UMnTPnhjbXltufLzTnPxOLPSbjtbKxG84YKnHx3PBXdj8kKXjp+DgAwEJ1FXEmklmgn79rlXYuOt+vCJDr6otjT7Gxt6DQCYOUPL/Jz17q/OLrbFMDkTj/F53JxnFkux0EQBOEXJMgLHLf51F4iplaiUFY4OnqjeOaVLkzMLeom4qlFcVSbPKOYNuaBO+3v9hvr8WZP1BQFHro8h+O9UdcRRjuhKCvc8txZRcHPRWfwoVsbHc95OoLDi9/23Tsb0DU0CSXZ6eEcODk0ia4LbyOucBSFJRSFJACJHG2nypWi+2MpruCZn3Shrcm+iqjbVChRlN2L+4vI3cbN5M58p0b4KT79dJzJ53kh5xyCIAg9JMgLHLe5yW4j6Vai8In9u/C5g2/pfKSBa+Li7XOXUmLreG/UJKaBhJuGNg9ctL+isIT6qtXY01ybKsCzFFfAWCIK/OqpYbzZE/UUYRQJQav8cPXc2Z0vN+e8b2TadPxOgsOLcBsYm0XcYCHIORBPJswvxRXEZQUf2rMVRcl22wmurbVrEAlLJj/y8dlFXzoRVtjacxrOf1FIwoa1q03Fl+wsI4OQGuGn+PTLcSbf54WccwiCIPSQIF8G2AlOq7QSKzFjVUjnyy+fQPeFSZOPNGAWF2rU3ijel+KKSWAa97cYV3RFeuqrVqNhfSnaz0R9yx22EiP79zalxIjTyINdTrWscLxxZtS0vCgs2QoOK4eZlzoGUm2yK65kROFAdPoqHrvnfY7nQ0lG1Y2CPCYrvnUivCBMy1EUlJWE8Xv33IzBsVlXE2ODkBrhp/j05DBkQ77Pi1/HQRAEsVwgQb4MsYtyq2klVmLGKlXgaPeIyY1ExSgu1AjyX758Aq855IHbFaZZiMkYmZzH5uoyUzQ4k+FtJzFijp5LaPQwpN/ZP4aRyXnT8vqq1baCw0pknxgcx5mLU7oIplHQMAbL62OH9l4RifsSB+EoGglYiMnoH80s9cAqLad3ZAYSY7h/X5Pl8Wg7on0j01lLjXCb8uGX+HQa1fFCvlNGsmG/ShAEUciQIC8wRJHvt89d0okCK8GpTSuxEhNWhXSsxF5YYkJP6JDEcMeN9ThmSF0xinenSO9CTAbnPOMIo/Z4L4zPCUXkuegMdjZWW0TP7S0inbYPAHtb6my3sbOxGs315ei6MCWsaHnm4hQ6eqOQkjnWd+1qwF0cGLw0i8W4jO+3n9V5rjMG7GupgxWywvH8kV6cOj9hmiwJJMS4k3C0qngqK+aRFK+I0nKsbBHV34J2kmgkLGF1cRihNPLOnfCS8uGH+HQzquOFIKSMuHVKIgiCWAmQIC8gRPnWkbCEuMx1L+mbrq+yjX7ZiQmnQjrqpLpISEpEZRVu6QntFBmUFQ6Fc1SsLsL47KIwHQYABsbm0Fxfjp7h6bQijMbjDYfMAoYxoGF9mS+TMSNhydSpSbi3OIsdDoBbiNyFmIxnXunC1JUl83UD0D00mRLzkZCE1o0VaLNo81JcwaPPtePdS7PCztbNDWtxT9tmR+EoMfFnjMFk+ehVONqJRitbRK2N4lJcwVJ8CSzZHs7NnYx0JzZ6vU8yFZ9+p5hQyoger/dBvicKEwSx/AiUIGeMbQDwewD+A4BtANYAGATwLwC+xDkfN6z/EQB/b7G5b3LO/zBrjc0Donxrra2d+pJu3VRpG/2yerl39EVxtHvEspBOSSSEe3dvRiSUsDX84bFzqcijSCA4OZwYRWxtxXVQFI6xmQXdfs9fnsWf3vfLCIfERXe8nreYbD5AlvyfdIbyjdtfiiuQGBAOSTofdiex09EbxcnzE5bnPxKSMDG3aFnZ8qkHdruKwsoKx6PPtWNgbFa4n5JICPe0bXYl9JrqylFssFcsCjG8eSaKHx4byGjCoJ1odGuLCCQ6OUUhCXu31+L2G+st70Ev7cx1yoff+6OUkWt4vQ/yPSGWIIjlSaAEOYDfAvAFAP8M4C8BzALYBeBTAD7EGNvFOTfPlgOeBNBtWNaTvWbmB7t8a5XFmIyQxGyjX1Yv92d+krAzFBEJSbpS7weO9JkmAIoEglVksKMvqiv+sxRXMHVlCU11a0yCXOHAG2dG8Ng970tLfLg5b5wDg2OzroruuNk+58C+llpsWlfqWuw4dYYqVhchaihkpD3nbqOwnf1jGLo8J/wsnLx33EZKdzZWo2VjpW2kOt1orp1otJrrEGKAoL+FWFzBpnWluv1nEnXOdcpHNvZHKSMJvN4H+Z4QSxDE8iRogvwogBsMovtvGWMdAP4WwJ8k/zPyCuf89Ry0L6+4cdYoTha22b+3yTL6ZSU67dJGQgz4wod22m7DrUCQFY5nftIlFPRzC3Hhdy7PLODAkb60hofdnjf1PImK7hzqGLD047Y6nwA8RR6tUoVqyq/DjZsqUVN+HV56azBjUXZ2dEYYSZYY8MFbt6Y6XW4Qiea+kWkcONKnWy/daK43W0QGSZIgC66zyOEmk6hzrlM+KMUkQTZSRbzeB/meEEsQxPIkUIKcc37a4qPvIyHIb7L6LmOsDMAi53wpG20LAsaXslUOufqSsop+iV7uFauLhGXkVRbiCl54sx+/f0ez5TZEAkH0Au3sH8P4rDkSHwlLaNtWjcFLs6ZIcdeFSZw8P2FyjHHzYvZ63kTuHj3D05YRMJHjSTqe6be11uHw6WFTTvf47AJeOzWcancJQrp279iy3lO+9tbaNaY0EwC4YX2ZJzGuIrrXsh09Ft1/dZWrcGH8inB9kcPN5poyk/e623bmOuUjW/srpFzobKWKeAkuyApHXFGyMlGYIIiVTaAEuQ0bk3+jFp//CEAZAM4YOwngLznnz+ekZTnEqvy4k5Whm+0oCjeVkTfSNTRpuw3jvq1eoDddXyWMxFeVFuPD+7bpJieqk0i1uerdFybx6HPtpgIxdi/mu3Y1oLJrBAwJ55H3N1Zbnjcndw+r89nRF8VLHQM4pckD9zKc3dZUg/fcsBbdyVSecDLPWT12VUDfd8sWREKSbfl5u3Ohppl0X5jEYnI/m9aV4msf22u6fumINZFYbt5Qgbis4EsvvZO6Bm3b7CuA2mEVmX/eEJlXMTrcyArHoY4B031YV7kKO7asd92GXKZ8+L2/QsuFzqbnvdvgwmcOdKD7wqROjLtxIyIIgnCiUAT5nyf//oNh+TyA7wJ4FcAYgM0APgngO4yxrZzzP4cAxtiDAB58+OGHs9Tc7CF6KafzkjZuR1tG3kqUt26qdGyLFqsXaOumSpQYUzxCEh76QCuKwpJucuLQ5Tm8avQyjyu6CXx2L2ZZ4Xj8+eM695Hx2QW0JdstarubiJnIcu/ltwYTkXVDhNuquI+RkMTwlEZkio59KZ44BtWH+3hv1LNIyaQz5UasGbffUF2GlzoG8L9++Hbq3Lx2ehi/dH0Vnnpgd1riT9RZACAsbhQJSSaHm87+MfQMT5tGYt69NItHn2vH1z62F0XJtCO3+8+WiM3WvgotFzpbqSJuRx/U86UdWQpLDPfu3pzWyBJBEISWrAhyxlgFEhMx3fI1zvmExbb+GMB/BvAs5/xV7Wec8xcAvGBY/xkAPwPwWcbYP3DOB43b5Jw/C+DZRx55JI1SKsEnnRe49qXUOzKNHx47pxOkpSVh7N8rLsZihdULNCRJwoiUatGnFfrHe6N40+BlrkbNjdsVvZg7eqP4hSZiHZMV/OL8BDp6o9izvVbYbjd2jVaWe6LcbEBc3MeI8bo1VJeZjt3YMUhXpKTbmXIr1ozX8MzFKV1HhXOg64Lz9qyEt1Xhq5aNlbr8f8aA1o3m6KXVRF+FJ0ZIHn2uHd/8xL6suGx4+X2K9tW8oQJ372zAQHIScroCvdByobM5kdbN6IPofMlJC1gS4wRBZEq2IuQVAD7vYf3nAZgEOWPs40i4rfwzAFcWhpzzRcbYlwF8G8CdAJ710I6CJ9PIpvpS+p1bG3GwvQ9dQ5No3VSJ/XubbCOGIqxeoI21a7B/b6OrfFirXGGti4e6XdGLWeRcwnliuZUgd4qYebHc0+IUyTcJr/pyNG+oQI/NUHq2RIqfYu3s6Iwpag0kOkd227O6l+/a2WBZ+OqpZOrQ0a4RANapMU4TfYcuz/nisuFUvMjp9yna18l3x9E1NKmz1EwnzSQIxYG8kO+JrYV2vgiCKCyyIsiTUemMQgaMsT9AQkz/BMB9nPOYh68PJv+uy6QNhYhfw9BFYSk1gTNd7F6gbvNhrfLmRaJG9GK2ksgc4sI1RgH1oVvNFTqtLPdEkXsjVqJWdN16hqfx2N03Q2qz9l/PlkjxU3xsrV1jmUpitz2re7mqdMS2s7CnuRZ7msWdLRX1vGmtN7XEFZ6xy4bVSMrwxJVU2oPT71O0L4UjNeE4kzSTfAtcr+TbO73QzhdBEIVFIHPIGWMfRcJV5acA7uaci82xrVFzK6wmgS5bgjQM7dcLVCTe3W5X5FwiMWAwOoOneqKmlAc30UuhWA1LqK9abYrcG7EStaLrthCTcW5sBg/cti2jfPB08FN8qJNI3aSSaLG6l4HMXVy0E3H/9z+fxNQVvTlTic323HZW3I6k2P0+3Vh2ZmIpWWjFgfLpnV6I5yvIFJLDD0HkgsAJ8mT1zb8D8BqAuzjnCzbrrhVU7ywH8BiAJQD/nsWmBhInsZDuQzDd72XrBep2u0bnkqKwhA1Vq4VRyoPtfa5GF6zE6hP7d+Fgex++134WiqDCT1hiaLYQtWoU2WhF2N49iv17m2zPdUhiuqJPahvTKf2tXX7XzgbctStRMMmr+DBu/4v7d+FnZ8dSqSS3bq+FJDF8r70/lcphtLG0upf3tdZhYm7Rs+WmaB97mmvx/q3VePS59pRYdnLNcNtZcTuSYteZMO4rEk5UydXeXpmkTVBxIG/Q+fKHQnP4IYhcEChBzhj7bQDPAZhBwnv8PsZ0P845zvkhzb9PMsYOAziJhMtKA4A/AFAH4I855xdy0OxAYScW0n0IFvLD0+hcYle4pmtoUhil7h+dNlUftYqUhSVJKMZTJD8TicX6qtWmcvYjk/OuJj76Ufrb7QiBE3bt2dNcK/w8HGKIxRUsxRVde4STf5tq0NZU49klRrSPJz/chqKwhG9+Yp/ryKfbSKmoQ1GimQPhZuRB5FhzqGMAPcPTBZE2QVFQQkShOfwQRC4IlCAHsAOAhMSkUNFkzHcBHNL8+yCAO5CYvLkGwDSAtwB8lHO+4qLjgL1YSMciD8juw9PvF7bV9twUrmnddM2bW4soSm1XQdJo6agSVzh6hqfR0RfFy28NmoTmnuZakyB3k47gV+lvtyMETji1R/Q5NDNEtJM07YSvV5cY0T7UNnmNfLpZ324kxUvtAOO+nDojQaGQO/LZgjooCYKUWkkQQSFQgpxz/gUAX/Cw/h9nrTEFjJVYSPchmK2Hp98vbLfbsxJK+/c24VhP1CSKL4xfwV++fAJ33Fjv+ALVblskyhdjMo52jbj2Z3eTjmCVf3749LCwvVbXUzRCkM51drpfrCwHrdZPJ0XA6z6ygV3n2HhMssLR0RfFEU3xKqvCSUFOm9AKzrii6Dq4Kz0KSh2Ua5BjDUGYCZQgJ7JLuvnl2Xp4dvaPmV7Y3Rcm035hu40U2wmlW7ebo9QxWcFrp4ZxrCfqykf8puur0LqpEiOT82jvHtVVgyyOhABAKFhDyRxzbb67Vc65FquJf0e6RjA+u2AqvmN1PVs3VZo6EulcZ6eS9G4mKmZ6f+ViH25wI55lhePxAx26Sa+ZFk7KB0bBGfJQL2AlQGka1yDHGoIwQ4J8BZFufnm2Hp59I9Om9JDFuGLK2XaLl0i+qFLp8d4oLk5cQSQkmUqqA/oX6M7Gakd/6eb6crRuqkz5iBeFJdRVroLCgbBhH8WRELZUr8EvBsdTE/Y4B0wm6gLU63Pq/IROAMUVLiyCZDdC0DU0qZtAWLG6CIrCISvc9eRfY0l6iUHXsRDtX5Tfncn9lYt9+IXaMU2ncFKQMApOkQXoSo6CUprGNcixhiDMkCAPOOnkHFp9J5P8crcPTzftVdf5+eC46fvq5+ngFJm1wtgZYSxhyyfSwosxGf2jM3ipYyB1viIhCatLwpi7GkuJEKOPeP/oNNq7RzEyOY/BsVndPlRXDzCgZ3g6JWZjsoKe4WlHUaZe18e+cxwnz+vra4mKINndB6oV4DM/6cL47CJGp67i6UMnXA+ti0rShyQJd+9sSH3XylveS161G+7a2YCq0mSBoNY6vH9rtXAf+c7rTbdwUtCwShMKJ89xJp2gfF8jP6A0DT1BTr0iiHxAgjzAyArH488fR9eFKcRkBZGQhNaNFbphbK+VANPNL3c79O6UI6ldxyqdICR5qwiqbtcpMmuFMbLHeaIw0vb6CpwZnjIJfFlRdOvHZMXkYw0kzt/gpVncvy9hi/+DN8+Z9rF3ey1uT+amf6+9P+0IWkhiWLemxHYd4/qi6xmSGCTGMHVlKXUuvQytC63+ZAWDl2ZNnQLj/kXtSUeILcUVnY1hcVjCxNwi2prM+eh2jjNGi8Rs2YNaFU4KSwwN1WWO+wwKVq4y9+7enCoClY6QXi6515SmQRCEHSTIA0xHbxS/OD+RijbGZEWXguBHJUAVP6I3bnIkjesYKYmE0FjrPWLkJjJrhUhExuIK3rt5HSSJmV6gEmOOEwYB/fmz2semdaWpc5PpNbAqgrSvtc7V91UyGVr3Mwoour+bN1Tg7p0NGBibFQpeWeF49Ll23TyAxbhiOTdBdM92X5jEo8+1m6wJVQFo5+GejnDcsWU9ikJmQR5PdjLbmsSTO4OGleB84LZtGbW/UHOvRfcJpWkUBsthRIYoPEiQB5ij3SOmtAltCoIflQBV/IjeuBFydu4XTgVZvO5bFJkVYSUiG2vXYP/eRtMLtLN/zHHCoPFY3AjVTK+BqAhSy8ZKtDV5Ey2ZiGo/o4Ci+/vku+PoGppEXFaEgrezfwxDl+dM21qMi9M/hPdsXNH9joxzB7QjPJGQhLVlxXjozlaAIy3h+Pa5S8I5CwBcpSwFhWzlBRdi7rVd54zSNILNchmRIQoPEuQBximT2o9KgCp+vEzdCDnROpGQhH0t11I30nnoZUtEilIr1PVPD02ahJQxDUU9FjdCNdNrICqClM75zERU+ynKRPe3wgHFJpUmYbcnrpIquhdE943x9wNcE4AATOlKo1NX8dSL76CqtNjUSbMTjmoU7qWOAdPkZpWFmIyXOgYAOFdfzRZeooVu84K9bLMQc68LNaqfS4IahaZrR+QLEuQBxikFwY9KgFoynWTjRshZrfMnd92c0cM4lyIyNfmxN4pnXunCxNwiYhrnDtGxuN1HptfAj4lSfnQM/IgCurEuNApeq8JMm9aVCu8F0X2j/n5EAtBqhGcprmBibtHk0GNlK7q5pgwvHT+H7ovTltFxlROD4zhzcSovUbpsRAu9brMQc68LMaqfS4IchaZrR+QLEuQBxikFwa9KgCqZRizcCDk/Iqiiiaxvn7uU8v8OSQyNteVZFZEhiWHP9lq0bRNXTXRbMTSo5KKtTveb8f6OhBNiV5vGZZf2sxCTEZYYNq0rxdc+tteyyI7I8UU0MVoVgFadhFhcQU3FdZi6smRpK6r67ksA7GW4nnxF6bIRLfS6TeM1alhfBjDge+39gYqsainEqH4uCXIUmq4dkS9IkAcYpxQEL5UAnfArYuFm35mIPVE7Rf7SxlL32cKq6mK+oz9BHA7WRYiry3CoczDl0S46RyYhVl2GQx0D6Bmeto2UGu0OnSZFiq6h1e/KLl2pOBLCQ3e2QmJMaCuqLYLlRYyr5CNKl41oYTrbVK+RNoc/nd+W3e/Cz99MIUb1c0mQo9B07Yh8QYI84DiJV78imUGOWGgRtROxa58Hod1+nUurkQAnwRCEDoFTm8IhCbKipNKxnM4R54DEGL54f5vl6I/ouFW7Q69YFY46OzqDu3Y14LfefwP+9qfdpnQlVfwLJ49a5IlrkRiDYlEMKhyScP7yHI73RnPWwXIbLcxVTngmvy273wUAX38zVPjGniBHoenaEfmCBHlAyXWEM8gRCy12Li0q+W63H+fS7UiAKia094rCeeA6V0YhJcqbNp4jJ6cKLbLC8fyRXl21UtFxZ+Jr/u6lOSicoygkoWVTJf724Ttcp4ZtrV0jnCyqRWLADetWY2TqKhZiyQJVSExkZQyQFQWvnxrGsZ6oa7EoOl4Arjt6bqKFucwJz+S3ZSfmgfQccuywC5YEcQQrl/gRhc7mOSyk9EJi+UCCPIDkI8IpiliEJIaYrLgum54L3Ez0y3ekJVue7qKRgI7eKA69NaArHrW2tDhwnSs3HSnjOXIbDVV/L1oxrqI97nR+VyJf8yVZwcl3x/Gzs2PY01zrSnDt2LIem9aV6rajJSwx3Hh9Fb6omf+h5kof7RpB+5nRlE+5nVh0Sgtqri8HGNMts+roqYXEnKKFmeaEe4lAZvLbshPznCNnv5kgjmDlmkyj0HQOieUICfIAko/0EeNkOCBhofjDY+fQNTSZdjTO74ejKLIiEhT5zPfLlqe7kcWYjCNdw6biUaPTVxOFZizcPjIl3WqURiHFWMLyMmZx3dxGQ9Xfiyj6rD3udH5Xnf1jOC/wNVd4QijvadZ73MsKt3Tf+epHb8Wn/r92DF66tj0GoKbiOjz0gVa0WVTEHYjOImZIdxGdBzdpQV0XpsAYdOLeKeXLKVqYSU641+dZJr8tJzFv9Znfz7VCSQ/MNplEoekcEssREuQBJB/pI2rE4vkjvXjhjbMpcbMYV1w96HIVsbByxfDiKpPtjkO2PN2NFEdCuDy7aCoeBQCrS8KQlmTfJyWle51FQqq5vhx3t23G4Nis8By5jYb2jUwLz5PEgLrKVdixZT2A9H5XZ0dnINukmWhRz41xwqcqFn4+eBnfevA2dPRGcbRbPOlUdG+6Hb1ykxbkZLHo5pwYyWU+cCa/LScxL/psx5b1vj/X0rkP/XxmLYd0mUJJsSQIL5AgDyD5mvASkhjCkmQSIG4edLmMWIgiK24jLbnsOPjt6S4aCahYXSz8/s0Na3HHTRssRUu6L+V0r7OdkDJGme3OgSh/+Y0zo8LvKxwYnriCzx18C09+uC2t39XW2jWIhBhisv43wQDsa6kznZvuC2b3FUD/G9qzvVZYPVZWOB5PWiNqbU6/uH8Xtm+o0Lm0xBWOF48P6Eav3IyqREKSLkIuwuuzJp2odSaiMN3flpOYF32Wjeea1/vQz2fWckn1CPKkUIJIFxLkASSftkvpPugKJWJRKEOdTiMBan7x4dMjYNBXdZUYcNuN9bYTytJ9KYui0QsxGf2jztdZa13X2T/m6CPtNn95ZHLecp/aEZ50flc7G6vRuqkKvxgc153j91xfiTbD8faNTFs6qbj5DXX0RXHy3fFUislSPJGr/lbfGO7a2QBF4Tg9NAmZiyetukkLcptD7uVZY3WdAKScabTXOZ37bymu4GB7H7qGJtG6qRL79zahKCy5bqO2rVa/C9Fn2Xiueb0P/XxmFcrzz4nlak24HEYviPQhQR5A8mm7lO6DrlAiFoXScQCsRwKMXswsqcg5YCoeJaKjL4quZBQWsJ8saXw5WFnyyYo7Z22vYiyd/GUj2uvr9Xel1gLo6IviaFcyzaSlDu9PdircnJuwxFz9ho50jcCYHaNw4Ov/ehILS7IwLUd7bG7TggCklfJlJxZENpFW19mrKFyKK9j/1VcwtxAHkKhc+qPOQRz89AfSEuVeyMZzzevz3c9nViE9/+xYjtaEy2X0gkgfEuQBJV+2S+k+6AolYpHrjkM2Ih5GQcN5Qojv3V6L22+st92HrHA885MuU8qCW8vB1k2Vwu26PSYrMfb8kV6EJcnTOZIVjriiIORgJ6i9vun8rtS0GjW1xurcbN9YIfz+vtY6/Pe7bra9Jp39Yxi0cGCZmV8yCXWrY3ObFuQ15curWLAT3SJRuBCT8VLHAACYbBjPXJxMiXGVuYU4Drb34YHbtnn+fXn5TWbjueb1meDnM6tQAiduWG7WhMtl9IJIHxLkhIl0RYsbIZ/vIblcvmC1ImYhJicsCcuK8dCdrY7VI+223ztsThtZiivYsLbUlRfz+OyiaXkkLLmyHGzdVInisKRLzSgOS2isLXd1LFZi7IU3zkJWuK2/ulURIK0YLw5LiISlrLruiM5N94VJYepMcVjCHTfW24px7T0iwkqMlwiOLRsixa3Huxa7SKzVhOUTg+PovjCJSFhCXOa6lBoRp4cm07KxNH6neUMF7t7ZgIGxWWHk389IrFXH5omk3WW6XvB2+zPabxZC4CTb5Ps9JGK5jF4Q6UOCnPANJzEQhCG5XL1gRUPzMVnB6NRVPPXiO2jdWOnaStIo6q2G6d2kjZwdnRFOOqwqLXZlORiSGFo2Vqb9QrcSY1qhd3poEsd6RvHjn71rea8Yzy2QSA25d/dmNNaWpyZ6Gl1M0kV9gfeNTOPng+Om9i/GFYzPLpi+V1+12vbciI5DJRKSsKFqFUYm53UdoEhIwr4W/WhItgSGk8d7/+g0AJj2axeJFVmsprYZV3THuhCTEZLFx1GxqggdfWOebSyNnamT746ja2gScdnsww7428mx6sw9+lx74joL7nWr+SRO19tJ/Buff0EUqdkgCO8hEctp9IJIDxLkRM4IypBctl+wdkPzQCKa3X1h0rGwy9baNVAUbhL1VtZ1bgurlBge+pGQhIc+0OrKcrCxthz79zal3aExRvtE6SYxWcE3/vUU5hfjKXG2EJNx6vwEnj/Siwdu2yY8t7LC8dqpYbzUMZh60U7MLdrm07tBfYFrXU6MWFXh3NtSZ3turO6RmxvW4p62zdixZT0+d/Atk3j4E00KTLoFj9yILzuP96KwhPbuUfzgzXOm/arXWT1nYYmlLCi1AvOljgGcGBy3PD9qW43nt7QkjA1rV2Oxy7uNpfF8KxxQZOeiS34g7OjGFQxdnrMdfdA+s9xeb6tn09vnLpmef0EVqdkgKO8hI15GQlZK52mlQYKcyBnLcUgunaF5IPES7h+ddnwpVqwusvUiV3GbNrJjy/pECoCmGExxRML7DQ99u5dDJh0aY7QvJis633uVmflYyk1EJa5wvPDGWXQNTeKuXQ2mcxsJSxifXUx1WNy8aN282FQ7QysxHglJ2Lh2NUYm53XtKYmE0FhrHd2yyoEviYRwT9vmVJv9rpTpJL605+TC+Jzw/gtLDPVV+mM27veJ/bvw6HPtKbE5MjmfsqBU7yEAliMEejhqyq9DbeUq3Jh0WXn73KW0bCyd/P2z+UwS7V/UmbNrg9vr7eV5G1SRmg2C+h7ykva5UjpPK43ACXLG2CCAGyw+Xs85v2xYvx7AlwD8BoBSAKcBPM05/0E220l4JxtDcvmOFLgZmj95fkJYXMa4TPRSnJhbTNjW2RR0EeUSW/H2uUumqo+xuJKKmqlk08XAGO179eRFjE5d1a0jc3NUFEiI8jMXp3AXNxdyqVhdZNqO3YvW7YvNzs4QAPa11OLTv/VeYSTb6ppoo+5GMe41L9yrwBDdZ+row/69TbrjiIQTvuXavlFYYvjgrVshMYYDR/os9/v2uUsYmZy3jfwaO35FyTkAizH9SFBcAabnl/DIf7gxZZvZNzKNuspVGJ64kpov0LyhAorCceBIn/B5YNxfJJz4bWmPryi5zGobmSDq6NZVrjJ15uyei26vt5fnbVBFajYIcmqI6LfuNGq6nDtPK43ACfIkZwD8L8FynQ0BY6wKQDuAagBfAXABwP0AXmCM/QHn/O+z3dDljp+C1+8JlUGIFDhFkp/8cBv+4tAJvH562PTdkKTPBRe9FGNxBTUV1+kivypunVWM+zA6rCzFFeGLNxcuBiGJ4aE7W/HUi+/o2lWSFCraoXyVxZiMwUuzpg6DonA8feiE6xet26iglZ2h2s7bb6xHUVjy1IFR960V+moO/AO3bfN0/3oVGKL7TB19ONYTxfDElVS7luIKJAaEQ5Iux1p1N7HbrxuRZ5Uf/ZUf/xyvnRo2fbd/dAYvdQzofm/1Vauxt6UWW2rW4FDHAJ4+dMJ2wqQ2h7qhugyHOgbQMzyt6xC8eHzA92eK+iy96foqtG6qREhiaKwtt0xLsnouur3eXp63QRapflMojmCA+1HT5dp5WmkEVZBHOefPu1jvfwDYDOC3Oec/BgDG2HMAjgH4MmPsB5zzuSy2c1njt+D1O+qazWFWtx0Rp2MKSQy/clM9jvdGHdMZrF6KD93ZCnDgmVe6MDG3mCryYswldkMQX7xtTTVoFUwUfWL/Lhxs7zOltKjtFXlfe3nRuo0KSkx8frX+4m7vF3W9lzoGTC9VWeGIhCTXE+y0E03VKKv2uHdsWS8szGM3sVbUAeI8MQqwaV2p7v52Ejai/YQkhpisQFa47aTJO26sx7Ee/W8mHJIQk2XTb35kcj6VrtWjcSBymjCp7q+tqUaXQvXi8QHfnylWz9L9e5tsnyGi+8CtoPTyvC0kkZopheRh7nbUNN/PcMIfgirIwRgLA1jFOZ+xWe1+AGdVMQ4AnHOZMfZ1AP8I4D8CeCG7LV2+ZEPw+hl1zdYwq11HBBBb8dkdk2iYvGJ1ERSFp9JW7ISV6hLStq0m45dIEF+8di/IB27bhq6hSVft9fqidds5aaorN02EVdM2HrhtGwC46rg6WRyq+3bTETauUxSWkpHiOjQm7e1EUVfthEuRc0pcMIGyODkKIBpBsTvfxomd6vZfPD6ArqFJ2479zsZqNNeX4xfnJ1LpJLKi4PVTw5bRQc6R8YTJA0f6fHumaMV0XFFsn6VWqQpW94Hb+9zt87aQRKofFIqHud2o6dSVpcA8wwl/CKogbwMwDyDCGJsG8DKAxznnqTFMxlgdgA0ADgi+fzz5dydIkKdN0PMKsxXtteqIdPRG8XLnoOcRA/Vl19EXxTP/3oVLswsYnbqKJ198By0bK8AA3ZC5VljZVUNMh6C+eI155dpOj5VNm9N2nHDbObFaT00tOd4bddVxtbM4VFN0+kam0TM85bi9jt4oTg9NpqJki3ElGSleg93bahzb9OSH2/D8kV7T6IPaDmOn0Oplb3e+1XvtO4d78MIb51KTdI1tsRoNuLttM7ovTqVSmRQOx+hgphMm/XqmGMW0yE3I6VnqFBDxW1AWikjNNvmel6TFbtRUYixQz3Aic4IoyE8D+Dsk8sjDAO4A8HEAv8YY26UR5fXJvxcF21CXbRDtgDH2IIAHH374Yb/avCwJYnqDFreCyusD1qojcrR7JO0Rg5DEAA5EZ66mIn4xWcHJdyd0L2ujsMoGQX7xGoVMJCyhqrQYD32gFR+6tdHXl05IYqm0mK6hSbQm3TuM+3DqxLjtuFpZHL63YS1m5pcwPHEFB470OYo3WeF45pUu05yCBc06TtUwdzZWW44+eOkAueG1U8Mmxxz1eHY2VpuiwHWVq3Dr9lpcnLginIBsFx3MdMKkXyNIRjEtso10epa6ua+CJB6XA0GYl6TF6n5UR02D+Awn0icrgpwxVgHgUx6+8jXO+QQAcM5/0/DZ9xhjR5CIhP85gE8kl69K/jWXHQQWDOvo4Jw/C+DZRx55xHq2FhHI9AYtbqK96TxgrToiHOYh8YXkRDM3D8aj3SMwzg/kML+sgzQKkWuMQmYpniim9MUfvo31a0o8Vzk1ohUwm6vLcKhzED3Je+PMxSnLVAq7TozbjqtovZJICDduqkxMItSkdRjRbq+zfwwTc+bHnsQYFuMy3uwZxdD4XDLnWi9oTwyO48zFqZTwvmtnA6pKRwDoiyj56dNvVxlWFAUeGJvFwNgswhIzObw4RQdFE0S9TJj0awTJqvMVTuaFu3mWOt1XforH5SzsvRxb0OwfgzqiSWSHbEXIKwB83sP6zwOYsPqQc/5dxtj/AqAV62qd6mLBV0oM6xBpUAgPAyfxkM4D1qojsnd7Hd7oHsWSQeT85MQQOOdoqiu3PT9WvT+JMZ2TR5BGIYzICkdHbzTRuQBwm0+VMFWshIys8LSqnBrLhmvFWTgkQVaUVGl6t6kUxm1vrilDc315Ku3Ia+qLxJgn8XZ2dMYUOQYSbjDff+MsGBIiljGYBK16nKLJjmoRJT/FmVNl2O+19wuPHbjWMSkKS7qJzHbRQdHzwOszzI8OiVBMhyXc27YZ0emENee+ljrbbTgFRPwSj0GLCvuJ12MLYppmkEc0CX/JiiDnnA8C8PuXPAjgVs2/1dQVUVqKukyUzkJ4oNAfBuk8YK2s2D773Q6huIhOX8XzR/pSHtJWD/vbWutw+PQwtAFQiQE3rFuNkamrgRyF0CIrHI8/f1w30e7w6WG854a1eMqnl7dT4ZaluGISHSIBCZgnWqqe1WokWnQt7VIptBN7jZ81b6jAY3ffjMFLs5aiz6qDK7QPDEu475YtiIQkk+uGqJiQCufXOn6cJ8TshqrVGBjTOcZaTnZMd56EFU6VYd0U6tm73ezwkg427pW+IxLTzfXl6Lo4lRqRebMnanture4XADjeGxU69aQjHoMWFfYTr8cW9DRNLyznUY/lShBzyK1oBBBV/8E5H2GMXQSwW7CuuuxnuWgYEVzSfcAaOyLHe6PoGZ62jHIDzg/7tqYavOeGtei+MImluIKisISWjZX4os85u9mis38MXRemdMJG4UD3hUnfXt6qkOlKniMRxnxqkXC+a1eD6UUssvQzEglLaKgus32RAzB91n1hEmtLix094UUdXKdJoypWxYTsWIorKLsuInSJEaVKZTJPQoRlDqyhMJDI8UVtp8jhxS35iv5qxXT/6DRkhWN4Yh5vnBn1VElWZO3pxqlHhJVAC2JU2C+8HlvQ0zTdspxHPZYzgRLkjLEqNZfcsPyTADYC+BvDRwcB/Alj7Lc0PuQhAH8EYArAv2S3xSuXQul9+/WAtUqlMGL3sA9JDE9ZDJ8XwiiEVfqBVWGhdNA50vykC5dmFkwVTY351CIBWdk1Iix+YxSijAHQRJWX4gr+8bUelK2yLr4hstdbiit49dSwY9TT7pid0ipExYQklkh5shPop85PoCgsoTgspSpa1lZchwvjV3TfKwpLwnkSVve0m2eAm2O7a2cDFIXj1NCkqQjTpnWlGYkhrxFSv59rCud45ecXhIW9AO/C18mpx+rZZifQMo0KB/ld4PXYCiFN0w3LedRjORMoQQ7g9xhjHwPwb0ikqKguK3cDOAtzXvqXAPxnAN9ljH0FiRSV/UjYHX6ccz4LwncKqfft1wPWzdA64PwiKxTxLWJr7RqT5RyQEHJ+DumGJIY9zbVoa6pBR29UVxDJ6OFuFQFjMFvgiSz9RMJ04JK4lpidvZ5KuoLPzX1xdnTGtE+FA9XlJZi6soSFmGzqYKjrLMQU1JRfhztv3ogt1WvwUscA4or+OCOhROVXY0Ee0T3t5RlgdWzGaC9jiQ6GwhOR8U3rSvG1j+3N6JniJULq9yTJzxzosB3pAbynQ1gFBm5uWIt72jZbPtvsBFomQQunc5Zvse50bFbtcypfH3SRvpxHPZYzQRPknQB+FcCHAKxHIg99AMDTAL7EOZ/Srsw5H2eM3YqEMP8kgFIAXQB+h3P+/Ry2u6CQFY6OviiOdI2AITG5qG2b+4l5hdb79kMEax/sCzEZkZCEtWXFuC4SwvDkfCryWIjDm27Z2ViNlo0V+MW7+kGsopCEHVvW+76/kMSwZ3st2rbVpCLm47OLGJ26iqcPnUikpuxsEEbA9rXUYXxuUZce1LyhwpQe1DcyjQNH+hzbYow+au8FI1YvvqW4gkefa0+lzhQnU5bcCr7N1WWmSZqMAZ/49RaEQ1KiFPz6MhzuGsbrp0dM3788s4AtNWsgMYbui1Omz5dkBZLEXIkzP54Bxm1wnqjGeUdLrWPqjxus8u2tRLCfzzV1W3Zi3C6ibYWVU889bZsdO3Mih6jDp4exs7E67aCFk9DPd+DGLiDjtgNWSAEoleWUC7+SCJQg55y/AeC3PX7nIoDfzU6Llh+ywvH4gQ6cfHc8NbnwtdPD+KXrq/DUA7tdPWBWYu/bboJVoQ9vuiUkMdyzazO6hvQ5zDFZwdvnLmXVN11iDFNXlkz5t3ftMntPb99Qgfc3VuPQWwMp8cp54n+MnTNF4UJ7QC3vbViLew3RR/VeOHx6GEe7Rx3LWMsKx6PPtesmVy7GFZw6P4G/fPkE7nAjQFkiQqGNfnMO9I9O43dvb04dkyQxtHePmtJYZM7xzE+68Ou/tNEy9WhwbNZVGfeh8bmMnwHCKoTJdlk52riNTmpFlPY8REIMzRYi2M/nml2KW1E4MRKRTqfDazR7Ka7gYHsfjvVEhROBj3aPYmKuA09+uC2toIXdOQPMcy38CNx4vR+sAjJuO2DpdtTyGVVfLrnwK41ACXIi+3T2j6H7wqTO6YNzoOuC+wflSu19Wz3YCzUFRYvbl8fA2Kwpp9vPHHIrrF78qoA0WjH+7OwYeoanUwIvJivoGZ7W3eNLcQX/eLgXcRsxDgAz80um86HeCzsbqzEx15EqDx+WGOoqV5lGDDr7xzB02ZwKE1c4Xjs1jGMucs8HorNCp5AfvHkO3RemUt/d2ViNTetKTc4qADA+uwiFc9vUI6she22UMByShB7hXp4BVmlg7WeuiUTA7GjjJjpplWutJDtmIjZXl5k6Z+k+16yOLRKS0LqxEn9y181piTMvKXhLcQX7v/oK5hbiltuLyWbXIi/YvQuyEbjxM1rtNGqgbi+d48h3VN3pPim0FJyVgpTvBhC55ezojHAYNSYrqaiGE2rvuyQSAkN6Q69EcFBfHk+9+A6+c7gXT734Dj5zoMMkvIFrL2AtueiMOe335c5BvNkTxeunhvH0SyfwzE+6bCN32oi1k1/J8MSVlLuKkZCUqPZZX7U6NWF0ZHIenzv4lu78nR2dsZ14aXRxESE6B0BC1Bu/+8BtTSgRrBuTFYxMXEHLxopEvnkSBmBD1WrL1COtwOXJ7XAkRHw6zwBZ4VA4R8XqIpMQWEqOHDx/pBcdfVHdft2cJ8Dez17tmBmXH+ochKxcezYyBjTXl6f1XDM+I4vCEmorrsNn7n1fxqJM7TDdv68Ju21SDQ+299mKcRXt78IrVu+CHVvWp9KFtGT6rDDeh27vBy2ywnG8N4oL43OIhM0S6Gj3qO75l84zz492ZorVfeLleU/kFoqQrzC21q5BUdJtQYvqd+yG5TITnUjgZUg2X0OhdvsVtX98dhERw31udGcRRaxFOI0AvH3uEkYm502e3trzJ/LjNiKKzonOgcgiUOSfbrWv9jNRtG6swGfufR++9W+nMTMfg8yvdSREglEkcDlPzyPcGD1kzPyduMLxwhtnsW5NSVpRVrtJ2KLvd/aPoefilG7kMBKScHfb5qxHsrNF19CkcLk6cValOBJCQ3UZjvdGPUdMrWo2qAW4dLn7YSnjZ0WmUXfRRGJjGphx1CCdZ16Q0zoLbQ7YSoIE+QojMTGvUpdDzhjQutHbg7KQ3UIIPV5eHvkSGnb7tcpFrq24DlNXloQvUaeItRanaJib82ecFBxKVmc1tkCb02ucWNbZP4abrq9C+aoivHFmVDhR0c4WT3tueoancePYLK4uyZC5dUdCRSRwwxJDbeUqfOjWRk/X3zyZU3wd4gp37FhZYednL/q+8B5K5tTvaa51fWxavD4j/U4jaN1UiROD46bl69dch+n5a7+L5g0VONQxYKo06zaSL6rZYLwHwxLDfbdsMXnreyXTdEnRRGJJUM1W+/tN55kX5LTOIHcWVjokyFcYqhd2R18UR7sSTgxeXVaI5UU6Xr357IwZX55WZcp/5cZ6jE5fFToJuYlYA4koqVM0zOr8xWQFB470YXNNGcCBm66vQuumSoQkCVtqynCoYwDdBicOUU6vMaJcFJZQUhRCXOamzsb32vsdjwlIvIC7hiYdX8yqSOwbmUZd5SpcHJ/Dkpy4AHGF48XjA+gamvSUhmGVTmKM3KrnQ9Sx2rFlvWVEV9t5adlYgVdPXsTEXGJCsFVqTb4FlLbokzoXQbV9LBKkVbhh/94m/KhzUJe2UloSxjP/5Xb8fPBySlwqCsfTh06kHTHV3iMK5zh1fsJ0D8pKYt5Cpu+YTEfoRPeearNp58Tj9ZmXz0mVTh27fN/rhDUkyFcgqs9zupEfovDRPrQ315Shub7cFCEL0pwAu0lSxpdfUVhCJCzhpbcGU+tOzC2mqkMC5oh1WGIIhyQoioKYzBEJS6gqLcZDH2h17KyKXr7hEMMPj53DUlxJTH5EoiNRkiyhvqWmDO+5YS04B35xXm8jaRTFxqieWhjovlu2pFLN1JeuyBoRMA/LF0dCaN1UaYpkal/MonNeWVqC8dkF2/QcJ9S0OW2Bo+KwhLamahzpHtW322DraEyJMN4LgHkSaPOGCvyXO2/E4KVZy+imGwGVzYlw6mR79ZzEFY6BsVk8+lw7vvmJfWl5eheFJRz89AdwsL0PXUOTaN1Uif17m1AUlnTi8sCRvrQjpk6VQ1X8EnyZjtBZdd7rq1br6hM4Pf+crkW+RhLdTCZNt7NAE0GzDwlyglhhiB7azRsq8NjdN9uKFq/78PPh7ZT3qH35xWQFLx4fsI34WeW+aj3K082jjckKfnjsXEpcacXxQkzGL85PoPviVKrQkZNbiSiqtxRXEAlJuH9fE4BrE9UOd41ANEtVJ8aTubz79zaha2jS8sUsOudLM1dNUWyvw907tqxHxCDII2EJ+1rr0X5mVLd9hoSNo5rL29k/hq/++Oe6VBTt9VU4N33Wc3EKUhtLnSsRblwpsumacXZ0Rnc+VM5fmsOXXz6BfS11ONQ5iB6P+y8KS/j9O5otP/fq1W7ETYqU35P+MxmhsxKjTxjqE9j99t3eC/kYSXSTH55OZyHfrjErBRLkBLHCED203YgWt2RaAEeEVd7j4dPDOtG/e1uN64if6IVp9wK162Rot3XgSJ9tQRjOkfp8Ka5AYomCOHFZXFxKmL8dktCwvizVLjdRSpV72zbjd+9odnwx941Mi20DDXiNfr597hLisn5DcZnjWM+oKbLPOTA4Nou2phrbY1yIyegbmcZPf3HBdO7ddhjsBFS2J8JtrV1jSpsAEt7xr54axuGuEXDOU+ffuP90vdofT6bJpDv50s5vHXCuIJoOmXT27e55t+LZz3vB78CF2/xwr50FmgiaG0iQE8QKI5uTeqwK4HRfmMzo4S0SpYwlJkFqheyTH27LSo6klwiRncOHCM6BfS3WbiU7G6vRXF+OX5yfSAlWWVFwqHMQbdtqXEUptUSnrwo7EkYUi8mWWqyin3ZCw+r+A2B53dwc49DlOYzPLpqWR8LuHKTSaXO6vxnjvnZsWW/pHa+ub0TkrOMletnRF9VN7lfRdtic2FxTZpp0q+KmgqhX/IjUZhq59uteyEbUOVv54YU2EbRQ02tIkBNEAeHHgyabk3qs7AQXMyweZBxqjoQTBVyMlTvVkt1+T6jKxBpSm0MeCUmQFcVkO3f7jfWW5yYkMdzdtlk3AVThQE9y/05RynSRBHaEWjZXl+Ejv9JsugedhIbV/Xfr9joMjM3qRla0k1WdjnFybkFYgbSqtNhVfmw6bU7nN2O1r69+9FZ8+u/fSB2/E1adFbfRyyNdI8IRD22Hzek4DnUMCM+5Mcrux3NLVjieP9Krs/1MN1KbSXv8uheyEXXO1mRSP445VyK5kNNrSJATRICQFW6qOtnWVJOa1OXHgyabDgBWdoJhiWX88NYONQ9dnsOrp4Z139FGDO/a2YCq0qSLkOYcZnJcblJmQhIzDYs3VCdcVgYvzaJhfZkwF9jp3A9EZxGzSMUQjh5AmEoOxoBbt9e68pxuqitHsSHXW8vm6rK00jtE91/zhgr8qHMg5ecelhjqq1bjif27LAWxlqIQQ3R6wXy8AO64qV74nUzbnO5vxmpfPx+8jG9+Yh86+8fw7dd6hNFy1S7T6KyTTvQyU2nS2Z+ohqsdSAlLDPtaanHHTRtS91Umzy2tg8sbZ0Zx/tIsZIc5DE7CL9PnqF/3QjaiztmaTJrpMedSJBdyeg0JcoIICLLC8fjzx3WpCYdPD+M9N6zFU8mHrB8Pmmw6AFjZCa4tK7GsAmnE7uGtDjUf743izZ6oKWLTUF1m+u7E3CLamjJ7EHtJmVFFuXFYfM/2hKuRmmbi5dzbRaisRg+MijwkMdy4qRI/6hx05Tmt1iwQFSKSWKKjI8JJaIjuP6P1nlrx9O1zl4SCWJ0Iy5EQgZWlJZieXzK1hQN46fgAzlyYsn35p9Nmq+vmJAid9rV7Ww0UzvHED/6vaYLrB2/dgqJwSLf/dKOX+1rq8NrpYZ2gZiyx3M3xiI5DVjiuX6/vqKX73ErHwcWN8PPaHqfgQLrPz2yNVGZjMmmm74xciuRCS6/RQoKcIAJCZ/8Yui5M6V6QCkcq/9rPB022HABU4aS1cAOA6fklyyqQRtw8vK0iNuCw/K7q0pHOkKmXlJlMJg9q0VlTVpeheUOFMLJufFmKRg+AxGjLbS11rj2nQxLDE/t34cDRXvyfzncxvyRD4RxFyUm6Vp0ckdAoSp6vA0f6dBNw7az3jJVLtcd4/boyfOdwDy6MX0kWEFqwTPNYjJu93d20OR0vajeC0GqS7vnLczjeG8XOxmq0NdXgPTesRXfSMSYsMaxbU4JtdRUmG850o5dt22rwS9dXoevCFGJywrWndWOFzh7U7njcnDNZ4Xj99LBJULt5brmZNxCWmKMzkPHae3mOugkOpEs+vcrTwcs7w9iJ6RuZzplILmSfdRLkBBEQzo7OCPMx1dLthfCgUYXT80d68cIbZ9PK9XSbHiKK2FgN3/ePTuOljoG0h0zdiF67F4zX/EmhNWV9OR6752YMjpmtKbUvS9HoAZBwK9lQtdqTGFH9vhdiMiIhCdVlJXjozlbbFCArX/gXjw94EqmAuXKp9hhHp66m7i+nnGunl79f4shrZ1It3y4rCl4/NYxjPdHUuVELuD3zky6Mzy5idOoqnj50wnTu0o1ehiSGpx7Ybfs9u+NxOmfqPXx6aNK0bzfPLae5EVIy/epP7rrZdvKtsWPntiPR2T+G108P4/TQZFodbyfy5VWebUTPrrrKVebaA1l6dxVaR0cLCXKCCAhba9cgEpJMorwoLAlTE4L6oAlJDGFJMjlDuI2IeEkPMUZsrF62ssLTHjI1iukP3dqIzv4xYcqM6AWTTv6ksVDMQkzGqfMTuPH6Ksfy4zsbq1FXucqUgzw8cSWVf+ym3UYxFpMVTF1ZgsSY7f5FvuxOvvDqvW0sdR+TFZw6P4Hnj/Tigdu2pdr1UseAbeTUiNPLP11v5tQIRrIa68udg8JocP/oDACk7iHV9/rw6WG0nxkVeqrv3lYDiTFMXVlyFITpjng5fc8pmmx3ztT7R/Q8c/Pccpo3oHCgo29MN/LmpmPntiNhFZ33M7KbD6/ybCPqxI1MznsuvpQuhdzRIUFOLGsKyf5oZ2M1WjdW6HLIJQa0bKwUDtsH+UGTSTQ/k/QQq5etxFhaQ6ZWYvqJ/btcd47c5k9q79Xzl2dNkyllDnzvaD9ePXnRNkodkhhu3V5rEuRLcQUhSXLdbq8pUqLf2u5tNfjO4V7HlAX13v6LQ+/g9dMjunXjCscLb5xNRFo5R8+w2R9dJTGpsA6Dl2YxPHEFS3Gxt7sIr0Py2vtC66RjpDgSQnv3CH7w5llTh+zs6IzlZN3d22ryng/r9Du2O2dWEe69hqi2FaLfcvmqIttKsXYdO+16bjoSVvdYNkclC+l9ZYXVPbu3pQ6NtWty8u4q1I4OCXJi2VJo9kfqELLqsgKYHUIK5UGTSTQ/k/QQq05LZ/9YWh0EKzH99rlLrjtHbkSV8V6VLO5PBcDo1FU89eI7aLUptqSWp18yDBE31q7B/r2NpnYDMDmveOlU2XVc3jgzalrfajvvXjJbZgIJUd59YRKcQ5jWpW3H9etL8d/vvtnVMaouIF5FkPG+sLJsL0kO1w9PXNGNdqji0Okc5yNNzRj5b64vN00CdvM7FrW9JGnxmU6a2JaaRC7ygSN9uvVEk2+//PIJ22dGOh0Jtf3ZiuwW2vvKCtF1T9QCKCuId1c+IUFOLFsK0f4oJDHs2V6bcuQoVDKN5jvlRNuJEtHLNt0OghtHjHRScIztN96rokIwWpZsJiqK/KElBjRrJoFq253NUYCD7X0YnrhiWr+ucpVpO539Y8J1tcfshHpetccoK1yXix2TlZSwemL/rlSevBcR5Mb7Xa1SKRKRCzEZL3UM4K5dDbaCN9dpasK5Cxsq8NjdN2Pwknnugh1+tF30W3Yz+fb2G+s9PTO0WE1K3ru9FrffWJ+1yG4hvq+0aC0q6ypX4d1LsymXoJis4FDHQMb2s8sdEuTEsiXfw70rHb+i+X692NPpIPgRoXTT/nSK+1jdyyJ/6JAk4e6dDcLjzeYoQNfQpFBIzy/GhNuwE91FYckUIZdY4ti0cwu051UVmMYUBm2HIR0R5JTfHAlJqCwtTqxbI173xOA4zlycshW8fqapiUYCAOiWKdw816Ln4hSkNob79zV52l82UuzcPgus1tuxZT3ePDMqrPPg9F03aTaZUMjvK2NHLiQx3fOHc6BneLpgOhf5ggQ5sWwpBFcSwhm/XuzpdBBy1RmwmsgakSQsWaRoWN3Lohd7XFYweGlWOPKSzVGA1k2VJjEMABNzS6aXs53ILUlGatUccm309u6dDZbRW7WzIRL6aofBi+uMlQ2l1hcdSJxv1TWleUNFKgpuPDY3gtePjq1V5Nt4PitWF1m4FOknpbr9/fmdYuf2WSBab8eW9fjsdzss6zwA1zond+1qwF3JYl65mqtTyO8rY6de5HpUKJ2LfEKCnFi2FIorCeFMvnLnM+0MiBxaRN8V3avN9eW4u20zzkVnEZNlvH5qGBNzi4glJyrWVa5C38h06vt2FoJ2L/ZsjgLs39uEV09exOjUVd36MVkxvZxFdon1VatTk8G0EV3jtbBK8bIbeVA7DMYJfKJjt7OhPBedRXvXCM5fvlZFUpUjCzEZ3Rcmsae5Bvfu3ozTQ5P4+eC4btt+CxVRJFw0CmLMyV+IyRifXUREMPdAOylVvS63bq9FU115ziceun0WGNc73hu1rPPQ0RvFy52DlqlLssJdVbfNBLv3VdAne7oZ4SuUzkU+IUFOLFsKyZWE8Bc/X2DpdgaM9mmRkIS1ZcVChxS7e3VPc0Js/t7tzejsH0P/6Azau0cwPHEFB470mcSD145otkcBHvpAK5588R1dqkmJ4OXs5veq5tZbTaJU11GvfVxRTP7HQCKlRO0wdA1NOh67SNCeHprEjddXYWtNOQ5c7oVV2v9SXMHrp0dSEzyNlWz9Eip2ufI3XV9lEkyiUYOYrKC24jpMXVnSeUhrJ6UuxhUMjM1iYGw2tf1CmHhoV+fhaPeIMHXp+SO9kBjDG2dGTZZ9bo/Z7bPI6v4H4Ntkz3TqIbhZ33KELySlAgiF0rnIJ4zbPdmWOY888ggHgG9961v5bgpBED4RBLcCWeGm4kgqRWHJ1iHFieO9UTz14jsm94rH732fbqJmOp7a2ei4+nU93GxHtE44xBCLK1iKK4iEJVSVFuOhD7SmKl66OfYDR/rwncO9ML4twxJD6XURTF1ZcnUMEgPWXFeEuYUY4gq3FLTpFpISpQeVREK4d/dmnRc8IM7JL4mE8NjdN0OSmMnZxEopGO+9bCDyfB8Ym/Uk6I73RvHFf3pb6It+6/ZavH5qWHh9RekXkZCEz9z7PsfJ937c+25+727w2hYv61uNIN3dtllXyAzwr3NRwFgeaKAi5IyxjwD4e4fVNnLOL7pY/5uc8z/0r3UEQRQC+XYrUF9Op85PCF/mS3F9sRuvLyKrnO/XTw3j8OlhKJyjrnIVQpLkOqUgmylBfo1UubmuonVKEMJ9t2xBJCQJ9+3m2K3y2+MKx8y8OzEOJFIkppLrhySGuspVeGL/Ll2HoqM3imde6dKlJ7kpJGWXKx+SmDklSpBDvn1DRaqjYudsYty+XxVqRdh5vnuJ0FvVedhQtRqcc1OqDmBdATYmK3jmla7UubLCj2eRVfXR/lFvaU5u2mIcXTIWJ7Nqu5sRPiDRuShkJ5lsEyhBDuAIgN8VLK8D8BcATqhi3MCTALoNy3p8bhtBLBuW67ChrHAcPj3sWIgmm6gvPrty7mqxm66hSc/RIavh4ddOD5vWDUpKQaaC3+11teqsREKSZ5cQLWpaj6iT5eBQaYmscAxdnsPB9r5UFVK11Lw2iutGtDjlyjfWlmP/3iZhOoRTR0mb0iQS5X5WqBVh5/mu5sK7EXTGOg88OWlzeOIKBsZmwVhCoHOeWNfu9wsAl6YXHDvVfjinWHUG27tHsH+veE5KOm1Rr5cqwiVmvrft2u7mN17ITjK5IFCCnHN+DsA543LG2OPJ//t3Fl99hXP+erbaRRDLiSCkdGQD7bC9kVxOKHJrYRhXeFrRIWElUwu7wKBFoNxY74nyxt1e12w4Vahtvun6KpSvKkJ790hq8iYAFIcl1FWuwsWJeduiRSLiCsf328/i1ZMX8Ss31gtLzQPOosVKtKm58iL/eRUnEaWNfvaPTqO925xPnUmFWiecfk+LcQX9o9Outqmt86CmgqgRYM6BcEjCvpZa1Fauwg+PnTPNPdAic+dOtV8TpusqV5kq7w5PXPF0Lp3a0tk/pouIi/ojmf6WCtlJJhcESpCLYIwxAH8A4CqAAzbrlQFY5Jy7Hz8kiBVIvlM6soXVsL1WlGQbWeGIK4owwuY14mSFcXhYVMk0031kAzvrvTMXp7AYVxCWGDatK8XXPrYXRWEJgLfr6rezkqjNkXAIiMuQeUKMt2ysxBP7d+Htc5dw+PQw2s+M6toalhgUzi0j6TLnGJ26iu+/eQ6KxZwuJ9Ei6qQZc+W1x+R1dEwr5kWRdi/e9OeiMynnFzdtcPJ8V4/J63FZ2YNuWleKD93aqJvsq841MF4dp061XxOmb91eaxLkS3GzU5EdTm05Ozpj2wHxo0opOZ/ZE3hBDuB2AI0AnuecT1ms8yMAZQA4Y+wkgL/knD+fo/YRREGxXIcNrSJp+1pqs17UA9CLN60YLw4nhGPrpkr84M1z+s/SjA4ZK5ke7R61jM662UcuUpisrPcUhafOSVzhGBibxaPPteObn9iHkMQ8XVe/nZVEbVYJSwz1VavxxP5dKApL2L2tBjsbqzExZ+33bScqrcR4iCVyzXdsWW/5XbcONenkp4v2lYk3fUN1macROqeUGQCQGNOlW4g6dm7bp1Z61Z7P69eV4qs//gXmFuOm7RjTPoy/Iz/ux6a68ozdeZzuka21aywnsapVZzN9LpDzmT2FIMg/lvwrSleZB/BdAK8CGAOwGcAnAXyHMbaVc/7nog0yxh4E8ODDDz+cheYSRLBZrsOGouMqiYRw+431OXngG8UbkBBt992yJZUj3H1hyvfokGiymoqbqFauUphEwtqqMufQ5blU1NHrdTUKRqOH9I4t6/H2uUuuOh926RJxhWNkch5vn7uU2peddZ1qWXn+0izeODNqmaNsFEUy57g4PofPHXzL9prYCWVZ4Xj8+eM4NTSZso4Esjs6ZhUNBYenEbqQxPDE/l042N6HYz1RDF2e052fkkgICue6dAtRx85t+3ZsWa+7Xz50ayM6+8ccO7x2v6NMJ0z7FVm2u0d2NlZj07pSUyS+JBLCPW2bXbffqXOfr5oShUBWBDljrALApzx85Wuc8wmL7dwHoB+JCZ86OOcvAHjB8J1nAPwMwGcZY//AOR8UfO9ZAM+qtocEsZJYrsOG+T4ukXiTFY5ISEq9kNKNDtm95MyT1ThqK1chHAqlCupk2wnCTftFqTxFYQlxmZuiw3GFp6KOmVxXJxtEp86HU7qEaGRJKziM123/3kYAsHXh2d1cjVPnJ3VWiksyx8l3x9N25unojQo7bFbHYCTdNBfR/f699n5PI3SywvG5g2+l7lHt5Ev1+kmMCdMttB07EXftakBl1wgYgH0tdXh/Y7VuX2qk/ZbmGmHnMZx0r7EqvnTm4hQ6+qKQGMto9CkXkeWQxPC1j+3Fo8+1pzo9XtNUluv8pFyRrQh5BYDPe1j/eQAmQQ7gfgDXAXiOuzRM55wvMsa+DODbAO4E8KyHdhDEsiffw4bZSo/I93G5GXlIJzrk5iWnnazmlbOjM8KS7odPD6d9jYxl5g91DqJHlMqzsRIzVxYxcGlO931t4aBMrqsw5SSmP063OcAiUR6SGGKyAlnhrryZ1ev25Ifb8BeH3sHrp0dM2zx9fhKzAitFmSNtZx7VVUREJCxh6PIcjvdGhec1E5Elut+31q4xFWsqCkuWI3QilxV18uXtN9anxLAo3ULbsXM6pom5RQD66L0aaZ9fjJt+22GJ4YO3bk11kKxSAZ/5SZeu0FK6AtWvyLLd87coLOGbn9iX9jN0uc5PyhVZEeTJqLQfb8GPAYgjIa69MJj8u86HNhDEsiNfw4bZjqDkczg0WxF6p5ecmht8tHsEHMBtrXWmSqB2bK4uS3g7GwRbezIvPZ3KhNprHA5JkBVFN6lRm8ojK9wxKpfudXXjeONk5XbNYSRRIfXi+ByW5Gs57y8eHxCKZKfr9is3bcAbZ6KmVIjp+ZjlBNB0nXnsolkxWcGrp4bxZk9UeJ39FlnvbViHhFfDNSJhyTJH3m7ypbp/u3QLkdC3Oqaq0hFhx+vy7AKuX1dqcpfRjlaIOuSRsJSqmqru5/TQJDp6o2l1njPFbec+3Wfocp2flCsCm0POGLsZwA4AL3PORz1+XTWcjfraKIIgMmI5R1CyFaF3cqt4/PnjunSEw6eH8Z4b1uIpt50cloieGEXbkkZEeLlGxmssyr3VpvKEJJZRVM4u4ufGocMuyq1+fs1hpNFUgdXq/DiJk52N1VhbVozRqau6dRTOLSfXGbfhltta65JFo/TLtc4/6R6HF2SF49N//4a5wJLMdbn4WtyOPKnpFucvzUHmHEVhCc0WHWKrYwLE1TllhWNvSy0aa8st71FRh7xidZHp+rotKuQGr6ONoudv14VJfPnlE6nRhkzatFznJ+WKwApyAB9P/n3OagXG2FrO+bhhWTmAxwAsAfj37DWPIAivLPcISjYi9HYvuc7+MXRdmNJFtxUO18VSgMQ1cSpu4+UauYlK+5HKA1hH/FQbwr6RadRVrsLwxJVUzng4xLAUk11FuY2EJIawJOkmRgLiyolO4iQkMTx0ZyueevEdXX5ySSSEuspVGJmcty3E40WMtTXV4D03rEX3hUksxRUUJW0RjWJxQXCd/RRZnf1jGLo8Z1ou2q+K25GnkMSw5roIJIlBlnniN2GRp7O5psxUmbM4EsK+1joMjM2aIu3FYQmNteW296ioQ64oHE+++I6pU3p5ZgF/+fIJ3JGBCE5ntNFqYvWrp4bxxplRtGyszGi0Mt1RwuVaqM4rgRTkjLESJPLHhwH8i82qJxljhwGcRMJlpQEJz/I6AH/MOb+Q5aYSBOEBiqB4x+4l9732fmEE2q1HsaxwvHHGeQDSyzWyqiQaCUk6qz0/Jttajbg8+ly7Lr2gvmp1KsK5Y8t6HGzvcxXldnt8gLlyohsXj83VZWjZWIkeiw6Fmiaj7VCo2/AixkISw1MGsRiXFXzxh2/rNCtjQMP6Mt13/UzFSpRkN4vkEGOWeexOI0+qmDt8ehjdmsJKMVlBz/C06ZrKCsehjgHd70ZiQPOGCrQ11eD9W6t1KVSq17yX41XP6fstRkHiCsdrp4ZxzCJNyA3pjDbajRgtxhVPHXkRbkcJdXNMaspwqGMAPcPTK34iaCAFOYB7AVQC+BvOuV2o5SCAO5CYvLkGwDSAtwB8lHNO0XGCCBj5dkIpRIx5zLKiQGIMnf1j2FxdlhC6BlFuN0lOS2f/GEYm503LSyIhAEgryiWKSjfXl+Puts0YHJv1dbKtKOK3EJN11ngLMRkXxq9gS/WalNAQRbndjgLYVU58/kgvwpJk6UG9Y8v6lItHyqe8vhyP3XOz6dxo02SMAicdMWYchXizZ9SUqsRS/6P/nl+pWFtr16DYMKETSKTpvHpqGEe6RoT+4VYjKNoosVBkCq5pR2/UNKoEAC0bKwBYT2wEoLNDtKooa3y2feLXW/H0oXeELi2ZpOylM9qoPn+7kiMlRhY9FhsS4TTaZTxPkXDi+cUdUqdWAoEU5Jzz7yLhL+603h/noDkEQfhEvp1QCpWQxLCzsRovdQyYis60bCjHyaHJ1AtNYnAd0bNKL7nvli3YVmedL2tEJEa0UWn1+3ua/Z3IJor4iXKAjXm7ViM1MVnBgSN9tsPmIUlcOXExruCFN85CVrilB/Xx3qhJSPcMT0NiDPfvazLtS92fUeD4kfo1EJ01iVLOgcGxWdN1ErUhnTSDnY3VaNlYmfIMl1iiiqnaDDf+4VpE3v9ajCM7ssLxzCtdpg6swoF/evMczlyYSkVmjV72TiMSHb1RnB6a1E3gPHNxCnftBFo3VnrqNLhBdA+7mQ/x5Ifb8OWXTwir+4YllvXRSuM1E3YMllEaoxcCKcgJgli+UGGI9BBFRXsuTuGxe27GPW0JazsA2OfBZcWq6M62Ovt8WTdtG5mcT+XdZgvRiEtd5SpT8RgAmJhbTEXddjZWo7m+HF0XEikOiQmmwA+PnXPlTy6qnAgg44mebklHjLnZhttOSSZuSXftbEBVaTGAhBB+/bRZGDr5h6vYzVcQufV09o+l7A2N2DnYuHE6Egn9hZiMwUuzqSDE4dPDaD8zaspdN4pgY0oHODAwNqu7JiJLzrjC8cNj52znQ4QkhttvrMebPVHT/bu2rAR9I9MAkLVAiZs5JuGQZEqdWgmQICcIgvCZbExSshJzg2OzuH9fU1o2an6lEPk9Wdft+RONuOzYsh6f+JvXze4WxuF4xqC673HOMb+opCK1XvzJF2OyqeCR1fFbTSa0E2Si41f3b6xO6XZyqugY1Amvbjol6aTMqNVCtZ2gjVWrXPmHW50PodWgwaNc2/a+kWnL6rCA9T3rdH9bCX0GoKG6LBWE2NlYjYk5c0dG+3szdnYYS6QVcX6tk6Fekyc/3GZy/VmMK47XwijmQwyIhEOYnl/CgSN9Wc3jFl0zrdtP4hwoONQ56IsTTWJ7hTFplAQ5QRCEj2TLaz0bE2L9SiHy2ja7F6TX8ycacRG5l2jb09k/hp6LU6nPRRMN3fqTn4vOICYr+OGxc7rcaFG6hNVkQjtBZuUVLRJjXvJvnY5BtC31ur3UMWCKri7G7ItJGauFxmQFA5fmUFN+HaLT+s6T1j/c7nxYdSj/5K6bhRMJnSYwW92zTvf32dEZodDnqf9J4Ob3JiqEpGK8JlauP246w9oqpdUV1+FQx6DnDlY6ItdqVOvC+BxiSecjhQM9PuWRL8UV4STdIE4aJUFOEAThI9nyWneKZqf7gvQjhchLpN1JcPpx/tqaalJ5u6L2pGPNaER73mSFo2to0vb4O/vH0DM8rRNYIUnC3TsbHAvxnDo/geeP9OoK0WQixkTHcOBIn0lUarflNIGSMeBo9yjiFsWkrKqFtmwox6risK4wVPOGCigKx4EjfYgrim4kwHg/uO1QdvaPYXjiiu25sLpnne7vrbVrLL3jBy/N6kavnH5vTvem8fpadRYa1pcJJ6GKfn8Vq4s8VevNtHqr8Zr1jUzjwJE+2+N0izHd5x9e68GgphKwH24y2YIEOUEQhI9ky2vdLrqW7QqombTNiJPg9uP8ObXHatg8JEk6Qek2dcfN8VtVnDQKNuF6CscLb5w1paP4OWritC27CZRFSacM44RGreixsrqXJL2rSUN1wgbv6UMnXKUDuXH1UKP6RncXLdevK7UdhbG7vlaVQotduh1pcSpmZZwrIOosNNeX41DnoMlOUz0G4+9vYm7R5NbEGNB+ZlRnVZpOp1lWODr6ojiSjMbva6lDW/J6adf14z4WObhky00mG5AgJwiC8JFseq1biY8gVEB1G2l3Etx+nT+79ghFzIYK3L2zAYOX0rNmdDp+t8dlJchEkw79tBF12pZV5PbmhrWoKi02uXYYO1GiaqESS0xC1p67471R9AxP6yYqGnF7PzhF9bXc0myfr2x3fUPStUqhmfiXA+broM0hB8QTN6/Zok5DVjiGJ+bxxplRYQdJdB1jcQU1Fddh6soSFmMywiEJsqKkxGy6nWZZ4Xj8QAdOvjueuu6vnR7GL11fhace2O3o2e/13LlxcAFy4yaTDiTICYIgfCQfXuuFVAHVSZjm4vzZRTytJsdmOjHM7XGp6506P+E4UdRPG1GrCbLqMceVRIVPbZS5JBLCPW2bAcDk2mEUzaJqoS0bK9HW5DyBEkiIKK2lpJv7wckWUaW0JIz9e8W2k26x8i/3ei2M16Ghugw9w1P4pzfPWU7cNNqi2tkrWv3+HrqzFRJjOBedwbuX5kzuN9pqtG47l539Y+i+MKnrhHEOdF3Qdyyt7mPA3vvdiJtUNADYtK40kLUvSJATBEH4SD681gupAqqTMM3V+fOSO+9HSpDb47KasAlY5wb7ZSNqzIs3HnMkWaxH68KiXjenzkZIMlcLFYmuzdVlQivOe3dvRiQkebofrATaL92wFpWrizB1ZRE3Xl+F/XubdIWI0sUvS1fjdgais45zBdx6slv9/lSr1N3bavAPr/cItyEric6Y286l1WTXmGxOGUnH+92IXSpaTFYQlliq8FTQJnQCJMgJgiB8J9de64VUAdWNMA2aV71fKUFujyskMTxw2zbTRFG73GC3AsNtpF90zCUI4b5btgiFsV10Xd2Pipp+IStcV7k0EpZQVVqM2orrMDp1VXeM2gmtbo8vrihCcX9PWwMkxlJtC6I40+Kmw+3Wk93N709i4vNhdPlx6lxurV2DIkEet3r/qGir/CqcpwpG2U3mFWHl4HLD+lJIjKXy14N6vUmQEwRBFDj5iMpnQtAEtxP5SgnSWtPta6kDGPD0SydsC9TYiW1R1FHNnTcWnrE65khIElYVdYquN2+oADhHz/C0TiyNTM7rcn5Hp65CYsAN60qxt7UejR7Sg4z7LQpLiIQllCCka8ehjgFdO7x0avLhae2mwy0S7UVhCXu3mz3ZnX5/TXXlKDakJxWHJTTWlqf+7eY3rFZm1eaQMwa0btS7Q4ny/EMMkA3TB5x+c/p8+hm0d49geOIKBsdmURwJYWJuEW0BfuaQICcIglgGFJrIDTrGSKsxfzqbKUEiQTsxt4ibrq+y7Bjs2LLe0W9ZFPU++e44uoYmTXaFmaRBifbTfWESnEM30VBUURVI+FAPXp7D71WXebqfjftVr5c2qq8oHE8fsu7U2JEvNyM3HW4vnuxOqEI60xE3NU2poy+Ko12JSsK3bq+FxBi+196PrbWJ6yFKtTGKccDd/ac+BwHgB2+e9RRhzzckyAmCIAhCg9f86XS2bxdltUqRad1UKfacri7Do8+162z3FuMKTg9NoKMvij3NiYmqoqi3wgFF4MaRSRqUaD+iXOK4wi39uzkHXuoYMEXu09mvNqp/4Ehf2qMd+XQzcupwO4l2L5F9pwm+Xusc7GmuxZ7mWtce6FrSmcwLFNZEdxUS5ARBEBlSKKWZ80km5yjX59dN/nS6AsVNlNVKTKjFa4zfBQeGLs+Z9hWTOZ75SVfKySQWl8EYAxdV6NHsRxUt6aZBiaLrYSmRF6zV3sVhCfVVq/HupTkogjadHprEyfMTriPRbqL6mUT+0xF5Vveu1+VusBLt6UT2VecWAOgbmca3X+vByOR8RiMDbj3QVdKdzAsU1kR3FRLkBEEQGZDvojyFQCbnyO67AHwX6rLC8frpYWFpeDXSmsnxuImyWomJxtpy7N/bZBLJ32vvF0aZAWB8dhEdvVEcemsAP393wvH4taIl3TQokZe2rHBdcSB1ouET+3fhu0d78b32s6biQXJSpLuNRLuJ6