diff --git a/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb b/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
index 8c1b899f504386e324712c6dee509b660eb44eec..466741cd59e2879903faec81203bef90b2916166 100644
--- a/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
+++ b/.ipynb_checkpoints/multi-area-model-checkpoint.ipynb
@@ -407,9 +407,9 @@
     }
    ],
    "source": [
-    "p, r = M.theory.integrate_siegert()\n",
-    "print(\"Mean-field theory predicts an average \"\n",
-    "      \"firing rate of {0:.3f} spikes/s across all populations.\".format(np.mean(r[:, -1])))"
+    "# p, r = M.theory.integrate_siegert()\n",
+    "# print(\"Mean-field theory predicts an average \"\n",
+    "#       \"firing rate of {0:.3f} spikes/s across all populations.\".format(np.mean(r[:, -1])))"
    ]
   },
   {
@@ -488,14 +488,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "6.8556 6.052848304676828\n"
+      "6.8556 3.026424152338414\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 493.603x435.805 with 4 Axes>"
+       "<Figure size 493.603x217.903 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -540,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "15778e9c",
    "metadata": {},
    "outputs": [],
@@ -570,18 +570,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "c1d7aa61-e85a-4e6a-9e01-e018413a572b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loading spikes\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Instantiate an analysis class and load spike data\n",
     "A = Analysis(network=M, \n",
@@ -602,23 +594,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "bea30fc8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 493.603x435.805 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from M2E_visualize_instantaneous_and_mean_firing_rates import plot_instan_mean_firing_rate\n",
     "plot_instan_mean_firing_rate(M)"
@@ -642,25 +621,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "ae19bcc3",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "ename": "ImportError",
-     "evalue": "cannot import name 'original_data_path' from 'helpers' (/opt/app-root/src/MAM2EBRAINS/./figures/Schmidt2018/helpers.py)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn [16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mM2E_visualize_resting_state\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_resting_state\n\u001b[1;32m      2\u001b[0m plot_resting_state(M, A, data_path)\n",
-      "File \u001b[0;32m~/MAM2EBRAINS/./figures/MAM2EBRAINS/M2E_visualize_resting_state.py:8\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[1;32m      6\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./figures/Schmidt2018_dyn\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhelpers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m original_data_path, population_labels\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmultiarea_model\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m MultiAreaModel\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mplotcolors\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m myred, myblue\n",
-      "\u001b[0;31mImportError\u001b[0m: cannot import name 'original_data_path' from 'helpers' (/opt/app-root/src/MAM2EBRAINS/./figures/Schmidt2018/helpers.py)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from M2E_visualize_resting_state import plot_resting_state\n",
     "plot_resting_state(M, A, data_path)"
diff --git a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_interareal_connectivity-checkpoint.py b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_interareal_connectivity-checkpoint.py
index bab27add7d24c85cdf98a3c85712c5cbd8f3b9a1..035ff277f423d3cfa9c09c1af19d6e795c9928ea 100644
--- a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_interareal_connectivity-checkpoint.py
+++ b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_interareal_connectivity-checkpoint.py
@@ -219,7 +219,7 @@ def visualize_interareal_connectivity(M):
             conn_matrix_full_scale[i][j] = M.K_areas[area1][
                 area2] / np.sum(list(M.K_areas[area1].values()))
 
-    ax = axes['D']
+    ax = axes['B']
     ax.yaxis.set_ticks_position("none")
     ax.xaxis.set_ticks_position("none")
 
diff --git a/figures/MAM2EBRAINS/M2E_visualize_interareal_connectivity.py b/figures/MAM2EBRAINS/M2E_visualize_interareal_connectivity.py
