diff --git a/heterogeneous_data/multivariate_models_v1_7.ipynb b/heterogeneous_data/multivariate_models_v1_7.ipynb
index cd069cf36812dfa3b9e1d07cee7bb9b93af5b594..968634568928c043ef39976711cecb394d8a3c5d 100644
--- a/heterogeneous_data/multivariate_models_v1_7.ipynb
+++ b/heterogeneous_data/multivariate_models_v1_7.ipynb
@@ -20,7 +20,7 @@
       "remote: Counting objects: 100% (359/359), done.\u001b[K\n",
       "remote: Compressing objects: 100% (224/224), done.\u001b[K\n",
       "remote: Total 359 (delta 160), reused 296 (delta 114), pack-reused 0\u001b[K\n",
-      "Receiving objects: 100% (359/359), 4.72 MiB | 5.55 MiB/s, done.\n",
+      "Receiving objects: 100% (359/359), 4.72 MiB | 4.99 MiB/s, done.\n",
       "Resolving deltas: 100% (160/160), done.\n",
       "Checking connectivity... done.\n"
      ]
@@ -1029,7 +1029,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f8c68b8ebd0>"
+       "<matplotlib.collections.PathCollection at 0x7feef8535e90>"
       ]
      },
      "execution_count": 24,
@@ -1081,7 +1081,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f8c68b75d10>"
+       "<matplotlib.collections.PathCollection at 0x7feef84b3190>"
       ]
      },
      "execution_count": 25,
@@ -1544,7 +1544,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {
     "id": "dZUKi6jQffAQ"
    },
@@ -1591,7 +1591,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1600,7 +1600,20 @@
     "id": "ENEZZISdvKa1",
     "outputId": "69b1d215-3f2d-4f43-9b4b-50f0b9f5fbc4"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(range(1,n_components+1),np.mean(rep_results, 1))\n",
     "plt.xlabel('# components')\n",
@@ -1653,7 +1666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -1661,7 +1674,15 @@
     "id": "jBGL07pTbE6o",
     "outputId": "4dbe64f8-980e-4a28-c07c-bd9e7fa3a7ce"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on cpu\n"
+     ]
+    }
+   ],
    "source": [
     "import torch\n",
     "from mcvae.models import Mcvae\n",
@@ -1676,7 +1697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {
     "id": "Ku7IxhURbE6q"
    },
@@ -1697,7 +1718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -1705,7 +1726,30 @@
     "id": "h0u_fQlvbE6r",
     "outputId": "7def3447-abfc-4896-99e8-c016012c4e00"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mcvae(\n",
+      "  (vae): ModuleList(\n",
+      "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
+      "    )\n",
+      "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
+      "    )\n",
+      "  )\n",
+      ")\n"
+     ]
+    }
+   ],
    "source": [
     "# Here we initialize an instance of the model\n",
     "\n",
@@ -1718,7 +1762,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -1726,7 +1770,15 @@
     "id": "P3WSnv6kbE6s",
     "outputId": "d87fd53a-2bcc-4157-ddb3-692b50e62063"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading model.pt\n"
+     ]
+    }
+   ],
    "source": [
     "###################\n",
     "## Model Fitting ##\n",
@@ -1743,7 +1795,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1752,7 +1804,27 @@
     "id": "Eri50IsIbE6s",
     "outputId": "d7cd127c-ab26-426d-b5ec-87bf21b1d336"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "skipping first 100 epochs where losses might be very high\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "## Plotting model convergence\n",
     "plot_loss(model, skip=100)"
@@ -1769,7 +1841,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1778,7 +1850,20 @@
     "id": "3dp0VGV2bE6t",
     "outputId": "8d071aba-0fda-4e6c-938b-76af7a692568"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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DMFICc5KGYRiGEQJzkoZhGIYRAnOShmEYhhECc5KGYRiGEQJzkoZhGIYRAnOShmEYhhECc5KGYRiGEQJzkoZhGIYRAnOShmEYhhECc5KGYRiGEQJzkoZhGIYRAnOShmEYhhECc5KGYRiGEQJzkoZhGIYRAnOShmEYhhECc5KGYRiGEQJzkoZhGIYRAnOShmEYhhGCuJ2kiBwtIh+LyGoRWSkit7jp40Vkk4gUuseICKrTeI/CwkItLCyMu56AwzCaBdOXYTQvGQmoowa4Q1WXiUh7oEBE5rp5T6rqnxPQRsS8/vrrAOTl5TVls4aRLExfhtGMxO0kVXULsMX9d7mIrAa6xVuvYRimL8NobhI6JikiucBJwCI36WYR+a+IvCQi2YlsyzAONkxfhtH0JMxJikg7YAZwq6ruBp4DegN5OE/CT4Q4b4yILBWRpZMnT46orYJiD898vJaCYk9ijDeMFKcp9WUYxvckYkwSEcnEEfAUVX0LQFXL/PJfAP4Z7FxVnQz41Bt2EL+g2MPlLyykusZLZkYa064bTH6OPUQbBy5Nqa9oKSj2sHD9dgb36mw6NA5I4naSIiLA34DVqvoXv/Su7ngKwIXAinjbAnhrWSlVNV4Aqmq8vLWstJ44b7zxxkQ0YxgpQVPrKxw33ngjKzfv5pmP15LdJosH/7mSymov6WnCgxcczxWDejSFGYbRZCTiTfLHwFXAchEpdNPGAZeLSB7O02sRMDYBbTV4FP66rJxnPl5b9yTbvXv3RDRjGKlCk+orHGW1bbnlneVU1XhJE6HG6yiyxqvcN3sFfY9sb2+UxgGFqKbUMqWIult/8dwXeAPSM9OF6WOGUFv2DQADBw5MpF2SyMoMo5mIS+wFxR4e+NtsNmzfS3n73Ab5aQJ3nNWXm07vE23Vpi8jZUnImGRTMnfl1gYOEqC6VnnsvdX0KXGGZhLsJA3joCDYGOPURSW8tqSE5Zt2kbthAYdDAycpQFZGGoN7dW5ymw0jmbQoJ1lQ7GHSvPUh8xcXeUjfsZfD2rVqQqsM48CgoNjDlS8upKrGS1ZGGlOuHczclVt5vhHN+eh9RDseG3WidbUaBxwtKnbrwvXbw/YXle3ez+otuxO2PGTDhg2IyCwR2SYiKiIvJ6Riw0gxFq7fTlWNF69CtTspbvJn4R0kwNpv97Bma3nUbZq+jFSnRTnJwb06k5UefvjCq8rC9dsT0ubo0aMBhgGP4UygmJSQioMgIreKyOgQeQNF5K8i8rmI7HF/UIKWNYxYGNyrM1kZaaQLZGakoYA3ilHMe2ctj/rh1PRlpDotyknm52QzbcwQOrQO30s8a1lp3O1VVlby2WefAbyqqn9W1X+o6oK4Kw7NrcDoEHkjgJuATsB/kmiDcZCSn5PNlGsHc/tZfZly7WBGDehORlrkc2pq1VmiFSmmL6Ml0KKcJDhCvuvcfiHzN3Y7g43dzuCbbXvpd+97TF1UEnNbZWVluLN/d8RcSeJ4Duigqv2BJ5vbGOPAJD8nm5tO71M3ttg9+5B6+T59heKNpRsjfps0fRktgRbnJMNRndmO6sx2AOyr9jJu5vKYHOXo0aPJycnxfbzf7X5RETkNQEQuFZH5IlIuIhUiskhELg6sxy33toiUiEiliHznjsGcGFBOgRxgmF9b6sbrRFXLVHVv1BdiGDFQUOzhkklfULS9ol66v76CUV0b2VCH6ctoKSTdSYrIOSKyRkTWishdiajzvRVbQuZ13LWWjrvW1kv7y0drom5j7NixPPlk3QPlTJzxkquA1SLyJ2A6UA7cC9wFVABviMhNAVXdjLM+bTJOd84LwKnA5yJyjF+5q4DvgK/82roK2Ba18cZBQzL0BTDp03XUBllrFUxf/iiQ3SYrbP2mL6OlkNRgAiKSDnwNDAdKgSXA5aq6KsQpERkzdVEJ42YuD5rXq+htANbnnl8vfcKFJ0QdMquoqIiePXsCPKCq4wFEZABQADyiquP8y4vILOAMoJuqlrtpbQOfUEWkH1AI/E1Vb/RLLwKKVPW0xuxyn6jfAH6tqi9HdVHGAUOy9AVwwcT5/Kd0V4P0UPry53dnRxZQwPRltASS/SY5EFirqutVtQrn6fCCeCu9YlAPJlx4AlHMKeDJudG/TYbgSpwfm7+LyGH+B/A20B4Y4ivsE7A4dHDLbQPWAIMSZZRxUJIUfQFcekrsMVgjeZNsBNOXkVIkO5hAN2Cj3+dSGrlxx40b1yBt6NChjBgxgsrKSh544IF6eT/aUcFK6YGnU1/Sa/aRUzqXQ/Y74yG+J97t2cexq2Mfdnp2cM3Nt9OlQ+t6dYwcOZKBAwdSWlrKs88+Wy9v586dwczshxNg5KtQ1wF08f1DRE4CHgJOA9oGlNvQSB2GEY6k6at8fw29Nu/C06lvRPrKrN7D0Zv+DcAHf/+IFbOdCT+mL6Olk2wnGexdr16Xj4iMAcYA/OpXv+Koo46KuPIendtQWpFBpCuzNu6oaOAkY0BwruFcoDZEmZUAItIDmAfsxhHyGmCve/5TQOgZEIYRnqTpa/f+6piN6tA6M+ZzMX0ZKUayxySHAONV9Wz3890AqvpIiFOiNqag2MOo576o+xxuzKTfke05KSebUQO6hw2hFWLM5K/Ab4DjVHV1Y+eLyC04Yj1DVT8OyNsCVKpqrl/aBqDYxkyMSEimvqYuKuGemcsbnBBOXwI8HOH4v+nLaAkke0xyCXCMiPQUkSzgMpxxhYSRn5PNjBt+VPe5uPtwirsPD1l+9dZypi4q4fLJC2INXfeq+3eCO3GiHiJyhN9H35OwBJS5DjgySN17gENjMco4KEmKvgqKPdz39oqgHjWcvhS4b/aKeMJCmr6MlCKp3a2qWiMiNwMfAOnAS6q6MtHt5Odkk5UuVNUqtRmHhD+B79dzRRuQWVWXiMj9wANAoYi8AWwGugL5OJE7fDMX3sOZuv6qiEwEPDj7A44A1tHw+18IXCMiDwGrAS/wjqruFZEcnCnrAP3dvz8XEd8Gmq+qanFUF2O0aJKlr7eWlVJTG/ylMxJ91Xpj0xaYvozUI+m7gKjqHGBOstvpc0Q7Vm0pJ3unM4vV06lvo+Uz0yXmbX1U9UERKQB+ixPqqi3wLc7u8Lf4lVsnIucCE3A2yq0FPseJVTkRyA2o+h6cJ11feCwBeuKMs/TEGXfx5yL3AJgPmIgPMpKhr8b6ZCPRV3pa7NoC05eRWrS4TZdDUVDs4eLnvqBnBOu4AK7/SS/uGhE6vF0AtimscSCQtHXIPtLThIcuOD7aNcmmLyNlOWDC0uXnZPPmDT+ifQTBzwE+Wl2WZIsMo2XiqaiKyWt1yz6E18cOiTpoh2GkMgeMkwTHUfY/qmNEyzzWf7c3YXtOGsaBxOBenWmVGf1Pw2nHHm6bLhsHHAeUk/RxWLtWpIe5Mq+SsD0nDeNAwrdl1pWDehDB9q11XDSge/hChtHCOCCdZPvWGRGF1SrfF/uCacM4kMnPyebhC0/goZEnRNT1elzX9vYWaRyQJH12a1Nz//33A7BiawVvLStlf3WQrQxcFtibpGE0ysrNu+rN9tnQ49yg5dZ+u6du+GLh+u0M7tXZnKZxQHDAOclWrVoBkJ/TiinXDmbh+u1kt8nivrdXNFj7tWLzLgqKPSZmwwhB4HRYTQsecq7Wq7y1rJQZy0qpqvGSlZHGlGsHm7aMFs8B1906Z84c5sxxlo35dlm/YlAPHjz/+Aa7hni9Ni5pGI0xakB3svwGJjvvWEnnHU68gqyMNNIE0gUyM9JQoKrGi1ehusZr2jIOCOJykiLyuIh8JSL/FZGZItLJTc8VkX0iUugezyfG3PDMnz+f+fPnN0j3VFQRuCQ0noAChpFsUkFf+TnZTBszhFOPOQyAjrvX0XH3OsBxhBlpwmUDezDl2sGOQ81Iq3Oapi3jQCDe7ta5wN1ueKzHgLuBP7h561Q1L876E4ZvWntVtRdJE874wRFcP6y3dQcZqUxK6Cs/J5tbzzyWRRt21EtXnG7WozodUqcj3xCHjUkaBwpxOUlV/dDv40Lg4vjMSR6+ae2BAi4o9piojZQklfSVn5PNtOsG8+eH368bc6yt9TZ4Y8zPyTYdGQcUiRyTvBon4LCPniLypYh8KiKnhjpJRMaIyFIRWTp58uQEmtMQ3xilv4O88sWFPPHhGq58caEFFzBSmWbXV35ONj0Pa0vfI9sz7brB3H5WX5ucYxzwhH2TFJGPCL7tzD2qOtstcw9QA0xx87YAPVR1u4jkA7NEpL+q7g6sRFUnAz71Nmkg2YXrtzeYaGCCN5qSlqove2M0DhbiDnAuIr8Crgd+qqoVIcp8AtypqksjrHOMK+5YbYro/Ny73h0C/AvIBKqBnxY9+rMFibDBMBJBS9ZXsuswjKYgLicpIucAfwGGqeo2v/TDgR2qWisivYDPgBNUdUeIqgLrXaqqJ8dhV1znJ6oOw4gH05dhND/xzm6dCLQC5ooIwEJVvR74CfCgiNTg7PF2faQCNgyjDtOXYTQz8c5u7RMifQYwI566DeNgx/RlGM1PqkbciXesIhFjHTZeYhyomL4MI0LinrhjGIZhGAcqqfomaRiGYRjNTtxOUkSOFpGPRWS1iKwUkVvc9PEisskvvuSICKrTeI/CwkItLCys+7xx40Y9/fTTtV+/ftq/f399+umnFdDx48drp8OO1FZdemlWl17a9ZLx+szHa4PW6bO/193vau5d72rvu98NWTZa+xJwGAcwLVlf3bp107y8PM3Ly9M5c+aErNPP/oTbl4DDOMhJxFZZNcAdqrpMRNoDBSIy1817UlX/nIA2Iub1118HIC/PCWuZkZHBE088wYABAygvLyc/P5/hw4cDMHrsjbyfdgrVNQ3Da/nji5H5g3vfC1s2WvsMIwwtVl+33XYbd955Z9g6ExmD1vRlJJq4naSqbsGJAIKqlovIaqBbvPUmiq5du9K1a1cA2rdvT79+/di0aRMA3bPbMOUXkQdktuDNRlPTkvVlGAcCCR2TFJFc4CRgkZt0s7vNz0si0uxepaioiC+//JJBgwYBMHHiRH7982EUvDqBXh1Cn+ezPzD2q2E0JS1RXyeeeCJXX301Hk/ouMipYr9hBCNhTlJE2uGs3brVjSH5HNAbyMN5En7CLfeRiKzwOza5e+OtTVaA84JiD3+Z8x/O/flInnrqKTp06MANN9zAunXrKCwspGvXrtxxxx1Bz3VtOhf4JlL7Coo9PPPxWguYbiSMVNYXwJ49exg1alST6MswmpJEjEkiIpk4Ap6iqm8BqGqZX/4LwD/d9DMbqSrhA+UFxR6umDSfkmn306bXyby/pwc5xR7yc7rUlbnuuus477zzgp4/ZswYxo4dOwT455gxY8IORE5dVMK9s5ZTq5CVLkwbM8TePI24SGV9AVRXVzNq1CiuvPJKLrroIgC6dEmOvgyjqYnbSYoTL+tvwGpV/Ytfeld3PAXgQmBFvG1Fwo033ljv85sFG9n09pNkdj6a9qdcyIeryvjX6jJuH3oEN/3sFABmzpzJ8ccf31i1Pvv7B2b470cJ8MdZy/G6P0VVtcqMZaX1nGSgfYbRGKmuL1XlmmuuoV+/ftx+++116Vu2bKkbq4xHX/HaZxjxkohdQIbiBFheDnjd5HHA5ThdQQoUAWP9RB2KhD3pTl1Uwkvz17Pyy8VsnfIHMg/PBSf+Jdk/+SV7V88je/9msttkkZuby6RJk+pEHYiIvOPavzmwjftmr8CrSlZGGqceczhzV5XVO/es47ow+ZcnJ3NzZ0lkZUZqkar68jF//nxOPfVUTjjhBNLSnNGbCRMmMG3aNAoLCxGRmPWVIpi+DnJSLeJOXMZMXVTC9Hf/TY1XWVVzRNjyGWnCa2Mj6g71CaXOvoJiD5dOWkCN+9qYJtDrsLas3ba33olpAkd1bM2mnftR4NCKEu48qy9XnHdGFFcWkW2GEY64xb548WIABg4cGDQ/xofBBvqKta5w9sWA6esgJyFjkqnA1EUljJu5nF5FC5yE3PPDnuP1aswbLS9cv51a7/eaThMhM73hPCivQunO/XWfO31byDtvf5VIJ2kYTcasWbOA4E6ooNjDlS8upKrGS1ZGGlOuHRxzr0msdTVmnwh1+x8AACAASURBVGHEwgETlu69FeF6muojQFZm7EEBBvfqTKvMNNKA9DThmCPasXpreUTnlu+vjqlNw0gVgs3gXrh+O1U1XrwK1TVeFq7fHnP9gXXNWFZqM8aNZuGAcZKd22ZFVb734W3jetLNz8nmvvP6c0L3jqhXI3aQABVVtQz7n4+5Z+byuES/YcMGRGSWiGwTERWRl2OuzDAipGz3fi55/gse/2ANl09eUHcPD+7VmayMNNKFuKJSBdaVnia8vnQjj3+whkue/4Kpi0oSdSmNYvoy4ADobi0o9jBjWSmzCqMb81+7bS9rtpbH1R304D9Xsr/aG75wEIp3VFC8qIQpi0oYmXcUbVtloMCoAd0jtmn06NEAw4CHga3AupiMiQARuRXYqaovB6QLcCVwHnAycBTwHVAIPKyqizAOGEq2V7B51z5q2zmfq2qV5z9dxwu/PJn8nOyERaXyr+s/G3fyoTshrlZh3MzlAPQ9sj0L128nu00WnoqquJxyMExfBrRwJ+kbt4jVUb23YgtXDOoR07m+7qBE4O/g31y6MaK1lZWVlXz22WcArzZR/M5bcWZRvhyQ3gp4FUe004ENQFfgemCBiPxSVf/RBPYZSebROavZvGtfg/S5q8o496l5ZGWkcekpPbjp9KB7RUfF1EUlvLakhC4dWrNxR0WDfJ+j9EeAM/bsp0uH1nG3b/oyfLRYJ1lQ7OGpj76mMsBBbuwW+YSY/l0biUUXBl93UGW1N6opg+Hsq6qNbDJRWVkZ7szkHVE0nwxqgNNU9VP/RHeB+0rgCRGZqqqJeaIwmoVH56zm+XnryQxx//qGG/5T6jivWB8+4ftJeA67Ij5PgXmtBnFoeiZTF5XEZYPpy/DRIsckfW+Qn6/9roGDqs5sR3Vmu4jq2V1ZE7MNvu6gocccFtV5kdiX3abx8dXRo0eTk5Pj+3i/O16iInIagIhcKiLzRaRcRCpEZJGIXBxYj1vubREpEZFKEfnOHYM5MaCcAjnAML+2VERyVbUmUMBQFxHmU+AI9zBaEP4Tc26d/iXPz1sPRHb/vrYkvjHDaCfh+VOd2Y6y6laMm7mcEU/PY1wM4/6mL8OfpDtJETlHRNaIyFoRuSsRdfrPfAuk4661dNy1NqJ61i+bT9++fenTpw+PPvpo1Hbk52Rz65nHkpUe+VKqSOzzVFQ1mj927FiefPJJ38eZwFXusVpE/oTTLVMO3AvcBVQAb4jITQFV3YzzAD4ZuAl4ATgV+FxEjvErdxXOOMhXfm1dBWxr1FDoDlQBO8OUM2IkGfoqKPZw+QsLefyDNVz8/Bf1hgMiuX9Xbt5FQbGH999/PyZ9nXt88KADkeBv36ot5UxdVMIlz38R1SQ505fhT1KDCYhIOvA1MBwoBZYAl6vqqhCnRGRMQbGHyycvoLpWG5zQq+htANaHWSeZLl4qp/6WeR//i+7du3PKKacwbdo0jjvuuKCX0ph9UxeVcM/M5REZH4l9Ey48IWxXUVFRET179gR4QFXHA4jIAKAAeERVx9W7AJFZwBlAN1Utd9PaquregHL9cMY//qaqN/qlFwFFqnpaBJeJOJvovoszpvPLSM4xoiNZ+rpn5nKmhJhBGsn9mwbcdmYfnho7grlz58akL9+YZNGOveyqiLzHpzH7sjLSmHZdZDPaTV+Gj2S/SQ4E1qrqelWtwnkCuyAhNYvEHD6kz+Ft+eMpWfT/wbH06tWLrKwsLrvsMmbPnh1TfZ6KKl/Eu4TwyZpvYz31Spwfmr+LyGH+B/A20B4Y4ivsE7A4dHDLbQPWAINiNcJ9Sn4V2AQE3/7BSARJ0Ve8j82SJrTbXUSfPn1i1tcVg3ow++ah5B7aNk5rvqeqxsukT+OaoGr6OghJ9sSdbsBGv8+lNHJzjBs3rkHa0KFDGTFiBJWVlTzwwAMAbNq5j6N3VKCAp1NfPJ36kl6zj5zSuRyy31nA7Hui3J59HLs69iGzeg9Hb/o3ADl72vLO50WUlZWxePFiBg4cSJs2bXjllVcoL6+/3vGSSy6p2+U8lH2D+w8hXWvILZrTID8W+9YWwf/7/B/06NyGkSNHMnDgQEpLS3n22Wfr6t25M2gPSz+cp/Kvgn7BDnXbM4jIScBDwGlA4K/RhkbqCImI9AT+hfNjcq6qhusyMmInKfoq319D7827YtZX+9YZvPOPLQnR14Bux/EfshFvNT1L3muQH619a4tg+HsvkpYGHQ/Jot/gn3L+8J/QJX2v6csISrLfJIO9X9V7UBWRMSKyVESWbt4c2VrHDq0z4zJqb1UtwbqZJcjr4IwZMwhnX35ONvee1z+hQR4379pH2e794QvWR3C+33NwuuCCHR8BiEgPYB7OJr4P4ezEcJZbZiUx3BvibAr8MdAOGK6qDefpG4kkKfpq3zqDrh0PidmoNlkZCdPXKT0Ppc8RkU3Ei5RaVaprle/2VPLWl6Vc+eJCVm7eHcmppq+DkGSPSQ4Bxqvq2e7nuwFU9ZEQp0RkjG86ejAiGTO5clAPzjtyD+PHj+eDDz4A4JFHHJPuvvvuYKc0Oibpo7GxnGjs89FYAPYQYyZ/BX4DHKeqqxurW0RuAZ4CzlDVjwPytgCVqprrl7YBKA41ZiIiOcAnQCfgTFUtCHuBRlwkS18Q+l4Od/8K8OYNP6Jq81cJ01f9JSGNE42+fKQL3H5W33rrO01fho9kv0kuAY4RkZ4ikgVchtN3Hxfvr9waMq+4+3CKuw8PmZ+eJlw0wJlI8M0337BhwwaqqqqYPn06558fubCCcdGA7mSGmekazj5/fAHYo+BV9+8Ed1JHPUTEf6p4rS85oMx1wJFB6t4DHBqsUT8BZwNnmYCbjKToq6DYE3IZR7j79+ELTyA/Jzuh+rpiUA8mXHgCpx5zGCPzjmq0bDT6qkMk7LIrF9PXQUhSxyRVtUZEbgY+ANKBl1R1Zbz15h3diaLtDaNwANRmhO4mEuChC46vezObOHEiZ599NrW1tVx99dX07x/fnq/5Odn84uSjG40t2Zh9DeyV8Gsm/VHVJSJyP/AAUCgibwCbcSJ05AMjAF+F7+FMXX9VRCYCHuDHbpl1NLw3FgLXiMhDwGqcvQ3fwXnQ+hjIBf4X6CsifQPOneuu6zISSLL0tXD9dkIFk2rs/r3+J73qZmVnZGQkVF9XDOrBFYN68MzHa0kTZ3cdAdLTqGdrNPqqO8erjH97BX2PbN/ozFfT18FJ0iPuqOocoOGMlhiZuqiEd/4berFx9s41gDOgH8hYPxEDjBgxghEjRiTKNMCJvfpmQWnIkHWN2RdIrcL4d1aGFa8/qvqgiBQAv8UJddUW+BZn5/db/MqtE5FzgQk4m/jWAp/jxKqciCNKf+7BedK9CafLR4Cebp7v729CmHU6YCJOAonWFzjRpHyOKJBQ968A7Q+pP1cgGfryRbqqrvGSmZHGOf2PrLeOMxp9+VMdYaQr09fBR4sKS1dQ7OG+2Svq7eMYSGMiCRRxMsjPyebi/O4h3yajFbFvy6FA8ebm5vomR4wPPEdV38VZQ9UoqjoPGBok67QgZb8FRoWoyjamPUDwbXScn5PNkqKGi+9D3b/paZLwAOPBCBZE/cgOrZlVuImy3ZUxO8nM9Pr2m74MHy3KSQZudBwNAk0iYnDeJl9fUhKyyyoa0tKc8ZJnPl4b984KhtEY/hsdZ6SnhXybDCQ9TXjQbxgj2eTnZNdr664R/bhrRD8Kij3cf++7VFTVNnJ2Q37YvSP3/by/acsISouK3Tq4V+ewE2NCcfmgHk0q4tfG/og+h8e/EDq/RyfGv72CJz5cw5UvLrRNZ42k4R/usbbWy+UDe9CtU+M7avQ5oh2vjx0SVzDxRJGfk82J3TvR87C25HZuE9E5AuYgjUZpUU7SNzEmGgRonZnGqAHdk2NUCPJzsnns4h/Wi+sai3tfXOShqlYTstu7YTRG4KbJFw3ozl8vH0BWuiA0vH/T0+CxUSemnIPp0qE1T1ySR+vMNNJwllJd/5NenHVclwbXcEHeUSlnv5FatKjuVnCWWUxdVBLxgq/LB/WIaiPjRJKfk820MUOYsawUAbaVV7K2KLa6hPh3ezeMxgi1afK0MUPq0p59/F9sK6/krOO6MHZY75R1MKGupaDYw2PvraZkRwUj87px14h+zWypkeokNZhADERkzJhXltbtVB6IeKuditIy6Xdke9679SeJsCuiYALhKCj2cMXz86iqVTQtuklEjYyb2KC+ESlxi72yshKAVq1axW2MHwnRFyTFPtPXQU6L6m71cVrf0NunaVpmnQO6akhuE1kUGfk52Uy9/icMPz6yrt/0NEehWeli4yZGStCqVatEO8iEkur2GS2PFtfdWlDs4cF/hl4v3XmHk+fp3D/svozNQdnKBWTv2EaaHNbozME0gYcuOAFPRZXNajVShjlznCWZiV7/mChS3T6j5RHXm6SIPC4iX4nIf0Vkpoh0ctNzRWSfiBS6x/OJMdeZgVdZHXptRafd6+i0ex1ZGWksmv40P/jBDzjxxBO58MIL6yL7FxUVccghh5CXl0deXh7XX399oswLy/z586koWUlWRlrdlx+sP8erzua1N53eh/yc7Ho7xRsHB82hr3DMnz+f+fPnA/C73/0uJfXls88wEkG8b5Jzgbvd8FiPAXcDf3Dz1qlqXpz1NyC7TVa9gYs+h7dl7TZnX1MBDu/QmlYZafzPtYPZviadl555koyMDP7whz/wyCOP8NhjjwHQu3dvCgsLE21eRLRvnVE3qSC7TRaeiiqy22Tx0vz1ddcC8G25M77iv34tKyONKddGtnGs0eJpcn1Fw/Dhw3nkkUdSTl+GkUjicpKq+qHfx4XAxfGZE56Vm3fV+9zr8HaU7txXF6bq8HataN86w3EiOWfVlRs8eDBvvvlmss2LmMAF0QB9j2zPpZO+qAtC8OnX2+oioPjWr4WKwGMceDSHvqLhrLNSV1+GkSgSOXHnapygvj56isiXIvKpiJwa6iT//e4mT54ctpHAYbzD2rdiyrWDuf2svtx3Xn9276+mfH9Ng/Neeuklzj333LrPGzZs4KSTTmLYsGF89tlnIdubPHky0dgXjvL9NWzauS9ot2l+TjaXntKjrvu1ttZbN4Xdf/2aLQM5KGkSfcVKqujLMBJN2CUgIvIRwbd2uUdVZ7tl7gFOBi5SVRWRVkA7Vd0uIvnALKC/qobb2TTsFPCCYg+XT15Ada2SmS5kf/o/7N35Hfuqayn17COzcjcIPPD4/3LHdVcC8PDDD7N06VLeeustRITKykr27NlD586dKSgoYOTIkaxcuZIOHTqE/BoitS+c7X+4625UlU3HjAzaberrWvW9GfvK+N4og0zisSnqLZhU01cgZ555Jlu3fr81XVmZs/TqxRdf5IILLgBSR18A48aNA2DChAnxVuXD9HWQE/c6SRH5FXA98FNVDbp/lYh8AtypqksjrHOMqoZ8rMy9690hOEGCPyl69GcL3LS7cXYAT1f1ekXS/lj06M8eidW+xmwIZ18jdtfZCNQA9xU9+rMGG+QGu75EtG+0PJpDX9Gcn0r6SpXzjQMMVY35AM4BVgGHB6QfDqS7/+4FbAIOjaLepXHatTRe+xqzIVH2Ndf5drSMw/QVn33Ndb4dB9YR7+zWiUArYK6IACxU1euBnwAPikgNzj5q16vqjjjbOhDtM4zGSPX7N9XtM4y4iXd2a58Q6TOAGfHUnQhS3T7DaIxUv39T3T7DSASpGpYu3vGARIwnNFZHc9tn4yVGPKTC/Wf6MloEqRbg3DAMwzBShlR9kzQMwzCMZiduJykiR4vIxyKyWkRWisgtbvp4EdnkF18ykojDGu9RWFiohYWFdZ83btyop59+uvbr10/79++vTz/9tAI6fvx47datm+bl5WleXp7OmTMnZJ2u/W8m2r4E2jYiGd9dAg4jTkxfpq9GDqMJSMQuIDXAHaq6TETaAwUiMtfNe1JV/5yANiLm9ddfByAvzwlrmZGRwRNPPMGAAQMoLy8nPz+f4cOHA3Dbbbdx5513hq1TVfNE5CxgVCLtS5Rt8doUzDYjZTB9xWif6ctIBHE7SVXdAmxx/10uIquBbvHWmyi6du1K165dAWjfvj39+vVj06ZNUdej9eNoppRtxoGL6av5bTMObhI6JikiucBJwCI36WZ3m5+XRKTZI3IXFRXx5ZdfMmjQIAAmTpzIiSeeyNVXX43HE3oLqqawP5VtM1KDptBXPFuypfI97LMtq+uxLN6wg7889dek2GZb2h14JMxJikg7nLVRt6oTQ/I5oDeQh/Mk/IRb7iMRWeF3bHL3xlubzADHe/bsYdSoUTz11FN06NCBG264gXXr1lFYWEjXrl254447gp7n2jQS+CZZ9sVp27nJtM1IDZpCX764wU98uIbLX1jIuJnLI/6xb0p9ReuIfLb95p4/Mfa1VazsOJD2v3qWv83+OKH68v/+rnxxIQXFHnOaBwAJcZIikokj4Cmq+haAqpapaq2qeoEXgIFu+pmqerzf0U1VD1HVPmPGjEmEOQ2orq5m1KhRXHnllVx00UUAdOnShfT0dNLS0rjuuutYvHhx0HNdmwYAW5NhXwJsG5Is24zUoKn05b8lW1WNl2mLSup+7BujKfUVzBFFalubY39EVY0XaZNNjVdYXORJqL4Ct7R7a1lpPVuD7U5kpD5xj0mKE4/qb8BqVf2LX3pXdzwF4EJgRbxtRcKNN95Y77Oqcs0119CvXz9uv/32uvQtW7bUjVfMnDmT448/vrFqLwS+S7R9CbRtBdA/kbYZqUFT6su3JVtltbdu+mTg/qXNra9we6s2pq+CYg9ZGWns2/kdmZ0OY3Cvzsx86+WE6cv3/fl28FGoZ+vRPx7JFYN6RHKZRgqRiF1AhgKfAcsBd7tgxgGX43QFKVAEjPUTdSgSPq15/vz5nHrqqZxwwgmkpTkvzhMmTGDatGkUFhYiIuTm5jJp0qQ6UQciIu8AJ6hqboraNlZVNyfStgRh2wzFSVPrq6DYw1vLSnlj6UZqvVpvu7ZgNLW+Qm0lF6ltv751HFOmTGXHxq9pk5WRcH35b2kHRGxrjJi+moBUi7gTtzG+rpOBAwfGbYwfCdvvLgn2tQTbjNQg4nukoNjDpE/XsXLLblCl/1EdGTusN7Vl3wDNq6+pi0p4b8UWzj2+a4M3s8WLF7P22z142vYgu00WKzbvQoCLBnQPty9rQmyD7x80vi2vZFdFFZU1Xob06sy+zV/T98j2XHHeGZFWFaltRhJJxDrJZsF3s2e3ycJTUVV308+aNQtIuIgTRij7GhN+UxFoW6jv2DjwWbO1nA9XldV93rRzP//6qoy8re+TlZHGnV2OaZZ7oaDYw4P/XElVjZclRTvoe2T7enZMemU6Rd/tZV3u+fXOm75kI9cN7cnLC4qorPaSniY8eMHxCdWazzm+tnQjNbX1fep/SnfRq2gOn4vQ94STTEctiBbpJH1dLr7+fgFaZTrdGS2RqYtKGDdzOQCffeMMzTT32EVj37EJ/MDnvRUNe25rveCpqALgkklf8PrYHzX5vbBw/fa6MdPKai/Pf7qOnRVVbNxRwbFd2lP63d6g59V6lUnz1te9DtZ4lftmr2jgZGPFpxefbaHwqvLb6V/y18vMUbYUWmTs1hnLSqmsdn68gTrBzFhW2qx2xUrgD9JrS0qSPnU8sP6CYg+bdu6rm4HnP0EC6k/iiIQNGzYgIrNEZJuIqIi8nITLMJJEuH68Wi9M+nRdk9jiT3abrDonpMDcVWUsKfKwdXcl875pfO5PoPOq9WrE93M4fHqJpE92k2cfFz/3BVMXlcTcnumr6Whxb5IFxR7eLChtcDMqzhvZUE8F2W2zeObjtSndPejrmlGgc9usenn/Kd3FZZMXUOtVspIw4O//lpiVkcZ95/Vn/Dsr6b6jAsH5Hgf36kxGujNTz/ddi1A3ISEco0ePBhgGPAxsBZL2iyoitwI7VfXlIHl3AD8H+gKHAjuAr4C/qurMZNnUkiko9tT1aDTGlyVNv/Zv5eZdCatLcZxuIvDpparGG76w2/YfZy2P+U3W9NV0tDgnuXD9dmpqQ9+Im3ftY8uufbzzwRrS04SHEjzuEAv+kwXKdu9nW3kl05//ou4tLRjV7phGZbWXSZ+u44dHd4rJ6RcUe5ixrBQB+h/VEU9FFZt37qt7S6ys9jJhzqo6cStwz8zlnJKbjddb/8m4xguvLigKa0NlZSWfffYZwKtNFFv0VpwZni8HyRvo5s3BWWZwKPAL4C0RuU9VH2oC+1oUC9dvj+iNaNueKqYuKmkyfRUUe3ht6caE1ZfG993H8ZKfk82wYw9nrt84bji86ryNT/7lyVG1ZfpqWlqck8xuk9Woc9nY7fuZY7Ve5Z44ntYSwdRFJdw3ewU1rtGZrQZBKxq9Bn8U+HBVGXNXlUU8Jug/4Wb82yuoCphEkC7U67LaU1kLfP/dKbC4KPhbwqzCzazZWk5WRhqXntIj6A9kWVkZ7qzpHZFdZfJQ1UsD00TkKaAA+L2ITFDV2qa3LHVp7O3KX18AL81f32RO8q1lpQ0mxAQSaF9jZKRLxD0j4Sgo9vDJmm8bLRPMtn+tLqOg2BPV75Ppq2lpcWOS4bpbqjPbUZ3Zru6zKjz23uomDQ3lG++buqiEe2ctr3OQweyLlEjHBP0jktw3u6GDBKhV53sJJFLbVm8t5z+luxg3czlTF9UfPx09ejQ5OTm+ove74yUqIqcBiMilIjJfRMpFpEJEFonIxYFtuOXeFpESEakUke/cMZgTA8opkAMM82tL3TinQVHVGmAT0BbIDHvBBxmeiqqQY5KB90jR9oqk66qg2MO4mctZtCG8T4hGXzVeZcay0oTYv3D99rren2hsq1WiGhc1fTU9SX+TFJFzgKeBdOBFVX001roKij28Eaa7peOutQDs6tinLm1xkYfFRR7SBN64/vsZee+//z633HILtbW1XHvttdx1112xmlbPxssnLwjqnELZF4x96wvY8a/J4PXS7odn0WnwL8jMSGv0ybeg2MNTH339fcQUVYTIF3hFaps/ry0pYU1Zed345h/Ov5y8vDxuu+02gJnAW27R1SLyJ+Ae4H3gXpzF8RcCb4jIzar6jF/VN+M8KU/GGXPpDYwBPheRAar6jVvuKuBJnK6eh/3O3+Zvp4gcinMPHobTHXQO8LGq7o/4YlOQROrLx+BenclMl6D3cOA9UuPVkDNdE6GvgmIPl076ggiH+qLW1+PPe3nhpLN5///+Eldv0+BenUlPE2ob6SIKZVs046Jjx441fTUxSX2TFJF04BmcIMHHAZeLyHGx1hfJ01pnzyo6e1YFzfMqjP3HUgqKPdTW1nLTTTfx3nvvsWrVKqZNm8aqVcHPi4bnP10X0kGGs8+HemvZMfc5jvjFAxx17bNUrJ5Hfse9jBrQPeQ5vjfI+d98V68rNZoIA5HYFsjOiuq6mcbVNV4qsnszcuRIX/Z/VfUfqvoPnO2d7gEeUdVzVfUpVf2rqp4OzAYecfdL9HGOql6gqn9S1RdV9W5gKJAF3OYr5Na9FyjzteUegWsBvga+BVbh/IDMAC6L6mJTjETry0d+Tja/OPnooHnB7pFar9NbUy8tQfqasaw0YgcZyr5AAvW1e8UnzPz3wqht8yc/J5uHLjgeaWRacCjbPg7TTevPkCFDTF9NTLK7WwcCa1V1vapWAdOBC2KtbHCvznGHmPiuvIrLJy/gldkf0adPH3r16kVWVhaXXXYZs2fPjqvugmJPVAP3oaja8jUZnbqS2elIjumazchRv+DTuXOYtjh0wGn/9WNNSfGOiro209MaHeO5Esdn/11EDvM/gLeB9jjBpAHwiVAcOrjltgFrgEExmHoRcDZwNTAXOAToEEM9qURC9eXPRQO6k54Wudq+2lpe7/PixYvj0ldBsYd7Zi5ncYKWaPjjry9Jz6TD8cPYuXpB3PVeMagHD488Ierz5q4qi2s5iIvpK0kku7u1G+DfP1pKI/8B48aNa5A2dOhQRowYQWVlJTMmPU6/TTvZV/39OLCnU188nfqSXrOPnNK5HLLfEVWvorcB2J59HLs69iGzeg9Hb/p33XkvLtrI3u/KWLx4MQMHDqRNmza88sorlJfXF/sll1xSt5N4Y/Yt/GYr990/nl4B3S2x2PftxvWIVNCr6G2uHnopH2w7nJodX5K74W0E+OtjH9Kt0yGAEycT4Kt3JtNr8656TnJXh95sP7Q/4q2mZ8l7DWyP9bvzsa3ziZS3z6VV5U66bZlHdpssZkyaz86dOxuUBfrhLL/7KlimSxffP0TkJOAh4DScsQ1/NjRSR1BUdZ7fx/8TkWnAfBE5TlVb6j5GCdXXAw88UC/vtN37WVbTPaJ7pHbvLn5z++9p39r5Sfnqq68oK4tNX+X7a1i9ZTdeVXZ16A0Jvof99bWt84mc+5M89hQVBv1+fPqK9Lsr319DL3feRDS2/e3Jh1lwVMe67w9g5MiRDBw4kNLSUp599tm6dNNX05LsN8lgj6L1vIiIjBGRpSKydPPm8DGEj+zYOiGGVdU0nHAlQfpKZsyYQSj7yvfX8OnX27h1+pdc8eLCehN0EsFh7VrR54h29D6iHWlpgrg2dmjtjIV/+eWXdbaV7/iW3MPaNmswx6yMRm8n3/DoOcDwEMdHACLSA5iHs8HwQzjjKme5ZVaSmPv278CROE/ALZWE68ufLh1a07F1ZM/RVV5l9ZZddcEogsWEjlRfu/dX423CmNIVlTVBbfPXV6Tf3e791THZoHGc62L6ShJJDXAuIkOA8ap6tvv5bgBVfSTEKREZ8+ic1Tw/b33QPN9T2vqA2I2BVG5aTW7xHBbMc54uH3nEMenuu+8OVrxBkONIw1DFYl/lptXsnD+VnP/3MFOuHcyHU59nk2cf/c79ZbC1kvVs8y3/mLmslLXbp5ZZXgAAIABJREFUgofoise2UGRlpDHtOmd5SlFRET179gR4QFXHA4jIX4HfAMep6upGqkJEbgGeAs5Q1Y8D8rYAlf47RojIBqBYVU+L1F4RuRBn0sPvVfXxSM9LJZKlL38Kij2Meu6Lus/h7pErBvVgwoUnsGDBAsaPH88HH3wARKcv/zCNvsxIDY9GX10ufQgBBu6eR97RnSLWfmM4E40WBH1gDmfb8OO6cP2w3mEnEJm+mpZkv0kuAY4RkZ4ikoUzkPt2vJXeNaIfI/OOCppX3H04xd2Hh60jq+uxfPX117w9v5CnP1zF/70yhfPPb9w5+C91iCYMVbT2ZXU9lhrPZiq+28z8NVuYPn06N/zqUm46vU9YAeXnZHPT6X04s1+XRsvFalsgfY5oxxWDetQ5SH8OOXbIUL+Pr7p/J7gTTuohIkf4ffS95ktAmetwnk4D2YOziDmwzrYi0mA9gNv+Te7H+GZsNC9J0Zc/+TnZXOm3DjLcPfLFWidSzymnnMI333zDhg0bqKqqYvr06WH15SNwCUo0GotGX9U7t+KtrWb2jDfoffKwKFoJTX5ONg+GmMATzra5q8q4fPKCWJekmL6SRFLHJFW1RkRuBj7AmR78kqquTETdT112Ejv2VjWI11ibcUhE50taOsdffCsXX/Az1OulU95Z7G8X3PH6CAzllpEWfJp8Y0RiX0Z6OoeddT1bX7+Px+dkccOYa+nfP7o9lXdXRr8LeqTfnT/rvt1Dqaei3szb5aXOmEzW4bl1q6dVdYmI3A88ABSKyBvAZqArkA+MwJlZB/AeUAG8KiITAQ/wY7fMOhretwuBa0TkIWA1ztT3d4BjgE9F5E2cCQk7cMbxLscJo/V3Vf0s6otOEZKpL38uGtCd6Uuc/SXD3SPf7akEICMjg4kTJ3L22WdTW1vL1VdfHfE9PLhXZ1plOiERvQRf0xuKSO5hSUvn0OHX8+3r94F6aX/icLZlHBH2vEjxBVfwfxuO1LaqWm2wkXQkmL6SR9LXSarqHJyQRQnnlWsGNeh6zd65BnAGzcPhPXoA3cdMxqtOFJpwN6f/LuOeiip+cfLRTIlyVlow+3IObUNZ+f66zVnvO68/noq+DH78lpjXbsUyNhnNdyduH1iw3eu/3Fj3JFzPDFV9UEQKgN/ihLpqizNtfAVwi1+5dSJyLjABZ4PhWuBznFiVE4HcAHPuwXnSvQno5LbbE2ciyz9wprZfiDPDbxfwJc5YzNSwF5riJFNfPvJzsrn0lKOZuqgk7D3S5/DvXyxGjBjBiBEjYmpvyrWDWbh+O5+u+TZk9KdgRHoPH9L7FHr0OQUg7PrjWLhiUA9mflnKEj/bI7Ut1niypq/k0OLC0gVy14h+9OjclntmLUc1uh961Akg7nNO4YQSWHbN1nLSJPIQc9DQvnSBv1zqzO6LcjPYegQGdL