mcS+fcq8qzukyf279JNZnVanumzJJ3Ivp2He7ojA04e6LrzGpY8TeY1smPLeoRDDIhdWxYOMby3YZ0nK8VcQoKcIAgiA9yWOl/JZDLUb/Xdjr4oXn5r0FfxooqQ00OTps/sqlZ6OR43UVY70SgSyVtr16DEorpjTFZwtHsEXRemLNsUCaVXodQKbcrD4dPDONo9qouAhiWGe3dvTv0+fvf2ZnRdmEp5lKuRYrtzZESNLN90fRVaN1UiJEmmCaFu1rHDq5i3uk8Otvd5Wu50XzlF1dOJ7DvZKKaT/uHkgd4/OgNZSVz/xtryjMTy2+cuIWZIk1qKyfj037+RcaQ/W5AgJwiCyAAvpc5XKpnkc1p992jXiO/5vKoIMQ6fFyWjdXZVK90ej5soq1fXHFUodg1NYsnQ9pJICBwQpgSo7GupxaZ1pb6686gdh7OjM4gb9i0rHJGQpHP90HqUL8Zl/PDYgK7N6USi9+9t1Ilxp3XcHJOX62J1n3QNTZqWL8RkHDMUV1KXHz497Mk5RysyZYUjnhS5Rk97u/QNpyI76aR/7NiyHnWVq3QTj40e6H4h8kBfkrluInHQJnqSICcIgsgAL6XOVyqZ5HNafReA75O2rETI3u21OreKTI7HKEpKLKKsXtJFVKHY0RfFM//ehUuzCynR21xfjtta69BuiFKrFIUl3H5jfdbuUbfnSj3enY3VePxAR6oIDZCwymuuL/ccidb+9tys4yZ/2+66GL+/ucZc5Kg4EkLrpkpT9Jkx8TwABqD9zChicUUY0RUdV9eFSXT0RdHWVIPPHOhA94VJnRi3uue0WD3X3H5fdG4+d/AtjEzOpybz1letxhP7dwk7NJnOG7Gax+BU/TafkCAnCILIAC+lzlcqmeTtWn13X0udY7l2r4he4iWREG6/sd6VxZzT8aiiZHjiSkqU1FWushQlXghJDG1NNTj01iAmrixCVjgYA8AY3r+1Gq0bK0w55BIDWjZWZrWAVDppHj0Xp3STPyMhCXe3bfYcidb+9pzWkRWOx5PidSmesLls2ViJpwQjXCKxCMDsvV5fjuYNFaZCTh/c04hjPdFUp0yd8Cp0m8E1hxpRJ8LKWeZ///NJ/NFvJIICWrtOY7qQFcbrVpScgLu3pU6X5pNuoam4wjEyOY+3z13yZRKqU/tFvvdAsCZ6kiAnCILIAKdS50F52OeTTAoXWX0XcC7X7hW34jHd41FFiSqQ7ERJOqhiVhVwS3EFPRen8Pa5S3jqgd3o6I3iSNcwxmcXsXZNCW5rrUulCxjxy9nGjzSPWFzB4Nhsyr7R2MYL43OIGCpCitxVjF7yReGEe4escHzncA9+Pjie+mwpruDku+M620h1nyKxeNfOBlOkumd4Go/dfTOkNqazDzRGisuui2DyypKr82nsaGytXWM6dgCYurKEb/zrKbO/tyFdyIqQxPDE/l042N6H0+cnULG6GBvXlprEuFvh7CXNyw97SSvrRtGk2aBUNCZBThAEkSFWpc6D9LDPN5kULrL6rt/VSb2Ix3SOJ9veyE7b37O9Fnu211p8+xp+Owd5OVduU1xkhePx54+j68K1nH+1ZUVhCXWVq9A3Mg0g0dHasWU9IgZBHglLeG/DOnzmQAdOnjc70CgcONo1khLkssLx/JFe3WiYKhYVZUDozDN4aRb372tKHfvx3qgpUnxlMW5p/WfEeC52NlajqrQYo1NXTetOX1kyTZB1ChJoy9i/cWYUF8fnsCSb013U34mVcN7ZWK1P36kWp++I2uLX70R03wW5ojEJcoIgCB8otPL1y4FsVCfNZsXTbHsj+7X9jt4oTg9N6qpq5mo+hNtRio7eKH5xfgJG+/LbW2vx7uUrGJmcx4EjfboIdtxQ/jEuc7zwZj/OXJwyuboYUTspotS0hZiM0xfsnXlUrFJMSksScsxOlItyt0MSw0MfaMUT//S2yctdAQBDW2srrsOOLet1x6UK583VZTjUOYgeG3eVhZiM00OT+MuXT4Al/61lMSajf3QaL3UM6NN3NlSgub4cPcPTjgGLbP5OglzRmAQ5QRCETwT5YU/kn0xy6XO1fVnheOaVLpMwXMjRfAi3Hduj3SMmMc4BTMwt6fKE1c5EVemIa8cTFcaAfS11AK6lUVj5vRsFfSQkCc+91WTJuYU4isISaiuuQ0kkhJHJ+VQuuyh3W7dfBqxZFcGUi7SXC+NX8LmDb6V8/LUjIeGQBFlRjBreRExW8NqpYRSFJTAG3XUojoQgJye069J3Lk7hsXtuhsSYY8Ai27+ToEKCnCAIgiByQLZHUfzYfmf/GCbmFk3L1WqJXkg3D11bJfLs6AwAmL5rpRlnF2JC4Q1AGHUtX1VksgRUWVUUwvttrC7t2Neid+ZR0YpNoyhfiiuYmFvEY3e/D+GQs3A1Fu9huHZeRI4igN79CYCuHW5SZoztlRgQNvjYS4wJr8HgmD59x4qVOtqYdUHOGHsIwG0AfhlAEwCJc255Vhlj9QC+BOA3AJQCOA3gac75DyzW/z0AnwawHcAMgB8DeJxzfsnP4yAIgiCITMn2KIrT9t0UkTEWVAGAtWXFniPt2ajOqn73ttY6HD49rIvmSgzYva1a6KSxr7UOE3OLum2GQwxvnhmB4HABJFJa1Am3djaARkTOPCpasflSxwBOaCaSAgmR+/V/PYn/9Ms3oKnOvjiOMYebI9Fx2tdSi9rKVXjxuDmvHbiWj8252TrUKwoHbt9ei+vXX/Ox7+iLOk6ydWIljjbmIkL+OIC1AN4BsBrARqsVGWNVANoBVAP4CoALAO4H8AJj7A84539vWP/TyfUOA/ivyW3/NwC3MMZ2cc6v+H84BEEQmeOXiwVBuMWN0BUJz6KwhIfubPUcafe7Oqv2u21NNXjPDWtNNoX379uG7gtTpmNsa6pBW1NNKuoakxX88Ng5xGyCwktxJZWmYxfZ1uLGo1tbBKcr2X4tU1eW8PyRPt0EStG5FxYlkxVsWleKD93aiK6hSeH2teLYeK0ZS4h61fe8rnIVbli/GuNzS5iZX8K7l8xe6XVVq3D/viYAiXvsUIe+qJPEgOYVkHKSKbkQ5HcAOM85Vxhj/wc2ghzA/wCwGcBvc85/DACMsecAHAPwZcbYDzjnc8nl6wB8EUAngF/jnMvJ5Z0AfoSEQH8yO4dEEASRPn67WBCFw1JcwcH2PnQNTaJ1UyX2721CUVjKyb5FkzW7L0zi+SO9CEsSttYmrOFE+bttTd4ilVZOGf3JFBS7jqgblw1jdU9tWoNduoMadT1wpM8kVI1ohat2u4dPD6P9zKju+0VhCXu31+L2G+tdd67tHFIA506M3eRH1bbwu0d78eOfvYurSzJkQSEq47Vuri/H3W2bMTg2i4bqMhzqGMDx3ktYjMmwOiTtsXb2j6FneFqXVx6SJNy9syGtZ9tKClxkXZBzzgc9rH4/gLOqGE9+X2aMfR3APwL4jwBeSH50N4BVAL6uivHk+j9mjJ0D8ABIkBMEEUD88NklCo+luIL9X30FcwtxAMCJwXH8qHMQBz/9gayLcqvJmotxBS+8cRaywlPi+4n9u/D2uUsZ5e9aicX27hH84M2zth1Rr9U9jb8ZN+kOTikookmZ2mqiE3PmDrUoZ9yOkMTwiV9vwZMvvmPp8mJn92c3+VEtQqV+FglLWL+mBA99oBVt2655z1t1XvY01+J4bxQ9w9OpcyQLmlgcltBYW576t1XUfvDSrGvLTZHrix+Bi6CL+8BM6mSM1QHYAOCA4OPjyb87cU2Q70z+PWax/n7GWKkaUScIgggK2fajJoLJwfa+lBhXmVuI42B7H37/juas7rujN4rLMwvCz4ye2mretJd70Sh2RJH2uspVGJ64kvICtypfrygcFauLMDG3qCsZ72fKgypmuy9M6osFhSRUlRWbhKsWvyYdygrHj372LrjRLkaDWrxIhF07jH7nS3EFU1eWICXbeLw3qhOmomttNZE1nPQ2F12XTCwLjSOHRtcXN4ELo6AHAwais9hck4j2G20XgzQqGRhBDqA++fei4DN12QYP67PkOr2+tI4gCMInsu1HTQSTriGzV7Xdcr9Qo+NWln1a0ukYWqVgGSPtfSPTOHCkz3J/RteQSEhCTcV1eOjOVsuKoumiFbP9o9OQFY6QJFlaC4oiq5lOOlQrq9pdlkhY0vmGi45D1A67lCGjR7iVMBU9p0oiIdy7e3PKdcd4rjKxLDSOHIpcX+zuT5PrDEsIQc4T5zEmK6lUmiCOSroS5IyxCgCf8rDdr3HOzWWv7FmV/Gv2WwIWDOuks34KxtiDAB58+OGHPTaRIAgic1aqz+5Kp2VjhclVAwBaN1Vmdb9WVoaA2R4vnY6hVQqWKNJuFHjhkITzl+fwZs8oeoandIV3YnIyqstYVqKYbkR1Nud7uLFS1Dq9eMGq0y8riqt0OVnhUHhipGJ8dhExWUnlnz9w2zbLY89k9MDN+dDen8aOksL1/uecX7OBFM0XCNqopNsIeQWAz3vY7vMAvAry+eTfYsFnJYZ1jOsbZ0SI1k/BOX8WwLOPPPKIc7iAIAjCZ7Ltsxv0XMmViKxwnBaUZy8tCWP/3qas7tvKylBtl5Qs7pJux9BtCpbRqYThWpEZo4Wh3XZySTbne7ixUkz3+K06/VYe4dp9GDshkWTBIrs0Hi3pjh44nY8SQ468saNUsbrIk41jOCShYX2ZpzZmE1eCPDkxM9tP8+Hk3w2Cz9Rl2vQU7fr9gvW5Zh2CIIhAkS2fXXJwCSad/WPoHZnRLQtJDJ/+T7+EorCU1U6UndDhAMJSwrvai0OI0/atJmE++eE2dPRF8b//+aSusqRV2ka+U7myOd/DKJqNaRVAItVi6PIcjvdGPV0bq05/Z/+Y47UydkK0+efZfIao50Nk1RiWGO7dvTkVnTfmyC/EZIzPLpr8z7WoLVdPr6woONQ56KqTkQsCk0POOR9hjF0EsFvwsbrsZ5plnQAeBHALzIK8DUAPTegkCGKlEWQHl5UcuRcJO0XhOH95LuudKCcPbdW7Ot1iQl5SsEISg8QY5q7GHNsdlljGqVyZ3nPZnO9hFM2qzaA68ZCxxAjCq6eG8WZP1PKesDpGUaffzbXK16Rz9Xx8+eUTePWUPp4qKxyRkJQ6dlEbY7KCitVFUJRYKu1JrV4alhjWlpUkJgonc9MVDvQE5NkIBEiQJzkI4E8YY7+l8SEPAfgjAFMA/kWz7ssAvgbgDxlj39X4kP8WgK0APpfLhhMEQQSBoDq4rPTIvZ2w87MTZSXOtB7aR7tHdRPm7ASmm+vmNQXr7OiM4wTTsMTwwVu32uYrO4ltP+65bM/3UEXzji3rcbA9MeG1rakajAFvnInqPOOtcr29HKObayW6V3OV3hGSGG6/sR5v9kRtO0Gbq8sQDkm6+5gxYH4hjrjCEZYYqsqKsRiTMXc1sWx8dsF03wXh2aiSdUGeFMjvTf6zMbnss8l/T3HOv6FZ/UsA/jOA7zLGvoJEisp+JCwOP845n1VX5JxfYox9DsCXAfyUMXYQiVSVPwZwBsBfZ+2gCIIgAkpQHVyCHLnPBXbC7nvt/b50opzEmZ2HtpXAdHvdvKRgba1dg+KwpLMbBK5FM91MHnQjRP2457I93wMw+9MD5sm2gPieSOcY7a6VajtZviqCxWk5L+kdTp0gWeE41DkIWTHfP0tJgR5XOMam9Tafok5gEJ6NKrmIkN8H4PcNy55I/n0XQEqQc87HGWO3IiHMPwmgFEAXgN/hnH/fuGHO+V8xxsYBfBqJaPkMEj7l/4PSVQiCWIkE1cElqJH7XGEn7PzqRLkRZ+lEs/2+bjsbq9GysTLlAR6WGDatK8UDtzXh/OU5V6LXzbH61fZ053u4TZcR+dO7FY9+Xh+jbaAWP9I7rDzCjefG6R4V2UWGkt7obrDzUc8nuajU+REAH/Gw/kUAv+th/W8D+LbHZhEEQSxLchHRS4egRu5ziZWw86sT5VaceY5mG65bUXLy4YEjfWnlZftxj7o51nzec15SSex86CMhCXE5URypeUMFFIXrzrufx2js5BgRubG4zc+38wi3SoOyukdF115Opqk4pUIVhyXcd8sWSx/1fBK0HHKCIAgiQ7Ll4JIJQY3cBwG/OlHZEKDG61YUlhAJS3jx+EBGcwEyvUfdHGs+7zkvqSStmyqF/vQAsK+lFpvWlaYmfD596ISp+JJfx+jkA270APeSu248H1qPcPXcdPRGIUnMUeALr31YAmMMccW6/UVhCS0bK21TofIJCXKCIAgi6wQ1ch8U/OhEZUOAGq9bTFbw4vGBvM8FcHOsVvccYC4d7/d9eHZ0xhRpXrBIJdm/twkvHj+HhZg+JzoSkrCvpQ57ttfieG8UPcPTwuJLbn9XThFtO3vMEsP59Zq77iT2F2IynnmlC1NXllIWkFWlxTrvc7X9fSPTqKtchZHJ+VQnsWJ1MS7PGEvSXDuPa8uK8dCdrXj/1urAOj2RICcIgiByQhAj98uJbHV6tNftwJG+QMwFcHusxnsuV24/m6vLwJIFl1QYg9CppCgs4Xv/7U48+DevY2zm2kRE7URKpxQd9T8r0W1MGdGK1LamhOA12mOGJYbS6yJ43+Z1uK21LrUe4D133anoTyQkYWJuMeUhvhRXMDp1FU+++A5u3FSJJ/bvwucOvqUbqamvWo0922vx5plRDF2egyzIVrm5YS3uaduc6kg8/vxxdF2YQkxWEAlJaN1Ygace2B0IUU6CnCAIgiCWCdnu9ARpLkA6x5qOK4kbe0Xj52DXXGNUWOp/zFxXFMLD/+FGPPXiOylRqp1I6ea823U2jMcdkxOC96kX30HrxspUh+TJD7ehozeKZ17pwsTcIqavLOFYTxSTc4toa7p2frzeB3Ze+CXJKpvRKXOEOyYrOHNxCgfb+1KTgAFgMa5geOIKOOcYmZwX5o6XREK4p21zqqPyj4d78PN3J3Tb/sX5CXT0RrFne634wuQQEuQEQRAEQbhCFEWtq1yFHVvW57tplmgF89D4nKfIrlNE3erzm66v0kXHgUS0fHBsFnuaxeJvIDqLmMEKUm3bh25tNKXo1FWuQt/INACkqnBadTasUkaW4gpOnh/HR7/xGqrLr8PduxogMYapK0upjoF2O+p+jGkjTulRqtg/1jOKp186kbInTJ4ZfOzXWvBXP/q5MIK+GJNx+vykySZzMa7g9NCE8Li0RaXUa/SLd815+pwDR7tHSJATBEEQBFE4hCSGJ/bvwqPPtWPo8hziCsfwxBV87uBbgSzyZBTM4ZBkSiWxi+w6RdStPm/dVOl5JMEu6qxN0ekfnUF79wiGJ67gwJE+XSfAqrNhlzIiK0B0+iqi01dx8vwEaspLTOstxmT0j07jpY4BU9rI3pY6NLrIxw5JDGejMwYxDizEFJyNTmP7hgp0XZhMdQS056BidZFwmxWris1FjAxFpY73RnHGYJMYRKR8N4AgCIIgiMLh7XOXdGkCi3ElJVKDhlYwcyTSFDgSedsM5smKRuxype0+DyUjtCWRkKv9ANdGH6y+o6boNNauSUSm44ljUTsBCk94a2tRBb267UjIWfZdmlkwrVccCUFWuO5cLsYVjEzOo7F2DXa7LBhkZfF45sIUnvxwGx6/932orbgutX/1HGxYu1r4vQ1rV5vO2U3XV+mcVOwmlEoM2Nda59juXEARcoIgCIIgXJPtIk9e/K3TaSvnwN7tCTtBp4mvTrnSVp831pZj/94mTw4vxomqDdVlAAe+196vW9epEyBynhHlhxsj0SoKB6rLilOOJ+p2JMZM+12IyXjx+DkAcHWdrCweWzdVIiQx7GmuRVtTjem8dfaPoUQQ4T/WE8XXPrYXb5+7ZDm512p0ICwx3Hh9lS43Pp+QICcIgiAIwjXZnNjptwuKqK0lkRBuv7HeVefByV7R7vN0HF7U7+xsrLZc12snQLvtPdtr0ZZMtfnhsXP4xfkJGAlLDA/d2QqJMZMoLgpLplzun787gTMXp9CimRxqxf69TfhR56CuMmlJJIQP7mlM/Vs0WXdnYzXqKldhYGxWt72L43M42N6HsCRZdt6M8x5EDjNBgAQ5QRAEQRCuyWbBHa8uKE7R9Ezb6sZe8a5dDajsGgEDsK+lLuWbncmx2a3rpRNgdUy7t9Vgx5b12P+VVzC3GNd93rqpMiVUtdvZsWU9mIV21aYtOV2n//qb78Hf/fQMLs1chcIBRVHwhe932or5kMRw6/ZakyBfkjleeOMsZIXrOi3qOVTviyf278LP+sdwtHsEHDDZOAYBEuQEQRAEQbgmm0WevKTDuI04Z9pWK5Er2v/E3CLaLMSwl2NzWldNP9EKTK8UhSUc/G8fwHeP9OJ43xjKSiK4a1cDbmmuFZ6ft89dQkxk9u1wLKKJtbKipCZZLsncVXGpprpyYdqKOpchVfGzL4qX3xrUXZfmDRUA5+gZnsZiTMaxnmhW/OczgQQ5QRAEQRQgfuZaeyVbfude0mHcRpyz1Vav0Xwvx+Zm3Zc7r4nOdAVmUVjCR351Oz7yq9sd1z07OgPZxqrE7XWKyebc9YWYjP5R+zkIxpGBkMRM/uOLMRlHu0ZM16X7wiQ4v7bvfFWYtYNcVgiCIAiiwFCjjk+9+A6+c7gXT734Dj5zoMNWMOUSWeE43hvFgSN9ON4bdd0uJ6cRLU4OKNnG6/69HJvTukb3GK3AzBZba9egOCyWjcVhyfJY+kamLSt0amnvHrG9T9TRjsfvfR9+745t+OCtW1EicJUBYNrfUlwxdQRyea+4gSLkBEEQBFFgpFNxMldkMjHTS4qJ24hztkYSvE5u9XJsTutm2+lGxM7GarRsrExVzAxJDOvKSvDr792IbXXlwmORFY43zoy62v7wxBXH+1c72rEUV/CjzkEgdu3zcIjhluYavHZ62FSYSWLQeZHnq8KsFSTICYIgCKLAyIcgc0umnQW3KSZuJmz67dridf/pHpvTuptryhAJSzrrQj8Epl3nJZ18/M7+MYxMzpuWV6yKYGo+plu2FFc83b9vn7tkqmwaiys4NzoDBsAYa9eJcZuIfr4gQU4QBEEQBUY2rQczJVedBTcCMZsjCdmc3GqHrHAc6hjQpWBIDGjOUGB6sWV0e+6sivK8b/N6HOuNZnT/nh2dMXmpL8UVdF+cMkXHtYQlhvtu2aIrHhQESJATBEEQRIGRTevBTMllZ8FJIGa7c5CtCaN2dPaPoWd4Wic6Q5KEu3c2CAWm25SdbHReRPdCJCSBA6irXIXhiStYiiuu7l/jcWyuLhPeZ62bKnXHIdpOJCQFSowDJMgJgiAIouDIV3TWDUHqLAR5JCFdRJ2MuKxg8NIs9myv1S33krLjZ+dFFc99I9Ooq1yFkcl5LMRkMAbIioLDp4dRHAmhvmo19rbUorFWnINudxzNGyrQXF+esjJUj23/3iZ0DU1aivKgXn8S5ARBEARRgOQjOuuGIHUWgtQ58ItsWEN63a4dRvFcFJZQX7UaDdVleOPMaCrNZCEmY2RyHo215Y73sOg4ei5O4bF7bjZVFNXef/2j02jvHsXI5Hzgrz8JcoIgCIIgfCUonYUgdQ78wq6TYUzr6BuZdh319qvzYhTPi3EFI5PzaKguM03CdBuBt4reD47N4v59Tabva++//XubCuL6kyAnCIIgCGLZEpTOgZZMrBitOhkATGkddZWrXEe9/eq8WIlnltx3OhH4TKL3Qbz+IkiQEwRBEARB5Agved1Wwl0kMo/3Rk1pHcMTV1Bftdp1yoYf4tVKPO9rqcPE3KIpD1xROA4c6bPtmCzH1CMjJMgJgiAIgiByhNu8bq8e6qLI9FJcSU2azFXKhpV4bttWg7ZtNakIfEN1GQ51DODpQyccj285ph4ZybogZ4w9BOA2AL8MoAmAxDkXnkHG2G8DuAfALQA2AZgG0AXgy5zzfxOsPwjgBotdr+ecX874AAiCIAiCIBxwm4bi1s3Eqw2hVWRanTTpR8qGm2N0Es9qW473RtEzPO36+Aol9SRdchEhfxzAWgDvAFgNYKPNus8CmAHwMoAeAFUAPgrgXxljn+Wc/y/Bd84AEC2fzaTRBEEQBEEQbvASzXabD+3VhjDbaR1ejtGNeA5ytdl8kAtBfgeA85xzhTH2f2AvyO/nnL+qXcAY+wYSYv7zjLFvcc4nDd+Jcs6f97XFBEEQBEEQLvESzXYrnL1OZMx2WoffhYOWo0d8JmRdkHPOBz2s+6pg2XxSyP83AM0AjhvXYYyFAazinM9k0FSCIAiCIAjPeIn2uhXO6US8s5nW4XdEO1cTNTNxtMklhTKpU42qjwk+awMwDyDCGJtGIt3lcc75cK4aRxAEQRDEyiWdaLaTcA7aREa/I9q5OD6vE2PzSeAFOWPsvQDuBXCUc37O8PFpAH+HRB55GIn0mI8D+DXG2C4S5QRBEARBZJtsRXuDNJExG8eY7ePzO80mm7gS5IyxCgCf8rDdr3HOJ9JpkGG/6wG8COAqEkJbB+f8Nw2LvscYOwLgAIA/B/AJi+0+CODBhx9+ONMmEgRBEASxwglaNDsbFOIxFtLEUbcR8goAn/ew3ecBZCTIGWNVAF4BUA/gNznnvW6+xzn/LmPsfwEwinXtOs8CePaRRx7hmbSRIAiCIAgCCFY0O1sU2jGK0mzCIQkN68vy2CoxkpuVOOeDnHPm4b/+TBqVFOM/BbAdwD2iyZ4ODAJYl0kbCIIgCIIgiMJlZ2M1muvLwTRBfFlRcKhzELISrJisK0GeSxhjlUhExm9EQoybCgK5oBFA1NeGEQRBEARBFCiywnG8N4oDR/pwvDcaOEGaDUISw91tmxEJXZO7Cgd6knnkQSJQkzqTYvynAG4CcB/n/F9t1q0S5akzxj6JhCvL32StoQRBEARBEAVCrt1GgmQ1OBCdRSyu6JYFMY8864KcMfZbAN6b/Gdjctlnk/+e4px/Q7P6KwB2ADgIoIIx9oBhc29qnFZ+jzH2MQD/hkSKiuqycjeAs/CW804QBEEQBLEsyaXbSNCsBgulAFEuIuT3Afh9w7Inkn/fBaAV5L+c/Ls/+Z+RjwJQBXkngF8F8CEA6wEwAAMAngbwJc75VKYNJwiCIAiCKHRy6TbiRfznIpKeqwJEmZKLSp0fAfARl+u6vgqc8zcA/HZ6rSIIgiAIglgZ5DJK7Fb85yqSXih2jYGb1EkQBEEQBEH4hxolLomEwACUZDFKrIp/LSLxr42kc+gj6X6j2jXev68Ju7fVBE6MAwGb1EkQBEEQBEH4Sy6jxG5TRAqpaE8uIEFOEARBEMSKIUgOILkkV0V93Ir/QplsmStIkBMEQRAEsSIImgPIcsWN+C+UyZa5ggQ5QRAEQRArglza/xH2FMpky1xBgpwgCIIgiBUB5S0Hi1yl0RQC5LJCEARBEMSKwK0DCEHkGhLkBEEQBEGsCHJp/0cQXqCUFYIgCIIgVgSUt0wEFRLkBEEQBEGsGChvmQgilLJCEARBEARBEHmEIuQEQRAEQRBE4FnORZ1IkBMEQRAEQRCBZrkXdaKUFYIgCIIgCCLQaIs6ceiLOi0HSJATBEEQBEEQgcauqNNygAQ5QRAEQRAEEWiWe1EnEuQEQRAEQRBEoFnuRZ1oUidBEARBEAQRaJZ7UScS5ARBEARBEETgWc5FnShlhSAIgiAIgiDyCAlygiAIgiAIgsgjlLJCEARBEARBFAzLsWInCXKCIAiCIAiiIFiuFTuznrLCGHuIMXaAMXaGMSYzxrjNuh9hjHGL/75h8Z3fY4y9wxi7yhiLMsb+jjG2PntHRBAEQRAEQeSD5VqxMxcR8scBrAXwDoDVADa6+M6TALoNy3qMKzHGPg3gKwAOA/ivyW3/NwC3MMZ2cc6vZNBugiAIgiAIIkDYVewsZPeVXAjyOwCc55wrjLH/A3eC/BXO+et2KzDG1gH4IoBOAL/GOZeTyzsB/AgJgf5kBu0mCIIgCIIgAoRasXNBI8qXQ8XOrKescM4HOeeK1+8xxsoYY0U2q9wNYBWAr6tiPLm/HwM4B+ABr/skCIIgCIIggstyrdgZ1EmdPwJQBoAzxk4C+EvO+fOGdXYm/x4TfP84gP2MsVLO+VwW20kQBEEQBEHkiOVasTNognwewHcBvApgDMBmAJ8E8B3G2FbO+Z9r1q1P/r0o2M5FACy5Tm/2mksQBEEQBEHkkuVYsdOVIGeMVQD4lIftfo1zPuG1MZzzFwC8YNj3MwB+BuCzjLF/4JwPJj9alfy7KNjUgmEdHYyxBwE8+PDDD3ttIkEQBEEQBEH4itsIeQWAz3vY7vMAPAtyEZzzRcbYlwF8G8CdAJ5NfjSf/FsM4KrhayWGdYzbfBbAs4888oilBSNBEARBEARB5AJXgjwZlc5ncs5g8u86zbLh5N8NAPoN628AwDXrEARBEARBEEQgybrLik80Jf9GNcs6k39vEazfBqCHJnQSBEEQBEEQQSdQgpwxtlawrBzAYwCWAPy75qOXkUhV+UPGWEiz/m8B2ArgQHZbSxAEQRAEQRCZk3WXlaRAfm/yn43JZZ9N/nuKc/4NzeonGWOHAZxEwmWlAcAfAKgD8Mec8wvqipzzS4yxzwH4MoCfMsYOIpGq8scAzgD462wdE0EQBEEQBEH4RS5sD+8D8PuGZU8k/74LQCvIDyJR2fNOAGsATAN4C8BHOefa6DgAgHP+V4yxcQCfBvA1ADNIuLT8D0pXIQiCIAiCIAqBrAtyzvlHAHzE5bp/nMb2v42EAwtBEARBEARBFByByiEnCIIgCIIgiJVG0Cp15oVHHnkk300gCIIgCIIgljf8W9/6ltBGnCLkBEEQBEEQBJFHGOdUrDIfMMZ+xjl/f77bQWQXus4rA7rOKwO6zisDus4rg6BdZ4qQEwRBEARBEEQeIUFOEARBEARBEHmEBHn+eDbfDSByAl3nlQFd55UBXeeVAV3nlUGgrjPlkBMEQRAEQRBEHqEIOUEQBEEQBEHkERLkBEEQBEEQBJFHSJDnCMaYxBj7NGPsDGNsgTE2xBj7K8bY6ny3jfAHxtg2xtj/ZIwdZ4xdYozNMsZOMMb+lK7z8oYxtooxNsAY44yxb+S7PYR/MMaqGGNfZoz1J5/dlxhjrzHG9uW7bYQ/MMZKGWOfYYydTD63LzPG3mSMfYQxJiziQgQXxtjjjLEfMMbOJZ/Jgw7rNzPGDjHGJhljVxhjRxljv5qj5qagSp2546sAHgXwEoC/AtCS/Pf7GGO/zjlX8tk4whf+AMAnAfwIwAEAMQC/AuCLAD7IGNvNOb+ax/YR2eN/AliX70YQ/sIYuwHA6wBKATwHoBdAOYBfArAhfy0j/IIxJgH4VwB7APwDgK8DWAVgP4C/R+Jd/VjeGkikw5MAJgC8DaDCbkXG2FYAbwKIA/gLANMAPgHg3xljv8E5/2l2m6ppC03qzD6MsRsBnATwEuf8Ps3yPwLwNQAf5px/N1/tI/yBMfZ+AH2c82nD8i8C+FMAf8Q5p+jpMoMxtgPAWwD+HyQ629/knP9hfltF+AFj7CiABgC7OOcjeW4OkQUYY7cgIcj+mnP+ac3yIgBnAFRxzivy1DwiDRhjWzjn55L//xSAUs55g8W6LwC4D8Avc85PJJeVAjgNYAHAdp4joUwpK7lhPwAG4K8Ny/8WwDyAB3LdIMJ/OOc/M4rxJN9P/r0pl+0hsg9jLITE7/jfALyY5+YQPsIYuw3AXgB/wTkfYYxFGGOr8t0uwnfWJP8OaxdyzpcAXAZwJectIjJCFeNOJFNJfxvA66oYT35/DsDfAdgGYGc22iiCBHlu2AlAQSKKloJzvgDgBHJ4wYm8sDH5N5rXVhDZ4NMAtgOgiPjy4z8m/55njP0YwFUAVxhjvYwxCqIsH94CMAXg/2GM/WfG2PXJnOKnAPwygC/ks3FEVvklAMUAjgk+O578S4J8mVEP4DLnfFHw2UUA65LDY8QyIxlB/TMk8tMoLWkZwRjbDODPAfxPzvlgnptD+E9z8u/fAqgC8PsAPgZgCcB3GGMfzVfDCP/gnE8iESWdAPACgHeRSFX5JID7OOd/m8fmEdmlPvn3ouAzdVnO5orQpM7csAqASIwDiRwldZ2l3DSHyCF/DWA3gM9wznvy3BbCX/4GwACAr+S7IURWKEv+nQXwK8kUBjDGXgJwDsCTjLF/oAn5y4I5AKeQmJD/JhIdsE8C+C5j7C7O+Sv5bByRNdQUNJE+WzCsk3UoQp4b5pEYFhFRolmHWEYwxp5AIpXhWc75U/luD+EfyZSFOwH8F855LN/tIbKC6oh0UBXjQCqi+iMAtbgWRScKFMbYe5AQ4a9wzv875/wlzvlzSMwfGAXwt8mRTmL5oeoukT7LuTYjQZ4bhpFISxFd9A1IpLNQdHwZwRj7AoDPImGb9V/y2xrCT5K/468A+BcAo4yxRsZYI4AbkquUJ5dV5KuNhC9cSP4dFXymOq5U5qgtRPb4NBLi6wfahZzzeQD/jMTvuiH3zSJygDqRV5SWoi4TpbNkBRLkuaETiXO9S7uQMVYC4GYAP8tDm4gswRj7PIDPA/hHAB/PlWUSkTOuA7AewG8C6NP893ry8weS//54PhpH+IY6CX+j4DN12ViO2kJkD1V4iaLgYcNfYnlxEol0lVsEn+1O/s2ZPiNBnhu+D4AD+JRh+SeQyE86kOsGEdmBMfZnSMzK/w6Aj1J+6bLkCoD/LPjvkeTn/5b894/y0jrCLw4hkT/+QNKXGADAGKsDcDcSNQf689M0wke6kn8/ol2YHOG6C8AkgLO5bRKRC5L2hj8GcAdj7L3q8uTv/eNIBFbesvi671BhoBzBGPs6EvnELyEx1K1W6nwDwK+ScCt8GGOfBPANAOcBfA4Jq0stUZoctHxhjDUgMcmTCgMtExhjDwJ4BokiIf8fgCIADwOoA/CfOOc/yWPzCB9IVmN9G4n0owNIvJOrkAiYNQD4JOf8W3lrIOEZxtjv4loK4R8h8bv9q+S/3+Wcf0ezbiMSojuGREX1GSSu/XsA/Cbn/N9z1m4S5LkhOSnkUwAeROJHfhmJyPmfJXtpRIHDGPs2EtZoVhzmnN+Rm9YQuYYE+fKEMXYvElVY34NEJ/sYgD/nnL+R14YRvpEsn/5nAH4NQA0SE3pPIFG9kwp+FRiMsdcB3G7xsek9zBhrAfCl5HeKkOigfYFz/tMsNtMECXKCIAiCIAiCyCOUQ04QBEEQBEEQeYQEOUEQBEEQBEHkERLkBEEQBEEQBJFHSJATBEEQBEEQRB4hQU4QBEEQBEEQeYQEOUEQBEEQBEHkERLkBEEQBEEQBJFHSJATBEEQBEEQRB4hQU4QBEEQBEEQeYQEOUEQBEEQBEHkkf8/yoI90itUO3kAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -200,8 +201,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X                :      mean=   5.000  std=   2.887    min=   0.000    max=  10.000\n",
-      "Y                :      mean=-108.966  std=  76.215    min=-398.559    max= 164.927\n"
+      "X                :      mean=   4.996  std=   2.885    min=   0.000    max=  10.000\n",
+      "Y                :      mean= -55.951  std=  34.012    min=-182.577    max=  68.331\n"
      ]
     }
    ],
@@ -227,8 +228,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X origine        :      mean=   5.000  std=   2.887    min=   0.000    max=  10.000\n",