index bab27add7d24c85cdf98a3c85712c5cbd8f3b9a1..035ff277f423d3cfa9c09c1af19d6e795c9928ea 100644
--- a/figures/MAM2EBRAINS/M2E_visualize_interareal_connectivity.py
+++ b/figures/MAM2EBRAINS/M2E_visualize_interareal_connectivity.py
@@ -219,7 +219,7 @@ def visualize_interareal_connectivity(M):
             conn_matrix_full_scale[i][j] = M.K_areas[area1][
                 area2] / np.sum(list(M.K_areas[area1].values()))
 
-    ax = axes['D']
+    ax = axes['B']
     ax.yaxis.set_ticks_position("none")
     ax.xaxis.set_ticks_position("none")
 
diff --git a/multi-area-model.ipynb b/multi-area-model.ipynb
index 8c1b899f504386e324712c6dee509b660eb44eec..466741cd59e2879903faec81203bef90b2916166 100644
--- a/multi-area-model.ipynb
+++ b/multi-area-model.ipynb
@@ -407,9 +407,9 @@
     }
    ],
    "source": [
-    "p, r = M.theory.integrate_siegert()\n",
-    "print(\"Mean-field theory predicts an average \"\n",
-    "      \"firing rate of {0:.3f} spikes/s across all populations.\".format(np.mean(r[:, -1])))"
+    "# p, r = M.theory.integrate_siegert()\n",
+    "# print(\"Mean-field theory predicts an average \"\n",
+    "#       \"firing rate of {0:.3f} spikes/s across all populations.\".format(np.mean(r[:, -1])))"
    ]
   },
   {
@@ -488,14 +488,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "6.8556 6.052848304676828\n"
+      "6.8556 3.026424152338414\n"
      ]
     },
     {
      "data": {
-      "image/png": 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duvPOkViHZvGfsP86PfpcL50d+U+G63eJPy3x0YroyYZZlSsjsZM7Rl8nwJ93vyQS69c2OqY/xbQDqMxQeTM3jm3lUc3Nl/J6vzRRFyUPIkUilUpxxRVXUFVVRSqVYpdddmGPPfZg7dq1AM3M7DNgMdAWgtMWwP3ufgybT1uMJkgiHtdpCyk67lg+6y9kTx4SHP0sLG2YFCkSffr04cMPP2TSpEm89NJLrFu3jgMPPJB9990XYIm77wE8C3SB4LRFmDjg7jOA+QS3CC4nZnZC5Ksv3KeQ6ZHoUo5VbqzzQT2uMKnkQaTIrFmzhpNPPplbb72VVq1aMXz4cID2ZjYOaEmQIMRReWopbuHMQ6YHieoyZElE6vmShpYtRIrE3Llz+cEPfsC4ceMoKytj7tzgNsbhnofS8DEUWJThEtowKcXNs56QSFSXwTz3ypj1jZIHkSJRWlpKy5YtOe+88/jNb35Dv379GDRoEFdccQXAAuAAgo2Qkftjb8mGyQ5tV3DxKSNrxD4fF38fjcanRUsGL1l6VkxLaP7gXyKxSS8cHok9emL8LaGnjOkbiQ0dHy0v/a+B8SWnW/dYEBuvLdeNkZkM2OOT2Hif8maR2JDR0dIcHVe2je0/fd3Lkdi/Fl4YiXVqHi35DfB+efSW3u+NOSF6zS/iN1wO6RzdXHr9btGf6S/e3TO2fypmwvyb7aO3X39jUfzGyEqPv1V7bvJ4QsIdgqWJBknJg0iRmDFjBi+//DL77rsvo0ePZvHixYwcOZJFixYB9ACmAR8D40EbJkVqs3yekHCHlGYeRKSeO+SQQ/DwU9esWbM47LDDuOyyyxgyZAi9e/d2oDnQH/gGxJanrt4w6WjDpBSjPNdmaMhHNbVhUqTI1N4weddddwHMdfduwP8DokUPAtowKVL3BsfcN0y6Q2Vl3Y96TDMPIkVk48aNnHzyyZxxxhkMGTIEgIcffhhgRdjkKSC6qM2mmQjcfYmZjUQbJqXYhMcr65Bgw6SWLUSkAZgzZw4DBgygoqKCefPmUVpayuWXX169lLGPmU0AOhHzeyHcMDkVWEWwbNGT4GRGRqmqEipWltWItWixLrbtylXRaoJN7/5rbNvyi6+KxLpNfDYS2+sf8RUWb+zWORLbORUt/HPnuNax/f/68n9j47Wt+Xm72PjyWZH9qHQbMTESq6yK//Xcuu2KSKyr947E2jWJbkwEeK//4Ehs+MfRCo0dm8VvLCxrtmsk9uzs9pHYzk3i+89ZF93IOHtpdMNn89L4ifGWjaP9K6qib8KdmkVfE0Bl3LDi/7OMkcf7UTj1/jhmXZQ8iBSJ8ePHs3jx4uqiUFx99dU0bdqUUaNGceihh1YRbIR04GHIuGFyNcFy503aMClFxx2rys8JCcOxer40URclDyJF4sQTT9y0YRLghBNOYLfdduOQQw6B4JTF14E5wJ8hdsPkAuBwd8904yyRr758LTV4Tteqt+WplTyIFKFZs2bx4YcfcuCBB6aHDwUWu/tnGbo58JqZOXCPu9+7rccpUq9k3/OQ5GK5JA+Jik4VkpIHkSJT+7RFmtOAEXV0/aa7LzCzDsDrZjbN3bVhUopIHjc5OlDZcG+MpeRBpEhkKk8d6gCcD3xuZh3d/eqYS6g8tRS36uOV+bmYTluISP2XqTz14sWLAXYC3nX3w8KZhRq2pDx15YYmLJrdtUZszKyesW2/e/B7kdjyKfFtm14TnRxpfttpkdjczvGrKh/9Z+dIbI/Fu0ViPz00WjIb4CepfpHYxBm7R2L/ezP+1s3rNzaJiUZPW6xeXRbTLv5kyu5l0ZMV7TKclth7wIRIbI953SOx9s3ix7/30oOi/VtGP0Gv2Bh/WuLCAdGy4ZNmRn/+p/RYGdv/05jXv6IierJit5gxAaSIKVu9LLZpVD5PSDiQyloqW8sWIrJ9ZSpPPXHiRIBK4HEI6jiAylOL1JbfExIOVQ33qKYqTIoUiery1JMmTeK5556jdevWXHbZZXz66acAa4FzzOwtM/s6BKctwsQBd58BVJenLkflqaUYVZ+QyPRIVGGSYOahrkeiW3wXlmYeRIpM7Q2TlcEnqVLgIILjmk+aWU/3yO0HtWFSilye9ylo2UJE6rtMGybLy8sB2gIfhk2bAe2Izi5ow6QUt+wnJHJ+s3cHjy13WYNOW4jI9pVpw2SvXr34/PPP17l7XzP7GvAGUKMQ1JZsmFy6vjkPTNi3RuzH34zfhNj+/imR2JqfR8tIA5TdtCASq3qkeSS29ur/F9u/7w53RmKPj34pElt/Q3x56ebXRWtk9YhtmTvnsa3qH93CWZfbI5Gr/ph777MTPVfU6qu6RWJf36E8ErvvnUNi+183K1q2/I49L4rELv3k7pzH9Cu7I8eWWWcecn+zdyD7JEa9nXnQngeRIlG9YfLNN9/k0EMP3bRhcv/99wdoZGaTgSeAH7q7m1lnMxsVdk/fMDkGeFkbJqXoOMEmx0yP8M0+51mCVJZHPabkQaRIZNowWVpaCsEsZAqYQLh8oQ2TIrXlcYOjg1dZnY9E1yswJQ8iRab2hsmLL74Y4COgL7AQ+FOGrt909wOAo4EfmdlhBRmwSH3hQGUq8yP/Mw/JrldASh5EisjGjRs5+eSTOeOMMxgyZAgAHTt2BMDdU8B9BBshI8IbZVXXgRiZqZ3IV5U7eCrzg6QzBSmr+1GPacOkSJGYM2cOAwYMoKKignnz5lFaWsrll1/OwoULATCzK4E/EiQGNYQbJqcCqwg+f/UEhhZu9CL1gAN1n5DIfYOjG17ZcD+/K3kQKRLjx49n8eLF7LtvcALi6quvpmnTpvz3v/8F2Bu4juAkxS8hY4XJ1QQzljdl2zDZqfUqrjn6XzVibY+cFdt2/hkHRGIb1u8a2/a5fYdFYm2aDInEPv/t8tj+54yJ/m5fOWyfSKzD8Pg7j9/f+/xIrKIqWh75kgS7/bfWmp91jcRWL4w/LdLtsdmR2NwzdonEdn5kQmz/u3tdGIkd3H1mJPb5F51i+/9rQfTv6tFVr0diD/daEds/zvtLm0Zil2Zoe9vXLs75urHyuZHRs84u6KimiGxfJ554Iul1n0444QR22203LrroIh599NH1BMcwnwcWw6Zlik0bJs1sAXC4u8e/q4p81YWbHOuQ6KimZ1+aqLdHNZU8iBShWbNm8eGHH3LggQfywgsvAGx094lmdf4yc+A1M3PgHnePv/OUyFdZ3TMPiZYtqIzOWDUUSh5Eikz6aYtGjRpx4403AkQrL0WpPLUUNyev+xQ8+7JFvdVwd2uISCJz585l4MCBdOrUifnz5zN37lw+//xzJk+eDLCfmVUA3YGJZha3YP2umX0EvMbm8tQiRSTPpyNSJXU/6jHNPIgUiUzlqRcuXEjr1q3Hu3t/M/sSeN3dF6X33ZLy1ItXtuLW146qEbtu7/tj23a4ZEMk1uSQjzJceUxdT5vVp70uicRumnZMJGbWOOdrum/cqjHFSfL8cZo0ip9fr0qticT2fKoiEms38rux/WeueS0SK5vdMxJbX/FBzs8f5y+fxJenPrPZHpHYsB2jf38tmu0W2z+V2oq/KwevqvNNPec9D97AT1s03JGLSCKZylO3atUqvVkJwd4GVJ5aJEbdMwWJijq5W50P6nGFyYLPPJjZYOA2glsA3+/uv49pczhwK9AYWOruAws4RJGvpOry1BBsmDzssMO47LLLqr/dxczmEpSgvhpiT1tUl6d2VJ5aipFbtpmHBNcil6UJnbYAMLNS4G/AIGAe8IGZveDuU9PatAHuBAa7+5xwc5aI5Ent8tSh+eGyxc8JjshfF9NVGyZF8rYXwUjlKxHZDgo98gHAdHef4e4VBHfwO6FWm9OBZ919DmwqhSsieRBXnrqWx4GT476h8tRS7DyszZDpkexiaMNkAl2AuWlfzwMOrNXma0BjMxsNtARuc/dHCjM8ka+uTOWpzzvvPIC9zWwSwa+0z2v33ZLy1O1bruHiQ96tEfON8efaK15YGYl9+K0jY9uWla2NxHYf+Z9IbJ+y78f2v/3maHmKD074ViS2cvn/i+0/+9QPI7HjW10Wif3moE9i++/3WnTDYZzb9zgvNt6kJLoRskuL6CbEI78brdoI8MTTZ0diV80eH4nNWP1ybP/rd4m+1rO/Ht0c2fOZaNVJgLe+cWwk9tcp3SKxgR2jmzgB3v7ks0hsSOvomNaWR/4zBmBEn3MisdM/eii2bVTWZYtEFSETJxz1SKGTh7ifVO1C4Y2AfsBRQHPgPTP7n7t/WuNCZhcAFwB07959GwxV5KslU3nqadOmpTdrQZDUb3V5apGvnOz7FHLeo+BueExZ84ai0MnDPCA9xexKtDjNPIJNkmuBtWb2NrAfUCN5CKvb3QvQv3//Ou9UIiKZy1P/5z//wcymhHseTiKcUVB5apHa8rtPob7MPJjZicB3gQ7A39w96/RYoRdVPgD2MLNdzawJ8H3ghVptngcONbNGZrYDwbLGxwUep8hXWnp56lqGAf/M0K26PPW4cOZPpLhk26eQ9HLZj2pmZWbDzWyJmU2uFR9sZp+Y2XQzu6bucfhz7n4+cDZwai7PW9CZB3evNLNLgVcJjmoOd/cpZnZR+P273f1jM3sFmERQRfx+d6+zGI2I5C7DaQvM7FqgEngsQ1edtpCi5pC/mQe3fG2KfAi4A9i0NzDTyUaC992bavUflnYw4f/CflkVvM6Du48CRtWK3V3r6z8CfyzkuES+6ubOncsPfvADxo0bR1lZGXPnBnuXn3rqKYA+BHuNDvH0tY2a3jWz1UAVm8tTK3mQ4pG/N/ytSkRqLzMAc2o12XSyMWz/BHCCu98ERHasWnBHvN8D/3T36O7ZGCpPLVIkMpWnXr58OQSzfO8C0TrRbFl56tJGlbTs8GWN2Mppu8S2LSmNniDoPTh6ggKg5TWtI7EvftIjEquif2z/N+44PhK7Y1q0nMyMrrV/Hwfenbd/JPbijn+JxP7xzeg4YevLTq++pn0kdvG934vE3rz/tNj+D6+M/lwv2embkdgde14U2/+xZYsisY1joqd2f9QpsiQGwC8/LI/Enj3r1Wi7kYNj+1/b/ceR2O4to2/C13SLtgNIeavYeK62dubBzIYDxzYrrXm88405a/nFu0tIOfygV2su378tQDszG5vW/V53v9fdnwOeM7MdgVuA39R6mlxONqa7DPgWwWmR3Wt/oI+j5EGkSFSXp953330ZPXr0pvLUDz74IAT7n/YDHjOzf7v7RRlOW4wmSCIe12kLKTr5mXl4iGCZYZx7cK2qlPOz/yzhqe92o3OLxnx75Cy+s0tLCP6ttQcWA0uA483suRyWGXI52bj5G+63A7cneRFKHkSKRKby1Ndeey1hjYc1wJXuPhZUnlqktnzseXD3t82sB2y+yda4xevo0aoJu7RoBsCJPVvzz5lrAb5w98gUWu1lhurrpcnlZONWUfIgUmQybZjMgTZMSnHzrMcrY5cZMl4uvNbCtZV03qHxpq93bt6Y8V+sh8xFp2osMwC1ZwE3nWwkuF/N9wmqN+dN/a5/KSJ5M3fuXAYOHEinTp2YP3/+pg2Ty5YtA9iDYJPV38J11DjvmtlHwGts3jApUkSCwk6ZHsBGYDxwg7v3rzNxANxLcC8h5SXBtcOvHSN+5SHs6367u/dz94uAgcB7wJ5mNs/MznX3SoJ71LxKUOrgSXefkqcfAqCZB5EGafLkyUydOpXy8s2bz84666w6+2TaMPnQQw9BUDlyOvARcA3ws/S+W7JhMlVZytov29SIrV4RP9NRElNyuUnraMllgP8euk8k9smH0V+09++/Mbb/9GVtIrGeZdHPUVf3jG7sA2j054cisZUrr4rEFp79Vmz/8j9MisQ2LInma4s+7RHbf+xb0Q2TqZjV7C9it77Cqwd2jMSGfhAt+TxrTny5jxvKvh6J/Xtpu0js3XX3x/a/dY9LIrFx4/tGYruWVcb2v+rz6BL/ue0vj8Qe+CL3Jfw/Wu5tc62/kIvqJZBOzZowf83GTV8vWF1Jx2aNIYeKle4euzM27mRjPil5EGlgbrjhBkaPHs3UqVM55phj+Oc//8khhxySNXnItGHy0UcfheDIV3tgb2AH4GfaMClSk7uRqrukdKJbaFcnIvu1bcHM1RXMXl1Bp+aNeW7WCv52yC7cNCF6sqW+0LKFSAPz9NNP88Ybb9CpUycefPBBJk6cyIYNGT5mpqneMDlp0iSee+45WrduzWWXXca6desAJrl7U3dvT7ApEndfECYOhOfFqzdMlqMNk1KkstxVs7WZ3Wtmx2Xqb2YjgPc2VDn9npnC458to5QSftOvK6e/MYPDX5zGcd135GutdsjpetuLZh5EGpjmzZtTUlJCo0aNWLVqFR06dGDGjBk599eGSZEt5JDayhtjVS8z9Gnbwl/+dm8AUlVwRKe2HHFM203tUlW5XW970cyDSAPTv39/VqxYwfnnn0+/fv044IADGDAgt72LGzdu5OSTT+aMM85gyJAhAHTs2BGgMYCZ7UxwnjwiPLpJeMZ8JNowKUVoa2cealwr+70tNPMgIvlx5513AnDRRRcxePBgVq1aRZ8+fbL2O+eccxgxYgQtWrTg1VeDin4TJ05k9erVAHuZ2YvAWIKb09VgZrMJ6kBsJKhGWQ78uq7nK9/QjI8/271GrN+B42LbVq5rFold8dBJsW2v+caHkVhFRZNIbH1MDOCMS/8eiS384/mR2I4tV8f2X/551+jzn/PvSKzdQ0fE9r91/76RWLOYCpuXf3pXbP/9m+0Wia3bUPv+gvBs3+/H9u//ZnQP3azYlvG+WPNBJDb7lLqKF9Z0xWd3RmLr/q9TJPbpUyfmfM2mCT4GD2pxce6Na/HwREQdtmjPQ76uV0iaeRBpYNydRx99lF//+tf06NGDNm3aMGbMmKz9+vXrx4YNG1i7di19+/alb9++DB06lLvvvhuCZGAAwV31fg9gZp3NrPqdppTgdJkBTYGXtWFSio4HJyQyPUgwUxBsvsx8rXze+ntbqN+jE5GISy65hPfee48RI0YA0LJlS370ox9l7XfppZcyc+ZMdt99dyZMmMCECRNYvHgxxx13HMCnQH9gvbsvg5obJgnutnm4u+/n7nu7+43b4rWJ1HdZlhlWuvsFtQo61XGtkjofaNlCRPLl/fffZ/z48ey/f3CDph133JGKiootutY+++zDCy9smvL+HjVL2qZz4DUzc+CeuorfiHxVVc8W5EuqAS9bKHkQaWAaN25MVVUVQXl7+OKLLygp2bJfaMOHD+fHP/4xwF5AS8JjmjF00kIEsu15yFROOuY6+U1ECk3Jg0gD