9oQHfeKCilusZLerqgSqMLnYPZ1ijqOEqh4Y/Mz370Q6b+cQ77q70NXmdV9V3g3bDVO7PlhgbJOi1I2W+BUSGquilEuhEFowZ0Z1oETnL55t1Rh1kLRn5ONvk52Qzu1ZlfhIlz7E9U97AIP/3BERzWvlUclganoNjDMV3ax+Qkw8WTzc3N9U2MGh+YZ/pKPC3eSYLz1PbJmm/rbRIbCWXllTx4/vERbyjse7r1OYQH/7kyqq6g3M5tnFDALn0Ob8tjF/+wrt14flie+HBNvR1D8nOymXadY+//b+/Mw6Oo0v3/Od2dBgIJaRKEsCQhoBgDCkRJcBl0RlBydUBwXOA6wzAKKs51mfGH4AwXhQH5eXUYHxdARdQBlJFNvDACDg4ieyDKJgIhCYEAAk0IS9Y+94/qajqd3rs63Unq8zz1PL1UnfpWnfPWqXPOe95z/NxlFm1TWrwC5X7FtTDVaYEbAxiddjhSSGVu5OR7MutoV1sCI97ZNDnoC9KJKrJSLdyUZuF0off91OWntIqVnJVqYdqw3ry4bLfmc4BtNsm/fjiFTUqW7izRbLUd51V2DCh9k/5i1jCerI42NLrYrZ5wfRu8Kc2C0Uefo7RJrJeq/HKIgStOMVmpFq+OO2mJsfRPs9CjfWv6p1kYmZ3Ckidu5uYeSXX266/hUl5qN7BzHEhV7/B+XTCbDBiFsnDy8H5deCE3gyVP3MyobCVI+eJxN9PNPoXEgFJptmttJqNjHP3TLBgNAgNKa/r6Lm0x2IOkSyndvvlmpVoofOU/PHlZ6jRCJgzJ8Ksb/+DJct87BcDI7BT+cl9vAoht4Ja4lkYe/1k6JoPAIHCEkXNnO6Hguharr+eQQ18LI4vGDoja5f2aK02iJQlKd9Bn9riuBgEvDMkAqNPyU1fGePmLvX53sXoiJz2xTvfr6AFp7C09z5BeyV5XRdi2WKnQzEbhNcxcoBiF57EV5zEe5xaz2uJU6RDfklizieF39azXsnZe7gsUJ6ZQ76FO4yIr1UJy21YcL7vsdT+tKhtnenaMw2QQVNdKjEYBUgYUrg7gYmUtgzI7Miizo6bPAldcnw13Z3Zkeb7veZaXqhr1YhlNliZTSWalWlg0dgBvzFxLfMsYt12Y6ueeHeNCGv9T03JX8fg6JiO5LecrqnlV4zfG5wbXr9hcz+3P+eJamhh/R/3g0K7HB3rtOk0Do1H4bE22a63NQsbObCk4Q41NKr0XNslD/VOQwKrvSzl32f9J+FsKztTpOdLiWeCK67Nh1rof/TpO4tt5UKfhCWswgSAIWUxlpeKC3qKFpoPxAU0o9kYY9DUGbTrRQchlZMvBE/x2/jYqao0eEzMbRaDdhj7LsDrOp7bOFjyaw4ET5fWmWQhbtRKZymQGKTEYBDZ75eo8Zh8AIduXGhxB2JTKXBrcrx4Vwn3TCSNNrpIME5pVRGGgMWjTiQ40KSNq13v55WqW5x/jxPnKOv8bhdKz4a5HwgN+lWHnLv+sVAuPvL+Vb5zmSfe4qg339e1cZ3jF9XMQrTRN7Gvh1mJW7yklMzmevaXn66zWo55EHXsNQptOGAmpu1UI8SpwL1CFMgn1t1LKc/YFOfejTDAF2CKlfDyUc/nLqlXKlLHc3Fyef/55Vq5cidlspnv37nzwwQckJCRQWFhIRkYGPXsqrtg5OTnMnj27IeQ59K1fvz5qtQUzt01He6LZvsbb7evE0hWUXqjG1LYjibnPYGzZhpqyUzw7ZATvXnstEHwZdq0UXbv8h/RKrlNJjrmlGwln9nBy7xX7mhMl9jUyO4WEM3uAMwy6cwDbC89SVa0ESzAIpZU73O6j4HrdOpEl1DHJtcBEe+SPmcBEYIL9v8NSyj4hph8wGzduBJQH/aBBg5gxYwYmk4kJEyYwY8YMZs6cCUD37t3Jz89vaHkOfdGsTa8ko4ZGYV/fHSvnhRcmUFWylmPXDKdGSkR8R95fsT7oh7zzNApP3aSqg9zqPaUOh7lJk5QKL5rta3purmPM0hJrrjMFzZ/r1mlYQpoCIqVcI6VUJ4xvAbRz19SAwYMHYzIp7wE5OTmUlJREWNEVolmbTnTQWOwrK9XCkw8M4dI5Zc6hOjUoFC9X52kU3qZnjMxO4ePfZdfzKI92+1KnZ43MTqnjSOTvdes0HFrOkxyDEhNQpZsQYpcQ4t9CiNs0PE9QzJs3jyFDhji+HzlyhL59+zJw4EC++Say4QWjWZtO1BD19vXLe/4Ds8mAAagpO8kbTw0Pugyr0yi8TW0KRFtjsS8tr1tHI6SUXjeUNcj2uNmGOu3zIrCMK45ALYBE++cslIVh4z2kPxbYAeyYM2eODJRf/OIXMjMz07ElJSXJpKQkuXz5csc+06ZNk8OGDZM2m01KKWVFRYU8ffq0lFLKHTt2yC5dusiysjK36c+ZM0cGq89Vm6pvxIgREdfmjokTJ8qJEyeGnI4TPstXc9+amn3tKDwr//rPPXLdrkNSytDK8I7Cs/LNfx2UOwrP+qWtqdiXr+t2IuLltzlsWhj5b4DNQKyXfb4GbvQjvZBxLYjz58+XOTk58uLFix6PGThwoNy+fbu3ZMOiL5q1aUTEC3hj33T7Cl5fNGvTiIiXz+awhWrAdwP7gPYuv7cHjPbP6cAxoF0A6Y4NUdfYUPV506CFvmjWFsnj9a3OvdTtK0h90awtksfrWxD3PMQMO2Tv6sm3b7Ptv48A9gLfATuBewNMd0eIunaEqs+bBi30RbO2SB6vb3XupW5fQeqLZm2RPF7fAt9CmgIipXQ7W1hKuQRYEkraWhDN+qJZm050EO1lJJr1RbM2ncZFk1kFREdHR0dHR2uitZKcG+HjfaURaX2NVZtOdBANedxYy3A0a9MJA9EWu1VHR0dHRydqiNaWpI6Ojo6OTsQJuZIUQnQVQqwXQuwXQuwVQjxt/32KEOKYECLfvvkTEFSGuuXn58v8/HzH96NHj8o77rhDZmRkyMzMTPm3v/1NAnLKlCmyc+fOsk+fPrJPnz5y1apVHtO06/9Ma33NRFtuOPJVg61RoNtXVJThaNam21eY0WLR5RrgD1LKnUKIOCBPCLHW/t9fpZT/o8E5/Gbx4sUA9OmjxH42mUy89tpr9OvXj/LycrKyshg0aBAAzz77LH/84x99piml7COEGIziPq6ZvuagLVRN7rQ1M3T7ClJfc9AWqiZ32nTqEnIlKaUsBUrtn8uFEPuBzqGmqxXJyckkJycDEBcXR0ZGBseOHQs4HSnlGl1b4Np0QiNS9uXvck2RKMPRrM2b1nBoizTNYVkvTcck7evc9QW22n96SgjxvRBinhAi4newsLCQXbt2kZ2dDcCbb77J9ddfz5gxY7BarR6Pawj9ujYdXzSEfeUVWXlx2W4enruZ19YcYNR7W8gr8pzHzjREOVGXkgpWmzn5GrYdOcvrs94ISxnOK7Ly1vpD5BVZ62ktr6hxe0xjtS/1+v7nywM8OGczC7cWR0pKWNGskhRCtEGZpPuMlPI88A7QHeiD8ib8mn2/dUKIPU7bMSHEZSHEoblzw+fdfOHCBUaMGMGsWbOIj4/niSee4PDhw+Tn55OcnMwf/vAHt8fZNQ0DDoZLXxPWNiSc2poTDWFf6kNv4dZiqmplQMs1NVQZDmYpKVXb71+cxrhP97G3bX/ifvM2769Yr6k210pxyc6SOlrPV1R71NYY7WtLwRkqq21IoMYmmbxij98vLY0JTSpJIUQMigEvkFIuBZBSnpRS1kopbcC7QH/773dKKXs5bZ2llK2klD3Gjh2rhZx6VFdXM2LECEaNGsXw4cMB6NChA0ajEYPBwGOPPca2bdvcHmvX1A84EQ59TVzbgHBpa040lH2pFZDqdSFQlmuyxJodrSN3NGQZzklPxGQ0IACj0fdSUs7aYq+5maoaGyLWQo1NsK3Qqqk21wpcgGPZK6PRQGWNrU5rsjHal3NLOSc9EaNBOP6zydDWEI1WQh6TFEII4H1gv5Tydaffk+3jKQD3oSz/E3aefPLJOt+llPzud78jIyOD5557zvF7aWmpY0xg2bJl9OrVy1uy9wGntdbXTLTtATK11NacaEj7UtcyrK6xYTQauP2a9khgysq91NTaMJsM/G3Yf5LZKd5xTETKsDq3280cb+dysqPwLOPH/o7uXbrx3HPPkVdkxWwycPncaWISkshJT2TZ0vmaaVPvX1WNDSEEmZ3aMrxfF5buLOEfO46S36Y/MUZBXpGVfikJjc6+8oqsPPzuFqprbMSYDCx6LIeXh/Zi8oo92KTE3ETXvww5mIAQ4lbgG2A3YLP/PAl4GKUrSAKFwDgno/aE5q7DGzdu5LbbbqN3794YDErDefr06SxatIj8/HyEEKSlpTFnzhxH4XRFCLES6C2lTNO1BaxtnJTyuJbaNEL43iXyNLR9qY4Yllgzk1fspsZ25T+jgOcG92T8HVfCojZ0GX5r/SFeW3MAm7yiJyc90aHZeqnK8aC+b/L7HP3oeczt0+iYEIslNobfPjOJBQsWcvboj8SaTZrb18KtxUxesYdam6RFjIHRA9JYnn+ME+cr69zDG2JONCr7Wri1mDe++tFxHQCjslP4y329PTnvNAr78odoi7gTshi1e6J///4hi3FCzfBo1KdrC44mY8QB4Hc+/Gr2JrYX1u1eNQiYdksrelzVJmL2pY77VVbbEAJu7ZHEpsNnqLVJJBBfXojJIOja83q+KylzHGcyCD4dNyAYD8yAyrBzJe5KXHkhBgEP5/6cuFYxWniEht2+8oqsPPdpPkVnL9U7ZtB1HXj31zf60tbo0WKeZFSxfPlyQPNKUjOiWZ+uTQeUB+OOwvrjjzYJHy5cTIsYIw/JjozMTmlwbVmpFkYPSGP2hgKkhA0H6/aEJp35HoDvWqfW+b3GJpm17keeufMagLBMW8grsnL83GWPtUN7u7bZG9IwCGW8csGjOVExdcLVvvKKrMxcvZ9tbsqBylVxLRpEW6RpcpWkjo5OaGwpOOOxaVJtk1RX1jBp2W6AiFSUe0vPB3XcNwdP8+0hpVK1SaWSWvSYNpWUcwvXn2adTUKV3Ts3GipJZ/KKrDw0dzPVtd6vZHi/Lg2kKLLosVt1mh1HjhxBCLFcCPGTEEIKIeZHWlM0oTqg+OLT7ZGZF5eZHO97Jw/YJI6u0KoaG0t3lmiiydUz2F8tllizJufXki0FZ3xWkN5oavbVJCrJvCIrk5bt5sVluz1O2I0WyitqOHbuskd3emcX62AJNg1f2iKJq7ZQ7tPo0aMBBgIzgUeAOdoprYsQ4hkhxGg/933S/lCRQoikcGnyRVaqhUWP5dDSR0X5fUlZg5eVvCIr7317RLP0tPLIyElPxCACG4YTgPVSlUYKtCGvyMq8jQV+7etpukdTs69G2d3q7IG353gZn24vptbuhde9tIz2cS3JK7JGVTdGXpGVJTtL2F96Hiklo97bwugBaewtPc+QXsmMzE5xdNlU1djqjVf4G/7J1btOTUM9v0DpJnFN1xJrrqMtWsZKQLmmfcfLkMD9szdxbYc4Dp++6JiWEIjWyspKvvnmG4CPGyju6TMo3qfzve0khOgEzAAuAG3CrsoPuiW1Zv+Jco//S2iQ7kLnsj9z9X5qQmjluNKrU1tN0slKtXDP9cksz/ff0VRA1EyZKK+o4fi5y4x4Z5Nf+5uNwq32pmhfja6SVOfqVDn7pjtR3OnnFAMj3tnE4z9LJ65VTB3X8IZ+8OcVWZnz78N8tf8ktRJiOt0BQHW1jdkblDe2bw6e5usDp0iKa0FFtXJdldVXxiu8VZ4qb60/ZHfb30ONvT+potrGyyv3MiA9kTkbChxvzQu3FpPSLpYYk4GCUxewoXQpxHS+Q+mOitBYiXOF/fWBU+wqtlJRXcuFylpMnX8OKFPjnB/c1QFqPXnyJHaP7rNhuIRQeAsoQJn39p+RFJJXZOXhuZupclMZHbXng8ri7UfDalfOZd9kNHi0e0/6fLH+wClNxlXziqys/M57BemqzQYcOFEe8ZfRvCIrawxZ2AKQ8asbu7rV3RTtq9FVkkvtoZ48UR1z5SVBrYRUjAbB1KG9wu5ssHBrMZ9uL+bcpep6rtPO+pxZs+9kne8S2Grvzjh+7nK9UFyuBfS1NQcQQlDr4nv+XUlZHVd4NW1XXTag0tTGscPWgjNsKThDZnI85ytr6rVAtcaX44On+yaE/2/jo0eP5sMPP1S//rcQ4r/tn++QUn4thHgQ+D1wA2BEmZv4qpTys7rnFA8Co1DmKXYAyoGNwGQp5fdO+6mXkur0GaCblLLQab/7gF+iRFCJeNSELQVn3FaQUD8fis5e4v53NvHZEzdrXjbyiqzMWvejo0z4qiDd6fPFqfMVQaqry5aCM26nfTjjTlskHaBUZq7ef8X2/cBocO+001TtK+xjkkKIu4UQB4QQh4QQL4Sa3k/llV7/b1t2iLZlh9z+V2uT/Gn5bsc4yj//+U969uxJjx49eOWVV0KVBsAzn+xi0rLdfFdS5nZukTd9zlwuyGPR/xvBM8N/xuw3XkMIgUEoYcLcVQo2Sb0KMlCctW04eJpvDp5m9oYCFm4tZsHWYh6Ys4m8ImtY7psvxwdP963GBh9vLvTrHOPGjeOvf/2r+nUZynjJI8B+IcQ04BMUg/wz8AJwCfiHEGK8S1JPobxrzAXGo4SFuw34VghxtdN+j6BEa/nB6VyPAD+pOwgh4oE3gTlSSvcxyLygtX2B8tJh9DC85i4fJPAn+8PemVDKifrS9O2h0wGNGwZiX8feHce6lx7i9xP+2+f+vshJTyTG003zoe1Fp2cShOe55I68IitjP9rBtkKr3/cttV0si8e5fyFqivYFYa4khRBGlGbuEOA64GEhxHXhPGeidR+J1n0e/7dJpTVaW1vL+PHjWb16Nfv27WPRokXs2+f5OH94ZdV+n2MSvvQBSFstZ9e+w1W/eolOj75N+d5/c/lUEQYhmHxPptsCKjx8DgRf2mpt8PsF23l03BOa3jfw7VHpTdvy/ON+rUAwYMAAhg0bpn79Xkr5dynl31GWnnoRmCGlHCKlnCWlfENKeQewAphhX8tR5W4p5VAp5TQp5XtSyonArYAZeFbdyZ72ReCkei77dtEprZkodjjR5wW4EC77ykq1MHVYb9z5oXjKh4OnLtR50IdqX85xUAMhUPtKGv0m787/mH+s2xzYiVzISrWwaOwAbujieYzTkzYprzjBhOO55I6FW4t5YM5mRw+WP/dNAK8/2Mdjj0FTsy+VcLck+wOHpJQFUsoqlDeJoaEkmKTBBNYVu47x0Yp19OjRg/T0dMxmMw899BArVqwIKj31jcy1ezdYqkp/xJSQTExCR4QxhtYZP+PywS1IKT16w43MTsFsFBgFtIgx0MeLsYbCkf3fc8ZgYfEPlSHfN2eyUi1Mvif4EJSvrz0QyulHoby5fiiESHLegM+BOJSuGgBUIxQK8fb9fgIOANn+nlQIcTMwDnhOSlnma383aG5fKiOzU/js8Zs9tihdqbHJOktXbdu2LST7Ul+awhG2xdW+YjNu4+NPl4Scblaqhcn3BleG1d6hUO+bP+QVWR3OfYESZADzxmpfQPjHJDsDR52+l+DlIidNmlTvt1tvvZXc3FwqKyt56aWXOHm+gvTTV14UrAk9sSb0xFhzmdSStbSqUDIxvfBzAM5YrqOsbQ9iqi/Q9di/HMe9/lUBtvMn2bZtG/379yc2NpaPPvqI8vK63nwPPPCAY7VuV33lFTVUJ13N2gudsNVUk168up7+YPSdOlqAEJdIL/ycnxKv50JcEjUlu+lWuJIfVv6bSWuvZNv06dMBkNsXcVdFDecrqolvGUPccRMVVVfxg/lqhK2abhprW/PRLM4WDqZ3ly589dVXbvNO1eZPvgIcO3eZdHsXdTDaho5eTkq71sS1NDFs2DD69+9PSUkJb7/9tuO8586dq6cFyEB5Uf7B3Z92OqgfhBB9ganA7UBrl/38mp8ghDCjdCOtk1Iu8ucYN2huX650vdyRwpbd/cqHzoX/4o2Za+ic0IoffviBkyeDt6/yihr6XKjElHwtm6tTsNVoX4ZV+6ps2x7OHdekDANknSrHeqkqIG1vvzqVDvEtHfdt0qRJDBs2jC4a2pfKgRPlxJm7BXzfDAJ+WNmWSWubjX0B4W9JunsRrPP6IoQYK4TYIYTYcfy4967K8ooais5c9LqPv0jgQmXdOZXCTf/SkiVLcKevvKKG/aXn2V5odUw/CRdGg6BbUmsykuOJa3mlgty1a1cdbXEtTXROaOXY54aU8HrNrd57gpXfHee7kjIKTl+sM0fVVZs/XK6qDUlPeUUN+46XcTJwZwyBUiTuBgZ52NYBCCFSgA0oix9PRVmJYbB9n734b1PjgWuB14UQPdQN5a0aoJsQIt0P3a4EbV/u6BdgGYpvGaOIcBMT2l/7Um3rp/MVHDx1gcduTQ9bINCullieuL0HiW3q91AFU4YBEmJjAtZ7okwps/7et2C1FZ+5FPDczLiWJq6Kb0lGcts6z58AaKz2pYgPZ4BzIcQAYIqU8i7794kAUsoZHg7xKuat9Yf4ny8PeN1JfRMqSPulV22Vx/Zz7tuFvL9oOdZLVexf/RGdLa2YONFt17UAyCuySnW+1tKdJSwIYiVuf/RVHtvPuY0L6fDgVADSStZwV2ZHr9pwc++8ufJrpa1s82IA2g54ALNRsGjsAMe0lRHvbJpU+Mp/zHCnzZ3WX83e5HEMyt98Be/BrAsLC+nWrRvAS1LKKQBCiDdQvO6uk1Lu95a2EOJpYBbwcynlepf/SoFK5xUjhBBHgCIp5e0u+84CnvZxKRellB7dDrW2L08Meu1rDv6kvJz6yofp9/VmZHYKmzdvZsqUKXz55ZcAzJihSPKnDLuu9HFzjyS+OejfSlq+9BkNAnniAKXrP6bDg1NpGWPgzsrNPm0fP++dNy9tb9qMBpg6tDfdbMeCvm/+aPNkY5609U+zsPjxm/1JHmha9qUS7u7W7cDVQohuwDHgIWBksImpHmTeHvpFXQb5lZY5+Rpqzh5n4ofrMLRpR+mHf+ejv//d6zHOcxV/dnX7gLQHos+cfA011uNUnztBrKU9x/O+4pcTPw34XKozwZKdJZwuryQprgX7jpWRX+K+ez5Qbaa4RC7u30DSvc8DUF17ZdHVUe9tAeVN0NMDuw5bCs64Wx4wIG0qNpsMdJ7nxyhGPF0Icb+Usk6TVghxlZTylP2r+p9w2ecxoCNQ5JL2BaCdm3N+gOLW7sp4lG6mMYCvcDaa2pcn1v7hdtJe+F/Adz7M+/YII7NTuOmmmzh48CBHjhyhc+fOfPLJJyxcuNCv8+WkJ2IyCKprJUaDILG1/6HbfOmrtUlkUndHGRbxiSxYtIg58z70epy/ePPS9qat1qZMB3nslpSg75s38oqsvLxyr8eXUHfaBDBhSEbI56bx2hcQ5kpSSlkjhHgK+BJlXsw8KeXeYNNTH/qz7ZPz3WV4ramVX2kEco4wAAAOhUlEQVQJg5HEwY9z/JM/g7QRd/0gfjJd5fUY57mKSXEtMPuosN3hjz5hMJJ5/zMc/XwqIkbwxNhHycwMziEgK9VSr7JYuLWYt9YfpLyihvNOXaT+ams36HFOLZ4M0kab3oMwt1dWXDDY5yyqDwqUPPeLnPREWsQYHMEUXPE3Xw2AOSawxV+llNvtc7peAvKFEP8AjgPJQBaQi+JZB7AaxXX9YyHEmyiGdot9n8PUt6ktwO+EEFOB/ShTUldKKb8DvnPVIoS4x/5xpZTSa/NJa/vyxrA+nVief9x3PtjfdEwmE2+++SZ33XUXtbW1jBkzJrAyLJQeulpJQFFsgi3DkzeU0f2a0KN05aQnegx64I+29zcV8/TkV4K/b27wp0fJnbZxP0vXZO5rY7UvlbAHE5BSrgJWaZVeVqqFd399oyM6S/nl6jpepZZzipejNaGnz7QeGj6Uf/bMdqy07evBqq7aHmMyMKJfF3p1asufA/QSc6dPALddncTGQ6eRUvFOff/P48h6T5Npb/UYmZ3imLycV2R1vHS0tfp371p1v4nO3W+q85sBmDqst8OozCYDFdU2vwPpZqVaWPBoDkt3lvDJtmJc7dmffFUjLAUTAUZK+bIQIg/4L5RQV62BUygROp522u+wEGIIMB1l8eNa4FuUWJVvAmkuSb+I8qY7HkhAye5uKK7rIaO1fbkjr8jKqt3Kes6+8qFX5yte1bm5ueTm5gZ8vi0FZ6ipVVpjgXpg+mv/rbrfxA033MLpC8r4XKCRmzyRlWrh/qwubqck+aNNSjCl9uPHH38MSYczS3aW+HyZd9UmgLhWMZppaKz2BY0w4o6KcwspJbE1Ly7bjcR/IzEIuLpDHI8MSPN7bbkFj+bU2VfpIlQKnwBuSrN4XX8NF32dLa24Ljmexwd2d4zjhWOdO284v3S8MXMd8S1jMPa5gy/3nuRytX+ONAJ42KniVSu8Ee9smhyoFvW6Xcd7veVrj/atGXNrul9RS9LS0tQ8m+L6n5Tyf4H/9ZWGlHIDyrwtV253s+8pYIRPYVf2Hw2M9nf/hsB5VQhf9vX5d8d5ZEBaSOVXnf5RXWPDYO929ZdAXpLPXrziwGI0uI9FGgwj+nVh6c6Ser0i/miL8RATNVjyiqws3nHU536u2loE2Buj0hTtq9FWks6MzE6hZ8c4luws4cjZlsSajdgSYymxXqKLJZa7Mzuyt/Q8mcnxzN9cWKfl6K470hOu+zobc4zJwIQhGRw4Uc6n24tpYTLQo0McvTq1Zc/xMgRw9OwlSosFLUwGlrgJ4xWIFq3JSrXQOUHpcpn+UF/gStzZvaXnqaqupYXJQKeEVkjAeqmawjMXkTZJjMlQL0xVVqoFu9NOwAzv14UlO0uorrFhNAj6dE3g4jGjsvJ8SxNxrWK4KdXCmYtVjuDwOuHDH18AFTVYRyjlWH3JUuP4/mn57oCDCviDmqbAcyzSYFD1L9lZ4leQC2du73mVps+ALQVnqA3gJcMg4KH+KYwIYwjKxkaTqCThSgUzabsyreb95+9wu9+gzI6atdacjdm5wvX20J50eIXj2GgnK9XC3