-      "X normalized     :      mean=   0.000  std=   1.000    min=  -1.732    max=   1.732\n"
+      "X origine        :      mean=   4.996  std=   2.885    min=   0.000    max=  10.000\n",
+      "X normalized     :      mean=  -0.000  std=   1.000    min=  -1.732    max=   1.734\n"
      ]
     }
    ],
@@ -302,17 +303,17 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0  +15.437   -7.599  +1.668   -3.724  -0.017\n",
-      "   20   +7.049   -5.073  +1.114   -2.486  -0.288\n",
-      "   40   +3.310   -3.387  +0.744   -1.660  -0.470\n",
-      "   60   +1.644   -2.261  +0.496   -1.108  -0.591\n",
-      "   80   +0.901   -1.510  +0.331   -0.740  -0.672\n",
-      "  100   +0.570   -1.008  +0.221   -0.494  -0.726\n",
-      "  120   +0.423   -0.673  +0.148   -0.330  -0.762\n",
-      "  140   +0.357   -0.449  +0.099   -0.220  -0.786\n",
-      "  160   +0.328   -0.300  +0.066   -0.147  -0.802\n",
-      "  180   +0.315   -0.200  +0.044   -0.098  -0.813\n",
-      "  200   +0.309   -0.134  +0.029   -0.065  -0.820\n"
+      "    0  +14.861   -7.446  +1.696   -3.649  -0.017\n",
+      "   20   +6.779   -4.971  +1.132   -2.436  -0.293\n",
+      "   40   +3.177   -3.319  +0.756   -1.626  -0.478\n",
+      "   60   +1.572   -2.216  +0.505   -1.086  -0.601\n",
+      "   80   +0.856   -1.479  +0.337   -0.725  -0.683\n",
+      "  100   +0.537   -0.987  +0.225   -0.484  -0.738\n",
+      "  120   +0.395   -0.659  +0.150   -0.323  -0.775\n",
+      "  140   +0.332   -0.440  +0.100   -0.216  -0.799\n",
+      "  160   +0.303   -0.294  +0.067   -0.144  -0.815\n",
+      "  180   +0.291   -0.196  +0.045   -0.096  -0.826\n",
+      "  200   +0.285   -0.131  +0.030   -0.064  -0.834\n"
      ]
     },
     {
@@ -329,7 +330,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -351,7 +352,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -428,16 +429,16 @@
      "output_type": "stream",
      "text": [
       "    #i   Loss       Gradient         Theta\n",
-      "    0   +0.289   +4.880  +1.858   -0.159  -0.794\n",
-      "    1   +0.343   -2.225  +5.318   -0.072  -0.864\n",
-      "    2   +0.145   +1.396  -2.832   -0.003  -0.808\n",
-      "    3   +0.167   +1.158  -1.871   -0.001  -0.799\n",
-      "    4   +0.233   +0.524  +2.474   -0.004  -0.840\n",
-      "    5   +0.300   +4.279  -0.944   -0.006  -0.860\n",
-      "    6   +0.106   -2.039  +3.957   +0.017  -0.837\n",
-      "    7   +0.269   +3.529  +0.405   +0.008  -0.837\n",
-      "    8   +0.370   -2.608  +3.482   +0.010  -0.850\n",
-      "    9   +0.276   +2.300  -2.597   +0.011  -0.854\n"
+      "    0   +0.279   -0.241  +4.279   -0.089  -0.882\n",
+      "    1   +0.422   -3.712  -4.220   -0.025  -0.820\n",
+      "    2   +0.148   +0.515  -2.084   +0.023  -0.880\n",
+      "    3   +0.373   +4.373  -4.084   +0.022  -0.848\n",
+      "    4   +0.208   -2.005  +4.132   -0.014  -0.861\n",
+      "    5   +0.209   +1.965  -4.472   -0.019  -0.846\n",
+      "    6   +0.374   +0.684  -6.396   +0.002  -0.847\n",
+      "    7   +0.226   +2.108  -1.949   +0.000  -0.850\n",
+      "    8   +0.152   -2.226  -1.211   +0.005  -0.840\n",
+      "    9   +0.307   +3.815  +3.345   +0.004  -0.853\n"
      ]
     },
     {
@@ -454,7 +455,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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5wpvpZpa+PlU3GJ0L8et//GP+zS/cy8nu23Zi+bYTzkccbrY1sd3fu10ynY0VhR0AGzTd4KX+0ZRIvyzBkbRjvJURx2KJOKeOgt96/TqabuyqKGmhg5+dENUXCAQCwe5j7whhXYN3B0CNQVsn01NB4nEVJDMS6jVUvIZK1boe0pGJyC4ikgvD4+NAa02KUEwWLnC72Yaq6Y72a+kiMdfL2yp0G5kJoukGiizTtYmo3vWZZdsIc2AlxjPffYee9pqESEoX4i5ZoqWmlPsPNiT+Ll9xuFn3CqsN9sWbi4nOenFN56X+0ZRzshEGRua4NhVM6VWiyDJPnOhMWe5WRhyLJeKcZhGsWYndFCUtdPC02cGWQCAQCPYme0cIywrG3/4lxCIYksRpxUO3UcJNTw0jrnom3NWEZS8RyY0hScjoVKLyWGcVDxxqoKe9BmX6Fni9nGj0cm9zKRenTXs0t0umpszLkdYqgqtxju+r4alT3XhcctZCtVwv740UumWL0B5qrsxI17CIpRXzKbLEl596kM9+/Vwi33nav8oXX3grIXTzFYf5ulfEVJ0Xzg0zOO6np+P2MXRqg31tKrhpUWcnQlVNZ2w+xMNJDUm2MuJYLBGXPuBQbM71bomSFjp4ElaBAoFAINgIe0YIa/E4csxMjZAMA58apZMonWsBHmUUHYmw5GFBKeeGq4abJY0oza38+kP7wONlcMLPxEKY9vpyetpr+L3HWrg0vsQLb40zvaKzElvlzUCYuKRwbSrA4Lg/5xR0sV/euSK0J7oa6agvZ3Qus/0zZIqkt2/MM+1fdYwoFiIOc4n6mKrz1Nd+SDiiAnBhbJHvDYzxwuc+iscl27bBLoaoy1eEbmXEsVjXQfqAI67pfOfNGympNbslSlqo9V8x2mcLBAKBYO+xZ4TwhZ8N8gHMJhjpSICCQZURpUqNckhdhMh1WFYwJn7ELaOUCaOKa6463vJWcK6pjn/xj+5DliRiK6uUqzrl68vSkYmoLmZvrvD25Zuc6OlIuFSkY0Vd06OgG31554rQKrLEH//WKT779XPcnA+jG6nRwnSRlEvoFlMcvnBuOCGCLcIRlRfODfMbHz6yZUI0XxGa7XubLaIrpohLbwIzOO7ftVHSQmdENmoVKBAIBIK9y54RwiMhCTxtNGohqrU1fKgoGLbCGEDCAE2FUID9BNjPFH8fiKOwvOAj5O9HKW2kedWFXyllTfYQlxRkdEr1GFI0xsL1G1CpgssNXi94fOD1gccLktmC+YsvvJUQKlcn84skO+FULPVi/yhgijmPS+ZPP32a/qFZnv3hIEvhKHFVtxVJucSnnThsqSlleDqY+H3yfmQTjIPjftt9sj4vRtTUaf35iFCn7wFFKaLbChF3J6OkwsNXIBAIBLuRPSOE9+9r5NnGD1MRWaZGX6VFDbEvvkSjGqJBX6VKW8OLhpxVHIMHjXp9BSaGqWKYo0AUF365hAmlkhFPPaOeOqKeUjqqfeYfqnHzZyW8viAJPF7enQgxcWsGTZMxJGXTxUxOxVIXxha5OhlIEWgPH23m5OGmrCIpl/hMFlojM8ucuzLN1NIKz58ZzhCEuazbejpqbJ04ejpqMta10S552QRrPiLU7nvnh2Z3tG3XnYiSCg9fgUAgEOxW9owQPtHVyI9a6xiaVJjSq7jsbQHDoMyIUautUqOv0RoPsi/up6dUo0kPw2oYIx4HQ88qjn2otOghWvQQH4xPYqxIxGQ3sf/7PIv1rVQfvwelpR3KysFbYqZKRCPMjk9TEwlQzW2Xiqjm4tb4HA911YNsn1JhYdcQxBKu6WLYTqDlEkn5iE9rGQDffuN6Ih81fX1O1m2f/fo5/vTTp3nqVDffGxhLSY8o97l46lR3xro2Iuq2yvVB2HYJD1+BQCAQ7F72jBBWZIkvPH2agWvT/PcfDxIKr6FqGiuSlxXZyzg1vOdtRTIMPnl/E7/YVQlBP8xOcXHgPXzLfmrVEJVGDDc60nrkON1/QcJMq/DpMXyhBQgtwOh7GLKM5C2B6jpo3Qf7uzjgKaVaVgloCrJkplTUuFSOedZgfBTcHvB4MlIqwDkK96VPnOBz//V1bs6HSDeHsATaia7GvKex8xWfuQShk3Xb+EI4IZhe+NxHbV0jioFT2sjITHBLi+32QsqAGAwIBAKBYLeyZ4QwkoTi9fLQ+zo5cc9+BkbmOHNpgjcGJ0HTcKGjGDolLpmWjhZoq4e2/cg993HPqY9x+epNLk1M0+GJc9AII81NwOICUmARIiugaWAYGcI4ga7D2grG2gpM34KfnaNbkvn3spdZuYwRVy23Shrx1DXTU+8DQ4d4zPxJS6nA4+Xt8RAjE4tYAVQrCvetN0aY9q9miGAwBVpnQ8WWTGPnEoRO1m2qbiQEk8cl8xsfPpJzXRsRl4eaK/G45BQHBYBzV2Y2VaCYq4gu32OdbZ92upgWHr4CgUAg2K3sHSGchBXlPNHVyOJKnKuTAcLrQuVAayX3He8EQzPFraaiuF28795DcO+h2wtRVQgFYdkPgSWYmYTZCfzjU8jLfsqIIWOQHM9M16ayoVOhrVGhrdEVX4C1YQgqSJM/hvpG2HcI2g+YUWRfiRkhjkYgGmHhxi1aVufRkhp/RHU3V24tZkTnAFyyxNG2apDY9DS2nTBzEoT3H2zg/NAsw9NB6ip8zAbXMrars8G5Q5xd+kdygWF68xInsXj/wQaqy7wZ65/2r25qCj9b+kg++cOabtA/PMuzPxhkMRQlrumJ7oFf+dRJAL7w3HkGJwLENR23ItPTXs0zTz9UsBjeqKDO9XfCw1cgEAgEu5U9KYQt8i7A0m+L4sR/XS6oqTN/9gPvB+IxJi+P8v0fX6Aiusy+uJ9WdZkmPUyLHEOJR3PkG687VSz7zZ8b18wosOKCiipobIF9XdC6j85SKJN1wjqU6jFKieF1yTxSXknYCLKsyUQkUyBriptffeQQTz96mG+cG9nUNHa2KGf6sbQTrd60qKymGzz7w0EATh5O7RJnt66WmlKmllZScpGvTPj57NfPZbSzTi7U++ILb7EQimTsTzGm8J3SR3KlDFj7NzjhJ5Z0TJIFs64bvHdrKdH5Lq7pvHdrif6h2ZSGH7nYaEFbPn8nPHwFAoFAsFvZ00IY8syBlRXzx+25/ZmdOHZ76HnfYV4eWeHtmWXeVDUqZZ331cp85qFW3v7ZVWavXKNFXaZRDVNtrOHL4VSBYZiOE/4F8+faRZAkjro9/Dt83JArueKqZ7akntqaWv7BPc2Mzi4zNhcipkbwuGT211Xy9OFSlMACh6sUylwQTrLsLSSnNVdhVPKxtIuIyhLIkpTwMDaAmcAaX/nuOxzvqEkRWHbrsrrcJRNV9ZTPnQr1NJt8ka2cws+VMmBtVywtXQNuC+bxhTBpds8YBpy9Mp0ihHOlVjx3ZohLt5YKbrdcSPdA4eErEAgEgt3GnhfCG8ZBHCuaxhc++TBvD88yPhtgf30Z93XWocgSktzAN2eqcGtRatadKhrVEJ1qgBPVBtWRAISXTeGrZ4qjBIaBFItSR5Q6gpxgHCMsofo9xCZf4V92HmLiYAtjUhkNTfUcOdBiRqPjUe6vNHisOsb1uRWWdRnD7WVfUz0nDtblFf0rpDDK7rumDssUpHFNzxBYtu2PdSMj19gu9zi9UC9bukgxvIjtvqfrBtVlHkevZqftgtuC+dZCOK9tcjpvYPocJ4tgi0hc47XLU1n3RRTCCQQCgeBuRgjhTWIrjNweTrz/ICcgJXJ8X3cLXW3jXJ1cYlX2MEk1sq+FY63V/Nw/OAzhACwHYGEWZsbN/y4uwMqyGXFOCw0mu1ZIGLjVKO7AHFyYYx+wX5ZNu7aaeug4CPsOotQ18S8fO8jg/BoT/lXa68yW0crkGO9OLrM0dguvJmNILiIxg0u3lnjuzBBPP3oYRZYKKow60FSBJGVstiOmi8NtgWW3Lp9boarUw2Iogqob+NbTJab9q1kL9dKX45KlRLpIsbyI7b4XiWu4FZmm6hI+87EeTnbfTv9w8n12K3JCMOuGwWuXp1KKH2UJTve0JP6dLWoLZk54uggGM+vm3NWZFJGevi+iEE4gEAgEdzNCCG+CvITReuRYU9wM3JrjQPc+Og62srAUxmXoPNLdwAOdtSjoUFEBLR1w5F4zIrwSWs8XDpiieGpdHPsXYDVsiuwsKtNYd6pgbQVp6ib0vwKyglJaxr11jdy7/xDUHIBlwFfC1Iwfb2yVhqRlRFUXP3ktzOiNKb74qUcKK4wy7GK/uY6pnji2umFGVJOLyFyKhD8cSUSGW2pK+dpvPsKXvjnguE1O21yICIb80wTSvxfXdAIrMWRJciwys5qM+DwKv/TAfj65vm0nu5u4d38dV9bziD0umWPtNZzsvr2+bFFbw8A26mxtRszB99ka4A1PB1MGGtYxv/9gQ8Yy73Z2untHvtwt+yEQCATFQAjhTZCvMMpLMOv6er5xUs5xRZX502YtSDNTJ5b9psfx/Azj710hNjdNnbZCmRHHhX0xnoEZQUZfX0Z4GW6OmJ8qCpRV8HB5HWurpdxw1eBXSliT3CAZeA2V5fFxBt+6wL2dDXzlo/u4MFXDdX+MfW31nDjcbPsiHZ0LOep0GbBL/kjvQheNa7hdMs3VJXz4nlZePD9KTDMXquoG0/5V3h1bSCnW6mysAAO+cW4k8aIvRjGXkxfxa5enUpaXbzqBVWSW3O56JaLy4ltjXJkMJK6PZ3Jse66orV00/FhHDZduLtlu44muxpTj73HJZs3megrK1NIKX3zhrV3TOa4Ywu9u6Z53t+yHQCAQFAshhDdBvoInL8EsyyB70nKOb4tjLa5yYXSJ0ZkAumEgSzUc2L8fo/V+vvE3P6M0FqZGXaFNDdKuBmhVl6nR1igljuJQjJcoV1t3qqhc9vPk+udxFAKyj1uuaq65G5jw1DA/OQPNZSi6xgN1Cg/UlQArZhqHx2s2/fD6zH2QzDQKn8PUf3tdGZOL4YSoBfC6ZLqaqzKOV0w1I6pzgbWMwrLk421Z4jm96HMVc+USTE6pDGevzLAQOs/x9hquTAaoKvXgVqTUfXNIJ1BkCVmWCKzEUqKzgxN++odnefhIc85CtFxRervfPf5gJ8NTQVvxnH78072Xo2pmPvdOpVjC727pnne37IdAIBAUCyGEN0G++ZOFFBzZiTEUN7/77X5zejyu4ULDZeiUuSSONJdT3dbC9dkQI6rG25KEpMep0dao0deoVVfoiPt5X0mEA9IacigA8aiZNuGABHjQaNRXaIyt8MHYJMYKqK+dY+3tarz7DiB3dkFTK5SWmx7H8ZiZygGJxh8naj18oNHLxdlVVlRwu2Rqy718+uePARL/+UeZ3rknuhodLd6s45vtePcPzXJ53E9cs5/ydyIfwWQJznS7s7im897NJd5LirAqEngUibhm5PTVtbs+YqrOsz8YTMkpdtrugZE57tlXS09HDYos0dVclSLi7aLhYC+QnY5/OvkWzG33NHyxhF+xiwa367iI4keBQCBIRQjhTZBvvmy+gtmuyKquwstH7mnlyoTfjMxJEnFcxCVY0yE8r/L5J97HR3WdmzN+tLjK3wzcYE5yMUcFeOBNDvC3ksb7axU+80QLSnCJ2avDzFwboTG+TJURwYuKkmVfJcCtx3EH5+HiPMbFt5AkyYwAV9dDeyfsOwj1zVBSCr4SFMXFFz/SzuCEn3H/Gi1NtRzvauH3v3eZizMrrKlGIu3hMx/tSfgIOx2v0z0tLIWjjsfb8iS2RLBFJI8XvZ1gSi8UtFIZ/vDlC/zk0lSWowWaAaeONNPZWOGYimGJoYnFcCLtIJnFUDSrYNN0gy8835+RP5zeKc8pouyULuIU+U4mn4K5nTANXyzhV8yiwe08LqL4USAQCFIRQngTODUSANNDN7kbWj6C2a7Iaiawxjdfv5Hw3U0nGtcYm1/hk6e7OdnTjqYbXJiLMnhrCUOL4zJ0XOgEDImBoMxJpZEHPtjDG/FW/nquOWHjVqeG2acGaFcDNMZDVBoxvKjO/sZgFupF1szUiJlx+OlZM8XDVwp1DdB+EKXjIPfW1nNvfTX4PFwcvEH41k1aVZ24pBBR3ei6F5cWQ1lfmdMA42R3Eye7mxzzZQdG5lgKRzM2063IOV/0TlZt33r9OoPj/oRIUWSJx4638sa12axCESC4GuOTp7ttf5c+6LEjrulZBVv/8CwXby4mHCViqs7Fm4uJlIpcOAnkE12NtNSUMjoXsv07n8P1mx7l1HVjy6bh842oFkP4ORVubrR73namJ4gugAKBQJCKEMIFYNfuN72tL2Ab7bFaAN+YXTZbCkupxVyKLDE8HbQVRU4iGMx0g87G2y2KLXH+By9f4JVLU8STtMGybjC8rPGAr4SO1jpi3lIm4h4mqAYvYBhUGFEzrUJbpVlf4YGSVZTFWRrVMBVGDBdaStvozI3VTUeL1TCMj8KbP8ZQFOKeEgIltURKG+lYKcHvKmVVcuORVIxIhMXhEbSyGBenw4wGYvzKvQ1o97cxuhTJELzp4s06Ly/2j9o2p6ir8OZ80R9orMClyBnRZHVdzPUPzSLLEtdnljnQVMGR1iquTQWJxjXbaC5AT0eN4/rSUzjs8OUQbGcGp0lfrW7A2cHpvISwE4os8cjRZlshfF9nHU+ePMD9Bxuytr52u2Q8Ljnjei7GNHwhEdXNCj+nws3kGYxC2c70BNEFUCAQCFIRQjhP0l+IHpeM2yWjakZGEZJdtOftG/M5i7myCV4w8061tK/ENZ2X+kdTckkVWeLDx1t5My1q6fG46GytA18p7z/eSen5CSbmQ6BreNGQDJ2gIROSfdxy1/Au8FaJgltapSwepkZbo0ENcUANcH95jIrVIERWs9q4GQCahnstTMNamIalWzwAqMgEZR/jShXD3kYOxCv4by9PMrwUI6TJeNwKnY0V/MtfeD+KT4OQHzw+8HpNSzqb82I3iPC4ZD7zsZ6cebYvvjWK6iBKI3GNZ384SGAlljhnR9qq+fwT9zE2H2JffTlf+/57hKO32/WV+1w8dSozGqzpBv1Ds/zR99+1FcGuddeMfASb0x4ZGCkzEhsROt0tVRmFjj63wpMnD9hew+lezjFVtx2UWNHYzeTIFhJR3azwcyrclGVpw+Jxu9MTdloXwEKuhe3OORcIBHcfQgjniV0lfXI1vfUyrhmczhrtcXqJ9w/PMr204rh+n1vh4w8dYHpphTNXZhLtgg0Drk0FM0RAtkiYpht88YW3mPavEjfApbgoqyhPNKmQDAMXOi5DIx7ROVBfz3SglDFVw+tSmGos49RHD0IoYHocL87B1E2YnTJt3SJrpjh2QALc6NTrq9Trq3wgPg0/epcDKCzJJdx01TDkaWA6UsNPzkn83ANdKF6vWYQHpivFukvFz24FuTrhJ2IjunxJKRXZ6B+a5eKtJUfPY7cisxSOprg6XJsMIJ+UEqkPD3Y38cK5YQbH/fR0mHm6Hldq7NwS7U6RYLci808ePphI5cj1kj99rIVXLk+ljEEkYHQ2xJvX3tlU/mm26yff1tfpWOfj/oMNm8qRLTSiuhnhtxXRW5GecJtCovs7IedcIBDcfQghnCfZ2uFaROMaEtmdDZxerM/+YNA2vxVudxp7+tHDfOPcCLo+nfH3Th61dpGwN67NpDgfqLpBcDWG162gRlUMSSKOQlwyI691rc38ykebGZsOcLC+lAf216AYGtTU3d4INQ7LwdsNQOamYHqc4NhNlHAQH6qjjZuFB41mPUxzLMzJ2DgGEH3NxWJ/OfVHe5D3HYTGFigtS9i0LQ7domN1lojkIiK5icjmf+tqyvm5e9syCsfsOHtl2tHv2OdWqC7zMBtYy3rMPS6Z3/jwkazrsQSkUzpEXYW3oCYfJw838b59tQxOmMt0KzJttaXMBNY2nX+a7fpxyqe2m7GwsFIqnIR0Idt4JyOqW7EukZ5wm0KuBWH9JhAItgIhhPMk30r608eyOxvYLcftkhNFOHYoEnzpEycKbnFskSzyNN3g2R8M2vrxdjZUMDqfmRe6GIpwfTbModZaHkh+Yev6evOPOGjrUdra+tt/GIsycXmU7//4AuWxEK3xZfbFl2hVl6k2InjRULL0npMAHyq+SAAuvGH+WE4VNQ2w7xDHfPVcMMIEdRdrkhtVN8W7PhfgjbPzjF8f5wu/9iGUEl9KSkXK8XFY/4HGCj50pImppZWUiDBsbIo/22AqnxSOdBRZ4pmnH0oRVMPTQZ4/M5zyvY1GMJ0iqXbXoEeRMJDQHCLdT548kFjOZqOsdzKiulXrUmQpsYzrM8uJde1UMbxVKQn5XguabvDq5aktyTkXCAR7GyGE8yT9heiUI3zycBMnDzs7G9i9WKvLPMykRRyTiag633pjhN/48JG8X8xO04iPn+hkMWTjrOCSOXmkkbGFzG5wgxN+Lt5ayij8s30pJotjt4fD7z9G4FKQwaUVVMOgEpUGKUJlfJXyaIh92jJH5GUOudaIBQK4DTV7MZ7lVDF9C6ZvsR/490isSB6mlAqGPPXcdNexqJSxqrsJjK8x+PZl7t1Xm5JSkdz449GeFl67PJVSeCZL5rq+e36USFxDkszPDIPEcSh0it9pMOVxyfSktU3OV3jYiVW7gVJM1fiPL76DhJlSsdFCL7C/hltqShlfCNt+P71Y8UBTBZKUmVa+r76CfLiTEdWtWtdumubfym3NZ2CfnFKUjrB+EwgEm0UI4TyxeyFarhF2L0innES75ei6wVdfupA12jy4/hLI98XsNI1YWz5tG3muLffyqdOHuTLuT0y1u9bdEKzcz0hc48qEn89+/RzT/lX7l6Ismz9uN5pu8P/8znmuLIMhefFIGqW1lfyHXzvB4K0Fbs2HaKkv52BzCXIogDvg52dvX2NxaISOuJ9GzbRxc6c5VaRHcGVMt4sjapQj6gIGoCERkryMu6pY+vEtrh8/RmdXB0pJCXhLzG1cb/xxss7Dgy2lXJgOEzFkXLJEe105U/6VRB64YYBLkTl9rJnHjrduaIo/WUAm+0R/5mM9KcWOmxEediLVpUh849z1xHF75fIU79tXyzNPP7ShVsOpDTxkuprNSPRzaZFoMK/XjEi3kXkODeBP/voiskzeTUS2umAqfT2feKSraOvZTdP8W7mt+QzsnVKKPC55z+ZWCwSC4iGEcAHYRd+crLyyvaTTl6PpRopAsiPZiiuf4h+nKUcgww3Arch85qM9eFxyylT7+EI4o3FEVNVTCqOyvRT7h2Z579aSGfmTFOIoXAlovLMQ5+H7unkgkVahQUUlSnM7Dxy+h2e+8zZ/MzVPWSxEI1EOl2n8w0YDaXYC3b+AGg7hMnTHfGMJcGFQY0SoiUdgehZj+qdoP1aQKquQm9rhQDc0t0N5Bbh91EaW6IyvENNBdXnwrKi4YhpxyYUumTJc1XQ66ss3PMW/2UFMPsIjfR1xTefbb1xPEZ6GAYMT2Zdn2+EQe2vAp051AZnXFcC++vKMYsXRucxZB4DAaoxnvvsOPe01jqJ/M4OEQt0JstkgblaE76YOb1u5rfncE04pRaeONvM7j9+34yLoAoFgdyGEcBHZ6Es6+WUwNB3kO2/eSBEUTlZc2Si0O9vJ9Rdassg+PzSb0TjCihIn4/RStCtCMwzz84ePNicix9axGxieYXQqwM+fPIysH2JiLsj++jLu66xDxoDwMteujPKDMxepjIY4EF+kPeanQV+lBBUXOcSxoUFwyfwZes/81O0m5ivnZLycKlc9k+4qVjUvMXWVfbJCXDfMxh+SG8PjpavWa+6EtLF87c0MYvIVHsnreP7MMHGbCrZszTqypdU4CfT0aLdLluioL+ePf+tUxrV/qLnS9joC054sm+gvZJCQLHwPNFXwUv9owvs5173ptJ6ssyEFsN0WaoWw1dua656wW7/PrfDY8VYhggUCwaYRQriIbDaSZ70Mfu2RrpxWXLnYaHe2XMtI94sF55eiUxGaQWbnveRmDCkCA+N2zrHXxyBB+t1tGG5QDJ0qfY1abZV6PUJNbJlD6iKt8SB1+iqlqMhZnSoMiMfwxZc4yRInuYUBRHCxqJQyXtrIkFLLhFSB6vHRWF3LA6VRGL8BHi8naj18oNHLxdlVVlRsp3U3QjGFx6HmSjwuOaM4Mlu3vWxpNdkEer65tCe6GumoL3fsXJdN9BdSXJXeCCOu6YmBWa5702496TZxm0kR2E0Watu9rdu9foFAcHcjhHARyfWSzndqNt2KS9MLb5CQa8oxH19Vp7xoO9Fq91JyKkIbm13mmWuzKeJ6aul2Pm6GwEiKHLcdaGP17VnUeBzF0InIbkLeSmJVJVwIrvGjeIxqbY0afZVabY3G+DKH1AVa4svU6muUSBpSlsYlElCCSru2THtomQ+B6Ybg8aIoTcivTUL7QaipQ/GV8B9ONfK3l2a4PhtmX3s1v/hwF0p0LaPxRzJOaQeJ6GVjBUfaqrm2gRe/XffDY+01Ka2YAerKveiGkfCjTv6b4emgY1pNNoGePJhLj8ZimCkR1v7+8W+d4rNfP8fN+VBGd7xsoj/fQYJdI4x0sgluu/UUMhuSi91kobbd27rd67/bEE1JBIJUhBAuItle0htNm9hMTmQxOkjZLSPfl9LJ7ibu3V/HlXXPYo9Lpq22LEP02jVjiMQ1Xrs8lbHsE12NHGmvSRwP3D5a2qr58ic+yDfPXuPFN0ZYlT3MGhVmOkUJeHWVGn2VFiXGv310H8xPExweQlmaozS2gqLFHTvjgVmMJ8ciZtOQqZvAT0CW0X2lTEtlSNQhuWq4OlXO4tgt/qd/+AEUt8vWpUIzMvNsj7RWgSSlCN8jrVV8/sn7GJsL5f3id7pWfv+pB/np9TnOXJ7iwtgiKxGV2eAaX33xAkfaqsEwUlIGWmpKC0qryeVYIknmLIBh3G6q8ZVPneRPP32a/qFZnv2h6aEdV/Wcoj/f6GA+vt/ZBLfTbEjytZtrGbnYyg5vxRY7292NbrvXf7ewm9xKBII7hRDCRaTQblz5TKtuZcX2Rl+WTi8lu+U9kyaa7XxuVd2wjbaduzrDUrg/5SGdLTokuz2s4sKQzcva6pC3KumEFS+LCrxT3cXf3fAwaZRTVhqmsSzKkTKND5bFWBoaolENUWlE8aQ5VWSg60irYToI08GsuR/IhBc8hJcGqDp2HNr2QVkl+HymU4WicHEqzPzNCdyahCa5icTNwjVJIrVz3VQQWbrduS4fnK6Vt2/M8/CRZmRJ4s2hOWLa7fVcmfBjGCQq8iNxjamlFVpryzJyYfNNq0nfjuQxRvr1+/DR5qx2g+nkGx20G5TKEiiyjKqlCu6YqtumIm1mNmQ7EWInExEFNdlNbiUCwZ1CCOEiUmg3rnzSJraqYlvTDb7w3PmUrmQ97dUbstSyluf08s3lc+tbj7ZNLK6kWCTFVJ1Lt5Z47sxQSse1fBs9JHfIi+AmbMBPbq7wzkIc1SjB7fEwbuhc0WRu1dXxbm0ztdoqNfoaNeoqnbEFHihZo0ENw9oKqBrOmc/gQqdaj8DUCMbUCACSyw1lFdDSAZ3drARctK/6WZXcRCQ3mqSsd8Nb74y37lKxkXOc61qx+71dykBM1Tl1rJmu5qoNpdXkisam71uh0b58vm83KD3SVs0TJzoZm78dZdd0g6e+9kPCERWAC2OLfG9gjBc+91E8LnnDsyHbgfUMefXyVEob770udsTA4Da7ya1EILhTCCFcZArpxpVP2sRWVWynWJthRgTfu7VE/9Cs6ehQIPlGGmwFSmsVv3ziAM+dGcoooFJ1g2+9fp3BcX/ixeWUY6vrBtVlnowucBYuRWZ0foWwCshuIph5x0Hd4Px0hLBSQUApRTF0ZK/BW5WHafm5AzRUS2bb6MAiTIzB9DgEFjHWVkHXsraNNtQ4kuVUcfVdHgYeQGFJLuGGu5YhdwNznhoiLg/LukJUchGXXWguDwtTs7x12csDR9tRlNzFkgeaKnCnFcYlXyu2HeFcckpE2PqbruaqDU9F5+rCeCfcEbINSpOv7+fODCVEsEU4ovLCuWHbltk7dYo++Rlid9z3stgRUdDb7Ca3EoHgTiGEcBaKOZ220bSJQiqm89le6zv//bWh7NZmBTI8Hcyr/Wm6QOlsqOClgTH+4GXnhiKqbqQcj+QXvtWUosStMOVfJaqa0e3mqhJKvK5ETqckgabrtk4FLpdCMKYTTxLHkmFQV1/KPR84BoYGmnq7a97KMgT9GMEAP3j1XSoXbtESDVCvr1CCipLVqQK8aLToYVqiYR6J3sJAIia7mJdLGVbqGPHWM+eqYObdJb47OMSbzbX8q8cfMJuBeHxmIZ7LnbJMTTd4qX80RdDKEhxJulacoqTpOcKbne5PX49djvCdSCfIR7QO2nQry/b5TiX9GZLORsXO3ZBSIKKgtxEOHAJBJkIIO5BP6kCu6v/kF8dm0ibymY7NZ/ovV9RoM8fq9aszGZ87vXzTvYqv5bE91vEAUrY/rukZ7anjmk5gNcZnPtaDLEu8dnmKc1dnbKPEvvUW17NpyzAkiYeOt6OUlt7+0BLCZRVQ14SiqXys5wO8e32Wb565