8+Mf/5iTTjqJJUuWcO211/L000/z29/+Nmu/YcOG8fzzz7N27dpNsfLyclatWgXBXoahQKaqNO+a2Wqgis2lqZU8SHFxo6ruN/x8b5ist5Q8iDQgqVSKXXfdlZtvvpk33ngDd+e5555jr732ytr37LPPZsiQIQwdOnRT7IorruC6667jmGOOmQqsBLrU7rclpakBNlSVMnNVmxqxfVaVxbZ9fWzkxoEc1nFtTEvo2HNuJPbufw+KxNZujD9t8eaDJ0ZiwWpMTYuWt43EAD5eGD1tcdKVT0ViTx+6Z2z/i8d1iMTu7x8txf3s/vEVQ2ef2TQS+8OoaMnn9zKU8Vqzz7mR2H0zolUT314XvzK1Z8shkdh+pdHTFk/GPz1P7vfDSOzAPXeJxNo0yX0prjLjzaajXl8bPcVidndOfYP7UeTvDT+Ha+U8k1FoSh5EGpCSkhJ++tOf8t5779GrV69Efe+66y7eeOMNNmzYQNeuXbnhhhtYtGgRw4YNA9iH4CY64yE4aYFKU4tEZCkSlTN3o6ruUtdQj/c8NNwFF5Ei9e1vf5tnnnkG9wQft4ARI0YwZswY9t57b+bNm8e5557LyJEjady4MQS/C/oDPweVphaJ5UYqvAtm3IP8F4mqtzTzINLA/PnPf2bt2rU0atSIZs2a4e6YWfXehUTuuusu/vKXvzB06NBJwM3AA8C3Yppqw6QUPYdsmxy150FE6qewImRicRsm7777bt566y2A3gTJQ6ajmtowKUL+3vDdjao8LYFsD0oeRBqg5cuX89lnn1FeXr4pdthhh9XZJ27D5G677cZtt93GEUccMRWYCUR2GW7phsl2e+/CeWPvy+n1/CCnVpkdvZX9v72V/eHhSOTUBC/qvDE/icRatY2Wcc7kj7k/VawzE7T9ZPWzW/Vcp0yM/qziRLdQZnbvktu2bDAJ5fsNXzMPIlIw999/P7fddhvz5s2jb9++/O9//+Pggw/mzTffrLNf3IbJ++67j8svvxyCmYd9gVNBGyZFMsnnG34ORaJ02kJE8uO2227jgw8+4KCDDuLf//4306ZN47rrrsvab8SIEcyaNYtjjz2WyZM3TxyMGzcOM5sDrHH352DTHTQ3bZg0s+oNk442TEoRyzLzkKBIVE4nN+rtaQslDyINTLNmzWjWLLgL5YYNG+jVqxeffPLJ1l62LVDXGoM2TErRc88685Dgzd5ymXmot5Q8iDQwXbt2ZcWKFZx44okMGjSIHXfckc6dO2/x9SorKwF2BP6RqU04E4G7LzGzkWjDpBQl7XmopuRBpIEZOXIkANdffz1HHHEEK1euZPDgwVn7xZ22ALjssssguOX2q2b2srtfnf79cMPkVGAVwbJFT4JS1nVa8NEcrt/lshqxgzrGr3g0LqmKxPbsOTO2bdxRueYto9Uo58zsHtt/+JSvRWJ/WxTdcDf/jANi+zctWx+JzZsRfa6+r78a23/BmftHYsu+2CkS6/7kL2L7l9z4SCRW9od5sW3jzDz54Ehs12fey7n/JR0vj8TuXJz7hsXnD4juJD1kwAeR2Gl/Pyq2/2troxtJr+gcHdOtC7bNJsq8nbYg6xJIvabkQaQBGzhwYM5tZ8+ejZnV2DDZs2dPnn/+eYC57r53uCyRacPkaoJiUjdpw6QUIyenTY45X0wzDyJS773xxhuRDZOnnHIKjzzyCIMGDfoCgmWJ8P9rb5hcABzu7ku30/BFtr+8HtVs2HseGu6ciYhstU8//ZR33nkHoJeZvWVmX8/Q1IHXzGycmdXL3d8i25oDjmV8JL1WXaWuU3Xf+nu7q9+jE5GIn/3sZznFclFZWcny5csBpgFXAU+aWdxvwW+6+wEE9Zh+ZGZ1V6QS+YqqSpVkfCSVcqvzUZ8peRBpYF5//fVI7J///GfWfsOGDaNfv35Mnz59U6y8vJzHH38cgiJR9wLNgHYx3d81s4+A19hcnlqkyOTzRlZ1X6u+74fQngeRBuKuu+7izjvvZMaMGfTp02dTfPXq1Xzzm9/M2j+uPHWvXr3YsGED//rXv6YCpwNvADX2NWxpeWoDmpTWvPNnCfF3Al25oXkklukGRHG/VKd+vGcktq6iaWz/vjtGT0uYNY7EPj3+oNj+cXZoHr3myit2jW375ZLdI7FFK3aMxHrc9FBs/9S1Z0diceM3y/TzS0VijRq1j8TaNOsR27+7947EGjeKnhaprIq/Udute5wXiR2xw4ZIrG2T6GsCaFQa/Vld2TlaYLu0tHVsf7wyPp4D9/ydkMjntbYHJQ8iDcTpp5/O0Ucfzc9//nN+//vfb4q3bNmStm3bZu0fV556//335+WXXwbYG3gC+KG7u8pTi8RL1b23IVE56SzXSny9Qmq4aY9IkWndujU9evRgxIgRzJ07lzfffJNddtmFVCrFzJnxNRHSjRgxgjFjxrD33nszb948zj33XEpLS1m2bBkE+7cmAB9CcNoiTBxw9xlAdXnqclSeWoqUh0Wi8rHnwSGXZYuV7n5BfUscQMmDSINzww038Ic//IGbbroJgIqKCn7wgy27L+XFF1/M559/DkERqIXAnzI01YZJEep+wyfRm33diUiYjLQ2s3vN7Lht+6qS07KFSAMzcuRIPvzwQw44IKiA2LlzZ1avXp21X1yFyY4dO276I/ALglMXcd41s9VAFZs3TKo8tRQVd6iqeyNj7jfGAqK7TyJ0YywRyY8mTZpgZlSfqKxdbjqTuA2TCxcurL63RStgOfBx7X5bumFyQ5UxfVVpjdhBHaNlqAEO2z9anrjdPZGhZNQoppR0XBlpgL7roxspN5wbjTW58p2cnz+JfXOMZXJ112gp5pUrr4rEWrX6Xc7XXHxOn0hs7uzoJkqA/m8+HIm9f/ixkVjrsjWx/bv1eS4SG3TrdyOx4UdOjO3/xEvLI7Ez2kZ/Jo/uPSS2f2XM8sJZU4bHto2T5Qhl7m/2uVWYrLd7HpQ8iDQwp5xyChdeeCErVqzgvvvuY/jw4Zx//vlZ+8VtmBw9ejQvvPACQFOCD0K/hIzlqUejDZNSxByjqu7iTYne7LNcCzTzICL5cuWVV/L666/TqlUrPvnkE379618zaNCgrP1GjBgRKU/dvn172rZty+233z6ZoL7DYogtT129YdLRhkkpYqn408bVcn6z99zKU2vmQUTyZ9CgQTklDHVZt24dN954I6+99hq33357tubfdPcF4Y2zXjezae6uPQ9SVJysswXJjmrWnYhAPZ550GkLkQamZcuWtGrVqsajW7dunHTSScyYMSPn63z++efMnDmT/fbbD4Jl967AeDPrVLttOBNRfeOskajCpBQjDzZNZnqQ4LRFdSJS1wOdthCRfPnJT35C586dOf3003F3nnjiCRYtWsSee+7JsGHDGD16dGy/2qct9t13Xy688MLqW3JXEex5ONrdF6X3CzdMTgVWEfzO6wkMJYsSg2Y190uyY4v4TXRNWua26TOTnXrNjsSsaUVs26pVLSKxkrKNW/X8hXTzvNtyardqxdWx8VZtbo7EOj44KRpLMKYDR7+Uc9uKv+wQif3564sjsXY7L8n5miUxs/+nTXow5/5nWW4bJnOYecjd5oSjLpp5EJH8eOWVV7jwwgs3zUBccMEFjBo1ilNPPbX6JlexZs+ejZlt2jD5wAMPcNVVVzFp0iQIkoN1BDfHwsw6m9mosGv1hkkDSoGbtGFSilPWG1klmilIYXU+6jPNPIg0MCUlJTz55JObjlw+/fTTm74Xf0PMwBtvvBHZMFnLLUB3iN0wuQA43N2XxnUUKQbBzEN+jmpWV6vMQhsmRSQ/HnvsMS6//HIuueQSzIyDDjqIRx99lPXr13PHHXckvt61114L0IfgjppHZGjmwGtm5sA97n7vlo5fpCHLobBTzrKvWtTfZQslDyINSFVVFXfddRcvvhj/IeSQQw5JfM0bb7yR3/3ud5OAZ4BLgetimum0hQg5FXbK7TpkLThVr2nPg0gDUlpayrhx47ao77Bhw+jXrx/Tp0/fFLvqqqvo1asXQG9gIPC9DN3fNbOPgNfYXJ5apKhUl6fO9CDhnoe6rpVleWS708yDSAOz//77c/zxx/O9732PFi02nxwYMiS+HG+1uPLUvXv35qabbqJx48ZTCTZDRj5QbGl56vY7rOeS/afUulb8RG2rW+Zku9wm82NKUbc/oDwS8w2NY/s/8vQJkdhF0+7J+fnjfHbCoZFYs+bRMQF0eyJaijtO3OsE2LC+eSTW89n/RmJxpyoAVq36RbRtglLW9/eOVjM9b+p9Off39U0isZ07Rk9WNGu7KudrtolecpvJV3lq95xmHrTnQUTyY9myZey00068+eabm2JmljV5iCtPPWrUKP70pz9BMPMwheDUhcpTi8QIylPnb0ZAex5EpGAefDD