diff --git a/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb b/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
index 69a813e3f57c80e575fdaf58981511553290fa31..696ed644367b4242aa626e093bc8b1b60267d4f5 100644
--- a/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
+++ b/doc/notebooks/09_tutorial_shanchen_twocomponent.ipynb
@@ -84,7 +84,11 @@
     "ρ_a = dh.add_array('rho_a')\n",
     "ρ_b = dh.add_array('rho_b')\n",
     "u_a = dh.add_array('u_a', values_per_cell=dh.dim)\n",
-    "u_b = dh.add_array('u_b', values_per_cell=dh.dim)"
+    "u_b = dh.add_array('u_b', values_per_cell=dh.dim)\n",
+    "u_bary = dh.add_array_like('u_bary', u_a.name)\n",
+    "\n",
+    "f_a = dh.add_array('f_a', values_per_cell=dh.dim)\n",
+    "f_b = dh.add_array_like('f_b', f_a.name)"
    ]
   },
   {
@@ -136,7 +140,12 @@
     "for factor, ρ in zip([g_ba, g_bb], [ρ_a, ρ_b]):\n",
     "    force_b += sum((psi(ρ[d]) * w_d * sp.Matrix(d)\n",
     "                    for d, w_d in zip(stencil, weights)), \n",
-    "                   zero_vec) * psi(ρ_b.center) * -1 * factor"
+    "                   zero_vec) * psi(ρ_b.center) * -1 * factor\n",
+    "\n",
+    "f_expressions = ps.AssignmentCollection([\n",
+    "    ps.Assignment(f_a.center_vector, force_a),\n",
+    "    ps.Assignment(f_b.center_vector, force_b)\n",
+    "])"
    ]
   },
   {
@@ -144,7 +153,7 @@
    "metadata": {},
    "source": [
     "The barycentric velocity, which is used in place of the individual components' velocities in the equilibrium distribution and Guo force term, is\n",
-    "$\\vec{u}=\\frac{1}{\\rho_a+\\rho_b}\\left(\\rho_a\\vec{u}_a+\\frac{1}{2}\\vec{F}_a+\\rho_b\\vec{u}_b+\\frac{1}{2}\\vec{F}_b\\right)$."
+    "$\\vec{u}=\\frac{1}{\\rho_a+\\rho_b}\\left(\\rho_a\\vec{u}_a+\\frac{1}{2}\\vec{F}_a+\\rho_b\\vec{u}_b+\\frac{1}{2}\\vec{F}_b\\right)$. The force corrections to the velocities are automatically applied when using the Guo force model."
    ]
   },
   {
@@ -153,9 +162,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "u_full = [(ρ_a.center * u_a(i) + force_a[i]/2 + \n",
-    "           ρ_b.center * u_b(i) + force_b[i]/2) / (ρ_a.center + ρ_b.center)\n",
-    "          for i in range(dh.dim)]"
+    "u_full = ps.Assignment(\n",
+    "    u_bary.center_vector,\n",
+    "    (ρ_a.center * u_a.center_vector + ρ_b.center * u_b.center_vector) / (ρ_a.center + ρ_b.center))"
    ]
   },
   {
@@ -172,12 +181,12 @@
    "outputs": [],
    "source": [
     "lbm_config_a = LBMConfig(stencil=stencil, relaxation_rate=omega_a, compressible=True,\n",
-    "                         velocity_input=u_full, density_input=ρ_a, force_model=ForceModel.GUO, \n",
-    "                         force=force_a, kernel_type='collide_only')\n",
+    "                         velocity_input=u_bary, density_input=ρ_a, force_model=ForceModel.GUO, \n",
+    "                         force=f_a, kernel_type='collide_only')\n",
     "\n",
     "lbm_config_b = LBMConfig(stencil=stencil, relaxation_rate=omega_b, compressible=True,\n",
-    "                         velocity_input=u_full, density_input=ρ_b, force_model=ForceModel.GUO, \n",
-    "                         force=force_b, kernel_type='collide_only')\n",
+    "                         velocity_input=u_bary, density_input=ρ_b, force_model=ForceModel.GUO, \n",
+    "                         force=f_b, kernel_type='collide_only')\n",
     "\n",
     "\n",
     "\n",
@@ -204,7 +213,10 @@
     "stream_a_kernel = ps.create_kernel(stream_a, **opts).compile()\n",
     "stream_b_kernel = ps.create_kernel(stream_b, **opts).compile()\n",
     "collision_a_kernel = ps.create_kernel(collision_a, **opts).compile()\n",
-    "collision_b_kernel = ps.create_kernel(collision_b, **opts).compile()"
+    "collision_b_kernel = ps.create_kernel(collision_b, **opts).compile()\n",
+    "\n",
+    "force_kernel = ps.create_kernel(f_expressions, **opts).compile()\n",
+    "u_kernel = ps.create_kernel(u_full, **opts).compile()"
    ]
   },
   {
@@ -245,7 +257,11 @@
     "    dh.run_kernel(init_b_kernel)\n",
     "    \n",
     "    dh.fill(u_a.name, 0.0)\n",
-    "    dh.fill(u_b.name, 0.0)"
+    "    dh.fill(u_b.name, 0.0)\n",
+    "    dh.run_kernel(u_kernel)\n",
+    "    \n",
+    "    dh.fill(f_a.name, 0.0)\n",
+    "    dh.fill(f_b.name, 0.0)"
    ]
   },
   {
@@ -267,7 +283,9 @@
     "def time_loop(steps):\n",
     "    dh.all_to_gpu()\n",
     "    for i in range(steps):\n",
-    "        sync_ρs()  # collision kernel evaluates force values, that depend on neighboring ρ's\n",
+    "        sync_ρs()\n",
+    "        dh.run_kernel(force_kernel)\n",
+    "        dh.run_kernel(u_kernel)\n",
     "        dh.run_kernel(collision_a_kernel)\n",
     "        dh.run_kernel(collision_b_kernel)\n",
     "        \n",
@@ -313,7 +331,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAACeQAAAQKCAYAAAArG+jpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAB7CAAAewgFu0HU+AACZUElEQVR4nOzde5RtZ1kn6t+7KRLC/XAzDQFBggI2CkqQmwTExgso4FFROa1R0mjbjY02igoeELVbpO2Dop7WBg32UfDKRRraOxFB7dBHUA43oQET09zEQEhCAlXv+aPm3nuxrapVVWtWrTWrnmeMOeqba37zm2/tyvDyG++aX3V3AAAAAAAAAAAAgMWcWHYBAAAAAAAAAAAAcBRoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwCSJFV1s6r6gap6Q1V9oKqur6obqup9VfVLVfV5y64RAAAAAOCgyEgBABhDdfeyawAAlqyqvizJC5Oct8O065N8a3e/5HCqAgAAAAA4HDJSAADGoiEPAI65qnpmkuckqeGjv0lyWTbDpc9L8oUz0z+R5ILufsuhFgkAAAAAcEBkpAAAjElDHgAcY1X1g0l+bDj9uyT/ortfc8acL0/y20nOGT56aXd/4+FVCQAAAABwMGSkAACMTUMeABxTVXVhkj9KciLJFUke3N2XbzP3+5I8dzi9PsktuvuTh1IoAAAAAMABkJECAHAQNOQBwDFUVSeSvCXJvZJ0kod29xt2mH+HJB+Y+ei+3f3mg60SAAAAAOBgyEgBADgoJ5ZdAACwFP97NoOmJPmNnYKmJOnuDyb58MxHtzqowgAAAAAADoGMFACAA6EhDwCOp2+dGf/sLu+5YWY89xW7VfW7VdXDceGeqgMAAAAAOFijZqRVdZ+ZPPTM49qqemtVPa+qbrtw5QAArLS1ZRcAAByuqrpZki8dTj+S5HW7uKeS3Gbmo8vnzP/qJI+a+ei+SS7dU6EAAAAAAAfggDLSLxh+XpvkL2c+PzvJXbP5Nr57JXlsVd2vu6/Ze+UAAEyBN+QBwPHzwCQ3HsZv6O65b7tL8plJbjKMP5Hkiu0mVtVZSX5yOL1q+Pn5ey8TAAAAAOBAHERGer/h5x9190NnjguSnJvke4fr90jy9fsvHQCAVachDwCOny+aGb9tl/fMbjn7+u7+1A5z/02S85O8M8lzh8/uu+vqAAAAAAAO1kFkpCffkPeXZ3ye7l7v7v+Q019gvtsunwkAwATZshYAjp8vmBl/cJf3PH5m/LvbTaqqOyR55nD6vdn8pmiS3Luq1uY08gEAAAAAHIZRM9JhO9v7Dqf/qCFvZs7GcPq/dvlMAAAmyBvyAOD4ud/M+MbbzhpU1V2TPHo4/WSSX95h+r9LcstsbsvwyiRvGT4/O8m99lwpAAAAAMD4xs5Iz09yi2G8ZUNekscmuU2S65K8fJd1AgAwQRryAOAYqapb5dO3Q7j3Lm77yZx+q+7/090f2Gbt+yX51mx+y/N7kqS7r0zykWHK5++nZgAAAACAsRxQRnryjXtXdfd7Z551k6q6Z1U9J8mvZHNHkYu62xvyAACOMA15AHC83C9JzZw/tqpus93kqnpakq8ZTj+W5Ad2WPunsvl/W1zS3W+e+fyvh5/33XO1AAAAAADjOoiM9GRD3q2rqk8e2Xwb3tuSPDPJS5I8oLt/fdFfAACA1aYhDwCOl9mtGG7I5jYKv1ZVt56dVFW3qqqfTvK84aNO8i07vB3v65N8cZKPZzNcmnVy21pvyAMAAAAAlu0gMtKTa743yetnjr9M8g/ZbAD82iQPHudXAABgla3NnwIAHCFfMDN+RpIfT/KlSd5XVX+Y5MNJ7pTk4UluOszbSPJd3f3yrRasqnOS/MRw+twttls4+YY8DXkAAAAAwLKNnpHmdEPeD3T3S2cvVNVakqcn+dEk/6mq3tTdfzHC7wEAwIqq7l52DQDAIamqtyT53OH0zkm+OsnP5NO3aJh1ZZJv7+5X7bDmDyV5TpLLk3xOd193xvUHZ/PboElyp+6+cv+/AQAAAADA/o2dkVbVXZK8bzi9d3e/bZt570py9yT/sbv/7T7LBwBgArwhDwCOieFNdvccTj/S3Vck+bmqenOS70ryRUnOTfKxJG9L8ttJXtjd1+yw5p2y+e3OZDO8urZqu9wqSXLfbAZYAAAAAACH6iAy0px+O951Sd65w7z3ZLMh7zP2/xsAADAFGvIA4Pj4vCQ3GsZvPvlhd78+p99gt1fPTXKzJNcmuXqHebdJcuNsblv76n0+CwAAAABgEQeRkZ7cAvct3b2+w7zzhp/v3+dzAACYCA15AHB83G9m/KZFF6uqByb5puH0UUNotd3cVyb5qmy+IQ8AAAAAYBlGzUgHJxvytl2vqh6W02/me81IzwUAYEWdWHYBAMCh+YKZ8Zu3nbULtbkv7U8lqSS/ulMz3uAtw8/PX+S5AAAAAAALGC0jnXGyye9NZ16oqhtV1bcl+a3ho1d19x+O9FwAAFaUN+QBwPEx++3PRcOmb07ygCTXJPm+Xcw/2ZB3j6q6aXdfu+DzAQAAAAD2asyMNFV1hyR3Gk7/dVV908zl2yS5W5KbDOe/meRbFn0mAACrT0MeABwDVbWW5D7D6SeTvHWBtW6e5N8Pp/+uu/9uF7edbMg7keTzkvz5fp8PAAAAALBXY2akM2Yb/O41M+4kH0/yniR/luTF3f0nIzwPAIAJ0JAHAMfDvZOcPYzf3t037Heh7v54kjvu8Z6/yub2tgAAAAAAyzBaRnpSd/9u5J4AAJzhxLILAAAOxahbMQAAAAAATIyMFACAQ1HdvewaAAAAAFZOVd0/yVcmeWg236Zx+2xubXVlktcneVF3/+nIz/zGJN+a5POS3DrJB5K8LsnPdvef7XKNmyb510m+Lsnds/kWkMuT/NckP93d7xuzZgAAAADgaJKR7o+GPAAAAIAzVNWfJPniXUz95ST/YtHtrqrqnCS/mc1waysbSZ7T3T88Z53zk7w6yT22mfKxJE/s7lftt1YAAAAA4OiTke6fLWsBAAAA/rE7Dj+vTPJTSb42yQOSPCjJ9yT5u+H6Nye5ZITn/WJOB01/nORxw/OelOTd2cxwnl1VT95ugaq6RTa/4XkyaPrPSR6Z5MFJnpHk40lumeTXquq+I9QMAAAAABxdMtJ98oY8AAAAgDNU1auy+c3O3+ru9S2u3y6bWzJ89vDRhd39J/t81pck+cPh9HeSPH72mcOz/keSuyS5Kslndfc/bLHOc5L80HD6fd39vDOuPzjJpUnWklza3Q/fT70AAAAAwNEnI90/b8gDAAAAOEN3P6a7f32roGm4/uEk/3bmo69d4HFPG35+Ksl3nvnM4VlPH05vneTiMxeoqhsn+a7h9G1JfnKLmt+Q5EXD6YVVdcECNQMAAAAAR5iMdP805AEAAADszx/PjO++nwWGLRQeOZz+QXdfsc3U307ysWH8+C2uPyLJrYbxi7t7Y5t1LpkZb7UOAAAAAMBuyUi3oCEPAAAAYH/Onhlv+S3RXbggyVnD+NLtJnX3DUn+/OQ9w7c9Zz10ZrztOknemOTaYfyQPdQJAAAAAHAmGekWNOQBAAAA7M+FM+O37XONe8+M3z5n7snra0nusZ91uvtTSd41nN5rNwUCAAAAAGxDRrqFtYNY9KipqrOT3Gc4/VD239EJAADANN0oye2H8V939/XLLGZsVbWW5Nxl17FP52YX/7/6Dtsc7EtVnUjy/TMf/fo+lzpvZjyvxstnxndO8tYt1rmmu6/axTqfl+T2VXX2UfvvGTgYMlIAAIBj7Ujno4mMdD9kpNvTkLc790ly2bKLAAAAYCVckM1X2h8l5+bTg4yjqEZe77uTPGAY/3Z3/499rnOLmfHH58y9ZmZ8823WmbfGVuscuQAVOBAyUgAAAJKjmY8mMtL9kJFuw5a1AAAAAHtQVRcm+fHh9INJ/uUCy91kZnzDnLmzodA526wzb4156wAAAAAA7EhGujNvyNudD50cnPcd/yZrt7jlMmsBAADgkH3q6o/liv/0UydPP7TT3Kn789fcOf/kDjdadhlz/a8PrueBX3HqC6sXJHn/YTy3qj43ycuymal8IsnXdfcHF1jyEzPjs+bMPXtmfN0268xbY946ANs59b//HnjLx+bsEzddZi0AAAAcous3rs2ff+wVJ0+PdD6ayEjnkZHOpyFvd07tsbx2i1tm7Va3XmIpAAAALNn6/CnT9U/ucKOcd8cbL7uMvXp/d19x0A+pqrsl+b0k/1s2/zv4hu7+kwWXvXpmfOYWC2e62cz4zG0XTq4zb4156wBs59T//jv7xE1zkxO7+R83AAAAHEFHOh9NZKQ7kZHujoY8AAAA4JSNdDaysewy5tpIH+rzquqOSf4gyR2TdJJv6+5X7HzXrsyGZOcleeMOc+88M778jGtXJPmiJDerqlt391W7WOdD3X39DvMAAAAA4NiRkW5NRrp7J8ZeEAAAAOAoqarbJfn9JJ81fPSU7v7lkZZ/68z4nnPmnrz+qSR/s591qmotyd2H07ftpkAAAAAA4HiTke6NhjwAAACAbVTVrZL8bpJ7Dx99f3f/7IiPuCzJDcP4wh3qOCvJA0/e092fPGPKn86Mt10nyf1zejuG1++hTgAAAADgGJKR7p2GPAAAAIAtVNVNk/zXJF8wfPRj3f3cMZ/R3Vcn+cPh9Eur6rxtpn5NklsO45dtcf21ST46jL+lqmqbdS6aGW+1DgAAAABAEhnpfmnIAwAAAE5Z743JHAdp+Lbly5I8ZPjop7r7mftY56Kq6uF49jbT/sPwcy3Jz1bVjc5Y43ZJToZcVyV54ZkLdPcNSX56OL1XkqdtUcuDkjxpOL20uy/bw68CAAAAAMfCsnNPGen0M9K1g1gUAAAAYOJekuRRw/iPkryoqv7pDvNv6O537udB3f1HVfXSJN+Q5KuT/H5VPT/JlUnuk+QZSe4yTH96d//DNks9L8kTknx2kp+oqvOTvDTJdUkekeQHs5kFXZfkqfupFQAAAAA4NmSk+6QhDwAAAOAf+5qZ8Zck+as589+X5K4LPO/bsrndwldmMxh6xBnXN5L8SHf/wnYLdPfVVfXoJK9Oco8kTx6OWR9L8sTuftMCtQIAAAAAR5+MdJ805AEAAACnbKSzkV52GXNNoca96O7rkjy6qr4pyUVJPj/JrZN8IMnrkvxMd//ZLtZ5V1XdL8m/SvJ1Sc5PclaSy7MZQv1Ud7/vIH4HAAAAADgKZKTLcZQyUg15AAAAAGfo7hppnUuSXLKH+b+a5FcXfOY1SX5iOAAAAAAA9kxGun8nlvFQAAAAAAAAAAAAOGo05AEAAAAAAAAAAMAIbFkLAAAAnNLZyEY2ll3GXD2BGgEAAACA6ZGRsihvyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEdiyFgAAADhlvTvr3csuY64p1AgAAAAATI+MlEV5Qx4AAAAAAAAAAACMQEMeAAAAAAAAAAAAjEBDHgAAAAAAAAAAAIxgbdkFAAAAAKtjI52N9LLLmGsKNQIAAAAA0yMjZVHekAcAAAAAAAAAAAAj0JAHAAAAAAAAAAAAI7BlLQAAAHDKRpL1CWx1sLHsAgAAAACAI0lGyqK8IQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEawtuwCAAAAgNWxkc5GetllzDWFGgEAAACA6ZGRsihvyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEdiyFgAAADhlvTvrvfpbHUyhRgAAAABgemSkLMob8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBBryAAAAAAAAAAAAYARryy4AAAAAWB0bw7HqplAjAAAAADA9MlIW5Q15AAAAAAAAAAAAMAINeQAAAAAAAAAAADACW9YCAAAAp2yks55edhlzbUygRgAAAABgemSkLOpQ35BXVXepqh+uqjdW1Yeq6hNVdXlVva6qnlNV/3TO/V9RVS+rqiuq6vrh58uq6isO63cAAAAAANgvGSkAAADA0XZob8irqqck+fdJbnbGpfOG46FJbpnkqVvceyLJLyR50hmX7jQcj6uqFyb59u7eGLdyAAAAAIDFyUgBAAAAjr5Dacirqmcm+ZHh9J1J/nOSy5J8NMltk9wvyeOTbBcU/VhOB01/meQnkrw7yd2TfN9w/8VJPpTkB8f/DQAAAAAA9k9GCgAAAHA8HHhDXlU9MqeDpl9OcnF3f/KMaX+Y5D9U1Vlb3P/ZSZ42nL4xycO6+7rh/LKqemWSS5PcP8n3VtUvdve7xv49AAAA4DhYT7Ley65ivvVlFwCwBzJSAAAAmA4ZKYs6cZCLD9so/N/D6ZuTPGmLoOmU7r5hi4+fmtONg0+ZCZpO3nNtkqcMp2tJvnuRmgEAAAAAxiIjBQAAADheDrQhL8mjktxjGD+3uz+1l5urqpI8djh9e3f/+Vbzhs/fMZw+drgPAAAAAGDZZKQAAAAAx8hBN+R93fCzk7zq5IdVdZuqukdV3WbO/XdLcsdhfOmcuSev3ynJXfdYJwAAAADAQZCRAgAAABwjB92Q98Dh53u7++qq+qaq+uskf5/knUn+vqreUVVPq6qzt7j/3jPjt8951uz1e+2/ZAAAADi+NiZ0AEyEjBQAAAAmZNm5p4x0+tYOauGqOpHknsPph6vqp5J81xZTPzvJ85I8vqoe3d1XzVw7b2Z8xZxHXj4zvvMeaz1vzpRz97IeAAAAAICMFAAAAOD4ObCGvCS3yuk38N0nyQVJ/leS703y6iSfGD57bja/JfrgJL+Y5Gtm1rjFzPjjc553zcz45nus9fL5UwAAAAAA9kRGCgAAAHDMHGRD3s1mxjdJcm2SR3T3O2Y+/5Oq+pIkf5bk87P5DdAv6u6/mLnvpBvmPO/6mfE5+6wZAAAAjrWNVNZTyy5jro0J1AgQGSkAAABMjoyURR1kQ94nzjh/4RlBU5Kku6+rqmckedXw0ROSnAybZtc4a87zzp4ZX7eXQjN/+4Zzk1y2xzUBAAAAgONNRgoAAABwzBxkQ97VZ5z/3g5z/zDJp7JZzwXbrDFvi4XZb5vO27rh03T3FTtdr9JRCgAAAADsmYwUAAAA4Jg5cVALd/f1ST4089HlO8z9RJIPD6e3n7k0GwKdN+eRs9/g3PZZAAAAAACHQUYKAAAAcPwc5BvykuT/S/LwYXyjOXNPXv/UzGdvnRnfc879s9ffNrcyAAAA4B/Z6M1j1U2hRoCBjBQAAAAmREbKog7sDXmDP5kZf9Z2k6rqlkluN5z+3cyl9yS5chhfOOdZD5u5/727LxEAAAAA4MDISAEAAACOkYNuyPutmfHjd5j3+CQ1jF938sPu7iSvGE7vWVUP3Orm4fOT3/58xXAfAAAAAMCyyUgBAAAAjpEDbcjr7r9K8prh9Bur6pFnzqmqc5P86HB6Q5JfOmPK85OsD+MXVNU5Z9x/TpIXDKefGuYDAAAA+7CemswBMAUyUgAAAJiWZeeeMtLpO+g35CXJU5NcNTzrVVX176vqi6vq/lX1nUkuS3LeMPeHunt2O4Z09zuTPG84vX+S11fVE4b7n5Dk9cPnSfK87v6bg/11AAAAAAD25KmRkQIAAAAcC2sH/YDufmdVfVWS30zyGUm+fzg+bVqSH+vun9hmmWckuUOSb0tyvyQv3WLOi5I8c5SiAQAAAABGIiMFAAAAOD4O4w156e4/TfK5SX44yZuTfCzJJ5K8J5vbL3xhd//QDvdvdPeTkjw6ySuSXJnNrRuuHM6/srsv7u6NA/1FAAAAAAD2QUYKAAAAcDwc+BvyTuruv0/y7OHY7xqvTvLqkUoCAAAAzrCeynpq2WXMNYUaAc4kIwUAAIDVJyNlUYfyhjwAAAAAAAAAAAA46jTkAQAAAAAAAAAAwAgObctaAAAAYPV1Jxu9+lsddC+7AgAAAADgKJKRsihvyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBGsLbsAAAAAYHWsp7KeWnYZc02hRgAAAABgemSkLMob8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBLasBQAAAE5Zz4msT+D7e1OoEQAAAACYHhkpi/KXAQAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEawtuwAAAABgdXRXNrqWXcZcPYEaAQAAAIDpkZGyKG/IAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIAR2LIWAAAAOGU9lfWs/lYHU6gRAAAAAJgeGSmL8oY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABiBhjwAAAAAAAAAAAAYwdqyCwAAAABWx3qfyHqv/vf3plAjAAAAADA9MlIW5S8DAAAAAAAAAAAAI9CQBwAAAAAAAAAAACOwZS0AAABwykYqGxP4/t5GatklAAAAAABHkIyURa3+fz0AAAAAAAAAAAAwARryAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEa8suAAAAAFgdG6msp5ZdxlwbE6gRAAAAAJgeGSmL8oY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABiBhjwAAAAAAAAAAAAYwdqyCwAAAABWx3qfyHqv/vf3plAjAAAAADA9MlIW5S8DAAAAAAAAAAAAI9CQBwAAAAAAAAAAACOwZS0AAABwykYqG6lllzHXFGoEAAAAAKZHRsqivCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEagIQ8AAAAAAAAAAABGsLbsAgAAAIDVsZETWZ/A9/c2JlAjAAAAADA9MlIW5S8DAAAAAAAAAAAAI9CQBwAAAAAAAAAAACOwZS0AAABwynqfyHqv/vf3plAjAAAAADA9MlIW5S8DAAAAsIWqukNVPaaqnlNVr6mqD1dVD8clIz3j4TNr7vZ47TZrvXeX9793jNoBAAAAgKNNRro/3pAHAAAAsLUPLLuAbbxj2QUAAAAAAMeCjHQfNOQBAAAAzPe3Sd6e5FEjr3tZkvvsYt7PJLlwGL94ztxXJHnmDtdv2MXzAAAAAABmyUh3SUMeAAAAcMpGKhs5sewy5tpIHcZjnpPNMOiy7v5AVd01yXvGfEB3X5PkLTvNqapbJ3ngcPqu7n7DnGWv6u4d1wQAAAAAtiYj/TQy0n3QkAcAAACwhe5+1rJrGDwhydnD+L8ssxAAAAAA4PiQke7P6rdzAgAAABxv3zz87CS/vMxCAAAAAACWYFIZqTfkAQAAAKdsdGW9D2Wrg4VsTKDGMVTV3ZM8eDh9XXe/d4nlAAAAAMCRJyNdLVPMSL0hDwAAAGB1ffPM+MW7vOdhVfWmqrq6qq6tqvdU1a9V1eOq6nikdAAAAADAUTG5jNQb8gAAAICpO3dehtLdVxxSLaMZgqH/Yzi9Lslv7PLWu51xftfh+Pokr6+qJ3T3341RIwAAAACwEmSkn26pGamGPAAAAGDqLtvFnCm+Ge6hST5rGL+su6+eM/+GJK9M8ntJ3pLko0luneRBSf5lkjsneUiS36+qB3X3Rw+iaAAAAADg0MlIN61ERqohDwAAADhlPSeynhPLLmOuKdQ4gn8+M/7lXcx/QHdftcXnr62qn0nym0keleReSZ6V5HsWrhAAAAAAjhgZ6UqZZEaqIQ8AAACYuguSvH/ZRYypqm6S5OuG0yuT/MG8e7YJmk5eu7qqvj7J/0xymyRPrqrv7+4bRigXAAAAAFguGWlWJyPVkAcAAABM3fu7+4plFzGyr87mVgpJ8ivdvb7ogt390ap6aZLvTHKzJPdP8oZF1wUAAAAAlk5GuguHlZFqyAMAAABO2egT2ejV3+pgCjUu6JtnxrvZimG33jozvtOI6wIAAADAkSAjXRmTzUiP/F8GAAAAYEqq6g5Jvmw4/X+7+y0jLt8jrgUAAAAAMLqpZ6Qa8gAAAABWyzfl9K4GY37zM0nuPTO+cuS1AQAAAADGMOmMVEMeAAAAwGo5uRXDJ5P86liLVtWtknzDcHptkjeOtTYAAAAAwIgmnZFqyAMAAABOWc+JyRxTUFUXVVUPx7N3Mf9zk9xvOP1v3f2hXT7ny6vqnB2u3zzJrye57fDRi7r7+t2sDQAAAADHybJzTxnp9DPStflTAAAAAI6fqnpokvNnPrrdzPj8qrpodn53XzLCY79lZvziPdz3/Ul+pap+O8mfJnl3ko8nuVWSByf5jiR3Gea+I8mzF64UAAAAADjSZKT7oyEPAAAAYGsX59PDn1kPGY5ZlyzysKo6keSJw+k/JPmdPS5xm2zWfPEOcy5N8