xOriQsKp4mB8kTY1QKMUw2fEzb/FdKVIT66QMPDqcdr1IO1qkI9Eb6AjsSa5mJXLuRFq5OaZVQ527wdfifljCWKvDzw+Bm4GuTYVTBncKLLMEyc6c+ZXA7afFepUYt0Pw9NBjrVVU1PmQZIkHjnaYrqFzKcW/hVy/+TDRkTbsfZqLowtZnxeVepB041dI/qypaNsdPBxt6QUiCjobYQDh0CQiRDCDuRKHbB7SThF16wXx0bSJiC/yFY+03+5okayBKd7Wgo+VgMjc0wtrWR83lJTmvPl6/QClyVSbLWs45GPGwCYwnlsPsQnT3dzfWaZuI0Ivq+zjidPHkA3DL764oWMvOWu5qq0jZJTrNwAFF3n/vuqeGUsxM/CLjOtosTAbajUaGs81ubj4z01MDcD49dhfhYpvAzxqK1ThfWJjEGZEeeg5ufgih9euQavyVBSCnXNZme89k4orwJfCYErCzSvzrO2nmcckVzEDBdj86GUCL/TtZTe6dDu2n7iRGeKBVryy9NpkOV1ySyFo3zlUydTtsN2HTbuGcn3T7LQ1g0DWZLobqnK2vUum2jTdIPLt5Zsf/fmtRl+9/n+XSP6nNJeTh293RK80P3YrSkFdhaCIgp6m52a3gN3xwyEYPchhLADubqi2b0k7Crw83lxFGO6Kp/pv2wi0uOSOdZek9EON99120VbTx1rzvkQc+oaZTXusDse2fJPLXLlxvrcCk+ePJAoVNzw8V8Xxx96Xyc/umZ69VpuFSGllLaH74UDtWZEOBoxc42XA2bO8MwETIzC4hyshEHNbuOGrpvfWxmBW2YxHooLSsv4UEU9Kyul3HDVEpa9rMluVLePHvcq+BccUyrssLu2L95cZHDcn+K4kCwSnQZZUYdOcXbrsHPPSE+JuTLhT7Evs6Kd2breObmbvHZ5iqtTQdtjENOMXSH6LJyeIZtpQbwbUwpytcYWUdCdy90yAyHYfQgh7EAWOQLYvyQKNe23KMZ0VT7Tf3bfcSsyp49tPGrktFzbiKoNTi9wpxeX9f3kqvh00qeCcw00inH80z2TJZeb7vYaPnjvwfXw9npaRVXt7U55mgaRNVj2J4rxjMlxbr57icpIkHI9ijtL22jAzF0OBakMBfk45nUbRyEk+1gqr+fQjALGIpSWmRZupWVmasV6SoVd4w+7a1s3QM8ywMs2yLK7B+y+b3c+01Niomn3WL5d7xKHq4D0oEhc48X+UYBtEU6FRMcKuYbzXe5uTCnIZiG4U6Ogd5qdGnXdrTMQgt2PEMIOOHVFs1IHCqnAL+TFkS0gmI18ospbETXKd91OZHuB2724rO/bNWJoqSlN2H4lP9zzEQmbnS5UZCnDMzllHTZpFeg6lGtQU58Qx7Kmse/vhbl2dZSrU7O0KxE6ogvIk6ZTBZEV87tpWLnHEuBBo05foW55Belvbpqfut1QUW16Gx88ilbbyHAgznhIpbG1kXsOt6GsC+RDTRU5o+7pIjObU4TdPeA0KEuOCCf/bS6hbX3XyZXFevGrup4RVc7GhbFFrk4G7nhkaiPRsXyu4UKWm35fe1wyLTWlDE8HE7/fCQIqmd0Yxb6T7OSoqzh3gu1CCGEH7LqiJacOFLMCvxgPp3zF3mYjn3b5d2/fmOeefbX0dNSgyFKGEM1n2wv1kc3WiMEp4rHVESFrHZYTyDfOjWSPuDiIY6W8ip6GptuRY1WFldDtyPHiPEyOwvQEBJbMlIusNm4GRjwGS3Pmz8WfIgH7JBelcimj3gb+qrGTX/h796OUlnDCW8qpapUrCxGWNRnN7WFNl1IGaeni9kRXI0faqhP3S+J7Ltn2HnCy0bPLEc6VEpOt6939BxtSUirsihVzsR2Rqa2KjhWy3OTnxchMkHNXZpj2r/L8meENPaOc7stiRih3YxT7TrKTo67i3Am2CyGEHcgV4SukAj/XQ71YD6d8xN5mBKGdYHcpEnFVJ5bUHvepU913JLpgty/Fing4Cf5cL+tNr98pclxRDQ0tt8VxPA7hZVMcB/2wMAcT12FmCkIBiEUTThV2wk8CSgyVDm2ZjtVlGLsO/9dPwFeCUlPPv93XxVhXE+8taUQVldGQxtiaTEiT0D0+OltrMgd4hpEQyy5Zoq7Cy29/7DgnDzdl7Hu+98/9BxsSBXItNaVMLoaJabf3yEqDcep6NzAylxIBdhLBuQTynU6TyDc6VqiILDTqZt1jAN9+48aGn1HZcnftuvVtNEIp7MGys5OjruLcCbYLIYRtSH+5fOKRLtuHcj4V+Pmwkx9OydgJduK3f78TogvFGFTkK/itPOZkEbIlERcncVxZA01tt8VxLGaK4OWAGSmen4bxG6xNTcJyEA8aSja5Zxiwtgprt5CnbnEQ2I/EiuRh1lXOeFUbpQcPU9tUQVenD2XiBpSWo7m9vDAwzuVbS6jri1d1g+BqHHndLaWQKL31maYbfGE9mhtTdWRJoqHSx8+9rw0J0x6uK038pS/v+sxyXmkQBti2+U6mkDSJfKOfTgOsfKJjGxl0bTTqttlnlNN98cK54aLeL/nMeu3UHNk7QTGirlt1/IS1m2C7EEI4je3IobJ7OCmyRFzTd5SXaT7WZdst4IsxqMhH8F+Z8POv/8tZJpdWU3ym791ft6WDmqwvIV1fL8ZTb4vjaISzr13k/NtD1KlhWmIBDsUXaNHCVBpRPOjIWcSxgkGlEaUyHqV7YREW3kNad6qgoQXt4FH+8macUb9KD26CcgkrsoeI7CYac3FjdjmlCUoh91T/8CwXby4m8vR1w2A2uMb5qzP86b94NK9CsAONFTkFLqQ6lUTiZhMQiVQLP3AWasnrPdBoNolJT/Gwi37aDbC+8qmTeUXHNjLo2mjUbbMCyum+HBz3F/1+yTbrtZNzZO8Em426bvXx28nWboK7FyGE09iOHKrkh5O1XlU3+M6bN1JaC2fjTkQ5crXOhe3P6SpGxCMvwa/qjM2HE/+2fKZ72mu2LM8t50vIIXJc3aMxOBRFjcdxlWqU6jFqjVXq9Si18WU64kGO4We/EkFaWzFzkrNFjtedKoxQEPnGVf4JEEcmKPmYcFfznruRGXc1qsfH+2M1vNe/yuzNSWRNRpJcROLkdU+dGZzOEKIANxdWbIWoXQHlkbZq2uvKUs5VOm5FznAq6WyoAAlefmsso+FGJK7x2uWplChv8nlxKTKarie2PVv0M9uMSq7o2EYGfRuNum1WQDndlz0dNZne00n3S7Gfa4U+34u5/p0Qid5s1HUn5xgLBBtFCOE0tiNNwXo4PXdmiG+9fj0RvXLyYE3nTkU57F6GdhGtbC/HrX4ZFCPPLB/Bn97wA8zMgpnAas71b/QYbOglJMt88GgbnR0TXJ0MsBLXiHrLaW7Zx0ce6GB8NkhjXQn7Gn3IVlrFwgyzQ8MsD12nQQtRRgxXWtvo5F03nSp0GoxVGmKrfCA2Zdq4yS7cP/oZk946HlkuY95dyZriZVn2EYyXMHlzCjqrwe0BKXP/nY6Ibhgp96PVBfLSuB8t6aRE4hrXJgP8u8fv47kzQ9yaD5GUXoxHkamt8PKZj/bwwa5G2xQFWZJsrdbOXZ1hKdyfEBXp3Q7TcYp+2n3P2rdc0bHNDvoKcajZrIByui+fOtXN4Ljf9n7ZiudaIc/3Yq5/J0WiNxN13S1pfAJBIQghnMZ2Va4qsoRLllNe5JDfQ+ZOjdLtXoZWjmM+L8c78TIoRp5ZLsHvccm4FJmVqJrxt5KUff2bOQbD08HMhhV5XB/p1f+abnZlw1vCx39uv7leXYfGlkRaRcOHYjz/jXMEp2cpj4Vo01c45gpxn3sFaXkJI7IGurPHsQR4dBWW5mlnnn8O6EAUF4tKKWOeetoXNHg3bHbLq6gyf7wlicYfp4+18MqlqYzYtEuWUu7H9C6Q6cfn1kKIP/306ZT9T84vBlK8hV2yREd9OV/7zUfQdYPqMg8Ly5GU9IpY0iA1nxkEp+in3ffyfdZkG/Rly1Eu9PqLqTovnBtmcNxPT0cNT53qxuOS89pGi2z3pdPn54dmi/5cK+T5Xszn6t0SSb1bnR12QrResH0IIZzGdlaublchSyHYRRPyjS7cScG+WU9gJ8Fv2UiNL2ROtVs+007r13SD584McenWUkJU5ZNzahVVvX51JmOd+b6ErGYkL/aPZlj+2bVOVsrgf/n0L/DToWluzgQ4UF/K+9urkFeCEPTT/9Ygo4PD7Ist0REPUKev4UVFSYscpxwfoASVdm2Z9rVlePWG2Tba54PqOtjfbbaOLq+CsnJOllXzcIuHC5Nh1iQXumSKr572anTD4PkzwxxqruTM4JRjdNM6PtmuiXTBpeoGo3Mhfu0//QDDMGdmZJuItXWP2d23kmSmXMTT3FTSo5/5zqg4vaidnDecxG6h92BM1Xnqaz8kHDEHfRfGFvnewBgvfO6jGxLDTt7gdp9vxXOtkOd7Mdd/t0RS70Znh50UrRdsD5sWwr29vfXAaWAV+FFfX1/20MgOZzsrV7erkOVOcSdfBpsd4TsJfkuApadFuGSJ4/tqHVtUWw/bZBFskX4M7B7MLTWlTC2tZCy3paY075dQoa2TFZfCyZ52Tva0315IdQ00dyDpdbw8WYGsxqjVV6jR1mjQwrTEl9kXX6BDXaZGj+CVNBTDcLRww9DXnSpWYXoczv/E7HTnK0Wpa+A/7D/MjeMNXJxfJeIu4fDRTv5qyM/XvjNASJXwelz43PaCTJGkrPePdY282D9qG6WNxG+nOOg2Stu6x5w8kZ84eYCxuVDW6GeuGRWn3Ofk85R+nWaLpNrdg1bOs52DxQvnhhMi2CIcUXnh3DBPP3q4oHus0Huy2M81a/23Pc8zXUe2av275Rmdi7vR2eFuidYLNk7eQri3t/d/Bv4Z8A/7+vqW1j97APhboHb9az/t7e39ub6+vsw39i5iuypXt7qQZbunf7biZWC3T5AaEfO4ZFpry3jkaDPdLYU1+0hf/muX7Qu4ejpqeCZLBMF62Nq5F6QfA7sH8/hC2PZvTx1rzntf8mmdfGXCz8DIXMIKLuNakWU0JL777gzLkhvd5cZvlOJ268iGjgsdrx6nTluhWYryyZ5KDhghpMmbsDANq2HTAzlbgqquwWoIVkMo4zfoBrrXnSqWJ2q4GaqixFXNiuwlECshIJdSrniJSC5U6Xa76F995CC//tiRnH7PuVotJ+NaTy9Iv8cef7CTmsFpJOD0sZaEd/LDR5pT/r6QGRVrG9PbiVvn6bkzQ7hkOeNezjbgdMp/PzM4zVsjc6iakfIMsRsAAFwe9xcURbMb3DnNRlgUM/roFPX71YcPOT4TN7N+uxmduyWSulkv+p2WgnC3ROsFG6eQiPAnAMMSwev8AVAD/FegCfgF4LeBPyraFu4xNvKQydc7c7unf4o9rea0T4+f6EwROFFVZ3QuxOhcKGFz9szTD+X0FoXU3FG3IqM4zAbXV/gKbmQAprBKPwZ231V1I8MGzOdW6Gquyn2g1smnCDCq6gxNBzNSKJKvlYGROa5NBhIDAkOSwOWmuaaUKf8qYdVL2FtBeVsl+x6/fz3qu2K2iA4uwcIszE3D5BgszsHqipmbbCO6Ep+sO1VUhIJ8fP3zODLLso8JpYr3PM1Mu6sIKz4CSglljQ38+oMdKOiAkrHc9MFGPnhdMr/yoYO4FTlrGsJSOMrJHMWt+YgBaxtti+9UnW+9fj1FlFvn51BzJR6XnOKf7HHJKdHrwbQOgKpupER+rajYyW77e7O61EP/8FzeUbRCZyOguNFHu/VfmfDz2a+fY9q/anudO0Xwc527bM1D7KL/O1EcbgU74R1kRyEBmr1yrvYahQjhbuCvrH+sp0Q8BvyXvr6+z6x/1g98EiGE7zi5BPROmP4p9rSa0z7Vlk87Fi9ZNmf9Q7M8fNSM1uUrqOOajt1iJcmMAmbDSYTWVfj48lMPphwD2wfzelQ7/aVdyCAifSCiOPjrTiyEM47rpVtLPHdmiKcfPWwr1OOqTiSmJbSsjoQmKeArMZOny8qhtmHd31hFi6u8e2WMhZuTdHpidCmryLNTMH0LlhYgsoqhaTjZuFlOFfX6KvX6KvfFpzGAGAoB2Ycmt6G8ugoNTVBeaXbmq6yGklI0xc2rl6dsRbDlBuJ1ybhdckb+7tOPHk45V4UWdOUSA8kv2onFcFah7pRnfv/BBtxpQtjtkrn/YEPiHvzDly/wk0tTjsu2lithUO5zpYjkcp+LtroyooP5R9HymY2wO27Fmp2zjfqpespMi902JK8/XyHn9Fx6+8b8lnXC3A3shHeQHYXMqO6Vc7XXKEQI1wFzSf9+ZP2/LyZ9dhYzfUKww9iK6Z+NjI6LmXbitE9A1sinYcDZK9MJIbwRQW1hRZizRQDBfNi21JQyOhdK+TywEk28IJO/a/dgdooo5Uv6QOTmfIhXL09nfC+wErONSH/r9esMjvt5/MHOjOPrdskshqOJ6GVc07k2FUx9ya37HGuKi9/9tvlCicVUSt0KPS2tfOmf/COU1RAEFmBpgfGr1xm5cJn9cT91xiqlhoqL7E4VXjSa9BWYGYLvDa1XrXmhqhraOtEO9fDCpSUCAY12o4SAUkJEdqNKCj63wscfOpCI+ObjiFLofWV3rVmDjKdOdac03HC7ZCQpM1BuCWandb59Yx5VS/29qhmJ60yRJR473sob12ZzRsTfGJrjaGsVx/fVMjgRoLrUQ1tdGUBG1NnrVohreqKIMfl45TMbYeUqb0W0zW79do1WCj13dkKukGtip4rDrWCnpiDkG6DZS+dqr1GIEF4C6pP+/RimI9IbSZ8ZgK8I2yWguNMwW1F4st2jY6d9Ot3TwlI4mvfU90YF9X2ddTx58kDeA4BHjjZnCOGYqme8CLI9mDc7iEhexvmhWc4PzaXsn8+tcHxfDdemMo+dqhtcnQzwuEGGUK8u8zATWEv5fl4vf0kirMJ7M6sMzKzx0OG2dRs3jb+cLOON2jqqtDUa9DCNaogWNURbzM9+1U+tvkaJpCEbzuIYw4BYBGN+BuZnkC+c5ykk1iQXC3Ipw+4GLnuaWfGWUV3TyNPHKlAqq00LN1nOebydrkEnQeiU9vKt16/z5rVZppZWEuLSbCsNLkVOdC+sq/DykXtaebF/zPFezkdwpA+2POsR8GhcT0nFiKk6Q9PLPPnQQa5MBOgfniM6aJ5z97prhBUxdykS33nzhm0b8uHpYKLgM6bqZrRd01NEviSZ/sx2BYGb5f6DDbTUlCYiwMkzLPk+E/MVcoU8a3eqONwKdnLBoN2zNf39Ozwd3DPnaq9RiBC+AvxSb2/vfwA0zJzhgb6+vuWk73QCmR5PgoIpttAsdn7uVo6O8x0AOO3Tye4mTnY3MTAyx6uXJ3n10nTKBLtlc2atS9X1jDSBZEGdXqwEpmB88uSBgva1u6UKX54vgjtRsJmryYGTw8XYfChDqOu6wVdfulCcl/965Djm8hJSfIQUH5NGNS6vjmLoeAyVGm2VNlb59Xuq2GeEmR68is8/S5UWwa2rSMbt85WeXCFjUGbEKdOC7NeC/HxkBF2SkVdKkZ49i9bZzWhJM+NxN/VtzfQcP4hSWZXS+MO6Ri2Bl5yyYicIk/N37QZXqm7YFkQaBpw+1kxHfXlKXvKViYDjvZxPy3an/Nf/9P13eSUtZSIS13jx/CjXpgIJkR6Ja/hQEjnTcU3nO2/eSPm9XQ5ua20Zp441c7Cpkpf6R7k2ZYoLqxtfTM2eKrERNN3giy+8xbR/NZFr31pbxtd+8xG+9M2BvH2Y8xVyhTxrd7I4LDa7yXrNybnHbhbkbjxXe41ChPD/AbwETAAqUAp83vplb2+vApwiNUIs2CDFFprFzs/dqkhGtgEAkPFyyrZPDx1u4kRXI0vhGFfWi4NkSaLEo3BtKsAHDjTwpW8OcGXCn1GEliyoneyrCn2A77QXQa4mB+mdDsHZl1fTjaK//B/taeG1y1PohlmQF0chLilEcBPzlVPbWkX7L9/P732znzFPHRXVIVqNFd5XFucX93mQp2/B/DRaOISkxsnmeisbOqyGMVbDyJNjHAL2I7Mie5gsqaHtwQ+idByAqhq0imq+8qNRLsxFWVFJuJKcOtaCpmcKwuT71roG7AYZdgWRXrfCY8dbM+6pbNe9tY4rE/7Edqi6wXfPj6a0bLe8pcG8n61j/qZNysTlcT+akTkocisynzzdzfNnhlOK78A+B3fav0pXcxUPHb49WL0xu8ythTCvpgnwjT5P0kWsbhgZPtHT/lXeHVsoyIf5y089mNc1Xsizdqc9E7aS3WS9Zvf+nfavbrpOQ7AzyVsI9/X1fa+3t/e3gX+x/tHzfX19zyV95ecx0yL+rojbt2fZCqFZzChjPmJmI6kdTgOA/qFZXh4YsxXI2fZJkSWe+dRJ3rw2y1dfeoeYqrMSVfnGueu81D+GruvEkvIpXbLExx86kFIU9fDRZk4ebtr0A3wnvgjsBO35oVmuzyzT3VLF8Y6aRNQu24N/oy9/q5NbS00p9x9sSPneye4m7t1flxjEuBWJ9rpyTh1rSfi/DozM8d7MKhHDy5zHyw2jjneQaH7/PTz4CxUQWOT1s+8y8t5VmuJB9seXaNFClBlxPGhZxbELnSo9QtXKNLzy/fUP3ajeEp6Il9LpbmLcXYffVcJKrILDH2pnZEnPEISRuMaL/aOJfXcaZPjWo075vGiz3cuKLPHlpx7kn/e9ymzwdrpKuihPH3S6XTI1ZR5aakqZWFxJmQVJF8GQer9vJAc3PU0nXYBvJNpmN5CuLvNkfZbm68P89o35vK/xfJ+1O/GZsJVkOy47yZHB6f1rPXv2wrnaSxTUUKOvr+/PgD9z+N3fYVqpCYrATp8yyxXJ2Ghqh9MD6OyV6Q1HyBVZ4vps0FagpKPpxrpNWuo2FmsQsV0e1fngJIxOdDewvBrjeEctT53qdjx/hbzkvvSJE3zuv76eiBhOLa3wxRfeyrDPeiaHSEi/XgxJYkWFEX+MB++phepavNFy/nqiBDUWp0yPUq+t0K6FeF9ZFNf8LO3xRZr0FUqNOO4sxXgAhhrHo8a5h2Xuic0knCqCsg/1L3+KXH+Q02sGi1IJfqWEJbmUiOzmwtgiVycDichid3MV9ZW+jFmGzRZEWrx9Y57FUCTj80iSAEwfdMZUndlgBJccpbzETWAllvH3Tj7Kds8DS9Tn8wwrVmTUbiC9GIridskp9/9mcoGtyP7AyBzfODeyKdG2k8RfsSlk33ZCzUkyTu/frubKHfv8Fmwc0WJ5h7LTp8xyRTI2mtrh9ADSdCNDuEbiGq9eyq/KfHDcb/u5ZZeVvK6dMthIxuowdvaKme/8aE8LJ7ubivqScBJGs0Ez7f/aZDBlaj3btqY3E0h2Q0gWSVbEMKrqGdHK5GV84pGuxDqTf6fqes68vRPdzXS113F1MsBS3M1KSRUlrVUstlfx7TPXKDeiNKhh2tQgLdoybbEAHXE/DcYKPkPLy6miUV+B2RFaZ0f4ABDFhV8uYcxdzbueVmbd1fiVEuZHl/ncn60ysRxLeFM3VZfwmY/18MFDjRmd3TaTumRnjeeSpaxFdWCmDqxEVDxp4jHdVSN5+5xyjtPPezFmFHLtd4a1n6bTXF3CUjhKTDWvlyNZnqW5ghDFEm07TfwVk0L3bac5Muz096+guDgK4d7e3n3r/3eyr69PS/p3Tvr6+m5tesv2OLthyixbBHCjqR1O7WqvTgZsv3/myjS6TVOBdHo6argwtpjxeUNlCcHV2I5+2Gm6wReeO897t5YSVfavXZ7i3v11WbvZFYqTMLKwm1rP1dXPEr3JbghOnfKs6+NEV2PWPPH036W7F6SfQ6d7aWBkDsNXwnzcw7yrgkGjmTIXdFR5WV1cojoS5ICxzLGSGI/WqETGbyGFArh1FSWLOJaBElRK9BCt0RAPR8fRkVjDxaJSyo2lOt51tzLnrsCvlLKql4Oq2YrGjYqiQ82VeNMGCAAd9eUpRXXpgwgLSzxaVnpOPsrJ2D0PvvzUg7xwbpjBcT89HTUbnlHIFycPbp9bSdw7hkHWzoZOIuj+gw2cH5rltctTKQ1JNiradpr4KyaF7ttOc8/Y6Pv3bo7w381kiwiPYRZcHwOGkv6dCyPHcgV54vRi2A0320ZTO+weQLph8Pvf/pnt9y0/1VwP2qdOdfO9gbGMxgDP/vZjvDu2sGMHG2C+VAYnAinvbt0g0Q65WC+KvDrP5RCrjz/YmfECtBO9doVhbpdMZ2NF1pcokPE7jyFzpLWahkpfSnvjZOzupQzB43HRnZ6e0FjB/ftr+L0XzjNXPkWNK0CHGqBJDdEe89OuBqg2onjRULI8HmUMyjCdKvatBfnw2g00JFYlN/NyGaG/fJeWSA2SXMqSXMKSVsrVCWPD5/dEVyPH2msSBXMuWaKjvpw//q1TKUV1rbVlGZZ+YPpjf+ajPciytOF7w3JrsI7v1clAXjMKmyE9/9ytyJR4XUwurWb3uE4iV3Tb7v7IJtqcntc7TfwVk0L3bSemAhY6MLubI/x3O9kE63/HFLXBtH8LtpHdcrNtZmop/QH0/JlhtDyuvGwPWo9L5oXPfTQjOuVx5faK3W6uzyzbttm18yDeDE7td5OxXk5OYrVmMLMJia0bwrrTws35UCI1JabqPPt3gxxtr3F8iRoGGb+LqToXby3hczu3N3YSI/n4NZ8fmuXCzCpRqZLRkkreNjpwoePRVer0VVrUIB3xwHoxnp8WLUSFEcWDnlUcKxhUGDEqtBhM+Xk/oCKzIrmZVcq57G4m/uYycBwqa6CqxuyMl8dAON+I1v6GClshXFfhTQwoNnp9FRIVLNbg3trvN6/N8Cd/c4nQWtw21zmX4LS7BrL5kmdryev0vN6s+NvJAZF80kvS06eyReF34j6mczdH+O92HIVwX1/fP8v2b8HG2cwDbLfcbMVM7XCa5pVIHZnleol4XDK/8eEjBa9/uznUXJnwak3G45KLGjGxzln/8CzP/mCQheVIinj1KDLVZR503eD6rH3ERyKzCYmTG8IvfXA///HFC4k2uwAzwTUWQpGMjmrJ59Ypau10L8RUnc9+/VxKM4Vj7TWJwWOugdDwdDD12pMkVBR8ZV5m1RIm1BreLZdQDB05bhbjtcUDtGtBmmNBDugB9kmr+NQokqYiZRHHLnSqjChVapTD6iK8cRneckNpGdQ3oXUd57mbcCkIs4aXVV85hzoabAfCuYoXf/f5fi7b5M57XDKf+VjPhgWH9Xx7sX804zzZCdCtGNw/d2bYVgBbFBptzJY25MsyyM/VSXCjwYJCWnVvh4DMFghx2vb0QlGnHPOdFvSxuJsj/Hc7IoXhDpPrpZyL3XSzFcshwWmat8LnYmh6eUfn9xYDc/+ree/mUsrnHkXOsBzbLIos8fCR5oTH68hMEFXTeeXiFIvhKDOBNb760gVHc/nTx1K7+lnWaF/7zUcyUlD+4uywbaTbEt9ODgXJU9/ppN8Lmm7w2a+fS4l6RlWdS7eW+IOXL/Dh4605RYLukE/a2VDB+zrrUGSZruZKVE3nK999hzHFx5inDgwDFzoVxPlfP9zGfZ41zr32NqtTE+yL+2lMcqrIZuNmqHFYDsByAPnGNX4d06liWfYx4ariYqCN4b8NcrTnoBk1rqwGJfuj3RJoGYMrRaanvYaT3fY54PnkSFoix+782AnQYg/uB0bmGF8IO/4+m3B1wi7C6VZkTh9r5jGbayim6rxwbpifXJy0bZ5itSvfqEtItmOWLcd+MwKykOshWyAkmz1dtih8PtfFdg4AdmJ6hyA/8hbCvb29p/v6+s7m8b1/09fX939sbrPuTpxeyoXkeu7Fm83poQrs6GLCfMh3mvvJBw8wOJ7a+COu6YmXR7FJ93h9sX8sIZqSzeWtIjhL8H6wq5EPdjWmDPamllb40jcHEp7Pmm7QPzzL//2zm1m3QTeMhKNCskOGdS28dnmKs1dmUsScS5HpbKhI/NtJFKm6wSuXpnjz2mxOkSBL9p9fGvczMrO83o2vC4CGSt/tVtPrkWM/Cl/uD/L/+KX3c7arinPRCcq1KM1aiPa4n3Y1yPtLohxzhVCXlpDiURRdxykTzXKqaNBXaIit8IHYFLz8U/gbD1RUQcs+OPY+87+VNVBdA2WVZse+da7PLNsKVbdLpqejhv6hWV4aGONagWIqXaClHkds3RqGp4N5RY7zxckxQ5ElHutpsRWuuXCKcP7O4/dlLCem6jz1tR+m1COkY7UrTxd/+ZItIAKZefSbnTXcSNTeKRBit+2RuMZrl6dytiPPlYu9nWmD+aQDbnekXmBPIRHhn/T29v5eX1/f79v9sre3twb4c+AXMbvQCdJweilHC8j13Ku2Lk4P1Z2e35uNQh7co3OhRGGgRbFzhJ1weiE9fLSZN67OJATvtH+VL77wFo8/2OlojWZFq7LlIVvoBgRWYsiSlHI8rGvhRFcji6FUNw1N13lpYCyR3+okiizyEQl2rbHt/v5EVyMfuaeVb75+nfRVhiMqX/nuO7TXlqLLCgGplICrlKveJiTD4ItPvg+pvQz33BRMj8P8DMxMsjIxhh4M4jPiKBhZPI4NiEVhcc78ufRTsx20x2tGiTsOwJH70BpbeS+oMzuzhiKRkXu/ElX5i7MjuNdbHlv7ka+YypZCoMgyT5zoTDmXmm7w+tWZjO9uJu3nUHOl7fnaV19uK1zzoZBUrxfODWcVwRabEftOAZHOhgpeuzxV1IEFFCdqb4nAicVwhq8zwNkrMyyF+7O2I88W9NnutMFc18h2C3WBM4UI4RHg93p7ez8MPN3X15d4evX29j4MvAB0AC8WdQvvIvLx9szFbrBVE+RHIQ/u7ZwJcFq3YRgpgjdbwVx6tCqXCE7/O6fq/idOHuBK0vJ0A64lHUMnUZRMeue39Hsp3YnAbhtHZoK82D/KlQl/hgi2iGs6U/5V9tWXc3M+nIj3SrLEyxemeOj4SZSaOjhyr5kgrcb5ux9dYODs23SoAVriAdpjftq0ZSqNGF7U7OLYMCAagblpmJvG+NkbgES35KJaKaPH3cA73jbmXJX4lVKW5FKiijuxrXb7mUtMZXMeUTWdsfkQDx9tTnw2MDLHtH8147uttWUbHtzbdS5Md8zYCPmmejl5ltvVNHQ2VmyoGMzJZvKlgTGuTGSuf7PPis2m5KWnzEhS5vGIa6le4oUGfXZC2mC2a2S7hbrAmUKE8APA/xf4deCd3t7ef9rX1/fD3t7eLwC/B2jAv+rr6+vbgu28K3B6KSd7e+bDTu5OJsifQh7c2zkTcP/BBlpqSlPy2o+2VSNLUt4Fc9aLOJdXcTq5XuCjsyHiaaI6+Rimb7ssSRiGkZF0kNz5zS5C8/iJTmrLp1kIRbgykZpbazV8sXLYsxFTdQ40VTDlX3UU72BGagdG/QxF3Fws38/bWgcYBm5Do1ZdoVPzs18NckhZ5XR1HGVxDtbCoMZBd94GGYMyI06ZGqBTDfD314ZRkVmV3MwpZVz0NHPJ28q8u4IluYSgUkJccuV1LiC784jd3ztdD6eOtWxYtG4kWGDl9KY7ymwEJ8/yxqpUz/IjbdW81D+a0cI8nwhh8j6OzCyj6TpTSyu8cW0247i7FXnTz4rNDsTTRaBhmKky6en36S24CzmP2502mCvtYScIdYE9eQvhvr6+VeA3ent7fwz8KfA3vb29g8BxTJ/hT/T19b23NZt5d7BVkQrB7sJ6YI4vhnGluUE4Pbi3aybA8oK1Ir8uWaK1tixR5GP34nnkaDOjc6EM4Wy9iHN5FVvkU9RkW8TkkhlfCPPGtRle6h9lamklse3tdaWAxMTiSsbsjF2EJn060+OS8brNFtzJ4gXIKYKtfQcpq3hPX6ckmVkOBhJxycWsp4pZqugHfC6Zkl88zskaCaZvwcwEzE/B1Dj4F2Bt1RTHWRpIuNCpNKJUqlG61CWeWB1ERSYse5hxVfKOu4UbpW2U1zVzf51C/5VJRuZXM1721nV9z75ajrVX85OLkyyFY8Q13fFc2p0/33orW4uN5FUWEixIz+m9MLbI9wbGeOFzH8Xjkgtef76e5bpu8NWXLmwqQqgbBj98d5zFUNQ2ig9w+ljzhlNCLDY7ELcTgbpBpq1i2vMv/TxquuEYQd/OYEE+aQ8bFeoir3jrKdg1oq+v77/39vZWAH8C3APMA4/29fXNF3vj7jZEWoPAUeQYuYVfvi/3Yj440yM5Vi7w2zfmHadnv/fTm7bCWZGljL9xu2QwzBe6qhsJq7VTx5rpaq7Kue3py5Mkc4r1J5emOHfVLKSzNKCqG9xcWMEty+vRYTLSGNIjNOn7b4ndX/nQwZRWw8+dGcp5LD2KxNG2ah7taeHNa7OOL0S76JkiSdRX+ZgNrqVur6pzfSnKyePd0NpB4g+iazA3A1O3YHYS5qYIj94gvrRAmaHiQnN0qpAANzo1eoSaWIRjsTlYeRdt0UXo8jfxylWsedr4q9JGzrW18rlPPgqlZXzhhZ9yZT0S7HHJHGur4bc/dpyx+ZDjsy6XeLkTeZV2Ob3hiMoL54Z5+tHDBa8/X8/y588MbzhCaB2XXLn2PrfCY8dbN32sNvvucur411pblmGr6PT8y3UtbOf7NZ+0h40IdZFXfGcoSAj39vbKwJeBzwNh4D3gYeDV3t7eX+vr67tY/E28uxBpDXsbO5HjccmcOmpvw1Qom7XnS8dpOu+1y1Ncn1nm8Qc7edwgIXZ0w+CrL16wFc5O0533H2zIaSHlJO6Tl5fuImEnEAwDYtrtlIR00iM0du4KUVXHrch88nR3Yrsu3VpKX1QGNeW+xIAg2wvRzkVBMwzm0kSw3fYC5sjKVwr7Dpo/6zs+eHGUv/jWq+yL+2lTA7TGArSpATrcceR4FFnXshTjgaKrVOsq1azw/tgURhiicy7iw3/JSn0bBxbL0b31LCplBPUSLt3UeOJkJ5883e28zBzi5U7kVTrl9H5vYIzJxZWs63e6LnN5lsdUnZvzoax+2dmwjksuEbwVEdEskwuOOInAQuzj8rkW8nm/bkWENZ+0h40IdZFXfGcoxD6tA7Mg7mHgXcxUiKGkHOH+3t7e3xE5wgKBM3YPzLiq01FfvukHWzHs+dKxi+RIklnhrWp6RoQinyiX3csq28srn0jQQ4ebzGJUh+nhbDj5FQMcaKzIECuSZHoI5/LMTWcxFEkMCLK9EJ18i61Ps22v40tekhgJaFzzNnHVu36cDYNKbY1P31vOIT3IxYFLNEWWaFOXqTbWKDFUXFmaf0iADxXCfrxhP78N6CGI4mJJKWXYVUfgb6bAdRqqaqG8Arwl5gG02z+bVW1FXmX6MTrWVm2b0xuOqLw2OJ3xea4247kGnU72ataMQT7C1W6wZJHsb3z/wYZNiz5NN+gfmuXZHw6yFI4SVzPv+1xkE4H5BoaKcS1sVYQ137SHQgNhuymveDencBQSEb4A1GAWzP3bvr6+KEBfX98zvb29r2GK5D/p7e39+b6+vo8XfUsFgm2mGDf6VhZ0FMOeLx27VIa4pqd4CidHKA40VWRYI212/+yiIoMTfv7w5QspUXS7YytLpm2Xqum40izBwIyaffyhAylpDinn1Ka6XVr/n2yeuXaoupGIpFvXj905cfIttuhpr+EDB+sLtmfKOD6SRKykgvJ772MWeHG2kcXgGuXxMIeNIA+UrnHYtcbq2BjN6jJVRPAaWlZxLAMlqLRpy7Rpy3BlFOPqXyN5vVBdB52H4cj7zDSOyhq0kjJ+9y/fzX+b2dz1ZHeMDrdWUe51EY7mtjxLXv9Go3VO9mofOtLM55/8QF5NS+ws58AUwcc7avidx+8D2LToS+5AmJyD7JRPn8/zcSMRZSjOs3OrIqxblZ9cjH2+EwJ1t6dwFCKEZeAf9/X1fTf9F319fW/09va+H/ivwOPF2jiB4E5hPSyGp4Pohuku0N1yO0e1WDf6VhZ0ODYSkMj7wWn30EyO