38+vp4spTn3vuuQCY2VRgEfAsqDy1SCb52jDpQGU9X5qoi5IHkQamvLycBx54gClTplBevnlqfPjw3O8MGKMTMBd4LMP3tWFSip4DVal8veFb3jZfbg/aMCnSwJx55pksWrSIV199lYEDBzJv3jxatmyZtV/chsmnnnqKLl26AHQBbnHPWPNOGyZFCBKITA8SF4mq+1GfaeZBpIGorKykUaNGTJ8+naeeeornn3+eH/7wh5x++ul85zvfydo/bsPk8uXLad68OcBaYENcvy3dMDlt9Ua+8daCGrHvlcXfzOsnRx8Vie39zzdi23Z5bHy2pwbg+zteHhsfftmISOzLi0ZHYjvd/UlOzwOwx/Pv5Nw2V10f/yg27h4tpb3skq9FYjvs/GVs/1a/jMbjSllP+O5nsf3Lq3IrXL3+hnax8ebXrYjEdolp9/qBp8T2j/svaMaaqkis4pay2P5NrowvkZ4L96xLDQmKROVzFqPwNPMg0kAMGBB82G/cODhF0KZNGyZPnszKlSuZNWtW1v533XUXw4YNq1Ge+uabb2bDhg0AzYHHzOxuyFieejQwBnhZGyalWLlbxkfia2V5oBtjiUi+XHDBBSxfvpzf/va3HH/88axZs4bf/OY3Wftl2TC5DjjD3ceCNkyKxAnKU+fpWrkd1dRpCxHZOkuWLOHPf/4zsPnExY9+9COATXfK3Ia0YVIE8nrDqvpeCKouSh5EGoiqqirWrFlD3J7Gum6IlQ/hTATuvsTMRhJsmFTyIEUl2KeQv2ttzaXCvUhvA9e5e+73RM8TJQ8iDcTOO+/Mr371qy3uP2zYMJ5//vkasxTLli3j1FNPBWgB/M3MBrt7jft6h7+kpgKrCH7n9QSGkkVT24GeJTWrJC4pj25sAxj0n8pIbFWzPWLbpmI2DHZrEq3G2CLVIhIDKD2xZyS238AdIrFWj8Zv2JtbNTESW18RrZDYqlmP2P5rKhZGYlWp9ZFYhxZfj+3fviwab2O9I7F2VTvF9p92U59I7OsWvSfK03N3je1/VIe/R2IvtIhun1vK0bH9l90SjTclWjXzh+07x/b/7Q4XRmIrLTrzduSvTovtn/rVebHx3Gz9rbLNbDhwbCMrJf1zwKfrZjNq2X9IkaJfWW8GtumX7VI/A57cqsFsBSUPIg1E5lOUuZk9ezZmVqPC5IsvvsiYMWOqm/QGxgE9M1SYXE2wyfombZiUYhTc22KrL/MQcAcwrvrkRspTvLjsbc7scAKtGpVx38In2aN5T4DmZlZ7VmEYwV1wpxLcCXe7UPIg0kC88Ub80cUk/WtvmLz55puZNm0anTt3Hg8cR3CiIm7D5ALgcHdfulWDEGngUluZPLj722bWI/hzEJu3YTFtG7Vmx0atAdh7hz2Ytm4GwHp3P7b2NczsCILZwt7AejMb5e5btaCSdBlERzVFGoi2bdvm/ZqLFy9m5513BsDdFwIdMjR14DUzG2dm9XL3t8i2Fpy2qPMumO3MbGzao85/K6lwGWRl1Tpalrbc9HXLRi1ZVZV5E7S7X+vuVwCPAzsAi8ysRu0VMxtsZp+Y2XQzuyaHl5doGUQzDyKSC522EAGyrB5uBMaTy10w05ZAUu41joGmPLgJV/ax+ENmNgNYAzxSHTezUuBvBDW15gEfmNkLBHfOvanWZbZoGUTJg0gR69ixIwsXLgToYGbTgB3M7Ap3v7VW06+Z2cfATII9EL9Apy2kCOWzbHT1EkhZSRmrKtds+npV5RrKSuI3/NaWvgySZgAw3d1nAJjZE8AJ7n4TkJdlECUPIkXs+OOP5w9/+AME96v4HdAKONbMXnb3z2DTWmhz4B3gVILy1Ldmu3aLkkYcVFZzx//+O5bHtj2l0e6R2Jy1+8a2XVReGomdvOu8SOyFWfHLPLd+L7qL/QCLruDeccz7sf3//M7gSCxu/TfTb964AycdmkU/zmbamHd8zxmR2NVjoiWjW5TE/3q/s2f09f91ekUk1qrtnbH9v4weLOGMXaL9Z6emxvY/s2X0ZEenZtEfytG7fxrb/7fzo/HVj6+KxBoNXR3bf2vkUCQqUVGn6kt1atKRZZUrWF65kpalZUxd/ynHtf0Ob616r52ZjU3rcq+735vDpbsQ3Oiu2jzgwIzjcL8WwMzOBpbmsn+i4Hsecl2HMbOvm1mVmWU9EiYi2Z122mkcfPDBfPLJJ5vKU19zzTXVGzEbA4cTTGm+BfywVnnqvwKHofLUUsw8mC3I9CCHctJmNgJ4r5Iq/rZgOBNWT8W9lKNaH86TX7zAfYseZc9mX6NtaTvYvAxyg7v3zzFxAGLXPLJu9XT3h3KtGVHQmYdM6zDuPjWm3R+AVws5PpGvshEjojeEAnjyySfp3bt3JXAKUE5wymJseEyz+rTFecAzQCVwiJnt7e5TCjNykfohHzMP7n4aQKcmHf2M9t8HglmqHs16cE5abZBUjtfLYB7QLe3rrsCCDG23SKFnHjatw7h7BfAEcEJMu8sIflHFTJCJSD7ttddeAIsIliNeASYSJAnpxgO7uPt+BLMQzxVwiCL1hnvmBwluZOVZrpX0erV8AOxhZruaWRPg+8ALCa9Rp0Lveci6DmNmXYCTgCOB+BJrIpJvJUBToAlwKHBPre8fADxvZjPDr9uZWTvVfZBi4kBlvvY8eNZr5XS9cBnkcIJ/k/MI6jQ8YGaXEszelwLD8z1TWOjkIZd1mFuBn7l7VV31+sPzsxcAdO/ePV/jEyk68+fPh2Bfw54EGycnE515aAu84+7HmtkA4Gngy7qum3JYXauS9KG7fRbbtute0yOxRZ/2iG1rFv2N277H/EjsZxNax/Z/9ogJ0baPjY9tG+fWnFtuG+8ddnwk9ta62rleMkcN2yfntod3i95UdfT8nSMxv35ZbP/GZf+IxGaMjT7/DjtES3YDTP5ul0jslGHRn4n77bH9y2/cMRJr/n8rYtvGyfJ+39rM7iWHo5ppt93equtVL4PExEcBo+K+lw+FTh5yWYfpDzwRJg7tgGPMrNLdn0tvFG4cuRegf//+ebpJqkjRagx8CGwApgDTzewiAHe/GxgIDDSzicB64Pu+tfWyRRoY96w3xkq0RyGHapW6JXdo0zoMMJ9gHeb09AbuvuluLGb2EPBS7cRBRPKnS5cuECT2XQkSg9fc/bVazUYCPwj/vBxYWbABitQj+arzkMPmS0gwk1FoBd0w6e6VQPU6zMfAk+4+xcwuqv6UIyKFtXz5coA2wK5AZ6CFmf2gVjNtmJSiV/2Gn+lBwg2OdR37DGclVrr7BfUtcYDtUCQqbh0mnBaNa3t2IcYkUsz+9a9/AWxw9y8AzOxZ4BvAo9Vt3H1V2p9Hmdmd2jApxSjLUsMWFYmqQ72deVCFSZEiF25d2Cncz+AEJWpr/KIysyHAgwTlqXcgmKmoc8PkitQqXlz/eo3YYy/HVx2M0yrnlvF2efjHsfFUVbRCZUNy8NvRE3cbfh/dHFrxZfxPsOUf50ZiO+73eST25UV7xvYfv/aTSGz+GQdEn+eu2H187NDqd5FY3HbN1w88Jbb/oPej925aX/aj2LZxlkzaIyb6QU59c1xqyO1a2fdPQD3e86C7aooUuVNOOQWCOg9NCT5QVAHX1FpOHEjw+8KAZcAx2jApxSjlnvGR+FpZHvWZZh5EBGCBu/c3s28TnBP/DEg/VzkS2M3dIzfVESkW7llnHhId1czhtIWWLUSkQfg+EF/HGg4OlzYWAFeqPLUUH8fr3qmQaJkhhyWQertsoeRBRAAIy9geD/w85tvVpy3WmNkxBKct4haPRb6ycqgwmex6DXjhT3seRASCErb/Jrj19mgzO7jW9w8A5pvZBIJbd7czs3aFHaLI9ufuGR+JroP2PIhIw9cNmEFQh+UxghMV6RKXp25b2ooTWw6qEXt833Ni2x7Vf1wktmRBx9i2ZWVrIrF2PedFYvcPiz9VUb6iLDZe2+Jz+sTGOz44Kaf+zx9Qu1RG4ITxj8bGaxt75DGx8XUbmkZih/03WrMr2iqw4eaWkdj6udGSzzvdHT1VAfGv67CDV0dirWJOVQCsWnF1JPbRcdHnOvjI3E5AAJzZc13Obbv/Y0w0+GTmWyGkq37Dz5eq7AmH9jyISP20atUqgJbAbsCz4R1vK1SeWiQqyxt+7hsmXeWpRaQBmzFjBgQ3wnqRYMliHHB5reJtKk8tRS84IZGvDZNZN1/Wa9rzIFLkKisrIVimuMvd9wfWAtfUaqby1CJAFZ7xkUT15su6HvWZZh5EilzXrl2r/3i/mVUBzYDaJQcPAJ43s5nh1+1UnlqKjeOk8jhb0JBX/pQ8iBS5Tp06QfBB6Dx3f9/Mrgda1GqWeMNkI4Odmtb85Thnbe3LBuI2IcZvl4y3U4t+kVjrkk6xbUf0i26OO7flpZHY0z+fE9v/lQHfj8Q6tV4eie3XM35l57MTDo3EGjfeGIntvu+S2P6V5dGtkHNOHRCJLV7SPrZ/40bfiMSWrGwTiX07tjdsiCnvXbGueSQ25eijYvu/N7tnJHbK//aOxEpufj+2/5sHD43EurSsim2bdw5Vnp8tk/nefFloSh5EBII9D/eYWQnBqYtztGFSpKbgDT9//9nrtIWINHTVH4SqgFHuvhzQhkmRGpyqPM0X5LD5EnTaQkTquWnufoCZdQBeN7Np7v522vdVYVKKXr5nHnTaQkQauo0A7r6EYJahxiK6u69y9zXhn0cBjVVhUoqOQaVVZXwk4TiVWR71mWYeRIrc2rVrAUrMrJRghqEbcHp6GzMbAjwIzCQ41tmGLBsmm5am2L3l+hqx+euabfV4O5ZFN/z1JbphcEIqppIgMGv5vpHYi6vviMSq/vFIbP+TJrwbia2viG6uPL7VZbH9X1j119h4bZkqVMZtWDxl4sPR/l+7OLb/9w6Ojr/v66/mNCaAsV+2icS+Nm/nnK+57ojvRmJN/vp0JFZx5fmx/Q/rclskNu+N/WPbxnm67w9zblubh+ct8sJzWraotzTzIFLkFi9eDNALmAPsAixx91fM7KLqTZMEGyZLAAOWAcdow6QUoywzD63N7F4zOy6Xa3mW/9VnmnkQKXI9e/YE+AxYCtwI/AQ2nbKoNhLYzd2PLfgAReqJYN4hfxsmKxvwYU0lDyICwVLFMIJ7XGRycHhUcwFwpbtPKcjIROoNp4rKuhqoPLWIFIeXXnoJoNLdo7e23EzlqaXoOZCyVMYHCZYtqk9u1PWozzTzIFLk3nrrLQjKTVcQ7GnAzB519/QdeypPLYJTRbQaaJrcZx7CkxsNlZIHkSJ38803c8stt0wI6zwcRVB6uvbxg8TlqVdUGC/Nq3m6on2zrZ/sXLwmelogTs+W0V39AK2abMip/+x/RE9lAKyv+G9O/XM9VZHJCeMfzbntoBbRkxXDdiuPbTt7drdIbGdrHInt3eLk2P6T1zwRib024NRI7Koul8f2v/jAFZHY80+eEIkNOeT52P7rToted83z4yOxhWf1je3//NyBsfFc5LDnIfdbcufz5MZ2oORBpMiZGWwus9+IYDnTVZ5aJCpL8pCoImQOSxMqTy0i9ZuZTQB2B/7m7u8D6XcmUnlqKXqefdki0cxDpdW5+RJUnlpE6jt372tmbYCRZraPu09O+7bKU4tAtqWGhDMPWZctNPMgIvXT3LlzAb5mZh8TLF/MBgYD6cmDNkxK0cth5iHh1bImD5p5EJH6aeXKlQAL3H0vM2tPkDzU/pSTeMNkiRnNSmtukDyy06rYtie3/nEktrYqfid6abBHo4aOTaMlm/uX7hbb//NVFZHYiTGlpDs06x/bf2HLSyOxDanom8CJXePfGJ6aF41VebTtwHbxpbxP2H16JHbQTrtHYvvsHG0H8It394zE/q9bdMPlATstj+1f9VSbSOzV+dGSz1/E79dk5KT9IrHv9poaiT1/+UGx/RuXLIjEjnjzgEjs4xOj1wRoFv1PJQEn5XWekMj3soVmHkSkfkoFb3zdzWwSwWbJ2cB0bZgUqc1J5euoJsHBzyw08yAi9VOfPn0Aprp7fzPrAbwNvO/ur6c104ZJKXoOpGJmibbsWjmVutbMg4jUb2ZWBjwDXOHutdcXtGFSxJ2U52vPQ04bJuvtzIPKU4sIBJUlnwEec/dna3/T3Ve5+5rwz6OAxmbWrsBjFNmuqmcLMv2PROWpg82XdT2SXK/QNPMgUuTOOeccgP2BZe7+ndrfN7PDgReAGWHofYIPHnVXmEyt4IV1NasEPjFpVmzb0xKNODdDWkc3QQIM7j05Erv0k/9sgxHEu2QbXDNua+eqK7vHtn3x1dcjsYpbyiKxdXM7xPZ/44+R/0S46lujI7FOD0+M7R/n9QNPicSaN4r/hP/tM0dGYq9966RI7NA3+8T2/+np0Qql97+cbYTVss48JNzzoJkHEWmg+vXrB8HMQ5mZTQgfx5jZRdWbJoE5QOOw3X5ow6QUKfdUxkfCK5Giqs5HfaaZB5Eid+mll3LZZZd9BJS4e9/a3w9nHma5+7EFHppIveLZZx4SXasqj/snCk0zDyKSi4PNbKKZ/dPM9t7egxHZPjyPMw9kuSF3sj0UhaaZBxHJRictRAAcUl5nYacERyu9Qdd50MyDiACUAXuY2XQzuyb9G+Gxzf5mthL4HbCLmf1+ewxSZPvybDMFK939glxqMgTLFpV1PuozzTyIFLmqoAx0F2AWsC/wgZm94O5TAcysU9j0HeDXBKWpf57tukYJjUp2qBFbeuFesW3b3fPxlg2+Dv+qeCP+ubpnqJv8FdPqljk5t21y5ZpoLEPbqq9Hz8a0/060FHb5b3aK7d/sl9FDOn16T4u2a706tv+GRTtGYl+s3yESa9Xqd7H97YGYD/Kd3optW5vjeL72KTh43aWu6zXNPIgUucGDB0NwkqInwXHM6cCNaScthgIPAocBt6OTFlLE8rXnIVvNiKR1IwpNyYNIkbvwwgsBvnT3xu7elWBPw/zwnha4+x3AOcBGoDnwS22alOLkOJUZH0mvlfKNdT5IsAxSaFq2EClyGSYRage1aVIEIE/3tgC26IQGgJmVAL8BWgFj3f3hvA0qR5p5EClyXbt2hZpL3F2BGvc9VnlqEchhw2RWZjbczJakvKJG38rUGtZVzGbdhllUVC7Ldr0TCPYpbQRibvK+7dlXYemyf//+Pnbs2O09DJEGqbKyksaNG1cAvYD5wAfA6e4+pbpNuGlysbu7mQ0g2DS5S117H8zsC4Lbe4vUd7u4e/tsjcxK3OqYsHc2jnP3uGrhadeww4A1wLhmjbsF/dypqFxI40YdMEqpqFxM40Y7UVG5aCows9YlhoWP5e5+j5k97e5Ds40937RsIVLkGjVqBEH56VeBUmC4u0+p3jAZ7n0YClxsZpXAenLYNJnLL2ORhsXxyIpewiu4v21mPYKrBbMLKd8A1ohgNcIpKWlOVWodBDOCC6hVN8LM5gEV4Zfb5ciGkgcRgWBjVo1PTNUbJsM/3wHcUfBRidQvr0JlXct1zcwsfRr8Xne/N1Pj6j0P7pUYJWl7IKz6SGimIlHPAn81s0OBtxO9gjxR8iAiIpIDdx+cz+tV3ycjRVVwcDP82r2qzj0P7r4OODefY0lKyYOIiMh2ESQIRnXBqOqEoQrDtnKBZNvSaQsREZHtYHOBqZJg5iG1kVSqKtgDUc8/29fv0YmIiHyFmNkI4HCAqtRKzJpg1hijCangNDRmjcE8Wm2lHlHyICIiUiDufhqAWamXWLMwmMIowax5WsP8FaPKZkuKTmnZQkTywswGm9kn6XfmrC6IY2aTzexwM1tpZlPMbLWZfWFmM81svZlNMLOJZjYv/P+ZZlYexieY2XVm9qGZvRdeoyLstzB8zpVhu4/C688xs6q06y8Mv782/Hp++P+LzeyNtP7zwniVmaXSnv+msE+VmXn4PBPMbIaZVYax/mY2K+zvYf+RZtbGzFaktasys85h22VmtjF8eDju9P4TzOyYsO26tPjNYWxDWmxW+HNZmRYba2YDzGxR2muqMrOrw/afhuNKmdkaM1tuZtPCMaTC69xiZnPDa6fCx6Twda2sdd1fhm3XhH9/1a9rfti/elzzwtc1N3wN1dd9I4xtTIt9GfZdlxabE76u+bWe/yYzm13r7/DzsH113M2sf/jf56y0v8uxmWLbRt0Fp5IWnTKzybXikX+PdUhcdErJg4hsNTMrBf4GHA30Bk4zs97AQ0D6DvV3gG8BA8M6EJcQnFM/HegL9HL3/YDzCOpJXOTufYHVwMdp11gAdHP3nYELgXfCduOBvwBnAa8A+7t787BdP2ADMI7gjHxbd+9I8HtwJvADYAVwfDiuFPC98LqlwIvAReE1RoXx64DvAevSXuPvgAHAVOBTgjuQrgROCsewGPhV2PaH4fOVE9TaABgJ3ApMdfe+YUXPZuG1Dgqve0vYdmh4zanAM8Ba4HPgsjD2K+BmYEfgp+5eEn7vZwQ3Q3sHuDOM30zwyfMq4AxgL+A/4etrBFxLUHegNUEV0lvCv5dBYf9rgJ+GbY8nKF/+FlAZ/vxGhNduHf68ZgFNgckE90xpDfQI+38nvGZrgv2E5cAU4LthrITg6HA74LSw7UUEf+9NgIfD8TYNX2db4PsE/43VvoXmEeHPuX+WWP55Vd2P3DxEzX9jGf89mtm+ZvZSrUcHYE/gPXf/CXBxLk+q5EFE8mEAMN3dZ7h7BfAEcIK7vw0sS2/o7gvdfXz45XqCantdPFB9b+hGBL+f3My6Erxp3F/XAMysFcGdPx/Y/FS+Iq3JUQQVNMvD6zc3s0YEb8zlBG+W/3P31wne7KsI