F/f6PH/cLV83d3XScVfALBqyl2anUfHP1RfgMc+3O7X/qd8hI7095xZqRbeWn8oLBWkikBpNWm9gLCq/9DJcp+9S858feCUpisY5aQn+u3S3CG+Ja8+rn0M3sZOk6kk/UXr1lokW3+RJpzX3pzvazSSlWrhj3ddy3t+REi7SoOoWCqqp2uNRjWlUYDBILDZJEajgfuzuoS11TRhSAb3z97k1XPbmZrAPbM9ovYE+YMl1ky3pNa6zbmh2VWSOjo6wTEyO4Ul9mXnvBHXQrvHSlaqhZeH9nKEUTMaBI/e2o2dxdaAWmjO/OrGrnROaNUgY/9ZqRZuTLWw3U+tBqHNmKQ6X9OTt7gzJgN0SvDPe7w5EtZgAkEQspjKSqWrp0UL7d5mCXDSrjfCoE/XFhzhCuISzYScD1sOnuC387dxudbz7J4burRlxVPu/C484rOcuFs0/IHZm+pVlMJWrSRkqO+ZqXatBrigeMhl+MVlu1mwtdirNlDGA6cN6x3IGLtHbc4BGbwxMlsZf+zVMRbQ7csdYV8qq6Fp0aKF1hWkpkSzPl2bji9yru7I38fexsjsFAweHoN7j5fVWRFEK5buLGHRtmJHIPVhfeuPIwpjjKMSUuUJwGwUjMxOCbSC1ITh/boQYxRIQ4zHCtJoEIFWkF6xxJq9VpAGoURHmn6fMm1Lty/PhNQvIoR4FbgXqEKZ6PlbKeU5IUQaysROdWmGLVLKx0M5l7+sWqVMGcvNzeX5559n5cqVmM1munfvzgcffEBCQgKFhYVkZGTQs6fi7pyTk8Ps2bMbQp5D3/r163VtQWgLZt5dYyWa7atzwjWc/dc8Lh7ahjCaaNEuGcvdT2No2YYq60kGXJPMdRnXAtqUE+els9Q5jXAlKCgoraKUCwc4cuYie3dsYseGdZjNZiwdu/K3t+dy+/VpFBYW0qpVpwYtw1mpFj4ZO4B3F3yGBLZs3MC+rV8jjCZMCR1Jyn2GkQOv4+YONlq1aqWJNndd4j3at6Zb+zZcFdei3gLqzdG+/CXUwYO1wER75I+ZKGt2TbD/d1hK2SfE9ANm40YlElFubi6DBg1ixowZmEwmJkyYwIwZM5g5cyYA3bt3Jz8/v6HlOfTp2oLT1syMOGrta8S4AcR170e723+D2RzD1YWfs2nbZyQMHI3RZKBrWjdNy4nrdCt13K5FTN0AH0vmLMII/NevR/Dz+W85yvDqBe9w+/WRK8NZqRaWXFAWsBj78DBm3fAA1dKA9esPuLDtM0Y8OxdkmWbactIT60QEM5sMzLz/Bo+t6GZqX34RUiUppVzj9HULcH9ocrRl8ODBjs85OTl89tlnEVRTF12bji+i2b6yUi0sn/GkY5pO8c4Kaj5cSN/+KZSdMvLPNb7T8IXrFCPXaUFQP8CHuipkNJfh8Y+MIMc+xvqjvJWLB75V5hUXKjGVQ5la5XysGrfZeRxXJ3C09G4dAzhH4e4mhNgFnAf+JKX8RsNzBcy8efN48MEHHd+PHDlC3759iY+PZ9q0adx22226tkamrZkRdfblPE1nylPzuPkX97BgZwkXT5dy7MgRemZeT8ckS1DlRPXOVBcUUMcSgwnAEY1lWNV977xJjHLSdrjgCLdk34gwx9L+jl+z7OVH/a7c3N2z6ff1DtclNBt8VpJCiHUo0dddeVFKucK+z4tADbDA/l8pkCKlPCOEyAKWCyEypZTn3aQ/FhgLMGfOHMaOHRvQBdx5552cOHHC8f3kyZMAZGdnM3Soskj7X/7yF0wmE6NGjQIgOTmZ4uJiEhMTycvLY9iwYezdu5f4+Ph66c+dO5dx48btCEafqzZV38CBAx3fdW3Nm6ZkX5brf07V2h8xtG5HypMf8F9DbyInviyocuJuDNK1sojmMhystikLv2bO1lNcLj3E8aXTWP+rO91Wku60+XPPdIJAShnSBvwG2AzEetnna+BGP9ILmYkTJ8qJEyc6vs+fP1/m5OTIixcvejxm4MCBcvv27d6SDYs+XVtw2jQi5LLfEFtjsq8dhWdlzz+tkukvfCF7/mmV3FF4VkoZXDnxlFYg+qK5DHvS5nzdrVJ6y48+/8pvbcHeM1dtGhFx29FqC9WA7wb2Ae1dfm8PGO2f01HWumsXQLpjQ9Q1NlR93jRooU/XFny+Rur4ht4ao32lTvhiQKdH35nW9ZnFt4RaTlInfDEgdcIXE1MnfDEgUH3RXIZ9aUud8MWADg/P+P8YTT8Fqi3Ye6ZluWhqW2gHwyHgKJBv32bbfx8B7EVZz2sncG+A6e4IUdeOUPV506CFPl1b8PkaqeMbetPtq2mW4WjWFsnjo3UL1bu1h4ffl4DD0SxiRLM+XZuOL6I9H6JZn65NRyuaXMQdHR0dHR0drYjWSnJuhI/3lUak9enaInN8UyEa7mNjLSe6tvAdH5VEW4BzHR0dHR2dqCFaW5I6Ojo6OjoRJ6oqSSHEq0KIH4QQ3wshlgkhEuy/pwkhLgsh8u2bx6i/Qoi7hRAHhBCHhBAv+HHOrkKI9UKI/UKIvUKIp+2/TxFCHHM652e6tqC05UZ5vjabYJVRng/RXIajWZtuX+Em0u61Li7EgwGT/fNMYKb9cxqwx4/jjSirJaQDZhRX6ut8HJMM9LN/jgN+BK4DpgB/1LWFpq0x6GsuWzTng65Nt69o3aKqJSmlXCOlrLF/3QLUXzDOO/2BQ1LKAillFfAJMNTHOUullDvtn8tRliDqrGvTRltj0NdciOZ80LUFp60x6GvsRFUl6cIYYLXT925CiF1CiH8LITxFJO6MMklXpYQAMk4o6/T1Bbbaf3rK3oUxTwjhHARR1xactsagr7kQzfmgawtOW2PQ1+jQchUQvxDhDejsbq10v9x3hRBtgO+Bc8AmlC6ICygvEm2A14Axuja32pYAVjfa7gFSgDvt+0ZS3zNSyvNCiHeAqfbjp2K/d/6k1RjQ7atJatPtK4I0eCUppbzT2/9CiN+gZP4vpFQ6vKWUlUCl/XOeEOIwcA1KiCdnSoCuTt+7AMd9aRJCxKBk9BQp5etu/k8DvtC1edS2wJs2++dI61tqP89Jp//fVfU1FXT7apLadPuKJL4GLRtyI8SAziiVfgHQjSsD0Jk+zimAj4BZLr8nO31+FmWlBV1b4No+ifJ8/STS5b6htijPh2guw9GsTbevcNtNpAW43OCQAzoDuSieVodRuph8nfNWlK6B753Omwt8DOy2//45cETXFpS25CjP12RfaTWVLcrzIZrLcDRr0+0rzJsecUdHR0dHR8cD0ezdqqOjo6OjE1H0SlJHR0dHR8cDeiWpo6Ojo6PjAb2S1NHR0dHR8YBeSero6Ojo6HhAryR1dHR0dHQ8oFeSOjo6Ojo6HtArSR0dHR0dHQ/8H6yDfIJxbB5JAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 50 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# We can plot the original data, dimension x dimension\n",
     "lsplom(data, title = 'Original data')"
@@ -1786,7 +1871,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1795,7 +1880,20 @@
     "id": "qjBw8yhjbE6u",
     "outputId": "8a27b908-6765-4834-bb98-8823aab8621b"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 50 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# We can estimate the reconstructed data (decoding from the latent space)\n",
     "x_hat = model.reconstruct(data)\n",
@@ -1806,7 +1904,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1815,7 +1913,20 @@
     "id": "gFoHUBq4bE6v",
     "outputId": "b1fcfdd7-74d0-4d3b-f8e1-dd598640a483"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "## Plotting the weights of the encoder\n",
     "plot_weights(model, side = 'encoder')"
@@ -1823,7 +1934,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1832,7 +1943,20 @@
     "id": "n7dqcz9MbE6w",
     "outputId": "7dd48abb-ae38-4db0-db12-15b7fe4d0621"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "## Plotting the weights of the decoder\n",
     "plot_weights(model, side = 'decoder')"
@@ -1840,11 +1964,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {
     "id": "eR48izbIbE6y"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tensor([[ 0.1148, -0.0684,  0.5098,  0.0365, -1.6451],\n",
+      "        [-0.3095,  0.0943, -0.8667,  0.2497,  2.4173],\n",
+      "        [-0.2510, -0.1134, -2.1274, -0.2352, -2.1068],\n",
+      "        [ 0.6572,  0.0243, -1.3619, -0.0370,  0.7790],\n",
+      "        [-0.3694,  0.0762,  0.7014, -0.0429,  0.3934]])\n",
+      "tensor([[ 0.1395, -0.1859, -1.0957,  0.0222, -0.5188],\n",
+      "        [-0.1095,  0.1167, -2.1759, -0.0054,  2.1793],\n",
+      "        [-0.4565, -0.0929,  0.2947, -0.0118, -1.3441],\n",
+      "        [-0.2269, -0.0548,  1.7775, -0.0096,  1.4515],\n",
+      "        [ 0.1131, -0.1738,  2.0298,  0.1213,  1.6703]])\n"
+     ]
+    }
+   ],
    "source": [
     "# Inspecting model parameters\n",
     "\n",
@@ -1858,11 +1999,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {
     "id": "cgSa843tbE60"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tensor([[ 0.0909, -0.3644, -0.3227,  0.5998, -0.3149],\n",
+      "        [-0.0150, -0.1016, -0.0240,  0.1764,  0.2570],\n",
+      "        [ 0.0469, -0.1533, -0.2561, -0.1465,  0.0691],\n",
+      "        [ 0.7675,  0.7032, -0.1042, -0.3557, -0.6180],\n",
+      "        [-0.1278,  0.1636, -0.1328,  0.0766,  0.0469]])\n",
+      "tensor([[ 0.1005, -0.1762, -0.4199, -0.2145,  0.1101],\n",
+      "        [-1.1709, -0.0119, -0.3710,  0.0791, -0.7206],\n",
+      "        [-0.1125, -0.1749,  0.0331,  0.1045,  0.1293],\n",
+      "        [ 0.4766, -0.0190,  0.0869, -0.2600,  0.4588],\n",
+      "        [-0.0017,  0.2063, -0.0976,  0.1288,  0.1290]])\n"
+     ]
+    }
+   ],
    "source": [
     "# Encoding parameters\n",
     "weights_encoding_X = model.vae[0].W_mu.weight.data\n",
@@ -1874,11 +2032,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {
     "id": "xxdwtuCybE63"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Encoding distribution q for Channel 0: Normal(loc: torch.Size([500, 5]), scale: torch.Size([500, 5]))\n"
+     ]
+    }
+   ],
    "source": [
     "# Here we compute the encoding and plot the latent dimensions against our original ground truth for the syntetic data\n",
     "\n",
@@ -1903,7 +2069,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1912,7 +2078,20 @@
     "id": "Y_bHczQZbE64",
     "outputId": "336f33a9-74a0-4c86-c5f1-29f34f3a76e6"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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1QhioVZX7dKJ4U9LyKLrui9J5C3XeOqB7jh7dvBYPjE0aa1+5MNBfdT5W3l/UTMA2Q7NENS527Vcr7kkZB12NILoMkVEyRzItXDxYnwfwNoDjAC4neO2NAH4WwEkimmx/9mtCiC8meA0mIr5x9YC7UpFHWEmW1yx6qlJbyuAbB2oYn6gbNwu7kOUiy6dwY9Zw6EVmpCKrhBB/1d4nzIQo2tgOGp1kJrodY5OWX7UwGcFMdZrCyoPuPKqFdHNW4JqlSzD5yB3Ka/p6B9PyKLoopyZvoU2KBOfokSF1CnNfvntpxjl7r+3+bOM5LPMH+qv47qUZo3cSaPWTLlNiUsZBVyNIkYwlvYKLgvVuIcRHkr6wEOKvAW2tNSZHoigjPkqFTgjsGJvE3oNnUlFGsg5lySs70PhEvSMMZaBWxa6t7puIa9UKNq1bYbTmVfoI1y1dMm91nb4yo7TuJrHI8slUpbN6JulFjfKbLBN9xKXkyThSkVWMnqKO7fGJOkafPdGxwDVhyy5nWmTee9sqHD59zvjOmBbSvgtbU1vSWiTbfl8h6kgi4VrCRBKeo8MpzKMY+5pzwlm+m+7PdTyrQiptc6lJcQdaa681Ow+knhHS5zjGHRcF68tEtF4IYS6NzfQMUZURV6XCNJml5VmKKnh0k6Rp8sxrkTo+Ucfo5050bPqdajSxIxTPbbrnpUv68IUTbxmF4+xcp9VVFT6SxCJLp+gfe/28ckHjU7gxy/CbJDyaWYypIiUsiEiusmoxZrxV7S1auiT9Ar+292HvwTNOypVrdjnd4nOgVtXukwm2sY/0tmTdAjbKgjfqItnWn7Y9RnNt5ce2R0uFbo4OeyPDsg0A+gAs669qwzfrU435NpnmTd39hRVHH8LzvlSmfBN6CMSbi12NIEU1loQpkxFQq2AR0Um0nu0SAD9HRN9AK+yCAAghxC3ZNJHJmrRdxbbJOg3PUhTBY1rg61LzAshtkbr34BltRqVgPLep/10KOwLdIR3y+klOejpFP6hEBftXVbhx07oV2HvwDB4Ym+xoV9bhN3H3y2UxpoqUsMCHosiqxZzxNri3aKqRboFfl/fBJqsI8JqndIvPXVtvdmqjyfuyad2KDiVg07oVOHz6nHLvkm3BG2WR7NKftj1GA/1V59pVYVwUGJUiH4zO2LjnkFKmUft+dPcl0fVbVOUKcOvXLEq9uMhnqbQ0mrOotL2FadUMi0PZjIAmD9admbWiBymTlh0mbVexy4bQpON+XTJMqbIBqhacT7/0hjbTkPy36jtb+AAQT0kx9Vkwntt1Q66J8FhIIyTSlLgiSLB/w1ZP3WSsE2omYZdXjHpWik+JY/BZVuVI1oq5y/VMC1eZvtsHXyOSa4hcf7Wvy1gXzOQmsLDHq0LUIWdU145i7HLpT/n/X3v+q5gOZe+rVghCdMs9FwYHas5jxCRjXNPg68ZlXCOhz/ohnNDDRxZHDRk09Z3KGCDXRkVbs5bNCKhVsIQQrwMAEf2REOJng98R0R+hlaCCUVAmLVs1MaTtKg5OZjohmHTcr2kC1T0v3aQXJdNQ8Dtl1fdnTwCEeQ9UlDFjs4YF27B0SV9kBctnLLjsCdMRtzinaTKuaGL6K5ZQnjxi1LNSfMoag5+2rCKipwF8EMANRPRNAI8IIX4vzjmLjK9xMGvF3OV6o5vXavdgyfc+anHhx7dvsM5fLvdeq1awtNpnzU4olSzXdvsau3yen7I/AwV1ffnWtxtY89ABCNGae+/5wMpIqclV8t036ZFNCTFtCQjLc1NiFVX0R7hYsom4IYNhyqS0JDXXZOUAcdmD1eEDJ6IKgFsTb0kPUZYBq1Msdm9bj93b1qc6AOVkltb+HdM1w+iel2kRbkpJb1ukqq6nEly+Y0ZXxyLYBtd0uzp8wgZ0e8JGnz0BwC4Y4hbnNE3GOvu1KZQnrxj1rBSfssTgG0hFVgkh7ol7jrIQxTiYpWJuym4avJ5q4dpHQHiatc2x4TmsPtXA6Ofs85dpT0+w+O0DjhkOXT0x4bZLI6Yp7Mv1+elC0Oegl4kDtSouz8xp5U3QGTYrxLz8Cod6u8icsHzXhQ36jkvbOxE3ocfI0CAefeGUV5uA1hjYtb/1uzQiX4oYuZDEXJOlA0S7G5WIHiKi7wC4hYi+TUTfaf/9LbTS4TIayjJgbYrgkZ2349U9W3Bk5+2RBp4sTLhm5wFs3HMI4xP1rmNGhgaxe9t6DA7UQGgt4OPEPUdB91xmhehKc1mrVnDPB1aiVq10fT66eS02rVuh/E1wkeozDlyPHZ+o47nj3f0bboOvMIiDTiDL7E42VGPj3ttWafs+jGnz+KDmO93nuvZkMVZdxlQSFOFdjALLquQwyQQdo5vXOr+TcTDVKlJdb2RoEJOP3IHX9mzBa3u2QGc7sRUXDs9hzVmBB56ZVMozia5P7vnAStw4UJtPeuBTq8nU7rCsfXj8JEafPTG/GA17v2TbxyfquHh5puvcqv409ZMMKwufY9fWmzvmFFOEgGTf0bN46PmTqLcNYeE2u5LUuDS9E6Z6kjpk4o3g/Zi8mKYekwbLOH1lkpM+uKz34pLEM40yx0XFFCK4G8BuItothHgo8Sv3MGUJtUlTEfSxEqSxf8cH3fMKe0sIwN23Ds4nUwhnzpLJL8K/ed+qZR2JFpbVqs7hAK5jxqQ4VYhw962tPna1mOrwsfZESSccRjU2XK2bOg/YpnUrMHzT9ZG8NVmPVak4q8ZhGu3I+12MAsuq5IgiE9JKchNGN8e5ZnqLIpd1C18hYA3Tk20OJq8I77fqi1GoZlmtpZypZK0pkiG4mNRFM6gyQbokp9J5yuT/1+w8YL0vAbd9zDZUXsyrq/4ZLnVjP5zcygcfOfrqni1abxzQHf0S7itbONymdSucs+/qyMorlMRck6UDxCVE8E+J6EfCHwoh/irx1pSU8AAOT6RAMUNt0lQEyxImCQCr36nuh7DBU6Czqnk4c5aqMKIAcOTr5+f/rk81UK0Qqn1kTSPsM2Zs1sXnjtcxfNP1XvuadDSas3jwmehhMvK7qLgqASND3anbBTDfF2mHwSaB6j0Kj0NmHpZVMYkqE7JQzHVz3JwQTtdOOgTWJs9UIWvhd9mWSZ7QSiJxRRUJMNuSP1GiEqQHTfc7VSbI0c1rlanSg9gSJMSRP1EXwJdnFuT0hWn/DJemcM840SDB8TOgMboOtJXo0c1rnQtmAwt9ZVN84hrwgmGopvtLkrhzTZYOEBd1fjTw378D8AKAXYm3pKTIARx00T53vI67bx0sfKhNmqEdSVgJsnA5j0/U8eWAAmRDtv/RF04pF74uNGcFrr16yXw4msqIuby/6jVmbJODnOxUzzwKs0JYQxFGN69FtdJ9d9U+SqRGlsvYOHz6nHH/wujmtR0hO2mMsTiUJdy4IPS8rEp7TkxDJiTV5rihTKYQWF0b5QJXRxrh3kEEoFSuAODilVmMT9QjnVfOeSbCYVMjQ4PY/oMrYYvyM4VbxZE/URbAOkPvrv2nlM9bNQ5074Rv4WMV8hns2nozqiF3ZrWP5ssAjAwNWvs9iPRu2sLhdAa8L5x4y/rOBte+OkzfZbG+U5FVSDPg4MESQtwV/JuIVgL4VOItKSm6AXz49Dkc2Xl7Tq1yI467NWphQtdJMqrL2dau8PfTV2a8iiLKRBG2zE82Lkw3MTXd1G4O7r9qiZdC7mJdfHOq0fXMdRvGXXCx4AL62iVR8RkbJgWlDNk+yxJuXAR6XVZlMV6TDvdLss0uHijb/K+yfpvaeOd732VNHORyXXls3OiBMHsPnvE+b3A/ru13wfnz4fGTyigN2++CuGQQNrU5jK3fde2YajTnPUa2+pa6pF++96BCjh+X985HTEtlzGag8+mfYDtlW20