5IwvhPnJpamUv0mOkL3UP5rywnRqolDofqVHRWKqmQf8RlJDDNuc5bZqnjjRydh8iM6GCtsmEU8/etjxHI7OhjJe3IYBY3Pm53aOB3a5x2AKaKdIejLdLVW2LcUt6it9tukGuV7yTscn2bnA7ZLxVjXwDz76GCcPm90Fn/nLn1ERCXIgvsg+NUCLusy++BKNapgKI0aJpCMZWSLxho4RWUOamTCL+c7/BGQFfCWslVbzcKSKMk8Lk65qgloJ18fVDVto5cLuGA1NBfl3j7+f67PLGUVuFpbDQfL6v3FuZEPROqdUjOBqLK9nycDIHFNLKxmf15R5+Ow/ujfhob2RzmwW1nPg1ctTGSLYIluBp13L580+P4txLWxVhHWr8pM3u893SqDu9hSOQoTwB/r6+sacftnX1xcAnuzt7f1Xm90ogeBOYj0s0u2vfEkPjWLd6FtZ0HGoudJWQLldSl6tmLM9NJO7zL3hUOg1MDLHtalginC0migAG/JLTexXHg0tsqUcWN61lrjLdeyzmf8nR2TSt8vjkjEM0NOEgyKBDo6R9GSsluKXbi2SroVlCU73tNgeJ6eX/MhMMPH7x0908viDppC3cy6IqToLyxGGZ4KctIRoRy1XJ2UG4pUMYEbHZV2jXV/mHleI09UaSzdGaYv5qdfClBtxPFmK8QDQNVgNU7Ya5peZ4Je4jIZMWPIwrVSg/fUQRE6jNDTxlV86wk+nV7m+sJrzftmIhVUkrvH9n97kyZMH+KUP7ueFc9czlmtG4RvoSlrmRqN1TvZqPR01ee3L9Zll29zgX/zg/sR1rukGr26wsUa+KT/ZCjzTr++NPD9zDco38uzcyhm5raj/2ez74k4J1N2UwmFHIfZpY3l+7//c8NYIBNuA9bBIF5DJD41i3uhbVTB5oquR1tqylBxhi3xaMTs9NPuHZ5El8wV8oKmCI61VGd6nThEyVdO5MbfMywNjG45K5NPQItl7NJfdUj7FNOnm/3YRQSAjWlNd5rndYjmJjoZyxuZS01acrh9FlvjyUw/yr//LWcbmb/+NBNy7r46T3fbbbveS97hkzl2Z4dtv3LA99nY53apu8K3XrzM47ucrnzqZ8iLubKxA1w3+7IeDTIVc3NJr+NughF57AEVT2af52b/eNrot6mef6qfGiFApqbh1jWxto13oVBsRqtUIXHnV/HG5UUrLOdnUxslj74e6I7CgQWk5lJSBotiet0IsrOC2j/ThlkrKfa6MqPDQVACXIvPUqa5N23U52as9dep2lD/bvjhbzlWl/O1lm8hzPqIvn5QflyxxpLUqsa+52ibn+/xMnpl7/eoMU0srxNJykjfz7NyNnVkLeV+kDx6Gp4N3RKBut4fzZinYPk0guNvI1uTBemjshhtdkaWEh28y+T74nF5Wz/5gkMBKaiOAzz9xX4YtltMx0nRj01O09+yrpaejhumlFc5dnc3Le3mj04L9Q7Mp08GGAbIs8VhPCx++J9XZIz1ac2XSzzdsIor76yuY8a/lff28fWM+Q1C7FJknHuzM2PZk8dBSU5piR2X92+nYOwlDVTe4dGuJ584M8fSjhxNpCgMjc7x2ZZrZYCTxXau4T1NcjCoNjHpuzz54tDhHCPDb91bQJYVgZtJMjwgtmxZvmrM4NjckDst+82f4EkgShstN1FfGQnkjse57CTcd4EbMzZrLy7UJPxE1Ner+3JkhXLLMoWbTocRpUBWJawxNL/PvHn8/ZwanOXtlOpHiEtMMW4eCjUTrstmrWWSL5OUSc9bfpqczeFz5NdbIp+mNvF6AaeF0HVltkx9/sDPn8zNbJLpYkUyncwYbn7HaKdg971pqSvGkzRJuxXtrNw4wkinUPk0C/jHw94E2wGvzNaOvr+/vFWHbBLuc3VJFmm3q3Xpo7JYbvbulKqN7Yb4PPqfmFMlm/ZG4xrXJAPJJKSNP1ekYOXWgK2SKNlmE97RX20ak0ylkWjBZTP7Vz25miAhNNxi4Psejx1PTEtKjNcPTQdt9aa8vJ7ga21S7WLsWxXYNP1pryzh1rIWu5kqGpoI8f3Y4ZTnJx946Z5duLWXklydHhr/81IN88YW3skYKFUlCN4z15h/rAwifD7ntKHPHO+mfC3HonkpOtJaiTI7BzDjS7BT69ASRyXHk1RBuLZ7Vxs0wDIjH8MZjtIX8MH0NHeiWXPjlElpd9bzjbWXY20BQKWVF9/KtcyNoSdF8y7Lrxf7RjBSFaFzj1kKY/Q0VnElzjLC7Zjc6u5PLXi1XBDWbAHfs1nc0v8Yads8BlyxhGKaNH5gpNMndEJ06Clptkx83MmdP0q//XJHoYkUy7WaNdnOhl4Xd827av1qQV/NG2e09EgqxT/MCfw18mNuF1Ml7aZBZYC3Yo+ymh4v1EHfKEbZu6N1wo29GsNv9rd1Uf7YpfbtjNDAyt6Fout2D/dpkgM8/eR+yJOU8D4VMx+aTExmOqDzz3XfoyeLLbFfo5nXJHG6p4lOnu/OOROU7A2HX8GPav5rIZf3zV65lbGPycqw0jH/e92pGsw4wxfDVyQAvnBvOeXyOd5huFp2NFWDAjbkQqqbxk4uTfOW776R0mPvKp05C9z3mQLl5mcOnDe53h1DmJs0GIFPjsDgHqyGIxcycYgdkwGeotGghWrQQj0ZH0ZGISC7m5TKuuBu46GvjuruOuZthLlxr5aEes/lI+j5ly//e6hmg5MCBqutZI3nZBLhT6kS+jTWcngOzWZ4D1r3/hy9fsC2mHZsP5Xx+5opEb9Xx3+2FXtZ182L/qG0k/ZGjzXS3VG35e2s390goJCL8eeAjmA01/hizo9yXgD/DFMf/EXgD+PWibqFgV7KbHi7JAm5kJoimGyiynFIYY31vp9/omxHsdn+bXkwF2V9Idsdoo+LcSciOzYX45OnunOdho2IyGzFVz3od33+wAXeagHG7ZO4/2FBQJCrfY5ZN7AO27gItNaUpy3n7xjyBlajjPkfjGoPj/qwiRZbgyYcO8PCR28VaLw+MZUQIE3nnQ7MOeeO/ZF6rhmEK4YnR9c540zB5k/DMDPLaCl40lKw2bgalRpz9WoD9WoB/EBlGQ2JVcrP8X/6Wqe4eHrj/AR6tjnNxIcaS7kLyeLPmfxczkpY+W3b/wYZExN1an3s9VSI5R3ajA9pCtt32OZDWKAfs2yE/drzVtph2X305z50ZSqSCWPdDMtlm5raqOQjs7kKvfAbxr1+dyet5uZcpRAj/E+Dtvr6+/zdAb28vAH19fTPAN3p7e9/C9Br+X4A/KupWCnYdu+3hshtEbr5sZl/sxNpmBcFGxflm87I3Iyazke06fvvGPPG0osu4qtsWK+YaLOZzzLIdo+HpoK0F28NHmzMicdk6lHndCj0dNY4vW89698LkIr5snc+icY2zV6azD5QlCeqboD6pe9vUEqXBeYYG3qUp4qdFDbI/vkSdukoZMbzoyFnEsYJBhRGjYnUO3p2Dd1/l38oKcU8JwbJaIi1Hab33hBmVLi3jK796PwM3/UWJpCUL3wNNFSmWdU653D4UPn7yALPBNQzgUQe3kIz9LMLs1UafA3b33OHWKr72/fcSPs0Xxhb53sAYL3zuo3hcckaOe3KBXCHt1jfKbqj/cCKfQfzU0sqODEDtJAoRwoeA/5z0bwNwW//o6+u70dvb+1fAP0MI4T3Pbn64CG5TrJSQjYjzYuRlP/5gJzWD00jA6WMtCY/VZLJFouzwuhXims7zZ4Yzct/tRGXMoaFJrsFiPscs2zG6NhWw/RsjzRg5n0jcU6e6GRz3ZxTiOImUbIMLr9uM5RaatmLlQLurDqOWG6bvsaHSFvPTqS7Rri7TGl2iQwtSq61RRhx3HjZunkiYhkgYFm/BT39oOlGUlaM0tfPQ4Xt56NBhqCo10zRKSkGxf2061USk74PVlMY6DZG4lmiJnn48Xrk8lShUfePqDK21ZYmp7mz3YbEH9vk+B+y+d3XCz3s3U1uQhyMqL5wb5ulHD2fMipg57uZ1ZbVfvz5jznBshRjOdg/t9DqXfAbxTs8fwW0KEcJxIJL07xCQbk56E/jlzW6UYPezW4rLBLkp9KVarJfHRkV4ekvYmKrjVmQGJ/wgwcnuVDGcfq1aBWePHG1G1XVevTSV0lrWpUh8580bGbZOhXrLFmOwmO0YOXWoSz9+TvtvFdxZ9+zjJzqpLTcLyE73tGQcR+vYD4zMMb4YxqXIGUWHbsV0Lni0p4U3Hfyok7HLgdYNg2NtNdRV+Bgc9zO67GLUe/tV5NNj7I8t0an6aVODtMUCtOtBqtQ1SonjRncuxsMATYXlgPkzfAlJkkzxW14JbfvhyL3Q2Q21jVBahuYtof/6As/+YDBRWJrNg9wuSq7qBi5ZShHD6YWqUVVndC7E6FwoZfl3Spjl+xxI/96L/aO23xsc9zsWeGm6wfB0kD9/5VpGoVe++5zvcyibk0Sx6lwKfSbm+/18BvHWfbXTRf12UogQnsB0irAYAj6U9p0PAEsI9jy7pbhMUFyKXSS5ERFu1xI2runMBNZsi91yXav/9LEjid/FNZ3vvHkjkXJgTen/j1evMRNYZT4UwecxLeOSBZHdALBYg0WnY+RUuGf5zSb/fbb9tzunS+Fohp9x+vekdYctwzDTJ2rLvXzmoz2cXN/OjaatxDWD924t4VbM1tnpRGQP13zNXOO2u0altsq+uJ/9qp+2WJC2eIA2PUiTouLRYhias5AwDANJjUNg0fy5/La5Yy43emUNl4wq3tXrqXE1oLvKCMse1mKerB7k6XjXBx/Jos/Jkxpy11wUS/Skp3RgwOhcqKBlZmsg4uQ//K3Xr2dEyCNxjcvjfvqHZlOcU5y2u5DnkN09tJnOfIVsSz754k7bbjeIdbtkVM1I+dv7DzbsmuL17aAQIfw68PNJ/34J+P3e3t6vA9/FLJj7eeAvirVxgt3N3ZR3Wyzu1lG5U0vWO10k6eShahFTdduXabZrNfl3z58ZzojoReIaL7ye6h0sAc3VJQnhV0gkqljXg9WhLh+hnW3/032Vnc5penTPEsCnjjbz2PHWjH3baA60hdM5tmNZKeWSUsql9ViOZBjcVwP/26PNaLPjnD93gVL/DI3xEFVGJFGM53gm1m3cpMVZ3scs72Mo4VSxKJdyxdPAZU8L/kE3xzpaqVJ0Aupt711ZMrsuJrfbtmzdshWqJuOUq16swajdwMYw1nMiFZme9mqeefqhnMu0bSDidXGoqZLXr85kdG4EbFvFg3nO/+j77wI43ldQnGJtJ5E+MlNYmkEuT2g779+ppZWMwbbdtts9Q6x0knTnnt1SvL4dFCKE/wLo6O3t7VzvMvf/AR4HfhMzL1gCRoD/tbibKBDcHewmS7lCyFW5fCeLJPOJvsU1nWd/OJj1RepEvvnEBrAUjiLLUtZ1bOVgsRhCW9MNnv3hYIbojNicU9vorarTUV+ec4DhRK6ughvFkCTeC8KnzyzzkePHeLG0hJgSo0kLsS/uZ58aoDkeZH/cT6c7SoUehXgMdGfxbTlVlGpBOtaCfGxtBONvXwevj6/JZbwjNXDZ08RkST0Nbc38/MnD3AjEUs6LU4FaNo/zdIoleuwGNhZxTee9W0t5RWfTG4gca6vm8oSfP3j53YzOjUpaeogd4YjKV777Dsc7nG0Mi1Gs7XSvn7syndJhMBe5nF3Sz9XN+RDphyDbttvdR+n/3m3F63eaQlosvwq8mvTv1d7e3kcwxXAXMAZ8v6+vb7W4mygQ3B3craPyXJXLd6JIMlduajpL4eiGjnv6VGS2F/dOKFKxXpJWVOgb50YSMxFgRnvPXplOuBKk5/0OjMyxFM60VnMrcsY5LXaBbHJXwWPtZtOPy+P+FJEgSWazh7hWuH29ZsBMYI1vvnHD7I4nK0zL1Uy7q+lf/065YvD/eqyF93tWYXYCZqfMznjBJVhdMTvfGc7rlgwdKbJKC6u0MM8/XBnE8MtoiyW45lp4qKsHSo7AdAQqKqGkHNxmDXq6reO5KzN5NUbIJnqs6yCfGalcg0rDgLNXpjl5uCnnMpMbiJwfmuXFt8ZSBLZLkTl9rJnmmtKU1CMnrEYdTvdwMa7FE12NtNSUZnTqLNSFIdu22B1ju8fJZp+hong9O5tqsdzX16cC3ynStggEdzV366g82wtzK/0/LbLlpqZ3xLKIb1CkpkdZ45pum88I5ss/nxfNVqfLOHXoM3Sdi+P+hI577fIU9+6v45mkKNv1meUMOziAugpvXtZZLTWliW57heyX7bQ8qZrTu94y+ImTB7gxu5whFFtqSlmNxlkMRbNGGXUHIeuSJcorSlipa0NLnj1YXYG5SZieQJ+Z4L233qNyeYFqdTXDqSK9w5QESOjI0RW4OYJxcwTpx5LpVFFaBk1t0H0c9ndDcztKeQUPHarjocNNPHUqsyFLvgVUXrdCZ2NFQTNS+cx+GJgFZVYzIpcs0VFfzh//1qmUltHJOHVN7Kgv5xOPdKW4k2QbaCY/O+3ybIth+2jXsr7QAW6uWoBcxzjfZ2i254goXs/OpoSwQCDIn7t1VG63X9lyQ4tNrtxUVTP46kvvpOQhbua4J09FarrB5VtLvJtmDyVLcKy9Jq+X11any9jNRFyZ8KPpRoqw1A24MuFPiXY5ndvPfKwnq3XWyMwy565MM7W0wvNnhhPi+4kTnXkVW2WblgdTpP7Khw7y9KOHUWSJh4802wpFgP7hWZ79wSDzyxG0LILYcm1wKzKGYaDrBjOBNf7ji+9wLLnAsrQMOg9D52EU4H2/rPP2xRtcv36dQ8YynYSQZiZhfgojtIy6uopiOLeNxnKqCAXNn5FBcySnuKC8Alo6oOs4yv4uHmps5aG2ZtPGzeHYOYkejMxp+GxR1RNdjRxZ77hp53QhS9BcVcIbV2cSEVxVNxidC/HZr5/jTz99ujCh3lBB//As1WVeDrdUUVfhpbG6hG+9fsPWHTrZDcHuHvrSJ07wrTdGEk08njrVXfA9tZmW9RbZUpSytTgHuK+zjidPHsjLZSLbc0QUr2dHCGGB4A6xE0blWxF9dNqv33n8vjvyoM2Vm6rpBj15Fo3Zke2YKbLEM08/RP/QLGcGp1gMRamr9NmmGdix1ekymm7w2uWpjIiTUwON9GiX07lNd4ywsAYJAN9+43pKwc/Fm4sMjvtTCsQKyfFM3y+3Iqf8rV2O7cDIHKOzIT7zsR503eA//+gKc8GIbRT44SNN7G+s5AcXxlPaTUdVncvjS/QPzyY656XssyJz4r4uuK/r9oe6BgE/lwfe49UfD9AaD9AWD9Cqh6jS1ihBTRTjWVuSchQMA9Q4RmAJAktw5V0MSUJyuZEqq6H9AHQdM//b0AJl5eArBVl2FD3fODdS+IyUYdhmflhNVBRFtk1jGF8I217Dmm6gGwbVZZ4Uq7kjrVW89NYYF28tJlIDJAkaK322ItglS4l72Oke+tx/fT0xQ3B1MsDguL/gAWYxnV2sv0n3RP7Kp07y3JmhjJkln1vhyZMH8noO5PMcEcXrzgghLBDcIbZ7VL5V0cft3q9ckfbNbF++1kejcyE+fE9bwfs9PB3MEKmRuJbwXt3IcUzu1PX61RkmbdosWx290iOk6ekcGz12TrmPep5uIrmm5RVZIq7p6+3QM7fF6bz95//5w/zR9y7w6uXpjL8Zmg7ykXvaWAxFMn4X1wye/cFgXoMbAGQFauv5q9UaflJxDwAuQ6NOW2F/fIm2eJBW1bRxa9VCVBPDh4qUVIyXLgCldacKY3EOaXEO3u0HSTZziqtrYX8XHDwKHQdQ6pp4aF8FD3U3JpwqDjRWZKQaZEvfGRiZ49pUMCXf3r2ey2vN9AyMzGX4H4MZGc7VHMXtkhPOKkjwzHffScmPNQxYCEXxpLlKuGSJX33kUGI2wMndIblJSSHWa8kU69mW6zny9KOHMxrWFCK479a0uzuFEMICwR1kO0flWxl93M79yidqs9Hty2V99IXnzjM4Ydq1FWIpBebL8fWrM7a/uzC2yNXJQMEDlVwOHmCKmWPtNRk5wk7pHE7HLlukPJ/80khc47XLU7bCIv2cSlJqEZGqG3z3/KhjlM/pvL19Y56P3NPG61dnMwoql8JRzl6ZdsxJXQwVXmCZvCRVUph1VTLrqoQS8zOvHqdJDXGQIJ/qLmOfHoTZSVhaQAuHQI2jZGkbjaFDLApz0+bPwFmQZfB4oaYeDhyFzkNobQf48dlxFDWGKicawuJWZO4/mN4XyyRbLm/yjEFHfXlGHq0vj+YoMVUnsBJDXhezdrMUmm7QUOlLdNez7m1LBIP9tWYnzjfqFmN3/Rc6s5br2btZwX23pt3dKYQQFgj2CHdr1GArI9LZjpmum40dLCFZiKUUmC/HKZtorcVGBiq5HDwATh9r5ncevw+47RoBzt3i7MgW4QIypr89aW2FLc5dnWEp3J8hZtPPaWdjBUOTAb795o2UKN+lW0s8d2YoRRhB9vP2iUe6qKvwZjSrsIoC03NCE7/X9IKdFx7taeG1y1O2TgAAUdnNLU8tt6hl/4HDfPJUF6ytwPws518d4MbFazTHAuzTAtRpK5QbcbzoSNnEsa5DZA2mx82fN36EJEn8G1xMKxVccTcy4m1k1F3LMpW8MzTFyZ72jMXkI64UWeJrv/kIv/affpgqRBUpQ2BnOyeHmiszIr9gCvXPfLQHWZYc722nIk27ttULyxH+4OULfHgTtQsbmVlzilr/+SvX0HUjIc43GkzYaArH3eprXyhCCAsEe4S7OWqwVRFpu2Pmdsl0NlZwdnA6Q9hZllL5COHh6WBOm6h8BirJL7OJxXDOCvTHjrcmXnYPH20uaKrYwinC1T88y8tvjWVMf3/654/xvYGxRPTcIqY622Cln9PR2VBGKoeqG3zr9esZkWGnIr+4pvONcyN85J5WvvPmKDEttYDydE8LS+Eog+P+lN9Zx66zoTDnhZPdTdy7vy5RcOZxybTWlHJzPpzqJiFBZ0OF+X9Ky2F/Oa4PlfOd6WqiMZUKbY02bZmDepCPHyqhXQ3A9CSEAqbo1dQsNm4GkmFQQYwKdZHD6iLG2hU0JFYkL0v/14+Y6u6h6f33orTvh8oaKC3LKa6s6+61y1Noaf7KcVXn7RvzKef0QFNFws3l9pZBLK5x/8EGjrXXcPFmao7wsbYqkMgq1BRZ4stPPZjwKe7pqOFXH+7it599LWOwo+oGr1ya4s1rsxtOC9vIzJrTDMnoXIj/7S9/xvv21eY9k2RHvsGA9E6BL/WPcm0qeFf52m+EvIVwb29vY19f39xWboxAINg6dkKx3m7DqpxPfkHHNZ2X+kepKfdtatlOtl3J5Bqo2OVdposNi2Ja2TlF984OTiestMAUuv5wFJci88zTD/EHL1/glUtTGX+Xz6yEk5hQdYOrkwGeOzOES5Zt7bOs1rPfPT+a+LfHLSPLUkYR4MnupoTTRHJB19G2apAKc15QZIln0gSKqhn879/5Wco5khL/c5vk+zUUL2W0pAJv23FaPnUSDA2WAzAzCXNTZlrE7Pr/DwUhGjHFsQMS4MKgyohQFZqEtycx3v4RhqIglVVASzvKgSN85egBLnY1MbIi0d7eyInDLYnc+GwpOHYWY7puX3j37TdvcGUywO8/9SA/vT7H2UFzhuKRo81876c3+eqLF7IKNU03UloSW4Vxn/75ngy3GIvNpIVtZGbNOpeDNg4chgGDE5tPUcsVDLB7ViTP0twtvvYboZCI8Hhvb+9LwLN9fX0/2aLtEQgEW8R2F7XtRhRZ4okTnQyO+xOFXoYB16aCPHmyBjktd1WWzBSDfJAl++PuWhca+QxU7PIuZclsUKCupyS01pZx6lgLXUWc+nSaXdANIyPKHVV1RmaCPHS4iQ8fb+XNa7O2Hrfnh2azRv6yWU1F4hrfev16ynFLblkc13S+e340sV5rG3/lQwcTzUGS1/nwkWZOdjcVxXkhXaA8f2bYfiZhcJrR2VRrObv7FeD89cX1Y9XMidPvM7c7FoWg32z4MTdlNv+YnYKFaVgJoa1FkNEdbdykdRs3Y9mPtOyHaxdRJIn7FBf3VVRB6z4YPgztB3gvVsr4rRmimitRjJdM+gBOW3fssBv6WQOZt2/M8/CR5oQzx/mhWa7lMehwagH++AkSbjHF7Hhpd+3nKt60zuUfvnyBn6QNBOF22s1WClC7Z0U6ZgvpoBDCWRgC/gnwj3t7e68DzwJ/3tfXt7glWyYQCIrO3W6hsxU5b6NzIdS0afJoXMOlyBnT3sfaaxytxdKx9Sh1yY7izA676JRhmHnAHfXlBQ928j1+TrMLzTWljsu1/u5Ia1VKgeHh1qq8pmizWU0BKbnDlrCyrvX/8dqQrYWcW5H55OnurPuffK9sRASlY7cMSYKzV2ZsreXSLeEcUzM8XmhoNn8s1lYhsIg6eYsL/e+xMj5BU3SJ+tgyJeoaPrSsxXjGuo0b/gXz5/LbSLLMPZLCH+DjhquWa95GRt313HJVE1Z86B5fxgCuf3iWheVMNw4LO1GaT+Q1awvwuVBiIPHa5SnOXZ3J6SWenjqAQYbvtV3bb1U3+M6bN7JatCmyxGPHWzO2A8xBcSHX0EbIp/08wLkrMxvyXE5nN+UfF9Ji+d7e3t6HgX+BKYj/APj93t7e72JGic9s0TYKBAJBTrbKHs4p+tnVXJV3ty87nMRkeuHXRrbtseOtWadI7V5QhRw/p2jlX5wdtl2nIid1GZOkRBBRkiC0FmdqaSXFczhb3nC61VS6JRhkdh2zc+ewi1rm2n/rnCWnf+RysEgn/bxbU9TpEc3k/U/Ox02eXre+m5wWknINlpQSc/t46rlBwpF9SKUdlPuitEkrtET8NMeDNMeCtOsBGrUVyvQYJWhIGI7y2NB1XOi0EqdVC/FI9CY6EjFJYbWkCqPjILVN96AMvQeNbWglZTz7d5ezdvezE6X51DQMjMw5CmxN1xMDiRNdjSyFM89tsljP1s3Ql3Yt2A3Iolny3S3uP9hAW20ZY3OhlOOrG/lfQxsVmLYDMDJt+qb9q5tOj7gTjYKKSUHFcn19fW8Ab/T29v4b4J9iiuKngF/r7e0dAv5/wH/v6+vzF31LBQKBIAtbZQ+XLbc6m1F+LoqRqlJo3ne2F1Shx89udsEuyu1zK3Q1m+JlYGSOa5OBhJCLqbptdX+2aev04xbXdL7z5o2UlIxkweTkztFSU5pynOz2P92VwkkEFXKtpW//+EI4Y7o8Xchny8e1SwtJFhwvnBsmHDHzhQ1JIqT4uIqPmfoWAqsxZEOnSo/QqC5zyAjx4UaJivAi5ctzKEE/pUYMT1Lb6HQkQMGgxFApWV1EurYI136asHFbK6vhkyulDHsbuOGuZ9pVQVjxEZNM+eFWZNtrNp9r+/rMsqPAzuZCYnevZetmaGd35pLljOJNyxLQTqRauczT/lUMyEirShScDs0mLOXslrFRgWl3PKvLPBkFhRtNGUkW6HFVS0lh2un5xxtyjejr6wsCfwL8yXqU+NPArwL/CXimt7f3W8D/2dfX99OibalAIBBkYavs4bK9RDcb+dhsqkqhYjqb2C3G8cslXmy9aXUjw/c1V5Fg8nHTdCNrMwInj9pTx5pzWq7ZuVI4iaBCjlXy9p8fmuUNm7zpZCGfyxIvm+AYHLePS+2rL6Mm4mV8IYxfKmXNV8GkIvHjVR1Di1FbEqHBFaRDDdCiLtMYX2afGqDFFadEi2GoKunxxNtH08DQNYisUhZZ5WPARyPDqMisSW6mlQqG3A3c8NZTc/QoT//SERRNhSSP43yubSfbNZcs0dVc5XjM7ciVOpDue+2U4nLu6gxxNTPFJf082un3SFzj2R8OshSOpqRbPeOwDCeBmdxURzcMZEmiu6UqJW/+YFMlum7w1ZcubNpJKP05aDc0iRThWbxVFMM+bRHwAxFMm3APZrT413t7e78P/E99fX1LRViPQCAQOLKV9nBOL9GtbpG8mW2zI5eX62aPXy7xYrcO37rvq9UO12naOlub642sM10o5XKlSD6nxbzWNjJ4sLBrHJEuyHs6argwllnKc8/+Op5+9LB9ZF1yMaOUM6OUc5E2AHx6nCYpwudO1nPMtYY0Pw0Ls6ZbRSgI8SioGjikVUiAGx23EaVSjXJEXUBfk+CtN1EufRMaW83ueB0HoeMA1DaglJRmvbZPdDXa2q4d78hsDJOLfJrAnL1y2/c6PU1GliQMw8hIW7Gum3xydN2KzGxgLXH8YqrOxZuLifbe+eZN280geNdF9Vc+dTLlu3bX3v0HG3IWryaTz2DNqnvYiWxICPf29rqBXwE+AzyKeY0PAV8G/hy4D/j3wC8Df4qZPiEQCARbxnbYw+22JiXZBFyxjl82Ye60jvRIVaHTwRtZp9NUvJ0rRXS9mh5IFFIdaa3KKPDbyLVmJ+TvP9iQEP6qbkYGk1M/rFbHzTWlWdNCAJ461c33BsYS6REA5T4Xv/pwV8rgYng6aBs5t1xM8PqoaWvm8EdPmvP6hgGrYdOpwrJvm5+G+WkiU5OooWV8hoqC4ehUIWOArkJ42fy5cdVsG60opp9ySzvs6zKFcfsBs5V0SanZwprb9nT9w7MJ27XTx1oK7h4H9t0MDSM15h3XUvOAv/zUg3z26+ds03sg9Vlgd+/Jkpk/bxVJ+jwKgZVYyjL0dUeRh4805503bSdK7XKYna69ZDu6jTYMSaeuwrtjrToLEsK9vb1dmHnB/wyoAzTgJaCvr6/vx0lffRV4tbe39y+Bf1CMDRUIBIJsbIc93G5rUpIr33mrj1+2dTgJ2c1G3fPdr2yuFB6XzLkrM3z7jRuJ43akrZrPP3EfY/OhvI5Vrqh2cqpHuvB3u8wM3VjSlLvVHTA9LeRIWzW6bvD8meHEep77Nz/P177/LtemAhxpreazv/A+vvTNgZSCvTKvC5ciEddu77fPrfDxhw7Yu5hIEpRVmD+t+9Z3UoOVED/5yTu8e/49WtUgTfEgLdoyzVqYSiOGZ10cW2QcMUMHVYdlv/lz7aKZb6y4oLwSWvbB/kOmMO44gFJZzcPdjQnbtY2Sfp10NlZw5vIUr1yeTvlesrh9+8Y80/5Vxzzl5GeB3b13pK2aJ050Jq6hVy5N8mra+pLJN2/aSZTaRY+TUyiGp4NcmwqkFINupmGIhccl85mP9ezIQjkorKHGj4CPYF63U5jR3z/r6+vLNMW7zc+AJze1hQKBQJAnd9oebrc1KcklCu/E8St0HcWIuue7TkWWeOpUN29em01E+bzrXszT/tUUMX5tMoB8UuITj3TRPzzLH7x8AQn7iKSduLVEULo9l53w96E42uqli7eX+kf56ksXUtaDYSSi14GVGL/z395I2Z+YqhNTzUikFewt1MVE0w0Gri+YUezqVvqro0TiGm5Do0pbo1la47hnjfLALDXRZdq0IK2sUiWpSPG4KYCd0HUMPXbbxm3wbZAVJJcLKquhdb+ZVtF+ANr3Q3kVeH22Hse5zn/ydSJLEm8OzTkOdLOJzvQGNtnuPau7o64bvJbWsVKSzGsq1zIssonS5G13SqFQJNDSdH2+DUPsItFmh8DqvG0lt4NCIsI/B7wC9AEv9fX15Takg+9jimaBQCC469iNTUp2upd0euT0QGPFHYu6J1f2W0V8rbVlPHykOcMazkyXWOa7/aMpOaqvXJ7KaJlrJ24v3lxkcNyf4R3sJPzTPY8t0gvvrk0FU9ZzZcKPYZBiz+Y0lQ/mVPxHjrfy4Xta876W04W+1cnPh0I0DuGSKlZqWnhpaYVoxT68ZXGq9QhtrPDP76ngEGFYmoe5STPVIrJm+hevK0LbLdU1jJiGtDBr5iq/NwCKDC6PmULRth86DsG+g2bEurwSPN6c+5JMroGuUyvvU0ebeex46+0GKGn5tk733snDTbxvX22Kz3ZPezUnk76f6/51EqVel0xLTSnD02aKj76e+54uXNNFMORXvOo0m+JWZJ44eWBHPxMLEcLH+vr6rhWy8L6+vkvApcI2SSAQCHYPO11YboY7bYrvFDlNzsf1pL3Qi9kwJF2wqrqxbndl2IpxTde5MuFPcQAwDLg87k8UOGm6wauXpzIEh26Q6FaYPP28mXQbOxFtl/dr59SRzGIoUpAdYPpxs+vcNzwd5Pkz5mAiKruZld3MUUF/82EOneqCtRWz6G5xDqbHzXzjpQWYnUL1L6FF13CjO9q4gWGmZmhrZr7y7CS886aZT+z2QG2DGTHet16M19wOZZXgdjsuMddA10ko/87j923IVUaRJZ55+iHHfPF87sHkbR6ZWUbTdSRJ4o2rM0wtrfD8meGEdVq24rZCOlxa67VzU4mrOmNzoU2nrmwlhTTUKEgECwQCwVazm7oXbRcbPUbZXuJA0Y+7phs8d2Yow3/02mSAzz95H7IkMTIT5NyVGab9q4kXer52dfmIEqdorCJLtoJHliRHofnsDwb54KFGvvjCW1y6lds4yZp+/sQjXRtOt7ET0S5ZQjeMFLFupXvcnA+jp/d7xhTyF28t5X18nQR4ehTbUeBLklkcV1oOTW3Q8wHQNVgJw3KAc6+9w/V3LtGshqjXwrTFA1QaUcrQcBn2Ys4Ac1SiqebP1E2kqZsYA6+hSwqqy02supGyQ93I+w6gtR/knRUPQ0GNg601iWs620A3l1DeSH57sjf58HSQP3/lWoajSq7zkb7N54dmU4oqI3GNpXAUtyJndOWDHLnhWbC7/twumc7Gipx/u50Uwz5NIBAI7jh207GttWU8crSZ7pYqIYrZnAG/00u8f3iWl98aK2rXKGs7nRwbxuZCCUH17TdubKhwLh9RUmgXwYGROVsfW4DFUJQXzg1zZcKftata8noONlVuKt3GzvlA01PtzKzc1S8/9SB/cXaIb5y7npF6oBn5NUKwBlkTi2HcacchPR9V1w2qyzwshaMpPruOAl9WoKIKKqoo+aCP79/yocZiVOoRatRV9hHik10l7JNWYWEGFuZgLQyxKIaWXRzLhoonpuKZuwlzNzHOy+hIdOHCp1Rx01fPS037eeJXfg6luTXFqcJu/50GhBvJb8/WQGWj9ox22xFXdZqqSwisxDJSKArtcGlxoquRI23VKalCcU3nxfM3ABidDe3IgIUQwgKBYFdiNx07OhdidC6U0RJ1r7IZxwWnl/jZwemieydb22knGHMVJ+VbOJfP3+Zy1UiPDFo+tu/a+PTGNZ3BcX+KtVk6bkVOyRFOLqzaSLpNsoh+7fIUZ6/MpET8XLLExx86kBA5v/7YEQYnTJeAmKpndDuzO0YW6YJNkjIL7U50NWZ8z63INFWX8JmP9XCyOz+bs+Tz4o8rrPoqqWg7StunToIaM1Mqgn6YnYCZCeZvTjJ/fZQGNUSZbnbGczk2jQYMHRdQhUaVOkdPeA49fAXjj37IqruEWF0LlYcPI3ccgH2HoK4RzVPC774w4Dgg1HQDdb3NcyHNYnJ58m7EnvFAYwWutOiv163wmY/1rM+0LCdaUnc1bzyIoMgST5zoZHDcn0j7MQy4OO7n6tQ7to1GdgJCCAsEgl1Jtortnd7S806xGeHoFB21lrGRZRaynWAKt1zFSfnmzx5oqsgatYTCix8tH9v/8eo1vvnG9Yz0g56OGtsot8XpY8101JcXtcjSEtHXZ5ZR06a9Nd3ArcgpLiHPJPJJg/zgwgSzwdSWux6XfSMEu5bErnV/Y6tQTJElzg/NpnwvrukEVmLIkpTiFZ0tspr1vHi8aDUNDCwaXI/LHDp+D2PlM/yd/zK16gr74gHa1AC16gqHlFXK1oKUGjG86KaPsQ1W22g0lRItRMlkCGNyCENWkFwKlFWwXN7Ag0EfNUotI+56FvQyBsd1+odnOdndxO8+358xG5DuJGFHLk9e65rNN+VJ0w1eGhhD029fC5IER1qrEgMRu650G017Gp0LZVx3hoFjo5GdgBDCAoFgV5LLu3InN7a4U2xGODpFR08fa8naErhY2+mSJX