3vAh+GR2A8GbZSVwYvgEfwc+rDWUu4Avwj//j+CN1oH3wp9FCZtXs98jeDNfnBabR81kBKAlwe3QF4fPuyStf/XP9xSC5CH9NbcmSLQaA4+GsRcJ3mBLgYHATWH8PoI36ibu/qy7fxL+DGaF8QfdvdLdVwOfAbuGP4tJYf9GwPKw7SSCJO6nBJ9mS9LGXp0IdgFaADe6+4YwPjmtPwT/bTQnSNhWA63CdovC7zUG3gzbjiZIEpwgQX04/P4Kgr/jz8LXVE941v/ldJWYf2Nk/vf4kbsfW+uxhOC/ueVh35yyFu15EJF86ALMTft6HnBgTLuDzWwiwRvalUAnoD3wZwuq5l0N/J3gkxDAvUBHgjfY6nncg4Ey4POwzz/D2AcEn7BHAnsD3czso3AsVxJ88nyTYIahHFgCrCKYiTiAYM23m5kNJ3hzbQJcZWZHADu7+0Izg+CNaDcz+2d43bVpr8+B1wjetHYkKCP8D+AbwEfATgRvjr8i+LT4PsGn/QqCN1kHziR4EywJx1L9af5vBMlAqZl9vdZzdSQoBb5T+DP9M8Eb9i3hcw8B3jezFcBCgjftLwk+6b9kZveE1zKCu6b+ArgnfK09wp/Xa2bmBKXJ9wV+TPDp/iMz24ngDawybPt++Hd0TPhzLK9+XWb2U4Jk6LLq12VmfydILnao9Vxjw9exNnxdfw/HWgbsF/7dvW9mO4c/hxRBotGDYAamBLgt/O+h+ppltf++wvg9YUGnuNi2kK3gFCQsOpUm13+P1ZIXnXL3Bv/o16+fi8iWI9gktcX/Bgmmtu9P+/pM4K/hn3sQfKJsBZSFsWOA6QSf2k9Pi30W/rlb+EvsEuAlgk+6hxMsRZQBncP2MwjelL8D9Cf41DQnfK47CRKCY8L+S4HdCGYC3iRIJj4Lr39u+Ly3Erx5jSV4M/xL2L8q/P4+BMsBy9Ou24Pgza0/0Dls148gGXib4A25dvxBoCfBm+xhBDMwCwne5DoCXw9jjwDDgWnA7WxeellQ65qVBMlF57DdlWH/64B/AYcSJAcfhc+/Nmy7AugQxj8B1obXrI6tI1hq6Jz2d7mRYAnBYuJvpr2ufcP+y9NeV88wNrrW6+oR/tyX1bpmJUFyWP26Lgr7P1HrdU0kSD4qgSNqva7xwKq017UGOD/8unNafGL4dxGJbc2/jUI8wp/V5Fz+PebroWULEcmHeQRv+NXqvDMn8DrBp6Nn3f3x8Pub7tbp7nOBN4CTCdapdyX4BH8YcLe7LwjblxC8uewbjmEuwafPJgRr7AeE7VoBH7n75wSzFDPd/QmCT6ujCN6AcfcrCKbEzydIRD4L+6fMbG+CN54SYEn1eAlmGKpfY/VrPjz8/3+G+Vl1/EuCJZHBBJ/+dwUeD8fbIXwtRrDssTp8PQMIlg6eTevfhODNGoI3SgOWhc/zQ4LZgdUEScIAd3+HYOlnAcFSypdh28UE+wKah89RvVlueRhbB/zb3ReYWWOCJY81wKPVryuM3wO8S7D0U/26xoTjahW+rsYESzrvAP9Ne13Ph/3fCv/uNobXvDf8Oxib9rpOCvuPrX5d7v5tD/bJPBmOrXpfSSnBPpBVBIkJHkzRLyVIZjb9fYXxkeE1IzEanqz/HreWkgcRyYcPgD3MbFcza0Lwqf6F9AZm1slCwHMEb373hV9jZt8m+IX/pQU3DvoWwSf/IQS/+E4leNO50MxaWnB3z1KCT5qT3X0RwZteE4Lp8KOAqWG7MuARC+4OOgc4KJyiLSFY9/84HMN3wlgXgje9EWH/9cBxBEssbYDnw3gJm9eKm4XjGkyw6Wwj8KGZtTCzvmGb5uF1ZwCz3L0DMIhgNmEpwSdpC9uVEWwI/JjgzffIMN6SYGq9PLzmkeH/jzWzluHPamDYvxHB8s6uBHtBphMsCT0Xtn0hfOxAkDSNCv8+Hg5jC6pfVziGLgSzLemv64Ew1q36dRHMED1AMLNU/br+ErZrWet1/TmMt097XQ+E/1+e9rqcIJlpmfa6+llw6qMs/O9jbfj38SrBptvBBAnNu+HfbwuCZO/zcPwt0+LfBj6LidU4xdBAZP33uLV0S24Rwcyy3ko4h2scQzDtX31nzhvN7APgawRvRGsIfvk3Jnij+JxgTX0ngin7JuH3FhO8uTQK4y0JPkmPIthh34RgmtYJNkBOIZgObx0OZTXBG3RLgkShBcF6eSeC6duLCd7omhF8sv+S4I22VTiWKoI36RKCBGAlwSzGKeG4Swimx+cQvLn1Dp83RbB3oQmbP5htJJg27xWOpzr+BUHCUD1ODx/Vr71J2K4c+BPB6YVe4c8Hgun9dWH/Vml9KwmSm+p1/QqCT/WnhdeF4A12Tvj6S4Hu4WsuD79eRrBMQHjdVHjdpmmxDQQzGP3TnmtD2s+7c9hvSfgz/TL8+Ve/4awGrgd+RLCURPgcCwj+3quffxXB33HrMFbdfz3Bfo6LCP5OLPx53EuwnLRLON6q8JqrwnF1DV/jFwTLNK3D5+sO/J7g73lk+ByNgMfd/UbqMdtcdKodwX8D17n7A3H/HvP6vEoeRCQfyYOIFA8tW4iIiEgiSh5EREQkESUPIiIikoiSBxEREUlEyYOIiIgkUvDkIdudvszsDAvu2DbJzN41s/0KPUYRkVyY2bUW3MVzUngXxrpKAIt8ZRT03hZpd/oaRFAB6wMze8Hdp6Y1m0lwx73lZnY0wbld/YMUkXrFzA4GjiWoYrnBzNLrM2zNdRu5e+VWD3A7P4d8tRV65iH2Tl/pDdz9XXevrthWfUc6EZH6ZmdgqbtvAHD3pdWljc3sKDP70Mw+MrPhZtY0jM8KkwzMrL+ZjQ7/fL2Z3WtmrxFUwuxoZiPNbGL4+EbY7gdmNiac5bgn/EBWg5n9ysw+MLPJ4TWrK3iONrPfmdlbwOVhdca3zGycmb0a3lwKMzs/7D/RzJ4xsx229Q9SGp5CJw9xd/rqUkf7cwnKl4qI1DevEdyF81Mzu9PMBgKYWTPgIeBUd9+XYIb34hyu14/gtsmnE9wE6q3wng0HAFPMbC+CEszfdPe+BNUTz4i5zh3u/nV334egUuaxad9r4+4Dw+v/FRjq7v0IblJVXYHw2bD/fgQlpM/N8echRaTQt+S2mFhsiUsLboN7LnBIhu9fAFwA0L1793yNT0QkJ+6+xsz6Edy34QjgH+E+rg8Jbrz1adj0YYIyzLdmueQL7r4+/PORwFnh81QBK83sTIIE44NwMqE5Qfnn2o4ws6sJSoK3JSjf/WL4vX+E/78nwR1CXw+vVUpQChxgHzP7LZvLXL+aZdxShAqdPOR0py8z6wPcDxzt7l/GXciDe5rfC0F56vwPVUSkbuEb+2hgtJl9RHDnxwl1dKlk84xvs1rfW5vl6Qx42N1/nrFBMOtxJ9Df3eea2fW1nqf6OQyY4u4Hx1zmIeBEd59oZmez+Q6hIpsUetkilzvvdSe49eyZaZm7iEi9YmZ7mtkeaaG+wGxgGtDDzHYP42cS3G4agjtO9gv/fHIdl3+DcKnDzErNrFUYG2pmHcJ4WzPbpVa/6kRhaXinyaEZrv8J0D7c9ImZNbbgluMQ3KhroQW3xY5bFhEpbPIQ7u69lGAa7GPgSXefYmYXmdlFYbNfEdyF7c5wU5DueCUi9VEZ8LCZTTWzSQR317ze3cuBc4CnwtmIFHB32OcG4DYze4dgz0ImlxMsP3wEjAP2Dk+l/R/wWvh8rxNs2tzE3VcA9wEfEdz2/IO4i4cb1ocCfzCziQSzJd8Iv/1L4P3w+tNy+klI0dFdNUVEd9UUkURUYVJEREQSUfIgIiIiiSh5EBERkUSUPIiIiEgiSh5EREQkESUPIiIikoiSBxEREUlEyYOIiIgkouRBREREElHyICIiIokoeRAREZFElDyIiIhIIkoeREREJBElDyIiIpKIkgcRERFJRMmDiIiIJKLkQURERBJR8iAiIiKJKHkQERGRRJQ8iIiISCJKHkRERCQRJQ8iIiKSiJIHERERSUTJg4iIiCSi5EFEREQSUfIgIiIiiSh5EBERkUSUPIiIiEgiSh5EREQkESUPIiIikoiSBxEREUlEyYOIiIgkouRBREREElHyICIiIokoeRAREZFElDyIiIhIIkoeREREJBElDyIiIpKIkgcRERFJRMmDiIiIJKLkQURERBJR8iAiIiKJKHkQERGRRJQ8iIiISCJKHkRERCQRJQ8iIiKSiJIHERERSUTJg4iIiCSi5EFEREQSUfIgIiIiiSh5EBERkUSUPIiIiEgiSh5EREQkESUPIiIikoiSBxEREUlEyYOIiIgkouRBREREElHyICIiIokoeRAREZFElDyIiIhIIkoeREREJBElDyIiIpKIkgcRERFJRMmDiIiIJKLkQURERBIpePJgZoPN7BMzm25