sTu/sjeKwQAAAAAjhkZ6T5oyAMAAABO2Uiy3rXsMubaWHYBB+ORSe44jH+tu2/Yw71PG+5/UJLPyeY3VW+d5NokVyb5iyQvSfJ73d1jFQwAAAAAR42MdKmOREaqIQ8AAABgC919UZKLFlzjkuzyW6Hd/ftJ9pX0dfcbk7xxP/cCAAAAAGxFRro/J5ZdAAAAAAAAAAAAABwFGvIAAAAAAAAAAABgBLasBQAAAE7ZyIlsTOD7e1OoEQAAAACYHhkpi/KXAQAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEawtuwAAAABgdaz3iaz36n9/bwo1AgAAAADTIyNlUf4yAAAAAAAAAAAAMAINeQAAAAAAAAAAADACW9YCAAAAp2ykspFadhlzTaFGAAAAAGB6ZKQsyhvyAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBGvLLgAAAABYHRt9Iuu9+t/f25hAjQAAAADA9MhIWZS/DAAAAAAAAAAAAIxAQx4AAAAAAAAAAACMwJa1AAAAwCnrqaxP4Pt766lllwAAAAAAHEEyUha1+v/1AAAAAAAAAAAAwARoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEawtuwAAAABgdWx0ZaNr2WXMNYUaAQAAAIDpkZGyKG/IAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIAR2LIWAAAAOGUjJ7I+ge/vbUygRgAAAABgemSkLMpfBgAAAAAAAAAAAEagIQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARrC27AIAAACA1bHRJ7LRq//9vSnUCAAAAABMj4yURfnLAAAAAAAAAAAAwAg05AEAAAAAAAAAAMAIbFkLAAAAnLKeynpq2WXMNYUaAQAAAIDpkZGyKG/IAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEawtuwAAAABgdWz0iWz06n9/bwo1AgAAAADTIyNlUf4yAAAAAAAAAAAAMAINeQAAAAAAAAAAADACW9YCAAAAp2wkWU8tu4y5NpZdAAAAAABwJMlIWZQ35AEAAAAAAAAAAMAINOQBAAAAAAAAAADACDTkAQAAAAAAAAAAwAjWll0AAAAAsDo2+kQ2evW/vzeFGgEAAACA6ZGRsih/GQAAAAAAAAAAABiBhjwAAAAAAAAAAAAYgS1rAQAAgFPW+0TWJ7DVwRRqBAAAAACmR0bKovxlAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBGvLLgAAAABYHZ3KRmrZZczVE6gRAAAAAJgeGSmL8oY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABiBhjwAAAAAAAAAAAAYwdqyCwAAAABWx3qfyHqv/vf3plAjAAAAADA9MlIW5S8DAAAAAAAAAAAAI9CQBwAAAAAAAAAAACOwZS0AAABwykYqG13LLmOujax+jQAAAADA9MhIWdSBviGvqnqXx2t3sdZXVNXLquqKqrp++PmyqvqKg/wdAAAAAAD2S0YKAAAAcLys/BvyqupEkl9I8qQzLt1pOB5XVS9M8u3dvXHY9QEAAAAAHCQZKQAAAMB0HFZD3v+d5Od2uH7NDtd+LKeDpr9M8hNJ3p3k7km+L8n9klyc5ENJfnDhSgEAAAAAxicjBQAAADgGDqsh74Pd/Za93lRVn53kacPpG5M8rLuvG84vq6pXJrk0yf2TfG9V/WJ3v2uUigEAAOAYWk9lPSeWXcZc66lllwCwVzJSAAAAmAAZKYta9f96nprTTYNPmQmakiTdfW2Spwyna0m++/BKAwAAAAA4cE+NjBQAAABgMla2Ia+qKsljh9O3d/efbzVv+Pwdw+ljh/sAAAAAACZNRgoAAAAwPYe1Ze1+3C3JHYfxpXPmXprkc5LcKcldk7zn4MoCAACAo6u7stGr38fRE6gRYAQyUgAAADhkMlIWdVhvyPu6qnprVV1bVVdX1d9U1Yur6hE73HPvmfHb56w/e/1e+y8TAAAAAOBAyEgBAAAAjoHDekPevc84P384vrmqXp7kou7+6BlzzpsZXzFn/ctnxnfea3FVdd6cKefudU0AAAAAgBkyUgAAAIBj4KAb8q5N8sokf5jNb2h+PMntk1yY5DuS3DbJ45K8oqr+WXd/cubeW8yMPz7nOdfMjG++jzovnz8FAAAAAGDPZKQAAAAAx8hBN+Tdqbuv2uLz36+qFyR5TZL7ZTN8+pdJfnpmzk1mxjfMec71M+Nz9lEnAAAAkGQjJ7KRE8suY64p1AgwkJECAADAhMhIWdSBNuRtEzSdvPaBqvrabH4r9MZJnpJPD5s+MTM+a86jzp4ZX7fHMpP5Wzicm+SyfawLAAAAABxjMlIAAACA4+Wg35C3o+7+n1X1+0m+Msn5VXXH7r5yuHz1zNR5WyzcbGY8b+uGreq4YqfrVbXXJQEAAAAA5pKRAgAAABwtS23IG7w1m2FTktwpycmwaTYAOm/OGrPf3rx8pLoAAADg2FnvynqvftPFFGoE2AMZKQAAAKwIGSmLWoXNhHubz986M77nnDVmr79tsXIAAAAAAA6VjBQAAADgiFiFhrx7z4yvnBm/Z+b8wjlrPGz4+XdJ3jtOWQAAAAAAh0JGCgAAAHBELLUhr6ruluSfDafv7u6/O3mtuzvJK4bTe1bVA7dZ44E5/e3PVwz3AQAAAACsPBkpAAAAwNFyYA15VfVVVbW2w/XPSPJbSc4aPvq5LaY9P8n6MH5BVZ1zxhrnJHnBcPqpYT4AAACwTxtdkzkAVp2MFAAAAKZn2bmnjHT6tg2DRvCCJDeuqt9K8mfZ3CbhuiS3S/LwJN8+jJPkT5P87JkLdPc7q+p5Sb4/yf2TvL6qnpvk3UnunuTpSe43TH9ed//NQf0yAAAAAAB7JCMFAAAAOGYOsiEvSe6Y5CnDsZ3fSnJxd1+/zfVnJLlDkm/LZrD00i3mvCjJMxeoEwAAAADgIMhIAQAAAI6Rg2zI+5YkFyZ5UJLPyuY3PW+Z5ONJLk/yhiQv7u4/22mR7t5I8qThW6RPTnLBsNaHk1yW5Oe7+zUH9UsAAADAcdJ9Iht9YtllzNUTqBEgMlIAAACYHBkpizqwhrzuvjTJpSOu9+okrx5rPQAAAACAgyQjBQAAADh+tEoCAAAAAAAAAADACDTkAQAAAAAAAAAAwAgObMtaAAAAYHrWU1lPLbuMuaZQIwAAAAAwPTJSFuUNeQAAAAAAAAAAADACDXkAAAAAAAAAAAAwAlvWAgAAAKdsdLLRq7/VwUYvuwIAAAAA4CiSkbIob8gDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARrC27AAAAAGB1bPSJbPTqf39vCjUCAAAAANMjI2VR/jIAAAAAAAAAAAAwAg15AAAAAAAAAAAAMAJb1gIAAACndCobqWWXMVdPoEYAAAAAYHpkpCzKG/IAAAAAtlBVd6iqx1TVc6rqNVX14arq4bhkxOc8e2bdecfDd7He7Yaa/6qqPjYcfzV8dtux6gYAAAAAjjYZ6f54Qx4AAADA1j6w7AL2qqq+KMnLk5x7xqX7DMfFVfW47v7vh10bAAAAADA5MtJ90JAHAAAAMN/fJnl7kkcd8HPuM+f6e7a7UFV3TvI7SW6f5FNJ/mOSVw2XH5Pke5L8kyS/U1Vf2N1XLF4uAAAAAHBMyEh3SUMeAAAAcMp6V9a7ll3GXIdU43OSXJbksu7+QFXdNTuEPWPo7rcscPuPZTNoSpJv6u7fmLn2uqr6H0l+LckdkvxokosWeBYAAAAAHEky0k8jI92HEwexKAAAAMDUdfezuvtV3b3y2zJU1blJnjic/u4ZQVOSpLt/PcnvDqf/fLgHAAAAAGBLMtL90ZAHAAAAMH1fndM5zy/tMO+S4eeJ4R4AAAAAgKNgZTJSDXkAAAAA0/fQmfGlO8ybvfaQA6oFAAAAAOCwrUxGunYQiwIAAADTtNEnstGr//29KdS4H1X1e0num+TWSa5K8tYk/y3Jz3f3P+xw672Hnx/t7vdvN6m7/1dVfSzJLZPca4SSAQAAAOBIkZEu11HISDXkAQAAAFN3blXtOKG7rzikWhb1z2bGt09y4XA8vaou6u5XbHPfecPP3fyelyf53CR33neVAAAAAMAqkZGuUEaqIQ8AAACYust2MWfnNGr5/jrJy5P89yRXJrlxks9J8sQkj8rmt0F/q6q+qrtfs8X9txh+fnwXz7pm+HnzBeoFAAAAAFaHjHSFMlINeQAAAMApG6ls9KrnMpt1HiHP7+5nb/H5XyT55ar69iT/KcmNkrywqu7e3Z84Y+5Nhp837OJ51w8/z9lPsQAAAABwlMlIl+JIZaQa8gAAAICpuyDJ+5ddxH5191Vzrv98VV2Q5ElJ7pjkf0/yK2dM+0SSmyY5axePPHv4ed3eKgUAAAAAVpSMdIUyUg15AAAAwNS9v7uvWHYRB+znsxk2JcmF+cdh09XZDJt2s8XCzYafu9m6AQAAAABYfTLSFcpITxzEogAAAACM6q0z4zttcf1k2HbeLta68/Dz8oUqAgAAAAA4PJPJSL0hDwAAADilU9lILbuMuXoCNY6s51x/a5IvTHKrqjq3u7fcnqKq/kmSWw6nbxuxPgAAAAA4EmSkK2syGak35AEAAACsvnvPjK/c4vqfzowv3GGd2WuvX6giAAAAAIDDM5mMVEMeAAAAwOr79pnxpVtcf2WSjWH8rTusc9Hwc2O4BwAAAABgCiaTkWrIAwAAAE7Z6GSjawLHsv+ldqeqLqqqHo5nb3H9PlV1/pw1npzk4uH0/UleduacYfuFXxlOv6yqvnaLdb4uyZcNp/9luy0bAAAAAOA4k5GO6zhmpGsHsSgAAADA1FXVQ5PMBkG3mxmfX1UXzc7v7kv28ZgvTPLCqvrjJK9J8tdJ/j6bmc09kzwxyaOGuetJntzd12yz1jOSfHmS2yd5SVXdP8mrhmuPSfJvh/GHkjxzH7UCAAAAAMeIjHR/NOQBAAAAbO3iJN+yzbWHDMesS/b5nBsl+dLh2M7fJ3lSd//OdhO6+/Kq+qokL09ybpKnD8es9yd5XHdfsc9aAQAAAIDjQ0a6DxryAAAAAJbn1UmelORBSe6X5DOS3DZJJflIkjcn+W9JLunuj81brLv/oqruk+TfJHlckrsOl96T5BVJnt/dfz/urwAAAAAAsG9HLiPVkAcAAACcstEnstEnll3GXIdRY3dflOSiBde4JDt8K7S7P5jkF4djFN394SQ/NBwAAAAAwB7ISE+Tke7P6v/XAwAAAAAAAAAAABOgIQ8AAAAAAAAAAABGYMtaAAAA4JSNrmx0LbuMuaZQIwAAAAAwPTJSFuUNeQAAAAAAAAAAADACDXkAAAAAAAAAAAAwAg15AAAAAAAAAAAAMIK1ZRcAAAAArI6NVDZSyy5jrinUCAAAAABMj4yURXlDHgAAAAAAAAAAAIxAQx4AAAAAAAAAAACMwJa1AAAAwCndlY1e/a0OegI1AgAAAADTIyNlUd6QBwAAAAAAAAAAACPQkAcAAAAAAAAAAAAj0JAHAAAAAAAAAAAAI1hbdgEAAADA6tjoykbXssuYawo1AgAAAADTIyNlUd6QBwAAAAAAAAAAACPQkAcAAAAAAAAAAAAjsGUtAAAAcIrtGAAAAACA40xGyqK8IQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEawtuwCAAAAgNWx0ZWNrmWXMdcUagQAAAAApkdGyqK8IQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARmDLWgAAAOCUTrKR1d/qoJddAAAAAABwJMlIWZQ35AEAAAAAAAAAAMAINOQBAAAAAAAAAADACDTkAQAAAAAAAAAAwAjWll0AAAAAsDo2urLRtewy5ppCjQAAAADA9MhIWZQ35AEAAAAAAAAAAMAINOQBAAAAAAAAAADACDTkAQAAAAAAAAAAwAjWll0AAAAAsDo2UtnoWnYZc21k9WsEAAAAAKZHRsqivCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEZgy1oAAADglI2eyHYME6gRAAAAAJgeGSmL8oY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABiBhjwAAAAAAAAAAAAYwdqyCwAAAABWx0ZXNrqWXcZcU6gRAAAAAJgeGSmL8oY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABiBLWsBAACA07rSU9jqYAo1AgAAAADTIyNlQd6QBwAAAAAAAAAAACPQkAcAAAAAAAAAAAAj0JAHAAAAAAAAAAAAI1hbdgEAAADA6thIZSO17DLmmkKNAAAAAMD0yEhZlDfkAQAAAAAAAAAAwAg05AEAAAAAAAAAAMAIbFkLAAAAnLLRlY1e/a0OplAjAAAAADA9MlIW5Q15AAAAAAAAAAAAMAINeQAAAAAAAAAAADACDXkAAAAAAAAAAAAwgrVlFwAAAACsju5Kdy27jLmmUCMAAAAAMD0yUhblDXkAAAAAAAAAAAAwAg15AAAAAAAAAAAAMAJb1gIAAACnbHSyMYGtDjZ62RUAAAAAAEeRjJRFeUMeAAAAAAAAAAAAjEBDHgAAAAAAAAAAAIxAQx4AAAAAAAAAAACMYG3ZBQAAAACro7vSXcsuY64p1AgAAAAATI+MlEV5Qx4AAAAAAAAAAACMQEMeAAAAAAAAAAAAjMCWtQAAAMAp3ZWNCWx1YDsGAAAAAOAgyEhZlDfkAQAAAAAAAAAAwAg05AEAAAAAAAAAAMAINOQBAAAAAAAAAADACNaWXQAAAACwOjpJ97KrmG8CJQIAAAAAEyQjZVHekAcAAAAAAAAAAAAj0JAHAAAAAAAAAAAAI7BlLQAAAHDKRiobqWWXMdcUagQAAAAApkdGyqK8IQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEawtuwCAAAAgNXRXemuZZcx1xRqBAAAAACmR0bKorwhDwAAAAAAAAAAAEagIQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARrC27AIAAACA1bHRlY2uZZcx1xRqBAAAAACmR0bKorwhDwAAAAAAAAAAAEagIQ8AAAAAAAAAAABGYMtaAAAA4JTuzWPVTaFGAAAAAGB6ZKQsyhvyAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBEtryKuq51ZVzxwP38U9X1FVL6uqK6rq+uHny6rqKw6+YgAAADgGutITONK17H8pgIXIRwEAAGBFrUD+KSOdtrVlPLSq7pvke/Yw/0SSX0jypDMu3Wk4HldVL0zy7d29MVadAAAAAABjk48CAAAAHF2H/oa8mfBoLckHd3nbj+V02PSXSb4xyQOGn385fH5xkh8dr1IAAAAAgHHJRwEAAACOtmW8Ie+7klyQ5O1JXpbkB3aaXFWfneRpw+kbkzysu68bzi+rqlcmuTTJ/ZN8b1X9Yne/60AqBwAAgCPu1HYHK24KNQJsQz4KAAAAK0xGyqIO9Q15VXWXJD8ynH5Hkht2cdtTc7px8CkzYVOSpLuvTfKU4XQtyXcvXikAAAAAwLjkowAAAABH32FvWfuzSW6e5MXdfem8yVVVSR47nL69u/98q3nD5+8YTh873AcAAAAAsErkowAAAABH3KE15FXV1yd5TJKP5PQWC/PcLckdh/G8gOrk9Tsluete6wMAAAAAOCjyUQAAAIDjYW3+lMVV1a2T/NRw+vTu/vAub733zPjtc+bOXr9Xkvfs8hkAAADAYKMrG736L1Y6jBqr6g5JHjAcFwzHbYfLL+7ui0Z6zq2y2aTzpUm+IJuNNDdNclWStyR5VZIXdfdVc9Z5b5LP3MUj39fdd91vvcDeyUcBAABgOmSkp8lI9+dQGvKS/ESSc5O8PsmL9nDfeTPjK+bMvXxmfOc9PCNVdd6cKefuZT0AAADgSPjAQT+gqr4iycuSnL3F5dslefhwPK2qvqm7//igawIOxErno4mMFAAAANiSjHQfDrwhr6q+OMnFST6V5Du6u/dw+y1mxh+fM/eamfHN9/CM5NPDKgAAAIAz/W023z71qJHXvW02g6aNJL+f5L8leXM2v/l5XpInJnlCNhthXlVVD+nuN81Z8xVJnrnD9RsWKxnYi4nko4mMFAAAANiZjHSXDrQhr6rOSvILSSrJ/9Xdb9njEjeZGc/7h7h+ZnzOHp8DAAAAJOnePFbdIdX4nCSXJbmsuz9QVXfN+FtAfjLJzyf5d939t2dc+8skv1NVr0/y09ncouE/JvmSOWtetY8MBjgA8lEAAACYHhnpp5GR7sNBvyHvB5PcM5sdkj+8j/s/MTM+a87c2dcWXrfH58zbwuHcbP7HBQAAABwT3f2sQ3jGryX5tTlzXlBV35zk/kkurKrbdfeHD7o2YBRTyUcTGSkAAABwBhnp/hxYQ15V3TPJDwynT+nua3aav42rZ8bztlm42cx43vYNn6a7r9jpelXtZTkAAACAsb02m2HTiSR3S7KyYROwaUr5aCIjBQAAAFbeazORjPQg35D33dn81ub/THLTqvqGLeb805nxl1TVucP4d4aAajYEOm/O82a/wXn5XosFAAAAWGGzb75aX1oVwF7IRwEAAADGM5mM9CAb8k7+I3xWkpfsYv4PzYzvluSaJG+d+eyec+6fvf62XTwPAAAAOEN30r36b0HqXnYFh+7C4ecnk7xrztyHVdWbktw9yY2SfCDJf89mPvOK7mP4rwfLIR8FAACACZKRrqzJZKQH2ZA3hvckuTLJHXP6H3U7Dxt+/l2S9x5gTQAAAMBqOXfeVorztmJcZVX16CSfN5z+bnd/bM4tdzvj/K7D8fVJXl9VT+juvxu1SOCgyEcBAACA3ZCRfrqlZqQnDmrh7r6ou2unI8kPz9zyiJlr7x3W6CSvGK7fs6oeuNWzhs9PfgPUN70BAADgeLksm9sz7nRMUlXdJsnPDqfrSf7PHabfkOSVSf51kocnuV+SRyT5wZz+N3hIkt+vqlsdRL3AafJRAAAA4BDJSDetREa66m/IS5LnJ3lyNl8f+IKqelh3X3fyYlWdk+QFw+mnhvkAAADAPnRqGtsxZPVrXFRV3SjJryT5zOGjH+3uv9zhlgd091VbfP7aqvqZJL+Z5FFJ7pXkWUm+Z8RygYPz/MhHAQAA4NDISFfHVDPSA3tD3li6+51Jnjec3j/DawOr6v5V9YQkrx8+T5LndfffLKNOAAAAYGkuSHLnOccU/VySLx/Gr0ryIztN3iZoOnnt6mxux/CR4aMnV9VZI9QIHDD5KAAAALALMtKsTkY6hTfkJckzktwhybdl81WCL91izouSPPMwiwIAAABWwvu7+4plFzGmqvr32XwjVpK8LsnXd/f6Imt290er6qVJvjPJzbLZwPOGhQoFDot8FAAAANiJjHQXDisjXfk35CVJd29095OSPDrJK5Jcmc09f68czr+yuy/u7o0llgkAAACwsKp6epLvH07/3ySPmd2eckFvnRnfaaQ1gQMmHwUAAACOk6lnpEt9Q153PzvJs/cw/9VJXn1Q9QAAAMBx18Ox6qZQ435U1Xcm+fHh9G1Jvqy7PzbiI47qPx1MknwUAAAAVo+MdLmOQkY6iTfkAQAAABx1VfXPk/zMcPo/k3xpd3945Mfce2Z85chrAwAAAADs21HJSDXkAQAAACxZVX1Nkl9KUkmuSPLI7h41DKqqWyX5huH02iRvHHN9AAAAAID9OkoZqYY8AAAA4JTumswxBVV1UVX1cDx7mzmPSvKSJDdK8sFsfuvzvXt8zpdX1Tk7XL95kl9Pctvhoxd19/V7eQYAAAAAHAfLzj1lpNPPSNcOYlEAAACAqauqhyY5f+aj282Mz6+qi2bnd/cl+3jGA5O8LMlZST6Z5LuT3Liq/ukOt13R3Ved8dn3J/mVqvrtJH+a5N1JPp7kVkkenOQ7ktxlmPuOJM/ea60AAAAAwPEiI90fDXkAAAAAW7s4ybdsc+0hwzHrkn0848uT3HQY3zjJr+zinm/d5lm3yWbNF+9w76VJntjdH9lDjQAAAADA8SQj3QcNeQAAAADT97Qkj0zyoCSfk81vqt46ybVJrkzyF9nc8uH3uruXVCMAAAAAwEFZmYxUQx4AAABwWg/HqjuEGrv7oiQXLbjGJdnhW6Hd/eyMsDVCd78xyRsXXQcAAAAAjj0Z6elHyEj35cSyCwAAAAAAAAAAAICjQEMeAAAAAAAAAAAAjMCWtQAAAMBpXemuZVcx3xRqBAAAAACmR0bKgrwhDwAAAAAAAAAAAEagIQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARrC27AIAAACA1dG9eay6KdQIAAAAAEyPjJRFeUMeAAAAAAAAAAAAjEBDHgAAAAAAAAAAAIxAQx4AAAAAAAAAAACMYG3ZBQAAAACro7vSXcsuY64p1AgAAAAATI+MlEV5Qx4AAAAAAAAAAACMQEMeAAAAAAAAAAAAjMCWtQAAAMBpXZvHqptCjQAAAADA9MhIWZA35AEAAAAAAAAAAMAINOQBAAAAAAAAAADACDTkAQAAAAAAAAAAwAjWll0AAAAAsDq6N49VN4UaAQAAAIDpkZGyKG/IAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIAR2LIWAAAAOK2HY9VNoUYAAAAAYHpkpCzIG/IAAAAAAAAAAABgBBryAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEa8suAAAAAFgd3ZXuWnYZc02hRgAAAABgemSkLMob8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBLasBQAAAD5dL7sAAAAAAIAlkpGyAG/IAwAAAAAAAAAAgBFoyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEawtuwAAAABgdXRXumvZZcw1hRoBAAAAgOmRkbIob8gDAAAAAAAAAACAEWjIAwAAAAAAAAAAgBHYshYAAAA4rYdj1U2hRgAAAABgemSkLMgb8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBBryAAAAAAAAAAAAYARryy4AAAAAWCU1HKtuCjUCAAAAANMjI2Ux3pAHAAAAAAAAAAAAI9CQBwAAAAAAAAAAACOwZS0AAABwWg/HqptCjQAAAADA9MhIWZA35AEAAAAAAAAAAMAINOQBAAAAAAAAAADACDTkAQAAAAAAAAAAwAjWll0AAAAAsEJ6OFbdFGoEAAAAAKZHRsqCvCEPAAAAAAAAAAAARqAhDwAAAAAAAAAAAEZgy1oAAADgtE7Stewq5rMdAwAAAABwEGSkLMgb8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBBryAAAAAAAAAAAAYARryy4AAAAAWB3dm8eqm0KNAAAAAMD0yEhZlDfkAQAAAAAAAAAAwAg05AEAAAAAAAAAAMAINOQBAAAAAAAAAADACNaWXQAAAACwQno4Vt0UagQAAAAApkdGyoK8IQ8AAAAAAAAAAABGoCEPAAAAAAAAAAAARmDLWgAAAOC0rs1j1U2hRgAAAABgemSkLMgb8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBBryAAAAAAAAAAAAYARryy4AAAAAWB2VpHrZVcxXyy4AAAAAADiSZKQsyhvyAAAAAAAAAAAAYAQa8gAAAAAAAAAAAGAEtqwFAAAATuvhWHVTqBEAAAAAmB4ZKQvyhjwAAAAAAAAAAAAYgYY8AAAAAAAAAAAAGIGGPAAAAAAAAAAAABjB2rILAAAAAFZI1+ax6qZQIwAAAAAwPTJSFuQNeQAAAAAAAAAAADACDXkAAAAAAAAAAAAwAlvWAgAAAKf1cKy6KdQIAAAAAEyPjJQFeUMeAAAAAAAAAAAAjEBDHgAAAAAAAAAAAIxAQx4AAAAAAAAAAACMYG3ZBQAAAAArpIdj1U2hRgAAAABgemSkLMgb8gAAAAAAAAAAAGAEGvIAAAAAAAAAAABgBLasBQAAAE6zHQMAAAAAcJzJSFmQN+QBAAAAAAAAAADACDTkAQAAAAAAAAAAwAg05AEAAAAAAAAAAMAI1pZdAAAAALBCujaPVTeFGgEAAACA6ZGRsiBvyAMAAAAAAAAAAIARaMgDAAAAAAAAAACAEdiyFgAAADilevNYdVOoEQAAAACYHhkpi/KGPAAAAAAAAAAAABiBhjwAAAAAAAAAAAAYgYY8AAAAAAAAAAAAGMHasgsAAAAAVkgPx6qbQo0AAAAAwPTISFmQN+QBAAAAbKGq7lBVj6mq51TVa6rqw1XVw3HJAT3zG6vq96rq/VX1iap6X1X9P1X1oD2scdOq+r6quqyqPlJV11TV26vqJ6vqMw+ibgAAAADg6JGR7o835AEAAABs7QOH9aCqOifJbyb5yjMu3SXJE5N8Y1U9p7t/eM465yd5dZJ7nHHpc4bj4qp6Yne/apzKAQAAAIAjTEa6D96QBwAAADDf3yb5vQNc/xdzOmj64ySPS/KAJE9K8u5sZjjPrqonb7dAVd0iyX/N6aDpPyd5ZJIHJ3lGko8nuWWSX6uq+47+GwAAAAAAR5mMdJe8IQ8AAABga89JclmSy7r7A1V11yTvGfshVfUlSb5hOP2dJI/v7vXh/LKqemWS/5HNb4I+t6p+o7v/YYulvjfJZw/j7+vu581c+7Oqem2SS5PcNMnzkzx8zN8DAAAAADhyZKT74A15AAAAAFvo7md196u6+6C3ZXja8PNTSb5zJmg6WceHkzx9OL11kovPXKCqbpzku4bTtyX5yTPndPcbkrxoOL2wqi5YuHIAAAAA4MiSke6PhjwAAACAJRm2UHjkcPoH3X3FNlN/O8nHhvHjt7j+iCS3GsYv7u6Nbda5ZGa81ToAAAAAAIfmKGakGvIAAACAUypJ9QSOZf9DjeeCJGcN40u3m9TdNyT585P3DN/2nPXQmfG26yR5Y5Jrh/FD9lAnAAAAABwLMtJDd+QyUg15AAAAAMtz75nx2+fMPXl9Lck99rNOd38qybuG03vtpkAAAAAAgAN05DLStYNYFAAAAOAQnVu18/dBd9jmYNnOmxnPq/HymfGdk7x1i3Wu6e6rdrHO5yW5fVWd3d3X76ZQAAAAAGBlyUhXKCPVkAcAAABM3WW7mLOqOzjcYmb88Tlzr5kZ33ybdeatsdU6GvIAAAAAYNpkpCuUkWrI26PP/M/vyk1OnPn3BAAA4Cj7xMbH895lF3FYujaPVTeFGnfnJjPjG+bMnQ2FztlmnXlrzFsHYK73/Yvzs3arWy+7DAAAAA7Jpz56VfK8ZVdxiGSkh+3IZaQa8gAAAICpuyDJ+5ddxD59YmZ81py5Z8+Mr9tmnXlrzFsHAAAAAJgeGekKZaQa8gAAAICpe393X7HsIvbp6pnxvFfy32xmfOa2CyfX2c1r/XdaBwAAAACYHhnpCmWkJ8ZeEAAAAJiwntBxNMyGZOfNmXvnmfHl26xzs6q69S7X+VB3X7/jTAAAAAA4bpade8pIdzKJjFRDHgAAAMDyvHVmfM85c09e/1SSv9nPOlW1luTuw+nbdlMgAAAAAMABOnIZqYY8AAAAgOW5LMkNw/jC7SZV1VlJHnjynu7+5BlT/nRmvO06Se6f09sxvH4PdQIAAAAAHIQjl5FqyAMAAABYku6+OskfDqdfWlXbbcnwNUluOYxftsX11yb56DD+lqqqbda5aGa81ToAAAAAAIfmKGakGvIAAACA03pCxwRU1UVV1cPx7G2m/Yfh51qSn62qG52xxu2SPHc4vSrJC89coLtvSPLTw+m9kjxti1oelORJw+ml3X3ZHn4VAAAAADgelp17ykgnn5GuHcSiAAAAAFNXVQ9Ncv7MR7ebGZ9fVRfNzu/uS/bznO7+o6p6aZJvSPLVSX6/qp6f5Mok90nyjCR3GaY/vbv/YZulnpfkCUk+O8lPVNX5SV6a5Lokj0jyg9nMgq5L8tT91AoAAAAAHB8y0v3RkAcAAACwtYuTfMs21x4yHLMuWeBZ35bN7Ra+MpvB0CPOuL6R5Ee6+xe2W6C7r66qRyd5dZJ7JHnycMz6WJIndvebFqgVAAAAADgeZKT7oCEPAAAAOKV681h1U6hxL7r7uiSPrqpvSnJRks9PcuskH0jyuiQ/091/tot13lVV90vyr5J8XTa/vXpWksuzGUL9VHe/7yB+BwAAAAA4CmSky3GUMtIDa8irqpMdixckuX+SOyW5fZJzsrmX71uz+Uu+qLv/fhfrPTjJdyb54iSfMazx5iSXdPdLxv8NAAAAgOOsuy/KZvCzyBqXZA/fCu3uX03yqws+85okPzEcwBLJSAEAAIApk5Huz0G+Ie8BSbYLgW6f5MLh+N6q+j+6+3e3W6iqnp3kh5KcmPn4M5I8KsmjquqJSb62uz8xRuEAAAAAACOQkQIAAAAcMyfmT1nI5Ul+Ocm/SfI1SR6Uzb2Dn5DkN5KsJ7ldkldW1edvtUBVfXuSZw21vjvJk7IZZD0uyR8P0x6d5BcP6pcAAAAAANgnGSkAAADAMXKQb8j74+6+yw7Xf72qHpfkZdncp/dZ2QykTqmq2yR57nD6t0ke2N0fnrn+quH+r0ryjVX1C9392tF+AwAAADhuejhW3RRqBJCRAgAAwPTISFnQgb0hr7vXdzHn5UneMZx+8RZTLk5yq2H89NmgaeYZ35nNb5Emyffuq1gAAAAAgJHJSAEAAACOn4PesnY3rh5+3mSLa48bfn4syW9vdXN3X5HkD4bTR1bVLUatDgAAAADgYMlIAQAAAI6IpTbkVdXnJLnvcPr2M66dleQBw+mfdfcNOyx16fDz7CT3H7NGAAAAOFZ6QgfAESAjBQAAgBWz7NxTRjp5h96QV1U3rap7VNX3ZDMkWhsuPf+MqZ+d5EbD+O3Z2ez1ey1cJAAAAADAAZGRAgAAABxda/OnLK6qLkrySztM+fEkv3rGZ+fNjK+Y84jLZ8Z33n1lm6rqvDlTzt3rmgAAAAAAJ8lIAQAAAI6HQ2nI28Gbkjy5uy/b4totZsYfn7PONTPjm++jjsvnTwEAAAAAGN2bIiMFAAAAODIOqyHv5UneOIzPSXL3JF+f5PFJXlJVT+3uV51xz01mxjfMWf/6mfE5C9QJAAAAx1r15rHqplAjwBleHhkpAAAArDwZKYs6lIa87r4qyVUzH12W5KVV9c+TvDjJK6rqSd19ycycT8yMz5rziLNnxtfto8R5Wzicm82aAQAAAAD2TEYKAAAAcDwsdcva7v4vVfWYbH4T9Geq6pXd/ZHh8tUzU+dtsXCzmfG8rRu2quOKna5X1V6XBAAAAACYS0YKAAAAcLScWHYBSV4x/LxZki+f+Xw2ADpvzhqz3968fIyiAAAA4Fjqms4BcHTISAEAAGBVLDv3lJFO3io05H1oZvyZM+N3Jlkfxvecs8bs9beNURQAAAAAwCGRkQIAAAAcEavQkHenmfGprRS6+4Yk/304fVBVnbXDGhcOP69P8sZxywMAAAAAOFAyUgAAAIAjYhUa8r5uZvzXZ1x7+fDzlkm+Zqubq+q8JF86nP5hd189anUAAAAAAAdLRgoAAABwRBxYQ15VXVRVN5kz57uTfOVw+p4krztjyguTfHQY/3hV3faM+2+U5OeS3Gj46HkLFQ0AAAAkPYEDYAJkpAAAADBRy84/ZaSTtnaAaz87yU9W1W8l+dMk787mdgu3SHKfJE9M8pBh7g1Jntzd67MLdPdHqurpSf5Tks9M8hdV9WPZ/JboHZM8Nckjhukv6e7XHuDvAwAAAACwF8+OjBQAAADgWDnIhrwkuU2SfzEc27kiybd19x9sdbG7f76q7pjkh5LcPckvbjHt1Um+bcFaAQAAAADGJiMFAAAAOEYOsiHvy5I8Opvf8Dw/yWckuW2S65J8MMmbkrwqya9397U7LdTdz6qq303yr5J88bDWVUnenOSXuvslB/MrAAAAwPFSvXmsuinUCBAZKQAAAEyOjJRFHVhDXne/I8k7kvzHkdZ7Q5I3jLEWAAAAAMBBk5ECAAAAHD8nll0AAAAAAAAAAAAAHAUa8gAAAAAAAAAAAGAEB7ZlLQAAADBBPRyrbgo1AgAAAADTIyNlQd6QBwAAAAAAAAAAACPQkAcAAAAAAAAAAAAjsGUtAAAAcFonNYWtDqZQIwAAAAAwPTJSFuQNeQAA/P/t3XuYNVddJ/rvLzS5EwGD5pAw3GJMGHUmGiLIJWR0mMHIEBgcguOBQALMOQ4SRAbxMoJHYICTx0TUUQQJDKOClyRcj6iEABEk8ICDkhCCgAkZjICR5CUXwrvOH7s6vdPp2+5du/eu7s/neerZq3atWvV7Sdlvv19X1QIAAAAAAACgBybkAQAAAAAAAAAAQA9MyAMAAAAAAAAAAIAeLM27AAAAAGCBtG5bdEOoEQAAAAAYHhkpU/KGPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAdL8y4AAAAAWCCt2xbdEGoEAAAAAIZHRsqUvCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPTAkrUAAADAHaqNtkU3hBoBAAAAgOGRkTItb8gDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAskNZti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPRgad4FAAAAAIuj2mhbdEOoEQAAAAAYHhkp0/KGPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQA0vWAgAAAHdmqQMAAAAAYC+TkTIFb8gDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6sDTvAgAAAIAF0rpt0Q2hRgAAAABgeGSkTMkb8gAAAAAAAAAAAKAHJuQBAAAAAAAAAABADyxZCwAAANyh2mhbdEOoEQAAAAAYHhkp0/KGPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAdL8y4AAAAAWCCt2xbdEGoEAAAAAIZHRsqUvCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPTAkrUAAADAHaqNtkU3hBoBAAAAgOGRkTItb8gDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6sDTvAgAAAIAF0rpt0Q2hRgAAAABgeGSkTMkb8gAAAAAAAAAAAKAHJuQBAAAAAAAAAABADyxZCwAAAKywHAMAAAAAsJfJSJmSN+QBAAAAAAAAAABAD0zIAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9WJp3AQAAAMDiqDbaFt0QagQAAAAAhkdGyrS8IQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOjB0rwLAAAAABZI67ZFN4QaAQAAAIDhkZEyJW/IAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9sGQtAAAAcGeWOgAAAAAA9jIZKVPwhjwAAAAAAAAAAADogQl5AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHS/MuAAAAAFgc1UbbohtCjQAAAADA8MhImZY35AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHliyFgAAAFjRum3RDaFGAAAAAGB4ZKRMyRvyAAAAADZRVfevqnOr6sqq2ldVX62qy6vqhVV16BTjPqCq2oTb59cZ631bHWPb/0MAAAAAAHuOfHQy3pAHAAAAsIGqenySNyc5YuzrQ5Oc1G1nV9VprbWrd6ikT+/QdQAAAACAPU4+OjkT8gAAAADWUVUnJnlLkkOS3JTkFUku6fbPSPKsJMcleWdVndRau3HCS3wxyXdvod+Lk/xY137jJn0/muQZE9YBAAAAAHAn8tHtMSEPAAAAuEO10bbodrDG8zMKl25P8tjW2ofGjr23qj6T5FUZhU4vSPKSSQZvrX0jyV9v1Keq7pbkMd3ujUku3GTYfa21DccEAAAAANYmI70T+eg2HDDPiwMAAAAsqqo6Ocmjut3Xrwqblp2b5Iqu/byquvsMSvmhJPft2n/YWrt5BtcAAAAAALiDfHT7TMgDAAAAWNvpY+03rNWhtbY/yZu63XsmOXUGdTxtrL3ZcgwAAAAAAH04fawtH52ACXkAAADAijagbfYe2X3uS/KxDfpdOtZ+RJ8FVNU9shJ8fT7J+/scHwAAAABYZd655+JkpPLRbTIhDwAAAGBtJ3SfV7fWbt+g35VrnNOXJyc5tGv/j9baVmK246vqL6vqhqq6paquraqLq+ppM1oyAgAAAADYfeSj27S0ExcBAAAAmKGjqmrDDq21aycZsKoOTnJkt7vhua21f6yqfUkOS3K/Sa6zBePLMbxp3V539u3dtuzobvt3SV5UVU9urV3RU30AAAAAwPz1mpHKR6djQh4AAAAwdJdvoc/GadRd3WOsfdMW+i8HTodPeJ11VdU/S3JKt/sXrbWrNzllf5I/T/KuJH+V5CsZ/Tm+N8lzMno69SFJLqmqk1trf9dXrQAAAADAXPWdkcpHp2BCHgAAALCidduim32NB4+1b9tC/1u7z0N6rOHHsxKSbeXpzye11m5Y4/sPVNVvJPntJE/P6OnQ85I8qYcaAQAAAGB3kZEm8tGpmJAHAAAADN1Dk3yp5zFvGWsfuIX+B3WfN/dYw//Zfd6a5C2bdV4nbFo+9o2qOjvJw5J8Z5InVtXRrbUv9lEoAAAAADBXfWek8tEpmJAHAAAADN2XWmvX9jzmjWPtrSyzcFj3uZXlGzZVVScnOb7bfdtGYdJWtdZur6rXJ3lV99UpSX532nEBAAAAgLnrOyOVj07BhDwAAADgDpWVNQAW2axrbK3dUlVfSfKtSY7ZsJaqe2UlcLqmpxKeNtbeynIMW/WpsfbRPY4LAAAAALuCjFQ+Oq0DZjUwAAAAwMAthzPHVtVGDzUeP9a+YtqLVtXdk5zR7V6f5P+bdswxrcexAAAAAIDdSz66TSbkAQAAAKztg93nYUm+b4N+p4y1L+vhuqdl9ORpkvxua+32HsZc9pCx9nU9jgsAAAAA7C7y0W0yIQ8AAABgbReNtZ+xVoeqOiAryyfckOSSHq47vhzDG3sYL0nSPcX6zLGv3t/X2AAAAADArnPRWFs+OgET8gAAAIAVbUDbjLXWPpLkA93uWVX18DW6vSDJCV37/NbaN8YPVtVjqqp12wWbXbOq7p3RE6BJ8snW2ie2UmtVnVpV99zg+N2TvG6s1re31q7ZytgAAAAAsKfMO/dckIxUPrp9G63vCwAAALDXPS+jZRYOSfKeqnp5Rk95HpLkjCTP7vpdleTcHq53RpIDu/YkT38+PcnbquptSd6X5NNJvpbk8IyWk3h2VpZjuD6jPxcAAAAAwEbko9tgQh4AAADAOlprH6+qpyR5c5Ijkrx8jW5XJTmttXZjD5dcXo7hm0n+54TnHp7kx7ptPZ9MckZr7XPbqA0AAAAA2EPko9tjQh4AAACwoiW1A8vBTm0Ha2ytvb2qviejpyZPS3JMktuSXJ3kD5L8Wmvt69Nep6q+I8n3d7t/2lr70gSnvzLJJ5I8PKMnPe+T5N5Jbk3y90k+muQPk1zYWvvmtLUCAAAAwK4lI73zZeSjEzMhDwAAAGATrbUvJPmpbpvkvPclqS32/cxW+65x7hVJrkhy3nbOBwAAAABYj3x0MgfMuwAAAAAAAAAAAADYDUzIAwAAAAAAAAAAgB5YshYAAABY0bpt0Q2hRgAAAABgeGSkTMkb8gAAAAAAAAAAAKAHJuQBAAAAAAAAAABAD0zIAwAAAAAAAAAAgB4szbsAAAAAYMG0eRcAAAAAADBHMlKm4A15AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHlqwFAAAA7lBttC26IdQIAAAAAAyPjJRpeUMeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAskNZti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemDJWgAAAOAO1UbbohtCjQAAAADA8MhImZY35AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD1YmncBAAAAwAJp3bbohlAjAAAAADA8MlKm5A15AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHlqwFAAAA7lBttC26IdQIAAAAAAyPjJRpeUMeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg5lOyKuqk6rqv1bVe6rq2qq6tapuqqqrquoNVfXICcd7XFVdODbWtd3+42b1ZwAAAIA9pQ1oAxgAGSkAAAAMzLxzTxnp4C3NauCqen+SR61x6MAk39FtZ1bVm5I8q7V22wZjHZDktUnOWnXo6G47vapel+Q5rbX9fdQPAAAAADANGSkAAADA3jPLN+Tdt/u8Lsn5SZ6c5OQkD0/yU0m+2B1/WpILNhnrZVkJmj6e5KndWE/t9pPk7CS/3EPdAAAAAAB9kJECAAAA7DEze0NekiuT/GySP2qtfXPVsQ9X1f9IclmS45I8tap+s7X2/tWDVNVxSX662/1okke31m7u9i+vqrcluTTJSUleWFW/01q7egZ/HgAAANj9hrLUwRBqBJCRAgAAwPDISJnSzN6Q11r7kdbaW9cImpaPfznJC8a+evI6Q52TlYmDzx0LmpbH+XqS53a7S0mev+2iAQAAAAB6IiMFAAAA2HtmuWTtVlwy1n7w6oNVVUme0O1e2Vr78FqDdN9/utt9QnceAAAAAMCik5ECAAAA7CLznpB30Fh7radEH5jkvl370k3GWj5+dJIHTFcWAAAAAMCOkJECAAAA7CJLm3eZqVPG2lescfwhY+0rNxlr/PgJST633aIAAABgr6o22hbdEGoE2CIZKQAAACwQGSnTmtuEvKo6IMnPjH311jW6HTPWvnaTIa8Za99vwlqO2aTLUZOMBwAAAACwGRkpAAAAwO4zzzfkPT/JyV37j1trH1ujzz3G2jdtMt6+sfbhE9ZyzeZdAAAAAAB6JSMFAAAA2GXmMiGvqk5J8t+63euT/F/rdD14rH3bJsPeOtY+ZJulAQAAAJY6AJg5GSkAAAAsMBkpU9jxCXlV9c+TXNhd+5YkP9pau36d7reMtQ/cZOiDxto3T1jWZss3HJXk8gnHBAAAAAC4CxkpAAAAwO61oxPyquqBSd6T5F5JvpnkjNba+zc45cax9mZLLBw21t5s6YY7aa1du9HxqppkOAAAAACANclIAQAAAHa3A3bqQlV13yR/luS+Gb3Y8ZmttYs3OW08BDpmk77jT3BeM3mFAAAAAACzIyMFAAAA2P125A15VXVkkj9N8qDuq+e21t60hVM/NdY+fpO+48evmKA8AAAAoFOtpVqbdxmbGkKNAONkpAAAADAMMlKmNfM35FXVtyT5kyQP6b76mdbar2/x9M8lua5rn7JJ30d3n19M8vlJagQAAAAAmBUZKQAAAMDeMdMJeVV1aJJ3Jvne7quXtdZeudXzW2styfKSDcdX1cPWuc7DsvL058XdeQAAAAAAcyUjBQAAANhbZjYhr6oOTHJhkkd0X53fWvv5bQx1XpJvdu3XVNUhq65zSJLXdLu3d/0BAACA7WgD2gAWnIwUAAAABmjeuaeMdPCWZjj27yV5bNd+b5LXV9V3bdD/ttbaVau/bK1dVVWvTvIzSU5KcllVvTLJZ5M8OMmLkpzYdX91a+0zff0BAAAAAACmICMFAAAA2GNmOSHvSWPtf5Xkf23S/wtJHrDOsZ9L8m1JnplRsPT7a/R5fZLtPF0KAAAAADALMlIAAACAPWZmS9b2qbW2v7V2VpLTklyc5Lokt3WfFyf54dba2a21/XMsEwAAAABgJmSkAAAAAMMwszfktdZqBmO+K8m7+h4XAAAAGKk22hbdEGoEkJECAADA8MhImdYg3pAHAAAAAAAAAAAAi86EPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAskNZti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemDJWgAAAOAO1UbbohtCjQAAAADA8MhImZY35AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD1YmncBAAAAwAJp3bbohlAjAAAAADA8MlKm5A15AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHlqwFAAAA7lBttC26IdQIAAAAAAyPjJRpeUMeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAskNZti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemDJWgAAAOBOylIHAAAAAMAeJiNlGt6QBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9GBp3gUAAAAAC6S10bbohlAjAAAAADA8MlKm5A15AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHlqwFAAAA7lBttC26IdQIAAAAAAyPjJRpeUMeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAskNZti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemDJWgAAAOAOtX+0Lboh1AgAAAAADI+MlGl5Qx4AAAAAAAAAAAD0wIQ8AAAAAAAAAAAA6IEJeQAAAAAAAAAAANCDpXkXAAAAACyQ1m2Lbgg1AgAAAADDIyNlSt6QBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YMlaAAAA4A7VRtuiG0KNAAAAAMDwyEiZljfkAQAAAGyiqu5fVedW1ZVVta+qvlpVl1fVC6vq0CnHPrOq2ha3M7cw3qFV9V+6+r7a1XtlV//9p6kVAAAAANh75KOT8YY8AAAAgA1U1eOTvDnJEWNfH5rkpG47u6pOa61dPY/6xlXVsUneleQ7Vh36zm47u6r+Y2vtHTteHAAAAAAwOPLRyZmQBwAAALCOqjoxyVuSHJLkpiSvSHJJt39GkmclOS7JO6vqpNbajVNe8t8kuW6D49duUOs9krwzK2HTbyf5/SQ3Jzk1yYszCs3eUlWPaK19YspaAQAAAIBdTD66PSbkAQAAACtaG22LbudqPD+jcOn2JI9trX1o7Nh7q+ozSV6VUej0giQvmfJ6V7XWPr/Nc1/Y1ZEk/6W19uqxYx+qqvcluTSjp1fPS/KYbV4HAAAAAHYvGek4+eg2HDCrgQEAAACGrKpOTvKobvf1q8KmZecmuaJrP6+q7r4jxa3SXfcnu90rurrupLX2F0le3+2eUlUP3aHyAAAAAICBkY9unwl5AAAAAGs7faz9hrU6tNb2J3lTt3vPjJY+mIdTk3xL135jV9daLhhrP3GmFQEAAAAAQ3b6WFs+OgET8gAAAADW9sjuc1+Sj23Q79Kx9iNmV86GHjnWvnTdXslHk3y9a8+rVgAAAABg8clHt8mEPAAAAOAO1Yaz7YATus+rW2u3b9DvyjXO2a43VNV1VXVbVX25qj5cVb9cVUdvct5D1qnnTro/x9U91QoAAAAAu868c88Fykjlo9u0NKuBAQAAAHbIUVW1YYfW2rWTDFhVByc5stvd8NzW2j9W1b4khyW53yTXWcNjxtrf2m3fn+QFVXVOa+231jnvmO5zX2vthk2ucU2S70lyn6o6qLV26xT1AgAAAADz12tGKh+djgl5AAAAwNBdvoU+G6dRd3WPsfZNW+i/HDgdPuF1lv1tkj9O8qGMAqEkeVCSf5/kyUkOTvKbVdVaa6/doN6t1rrs8CQm5AEAAADAsPWdkcpHp2BCHgAAAHBnO7Mc7KI7eKx92xb6L4c2h2zjWhcmeWNrbfX/8pcneUtV/UhGYdTdk/xKVb2ttfaldeqdpNbt1gsAAAAAu5uMVD46hQNmMSgAAADADnpoRkshbLRN6pax9oFb6H9Q93nzpBdqrf3TGmHT+PF3JPmlbvfQJGet0W253klqTbZRLwAAAACwcPrOSOWjUzAhDwAAABi6L7XWrt1o28aYN461t7LMwmHd51aWRNiO12bludxT1ji+XO8ktSazqxcAAAAA2Dl9Z6Ty0SmYkAcAAACwSmvtliRf6XaP2ahvVd0rKyHONTOq5/qxeo5eo8tyoHZYVd1zk+GWn4b9h9barRv2BAAAAAD2HPnodEzIAwAAAO5QbTjbDvhU93lsVS1t0O/4sfYVM6xnoz/1p8bax6/XqftzPLjbnWWtAAAAADBI8849FygjlY9ukwl5AAAAAGv7YPd5WJLv26Df+BIJl82ikKq6T5Iju93r1ujywbH2Wks2LDspK0+rzqRWAAAAAGBXkI9ukwl5AAAAAGu7aKz9jLU6VNUBSZ7W7d6Q5JIZ1fLsJNW1L13j+PuS/FPXfnpV1Rp9kuTMsfaFvVQGAAAAAOxGF4215aMTMCEPAAAAWNHacLaZ/0/RPpLkA93uWVX18DW6vSDJCV37/NbaN8YPVtVjqqp12wWrT66qB1TViRvVUVU/kuS/drs3J3nDGrXeluRXu90Tkvz0GuM8PMlZ3e6lrbXLN7ouAAAAAOxJ8849FyQjlY9u30br+wIAAADsdc/LaOmCQ5K8p6pentFTnockOSOjJzOT5Kok525j/AckuaSqPpTk7Un+Ksn13bEHJXlyty0/0fnTrbUvrjPWq5M8JclxSV5VVccm+f2MQqpTk/xsRlnQzUnO2UatAAAAAMDeIh/dBhPyAAAAANbRWvt4VT0lyZuTHJHk5Wt0uyrJaa21G6e41MO7bT1fT/L81tprN6j1xqo6Lcm7knxHRmHYs1d1+1qS/9ha+8QUtQIAAAAAe4B8dHtMyAMAAADYQGvt7VX1PRk9DXpakmOS3Jbk6iR/kOTXWmtf3+bwH0vy4xmFTScl+T+SHJlRZvOPSf4myZ8neV1r7fr1Bhmr9epuiYefSPKjSY5NcmCSazIKos5vrX1hm7UCAAAAAHuMfHRyJuQBAAAAd6g22hbdTtfYhTQ/1W2TnPe+rCynsNbxG5P8z27rRWttX5JXdRsAAAAAMAEZ6V3JRydzwLwuDAAAAAAAAAAAALuJCXkAAAAAAAAAAADQA0vWAgAAACtaty26IdQIAAAAAAyPjJQpeUMeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg6V5FwAAAAAsjmqjbdENoUYAAAAAYHhkpEzLG/IAAAAAAAAAAACgBybkAQAAAAAAAAAAQA8sWQsAAACs2N9G26IbQo0AAAAAwPDISJmSN+QBAAAAAAAAAABAD0zIAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9WJp3AQAAAMACad226IZQIwAAAAAwPDJSpuQNeQAAAAAAAAAAANADE/IAAAAAAAAAAACgB5asBQAAAO5QSWoASx3UvAsAAAAAAHYlGSnT8oY8AAAAAAAAAAAA6IEJeQAAAAAAAAAAANADE/IAAAAAAAAAAACgB0vzLgAAAABYIC1Ja/OuYnMDKBEAAAAAGCAZKVPyhjwAAAAAAAAAAADogQl5AAAAAAAAAAAA0ANL1gIAAAArWlJDWOpgCDUCAAAAAMMjI2VK3pAHAAAAAAAAAAAAPTAhDwAAAAAAAAAAAHpgQh4AAAAAAAAAAAD0YGneBQAAAAALpHXbohtCjQAAAADA8MhImZI35AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD1YmncBAAAAwOKo1lKtzbuMTQ2hRgAAAABgeGSkTMsb8gAAAAAAAAAAAKAHJuQBAAAAAAAAAABADyxZCwAAAKzY322Lbgg1AgAAAADDIyNlSt6QBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9GBp3gUAAAAAi6NaS7U27zI2NYQaAQAAAIDhkZEyLW/IAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9sGQtAAAAsKJ126IbQo0AAAAAwPDISJmSN+QBAAAAAAAAAABAD0zIAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9WJp3AQAAAMAiaUlr8y5iC4ZQIwAAAAAwPDJSpuMNeQAAAAAAAAAAANADE/IAAAAAAAAAAACgB5asBQAAAO5QbbQtuiHUCAAAAAAMj4yUaXlDHgAAAAAAAAAAAPTAhDwAAAAAAAAAAADogQl5AAAAAAAAAAAA0IOleRcAAAAALJDWRtuiG0KNAAAAAMDwyEiZkjfkAQAAAAAAAAAAQA9MyAMAAAAAAAAAAIAeWLIWAAAAuEPtH22Lbgg1AgAAAADDIyNlWjN9Q15VfVtV/UhV/VJVvbuqvlxVrdsu2MZ4j6uqC6vq2qq6tfu8sKoeN4PyAQAAAACmIiMFAAAA2Ftm/Ya8v+9jkKo6IMlrk5y16tDR3XZ6Vb0uyXNaa+Z/AgAAAACLQkYKAAAAsIfM9A15q/xdkvds89yXZSVo+niSpyY5ufv8ePf92Ul+eZoCAQAAAABmSEYKAAAAsMvN+g15v5Tk8iSXt9b+vqoekORzkwxQVccl+elu96NJHt1au7nbv7yq3pbk0iQnJXlhVf1Oa+3qXqoHAACAvaa10bbohlAjwIiMFAAAAIZERsqUZvqGvNbaL7bW3tFam2ZZhnOyMnHwuWNB0/I1vp7kud3uUpLnT3EtAAAAAIDeyEgBAAAA9padXLJ2YlVVSZ7Q7V7ZWvvwWv267z/d7T6hOw8AAAAAYNBkpAAAAADDstAT8pI8MMl9u/alm/RdPn50kgfMqiAAAADY1dqANoC9QUYKAAAAO2neuaeMdPAWfULeQ8baV27Sd/z4CTOoBQAAAABgp8lIAQAAAAZkad4FbOKYsfa1m/S9Zqx9v0kuUlXHbNLlqEnGAwAAAADoiYwUAAAAYEAWfULePcbaN23Sd99Y+/AJr3PN5l0AAAAAAHacjBQAAABgQBZ9Qt7BY+3bNul761j7kBnUAgAAALtetZZqbd5lbGoINQL0REYKAAAAO0hGyrQWfULeLWPtAzfpe9BY++YJr7PZ8g1HJbl8wjEBAAAAAKYlIwUAAAAYkEWfkHfjWHuzJRYOG2tvtnTDnbTWrt3oeFVNMhwAAAAAQF9kpAAAAAADsugT8sZDoGM26Tv+BOc1M6gFAAAAdr/WRtuiG0KNAP2QkQIAAMBOkpEypQPmXcAmPjXWPn6TvuPHr5hBLQAAAAAAO01GCgAAADAgiz4h73NJruvap2zS99Hd5xeTfH5WBQEAAAAA7CAZKQAAAMCALPSEvNZaS3Jxt3t8VT1srX7d98tPf17cnQcAAAAAMGgyUgAAAIBhWegJeZ3zknyza7+mqg4ZP9jtv6bbvb3rDwAAAGxHS7J/AJtpJsDecl5kpAAAALAzZKRMaWmWg1fVI5McO/bVkWPtY6vqzPH+rbULVo/RWruqql6d5GeSnJTksqp6ZZLPJnlwkhclObHr/urW2md6+wMAAAAAAExBRgoAAACwt8x0Ql6Ss5M8fZ1jj+i2cRes0/fnknxbkmdmFCz9/hp9Xp/k5ycvEQAAAABgZmSkAAAAAHvIEJasTWttf2vtrCSnJbk4yXVJbus+L07yw621s1tr++dYJgAAAADATMhIAQAAAIZhpm/Ia62dmeTMHsd7V5J39TUeAAAAcGfVWqq1eZexqSHUCJDISAEAAGBoZKRMaxBvyAMAAAAAAAAAAIBFZ0IeAAAAAAAAAAAA9GCmS9YCAAAAA9OSDGGpgwGUCAAAAAAMkIyUKXlDHgAAAAAAAAAAAPTAhDwAAAAAAAAAAADogQl5AAAAAAAAAAAA0IOleRcAAAAALJDWRtuiG0KNAAAAAMDwyEiZkjfkAQAAAAAAAAAAQA9MyAMAAAAAAAAAAIAeWLIWAAAAWLG/2xbdEGoEAAAAAIZHRsqUvCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPTAhDwAAAAAAAAAAADowdK8CwAAAAAWR7WWam3eZWxqp2usqvsn+ckkpyW5X5Jbk3w2yVuT/Hpr7etTjH1okn+b5F8nOSnJsUkOT/K1JFcl+ZMkv9la+9Im47wvySlbuWZrrbZbLwAAAADsZjLSNa4lH52ICXkAAAAAG6iqxyd5c5Ijxr4+NKNw6KQkZ1fVaa21q7cx9vckuSyjgGm1eyd5WLc9v6qe3Vp7y6TXAAAAAADYLvno5EzIAwAAAFhHVZ2Y5C1JDklyU5JXJLmk2z8jybOSHJfknVV1UmvtxgkvcURWwqbLkrwjyUeTfCXJfZI8qbvGEUn+Z1V9rbX27k3G/GiSZ0xYBwAAAADAnchHt8eEPAAAAGBFa6Nt0e1cjednFC7dnuSxrbUPjR17b1V9JsmrMgqdXpDkJROOvz+jZR1e2lr71BrH31NV705yYZK7JXlNVX1Haxv+D7CvtfbXE9YBAAAAACQy0juTj27DAfO8OAAAAMCiqqqTkzyq2339qrBp2blJrujaz6uqu09yjdbaX7TWnrJO2LTc5+Ikf9ztPjjJiZNcAwAAAABgUvLR7TMhDwAAAGBtp4+137BWh9ba/iRv6nbvmeTUGdVyyVj7wTO6BgAAAADAstPH2vLRCZiQBwAAALC2R3af+5J8bIN+l461HzGjWg4aa39zRtcAAAAAAFgmH92mpXkXAAAAACySlrQ27yK2YEdqPKH7vLq1dvsG/a5c45y+nTLWvmLdXiPHV9VfJvnOJAcn+XJGgdkfJfm91to3ZlMiAAAAAOwGMtKOfHSbTMgDAAAAhu6oqtqwQ2vt2kkGrKqDkxzZ7W54bmvtH6tqX5LDktxvkutssZZ/keS0bveTrbXNAqdv77ZlR3fbv0vyoqp68hbGAAAAAACGo9eMVD46HRPyAAAAgKG7fAt9Nk6j7uoeY+2bttB/OXA6fMLrbKiqDkryuiR36776uQ2670/y50neleSvknwloz/H9yZ5TkZPpz4kySVVdXJr7e/6rBUAAAAAmJu+M1L56BRMyAMAAABWtIEsxzD7Gg8ea9+2hf63dp+H9FzHryU5qWu/sbX29g36Pqm1dsMa33+gqn4jyW8neXpGT4eel+RJPdYJAAAAALuDjDSRj07FhDwAAABg6B6a5Es9j3nLWPvALfQ/qPu8ua8CqurFSc7udi9P8hMb9V8nbFo+9o2qOjvJw5J8Z5InVtXRrbUv9lQuAAAAADA/fWek8tEpmJAHAAAADN2XWmvX9jzmjWPtrSyzcFj3uZXlGzZVVc9J8vJu98okP9xa2zfNmK2126vq9Ule1X11SpLfnWZMAAAAAGAh9J2RykencMAsBgUAAAAYstbaLUm+0u0es1HfqrpXVgKna6a9dlU9NclvdLtfSPKvW2tfnnbczqfG2kf3NCYAAAAAsIvIR6fjDXkAAADAiv3dtuh2psZPJXlUkmOraqm1dvs6/Y4fa18xzQWr6t8leVNGD1H+7yQ/2POTra3HsQAAAABg95GRLpOPbpM35AEAAACs7YPd52FJvm+DfqeMtS/b7sWq6geTvDWjByi/ktGTn5/d7njreMhY+7qexwYAAAAAdg/56DaZkAcAAACwtovG2s9Yq0NVHZDkad3uDUku2c6FquoHklyc5KAk/5Tk37TW/mY7Y21wjaUkzxz76v19jg8AAAAA7CoXjbXloxMwIQ8AAAC4Q7U2mG3WWmsfSfKBbvesqnr4Gt1ekOSErn1+a+0b4wer6jFV1brtgrWuU1X/Msk7M3rSdF+S01prH5uk1qo6taruucHxuyd53Vitb2+tXTPJNQAAAABgL5h37rkoGal8dPuWZjUwAAAAwC7wvIyWWTgkyXuq6uUZPeV5SJIzkjy763dVknMnHbyqHpzkT5Lcs/vq55P8U1V91wanXd9au37Vd09P8raqeluS9yX5dJKvJTk8o+Uknp2V5Riu7/5cAAAAAAAbkY9ugwl5AAAAAOtorX28qp6S5M1Jjkjy8jW6XZXRU5s3buMSj0rybWP7v7KFc16a5CVrfH94kh/rtvV8MskZrbXPbbVAAAAAAGBvko9ujwl5AAAAABtorb29qr4no6cmT0tyTJLbklyd5A+S/Fpr7etzLDFJXpnkE0kentGTnvdJcu8ktyb5+yQfTfKHSS5srX1zTjUCAAAAAAMjH52cCXkAAADAitZG26Lb4Rpba19I8lPdNsl570tSGxy/IMkFU5S2PM4VSa5Ict60YwEAAADAniYjXeNS8tFJHDDvAgAAAAAAAAAAAGA3MCEPAAAAAAAAAAAAemDJWgAAAGDF/jbaFt0QagQAAAAAhkdGypS8IQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOjB0rwLAAAAABZIS9LavKvY3ABKBAAAAAAGSEbKlLwhDwAAAAAAAAAAAHpgQh4AAAAAAAAAAAD0wIQ8AAAAAAAAAAAA6MHSvAsAAAAAFklLWpt3EVswhBoBAAAAgOGRkTIdb8gDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD2wZC0AAACwog1kOYYh1AgAAAAADI+MlCl5Qx4AAAAAAAAAAAD0wIQ8AAAAAAAAAAAA6IEJeQAAAAAAAAAAANCDpXkXAAAAACyQ/W20Lboh1AgAAAAADI+MlCl5Qx4AAAAAAAAAAAD0wIQ8AAAAAAAAAAAA6IElawEAAIAVbf9oW3RDqBEAAAAAGB4ZKVPyhjwAAAAAAAAAAADogQl5AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHS/MuAAAAAFggrY22RTeEGgEAAACA4ZGRMiVvyAMAAAAAAAAAAIAemJAHAAAAAAAAAAAAPbBkLQAAALBifxtti24INQIAAAAAwyMjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPRgad4FAAAAAAuktdG26IZQIwAAAAAwPDJSpuQNeQAAAAAAAAAAANADE/IAAAAAAAAAAACgB5asBQAAAO7MUgcAAAAAwF4mI2UK3pAHAAAAAAAAAAAAPTAhDwAAAAAAAAAAAHpgQh4AAAAAAAAAAAD0YGneBQAAAAALpLXRtuiGUCMAAAAAMDwyUqbkDXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAeWrAUAAABW7N+f1P55V7G5/QOoEQAAAAAYHhkpU/KGPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAdL8y4AAAAAWCCtjbZFN4QaAQAAAIDhkZEyJW/IAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9sGQtAAAAsMJyDAAAAADAXiYjZUrekAcAAAAAAAAAAAA9MCEPAAAAAAAAAAAAemBCHgAAAAAAAAAAAPRgad4FAAAAAAtkf0uqzbuKze0fQI0AAAAAwPDISJmSN+QBAAAAAAAAAABAD0zIAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9WJp3AQAAAMDiaG1/Wts/7zI2NYQaAQAAAIDhkZEyLW/IAwAAAAAAAAAAgB6YkAcAAAAAAAAAAAA9sGQtAAAAsKIl2d/mXcXmBlAiAAAAADBAMlKm5A15AAAAAAAAAAAA0AMT8gAAAAAAAAAAAKAHJuQBAAAAAAAAAABAD5bmXQAAAACwQFobbYtuCDUCAAAAAMMjI2VK3pAHAAAAAAAAAAAAPTAhDwAAAAAAAAAAAHpgyVoAAABgxf79SfbPu4rN7R9AjQAAAADA8MhImZI35AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD1YmncBAAAAwAJpbbQtuiHUCAAAAAAMj4yUKXlDHgAAAAAAAAAAAPTAhDwAAAAAAAAAAADogSVrAQAAgDu0/fvTsn/eZWyq7V/8GgEAAACA4ZGRMi1vyAMAAAAAAAAAAIAemJAHAAAAAAAAAAAAPTAhDwAAAAAAAAAAAHqwNO8CAAAAgAXS2mhbdEOoEQAAAAAYHhkpU/KGPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQA0vWAgAAACtaS/YPYKkDyzEAAAAAALMgI2VK3pAHAAAAAAAAAAAAPTAhDwAAAAAAAAAAAHpgQh4AAAAAAAAAAAD0YGneBQAAAAALpLUk++ddxeZam3cFAAAAAMBuJCNlSoN7Q15V3b+qzq2qK6tqX1V9taour6oXVtWh864PAAAAAGBW5KMAAAAAi21Qb8irqscneXOSI8a+PjTJSd12dlWd1lq7eh71AQAAAADMinwUAAAAYPENZkJeVZ2Y5C1JDklyU5JXJLmk2z8jybOSHJfknVV1UmvtxnnVCgAAAEPV9re0WvylDprlGIA9Rj4KAAAAO0NGyrQGMyEvyfkZhUu3J3lsa+1DY8feW1WfSfKqjEKnFyR5yY5XCAAAAAAwG/JRAAAAgAE4YN4FbEVVnZzkUd3u61eFTcvOTXJF135eVd19R4oDAAAAAJgh+SgAAADAcAxiQl6S08fab1irQ2ttf5I3dbv3THLqbEsCAAAAANgRp4+15aMAAAAAC2woS9Y+svvcl+RjG/S7dKz9iCTvmVlFAAAAsBu1/Un2z7uKzbUB1AjQH/koAAAA7BQZKVMayhvyTug+r26t3b5BvyvXOGdTVXXMRluSo7ZTNAAAALA7VNX9q+rcqrqyqvZV1Ver6vKqemFVHdrjdR5XVRdW1bVVdWv3eWFVPW6CMZaq6j9V1Qeq6h+q6uaq+mxV/VZV/fO+agV21Ezz0URGCgAAAKxPPjqZhX9DXlUdnOTIbvfajfq21v6xqvYlOSzJ/Sa4zDXbLA8AAADY5arq8UnenOSIsa8PTXJSt51dVae11q6e4hoHJHltkrNWHTq6206vqtcleU63LOV64xyZ5F1JHrrq0IOSPDvJ06vqP7fWXrfdWoGdtUP5aCIjBQAAANYgH53cEN6Qd4+x9k1b6L+v+zx8BrUAAADArtb2t8FsO6GqTkzylozCppuS/FySH0jyg0l+u+t2XJJ3VtU91hxka16WlbDp40memuTk7vPj3fdnJ/nlDWq9W5ILsxI2/XGSxyX5/iQ/meT6JAcl+a1JnigF5k4+CgAAADto3rnnImWk8tHtWfg35CU5eKx92xb639p9HjLBNTZ7WvSoJJdPMB4AAACwO5yfUcZwe5LHttY+NHbsvVX1mSSvyih0ekGSl0x6gao6LslPd7sfTfLo1trN3f7lVfW2JJdm9LTpC6vqd9Z52vTpSR7ZtX+jtfYTY8c+UlXvTvKxjMKzX62qEzZZ+hJYDDuRjyYyUgAAAOCu5KPbMIQ35N0y1j5wC/0P6j5v3rDXmNbatRttSb40ScEAAADA8FXVyUke1e2+flXYtOzcJFd07edV1d23calzsvLQ5HPHwqYkSWvt60me2+0uJXn+OuMsh1ZfTfLC1Qe7kOoV3e6xSZ64jVqBnTfzfDSRkQIAAAB3Jh/dviFMyLtxrL2VZRYO6z63snwDAAAAwHpOH2u/Ya0OrbX9Sd7U7d4zyamTXKCqKskTut0rW2sfXuc6H07y6W73Cd154+Mcl+SEbvetXUi1lgvG2ibkwTDIRwEAAIB5OH2sLR+dwMJPyGut3ZLkK93uMRv1rap7ZSVwumaWdQEAAMCu1PYPZ5u95eUN9mW0lMF6Lh1rP2LCazwwyX3XGGej6xyd5AGrjj1yjX530Vr7UpKrut1JawXmQD4KAAAAO2zeuefiZKTy0W1a+Al5nU91n8dW1dIG/Y4fa1+xbi8AAACAzS0/UXl1a+32DfpducY5W/WQdcaZ9DrbGed+VXXYhj2BRSEfBQAAAHaafHSbNgpvFskHM1qT+LAk35fkL9fpd8pY+7Ier3+35cat+9d7oyEAAAC71ap/C95tvX67wa25JWnzrmJzt+aW8d2jVq1QcBettWsnGb+qDk5yZLe74bmttX+sqn0Z5Rb3m+Q6ufPbrjarcfxtV6uvs51xqjvv0xv0BRbDvPPRZOzvv9tv/FrPQwMAALDIVv07cFfno4mMNJGPTmsoE/IuSvLirv2MrBE4VdUBSZ7W7d6Q5JIer3+f5caHv3Zxj8MCAAAwQPdJ8oV5FzErl+e98y5hOy7fQp+N06i7usdY+6Yt9F8OnA6f4XX2jbVXX6evcYDFdFHmm48mYxnptb95fs9DAwAAMCC7Oh9NZKQd+egUBrFkbWvtI0k+0O2eVVUPX6PbC7LyOsLzW2vf2JHiAAAAgN3o4LH2bVvof2v3ecgMr3PrWHv1dfoaB1hA8lEAAABgh8lHpzCUN+QlyfMyWmbhkCTvqaqXZ/SU5yFJzkjy7K7fVUnO7fnan0zy0K79D0m+OXbsqKzMMn1oki/1fG12H/cMk3LPMCn3DJNyzzAp9wyT2C33y92y8magT86zkBn5UiZfSmBRHJW7/lu9D+PrPRy4hf4HdZ83z/A6B421V19n9Ti3ZH0bjQMsrnnmo4mMlH65Z5iUe4ZJuF+YlHuGSblnmNRuuGd2ez6ayEhXk49OYTAT8lprH6+qpyR5c5Ijkrx8jW5XJTmttXZjz9e+NclH1zq2av3lL02y3jJ7k3uGSblnmJR7hkm5Z5iUe4ZJ7LL7Zdcuw9Bauz3JUP/bzKru8WxhK8sWHNZ9bmX5hu1e57Cx9urrrB5no8Bpo3GABTXPfLS7voyU3rhnmJR7hkm4X5iUe4ZJuWeY1C66Z3ZtPprISNcgH53CIJasXdZae3uS70nyKxmFS19PckNGQdCLkpzYWrt6bgUCAAAAu0Jr7ZYkX+l2j9mob1XdKyshzjUTXmo8LNvwOrnzE7qrr7OdcVqGGzLCniQfBQAAAHaCfHQ6g3lD3rLW2heS/FS3AQAAAMzKp5I8KsmxVbXUPSW7luPH2lds4xprjTPpdVaP84ktjHNNa23fJtcEFox8FAAAANgh8tFtGtQb8gAAAAB20Ae7z8OSfN8G/U4Za1824TU+l+S6NcZZy6O7zy8m+fyqYx8ca687TlUdleS4bnfSWgEAAACAvUM+uk0m5AEAAACs7aKx9jPW6lBVByR5Wrd7Q5JLJrlAa60lubjbPb6qHrbOdR6WlSc3L+7OGx/nqqw8FfofqurQdS555lj7wklqBQAAAAD2lIvG2vLRCZiQBwAAALCG1tpHknyg2z2rqh6+RrcXJDmha5/fWvvG+MGqekxVtW67YJ1LnZfkm137NVV1yKoxDknymm739q7/Wv7f7vPeSV61+mBVPTjJi7vdq2NCHgAAAACwDvno9pmQBwAAALC+5yW5OclSkvdU1Yur6mFVdWpV/VZWgp2rkpy7nQt0T2++uts9KcllVfWUqjqpqp6S0dIJJ3XHX91a+8w6Q70xK8ss/ERV/WFV/ZuqOrmq/nOSv0hyRJL9SX6ytXb7duoFAAAAAPYM+eg2LM1qYAAAAICha619vAt93pxRWPPyNbpdleS01tqNU1zq55J8W5JnJjkxye+v0ef1SX5+g1q/WVWnJ3lXkocm+ffdNu7WJP+5tfbuKWoFAAAAAPYA+ej21KoldQEAAABYparun9HToKclOSbJbRkta/AHSX6ttfb1dc57TJJLut03ttbO3OQ6P5zk2RkFRkcm+XKSy5P81lZDoqpaSvKsJD+W0XIRhyW5LsmfZ7RsxN9sZRwAAAAAgEQ+OikT8gAAAAAAAAAAAKAHB8y7AAAAAAAAAAAAANgNTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAcm5E2hqu5fVedW1ZVVta+qvlpVl1fVC6vq0HnXx+xV1bdV1Y9U1S9V1bur6stV1brtgm2M97iqurCqrq2qW7vPC6vqcTMonzmoqpOq6r9W1XvG/jvfVFVXVdUbquqRE47nntnFquqIqjqj+7vm0qq6uqr+qapuq6rrq+p9VfVfqupbtzjeD1TVm6vqC1V1S1V9qar+pKqeOus/C/NXVa8c+zuqVdVjtnCOnzF7wKr7YqPtfVsYyz2zB1XVP6uql1bVR6vqH7q/Y66pqg90vyd/1ybnu28AYMBkpMhImZSMlEnISOmTjJT1yEiZhnwUWEu11uZdwyBV1eOTvDnJEet0uSrJaa21q3euKnZaVW30f0BvbK2ducVxDkjy2iRnbdDtdUme01rbv/UKWSRV9f4kj9pC1zcleVZr7bYNxnLP7AFV9UNJ/nQLXb+c5Mdba3+ywVgvSfILWX8y/juTPLm1dsukdbL4qupfJrk8ydLY16e21t63Tn8/Y/aQTX6fGXdpa+0x64zhntmjquq5SV6R5LANup3fWjtnjXPdNwAwcDJSEhkpk5GRMikZKX2RkbIRGSnbJR8F1uMNedtQVScmeUtGQdNNSX4uyQ8k+cEkv911Oy7JO6vqHnMpknn4uyTv2ea5L8vKX7QfT/LUJCd3nx/vvj87yS9PUyBzd9/u87ok5yd5ckb/nR+e5KeSfLE7/rQkF2wylntm77gmowDyeUmelNH98ogkT0nyB0m+meTIJG+rqn+x1gBV9Zwkv5jR3/ufzejeOTnJ6Uku6bqdluR3ZvWHYH7G/kG3lOT6LZ7mZ8ze9N+TfPcG2zM2ONc9swdV1c8n+dWMwqarkrwwyWOSnJjkh7r9v0iyXljkvgGAAZORsg4ZKZuRkbIdMlKmIiNlAjJStkw+CmzEG/K2YewJrtuTPLq19qFVx1+Y5FXd7ktbay/Z2QrZKVX10oyeprm8tfb3VfWAJJ/rDm/p6c+qOi7J32T0j4CPZnRP3Tx2/NAklyY5KaN77gRPFQ9TVb0jo9Dgj1pr31zj+JFJLssorE6SU1pr71+jn3tmj6iqu611r6zqc3qSC7vdC1trT1p1/N5J/jbJt2QUin9fa+3L49fozn9899W6TwQyTFV1TpJfSXJlRv+tX9wdWvO/tZ8xe8/Y05/b+r3VPbM3VdUPJvmzbvdNSc5urX1jnb4Hrn6rhfsGAIZPRsoyGSmTkJEyKRkpfZCRshkZKZOSjwKb8Ya8CVXVyVl5nfrrVwdNnXOTXNG1n1dVd9+R4thxrbVfbK29o7X291MMc05WXo/93PG/aLtrfD3Jc7vdpSTPn+JazFFr7Udaa29dLzzoAoAXjH315HWGOifumT1hs6Cp63NRkk93u2st93F2RkFTkrxoPGgau8b/ndFTpMnoaR12iar6Z0n+n273PyVZd5mXMefEzxgmc07cM3tK91T5f+92/yrJWeuFTUmyzhJT58R9AwCDJSNlnIyUSchImZSMlGnJSNkh58Q9s2fIR4GtMCFvcqePtd+wVodu/e43dbv3THLqbEtiqKqqkjyh272ytfbhtfp13y//Y/IJ3XnsTpeMtR+8+qB7hnXc2H0evMax07vPryX547VObq1dm5WneH7QUkK7yq8nOTyjNxJcullnP2OYlHtmz3psku/o2q9srd0+ycnuGwDYFU4fa8tImYrfD1mDjJTtkJGyHhkpM+We2ZPko8CmTMib3CO7z31JPrZBv/Ff6B4xu3IYuAcmuW/X3uwfAcvHj07ygFkVxNwdNNZe68k/9wx3UlXfmeRfdrtXrjp2YJKTu90PrfMEzrLl++WgjF5/zcBV1X9I8iNJvprkp7d4mp8xTMo9szf9aPfZkrxj+cuqundVfUe3FNBG3DcAMHwyUvrk90NWk5EyERkp65GRskPcM3uPfBTYlAl5kzuh+7x6k5nO47/wn7BuL/a6h4y1r1y3112Pu6d2r1PG2lescdw9Q6rq0O4X+p/K6Bfx5Vdan7eq63FJ7ta13S97SFXdM8n53e5dluHYgJ8xe9uPVtWnqurrVXVjVX2mqt5YVRu9ycQ9szc9rPv8fGvtxqr6sar6ZJKvJLkqyVeq6tNV9dNVddAa57tvAGD4ZKT0ye+HrCYjZVMyUjYjI2WbZKRshXwU2NTS5l1YVlUHJzmy2712o76ttX+sqn1JDktyv1nXxmAdM9be8J5Kcs1Y2z21C1XVAUl+Zuyrt67RzT2zR1XVmVlnGaDOf0vyu6u+c7/sXa9KclSSy5K8foLz3DN720NW7R/bbU+rqouSnNla+6dVfdwze0z3+8rx3e6Xq+r8JD+5Rtfjkrw6yROr6rTW2g1jx9w3ADBgMlJmwO+H3EFGykZkpExIRsp2yEjZkHwU2CpvyJvMPcbaN22h/77u8/AZ1MLuMMk9tW+s7Z7anZ6flVfn/3Frba0lX9wzrPaJJCe31l7cWmurjrlf9qCqelSSs5PcnuQ/rXFfbMQ9szd9PcnvJ3lWkkclOTHJY5O8LKMn+pLk9CQXV9XdV53rntl7viUr/4787ozCpv+d5MeT3DvJoRm9zeLDXZ8fSPI7q8Zw3wDAsMlI6ZvfDxknI2U7PhEZKWNkpGyDjJStko8CW+INeZM5eKx92xb639p9HjKDWtgdJrmnbh1ru6d2mao6JaOn95Lk+iT/1zpd3TN710VJPtq1D0ny4CT/IckTk/xeVZ3TWnvHqnPcL3tMVR2Y5LVJKsmvtNb+esIh3DN709Grns5b9qdV9Zok784ogDolo7+ffnWsj3tm7zlsrH1wRmHlqa21T499//6q+ldJPpTkX2T0FOj3t9b+cuy8Ze4bABgeGSl98/shSWSkbMlFkZGyCRkp2yQjZavko8CWeEPeZG4Zax+4hf7L64HfPINa2B0muafG15d3T+0iVfXPk1yY0STpW5L8aGvt+nW6u2f2qNbaDa21v+62y1trv99ae1KSpyV5UEZPZZ256jT3y97zsxm9Kv3vkrx0G+e7Z/agdYKm5WN/n+TJSb7RffXcVV3cM3vPLav2X7cqbEqStNZuTvJzY189ZZ0x3DcAMDwyUvrm90NkpGyJjJQtkpEyMRkpE5CPAltiQt5kbhxrb+V1oMuzo7eydAN70yT31Phse/fULlFVD0zyniT3SvLNJGe01t6/wSnuGe6ktfY/kvxBRn+n/1pV3XvssPtlD6mq45O8uNt9bmtt30b91+Ge4S5aa3+b5E+73WOr6r5jh90ze8+Nq/bfs0HfP89oaZgkeeg6Y7hvAGB4ZKT0ze+He5yMlGnJSFkmI2VWZKSMkY8CW2LJ2gm01m6pqq8k+dYkx2zUt6rulZUfjtfMujYG69qx9ob3VJL7jbXdU7tA98v6nyW5b5KW5JmttYs3Oc09w1ouzmhphsOS/Nskv9t9737ZW56f0ZNUf5vk0Ko6Y40+3zXW/ldVdVTXfnsXTrlnWM+nkvxw1z46yXVd2z2zx7TWbq2qf0hyn+6rdf9bdv9++nKSo8b6J+4bABg0GSkz4PfDPUxGSo9kpCQyUmZLRop8FNgyE/Im96kkj8po5vtSa+32dfodP9a+YvZlMVCfGmsfv26vux53Tw1cVR2Z0ZM0D+q+em5r7U1bONU9w1r+Yax9/7H2VRk9VXy3uF/2guXXlj8oye9tof8vjLUfmGRf/IxhfW2d790ze9PfJHlM177bJn2Xj4//u8l9AwDDJyOlT34/3KNkpPRMRkoiI2W2ZKQsk48Cm7Jk7eQ+2H0eluT7Nuh3ylj7stmVw8B9LitPT5yyUcckj+4+v5jk87MqiNmrqm9J8idJHtJ99TOttV/f4unuGdZy9Fj7jtdVt9ZuS/KRbvfhVXXgBmMs30+3Jvlov+UxIH7GsJ6HjLWvG2u7Z/am8aWjHrRep6o6IsmR3e4Xxw65bwBg+GSk9Mnvh3uQjJQZkJHSFz9jWI+MlGXyUWBTJuRN7qKx9jPW6lBVByR5Wrd7Q5JLZlsSQ9Vaaxm9Rj1Jjq+qh63Vr/t+efb7xd15DFBVHZrknUm+t/vqZa21V271fPcM6/jRsfYnVx27qPs8IsmT1jq5qo5J8kPd7p+31m7stTp2RGvtzNZabbQleenYKaeOHft8N4afMdxFVT0wyb/udj/bWrsjOHDP7Fl/NNZ+4gb9npikuvYHlr903wDArnDRWFtGylT8frj3yEiZERkpMlJmRkbKKvJRYFMm5E2otfaRrPywPKuqHr5GtxckOaFrn99a+8aOFMdQnZfR69KT5DVVdcj4wW7/Nd3u7V1/Bqh78u7CJI/ovjq/tfbz2xjqvLhn9oSqOrOqDt6kz/OT/HC3+7mM/ULfeV2Sf+ra/62qvnXV+XdL8htZeWX2q6cqmt3gvPgZs2dU1eOrammD49+eUbiw/PT4b6zR7by4Z/aU1tr/SvLubvepVfWDq/tU1VFJfrnbvS3JG1Z1OS/uGwAYLBkpM3Be/H64J8hImZSMlDk5L37G7BkyUiYlHwW2okyinVxVnZjREguHZPTa65dn9ITnIUnOSPLsrutVSU7yFM3uVVWPTHLs2FdHZuUfapdl9I+8O7TWLlhnnFck+Zlu9+NJXpnks0kenORFSU7sjr2itfazfdTOzquqP8rK03fvTXJOko1+CN/WWrtqnbHcM3tAVX0+yT0y+ofeBzP6b3xT9913J/mPWQkvb0tyWmvtz9YY5zlJfrPb/WySl2X0lOh9M7oPT+2O/V5r7cdm8EdhQVTVS5L8Yrd7amvtfev08zNmj+h+ztw9o58zH8rolfc3Z/Q7zWOSPCcrr9T/YJIfaq3dusY47pk9pqqOS/KXSe6Z5JaMAqF3ZXT/nJzkxUmO6bq/qLX2qjXGcN8AwIDJSFkmI2USMlImJSOlbzJSVpORsh3yUWAzJuRtU1U9PsmbM3q99VquyuiX/qt3rip2WlVdkOTpW+3fvQp7rXEOSPLbSZ65wemvT/Ls1tr+SWpkcVTVpD9wv9Bae8A6Y7ln9oDuH4H330LXa5M8s7X2pxuM9dIkv5CVV2Ov9q4k/761dsukdTIcE4RNfsbsERP8nPmjJGe31m5YZxz3zB7U/T9e/zDJt6/TpWW09NQvrHO++wYABk5GSiIjZTIyUiYlI6VvMlJWk5GyXfJRYCMm5E2hqu6f5HlJTstodvNtSa5O8gdJfq219vU5lscO6CtsGhvvhzN6evihGT1p8eUklyf5rdbauzc6l8XXZ9g0NqZ7Zherqu/M6O+YR2T0pPm3J/nWjJ6uuT7JJ5K8I8lbt/J3TlX9QJKfSPKobqwbkvxVkje01n6v/z8Bi2arYdNYfz9jdrmqOiXJKUkenuRBGf13PiKjJ82vSfIXSd7YWvvQFsdzz+wx3TI/z01yepIHZrR0x/9O8r4kr2mtfXwLY7hvAGDAZKTISJmEjJRJyUjpm4yU1WSkTEM+CqzHhDwAAAAAAAAAAADowQHzLgAAAAAAAAAAAAB2AxPyAAAAAAAAAAAAoAcm5AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAcm5AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQAxPyAAAAAAAAAAAAoAcm5AEAAAAAAAAAAEAPTMgDAAAAAAAAAACAHpiQBwAAAAAAAAAAAD0wIQ8AAAAAAAAAAAB6YEIeAAAAAAAAAAAA9MCEPAAAAAAAAAAAAOiBCXkAAAAAAAAAAADQg/8fWlzMi4/IbrEAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 3200x1200 with 4 Axes>"
       ]
@@ -338,7 +356,7 @@
     "The reference data was obtained with the [sample code](https://github.com/lbm-principles-practice/code/blob/master/chapter9/shanchen.cpp) after making the following changes:\n",
     "```c++\n",
     "const int nsteps = 1000;\n",
-    "const int noutput = 1;\n",
+    "const int noutput = 1000;\n",
     "const int nfluids = 2;\n",
     "const double gA = 0;\n",
     "```\n",
@@ -353,28 +371,41 @@
    "outputs": [],
    "source": [
     "init()\n",
-    "time_loop(1)\n",
-    "ref_a = np.array([0.133183, 0.0921801, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.0921801, 0.133183, 0.719568, 1.05507, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 1.05507, 0.719568])\n",
-    "ref_b = np.array([0.719568, 1.05507, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 0.9, 1.05507, 0.719568, 0.133183, 0.0921801, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.0921801, 0.133183])\n",
-    "assert np.allclose(dh.gather_array(ρ_a.name)[0], ref_a)\n",
-    "assert np.allclose(dh.gather_array(ρ_b.name)[0], ref_b)"
+    "time_loop(1000)\n",
+    "ref_a = np.array([0.213948, 0.0816724, 0.0516763, 0.0470179, 0.0480882, 0.0504771, 0.0531983, 0.0560094, 0.0588071, 0.0615311, 0.064102, 0.0664467, 0.0684708, 0.070091, 0.0712222, 0.0718055, 0.0718055, 0.0712222, 0.070091, 0.0684708, 0.0664467, 0.064102, 0.0615311, 0.0588071, 0.0560094, 0.0531983, 0.0504771, 0.0480882, 0.0470179, 0.0516763, 0.0816724, 0.213948, 0.517153, 0.833334, 0.982884, 1.0151, 1.01361, 1.0043, 0.993178, 0.981793, 0.970546, 0.959798, 0.949751, 0.940746, 0.933035, 0.926947, 0.922713, 0.920548, 0.920548, 0.922713, 0.926947, 0.933035, 0.940746, 0.949751, 0.959798, 0.970546, 0.981793, 0.993178, 1.0043, 1.01361, 1.0151, 0.982884, 0.833334, 0.517153])\n",
+    "ref_b = np.array([0.517153, 0.833334, 0.982884, 1.0151, 1.01361, 1.0043, 0.993178, 0.981793, 0.970546, 0.959798, 0.949751, 0.940746, 0.933035, 0.926947, 0.922713, 0.920548, 0.920548, 0.922713, 0.926947, 0.933035, 0.940746, 0.949751, 0.959798, 0.970546, 0.981793, 0.993178, 1.0043, 1.01361, 1.0151, 0.982884, 0.833334, 0.517153, 0.213948, 0.0816724, 0.0516763, 0.0470179, 0.0480882, 0.0504771, 0.0531983, 0.0560094, 0.0588071, 0.0615311, 0.064102, 0.0664467, 0.0684708, 0.070091, 0.0712222, 0.0718055, 0.0718055, 0.0712222, 0.070091, 0.0684708, 0.0664467, 0.064102, 0.0615311, 0.0588071, 0.0560094, 0.0531983, 0.0504771, 0.0480882, 0.0470179, 0.0516763, 0.0816724, 0.213948])\n",
+    "np.testing.assert_almost_equal(dh.gather_array(ρ_a.name)[0], ref_a, decimal=4)\n",
+    "np.testing.assert_almost_equal(dh.gather_array(ρ_b.name)[0], ref_b, decimal=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.testing.assert_array_less(\n",
+    "    np.sum(dh.gather_array(u_bary.name) * \n",
+    "           (dh.gather_array(ρ_a.name) + dh.gather_array(ρ_b.name))[..., np.newaxis],\n",
+    "           axis=tuple(range(dim))),\n",
+    "    5e-12)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Run the simulation until converged"
+    "### Final state"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 3200x1200 with 4 Axes>"
       ]
@@ -386,8 +417,6 @@
     }
    ],
    "source": [
-    "init()\n",
-    "time_loop(1000)\n",
     "plot_ρs()"
    ]
   }