71kUMpU7QbtavTdIOX+kdTImKyBEds/rbQaKwiS3zy0cN8/2c3U5pWuF0yv/pwF29em2V0LpTxdx6XzGPHW20jrcXIv8733CcLoW+v3shYTmttWcYxcioAVDWdjvrylH3KNRjTdIMvrItGu7bCyduZ3G0PSPw7Pf2npaaUpZJapuJVXPK1IhkG9Uqcjx+v5e2fXqU1tkSrukytGjb/q69RasRxozkW40lg5i3HNIgtUu1f5ElAQyaOjF8pYVypZvK/DjD0oQ/gH10Fw5doG50ejXci23PNEtL3H2zIO+VpYGSOa5OBlEGak5PDZlvG59p+i532bBZCWCAQ7EqyeVfCzm5scafYjM+xUxQOKLp3stN2pouGjebPDozMcW0qmOLPqsgyT5zoLEoU9u0b86hpvlOqZvDu2AJ//Fun+Nf/5Sxj8+HE72QJjrVntgEuhhCxKPTcO0UiTx1rsfVEvjzuz/iux2VOvyc383Calu9sqOD80CyvXJrkvbFFx7bC2Y7NkbZqjrVXZxRYTi2tJLyfo3ENr8dFa2sd55clLvraGfC2oxgaVXqEKi1Co7rM/rifRj1MvRqmRV2mWl+jxFBxozt2xpMAFzoudEq0EK1aCD02jvbX7/CfUFhSSrjprmXUXcd1dz2VkXoULQ6yJ+t5O7Leujmm6igSVJR6+MCBeh7taeFkd1NBKU9O+cF2Tg7FaBmfft25FBlN11NnS3bYs1kIYYFAsCtJtQm67SawGxpb3Ck263PsFB0ttndyIdu5kfxZOzGgajpj86FEM4PNkCvq2fcvHqV/aJazV9bbAK8LmvT96x+a5fK4P8Xzd6PTyIWee7tIns+t0NWcKlgGRua4MuHPcBtwKxJul8x3z4+mCFXDMDKm5Q+3VPLSwBjXHAaxyW2FwdlR5OLNxZTCLIuYqnPqWDNdzVWJfdcNg6++eCHxXU1SWHaXE/JUMKrV0c8BPIZKlbZGlbZGq7rMPtVPnbZCgxqmVVum0aXiVuOmC4UDMiCj40anTIvToS3zcOQmGhLyX70G/Y1mA5C2ztutoysq0WRXosvb8koUbf34agYEVmK8eW0WfzjKye6mrNebVcS5ER/uYjWvSWny0lCRONc79dkshLBAINi1JIsiu6r+nVKMsZ1shc/xblmmxVa3ws61fKt7WDbRrekGz/5wMENgRjYxjVzIMc03gjw8HbQtADzaWs3wzLJtM4/0afnj+2p5sX8s6/S5RTZHESczDsvpI3nfnz8znDkY0g3KfQqGYaDqBjHJxbyrgnlXBdd9jbgVGVcsQqMc4301Mr/9/mqYm4LgEsbiLOHJKeTICt71ttFOTxsZw8xHjkUwpm4hTd3CePt1dEkhLruIV9dzjSoG1QquynUsumsxFC9ItxM1InGNy+N+/uDlC7TUlOJxySnnwYqy5/LhziZEi3WfpF93Jw837ehnsxDCAoHgruBubmwh2Bxb3Qq7GMsfGJljKRzN+Nzyci2EjeQZW5E8K3JtAI/2tGR8z853GABJyquZR1zVGZxwdkWweGR90JDNUcSO9AJLC6fc1XBETRTuSZji2OdWONJaxRMnDzA2F0oVb7qOthLma39xBn9ohmbPIq3aMpXxFdq0EPXaCmVGdqcKA0DXkdHxanG88+Pczzj3IaEisya5mFYquempZdRdy7C7nlvuWlYML69cmsLnVnC75MQxtq43JDJSG5J9uHMJ0a26T3b6s1kIYYFAsKcQTTj2HlvdCjuf5efjORu3EY51Fd6ChMhm84xfHrjtEf3mtdmMv5Ul+2XUV/ps2w0nt3cGM8I441/NuR3WenK5KCRjV2Bpka2mQDcMMKC61MP+hgqO76vhqVPdeFxyZkc0WWZgeo2zfhcRdwu4W5AN3cw31teoU1fYry7RpIaojq/Rqgeo06xiPN10o7DBcqpQ0PAaGtXqPEfVeTQkVBRWJBdTSiVjnnrGPLWMlTTxwYffD75SDq5bnv3F2eGMfUv24c4lRHdjy/hiIISwQPD/b+/ug+O47/uOf3bvDiDBJwAECYCkKJImJRKSbUkTirJEypYyVtppE8lOJrYcx3XqJJrupEqTekZxU02TuLGbh7YZJ9lUU6t1O1YkV5YlJ00yfqgtyZREirEsyyIpAiBBiSSeiOcnAne3u/3jcNA97N3tAXfAAft+zUCU7oC93b0D9dnf/n7fL0KjkouRsLoUqjpQyTBcaNQryOfOb8SyLmrqofs6ytrHpSx4CvKzB9q3aJ3PXOK7O9o1OjWXd1tenpd1W769qUFXhqf8Xj5Lev52kCoE6X0o1ggiM+Q9e7JHr/vUfh6biWvs7WGd6x3TmUujBf9eyA3nrmFqNNKg3ft2aeRaQqdHZ+TE57TFmVWjc03bnUntToyq1ZvR7dujMocGZEyOa32AShVReYoqqXVeUluTs7o5OShnxlRizJT7D9/Vxl27pZ3Xy+nfo54fTqjejWrOiKYmY6v8qQ3pz3F6rvFTx7vX/IABQRhAaFRiVTRWp3jS1cOPH9eloamF29/LdRFUaBHcyc4Bmaah8/0T2tu6yXcu55ED5X0uCy146p4P/8XuhCyl6ciRA60LFQ1yq4xkPtbVN64nXuwqegzrMsJbqeowdVFTRw9m1y4uJLNU3E/eHpZTYLZFqb8XCi0s/Ogd+3R4/3ad7BrQi2f69KOeIV28llC3u02vxSJ6X1uDfuafHtDZMz361ndPqXVuRE3OjLYlp9SWnFSjN6f6+ZHjIJUqNDMudf5E6npThhHRZ11DY2a9emON6ok26ULdVs207dHh3VsKnpO0zDsWe7f7L3BbzO/KargDRxAGEBqVWBWN1cdxPT38+PGser7LdRHkuJ7+27dP+y6Ce+w7ZzQ2Hc8aQX3kgVt08epk4NvSuUFjb6t/lYDjZ/v09MvnCwaboJ3QSt0+9xsVz32s2AhvLGLmddkrVR3ms/ffUla4um3fNsWiETlFRpmLLVIsNZc2swV5LGqqbfM6PfThDv3U/u06deGquswWde2+VS8MT6kuMattZlzv3yL9dJupeO9l1c1MaLq/X9sSE9rsxVXvJRUtEo7leTK8pNZLWu8m1D43pVvnLis5HZEmTyjyh9+SWndKO6+Xdu6T9uyXmlukaKrGce4di9ySZ0F+V3KDtIzU37cvvdWv3pHprLnMtXYHjiAMIDSqXT0AtelU96AuDeXfjl9KRYagTnYOaHB8Nu9x05BGpuayOm6duzIm84ihTxw7EGjbvrV1d2zRjTsbs0bz2psa1DsyvVBlIDfYpLcTtBPaUhY/pUPk2cvZ7afrIqaaN9XroQ936MgNrQttijND/oNHD1SkOsxrF66W/B7DkPZs2+T7XLGLgdxOevFkqpOeDOnRJ1/Neq92bN2oo4f2Z7c1dh19/bs/1nd+8Ka2OqmGHzuSk9qUnFGbN6ltyWltVkLr5chwCwd5U1KdHCnpSIN9qa83X5OikVQA3tIste2SduxWV6RZVy9OKeGtk2dE8i7apOIDBn7ttg3lV/Wo1TtwBGEAoVHt6gGoTV19475VB6KmUfWLoHQFhlwR08xbHFfu3Qm/qT7nesf1yAO3yDxiFJ2OMJtw9OzJHrmep3O9Y3nlyYJ2QitX7giv43qKmKb259w2LzaveqkVCIIswDMW/lH4OPz2o9Bdpx+c6ct7r/pGZxbKvKU5MjVdt0GX17XoortVP5QU9Ry1GHO657r1umNbRNvNaRljQ9LEuDQ0II2PSLMzcufmCraNliR5rpRwpURCujYj9V+W3nhV7zFM/VfX1JC5QZfqmnQx1qzu2FZ1x1o0HmmQa5hZAwa5Fyiu5+W12y60F7V4B44gDCA0qr0qejXMhwsbx/X00lv9vs9d17Kx6hdBhQJB0nVlGMrqdlfu3YlCoevi1fwqAX7TEV6/OKw3fBpSSKnzFouYVfn8BhlRruZ8/iAL8DxPvt3XFrPt+lhEkkpOy8oM/5kXJZFYTG27tuuXM6cUzM1Kk+PS2LA0MiRj4IqM8REN9w7IGBrUxsSk6hJxGclEKgAX4qbmG2+WtNmJa++1Ud11rUdJRTRrRDUY2agr9U2abdmpw/FWOeP1+t1vntXZjLnsjRvqglf2iJgFR9pXCkEYQKhUq6YlFSlq06nuQfWOTOc93rplvb70maOSpBOdA1W7eLm7o10vnO7NC5ueJ8mYb0ucMX+ynGAedKpP8dJh/tte6pShpV4UVnM+f+6dodh8a+jMi5JY1NSloSmd6Bwoa98L3XU6dqhdL58bKPpe5YZ/KTUy//Mf2Jc/Ml+/LvXVMn8uPE/mtWm1TIxLY0PS8NVU84+p8dSI8dCgNDkmzc1JyUT2FViG3EoVjclZHUgOy5i9IOOxE5qL1unTyXW6GGnUxVizuuq26Z25FkUidUoGKPXsuK6eO3VxYfpLLSAIA0AF1HJFijCPVJ/vn/Bt7HDfLbsUMY2KXbwUOsdHDrTqvddv1Ztvj8jJCR+eJx092KbrWjYuqvZw0Kk+6TshX32xU08d7y4YftMKNaUIul+VuCis5nz+7OkZE0omHX3vzSsanY4rkUyN1CccV997s1cv+9RSLnUe/O46SSr5Xvm2Anc9RUyj9HkzDKlhY+qrbWfqMdeVpieliVFp5GoqHA/1SdNT0siwNDIoTU3IiM/JSyZV6P6FIU+G40iOo7r4rG7UhA5oUM41U3GZmjHqNBDbrLej74bji5FmzUbr8rbletK5Gvl7MY0gDAAVUKsVKcI+Ul2o1NX+ti0Vu3gpdY6/OB9C/89L5/MWo33wph2Lrj1czlSfiGkoapqBQnChphRB96sS57Xa8/nTdaW/cbJHZy6NKOF4Mg2poT6q2XiyZMWEUufB765TqffqPW2b81onS9Lxs/168OiB8n9fTVPatCX1tXNP6rFkQpqakMZGpJEhaXhAGrkqY3JcY339munr0yZ3zrdSReZHx5RkylVMrjZ4SbXEZ9QR71dSphKKaMqsU390i96ONepCbKu6Ytt0KdqoeCRWE38vZiIIA0AF1GpFiloeqV4OxQLVU8e7K3LxUuocR0xDn7z7Bp25NBo42AV938qZ6vOets2q9wlahlIhp1RTiqD7VYmLwsXO5y/n7sfJrgG9cXF4IeC5njQ9l8z7Pr99X8zvVammK67raX19VHPJeNZzfaMzi/59zT0ft+3bptcGkzrfL72nbZ8O33KHIsm4NDGmTSND+rv/e0LOQL+2JKa02Z3V9dFZ7YnGZVybkhePS67ju4bQmP+qk6s6udrgJrQ9Pq2b430L4XjCrFdvbLN667aqrfGmso+lWgjCAFABtVqRolZHqpdLsUBVqYuXIOe43GDnt83ZhKMXTvcueorL4f3bdWhX00Lpsqhp6LqWjfrk3Qf0ztBUoLAZ5FgrdV7Lnc9f7t2PF8/4V/TI5TdfuJK/V7nlx3L5LaoLEvZzz0dd1FQsairpePnnp6VVkZZWffzfdOhU96DeuTSoxg2urt/syhwdloYG1NX5jvov9Wu7M6UWZ0obvITq5ARrGy1HG9242ucmdWu8T0Z7Q1nnqJoIwgBQAdWuSLFYtTpSvZwKBapKXbwEPcdlj97mbNMwpONv9WctritnikslPqNBjnWlLgr9RmlPXxrVyc4B3Xkwv/pDsaOOGKkR4kLzhSv5e+W3SC5TbumyoGE/d7tzSTfrboBfh8N0sM6dBnKqq1+vzp5X10yPGucm1ZKcUmtyUo3GnDYlZ7UtMaGt7jU1zIfjQmXcDEkRz5W7fmPZ56laCMIAUCHVqkixFLU6Ul0LKnXxUo1znLvNdLeveIGmGEEt9TMa5FiLLRirZoWO8/0TeWEy4bh67DtnfKsUHDvUru+92eu7rZbN69Wxq1HH3xrIa419qnsw7zzURU21NzWoq2984Txl1kQuNoJbrK5xblOTcqZkBKmXnNnhcDbhLNwl+NJnjqouauY3y4g0y2holutJ9abUFo1rw9SompNTaklOa6szrU3enBqdGbUmJtWsa9pkuDKcxMKFhyNDjz79mv7jp+5a8YECiSAMAGtarY5U14pKXLxU4xznbvOdoSk9nxPaVmKKS9BjzT2vi1m0GaQ6RW576VjEzOuMNjI15xsUj9zQqvftbtIb74zmvfb4TFyGYSjpFG564tf6+YkXu7KOTVJWkIxFTG3dVK+H7uvQkQOtBafopM9he1ODPv/g7QvHXc6UjCD1kmMRM6vDYdL11DM4qYcfP66//LVjOtU9mNUF0PNSXRGbNtRpei6pt+N1Ul1r6ktSzEuqOTmjbc6U2nVNhxoSqr82KWdqUs3OtFqTU5qM1Ot032TNrFMgCAPAGleLI9VrTTXOceY2T3QO6JWcOrSxqKk925e/OUGQYy3VfazUiHap4FyovfTWTfXqH7uWta1E0vUNihHT0H/65Q/oj597Xc+fzr/IkPIbkdTHUi2In3ixayGcS9LTL1/wPTZJWcedcFz1j13TF77+mpo21quhPqqN6+vU1rhel4ens6qKOK6nvtEZvXbhqg7v365T3YO6PDylWNTMKglYaEpGsfrRUirQ+p0vSbo0NKVT3YPq6hvPW1zpeNLktYRvt8aEEdXo+kbddPCg7uxoV+eVMf3N8bNq2jytbc6UtiWnNWbWa67Ae7ISCMIAANS4w/u368adjfpJRie4hOPquZM9CyOLtcIvpPp1Hys2ol1qCkCh9tIfuX2PnjnZEygoSqkwfM/NO3SiM7/ZxbGOdo1MzWUdRzRi6JlXLiieMU/75t3NBY/N8/I7yklSwvU0ODGb9diWhpjGZxJ52+nuH9ezJ3venZ5gpEKs56noNJzM0fvnT1/R829mLw70POmDHTv0zIkLeaE26Xq6MDAht0DjDb8QLL07leO3fvb9evTJV1Otu406TcfqdDnWtPB9y9HePChzpXcAAAAUFzENPXB4jyLmu//b9jzpXO/4wshjrcgMqZ5SIXV4ck6xaHbkKBZQi00BKPZ8NGqqY1eT1sUiMpQ/x9ZPeuQ082famxp0vn9C9x/eo0c+cos+9aEb9NE79ioxv+AsfVxvXRmT63kLbZRzjy09PSGIyWsJxSL558hxs0fTPU+KmKbuuXmHPvfRW4tOL0mP3qfaYmTzJA2Oz+i6lvyFa/VRU/taN8s0/LcbzXm9uqipezP257ULV/NaRWdajvbmQTEiDADAKtAzOFl0zupSVaoDoV9ITTiu2hrXa2w6HmhBYamqDIWe39+2RQ8ePVDWQr3cTnPHz/apd2Q6b77vU8e787oUziUcReY78RVaQHhwZ6NOXxrNm7ucy/Wk7Zvq886RaRi+iwBHpuaKbi9TwXfRMPSlzxzVw48f16WhKSVdT/VRU4d2NS3s/zqfecaGYShqKuv7P3v/LUXnMkupkezrt23Slz5ztGbuYhCEAQBYBapZCq/cxWzFQnOhbn4PfbhDpmkEWlBYqjpFsecXs1Dv3ZFT6emXzy/Mi82cklFu+E5v+wu/dEQnOwf02HfOZC1MyxU1DT10X4dMI/scnewckDE/FSLT6xeH9daVsUDvk+d5C41TMvUMTChiGgsL43L3//D+7WpvalDP4GTWz6VDfdQ0tKN5Q9aCPsn/M1Cqa+FKIQgDALAKVLMUXjlluUoFy0L7mS5hFmT0Okh1ivtv36OmM30ylCqF5lcirdxjKzYl42N37Q8cvnOP5c6DbToyP7e5s29cz7xyIW+UteO6poX53pnbcb38EJwW9H0qVDkis2ud3/5HTEN3HWzLC8JpSZ8Ffef7J7S3dZNu3LElda4ymrcsqlV0lRGEAQAoQ6WmEJSrmqXwyinLFaSldCX2s1C49AviI1NzOlIgYC+15Fh61D19XCc7B/SDs6mFZ3d3tC/qeD5+13799YudOtE1qE3rYrr/9j36wI1tvufo+Ft9Rbcb9H3y/dmkq+7+4lNrDrRv8Z0ekfn63f0TCwv63q3i0aj2poaFahh9ozN69MlXy2oCsxwIwgAABLSYeriVVKp02WJDejnTLoK2lE6PVJ/vTy1wq1RoL2eEt9xjCzLq/s1TFxeefyWj21w5x1YXNfXpew/q0/ceLPm9pbbqdyyO6+mF071FQ3Da8bN9evDo/kDTVPy2l2rb7GTVG55NODpzeUSSsbBgbrFNYKqNIAwAQEDlhrDltJSQXs60iyDBspoXDOWM8JZ7bKVGs1fi/T92qF3fP93rOz3CrypG+tyfuZzfKMRvnnDvyHTR/c9eTJhqHvL21cmsMn7/743LefWGE46X92or0QSmFIIwAAABlRvCltNSQlo50xmCBMtqBsZyFw2WO1Wj2Kh7V9943qhoJd7/YiP5qQ54zTpzeUwJJzXfdtfWDTrWsUP7fUb90+c+d1FeLGKqeWOdBsaz6xfHAzS3yDwn+7Zv1he+8SO5zrvd5oan4oGOs26+LFstIQgDABBQNSs3LNVSQ3rQ7nhBgmU1LxgWs2iwEp3/HNfTS2/15z2+1Pe/1Oh5xDT0xU/eETjIFypdtmvrBt1xYLu+cbIna/S21P7nhvTzAxN5ZfycAvWCc+1o3lAz9YPTCMIAAARUzcoNS7WcIb1UsKzmvlRz0WAxp7oH1Tsynfd4e1OD7/sfdL52kNHzctpa+7VhllJ1qPtGZxYam2R2xyv0+fUL6e1NDaqLmllhOhYxZUiKl6iVfPRQe00tlJMIwgAABLZSISyIWgrp1d6XSozwlut8/4RvDeCjh/KrPZQzR7oSo+e5pdLSbZhzB2pnE47WKaKf/8A+xSJmyc+vX0jvG53RjuYN6hudyagQsUUyDJ2bP95oxJTjulmvvy4W0f62lb9zkosgDABAGVYihAVRSyG9lvalUgo1CtnftiVv9Nf1vMBzpCsxep4bWD1PikZMXb91Q14N4LmEo1jE1CeOHSi53UIh/eihdu1v25zXvS/9fu/ZtknPnbq4EIxr6c5JLoIwAABrRC2F9Fral7Sl1IAuNMp9275teaO/jRvqAo/yVmL03C+wJh1Xe7dvUt/ozKJDduFuept939vMx9INRGr9QoggDAAA1rxypisUCsx+o9x+0weGJ+fy5ukWCqCVGD0vFFiPHWrXyNScb3g/0TlQ8oJgKSG9Fi+E/BCEAQDAqlTOCG/Qkm6lAnNuuPMbjU04rtoa12tsOh4oQC61UUqxtta5I7O37dumR598NdAFwVqc4pKLIAwAAFadcpt2BF2UVonOdetiET304Q6ZprHkABnkOEsF1syQfaJzoKzjWy0ju4tlrvQOAAAAlCszsHrKDnR+0oE1k990hWKB2U96NHZdLCJD73Z7OzIfHj9x7IDuuKF10aOoQY8zHVhLvV65x7fWMSIMAABWnWq1Wq5257pyVbo5yXLUm17KosTlRhAGAACrTrUC60p1riuk0sG12jWey52ystIIwgAAYNWpVmCttQVilQ6u1T6+cudYrzSCMAAAWHWqGehqaYFYNY6zmsfnN5VjNuHohdO9NTlFgiAMAABWpVoKrNW0mo7TbyqHJB1/q18jUydrbooEVSMAAACqwHE9negc0BMvdulE54Ac11vpXaq69FSOWCQ7YsaTbtGqHiuFEWEAAIAKW4lFY7VQrSE9leNPvvm6vv9mb9ZzS6l2US0EYQAAgApb7kVjtVStIWIa+tBNO/TKuYGqlmmrBKZGAAAAVNhyN64I2nhjuaZrFGo0UqkybZXCiDAAAECFLUfjikxBGm8s56hxrZWhK4QRYQAAgApb7hHRIC2ky21LvVRB2z6vJEaEAQBA1dXCQq7ltNwjokEab1S6XfNaQBAGAABVVUsLuZbTctb/DRK8l3u6xmrA1AgAAFBVy31LPqxKTUVYLQvYlhMjwgAAoKq4JV8bVssCtuVEEAYAAFXFLfnasZraNS8HpkYAAICq4pY8ahUjwgAAoKq4JY9aRRAGAABVxy151CKCMAAAAApayzWgCcIAAADwtdZrQLNYDgAAAL7Weg1ogjAAAAB8FasBvRYQhAEAAOArXQM601qqAU0QBgAAgK+1XgOaxXIAAADwtdZrQBOEAQAAUNBargFNEAYAAEBJa7GeMEEYAAAARa3VesIslgMAAEBRa7WeMEEYAAAARa3VesIEYQAAABS1VusJE4QBAABQ1FqtJ8xiOQAAABS1VusJE4QBAABQ0lqsJ8zUCAAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKBGEAQAAEEoEYQAAAIQSQRgAAAChRBAGAABAKEVXegeW3djwSu8BAABAeDVuXek9WMCIMAAAAEKJIAwAAIBQCt/UiBoajgcAAMDKYUQYAAAAoUQQBgAAQCgRhAEAABBKBGEAAACEEkEYAAAAoUQQBgAAQCgRhAEAABBKBGEAAACEEkEYAAAAoUQQBgAAQCgRhAEAABBK0ZV8ccuyVvLlAQAAEA6ebdtG7oOMCAMAACCUDM/zVnofAAAAgGXHiDAAAABCiSAMAACAUFrRxXIAgOVjWdZXJP0LSXtt2764snsDACuPEWEAAACEEkEYAMLjc5IOSbqy0jsCALWAqhEAAAAIJeYIA8ASWJb1nKT7JT1s2/af5zz3eUn/XtLjtm3/aoBt3SPpQUlHJe2SFJN0XtLTkv7Itu3ZjO/dK+lHklxJt9q2/XbGcxsk/aOkGyTda9v2C/OPf0U+c4Qty/o5Sb8pqUNSs6RhSV2Svmbbth38bADA6sLUCABYmn8p6R1Jf2JZ1q3pBy3L+mlJ/07SGUkPB9zWI5Luk/S6pMckfVlSXNLvSfoHy7Ii6W+0bbtH0q9KapL0pGVZmQMbtqSDkv4gHYILsSzr1yV9U6kQ/LeS/rOkv5e0XtKvBNxvAFiVGBEGgCWwbXvEsqwHJb0g6WuWZd0mqUHSVyXNSfpF27ZnAm7OktRj23bWnLWMkeVfkPS1jNf+umVZfyXpX0n6vKTPWZb1KUmfkvT8/GOlPKRU2H6/bduDOa/bEnC/AWBVYkQYAJbItu2XJT0q6YBSI7lfldSm1HSJ02Vs50JuCJ73Z/N//ozPc78t6ceSHrEs6zeUGg2+KumXbNt2A750UlLCZ3+GAv48AKxKjAgDQGX8kaQPSfrE/H8/adv2l8vZwPzc3t+U9BGl5vdukmRkfMvO3J+xbXvWsqyPKTUn+M8leZJ+wbbt3oAv+4RS0yFOW5b1NaVGtl+ybftqOfsOAKsRI8IAUAHzI7nPZjz0Z+X8vGVZMUnfk/SHktYpNQXii5J+f/5LkuoL/HinpDfm//2MpG8HfV3btv+LUgvo3lFqLvOzkgYsy/q+ZVk/Vc4xAMBqQxAGgAqwLOuApD+VNKpUJYcvW5a1roxN3C/pdkn/y7bt99q2/eu2bf+ubdu/p9R0i2J+R9KdkoYk3aRUveDAbNv+37Zt3yFpq6R/JulxSXdL+pZlWdvL2RYArCYEYQBYIsuy6pUawd0g6eNKjeS+V+WNCu+f//MZn+c+WOS175T0B5LOSbp5/s/ftyzraBmvLUmybXvMtu2/t2371yR9RalSasfK3Q4ArBYEYQBYuj+VdKukP7Zt+9uS/oOklyQ9ZFnWLwbcxsX5Pz+U+aBlWfuUmn+cx7KsJklPSnIkfdy27QFJH1Nq8duTlmVtLfWilmX9k5zSa2npkeCgFS8AYNVhsRwALIFlWQ9I+g1JJ5UqcSbbtp35kmqvS/rvlmX9o23bF0ps6m8ldUv6bcuy3qtUs4zdkv65pL+b//dc/2P+8Ydt2359/rV/bFnWv5X0F5L+p6SfK/G6T0matSzruFJh3FBqFPiwpB9K+m6JnweAVYsRYQBYJMuydisVRsclPWjbdjL9nG3bl5RqtrFZ0lOWZdUV25Zt29OS7pX010rN831Y0vuUqgX8SZ/X/teSHpD0N7kd7Wzb/kulFr39rGVZv1XiMH5H0iuSblOqjvGvKNXR7hFJ99i2nVdWDQDWCsPz/EpWAgAAAGsbI8IAAAAIJYIwAAAAQokgDAAAgFAiCAMAACCUCMIAAAAIJYIwAAAAQokgDAAAgFAiCAMAACCUCMIAAAAIJYIwAAAAQun/AygN/mMNN4NsAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -476,7 +477,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 1 Axes>"
       ]
@@ -498,7 +499,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Tuesday 8 December 2020, 18:57:34\n",
+      "End time is : Wednesday 9 December 2020, 20:17:00\n",
+      "Duration is : 00:00:03 279ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/LinearReg/03-Polynomial-Regression.ipynb b/LinearReg/03-Polynomial-Regression.ipynb
index 1b91a20e98e66d374a96b6f4701180c25ffbb07e..ff39de2edf497b5d2c4e08a739962dfa45538182 100644
--- a/LinearReg/03-Polynomial-Regression.ipynb
+++ b/LinearReg/03-Polynomial-Regression.ipynb
@@ -86,8 +86,9 @@
      "text": [
       "\n",
       "FIDLE 2020 - Practical Work Module\n",
-      "Version              : 0.6 DEV\n",
-      "Run time             : Tuesday 8 December 2020, 19:00:19\n",
+      "Version              : 0.7 DEV\n",
+      "Notebook name        : 03-Polynomial-Regression\n",
+      "Run time             : Wednesday 9 December 2020, 20:20:32\n",
       "TensorFlow version   : 2.0.0\n",
       "Keras version        : 2.2.4-tf\n",
       "Datasets dir         : /home/pjluc/datasets/fidle\n",
@@ -106,7 +107,7 @@
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "datasets_dir = pwk.init()"
+    "datasets_dir = pwk.init('03-Polynomial-Regression')"
    ]
   },
   {
@@ -125,8 +126,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de points : 100  a=[-0.82698844  1.9933617   0.2683679  -0.36711075 -1.07733898  0.57522796\n",
-      "  0.60749222] deg=7 bruit=2000\n"
+      "Nombre de points : 100  a=[-1.07280535  1.98517296  1.54095972 -0.36815525  1.42950914 -0.0879925\n",
+      "  1.24865281] deg=7 bruit=2000\n"
      ]
     },
     {
@@ -152,7 +153,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -164,8 +165,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X        :      mean=     +0.3498  std=     +2.7944    min=     -4.9807    max=     +4.8482\n",
-      "Y        :      mean=  -1401.6182  std=  +3932.3644    min= -18119.6654    max=  +4041.4102\n"
+      "X        :      mean=     -0.0583  std=     +2.7241    min=     -4.9079    max=     +4.9770\n",
+      "Y        :      mean=  -1920.3652  std=  +4459.2030    min= -21189.2764    max=  +5278.8465\n"
      ]
     },
     {