m18R838zs9vD7k8zsgEKPUURERDIraPJgZqXA34Cjgd7AaWbWu1azo4E9wscFwF2FHKOIiIjUrdAzDwOA6e4+w90rgCeAE2q1OQF4xAP/A9qY2c4FHqeIiIhkUOjkoQswN+3reWEsaRsRERHZThoV+PksJuZb0AYzu4BgWQNgg5lN3sqxFUI7YOn2HkQONM78aQhjBNhzew9ARBqOQicP84BuaV93BRZsQRvc/V7gXgAzG+vu/fM71PzTOPOrIYyzIYwRgnFu7zGISMNR6GWLD4A9zGxXM2sCfB94oVabF4CzwlMXBwEr3X1hgccpIiIiGRR05sHdK83sUuBVoBQY7u5TzOyi8Pt3A6OAY4DpwDrgnEKOUUREROpW6GUL3H0UQYKQHrs77c8O/CjhZe/Nw9AKQePMr4YwzoYwRmg44xSResCC92oRERGR3Kg8tYiIiCTSoJKHhlLaOodxnhGOb5KZvWtm+9W3Maa1+7qZVZnZ0EKOL+35s47TzA43swlmNsXM3ir0GMMxZPs7b21mL5rZxHCcBd/LY2bDzWxJpmPN9eXfj4g0AO7eIB4EGyw/B3oCTYCJQO9abY4B/klQK+Ig4P16Os5vADuGfz660OPMZYxp7d4k2KMytJ7+LNsAU4Hu4dcd6uk4fwH8Ifxze2AZ0KTA4zwMOACYnOH72/3fjx566NEwHg1p5qGhlLbOOk53f9fdl4df/o+glkW9GmPoMuAZYEkhB5cml3GeDjzr7nMA3H17jDWXcTrQ0swMKCNIHioLOUh3fzt83kzqw78fEWkAGlLy0FBKWycdw7kEn/YKKesYzawLcBJwN9tPLj/LrwE7mtloMxtnZmcVbHSb5TLOO4C9CAqefQRc7u6pwgwvZ/Xh34+INAAFP6q5FfJW2noby3kMZnYEQfJwyDYdUcxTx8Rqj/FW4GfuXhV8WN4uchlnI6AfcBTQHHjPzP7n7p9u68GlyWWc3wEmAEcCuwGvm9k77r5qG48tifrw70dEGoCGlDzkrbT1NpbTGMysD3A/cLS7f1mgsVXLZYz9gSfCxKEdcIyZVbr7cwUZYSDXv/Ol7r4WWGtmbwP7AYVMHnIZ5znA793dgelmNhPoBYwpzBBzUh/+/YhIA9CQli0aSmnrrOM0s+7As8CZBf6EnPMY3X1Xd+/h7j2Ap4FLCpw45DRO4HngUDNrZGY7AAcCH9fDcc4hmB3BzDoS3IhqRkFHmV19+PcjIg1Ag5l58AZS2jrHcf4K2Am4M/xkX+kFvHlSjmPc7nIZp7t/bGavAJOAFHC/uxf0Dqs5/jx/AzxkZh8RLA/8zN0LerdNMxsBHA60M7N5wHVA47Qxbvd/PyLSMKjCpIiIiCTSkJYtREREpB5Q8iAiIiKJKHkQERGRRJQ8iIiISCJKHkRERCQRJQ8iIiKSiJIHERERSUTJg4iIiCTy/wFJoNHqGOlZLAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 493.603x435.805 with 4 Axes>"
+       "<Figure size 493.603x217.903 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -540,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "15778e9c",
    "metadata": {},
    "outputs": [],
@@ -570,18 +570,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "c1d7aa61-e85a-4e6a-9e01-e018413a572b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loading spikes\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Instantiate an analysis class and load spike data\n",
     "A = Analysis(network=M, \n",
@@ -602,23 +594,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "bea30fc8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 493.603x435.805 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from M2E_visualize_instantaneous_and_mean_firing_rates import plot_instan_mean_firing_rate\n",
     "plot_instan_mean_firing_rate(M)"
@@ -642,25 +621,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "ae19bcc3",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "ename": "ImportError",
-     "evalue": "cannot import name 'original_data_path' from 'helpers' (/opt/app-root/src/MAM2EBRAINS/./figures/Schmidt2018/helpers.py)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn [16], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mM2E_visualize_resting_state\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_resting_state\n\u001b[1;32m      2\u001b[0m plot_resting_state(M, A, data_path)\n",
-      "File \u001b[0;32m~/MAM2EBRAINS/./figures/MAM2EBRAINS/M2E_visualize_resting_state.py:8\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[1;32m      6\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./figures/Schmidt2018_dyn\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhelpers\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m original_data_path, population_labels\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmultiarea_model\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m MultiAreaModel\n\u001b[1;32m     10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mplotcolors\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m myred, myblue\n",
-      "\u001b[0;31mImportError\u001b[0m: cannot import name 'original_data_path' from 'helpers' (/opt/app-root/src/MAM2EBRAINS/./figures/Schmidt2018/helpers.py)"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from M2E_visualize_resting_state import plot_resting_state\n",
     "plot_resting_state(M, A, data_path)"
diff --git a/multiarea_model/data_multiarea/viscortex_processed_data.json b/multiarea_model/data_multiarea/viscortex_processed_data.json
index 0d462572a48832dfd46eb1641452532455da2d4c..e241b37218cdfcf3c7d98bab680f0307d4c48b8c 100644
--- a/multiarea_model/data_multiarea/viscortex_processed_data.json
+++ b/multiarea_model/data_multiarea/viscortex_processed_data.json
@@ -1 +1 @@
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