@@ -191,7 +192,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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c636Idd4LzScIt1zT+26bxAERuqHrRQb3Q3xG198LbSAIw4g4IEJ3dLnI4Aaxa3X5vdAGgnBHuaw1Hg6IQNs1bUUiuBlBuINc1gKoX1MLEu6HoE0E4Q5yWQugXk0uSLgfgjYRhDvIZS2AejW5IOF+iK01tdrfRYJwB7msBVCvphck3A9xY3VW+wXwwQnCHeSyFkC9FCTaq65qf5PbbeokCHeQy1oA9VKQaK+6qv1NbrepkyDcUW2/rOXyEDDNFCTaq65qf9PbbeoiCNM6Lg8BTdD2gkRX1VXt126zM4IwrePyEDDNXLFqt7qq/dptdkYQpnVcHgKmlStW3VBHtV+7zc4IwrSOy0PAtHLFinHSbjO42boHAKO2fnlo9/xcZpLsdnkImBI3u2IFTJ6KMK3j8hAwrVyxgukiCDOQptzk4fIQMI3c0ATTRRBm29zkATAcV6xgugjCbJubPACG54oVTA83y7Ft03iTR2+lnxNnlnL8nntz4sxSeiv92sYCADSLijDbNm03eWjVAACGoSLMtk3bsmQbWzX6ubZVAwBgK0NXhEspD0lyR5J/TPKWqqp6W/wKDTVtN3nYQQ4AGMa2g3Ap5XuTfGeSf1lV1SfWHvuyJP87yYPWfuxPSylPqarqH0Y9UKbDNN3kMW2tGgBAswzSGvGMJP31ELzmp5M8MMmvJ3lzkiNJ/t3ohgc3Nm2tGgBAswzSGnF7kt9d/2KtJeJJSV5eVdVz1x47meRZSX52lIOEzUxbqwYAtFlTNtUaxCBB+MFJNt6F9FVr/75hw2N/lNX2CZiIaWrVAIC2autKTYO0RnwiyUM2fP2kJCtJ3rHhsX6S3SMYF8DUs441UJdJH3/aulLTIBXhv0ryjaWUH0rSy2rP8KmqqjbupvDwJBdGNzyA6dTW6ggw/eo4/rR1paZBKsK/kOTzknwkyYeT7EtSrX+zlDKX5AlJ/nyUA2R4qlYwem2tjgDTr47jz/pKTRu1YaWmbQfhqqp+J6srQrw3yfuT/GBVVa/a8CNfm9W2iN8b6QgZyvqs8aWvf1f+x9vO5KWvf1fuOn5SGIYhTeOW40A31HH8aetKTQNtqFFV1a8k+ZUbfO/3srqUGiM07B2aG2eNybWzxiZfyoC6WccaqEsdx5+2rtQ09M5yjM8oeoDa2tMDdVuvjlz/+Wx6dQSYfnUdf9q4UtMNg3Ap5WFr/3m+qqrehq+3VFXVh4YeGSOp5qpawXi0tToCTD/Hn9G5WUX4A1ldDu2RSc5s+Hor/S2el20aRTVX1QrGp43VEaAZHH9G42aB9ZVZDbV/d93XTMgoqrlmjQAAm5vp9yefbUsp/SSpqmqrH+0065QCAIzEpsFJC8MUU80FABifba8jXEq5Y5s/9307Hw7XW+8BetYdt+fYoQUhGABgRAbZWe4PSik/fKNvllIeWEr57SQ/N/ywAABgvAYJwotJfryU8pZSyr6N3yilPD7Ju5N8Y5I3jmx0AAAwJoME4S9L8qokT0nyrlLKP0+SUsqLkrw1yd4kz6uq6ltHPUgAABi1gVeNKKU8J8kvJvmsJO9L8qisrjP8jKqq/mKbz2HVCAAAJmXTm6wGqQgnSaqqemWSF6797qOT/G2SJ243BAMAwDQYKAiXUmZLKS9J8gtJ/j7JO5I8NMlbSymPGcP4AABgLAZZPu0Lk9yT5EVJ/jLJl1dV9YQkP5Tk9iQnSyllLKMEAIARG6Qi/O4kj0/yS0mOVVV1Jkmqqnppkq9O8rEkLyulvH7EYwQAgJEbZGe52SRPr6rqfkG3qqp3lFK+JMmvJ3nqqAYHAADjMkgQfmxVVR+40TerqrqU5GmllOcNOygAABi3gZdPGwXLpwEAMEGjWT4NAADaYJDWiJRSZpI8PcnXJbktya5NfqxfVdXXjGBsAAAwNtsOwqWUXUnenNUVImaS9HNtmbm/4XEAAJhqg7RGvCDJk5P8ZFY30ZhJ8mNJPj/Js5J8OMlrkjxgtEMEAIDRGyQIf1uSd1ZV9aNVVX18/cGqqi5UVfWaJE9J8g1J/sNoh9g9vZV+TpxZyvF77s2JM0vprSiyAwCM2iA9wgeS/OqGr/tJ5te/qKrqXCnld5N8Z5KfHcnoOqi30s9dx0/m9PlLubrcy675uRy+7dbcfefRzM1uesMjAAA7MEhFeDnJlQ1f/7+stkhs9MEk+4cdVJedWryY0+cv5cpyL/0kV5Z7OX3+Uk4tXqx7aAAArTJIEP5IVleKWHcmyVde9zOPTfKJYQfVZWcvXM7V5d41j11d7uXc0uWaRgQA0E6DtEa8PcnXbvj6jUl+spTya0len9XVJL42yW+ManBddGDfnuyan8uVDWF41/xc9i/sqXFUAADtM0hF+DeSvL+U8vC1r38+yakk35Xkd5L8QJKzSV44wvF1zpGDe3P4tluze34uM0l2r/UIHzm4t+6hAQC0ylBbLJdSbkny1CQHk3wgyZuqqvrHbfyeLZZvorfSz6nFizm3dDn7F/bkyMG9bpQDANi5TYPUUEF4pwRhAAAmaNMgPEhrBAAAtIYgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCdtOwiXUuzoAABAawxSEf5wKeW1pZSnjG00AAAwIbcM8LNnknxbkqeXUs4m+eUkr6iq6uNjGVnHrO8md/bC5RzYZzc5AIBxG2hnuVLK45N8T1YD8WcluZrk9Ul+uaqqewZ4HjvLbdBb6eeu4ydz+vylXF3uZdf8XA7fdmvuvvOoMAwAMLzRbbFcSvncJM/Jaih+VJJ+VivG/zXJK6uq+uQWvy8Ib3DizFJe+vp35cpy79OP7Z6fy4u+5bE5dmihxpEBALTC6LZYrqrq76qqellVVY9J8oQkr0zysCQ/l+R8KeUVpZQv3/FQO+bshcu5uiEEJ8nV5V7OLV2uaUQAAO03iuXTPp7kk0muZDVtPyCr1eKTpZQ3llIeNIK/0WoH9u3Jrvm5ax7bNT+X/Qt7ahoRAED7DXKz3KeVUuaTfGuS5yZ5YlYD8JkkL07yiiRfmuQ/JfmmJL+Y5JnDD7W9jhzcm8O33Xq/HuEjB61YBwAwLgMF4VLKwaz2BX9nkgcn6SV5Y5Kqqqr/s+FH35rkraWU30ry9aMYaJvNzc7k7juP5tTixZxbupz9C1aNAAAYt20H4VLKW5I8OavV349mtfr7K1VVffQmv/ZnSZ421Ag7Ym52JscOLbg5DgBgQgapCD8lyR8mqZK8saqq3hY/nyRvympoBgCAqTJIEH5kVVXvH+TJq6p6T5L3DDak7rGZBgDA5G07CA8agtkem2kAANRjFMunMYRTixdz+vylXFnupZ/kynIvp89fyqnFi3UPDQCg1QThIfVW+jlxZinH77k3J84spbcy2E59NtMAAKjHjtYRZtUo2hrWN9PYuL2yzTQAAMZPRXgIo2hrWN9MY/f8XGaS7LaZBgDARKgID+FmbQ3bXQ/YZhoAAPUQhIcwqrYGm2kAAEye1oghaGsAAGguFeEhaGsAAGguQXhI2hoAAG5smnfQFYQBABiLad9BV48wAABjMe076ArCAACMxbTvoCsIAwAwFutLzW40TTvoCsIAAIzFtC8162Y5AADGYtqXmhWEAQAYm2lealZrBAAAnSQIAwDQSYIwAACdJAgDANBJgjAAAJ0kCAMA0EmCMAAAnSQIAwDQSYIwAACdJAgDANBJtlges95KP6cWL+bshcs5sG+69tcGAOgyQXiMeiv93HX8ZE6fv5Sry73smp/L4dtuzd13HhWGAQBqpjVijE4tXszp85dyZbmXfpIry72cPn8ppxYv1j00AIDOE4TH6OyFy7m63LvmsavLvZxbulzTiAAAWCcIj9GBfXuya37umsd2zc9l/8KemkYEAMA6QXiMjhzcm8O33Zrd83OZSbJ7rUf4yMG9dQ8NAKDz3Cw3RnOzM7n7zqM5tXgx55YuZ/+CVSMAAKaFIDxmc7MzOXZoIccOLdQ9FAAANtAaAQBAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJ1lHeER6K/2cWryYsxcu58A+G2cAAEw7QXgEeiv93HX8ZE6fv5Sry73sWttK+e47jwrDAABTSmvECJxavJjT5y/lynIv/SRXlns5ff5STi1erHtoAADcgCA8AmcvXM7V5d41j11d7uXc0uWaRgQAwFYE4RE4sG9Pds3PXfPYrvm57F/YU9OIAADYiiA8AkcO7s3h227N7vm5zCTZvdYjfOTg3rqHBgDADbhZbgTmZmdy951Hc2rxYs4tXc7+BatGAABMO0F4ROZmZ3Ls0EKOHVqoeygAAGyD1ggAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTBGEAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTbql7AG3RW+nn1OLFnL1wOQf27cmRg3szNztT97AAALgBQXgEeiv93HX8ZE6fv5Sry73smp/L4dtuzd13HhWGAQCmlNaIETi1eDGnz1/KleVe+kmuLPdy+vylnFq8WPfQAAC4AUF4BM5euJyry71rHru63Mu5pcs1jQgAgK0IwiNwYN+e7Jqfu+axXfNz2b+wp6YRAQCwFUF4BI4c3JvDt92a3fNzmUmye61H+MjBvXUPDQCAG3Cz3AjMzc7k7juP5tTixZxbupz9C1aNAACYdoLwiMzNzuTYoYUcO7RQ91AAANgGrREAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdJIgDABAJwnCAAB0kiAMAEAnCcIAAHSSIAwAQCcJwgAAdNItdQ9gknor/ZxavJizFy7nwL49OXJwb+ZmZ+oeFgAANehMEO6t9HPX8ZM5ff5Sri73smt+LodvuzV333lUGAYA6KDOtEacWryY0+cv5cpyL/0kV5Z7OX3+Uk4tXqx7aAAA1KAzQfjshcu5uty75rGry72cW7pc04gAAKhTZ4LwgX17smt+7prHds3PZf/CnppGBABAnToThI8c3JvDt92a3fNzmUmye61H+MjBvXUPDQCAGnTmZrm52ZncfefRnFq8mHNLl7N/waoRAABd1pkgnKyG4WOHFnLs0ELdQwEAoGadaY0AAICNBGEAADpJEAYAoJMEYQAAOkkQBgCgkwRhAAA6SRAGAKCTBGEAADpJEAYAoJNq3VmulFLnnwcAoBv6VVXNXP+gijAAAJ000+/36x4DAABMnIowAACdJAgDANBJtd4sB8DklFJekeRfJ3lEVVUfqHc0APVTEQYAoJMEYYDueFGSRyY5X/dAAKaBVSMAAOgkPcIAQyilvDHJU5M8v6qql133vRcn+eEkv1ZV1Xdv47menOSZSZ6Q5AuSzCc5m+R/JvmpqqqubPjZRyR5V5KVJI+tquqDG7732Un+NMmhJE+pqupta4+/Ipv0CJdSvinJ9yX5oiQPSvLxJPcmeW1VVdX2Xw2AZtEaATCcf5PkQ0l+upTy2PUHSylfk+SuJO9L8vxtPtcLkvyLJO9O8stJXp7kU0l+LMn/KqXMrf9gVVV/neS7kzwwyatLKRsLG1WSw0l+Yj0E30gp5XuS/HZWQ/Cbkvxskjcn+awk37XNcQM0koowwBCqqvpEKeWZSd6W5LWllMcl+SdJXpXkapJvr6rqH7f5dCXJX1dVdU3P2obK8tOTvHbD3/6tUsovJfneJC9O8qJSynOSPCfJW9ce28pzsxq2v6SqqovX/d2HbHPcAI2kIgwwpKqq3pHkR5LcntVK7quS7Mtqu8R7B3iec9eH4DU/v/bv123yve9P8udJXlBKeV5Wq8EfS3JnVVUr2/zT9yVZ3mQ8f7vN3wdoJBVhgNH4qSRfneRZa1+/uqqqlw/yBGu9vd+X5GlZ7e/9nCQzG37ktut/p6qqK6WUZ2S1J/hlSfpJnl5V1Ue3+WePZ7Ud4r2llNdmtbL99qqqPjbI2AGaSEUYYATWKrlv2PDQzw/y+6WU+SR/kOQlSXZntQXipUl+fO1/SbLrBr9+JslfrP33+5L8/nb/blVVP5fVG+g+lNVe5jckWSql/GEp5csH+f8A0DSCMMAIlFJuT/IzST6Z1ZUcXl5K2T3AUzw1yVck+e9VVT2mqqrvqarqh6qq+rGstlvczAuTPD7J3yZ5VFbXC962qqpeWVXVsSQPTvKvkvxakicm+b1Syt5BngugSQRhgCGVUnZltYL72Um+I6uV3MdksKrwwbV/X7fJ9550k7/9+CQ/keT9SR699u+Pl1KeMMDfTpJUVXWpqqo3V1X1b5O8IqtLqd0x6PMANIUgDDC8n0ny2CT/uaqq30/yo0nenuS5pZRv3+ZzfGDt36/e+GApZX9W+4/vp5TywCSvTtJL8h1VVS0leUZWb357dSnlwVv90VLK11+39Nq69Urwdle8AGgcN8sBDKGU8s1JnpfkZFaXOEtVVb21JdXeneRXSyl/WlXVuS2e6k1JFpN8fynlMVndLONhSb4hye+u/ff1/tva48+vqurda3/7z0spP5DkvyT59STftMXffU2SK6WUP85qGJ/JahX4SJI/S/KWLX4foLFUhAF2qJTysKyG0b9L8syqqu5b/15VVR/O6mYbe5K8ppTygJs9V1VV/5DkKUl+I6t9vs9P8sVZXQv42Zv87X+f5JuT/M71O9pVVfWLWb3p7RtLKf9xi/8bL0zyJ0kel9V1jL8rqzvavSDJk6uqut+yagBtMdPvb7ZkJQAAtJuKMAAAnSQIAwDQSYIwAACdJAgDANBJgjAAAJ0kCAMA0EmCMAAAnSQIAwDQSYIwAACdJAgDANBJ/x/GZ60sgvCR0AAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -203,8 +204,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "X_norm   :      mean=     -0.0000  std=     +1.0000    min=     -1.9076    max=     +1.6098\n",
-      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -4.2514    max=     +1.3842\n"
+      "X_norm   :      mean=     -0.0000  std=     +1.0000    min=     -1.7803    max=     +1.8484\n",
+      "Y_norm   :      mean=     -0.0000  std=     +1.0000    min=     -4.3212    max=     +1.6145\n"
      ]
     }
    ],
@@ -315,12 +316,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 1 a_hat=[ 2.69624671e-01 -7.26345251e-18]\n"
+      "Nombre de degrés : 1 a_hat=[ 3.53704301e-01 -1.31976480e-16]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -355,12 +356,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 5 a_hat=[ 0.12123885 -0.31817727 -0.38662953  0.21870647  0.26835207  0.43864744]\n"
+      "Nombre de degrés : 5 a_hat=[ 0.0281175  -0.44536246  0.19442112  0.42003058 -0.18146968  0.41332895]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -395,18 +396,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Nombre de degrés : 24 a_hat=[ 1.77946597e+00  5.59202931e+00 -2.49447122e+01 -8.78563147e+01\n",
-      "  1.47460365e+02  6.01647737e+02 -4.74556999e+02 -2.35647500e+03\n",
-      "  8.88513638e+02  5.82214477e+03 -9.32442765e+02 -9.43875790e+03\n",
-      "  4.05598595e+02  1.01198434e+04  1.68176771e+02 -7.05469722e+03\n",
-      " -2.94900436e+02  3.05652248e+03  1.47854111e+02 -7.53488480e+02\n",
-      " -3.74009399e+01  8.87421773e+01  5.00118076e+00 -3.15113789e+00\n",
-      "  2.57365698e-01]\n"
+      "Nombre de degrés : 24 a_hat=[ 1.19825735e+00  1.65293721e-01 -2.23561113e+01 -2.52311261e+00\n",
+      "  1.81197984e+02  1.65638433e+01 -8.37164678e+02 -6.16691596e+01\n",
+      "  2.43105415e+03  1.45496906e+02 -4.61184611e+03 -2.32650511e+02\n",
+      "  5.75096962e+03  2.66022823e+02 -4.61874880e+03 -2.23905432e+02\n",
+      "  2.26536078e+03  1.33445029e+02 -6.05571534e+02 -4.98899517e+01\n",
+      "  6.49437865e+01  1.04746949e+01  7.20599922e-01 -1.22816576e+00\n",
+      "  3.51803788e-01]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -434,7 +435,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "End time is : Tuesday 8 December 2020, 19:00:20\n",
+      "End time is : Wednesday 9 December 2020, 20:20:33\n",
+      "Duration is : 00:00:01 682ms\n",
       "This notebook ends here\n"
      ]
     }
diff --git a/fidle/config.py b/fidle/config.py
index 7f6e31eacd59bb7ab2a27a9bd6e9c02cc9fd8c4e..4181215030a6b797cedee70e802e85b218e2771b 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,17 @@
 
 # ---- Current version ---------------------------------------------
 #
-VERSION = '0.6 DEV'
+VERSION = '0.7 DEV'
 
+# ---- Default notebook name ---------------------------------------
+#
+DEFAULT_NOTEBOOK_NAME = "Fidle notebook"
 
+# ---- Styles ------------------------------------------------------
+#
+FIDLE_MPLSTYLE = '../fidle/mplstyles/custom.mplstyle'
+FIDLE_CSSFILE  = '../fidle/css/custom.css'
 
+# ---- Done file, to keep track of finished notebooks --------------
+#
+FINISHED_FILE  = '../fidle/log/finished_file.json'
\ No newline at end of file
diff --git a/fidle/log/finished_file.json b/fidle/log/finished_file.json
new file mode 100644
index 0000000000000000000000000000000000000000..40f804cdbf226ad668200a3bd3db826b298c1f4e
--- /dev/null
+++ b/fidle/log/finished_file.json
@@ -0,0 +1,20 @@
+{
+    "01-Linear-Regression": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Wednesday 9 December 2020, 20:16:41",
+        "end": "Wednesday 9 December 2020, 20:16:41",
+        "duration": "00:00:00 256ms"
+    },
+    "02-Gradient-descent": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Wednesday 9 December 2020, 20:16:56",
+        "end": "Wednesday 9 December 2020, 20:17:00",
+        "duration": "00:00:03 279ms"
+    },
+    "03-Polynomial-Regression": {
+        "path": "/home/pjluc/dev/fidle/LinearReg",
+        "start": "Wednesday 9 December 2020, 20:20:32",
+        "end": "Wednesday 9 December 2020, 20:20:33",
+        "duration": "00:00:01 682ms"
+    }
+}
\ No newline at end of file
diff --git a/fidle/pwk.py b/fidle/pwk.py
index 0777c45913a86046605a5b8e95ea396a14eb92e1..c6d3bfc2572f1620f0d08555158cfbc4ee7606fb 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -16,6 +16,7 @@ import shutil
 from datetime import datetime
 import itertools
 import datetime, time
+import json
 
 import math
 import numpy as np
@@ -33,18 +34,37 @@ from IPython.display import display,Image,Markdown,HTML
 
 import fidle.config as config
 
+
+datasets_dir  = None
+notebook_name = None
+
 _save_figs = False
 _figs_dir  = './figs'
 _figs_name = 'fig_'
 _figs_id   = 0
 
+_start_time = None
+_end_time   = None
+
 # -------------------------------------------------------------
 # init_all
 # -------------------------------------------------------------
 #
-def init( mplstyle = '../fidle/mplstyles/custom.mplstyle', 
-          cssfile  = '../fidle/css/custom.css'):
-       
+def init(name=None, mplstyle=None, cssfile=None):
+    global notebook_name
+    global datasets_dir
+    global _start_time
+    
+    # ---- Parameters
+    #
+    notebook_name = config.DEFAULT_NOTEBOOK_NAME if name is None else name
+
+    if mplstyle is None:
+        mplstyle = config.FIDLE_MPLSTYLE
+
+    if cssfile  is None:
+        cssfile  = config.FIDLE_CSSFILE
+    
     # ---- Load matplotlib style and css
     #
     matplotlib.style.use(mplstyle)
@@ -58,32 +78,48 @@ def init( mplstyle = '../fidle/mplstyles/custom.mplstyle',
     #
     datasets_dir = where_are_my_datasets()
     
-    # ---- We try to to copy datasets/keras_cache to keras cache...
-    # Sometime, we cannot access to the net (like at IDRIS)
+    # ---- Update Keras cache
     #
-    update_keras_cache=False
-    if os.path.isdir(f'{datasets_dir}/keras_cache'):
-        from_dir = f'{datasets_dir}/keras_cache/*.*'
-        to_dir   = os.path.expanduser('~/.keras/datasets')
-        mkdir(to_dir)
-        for pathname in glob.glob(from_dir):
-            filename=os.path.basename(pathname)
-            destname=f'{to_dir}/{filename}'
-            if not os.path.isfile(destname):
-                shutil.copy(pathname, destname)
-                update_keras_cache=True
+    updated = update_keras_cache()
+    
+    # ---- Today and now
+    #
+    _start_time = datetime.datetime.now()
     
     # ---- Hello world
     print('\nFIDLE 2020 - Practical Work Module')
     print('Version              :', config.VERSION)
-    print('Run time             : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S")))
+    print('Notebook name        :',notebook_name)
+    print('Run time             :',_start_time.strftime("%A %-d %B %Y, %H:%M:%S"))
     print('TensorFlow version   :', tf.__version__)
     print('Keras version        :', tf.keras.__version__)
     print('Datasets dir         :', datasets_dir)
-    print('Update keras cache   :',update_keras_cache)
+    print('Update keras cache   :',updated)
     
+    update_finished_file(end=False)
+
     return datasets_dir
 
+# ------------------------------------------------------------------
+# Update keras cache
+# ------------------------------------------------------------------
+# Try to sync ~/.keras/cache with datasets/keras_cache
+# because sometime, we cannot access to internet... (IDRIS..)
+#
+def update_keras_cache():
+    updated = False
+    if os.path.isdir(f'{datasets_dir}/keras_cache'):
+        from_dir = f'{datasets_dir}/keras_cache/*.*'
+        to_dir   = os.path.expanduser('~/.keras/datasets')
+        mkdir(to_dir)
+        for pathname in glob.glob(from_dir):
+            filename=os.path.basename(pathname)
+            destname=f'{to_dir}/{filename}'
+            if not os.path.isfile(destname):
+                shutil.copy(pathname, destname)
+                updated=True
+    return updated
+
 # ------------------------------------------------------------------
 # Where are my datasets ?
 # ------------------------------------------------------------------
@@ -529,6 +565,15 @@ def display_img(img):
 def hdelay(sec):
     return str(datetime.timedelta(seconds=int(sec)))
 
+# Return human delay like 01:14:28 543ms
+def hdelay_ms(td):
+    sec = td.total_seconds()
+    hh = sec // 3600
+    mm = (sec // 60) - (hh * 60)
+    ss = sec - hh*3600 - mm*60
+    ms = (sec - int(sec))*1000
+    return f'{hh:02.0f}:{mm:02.0f}:{ss:02.0f} {ms:03.0f}ms'
+
 def hsize(num, suffix='o'):
     for unit in ['','K','M','G','T','P','E','Z']:
         if abs(num) < 1024.0:
@@ -547,10 +592,58 @@ def np_print(*args, format={'float': '{:6.3f}'.format}):
     with np.printoptions(formatter=format):
         for a in args:
             print(a)
-     
+
+            
+def check_finished_file():
+    if not os.access(config.FINISHED_FILE, os.W_OK):
+        print("\n** Error : Cannot access finished file in write mode for reset...")
+        print(f'** Finished file should be at : {config.FINISHED_FILE}\n')
+        return False
+    return True
+    
+    
+def reset_finished_file():
+    if check_finished_file() is False : return
+    data={}
+    # ---- Save it
+    with open(config.FINISHED_FILE,'wt') as fp:
+        json.dump(data,fp,indent=4)
+    
+    
+def update_finished_file(end=False):
+    
+    # ---- No finished file ?
+    if check_finished_file() is False : return
+    
+    # ---- Load it
+    with open(config.FINISHED_FILE) as fp:
+        data = json.load(fp)
+        
+    # ---- Update as a start
+    data[notebook_name]             = {}
+    data[notebook_name]['path']     = os.getcwd()
+    data[notebook_name]['start']    = _start_time.strftime("%A %-d %B %Y, %H:%M:%S")
+    data[notebook_name]['end']      = ''
+    data[notebook_name]['duration'] = 'Pending...'
+
+    # ---- Update as an end
+    if end is True:
+        data[notebook_name]['end']      = _end_time.strftime("%A %-d %B %Y, %H:%M:%S")
+        data[notebook_name]['duration'] = hdelay_ms(_end_time - _start_time)
+
+    # ---- Save it
+    with open(config.FINISHED_FILE,'wt') as fp:
+        json.dump(data,fp,indent=4)
+    
      
 def end():
-    print('End time is : {}'.format(time.strftime("%A %-d %B %Y, %H:%M:%S")))
+    global _end_time
+    _end_time = datetime.datetime.now()
+    
+    update_finished_file(end=True)
+    
+    print('End time is :', time.strftime("%A %-d %B %Y, %H:%M:%S"))
+    print('Duration is :', hdelay_ms(_end_time - _start_time))
     print('This notebook ends here')