ePN2euzxlb1YhzYBbiGCYbwL4gaQbkgVppGYsu4U5irvVxe08fcVt46yOKCGGLu0Kf++LLFybBAL6rHW+9S5GhgatqV6Dk3kwPts1U58K2zj3GV+u76fP2DApKGUIY+2BzH55UlpZpSKr8ZpkuF+Sbdbta5L7W5fVqrh4Zca71IWujY++cKojDDyMfA9dMw2q3uVqhQChziIrWd5f1Rr03pxq4PHtG7rP20eYAzAbOq80cAHA+YuXtdeUSJnx8PhJo6Kp+12Y4ByvMy6G0WWuDSt8QUXp8OlzXgbERtNc31KX6MuWkVfK0uX9Vbw93URwNIUjOWzv3aCHIj3VHi82A52rcq56Z13WuLq+z1v2ZrXX2KpgEdFvY2G91QdgA4ATaTYqDdLSmBejhdnmdlZNOr6eC9PG0tU7D2B5fxWP3HVzh6Lw4DMntBPkyJB/OlUVcuLOgmBWoKDQ0CkfbxuUq1q1gk3rVmDjnkPKc7jUD1GhGudRDBlJeKVkdibXmm66hB9FMo74WtvKXOA8Lr0iq3SU0ZiXdJtNxiGVcUkqSlG8HKYoheCif+iTLyozDf7yM5PzbZbvpSoRBLDg0Qkbt2rVCh6562at8ezGgYVCvcFjrr16Cbbc8i6lzBifqGtrhAUJKpD7PJQrALh4eQbjE/Wu6JGgIuqi+Oj2c8k2qcK/g5/7RGf41rcMe+Pkc1Ul+pD3PhccJ54JTqKULbEZ6HwKHYf7wWWtoMvKW8a5LAouHqxjgX/PAHhaCHEkpfakRloa82K0MJteDp0S851L3R4tHaZaJ5IL0815KyEAbfreYHuTCM+oTzW8LElJEBYaOuXDNOG9b9WyrvCHHWOTePSFU3jkrps7wll1GYtUwj88znVWxXBbwyThlSIsPGOXmm66EA/fmhppKzSu1rY4RqQk7qMAyl1PyCodZTTmJd3m4Bhz9U5cmG7OK0uqd8LXqERAx3ypU8Tm2pkGw6FnqkQQLhnfbOuMcDIHOQ+HF/oPjE06RSjI/WlDn3zRK4weUCfJUKW8t6GSAdKYqjuT6vNg/bHpKzPKZ2arbxkk/JyesBSfVpUsac4Kr/WnzoNrSqhmM9Cpvtf1T7gfbMqZaR1cxrksCkYFq12o8cNCiPsyak9qpKUxZxnPmQVxYslNG2dlUgTAvofKpCwFkRMU0J3WNdwuQD+B+lAh8rL6JIXKUicVpEvNWTQMoSwAcPQbF5T3rsqqpDMa3H3roNGLZrIq2gSJz/vpasmzhXfo7tPk6QtStD1cUY1ISdxH3n3RS7JKRxmNeUm2OTzG4uwdffCZE/NhhVdmuufxWrWCpUv6tF4jn2uZQs/C74bOmGILj1Qpm0Ej1wNjk/idw3+Pf/jWRSdlqUI0r5BF3W8cvkfTeWrVilaehut9ua4PgswJgVf3bOk4h0q+2bI/j0/Uu7yJ0li5a/8pZZSOqVZW3PXn8E3XW8uW2Ax04e91/aOqMwcsjMmB/iqEaEXS2NbBZZzLomBUsIQQs0S0goiuEkJcyapRaWBSCuJaXrOK50wb10WS6eUwbfx0Wez5hvHZJqjgS2ualPurfVh+zVJrmNxsICVwEptc4+Iq/Ez3Hn4uPkYDU5rWILbn5GPR8glrdK3fI0M8Gs3Zjr0GJkUh7zjyMFGNSEncR9590UuySkcZjXkubQ7K32W1Kohae0hUYcxJGbXkfKjbs3p1tQ/f/67r8OWvn+/y2ocNMLVqn9HA5Rp65pOgw1fZFAD+/lsXjceo2hx3v7GrArF723pliD/QStiw4dEX8XajGTkpU1COBD1qwTqWJmVFpViFUXnt5HNyaZcN1fpsx9hk13aJuPjMM1HXviNDrRIq0vgQrNXZS7iECL4G4AgR7Qcw/4YKIT6dVqPSwGStLpIVOk9cF0mmF/DY6+eNm2FtE66vRUdOULo6FXffOjhv5TN5sK5aUnEKk5MxxXJiUVl7yki4310mTp97twkSX4tWuH2657WsVjV6o3ThN0F0ioKrQpNV6FzUsIskvPsFial/DT0gq0yUwZinGu+6jLqmfVRhWewylqp9hGuvXjKvoF28PONc1D3IhelmR/1CYKFofDjUOirB99LFuOmyyE8KKefivr/BezTVejLNw3NiYVxEUa50ZUHCdSxlSHl4rIb3jpkIywqTUcDXY6M7V5TaXjbSnmdk/S35PIO1Oos+v/ngUgfrTQBfaB97Xfu/a9NsVBqMDKlrYBw+fU+Y4AYAACAASURBVM6YsKEsJFFTwGWRJK8jEwQ8vn1DRwiWrQCqbbHnY9Hpo9bCfNO6Fcr9olctIYx95Q3IGmWmyTmcIGLTuhXK44KfBzculx2Xfg+PMVUtMBUEWAWJ7v10nWxVtS2qfYSLV2bmn79ctITfDZdn6KO4qBZOtjYEj4/6Hqv6gKAfyz73YSOJcyRAT8iqMuM73m3vXlAW68ZShWh+ztj70fdi4tfvwKt7tuDIztuxa+vNidT9A1peoL/5xvlE5vvw4tqWOEompshCuQIW5us472/4Hu9877u6jgnXerr71uQX19de3V3yxNbfQXz3jgXXSyYF9eqqy/Jbfd4wZVuz+vR/mXHxYH1NCPFs8AMi+mhK7UkVlVaeVCaxPDd4J7X/wWYBd7mOqd9calkM9JsLOwap9NH8BmLV9GfblxQkLEh0iqL8vKyeK5UV0cWSFjXFPQG497ZVTuMwjtUs7FVdVqvi25eamAsNgajpZgnoyoq1ad0Kpbc2qND4hM7FfY+lBzm4D04AVstgEvHwBYmp7xlZVVZ8Q0Vd3j15jG6MmQwx4XkhTt0/oOVNSYJgZIVLiPOjL5yyZv1LiuX9Cx4l3/3GRK16TeHU6tJj0XEsgO3vX2k8JglkyvLgOkPXk2Fj8t6DZ7z3oAXXMKZnq/I8mdaRtmQsZcrAV5CIh9RxUaEfcvyslCRhefW12iWNqY6HD7YK1y5WB5OVUSUIw33nM5k1ZwWefumNRJSc8ELQNgGU0XNVIcLkI3fgie0bOjxFUtiv2XkAGx59EUOffLHLgxLlfitEeHz7Bjw2sj6xqu2m84wMDeLIztvx+PYNuDwzp10MqdLN2hDo3o9gU8JV1zJ9noRV7/Dpc9pkHzrieg+TOkcCpCariOgjRHSGiP6BiHYmcU4dSb0reeC7cHJ594L1+6KMMTkvvLpnC+75wErf7NiR0V1neX8Vzx2vd6wXdMcmVdjelWqFIATmxx7Q2h9Vc/S2CLEQkhd8Lqq5TaBzrkxLpso+DK4zTMcCnesSX6T+Pj5Rx8XL5uzJYS+laR2pWp+p2h6XLOafgkQ8pI7Wg0VEPwbgxwEMEtF/Cnz1DrRS4PYESVhe897gbarjEba6qwhvMr662qfcZOwiPH2tjHEn1bhZAYFOi53E5s2zWVqkJa9I3PbPlgNwryUTrMHlK2iCz1znmXn22Nn57IYVItzzgZUdm4zDG97DKWmjVpj3TTcrCT9zUz2u4LVcwwvjWvXiZKtKIuY+r/1BacuqdobC3wHwYbSKF3+FiPYLIb4W99xh8s7G6IPK2u67D9A31bPvGAtHR7w93fROOe7K8nYWNTmH9l9VwZWZuQ7PU61agRDdWW9VbZJlJx58xr+UWzDrq6q+lo7mrJhvf7DUxfXXLHWWAc257vTjtrqWSWT41SGTb9nm92ACkzh7695uNL0iXExG2+A6UhWhEGx7EtECWc0/BYl4SB2TWeJNtOqKXAJwPPDffgCb029aNiRhec3b3WkKq7NZv8NWk6lGE1PTTdx726qu9NYuVgff/iyCS3jLLd2x4TZvni2U0SQrlvdXE9sX4MPLZ9/23n8ka3Dp6K/2dRUTlMlFgFbyiR1jk0rBceTr5zs2uT519Cx+eWyyYyxeaC+I6lMN7Dt61snDYxpTqv1gcsxWyGzbDo9/3fsgwwkB/b4oWRQ5+DziWPWSzFZVQtKWVe8H8A9CiG+0MxR+FsBPJHDeLsqyN0Fnbd+0boVx3gwTlhcDtSqW91eV3nVfa7oqOsI1aHxwoIb7blvVIccGavo5v1atYMst7+qoRXXxymyHcjVQq2L3tvXGgvDyGkGFyKR49FHLYxSE0ApBfGyklbDhtT1b8HggasEHOfZ85bRvlEAc5co0bcsEGjaZIMea9CzGYVmtigefOeFsOLYZbeXnMoQy3FPL+6uJRQtkNf8UJOIhdbQeLCHECQAniOiPhRDZ+KdzIq7lNc1iirb9XOMTdXzXUMS3PtXA0Cdf1Kbx1Lnu9x0927Vvw9Xq4NOfvkUefZFZpS5MN7VWPNUeFVOmRFufm6hVK3jkrps7zh13X4ArUfcfmVrWaM5hOmQhnRUCY3/7Bv74pbPeexZMCyCXuHnAPKZkqJ/c+yCfqUs2wXCyiNHNa5VFO+U1gueVqeCD/RS2Dsax6iWZrapsZCCrBgG8Efj7mwA+ED6IiO4HcD8ArFq1KtKF8jbWuaJbiB0+fU5b2FuHTl7EtaZHjY4IFxKWhIuoS5b3V7Hllncp610FkcqXaX66ZukSXLN0ibNMFAJoKupfhcOXg33s66GxlcJQETVKIAq6Lq9VK/MJNJYZMhhOPnIHgFa/uLav2kfY/v6VXXWzZGIlH3ku5YptHakbz/1XdSfxiEqW808ZMqLGxZrkoteVqyRIs5hiMExLVeR178Ez1s2vF6abGP1cK8zANdW0AOaLMarqkcRJ5hEO2+ij5DYPB1FttFXV2vAt+ujS5yoI6LDS6ML00sRHGXFBhP4vyWpDNtDtTdQpPsCC9wjoXLAB9gWZatGywyFJjhxHqoVNOAREtsP3/TIJwF60DKpIUVapbORdw0sI8SSAJwFgeHg40guQtLEuLUwLsaQWTnFD76MuClV9rfMebHzP9fjo8Cqn4rey7aOb1zrNGy64Gp2C+Co7AsD0lRlU+8h5Xg+vfY69fh6XPOXbYDssXK57ZFtcCdZV0nm5mrMLJj3Xvg+uK8J1s6avzHjvl5NyRfVcqn2E6SszWLPzQKRn7UtZ5p+y4JJFMDWI6CMAfgtABcDvCiH25NmeqCSleMhzqIRK0HIWXBi6vlzNWTGvMAUrbpu8J/Lz+lQDo8+ewKMvnJrfD/P49g0d9xdWmnQVvcPKRFqbd1VWyJGhQe+skSpvYlSFJNzL4xP1jmKHWRCuCxXe11RG3g7tNdTFqqs8mI3mLHbtP4XLM3Pee7CAlrBNco+VaXEaJcPU4EBtUShXKfNNACsDf78brbDExCnL3oQsFmJRrenyPYmi4er6Wmd8+fLXz+PUm99xnj+lAqqb9011HX0wPQc5H+gK+6q4MN1EteIWYHhfKGvsw+MnjbUxVQwO1HBk5+0Yn6jPKyAD/VV899KMs5K37+hZPHX0LAYHaloZe/HK7LzscDE2htcV4fl6zc4DTm0LIsezKhPuRQeFrY/Iaa+9C2WZf4B8M3e7kpuCleXG4SxIympnCm0KIq1hPh4IOZkGX1jXCbY5J+Z/Fw7VMClN9akGHhibxI6xSQy2Cz9msZg37WdR9ZdqT5Wucnocdu0/NR8uljUyfCG4ifm543W8b9WyrqKaaTI4UMPqd9YSu+YcWv0afP8eG1nfZV3U9blrbRnVmPIRSHEWpbZwqTIJxhLyFQDfR0RrANQB/DSAn0njQkka69Iki/EW5X2JEg0wUKsqjYFBTJEePrWpZNsfuetmY/+FC9v2UassiUs9Jtfn4BuWbrt2OGJE8vRLb2h+oefNqYZyXVGtUMfzMnmMggZpU5IPub/o/MXL1na51PFUjdkKEa5aQsrSMcsCe/vCoZwuY2tWiMQSUWQx/yShGJUlGZApi+ALMHhkhRBbY157fuNw+3py43ApFawkGJ+oO2f7AVqT0OPbN+RSjykYqmELrQpOdFmhK646unmtsir7dy/NdFmB0kgbO9VoeheLXN5fxSN33RzL2zXQzsgX/r1MNpEV/dW+eQvgvf/333Rce+N7rsfX3vpOpHucajSxZueBrn1VwecZJzuUbtHiI5CS3mOVVHhh2UlbVgkhZojoFwEcRCva4r8KIfxqYHhQhr0JWYy3KO+Lac4Oy1YC8EPvuR6v/VPDmHgCSGavcLDttj2+s2FlRgDbf3Cl0RNE7XbanoMtIU4U7rttFR4bWa/8Lsr+4hsHaspn2ZwVuGbpkvl9U+MTdaU8D2P6Vkbo2DxjLnO1bszefesgxr6iVjQvXuleewB+oX9JZq1Oc/5JSjHKO3O3KyYP1m+2/78NwPcAeKr99z0AXkvg2k4bhxcTvmENNwbCf7oKrEaIj/BR7oCFCSCJGGCfa7scG9wvE7aYLFFYAn1Sy2ZJMCmGbRGg4pqrKvj3P9nagxMlfCEq/dU+XFLUoro0M4ehT744n3QkyMtn346l0AazmQHdE7ZO+PVRK1QkTIUIc0JYFy2mTfrhBZRvAgB5Dpf062VYmKdE2rIKQogvAvhiEufqFVzHW3AMy3TcOm9H+PyAnxKnm7MJwOPbN3Scy7XsA2De17m8v4pLTXOIsep+df23a/+prmQ/cwC+cOItbUiyDKlzwcVwuLy/6mTokuU1wspVcO7zRSoyunB+mYFV9ueu/ae8jZZBKqTfW+YqAyS6Mbv34BmtEtic7V57AP5KfRHWKzaSUozKkgzIlEXwLwGAiH5DCPEjga9eIKK/SuDaThuHk8jMVAZMNWxUhK1h4f1QwUnHJYlElDoU0l0e17pXrRC2/+BKaxYmSa3ah6uWVPB2Q1/TJJjaNGwx0RF+OXWZh7IkmCLVV2l+bc+Wjr/TztgoqVUr+A/b1is9bnNiwYumCntNoh6KKWkJgK5F1tjfdlsWqxXC3n/53sgKi85St3vbeueFkEu4E28+zkRWMREJj+Hgvt4dY5PYtf8Udm1VZ7gF/I0GAxrFQBojwx5t18Webl9n0ACmCx8P79uxKZw6mTPVaGLXVnNooQtOmWOF2ZBJAF4NyRdJnKRNssSHzdgc3HrgykCt2rXXtlatGNs5J4T2PnWoxqxOWZSonoky6UVFHyZaBlmQlGJUlmQcLuW5VxDRP5N/tOPQ1fFXfjhtHBZCPCmEGBZCDK9YkcRli4evy17W0zAJpclH7sBre7bgtT1b8Omf2mCsu0SI5saXRQLPX7zsvAFWiQCGb7oec45tmG7O4fLM3HxtDxW21KYq5GZRiaUs0sLvAOv9V4hwzVXRal+9OdWIZZmRldnTUq4GalVlPYupCKF+s0IkUiNMd68jQ4M4svN2vLpnC47svB2HT59TWi+viZn6Nol6Iraxy3usukhLVjEK5LxiqlFlG8NTjSYeev6kV30rU3tU5TOqFVK+J66LPXmf+46exUB/tRVujc65bmRo0CqL5LlkbS6gU+F07Ye7bx2cr9knFRKfucplETplMF4CLVmpe+5xQutnhXCuReWzYpEp23dvW99Rz+zqap+xvlkSC/bxiTr6PGssAupaUddcpQ86s8kCl/c1beLUegxiq1NaFFySXDwA4C+I6Bvtv1cD+N8SuHZmG4eLju+EdM1Sv8Vf2HI/EKg47xsWqEJu3CRqWb76CFi6pA+N5pwy7l2V0ts3YYdcrG5at0KZLU6GEfgoFbNCYPTZhXT2zgoCteLjD58+p73enBDOCmSYKJmlpNDIIgX8241mR0y8rDMVpb7XQK2KXVtvTiQRiCquPRy2p7tGlHDMIElY6kzHuoRYLULSklVMCNe9FC7jvdGcxY6xyfkU5q7htuHjdOUzdMYSFyu4KtFCrVrpyqILQCmLwos+k6yXMu2aqyrKkGUALflE6CjQLus4yvMH+0j1WRI1qcKKIbDw3OMYAytEicsqWXg5WItQIhNn9KG7BqNOMfdBjh+THLQV4nbNUmh6h4qSFCKp5Dhl2XPsUgfrz4jo+wCsa390WghhT7diP2+mG4eLTNwq6S6o3NY2BaRWrWDpkj7nMDk5h7RkHOGJ7RsAwGlBGyVhh8yCpyr0Kr/XKZC6sMnmnJjPSOeq8M2JVrFiub9Gl6UwSvKG4CTvspkXaGULlAUW00jUEebGgVpXWCoQzStKFC2NsIpHX+jMLKgSMrrxEddymUQIgyn1umuY4WIiLVnFdOO6l8LHaKZb9MVV5nTGEpfFnut96ooQB73WI0ODVtkt91ED6jlbpUA2mrNd+8PqUw08+OwJzAaOD2bBjRpNoSLYH9JbE2XetoXrRaX/qkrHXrsuA++swPKA0RlYSCzlumBXGQAAuwwbDBwbLJ+iUxZs75Pu3ShKUogkFaMy7Dl2TdN+K1rWwCUA3ktEEEL8YdyL88bhFqbUnqqXUy5o4w5SFws5gEjWLvnyHtl5u1Mmt2DCDte4ahdrl25qM+1nkpOsaWNzmGARSZXQjqonhK2vwX1N0tsD6CestDd91qoVbFq3wjhG5EbhZbUqvnN5pkPoh5mabhqtfqYY9DBhhVYlZAS6vapJhBokYanj1OuRSEVWMZ24emh9vSWqRV9cZU5n1HBZ7Onusz7VwHse+iJmhbAmhAguem0L5BsHapHmbNWMaJpndR6yqMjtAlEjYuR6Q2egdEkkosPlXqemm957rSRRyrkE97D5eJdMRaolqnejSEkhyqAYJYVVwSKiPwLwHgCTWDCrCAAstBLClNozXARWtaCN6u71sZBLIeRjnVKdW3WvhM606i6JDtKydgUZGRr02kQr71eVKc62yVVH0Ppqmph0n6eZ2CIoFF02Co9P1DH67AmNbbaFgN7q19rHtsQ78YgtE58AOsJyLjVncez187GEQBKWurKEQRQFllXZ4arMBMdwfarhlHApvOiLo8zZDBK2xZ5p/lTVldRhMsBJqn2E6SszsUP28yRK2ytEHesN1TOUiUTiRjXosEUWmAzaUaJEgkZy1fgyJVtxKdcSfjeSSgpRhuK+RcLFgzUM4PuFSGFUMwDMC6lwsVTdgjaKu9dVIEkhND5R96rFROjeB6PKxiTQCrFD+/+2CbSP5K/Sob+6kPtFlxZXhy5TXNQ9RbaimrbJzmZBjmpxlIq+S4rcYMIRW60RQB9aOCeE196ogVrVaQ9aeM+DAObrzehquwD2/k/CUreYrH0JwLLKk6gLJh9lRpXl1jQfhue8KMpcUgvAJPYrSepTjS6FUxoTB2pVXDQUzc0LF4U4LrNCzK8TbM8wiqHSJuNsSrjNw+TrBXKJ+gD0hgVVkeow4XcjiWiIouzjKhMuCtbfoVVb5K2U27KoUQmhYExucFOtbpLxfdF9BFKUZAmife7w+Q6fPqeMVXdN0z4nFhJrpMHSQHYaF5d8kGDMvanmiiu6CdB1spP/1ilCpt4eMKSpbzRnjUUvJcFJPG44gk+yD7kPzSUT37QmhOSpo2ex7+hZ5XvBwqaQsKzyIM4YjqPMBA12Lou+OMpcXMIKURxk5j/dfui8S4KEGRyoYVqj9Mmw76R0r+C4Mz3DKHuZBVryQGXck2H2pjFjM2j7RIlUiOYjXGxrgWW1ascacNO6FTh8+tx8ojK5P94lxD0J40NR9nGVCbIZ+4joMIANAP4WwPyGYSHE1nSb1s3w8LA4duxY1pfNHJ3gkSlhdfuY0tj8brM22lDVy1iz80CuYRA2i1a4zbIwbpxryJBPU6ZBFRvfcz1e+6dG16ToMwaiKMeyD8Yn6l4KZpBrrqqgWunD240mbhyo4eLlmciLCDn+VbVoVNx32yprX8sQR5f7C75/gH4vISegSA4iOi6EGPY4nmWVB0UYw64etKRDk6KcL4lSF+HahJKkZeI1V1VwZWbOKWIgTHCu07VLyocky3/oZFfwOZ2/eNnbuOqiKC6rVUHU2osVHg+2Pnh4/KSzsdHWr5JqHwEE435jeT4gmzByWz8sZnSyysWDtSv55pSfNGNRbZaCrDa/J5HiWxXillXBWxVS0TFNiAKYrxQfFZ2H7j/+1Hu9FNYjXz8//++ghdmnhkuUuHUZI+5Tny3IfbetwnPH6/MKVX2qgWqFtJZEFTKdbjArkyprpOp3Nm9hUJi79E/YUlekTcPMPLvybkAR0cmqIoxhV49Tkp6pqJ67uOGCujpZQLIyMZj8yCekP/hb2Q+28MwkQyhVsiv8nKKgU66AhXD0oOEvPB5sfXD49DlrG8JZCU3P26QQBtElEkuLshT3LRLWQsNCiL9U/ZdF44pKsFiggF+RQBdsgm9kaKEAHbCQTW/vwTOJFo9zcWMP1KrawrDh5BUSVZG4uMhitzaWLunDvqNnO2phqKhPNTD6uRMYffaEl4AynXdWCDz0/EmsfmfNen0d8jnrJjWpHI5P1J1qcKiQyrrp+ZvaPzhQw+HT57p+25wVuGpJn/O9C3Qqqq6biQXgVaD3ng+s1B4bRNZWG5+oa/vfVICTSReWVd2oZNUDY5NYvfOAtvhpry+YohYBD8vdPo9J3FZTKUmZKIs3A8DEr9/h9JvBgRqe2L4Bk4/c0bFYtxV0lX1SsRTSDf5WlyJ+oL+z4G+U5BG1al/HHmqglYTEV94Gx4OqD6oVwsXLM1iz84A1SuKJ7Rsw8etu/frE9g04svN25xqcWRpDylLct0hYFSwi+g4Rfbv93yUimiWib2fRuKISdYJ2xaXatfRk1aqVrqJ/D4+fTKRit+3lDVZHVyk3MnlF+PpyUk4KQmf9Cttx4YW7juas8AqxqBBZz9tozuLLXz/fVRh56RLrqzjPm1MNo0CWaWJHn530FlDL+6vzYQwmwXHvbataYQwh5EJCN3YuXplVhxkYJKBcFCZh4ZUx8EFh99jIemx8z/VOv5fv2KZ1K5T9P9velxBcyLKylQ0sq7rRlSYA1MlkXBZMcn9wWQ0JcTx3I0ODOLLzdjyxfQMqHhqWrthx8Lw6ORqF4HrEdM7gol7VvmC7qH2u8Pw5MjSIOQcjnvxttaKWdeFT+CgPy/ureG3PFrzyGz+G5dcs7T43zEZBFdKg9sDYJJYu6cPy/iqofS2IhbWED+MTdWx49EXsGGvJZjmEwv3qauTI0hjiMhaYTlw8WNcJId7R/u9qAHcD+Ez6TSsuaYdWuFgKZOiXStHbd/RsbO+aLBioQ1ZHl6EbR3berpzIdYrnyNBgLGFSa1upgnud6lMNXJhuai2Lae/7mhPC6Z5UhZFr1YqXZ2fvwTO4+1ZzH0bJA9IfWAjorJJELaVk70ffi4HagkLb144Z33vwTLtYpjs2+ZzUs5sToksgjE/U8fLZt53P0WjO4vDpcx3CRtVXwXGZpIebUZOGrCKijxLRKSKaIyLn/WBFwUUmVYicF0xpR29kgYsB08beg2ec6/EB+mLHQaQcfW3Pli4vjKRW7XP2dMlnrzPGBY1pLu16dc8WrSJm6ruBWhVPbN8AoJWgS7cPN9xHPs8j6PHRjXlfJYuA+XE+1WjiUnMOj2/fgP6rljgbXqWh7eHxk/NlSoL3PycWjJI2D1eYPLxHLmOBWcDdbN5GCDEOYFHv4k5igjZhCwG0hX6Zqsm74BJaJtAde+yreEaZHAjAE9s34JXf+DEMDtSUC+854ecRAvTKhAqdAif3N6g8OzbebjRx722rnAVAfaqB547XMbp5beRwQxVvTjXmLdTa8SUW0u9PPnIHnti+AbVqZT6db32qgYtXZrr6oVatdChkQXz6P0gf/EJ1VO9olFCUN9spl6WwsVlwk/RwM24kJKv+DsA2AH8Vv0XZ4yKTZJ06lwWTKXojL8+W73WTCHXyNab6rg3+w7ZbuubPah9h97ZburwIujk1WGup0ZztiBII7wmKi6nvphpN7GhHIJhmSVVq8fBz0k31wdDscKihxCXCJHgd3TrK99kLAPuOnsWu/aeUipk0SgZReYvuu22Vl/eo7J7mXsCl0PC2wJ99aNUaWdR1RrJIMiFfHNVm3KVL+iItCF1xXXDGLWY3MjSIT/zJSWWl9eX9VXz30kzXhLSksjDFmu7pyoyf+8Z1n5KpAPT88zcs+HUZDPuIsO/o2Y5sRraizo3mLB594ZRX8Wcby2pVp03LwYQPqvHSnBVY3l9F/1VLOjbXA+pCkqo+dYH6CLOO1kTdO2oaR7rn5Vqrx/U6THzSkFVCiFfa545zmtxwSULgs/jXjWEpm7IuWxAlYUUSKatN77tL2mwbtjaaSkbIa4ZrLQVFxIXpZqLPZ2Ro0Kkmog7X1OK6cifBbRK687vKFlOWYdkO33B16QXToXqv4iR24TIixcAli+BdgX/PAHgNwE+k0pqSkEZBQxU6a6FponBdEJpwXQjGLWY3PlHXKkJbbnkXDnz1ra4EE81ZgQefOTF/fd1El6QFQPbp4IC5ADRgzkg36CAgphpN1KoVPL59g1NRxSQLU1b7CETmBBGS4BjRjZep6aZ2k7WpqHZ9quFcANlVuRo0vKO6cVQhwj0fWGlWptskvZBlIsGyKkS4jlPcxb/pXcm6Ro4uQ6rLdeNmJRzdvBajnzvRFSZY7SNsf//K+XpFcdYGPhkWgW5FxFZXMunns2urvQCuDl3EiaoPhm+63is7YoUId9866FxnU7R/ozpWPs+kMicGz5skXLOqGFgVLCHEz2XRkLIRZYL2Te3ua/H2WRCacLHQELrDAnwVz70Hz2hjmU3eDJmN7+5bB51qIoXb7at8SeXKVBvm2Ovn8dzxunYCJ2D+90HlTOV9CmYKjJvYoVbtc6obQgD2fvS9Tkod0CkQXDyXLmM/+E4F669FeWaScP0qFTrDgPydSplWtR1IbiHL+BNVVhHRn6NVoDjMJ4QQn/c4z/0A7geAVatWRWlKKqjeq6iLf927opur0/La2sLYZYKCtGoCyXMGF/qqorWyvx8Ym+wqFpukYTb8jF2zxyb5fMLy36WchjwmmPnQpT8ueWwwnhUCY19xU66CvwmPazmHy/b51ofUReXYMkxGoQglGBi3QsPvBvDbADai9T78NYCPCyG+mX7zOilD8UYdtuLBKnRF/Jb3V3GpOac9V1wh6lr/Slc00RVbsT2dFcn1exVys22U4skEaMMUbEqATkEzFe+TXqwoyoVUtodvut76LOW1TAWMg1QrhO0/uGClXVar4uKVmQ5rbng82sa+bsyOT9S9Q09k8UifsV+EQqZptaWsRCg0nJqsIqK/APArQggnAVRmWWVDNT5182laRYtdC9y6GFjSwkWOptE+n+K/aRaVNrVDJy9d2hO1uDGRPZlSsB1yXOvmYZ92BIsCB+VZ0nvhbG3Lsoj4YiJOoeHfB/DHAD7arptLHAAAIABJREFU/vu+9mcfTq55vU8Ul63OWvjIXTfPn1MXnx3nhQ1b41UkkU52Wa1qXDirrEjh731Y3l/t6Bdf5UVmzVJ5zUznMXkvTN6fkaFBbysZoJ5EdZ4VQivluuyX0c1rrdecnW1ZBKVCNdVootpHWN5fxdR0s2s82sa+Ll5cegV1z19V7T7qgiXuO5PU+Th2PhYsqzJAN7bT3pccxNUSn0ZYlKsBxGUvs0/7XK/r2jdpe9V1oXTL+6va8D6Xtkf1wgjhFsES9FT5Rj4EkdcKJikb3bwWk4+41SaLQxZ5Ahg7LgrWCiHE7wf+/m9EtCOtBvUqUVy2Phtdk0ZOLjrvQzhlfBSLu23fuLQimfY1uRJUTIFWn0Y9o8/vVHWXgtgmwkHDngdVn+hCN11DhEaGBvHAM5NGS98cgLnQ3oPmnED/VUuUe65sY1+ngJli5gnA9vevdArfKwJxFmUcO+9M4rKKiH4SLa/YCgAHiGhSCLE5zjl7kaz2JUt8wqeTDItSGUAeGJvEjrFJLO+vQohWRtio7TN58l0ML7K8ilI2ELDs6up8+9L27pvGhM7DIsPKTdeMEzp/722rugyk1QrhmquWePVLMDujThbLtPDhOqVA+sayrN9HRo2LgvWPRHQfgKfbf98D4J/Sa1Jv4pthT6KzoqgmICD5F8r2oqom/tFnT+DRF04pvRlBTJtUpaIgfxdnU6lKybEJ3Sjhh6p9NzZvivwuGDZweWYWO8YmsffgGWU4oi7rXtgbpbuebUxE1WV1fWob+7rfuZQJeGykuIUOdfvITIKWY+djkbisEkL8CYA/iduwxUDSXmATKsNUEgmebJgKNwflmc/eUZlW3KREuRheTHuvonr243rUdWPCZFi0XVP327tvHcTh0+e0ytdArYrHRtbHNsqF22eTU0GSNpaZFNEs30dGjYuC9fNoFWt8HK3x8uX2Z4wHSbpsdUpNMFwqSWuJ6UVVpuieE/PCxmRpMwmgH3rP9R3HB1PT9xHgmDwOgLq4rG7RHw6v84n1lxN8lIn7ciCbYrCe1HPH69rzpuW90XnNbOgWMraxH9Ui6WL5zYvwO+oqaKMaYhgALKsWDSrDn84YlWRYlI+hQ3owbKJKrs9NSpSL4UUXkhg2MPrMlbv2n4rlUdddS2VYvLpdXNmmTLoYfUefPdGRTKLaR9i1tRXBElfxiFI3MUhSxjIOJy8+RgWLiCoA7hZCbM2oPT1Lki5bnVITJovQIpfJQtUOW4jey2ffni+MF16cV4hQ6evce1OtUFfKXIlqceqq8JrirFXp2yUyOYPcz2TazKoSYpJGcxaHT59TbkxNy0IVJQ2taSFjG/ujm9d2CUQXltXslt+8BI2LEFa9Oxw7Hw2WVW4UzRARB9X8l3bIsK8xSMoHU1a9qUbTaMgz1V4KyjZTJMCOscn5UHtXb/r4RF27R9pF7rvMy0HD4oXppnFfdPCaJtmXdnhcXAUpKWMZh5MXH6OCJYSYJaKfQMsiyMQkqQWxzwuedmiRq8AJt8PWLjlRyH8Hac4JDNSquGZpZxHbY6+f74qv1i1OXSdh+bdqH5gufbvKgnZhuonRz53oOCcAPDx+0pohz9RXaSyYTPeswyUU0tiuCHVcL16Z6YiFD5K3oHF571SClmPno8Gyyk4RDRFJk3ZYlK/xKSgfTEqUKaRQV3spLNtssljO5S7edFljTIeLkmCbl03hllGvKUlzHOj6Obgm0e6DQ/ce6ahwOHnxcQkRPEJEnwEwBuCi/FAI8XJqrWKM+FjR0g4tchU44Xa43IPN6hfOxuMbNuc6CY8MDWrrQ6kmM119r+as6IqZf+roWev1dc8wzQWTz963wXbGw6jsPXhG6300IfuziILGNr5tHr9eWfBmDMsqA0U0RJTNoxY0gNj2WYXfcZusVIUUhmsvmfoqTgHccLi1rY7W9JUZrNl5IFI2Q/m5aX601RHMc9zolN1gDbTVOw8ofyuQnDGDw8mLj4uC9UPt/38y8JkAwMn0c0L1gutSVqcdWhSe+HU1kXxC7yQ3DtTwP96+pJzoK5oUhGktTn0mM9PCPhwzb4OgL5qZ9oIp6rP1JY4iZBLSJsU0beFs2oSvCillEoFllYGiGSKK4FGLMhcEZUzw9wOhLIKqDK2AufxJMKTQN2mBy/l1BOdKl/Dm4B5rVWSGPKdOZtr2YJv6Ie9x47IHzFTnKyk4nLz4WBUsIcSmLBrCuKN7wVWfZTXhhMMLXEPvdJZAOVHoajLFTdvui89kZvJeuMTMS2yx8lksmKI8W190/SXTHvsUGZbonk1Wwtkn1K9sVvyiwrLKTNYWb9u4ztujlsRc4GvQk8enVQhWnl9XwF5FeK70lR/NWYFHXzjV1Q8mmWnbg23qh7zHDWBP/KW6tyTDA2Ub5PVYdhQTq4JFRL+s+PhtAMeFEP5VUJlE0L3gRXi5fELvVJbA4EShs8YlaQlywWcy0yVtqFbIOWZeVXU+LETyCBFIw0NoKqgtr/Xw+EmncErA7CHKUji79FXe1thegmWVmSwt3i7jOm+Pmu9ckKQhJO1nYQtRNnnTdb81lS5RlVwxyUxdyD1g74e0x03c56xrhwwPTHIccTh5sXEJERxu//dC++8tAL4C4BeI6FkhxKfSahyzeNBNFEVyg4cFhgzx03nngiloVVkERzevxejnTnTtPzKloQ9O3kXqGxu2eh2AWXk9fPpcIu3Ie1EXpgjW2B6CZZWBLC3eLuM6aQOR78LVZy5I2hCS9rMwheDbQpR1cmX3tvXaiBKg1UcqWai6jkmJsyVMStOw+PD4yY5EWVGes6kEzGIwqHFExgIuCtY7AbxPCPFdACCiRwB8DsCPADgOwFtoEdFeAHcBuALg6wB+Tggx5XseJjvyemmK5Ab3mRxdLEvy+0dfODVvARyoVbFr681az11QiITDLCtEHdkXizKpufSbrb98FCDTcynaxuCiKXwlJ3FZ1WtkZfF2Gddp14a0LVx95oI0DCFpPos4ctO0BcGET1+YlDjbOdIyLI5P1LuyEAP+z9kWGtnLBrXFoED64KJgrUJLEZI0AdwkhGgQ0eWI1/0SgIeEEDNE9H8CeAjA/xHxXEzK5P3SFMUNnrWQdREi8rdBT5hq43GeVqUkQnF868/ozl80r1/RFL6Sk4asYiLgMq6TNJ5FmZt95oIyGkLiyE3VbzfuOWT8jU9fjAwN4tjr5/H0S29gVghUiHD3re5bC4Dkja6mfWG+96Zrn0824jLS6wqkLy4K1h8DOEpEn2//fReAp4noGgBfi3JRIcSLgT+PAviXUc7DZAO/NC2yFLI+QuTRF051hRkGNx7nrSAnEYpz962DeO54vWscuoZTSorkEQWKp/CVnMRlFRMN13GdhPFsfKJuLNKrw2cuYEOIXc759MX4RB3PHa/P7+maFQLPHa9j+Kbru/pfZxxMes423Z/vc/YNjeyVcVRGQ0SauGQR/A0i+iKAH0Zrb+QvCCGOtb++N4E2/DxadUuYgsIvTYusJ0dXIaLaYBz8PE0F2cUzlkQozuHT57B72/qOfW1AS7kyFehUURSPKFA8ha/MZCCrGEeyGtfSIKPDNje7zgVsCDEnzggncLLhKpNUBrfRZ0/g0RdOYWpanQ4/Krr7SzL7X6+Po15XIH1x8WBBCHEcrRh2Z4jozwF8j+KrTwghPt8+5hMAZgDsM5znfgD3A8CqVat8msAkBL80Lco6OaalILt6xpIKxRkZamWVDKdtNxXoLANFUvjKThRZxaRDFuPaVLMpyTmADSGW2pWeVVNcZZLq+TbnREcdrqSiMXS1C++9bVViz7nXx1FZ10hp4aRgRUEI8SHT90T0MQB3AvhRIfRFjYQQTwJ4EgCGh4ezLX7EAOCXRlLUyXGgVlXWihqoVQGkpyC7WiGTDMUxpcDVFaZkmKhwQqZiYzISuSRM8GGxG0LkvT/4zImudO3NOeEVEeEqk1yMgElFY2Ql33t5HBV1jZQXqSlYJojoI2gltfgXQojpPNrAuMMvzQK6yTHPJBK7tt7cVXer2kfYtfVmAOkpyD6esaRCcUwpcOMU6GQYDZyQqcCY5oPFKJ/SJqlEDa4yyTW5UVLbFXpZ+ckK7sMFclGwAHwGwFIAXyIiADgqhPiFnNrCOMAvjZ68k0jYFOC0FOQ0PGO2trI3lckSTshUbHg+yB6Xed9mcHQtMWIMS9Rcm7HDtaqyIRcFSwjxvXlcl2HSoAhZFm0KcBoKclqLG1Nb2ZvK5AgnZCoYPB8kg8+C2zbvuxoc5b9Nx4af77JaFRevzHRkzWWF2o+8DcKLCTJsfyocw8PD4tixY/YDGSZD1uw8oNzjSwBe3bMl6+ZkClvCmLQgouNCiOEMruOakGkYwDbdnuFQQqZbX3/99ZRazDDJEV5wA/aiv6Z5f+OeQ85h3D7HulybsROlzxkzOlmVV4ggw/QMiznLIoeOMmWHEzIxZSeO0rFr/ynvCAzTvO+zNzdKhluWOfHgsjvZ0Zd3Axim7IxuXotatdLxWa+HLYxP1LFxzyGs2XkAG/ccwvhEPe8mMUziBBIybeWETEwRkR6o+lQDAgshXy5z8vhEXZmBFoi+4NYZFlWf+xzLJAP3eXawgsUwMRkZGsTubesxOFADoeVqTzpFcJGII9AZpmR8BsB1aCVkmiSi/5J3gxgmiGkPsMtvdURdcPsYHBejcTJvuM+zg0MEGSYBFlPYQhGSejBMFnBCJqboxAn5Mh0TdcHtk3iEk5RkD/d5drCCxTCMFxzDzTAMUwzi7AHW/XZ5fzXWgtvH4LiYjJNFgfs8GzhEkGEYLziGm2EYphjECfnS/faRu25OtI1MMeC909nCHiyGYbzg4p4MwzDFIE7IF4eLZUueKea5/lX2sILFMIwXLJQZhmGKQ5yQLw4Xy4a8FRzeO509rGAxDOMNC2WGYRiGcSNvBYf3TmcP78FiGIZhGIZhmJTIW8HhvdPZwwoWwzAMwzAMU3jKmqghbwWH619lD4cIMowHeW5SZRiGYZjFSt77mGQboqwB8k4OxXuns4cVLIZxpAiTO8MwDMMsRvLexxRnDVAEBYf3TmcLK1gM40jekzvDMAzDLFby3scUdw3ACs7igvdgMYwjeU/uDMMwDLNYyXsfE68BGB9YwWIYR/Ke3BmGYRhmsZJ3ogZeAzA+sILFMI7kPbkzDMMwzGJlZGgQu7etx+BADQRgcKCG3dvWZxZ2x2sAxgfeg8UwjhRhkyrDMAzDLFby3MfEawDGB1awGMYD3qTKMAzDMIsTXgMwrnCIIMMwDMMwDMMwTEKQECLvNjhDROcAvJ53OwzcAOAf825ECeB+cof7yg3uJ3fK0lc3CSFW5N2IKBRcVpXl+RcB7is3uJ/c4b5yo0z9pJRVpVKwig4RHRNCDOfdjqLD/eQO95Ub3E/ucF8tbvj5u8N95Qb3kzvcV270Qj9xiCDDMAzDMAzDMExCsILFMAzDMAzDMAyTEKxgJcuTeTegJHA/ucN95Qb3kzvcV4sbfv7ucF+5wf3kDveVG6XvJ96DxTAMwzAMwzAMkxDswWIYhmEYhmEYhkkIVrAYhmEYhmEYhmESghWslCCiXyEiQUQ35N2WIkJEe4noNBF9lYj+hIgG8m5TkSCijxDRGSL6ByLamXd7igoRrSSiw0T0ChGdIqKP592mIkNEFSKaIKIv5N0WJn9YTtlhWWWGZZUdllP+9IKsYgUrBYhoJYAPAzibd1sKzJcA/IAQ4hYA/y+Ah3JuT2EgogqA3wHwYwC+H8A9RPT9+baqsMwAeFAI8b8CuA3Av+W+MvJxAK/k3Qgmf1hOOcOySgPLKmdYTvlTelnFClY6PA7gVwFwBhENQogXhRAz7T+PAnh3nu0pGO8H8A9CiG8IIa4A+CyAn8i5TYVECPGWEOLl9r+/g9aEPJhvq4oJEb0bwBYAv5t3W5hCwHLKAZZVRlhWOcByyo9ekVWsYCUMEW0FUBdCnMi7LSXi5wH8ad6NKBCDAN4I/P1N8GRshYhWAxgC8FK+LSksT6C1oJ7LuyFMvrCcigzLqk5YVnnCcsqJnpBVS/JuQBkhoj8H8D2Krz4B4NcA3JFti4qJqZ+EEJ9vH/MJtNzn+7JsW8EhxWdsZTZARNcCeA7ADiHEt/NuT9EgojsBfEsIcZyIPph3e5j0YTnlDsuqyLCs8oDllJ1eklWsYEVACPEh1edEtB7AGgAniAhohRK8TETvF0L8jwybWAh0/SQhoo8BuBPAjwouyBbkmwBWBv5+N4A3c2pL4SGiKlpCa58Q4vm821NQNgLYSkQ/DuBqAO8goqeEEPfl3C4mJVhOucOyKjIsqxxhOeVMz8gqLjScIkT0GoBhIcQ/5t2WokFEHwHwaQD/QghxLu/2FAkiWoLWZuofBVAH8BUAPyOEOJVrwwoItVaIfwDgvBBiR97tKQNtq+CvCCHuzLstTP6wnDLDskoPyyo3WE5Fo+yyivdgMXnxGQDXAfgSEU0S0X/Ju0FFob2h+hcBHERrM+wzLLC0bATwswBub4+jybbli2EYJglYVmlgWeUMy6lFCHuwGIZhGIZhGIZhEoI9WAzDMAzDMAzDMAnBChbDMAzDMAzDMExCsILFMAzDMAzDMAyTEKxgMQzDMAzDMAzDJAQrWAzDMAzDMAzDMAnBChbDlBwiWk1Ef9f+9zAR/acY57qeiL5ERH/f/v/y5FrKMAzDLEZYTjGLDVawGKaHEEIcE0L8UoxT7ATw34UQ3wfgv7f/ZhiGYZhEYDnFLAZYwWIYC23L22ki+l0i+jsi2kdEHyKiI20L2vvbx11LRL9PRCeJ6KtEdDcR/e9E9KnAuf41Ef12+9/jRHSciE4R0f2BY+4gor8hopeJ6FkiulbRpluJ6AQR/Q2Afxv4/INE9IX2v3cR0R8Q0YtE9BoRbSOiT7Xb92dEVFXc7k+gVXEe7f+PJNCFDMMwTIqwnGKYYsEKFsO48b0AfgvALQDWAfgZAD8M4FcA/Fr7mH8H4G0hxHohxC0ADgH4HIBtgfNsBzDW/vfPCyFuBTAM4JeI6J1EdAOAhwF8SAjxPgDHAPyyoj2/D+CXhBD/3NLu9wDYgpZAegrAYSHEegCN9udh/mchxFsA0P7//2Q5P8MwDFMMWE4xTEFYkncDGKYkvCqEOAkARHQKrfAEQUQnAaxuH/MhAD8tfyCEuNA+/htEdBuAvwewFsCR9iG/REQ/2f73SgDfB+AGAN8P4AgRAcBVAP4m2BAiWgZgQAjxl+2P/gjAj2na/adCiGa7nRUAf9b+PNhuhmEYpvywnGKYgsAKFsO4cTnw77nA33NYeI8IgFD8dgzATwE4DeBP2gLvg2gJun8uhJgmor8AcHX7HF8SQtxjaIvuOtp2CyHmiKgphJC/C7Y7yP9HRO8SQrxFRO8C8C3H6zAMwzD5wnKKYQoChwgyTHK8COAX5R+BzEbPoxUjfg8Wwi6WAbjQFlrrANzW/vwogI1E9L3tc/QT0f8SvIgQYgrA20T0w+2P7k3wHvYD+Fj73x8D8PkEz80wDMPkC8sphskAVrAYJjkeA7C8vcH4BIBNwHwIxtcA3CSE+Nv2sX8GYAkRfRXAb6AlsCCEOAfgXwN4uv3dUbRi6cP8HIDfaW8ebiR4D3sAfJiI/h7Ah9t/MwzDML0ByymGyQBa8MQyDMMwDMMwDMMwcWAPFsMwDMMwDMMwTEKwgsUwDMMwDMMwDJMQrGAxDMMwDMMwDMMkBCtYDMMwDMMwDMMwCcEKFsMwDMMwDMMwTEKwgsUwDMMwDMMwDJMQrGAxDMMwDMMwDMMkBCtYDMMwDMMwDMMwCcEKFsMwDMMwDMMwTEKwgsUwDMMwDMMwDJMQrGAxDMMwDMMwDMMkBCtYDMMwDMMwDMMwCbEk7wYQUQXAMQB1IcSdpmNvuOEGsXr16kzaxTAMw+TH8ePH/1EIsSLvdkSBZRXDMMziQCerclewAHwcwCsA3mE7cPXq1Th27Fj6LWIYhmFyhYhez7sNUWFZxTAMszjQyapcQwSJ6N0AtgD43TzbwTAMwzAMwzAMkwR5e7CeAPCrAK7LuR0MUxrGJ+rYe/AM3pxq4MaBGkY3r8XI0GDezWIYhmFyhGUDwxSH3BQsIroTwLeEEMeJ6IOG4+4HcD8ArFq1KqPWMUwxGZ+o46HnT6LRnAUA1KcaeOj5kwDAgpRhGCZhyqK0sGxgmGKRZ4jgRgBbieg1AJ8FcDsRPRU+SAjxpBBiWAgxvGJFKfc7M0xi7D14Zl6AShrNWew9eCanFjEMw/QmD4+fxANjk6hPNSCwoLSMT9TzbloXecuG8Yk6Nu45hDU7D2DjnkOF7COGyZLcFCwhxENCiHcLIVYD+GkAh4QQ9+XVHoYpA29ONbw+ZxiGYfwZn6hj39GzEKHPi2rQylM2SO9ZGRRRhsmKvPdgMQzjwY0DNdQVAvPGgVoOrWEYhvGnDGF3ew+e6VKuJFkatFz7Kk/ZYPKeFe25MkxWFKLQsBDiL2w1sBiGAUY3r0WtWun4rFatYHTz2pxaxDAM405ZvB0mJSorg5ZPX+UpGziygmG6KYSCxTCMGyNDg9i9bT0GB2ogAIMDNezetp6thAzDlIK89wq5olOiCMjMoOXTV3nKBl1fcWQFs5jhEEGGKRkjQ4OsUDEMU0rK4u0Y3by2Iysf0FKu7r1tVWbzr29f5SUbVH2VZWRFGUJOmcUHe7AYhmEYhskEnVdDAIXKPqfyCD2+fQMeG1mfWRvK4hnK03tWlpBTZvHBHiyGYRiGYTJB5e2QFK12U97RAnl7hnzIq684wQZTVFjBYhiGYRgmE+Sid+/BM8qsd7w4XiDYV70c/hYnxK8sIafM4oMVLIZhGIZhMkN6O9bsPKBMhc6L4wXy9qKljQzxk14oXy8mly5higrvwWIYhmEYJnOy3GM0PlHHxj2HsGbngULt9VrsxM0qyaVLmKLCChbDMLz4YBgNRLSSiA4T0StEdIqIPp53m3qFrBbHnAihuMQN8ePSJUxR4RBBhlnkxA3RYJgeZwbAg0KIl4noOgDHiehLQoiv5d2wspPVHiNOhJAOSaRHTyLEr9fDKJlywgoWwyxyePHBMHqEEG8BeKv97+8Q0SsABgGwgpUAWSyOORFC8iRlmCtTpkSG8YEVLIZZ5PDig2HcIKLVAIYAvJRvS/KjjEVdo3hJynifWeJqmLP1YxkyJfJYYKLAChbDLHI4CxPD2CGiawE8B2CHEOLbiu/vB3A/AKxatSrj1mVDWcOJfb0kuvs89vp5HD59jhfacDPMuY6XIof4ud6DqxLGytrigRUshlnk2BYfLBCYxQ4RVdFSrvYJIZ5XHSOEeBLAkwAwPDysyj5eeooSTmybk1Tf79623nke093nvqNn59PKl0W5TAsXw1wS4yVt+WM7v+4edoxNYu/BM/Ny0lUJK6OBgokGK1gMs8gxhWiwQGAWO0REAH4PwCtCiE/n3Z48KUI4sW1O0n2/e9t6HNl5u9M1dPcT1pptykIvG6dcDHMqBQxwHy+qZ7ljbBK79p/Crq03x+5LF/lmaqs8fumSPidFsigGCiYbOE07wzAYGRrEkZ2349U9W3Bk5+0dSlecGiUM0wNsBPCzAG4nosn2fz+ed6PyIMu6VTpsc1ISc5bP/egW4L2eGt6UHl3euw7X/lU9SwCYajQT6UuXsWJra6M5i6lGU/ldeGwUwUDBZAd7sBiG0cICgVnsCCH+GgDl3Y4iUISMb7Y5KYk5S3WfhG4PFqBfgC8Gb4Vu75ROMQKAah85jxfTM/PpS50n0TZWxifqmL4y49RWFeGxwfudFxfswWIYRksRLNYMwxSDIhR1tc1JScxZqvu897ZVXkWRF7NxynSP1169xHm8DPRXI19HYvIkmsaK/N2FabV3Ksjy/qrT2MiqsDZTDNiDxTCMlqQs1r28F4FhFhN5Z3yzzUlJzVmq+xy+6XrneSwPb0VR5lndvQPAlIPCIu/Dptz0EWF8om68R5MncdO6FR2JS4CFsaLzwoU9mbVqBY/cdfP8tWyJVxrNWVSIMCsEBlkW9jSsYDEMoyWJGiWcKINhmKSwzUlR5ywX5cRHucw6nDLPeTbcdyrFRWJTMMP3YWJWCOs96rxc9akGnjte72gjAbj71tYz3jE2qfydQMujaRp7tnuaFWJ+LLAM7F1ICHs2WSK6HoAQQlxIv0l6hoeHxbFjx/JsAsOUnqytnBv3HFJaMwcHas5ZvZjFBxEdF0IM592OKLCsKheqRX2tWokd/pjlXJvXPKvru/etWoYvf/18hwLTRy0FRQigQoR7PrASj42s7zif7j5MmO5Rdz7pRVKda3TzWjwwNqlUEKP0J8vA3kYnq7QeLCJaBeBTAH4UwFTrI3oHgEMAdgohXkuprQzDpEQeVs7FvBeBYZjik1ZCCpPHK6ryFTVhgy+u7dP13Wv/1MDj2zfMn6NW7cN0c27+mFkh8NTRswDQoWRFaW/4N8G2D/RXUe0jNOc61SWVciXPtffgGaVyRUAkDyTLwMWJKURwDMATAO4VQswCABFVAHwUwGcB3JZ+8xiGicr4RB279p+aTyG7vL8KIZB5ZivOnMTkBRGdFEKstx/JLGayXgBHNXSZfpfkPOvTPlPfBRXMNQ8dUB6376WzHQqWaf+Wzus00F/Fxj2H5hWq716amVeoLkw3Ua0QatU+NAIKno4b2+F/KgSiGSJZBi5OTFkEbxBCjEnlCgCEELNCiM8CeGf6TWOY5BifqGPjnkNYs/MANu451DO1SHQ8PH4SO8YmO+pzXJhuOtfr0KHrR1P/cuYkJk2IaJvmv7sBfE/e7WOKT9bZUqPW6tL9btf+U8p04lHnWZ/2ufadbjdK+HOdvHhi+wb8x596b9d31Qrhu5dm5rMEXphudnmrmrMCl2fsypXsL909DUYcDywDFycmD9ZxIvrPAP4AwBvtz1YC+BiAibhxyZ05AAAgAElEQVQXJqKVAP4QLQE4B+BJIcRvxT0vU07SjFUvc5KFKP0yPlHHvnbohSsuCwldPx57/TyeO17X9m8SiTIYxsAYgH1Qlym6OuO2MCXENyFFXHkV1WOm+15lOBuoVbFr682R5lmf9rn0nY9B00VeBL+7eHlGazgMMmdJNxDO6JdkghKWgYsTk4L1rwD8GwCPAhhEK/z0DQAvAPi9BK49A+BBIcTLRHQdWgrdl4QQX0vg3EyJSFsBKmvBx6j9oosf1+EqOHT9+PRLb3SFbYT7N+/UzkxP81UAvynE/8/e+4dJdZ13nt+3qi9QLTk02OzaKoPEOF6ICRIdeizZzGaC4hFO9CNtsEQU2ZtJ5hlt9pk8CbKmd5CjtcBRAmtiS5k4OxNtfnjGUpSWhNIWxglyFhJPcJAN7kYYCzaxLSSXNGts0dimC6jufvePqlPcunXOvef+qnur6v08jx7R9ePec0/de97z/uave98govdlMB6hywizAU5CXkUNGfMLn/Ny1cL69k6FzoXZ1IcZ3+hwGUfPvNGUA0WiZiU+hZ9nbtBpD6Tykxfe91Zu14cehoGAlmITaShEIgP7D6OCxcyXAfynxn+Jw8yvA3i98e8fEtFLqCtyomD1GWkrQEnE12fRXyTqvARd15JBB4MLBkJfi+m4fsnCgtABtgH4geG9D3RyIEL3YrMBnpis4P6njgcalIKIWsJd9z0TlelqS6nxMIpgmPFNTFaw91ilOSdzzNh7rIKRa5c2z+MnC3538/WB1+JHGKXT7xheOq0Q5aWHmZAcueiDRUTXARgG8EK2IxGyIO0E4zDWON0iByCyxTLOohl1XvwEjlMkPHR7tLAR03FNiceSwCt0Amb+bz7vSa10IREmJisYe6ZduVKEkVdRPSS6781cng1syKuwVQTDjM/GEGiSHWQ1an/8SqoD9dA/vzDCqKF/E5MV7Nx3sjn3cUIyuzmNQTCTuYJFRFcD2AtgGzO3WSGJ6F4A9wLAihUrOjw6oROkXWHH1hpnWuQWOYVInqS4i+bggiIuXG63VA4uKGo+fQWTlfOqBUX8zgei93UxzeOW9eWWHCz1elShJVa8fCG/iSAAO/edRG3OHHwdVl6F9ZB4n8NHtq7D6HA5VGNeAL7enijPuul4lelqS2U/Xal0BlpkYpTz+zUFVqF/pjlaMuhEMjgqZdt9P0xXaxh7+nhzTGHo1jQGwZ9MFSwiclBXrp5g5md1n2HmxwA8BtSbN3ZweEKHSLvjva01zrTImQRXkMUy7qI5o1Gu/F5XpJVQ63fckWuXBp4vSHjqFNL7xqewbXyqLQFZ6AxiWRV6lbCbeT8vURR55e3VxAycr9as18axp49j576TmJ6pYXHJwSKngOmZmlX+7YMTJ9oa/Po964BZnpgiGNQxgCul0gntlWjc1Qlt1xrvbzdUcrQeKqX0Ji0T9xw4rVW2a/McSSmSPlm9SaCCRUQLAWwBcJ3788z88TgnJiJCvVjGS8z8qTjHErqbTlTYsbEWhl3MgiyWcRdNk6BUr/ttENKKHzcdN+h8Nht1nUKqrlU29tkgllWAiP4UwG0AvsvMP5n1eIT4JG048BZ1CHt+t/JmuzbW5rn5velqDSWniEe2rjN6c9w8ceSVlhwp0zlUCfgLl2ebCoXK7do2PuWrXHnx8/5588Xc5/euNbrfzilSm4fMq/TaykQbxdtPhkdRiqRPVm9i48H6HIDzAI4BuJTguTcA+DCAE0SknqyPMvMXEjyH0CXkocKOaZEbKjm4NDsf2sMWd9E0Ca8iUSqehbAW3TCft9moBwmmTm3sJSTuCt1kWU3LGAjgMwA+jXpbEaEHiGI4MHlJAODQqbOhzr9z30nfkL6wa6P7OzYw0HatYUrAK2yVqzh4x6VVNuc4cvEmN0FyVckGv6suEGHl9v2hxpB2FI+QDTYK1tuZ+f1Jn5iZ/x7J5DgKfUySm2HTIrfjjjUAwnvY4i6ad9+4HI9r+lndfeNy6w2C7fyEVdhsPu8+t0kguYWnTTWo16arfdczLUuFr8ssq6kYA5n5S41CTEKPEMVwsOOONUbvkPd7fs/sxGTFqihF2LVRfads+dlKYy0NKkQRBV0oIFDPebpYm/dVLr141xqjIjhTw+THbgkxynaCGizb5LoppTOM7JA+Wb2JjYL1ZSJay8wngj8qCJ0j6c1w0CIX9phxF00VI+/uL3L3jcvx8OhaY+8Pt/AJMz9hLbpBn7dNvHYLT5sSxERoKz28bXwKH3lqCvPc3iwyLHkLicta4esyy2oqxkBbpCBT92BjONApSUsGHa1y5P3e2NPHm+FqKl8KqD+ztl4m9zE3rl6mNbbpvhOmlLt7LTE967bKUHmo1JyrjauXaQsfPXR7q7HSxv+1cfWylr+TMvrofl8/xVsnG4IIIzvyEMUjJItRwSKiE6gbIQYA/AoRfQt1qyABYGaO17xAEGKSxmbYvcipBfi+8anIFiXb3iomJezh0bUtycgTkxVs2H3QKJjcQibM/IS16PpVjjL1ivGii5FX465MV7VW0HnDIdXrcQtj5C0kLmuFr8ssq5kaA6UgU/5Ra61ufXGvRybDhk3F1B3PnWyrllebZ+x47iRGh8tWa4n3mJ8//rr1d7zPrFMkXDbkP1Vrc7j/qdbKd+7S4wsHCiAwZmrzvucmADOXZ8Goz9Xnj7+OLevLOHTqrK+xcsPug4FeM2/4ZRJGH9Pvu9inWIbf7+aniOYxnFroDH4erNs6Ngqh68kijCnNzXCnPAdhzhPkFfIKmTDzE9YqaAoBAepWUT/lihrH3bh6GXbuO9n0SKk+Ioe33wyg9Z4qhEimjlMYI28hcXlQ+PJuWRVjoGCDd/1kXFnHvMYYk2Hj0Kmz2LV5ra+sM+Usqdf9ekIx6jm23nwqvzwotZ6aihwFKTFzzC3VAi+6lKnpag1OgVAgs3ELqEcWuD1709Uaxr/yKvbceYNvBUBT+XY33rUuCaOP6fdd5BTalCUlV5Vi7kX9XiZyGk4tdACjgsXMZwCAiD7LzB92v0dEn0W9QIUgZBbGlOZmuFOegx3PtSc7m87jlxit89b4zY9XITaFdJisgn6qjp+wKRJhnhkXLs3iya+8ijmXYPX2EXFvEkwhkUGE/c3yFhKXN4Uvp4gxMEO6pSiMqUppeajUNOoownruFROTFd/3V27fj8UlB06RWqrq6foJuvswmtCN3YttgYwdz53EVQsHtNUKh0oOrlpYLyAxuKCImctzTWVwkVPQ9muszXObd0xXPdFUvl2hW+viGn388rge2brOeD+HDaFMWnZ0y7Mm1LHJwVrj/oOIigDWpzMcoRvJKowpzc1wWM9BlIVvYrJitEzqkqZNidGqmaIX0/xsXL2sTSHee6ziG9KRFMoLZbpuUx+ROAnYYbw9aYXERRWMeVP48kjaxkAiehLAzwB4CxF9B8BDzPwncY4ZRLdspLLOEfSOxW/ObNZ0mypx3vwqt/fH/W8djCteoSWDDqZnrvS9CtuHEYDVOmC7dk5Xa8Z1+Xy1hh13rGkzyh06ddbaO6byz3QVAP2YuTyLBydOJCqb/AxXfq1IgCuyYXHJAZHZoFgkwq7N9fB+1XA5ztjz9Kx1O51aX/1ysB4A8FEAJSL6Aa5U/LuMRpy5IADZhTGlmR8SxnMQtUGuX7Kz9zxhPqswzY9f+EuQNVQRFDISB919EyZx20tYb0/SIXFxBGOX5UBlTSrGQGa+O+4xwpD0RirNzURaxrUw1U91OVW6OQta020L83jD2dzhfLbrU22e8YPqLB7Zuq45Ppv+VW6WDDqB4XeXanOB+VNuTK1BFpectnvSpugG0Ho/RNkTnJuptZwr7POgu5eiGq6UbLC5V+6+cTkA++bJQWSdj9srdFJR9QsR3AVgFxHtYuYHEj2r0FOEDWNKUuCH2QyHOW+YBThqg1w/y9/G1ctarF5+n/UTCrr5uS+BUsO/dOMKrYDd8I6l+PI337CqDmXCVMlrccnBIqeAczO15kYgqNFlHrw9cQVj3nOgsqbXjIFJbqTS3kykYVyzHbMup8qNd86C1vQoVeIUUa53jrnZsLfg07Cm5BQAUNu4b73+bS0ywhvmbYp4KDkFVA1K1xyzNgfJz1Njg5ofkywLW77d+9uaZJXpXtq1eW1gLp2f/LO5V8a/8io+f/x162c5qgfWW25f8KeTiqpNiOBfEdFPe19k5i8lOhKhawmjjGTl5g57Xm9FO2/isc3Cp6jW5rBz38m28AoTCwcKbbH4phj1oZLTFCS2yqNJyC0uOU2BPTTo4EcXZ7WhMKPDZd8S8tdFzJcCAKdAxkpe09UaSk4Rj7qsvjpLoilxPSvyUKiil+k1Y2CS90vam4k0cgRtx2yzyXXPWZA3OM7zqK7XVAQhqECPXzRAtTaPDe9Yipe/XzUqU5XpKp448oqVYWvpVQsxc3lWq4CpNdNbSdCmb5cfan7GNq3C2DPHW8ICnSK1lG+3DQVXv5dOtm8bn8J9T01BN+3qXjq8/WbjMxC0X7C5V2rzHCoFIGh/4mdolVBBezopj20UrDHXvxcBeDfqjRztYomEnidMGJNJeN7/1PFY5dB1BFWhcwttPwVFF/539MwbTSXDJsb93EytKaSUMDRxabbduuiueKVQTZDDKo86hdgpEC5cnm0KBJ1A9W5yvCXkFaZGl97xOwXCgoErCdKqimBQJS/3GMIkrmeFFKroGD1hDEzyfkl7M5FGjqDtmG2uwTtnft5gm3XcKRLArWGC7uvVzcWW9WVr5cfE4W++gaGS0/x7/4vtnhHb4782XcUjW9e15JIBrcYtbyVBvyIUbgpUVyhN86MdKANHz7zRzLGyUUiBK8WaTC1B/A4RdO8EyZ64TZl1KQBBss4vTD5Jo0m35H9GpZPyOFDBYubb3X8T0XIAn0h8JEJXYxvGZFrYonQ/98OrdJgW7Nca7nWTgmLawD9x5BWMXLsUo8P6Bo1BRBG2SnFwJ9jeNz4VqDwC7YumKmihvHN+ZXLd2GxqdPNBAN77jqU4+doPm0rc1YsG8NDta4y/s19IhPK0mUadtncorXBTIRY9YQxM8n5JezORZI5gUIEJ75iDNrkEuyIQCpPh6epFAy3FKAD/69W9Z5uv5IdaN+Ns7AHXPHrDEht/m2SejZI1z8A8M4jqCo43isDUI8ytgNooV4Qrxs4osjTo/g9S8uPkBAPAhUuzWLl9v1WDY0VQrl43tafJkk7KYxsPlpfvAPjJpAci9Ac2lp8krDG28fSLS47WAqbGYFq0uHEOt2Lp1yA3CZRXxlZ5rExXsXL7fm24n6oa6C3NHoTNxmx0uIyjZ95oEZoM4CvfPtci1M/N1LBtfAo7njvZ4rlyn8vkCQu6h9L0DsUJN+1Vq2Ae6BVjYJL3Syc2E0nkCIbt8QcEb3IZ4TaFNvMeZFhxz4W7Ub2tVyYuQbJHean2HDjdVr2vNseBMk8Z+K4ZKuG6N5dw+Jtv6D/L7Y2P/arm6sasWnp4Kxa6rzHKjNrc/zYtTqq1uci/q1tZfuDZExgadLRRIzoPrCmMspva02RJJ+VxoIJFRH+AK/dxAcA6AMcTH4nQF9hafuJaY2y+r8Li/Lxbfgqh17pk8hZduDTr2yjSBiUU/EIidDDM4X4qfyoM3/1BtSXHasmgo/VCHTp1tk34mbxk09WaVkExecKCRpy2dyiKEJJCFZnQtcbApO6XblHu/QxiplxK9bdpPSxH2HD6zXucpvCdUq7e61NkaKjk4LYb3uab5+Qn89xh1+r6/NCFc4dhnhnf3n1ry2tBTZNtMOVSu7FtcaKKgmxZX8b+F19vyloVzmkj96u1OSwcMDc4th2bSeaFibbol3zhTsljGw/WUde/ZwE8ycyHUxqP0ON4vT0m/KwxNguGSUi4rWKmRF8Fw99TstgVE+/G+/Dalv81QQC2rL+SD5aUsI5yHG/xqXMzNYw909pMEggfxqJTUHSbw6CQoChW57D0ixAKS9ax+2IM1NMNyr3p2TH1+FPo8mSBdIwsYQwrQREU5YYH6Mi3zrUUCYqTq8UAXv6+Pmy63PACBR1/aNAxhkrOXJ5tRkRMV2u+OU4KFYIfpniFYnBBsa1/VFJrbNSoA78WJ5Mfu6Xl9TBy/3zVv8Gxzdh0nw0bbSH5wsniq2A1+oj8K2b+UIfGI/QBSuCv3L7fuNj7WWNsFgyTlWfX5rXNz62MUe0OAH5wsWZVHjXI0hoEo+4ROnTqbKxSuWmhQkvcHrwoYZI64endHJosmKaiFmnElIsQaicnsftiDOxS4jxTnfLShTGs+CkC3tA5N0GNe4Mwfde2yuCl2lxLvpTywNTmuWmMDFVRkML391JcuDyHC5fr16PWk8UlJ3Y0iMIm6gC4cl8Fef5M37e5fr8Gx6ax2Xw2bLSF5Asni6+CxcxzRLSMiBYw8+VODUroXpIoF+6HacHY8Vx7GfRFTqH5WW+FuqjndzPPdSFks9CNDpeN/adsiBsWkTaqF0cUS6WiQBSosIYVAGnElNuOIWuPTifJOnZfjIHdTdyNXVwvXZyoCJ0SaMqpAVpD1Gwb4KqiRH6FfYKw+d5MbR4TkxUA+mq2oc+ZYGRktTaHam2uzXin/lb5UMpbZ1NYxKQIT0xWWhRMwL9diskQ4JczpUhTgQkbbdHJkOJ+kI82IYIvAzhMRM8BuKBeZOZPpTUooTuJUi7cVAXItDEzLQzT1VpL4qh3cdUJi7iVgNR5bYmr0OWdj4xPIUgk+3m25pgDvR5BAsC7aNtaHMMs9rbJ8Dnw6HSMrMMmxRjY3ajCOO6+elvWdya00fZZNW3adT0NgxQLdQ5v+w9GPa914UAB56u1ZrXYJ468gmuGSs0wsjTliFL+8hgtAbTKD5VXppRPd76ejYLlLlph6jHmPbeuXYqfguSXS5x2r8YonuFOhBT3i3wkDlgJiOghzcvMzB9PZ0hmRkZG+OjRo8EfFDLBFL5VJMIn77pB++CYmtISgG/vvrVt8Tt34RJmDF3og1gy6GBwwUDLphho3Si/dr4a2ur2sicR10TcXKxuxzZsMGoPK7+mw37n0H3PG04alrChjN1OGtdLRMeYeSTE5/8IwE8ByNwYKLIqHGk8g7bY3rth7nG/8HcguPmw8lp5N/pJ9dUKIq1KuElj6ku2ZX2wgqWu0eQR88NdTdFGQcrKW5Plc+VHr8lHk6yy8WB9g5mf9hzszsRGJvQMfj2uTNYJU1NaZVnyWjni4G32+8CzJ7Br89qWB/rBiROhe5bc83//Q1uysq4Br22Bj14kjMCO6vWw7d/itTimEd6WtUen0+Qkdv+1xn8FAG9qvNYN+8S+J80Q06DNbdzGxrrX/bzn3mpxOkxVXqu1uUR6avlRJMJbFy/qChnlLTUPXJm7IEyl3m2Uq7BKQFaFZvJaRbRf5GPB4jMPWL4m9Dl+bmd33PnEZAUbdh/Eyu37ceHSbN0K5UJtzGx7WUXFPSbFw6Nr8aGbVqDgbcLow+FvvtEUhHPMePzIK3jnR/dj5fb92LD7YDOmHagveIe33xxYQrg8VEKRQgwixywZdMLtcgktc2ZLUP8Wavzfa71LY7E3PQu9WghjdLiMXZvX+s5zB/gGM+90/wfgpSQOTETvJ6LTRPRPRLQ9iWMKV0hrw6WMdJVG7pIyrLnXF9tnNcwzPbZpFUpOse31JYNOsyJsEHGqxcaRHHPMxvF3C35zt2RQX/3XFtUuRe1hvDK+U9iOQe05vr37VhzefnPmyhXQP/LRqGAR0c81yt6Wieg/uv77DOoVmoQ+x/uAb1y9zHdRViVb3QJvuloDuL7oeTdmnbBmqDG5r2Pk2qX41q5bYwmp2vyVMu/bxqdwnWcRtKkyZSNgBx0bG0l2XLWgiIshQzqZgbFnjocWWqbFWcW5X9MI69hz4HSkDVYYdBuUXq/GlANBnooxsFFA4w8B/ByAdwG4m4jeFfe4whXS2nD5ecYUts9qmGfaa3AYKjlY0ih88YSlByqOgY2ANsOlLeVGRbtdm9f2jJFPUR4qhauC6EEpZ0FKe9rYGA7yTL/IR7/d2Wuol729COCY67/nAGxKf2hCntE94HuPVbBlfdm4KF8zVNIKvNo8gxltGzNb4TpUciILk8Ulx7hQJW1NsT02ga0rDupCJPJCsUBwigWjF9LvF1Ol3/2wUfDdzSFNwijpxV6FJFVrc81nISOPTl/QAWPguwH8EzN/q1FA4y8A/EICxxUapLXhsvWMLXIZqoZKjvFZXThw5XNLBuufA6D1JCiDwyNb1+HS7HxzY2+7YsfxYM0DuGrBQKRmy6rf1Z4Dp3H3jcu72pPlhmBu/2JDySniodvXWCntaZOHMcQhJxEPqWPMwWLm4wCOE9GfM3MyjQeEnsGv4d4n77pBW2zAL6Z7utreU2ps0yqMPX28JYHVS8kpYscda5pjem26ikJAArH7u0Tt1ZJU2fc0qNbmsG18ytfzFKaIh9/cZE0B/lUW77lphW+ydmW6igcnTjQrRLnjx3X5eUrB934+KL8jyTh177jmmH373giJoIyBd6BuBFT8EMB9CRy/DMCd1PEdADcmcFyhQVq5IkFV1HRFAHQVZ3Wfu1ibx9Ezb7QUolDVALeNTzU952mGupecAqoGeXG+WsPUQ7c0x79z30kr7407T1mtqWnnfXUCRv0+85Zft0XJjDC9sNKiF3KYuqEBelwCi1yIciXo8HvAvcUcbAscaBOaPW6OAtW9TtMztTYhrDbeNo39VF8sk6dItwAv8eltEpaolRA7QVIVpGrzDCJzyeJDp84Glq53C3Z3KVeT0vTkC69inrnl3jD9xu57OKnFPut+UP3QW8RLB4yBOmdr211NRPcCuBcAVqxYkcIweps0Nlx+xVcmJiva5u+659X0XOsUD3U0byn2NPDrVeWOklD9mMLKr2ptDvtffD3y+BROgTI3Bipv3o471gQabk1E6YWVBtLsvjvIdwKHkFuCYubdxRyiVo/bc+B0WwjcPAODCwa0eR7KymjDhcuzvtehIynlKu88snVdpNASHX6OxNemqxjbtApOiIoiavPjV7FShQHe18h9K/iErCZNlpbFbo/Lj0uKxsDvAFju+vvtqHvNvOd/jJlHmHlk2bL23khC5zGFIgH1PBpTpINtBcEg3GHCaeCnI8xcnm159qNeQ1y5Vx4qYc+dN2iLSzgFCgzvT2L63OGmo8Nl7LnzhuY94Yfut1OVaU3HD0PUYhn9ksPU7diUaU8NIno/gN8HUATwx8y8O8vxCPbYlmUOs6h7m/6ZZIc6ptdaP3N51tpaWJtjbBufwlULeiO+XKF6XNh48XQMlZymJTlKyfowMIBt41MYKjmhQjaCmgi7jw/ocxnSEkZZWhaz9p71MF8F8E4iWgmgAuAXAfxStkMSbNF5xjbsPugrK3QVBKOWLZ9jhlOkjufLnpuptbRHWeQTTpgWBOC6N9dzr6dnavWKslwPX3T3otSFLxKA975jKQ5/841YY9A183XfE349mYIq0wZFCvhFFMRptpvX8utCK0YFi4j2wSdSiJnviHNiV2Wmf4W6hfCrRPQcM38jznGFzmD7gJsEk643kSpGEKQkXTNUwoMTJ1ryd6IKvwuXu7vpLwEYKNSrFgLApdk5HD3zRmAjSxPT1RrW7XweO+5Yk0hoyKBTCAyHDBsPXyDCxtXL2ppwBlEkagsf9BI3xC7LflC9EJefR5h5loh+HcAB1I2Bf8rM6SRpCh3B75lwiqStIBg13K88VMKFS7OR8n7i4jaw+IUTmvALF79qQREzl+d8I1QYaFGQzs3UUHKKeGTrujaFx7v2qjU+Kk6RsOeDN7QoNLq13W/NNuVc2fTCClKg4hrE+iGHqdvx82D9XuP/mwG8FcDjjb/vBvByAuduVmYCACJSlZlEweoSbB5w3eLlFAlOgZobb5UPZZMMrCxiaXey7xYYV5QroB4yEtfrNF2t4SPjU0jC1lmb58Tj7+eY2wpa2BQ2mWfGt3ffanw/jkVRkaVlsV/j8tM2BjaO8QUAX4h7HCE+SeQZ+nmkrlowoN2UDw06WDhQwPlqLVQhpbFNq6yrwuqPUcDsPEf2gCllMsoS7PeVaq1VuVKl4S8HjLNam8POfSfbfjPvfiLIywjUc7I/ddc6AGgpXrFk0MFDt68J5S1SylSRqKno6Ax5tgazIAVKDGK9j18Vwb8DACL6bWb+addb+4joSwmcWyoz9Qn10IT6QjPoFFCb4xavxqXZejUmGy+U1yIWRFIFG3qF8lAJ3/vRpUBrZlKBJLU5xpJBB4MLBiJ5GUtOAZdnWZuIfujU2aYVUVfly0uQopFUiF1WlsUsvWcZk7YxUGiQdRGVJIwgQP1ZMYVRn29s0r3ncntfAGifNV0V09HhMn7rL0+EjpYgoGkQMhXksGFxqZ77FDWqwYRXYWMgULlSnJtprxrsxUbRYL7yu3vzsfccOI37xqdwTcODaFNJ1rYyrc29FqRAmZT8oUEHG3YflNC/HsAmB2sZEf0zl6dpJYAkMnilMlOPYBK6uk1vtTbf9iNXa3PWzReDGGoIE2XJyqNylZXS595sjz1zvGM5AdMzNUx+7BZjrLsfi5wiqjV9aI23CiBgrlxpo2h0u0WxX+PyO2AMFJCcchOHJI0gpnLdyhBjOtf9Tx3HJ++6Abs2r7V61h6cCK9cucehxgu0K3U2qDoNN/2zJVrjpF+p9zTZue+k7/zZ5L3pjGa6+9SEe233az0TFA5oGptfRIEpuudHF2dbSuV3+hkTksNGwboPwN8S0bcaf18H4H9N4NzWlZkAPAYAIyMjedwv9zV+Qle3YJl+wKR+2DXXvCl2UmzaZHETu8Mexjatwp4P3uDb0yNJ/ASKH8UC+Vaw8gpXtyUyiqW9F0Ls+jwuPy1joIB8FFFJ0giy4441vh5fv0qlDzx7Ars2r7XaeD/5wquBn/AOlNoAACAASURBVPFiMgi5o0FsmW54i772yvm29za8Yym+nJG8PDdT81UkbOTFxtVXHm+15oeRae61Pc69pZM3QREFOoOYLlfP7xnL2qMs+GPTB+uvieidAFY3XjrFzJcSOLdUZuoB/IRupy3/hHDhg2EoR6gitXCggMEFxczLuxOuVNJTgkxtDtbtfD7R5GtvtSynSLhwaRYrt+/H0KADClAvCWhWhPSbtyCPlFfRUOVw/QRRH4fY9QppGQMF5MPDazKCFIgCQ868BHl8/Twopk2vbsMbNixP5STrWpBEKbLBgDG88OXvV1GyKETUCaq1OWwbn2oaAdX1+4VGPn7kFXz++Ou47Ya3hS565F3boxrYTEbmXZvXWns5FSZZrHvG8uBRFvwhtnj4iei9qAurpkLGzP819smJfh7Ao7hSmel3/D4/MjLCR48ejXtaIUFWbt+v3TKrjXInPCRpsmTQweTHbgFgLufqRxTFrBOoKkgTkxWrpovlRlWnQ6fOakPwCMA9N63AyLVLW5LCf3Rx1rrAhbsyk+m+AtoTmP2YmKxoSwCrcvY2GyQRVtlARMeYeSTkdxYieWNgaHpRVvmVs44SQhUFP0XD9EyncS7gSo6U23OiWxejRCx417gosqdTpBHy7v4t/WRB1DG45Zm3aqHXwBZ0T5l+G5V7/Np0FYtLDojq3kR3eXrv/WW6Dt0zlofnUahjklWBHiwi+iyAdwCYAqDuBAYQW8GSykzp462C5O1BEVcY+Vl9dB6BKIvxAovKRGkx7dqYq2pQYUaSV6H42nS1eW/U5tk3AZqAtgXbTxFxbwpsvXe21kSg3mjaVrkybZBMFug+D7HrBdbjijHwBiJKxBgo5MPD6+fVSDpcMciDsrjktK0x3k9FlVreHlZhvISdzvG9ZqiEcxcuJeoFc/+WYXoe2lAkaruX4xS0MI3NHQLp9kwpT9PCgfZwT9XE2CZ/OA8eZS9ioGzFJgdrBMC72MbVJeSGiclKWxKve7OblDvZT+jqQjCiKByXG5XomOsLVdLVkPxg1BUFZe3qpofgnf/DVfjejy5rlZzBBcWW322O2SiYVfgN0B5Oo167TxPaYbvQ6xpB+lX5sj1uUNn/bileIdiRpjFQyE8RldHhsrHsedAzHXYD2MwH0nj5L1yexc59JyOF7dkQVslQdFpGVaarcAqEAkUrBW9C/ZZ+siAKc8zG1Ib9L76OwQUDYAD//fxFbBufairYOjk1MVmJpNBWa3PG+8a2iXHecoYlZLEdGwXr66iXvo3fdVToCLbx2klY/IKErq63RRQlS5XIfbTRoDDp3CE/KtPV2L2lsuAfv3sBTkH/nq5BpM56BtQF0keemmoRnpXpKsaePg4QmjlX3gXVZlNgCmcYHS7jgWdf1Fa3shUgQZutbipeIVghxsCUyYuHN8rmUrcB3DY+hZ37TvqGHI8Ol7VhxrU5Tj2/1q1kRM3B6gS1ecZQyUlUJrt/yySVN6W86HB7nZQR15u/DLTue5JebGxD/PLgUXaThyI4ecNGwXoLgG8Q0VcANOPZk2je2O0k6Q5N8lg2DXsVSVjxwwjdOIJCNSjcc+B06IU8L/2wOj0OU9SGXzVHnYdQJ9x0uVXuJpJBv7VbGHjv/42rl2FWc3ynQMbvhCnzK8UrehIxBvYJUTaXJrnoDcfTMZ2QIlU2VIozoZQMnSFz4+plGP/qq21Fha5eOJBJYaWko0tmLs8213gb5apYILxp4UDg3LpzicPiVRiSjoJwy7cg8uJRVuQxZDFrbBSsHWkPohtJ0h0a91jejWbUMqWdwNuvKCxuC1MYTN6ZTlIkwnxOjOt+gjCugPQ2kWwtelFrKn3V2hweePZFHD3zRktysZ/H8OpFA9oea2HK/OqqdAk9gRgDc05ShsQom0u/jV6Qpd3YFLbk4NLsvDbP2JRLc/TMG3jiyCuBssirMHoNmQ9OnGjrZTg3z7j1+rdZHV/xoZtW4MkXXo297rur1SaBUnxtjbFz84wfXpwN/NyhU2djGXrd95Hpvlgy6OBibd54fNNeRMk3W/LiUQbyF7KYBwwBRFdg5r/T/deJweUZP3doJ4+lNpqV6SoYaFYyssG7gKtS1iu378eG3QebeTdJMzpcxuHtN+PRretQcoot7zkFwpJBJ5Xz2iz9tnMXhTnmXHjRSk4Rd9+4PPiDMVD3rvqtv737Vtx6/dvaPGrV2jweP/KKtaBTlmSbZ2Z0uIxdm9eiPFQCoW49fnTrOkw9dEtuhJKQKDsAjAL4XQCfdP0n5ACdrHrg2ROR5Yx7bTm8/WarPnd++ClgY5tWtcmqklPEjjvWtK0xj2xdh5d334pHtq5reX3X5rUAgL3HKoFyYMmgg4UDBdw3PqWVxROTFa0Rap6B/S++jntuWhFwhjpDJQeHTp2t5+BqhF8YeZiGbKvW5lDUDcyAjYKnlADv7zZUstt3uO8j033x0O2t98VQycGSQad5LtMok/KUZoFpLvo5UsSmiuAPceXZWQDAAXCBmX8szYHlnSTdoXGOZWrmq7OQXLWgCKdY0FYRNMWn73juZGrW/tHhMo6eeaNpPSsSYeu7l+Ph0bWx+n5EJWsPVycgArasL2Pk2qWp5pXp7t0oDTe9KOFm+8zkycInpIsY/vJN1jkaQV4LPwXMJtdYeefcBX90pbX9ZFrJKWLL+nKbR9/tnZ+YrOD+p44bj3FupoaHR9di5Nql2twxN9PVWjOkzqubLBl0cOv1wf2l0pabc8xt/RXjnlPXKNpmz6HzKgL+94UOUy56N3t78haymAdsGg2/yf03EY0CeHdqI+oSknSHxjmWaaNpW4lGYaqGNF2tYeyZ49jx3EljeXd3HxAVeqaruONlYrKCvccqLcmke49VMHLt0jblK0l0i3OSCbpJJ/smCXPdgvr54/HSVFTfq88ff117rbp7N4nfUQk3CUcQvIgxMN9knaOhZJG3ui5gZ2n3M9Y8OHGiJSzPFObvd61KZgZ55x949kTgWqpCtL0hhWFCBwcXDDQVNW/ul3vdH2pEnKSa98V1hU/1kdL1rAqDTrH3pi+ovUzQniaKEc8vh7CbS52LQbMVmxysFph5goi2pzGYbiLJCi5xjmXaaIZpNjcxWfFdHGtz3FxMddY0b7lv3ed0mATJjudOAkCL8pUkJuUziWaO7ga+apHMm1fMr0SsDUUifPKuGzA6XPeE6XqdVaar2LD7YItwCOq1FTRPQyXHN7/KKRIuXJrFyu37IwumbhZu/U4axkAiuhP10MOfAPBuZu6t7sEdJA9GEbUBDPuce9ueuBsBT0xWtIpLtTbX9DSpY9vIa78S9LYFrHSyN2ybkcp0VbuWKsOo4txMDU6B2rxMSVKbZwwuGMDkx25pvuZW/AoRimtUGr0gvUpWJ9Z7k7cHQGK5/TaIvEsXCqpoS0SbXX8WUC+F+y+Z+T1pDkzHyMgIHz2aH/mWhyqCOrd22I72URQLJRCCvuun6Pl1aE/TC7Rk0MHkx27Ret68hBEayqvz8Gg91n5ishIYotGNEIBv7761+bd7HnWJ3epefHDihDYssQDgl25a0WzwWC+GMdtSpVB3T3ubaNt8x48kniUhOYjoGDOPxDzGEWa+Kcb3fwLAPIA/AvDvbRWsvMmqPNCtz9fEZEXbB8spEvZ88IbAgk3ua/SbA8C/+JMyCoZRI9xeFz95G4T7GvxkflA5daWYHj3zRugQda/cceM3rzqPpfczXqV7cckBEZoes7B7u6j7OdPchjGYhxljNz6PecQkq2w8WLe7/j0L4GUAv5DQuLqaJK0dUY8VFPdq86BHCdFQHoogxczv2H4VD+MqVwVCo1N6e51y5vbFxWj9aoQm2ChJDDRDHAFg7JnjkSx6QyUHFy7NasugJ4WuypGp+pUXr8VZ3bu6+8EdiqEUzz9/4ZWmEC45BezafH3bPWlz37qfmQ27D7b9RmHzO7LOERHiYTAGxnqImPmlxrHjHEZA9+Zo7DlwWrsW1+a4eS1+uNcQW8+FFxXRErb6rtsDErbCsPcadjx3MvD8fiKLgKYHSs3DEy+80sz9GnQK+N3N1xvPESVHDqg3hPa7LnfopZp/9/4jSlXnqF6oTobRirxLH5scrF/pxECE6JiUM9sHPerCq/NYePFbFJPu0K4g1Bd6nXIFAOerNetQi9o8tyX/+qEWqJnLs5HDJW674W0YuXapr+UtDqrKEaDf7AR5pEyhqzbC4eHRtU1Fy4+wBockBFPWOSJCbMQYmHO6MUfD7/m3bY3iPoZuDvyKX3hzf3Qh2X6SRsmksU2rtJ44RZD3yV0QIwrXDJXaDGeP3LVOez9ESZkwzWuQHLYJvXQrHkHGvziKSyfDaEXepY9NFcG3A/gDABtQf47/HsBvMvN3Uh5bX5NE+KHtgz62aVVkb4ufxyNoURwdLhtD6IL6SASNyY/FJSfUInI+pFCJm8e1/8XX8fDoFTe9N9RwqOTgthuCqzvpKBK1hADo7im3oNI1AFaVsrz3pUk4FIjaYt2TJgnBlIccESE6UY2BRPQ3qDco9vJbzPy5EMe5F8C9ALBihV2ZbCEcWeSM+ClQak0MCneLWiKegJbQMJ2nxqbgw2vT1UB5q7xLSeQi665j4+plVgbfJD2dNnKeyE5mv9bI2Qq6hjiKS5K5/UGIvEufwD5YAP4MwHMArgFQBrCv8ZqQEkn1Cwn1oAdoJWWfh45d76ueFarvR9Ci+NDtawL7SCTNhcuzWGzZ8wKoX1+YXhxBBB1JNepVjA6XMfmxW/Boo6/K+WoNh06dxZb1ZeveHYp5ZqO3U9cDbXT4Sq+ZjauX4Ykjr2jvy4nJCmYMoRhzzLH63diQRA8O6ePR3RDR24noL4nou0T0/xHR3oaB0Bdmfh8z/6TmP2vlqnGcx5h5hJlHli1bFv1CBC1J99GyZWzTKjiF9lXbKRLGNq3CoVNnfb9fcorYuHqZb49J06ZW97p7TT68/WY8PLo2UFaq45j6LLlf162DcVC5yYdOnbXu9+m9xqhKtI2yYBuJf81Qyar/Ypjf0svocHvvxrRyokTepY+NgrWMmf+MmWcb/30GgEiPFEmqibHtg26KMVeoBEvTAq7ef3n3rfjkXTc0k3H3HDgdKPxGh8vYsr7cVGCKRNiyvtz0oqiGxElmQNTmGLU5ffigiaSqGSphEyTAVCVFhW5zsfdYBTvuWNNUvNSC/KGbVhgVQt09YbNx8auUtXPfSTzw7AnfPLWoTbhtSUIwdVK4CakgxsAeJim5GJbR4TL23HlDizFryaCDPR+sV1INKr2u+lr5ra9xN7tuWamTLTOXZzExWbHaE3jXwaGSA41+CaA+D06x9c1igTBUutJU95Gt6/Dw6NrInh2T8c+GJJXFsU2rrK4hqd8yrnJpcx6Rd+liU+Tie0T0IQBPNv6+G8D30xtSenRLScqkYmNt3c1+x3WX3NaFIriPFyW5M6gXlvru0TNvhOrhEcSFy/pwCiUq0igv4RQIe+68Ut7cr8LgdLXWElbnt7nQLcK68ummRd4mlHTPgdPGObGtkph2bHcS+R3dmCMiNFnGzG6F6jNEtC3OAYnoA6iHyC8DsJ+Ipph5U5xjCtHIMmfEb10whVophUwXPuhdX/3C4sLsW9Tr3vzdczM1jD19vE0ZAvRyQV2vkuk6+2vJKeLW69+G8a+0NpAvANhxx5q2MUYJSYu6p3DP15b1ZRw6dTZW2KOaNZtr6KZiLiLv0sXGg/WrAO4C8N8BvA7gg43XuoqswguiEMfF7Lb27DlwGlvWlwMtFH7HdTdO3Hus4nu8KBZG03fuf+p4y2/z8OhaPOLy1CwZdLBAIyziwghWrpQnz3t2v9GUh0pN5QqoL2wP3b7G9zvueQu7uQhjnbI5dhKbGIntFlLme0T0ISIqNv77EGIaA5n5L5n57cy8kJn/R1GusiOOXEwTncfCKRAuXJ713dR719TR4TLGNq3CNa4IkAcnToTet4wOl3HVwnbbeW2eMeMp/LRk0PH1WpiKP6hc3kOnzrZFv9TmWSvzo3h2wu4pTJEeG1cvi+XJYgDbxqe0v6dJQe2EFyoJ4ngIBX98PVhEVASwhZnv6NB4UqObSlJGTXTUWXv2HqsEun1159MVrqjW5nDo1FljP4YoFkbTeypvB0CLUuK2ql1OqamhH+5+FLoCELpk46GS02bBUtfgdwXuuRkylIpXmwuTldPm3l5s6DnmzlOLU+JXsXG1RBYLqfKrAD4N4BHUl68vowuNgYKeThYACIPOYzFzeTbQs+9VDHXy2xSWHbRvsTWIDS4YiHQcFXESRuZH8eyE3VOY9nnucvB+lJwitqwv48kXXrVKC/BWeOw24pSUF4LxVbCYeY6IfgF1gdXVdFNJyqgu5qhKpO58ps10lL5WJgvjxGTFtwO7aey2JdbdBJWytcErzHUKjC70b7paa1u0bK7BrTz96GJ7AQmVZB13kTTV73C/rtvchCUoGVwQotJLxkBBT9ahV36hel5ZsHL7ft9jOQVqUwx1MsEks4L2LbYGsTjHeeDZE0bjnKlybNiQtLB7CtP12ChXqgny6HAZT1g0QU6j+W+n6SbHQzdik4N1mIg+DWAcwAX1IjN/LbVRpUC3laSMEhsbR4n0ns9UqjWor5WthVEpBUFWIt3YwyrFG96xFF/+5huhvuMljKXqB9V2Zci7aAVdg3veTEVIrmpYH3U9VMIskiZLq/v1MEq4iTwaM4TeoJeMgYKZrHJGwhqxAtdHjVErzPoYtG+xNYjFOU61NodLs3NwCtQmn3QRKFEwlcA3RUPEibRwe/PC9jbrVrrJ8dCN2ORgvRfAGgAfB/DJxn+/l+ag0qAfSlImGaMeZb7C5P3YeqF0Yw+6niJR8/yPbl2HJ/7te2Ip0hvesdQqjjpIaXQvWn7j8c6babFT/bniLpKmioPe171x5aaqkmEqGApCghwmok8T0f9MRD+l/st6UEL3EzYXKKh6XW2uPU9paNCu5YZt011vJUBvgYswxzEx32iEqVvxk6jwaIp6ML0ep2pgUCVAL1HkWd7ynfKa19grBCpYzLxR81/X+UX7oSRlkkpk1PlSm/BHtq4DANw3PqVdSGw2/6ax+y1+JaeIT951Q1tyaZyF98i3zrW9plsog5RG96Jl+q0e3bquTZkzLXYqDCPuImlSCIO8i6ZruPvG5ZkaM/ImxISO0RPGQCF/xCkyZHtM204gSuEJs8ZdtXAAW//58kj7n9Hhsu911ObYGMoYN2/XNL+V6ar22nWKpS26UvWDjn6LXCCElmd5LLTWD46HLAkMESSij2hePg/gGDNPJT+k9Oj1kpRJx6hHnS+bcIogF7yqUqQ7v/s6K9NVFBt5XH5hfN65WVxycOHyLGoWhTLcisbEZKUtx0pdn59ypcvfco/H77cyhWmoMAzVZyVq8nfZ8FsENXn2u4aRa5dmkishSbv9CzNvzHoMQm8SJcVAyU/bcPvzmlwmL2pNDlrjoha8MjG2aRXGnjluJS/dmKIZbPHbJ7iVFKC9GBZQV0J1OWJeTJUA9xw4jRnN+ReXnNDzmMd8p6zzGnsd4gCzCRH9OYAR1Js2AsCtAL4KYDWAp5n5E6mO0MXIyAgfPXq0U6cTImISKN4KfPeNT2ktXwTgka3rUn/IvUnLpoW8SIRv7vr5NqGl+5zO61MkwifvuiHW9UxMVnD/U8e1x1eKZdRFUnddJafYlR5em3tP6A6I6Bgzj4T4fG6MgSKreos4a6Ttd01rl/c7yrDoxb3GJb0OTkxWMPb0cW0ucBAv77419Hfc57XJJTNd18rt+43etXKjHP7ikgMiYHqm1iY7/b5PQChZGzQWUWzikWWfW5Ossily8WYAP8XMP2oc6CEAzwD4aQDHAHRMwRK6A5twitFhffNgAnDPTSsSezBsKz9NTFbwkaemtA0V55ixYfdBzFye9V3o55hRcoqpKCqjw2XcN67fI742XY3lne0lK5Yk7fY1I9AbA3+NiDpqDBR6izhrpO13/dqluDfgfnJA92/TZ8JgKrQE1GXcwoGC1lMUFAURhHfuwlZVDIqUueemFS3RH16PWBQPmgm/Y0mkRTzyGrlio2CtAHDZ9XcNwLXMXCWiS1FOSkR7ANzeOO43AfwKM09HOZaQP2zDKR4eXdsMJXOH+h06dVZb4tWLSXlSr1emqy3l2f0euj0HTmuVK4VNLHlcT1IQaVbC7JXw2W6rFiokihgDhdSIa8SyyV8GghWxOH0Lo66DfoqZyglLq0eZe+6GP/68tuqtqUCIXxVEmz5jNtUYbcP8go6VdbhgN5PH8EvATsH6cwBHiOhzjb9vB/AkEV0F4BsRz/tFAA8w8ywR/Z8AHgDwHyIeq2fI0sWZJCZLnK60qrq+sNYHncXivvEpbBufalGqbJs0xvVwKGGSpqKS10abeULmqK9J3BgoCJ3ERn5E7VsYZx00KWzloVLTqLlwoNA8n7unVFR0+yFTRovpdW++dtv3DOdW+4G4HrQwY7E9jtBOXiNXbKoI/jaAfwtgGvV49l9j5o8z8wVmvifKSZn5eWZWzYKOAHh7lOP0EnmsMBOV0eEytqwvt5RuZQB7j1W01xO2BK7pOyalyovuoYvj4RgqOR3JV+qHSphxkTnqa5Qx8KGG9+ow4hsDBSFXlUmnDX0L3a8nvQ76VZtTexe3V+1ibT7SeRSm/ZCpYIVfgRBV2ThMuQ1vRUHVnsQU8mi7f1DHinscoZW8lpu38WCBmY+hHmKRBr+KehNjLUR0L4B7AWDFihUpDSF78urijMqhU2dje4/8rA9xLBO6h862MeNQycFVCwcy8zL2Sihfmsgc9SfM/NtE9AUA/wJ1p/mvMbOqNBHJGCgIaeZ3RIlasQ3/i7MO6salCmx4xxq30b0O037IVEjKZiNtmjd3xAvg7+lLyjMokRbJktf5tFKwokBEfwPgrZq3fouZP9f4zG8BmAXwhOk4zPwYgMeAemWmFIaaC/Lq4oxKmOuJEi8etWO76aHzhgIMDTr40cXZlsTeklPEjjvihT0IgpAeKRsDhT4kLeNnVMUt7c2kaVy7Nq/VVupLY+9i+q6pkJTNtZvmbcv6Mg6dOmul5CZVEKqXCkvlgbzOZ2oKFjO/z+99IvplALcB+FkOqhXfB/Racn6Y64kiMGw9Tl78wiS8Fr9eyYlLGpkXoV+QgkxCWsbPqIpb2pvJsONKY+/il/MVtZBUkspREnMtkRbJksf5TE3B8oOI3o96UYt/ycwzWYwhb+TVxRmVMNcTZeHzJox63fw6VEKuLXl8YLMmr+VQBSElpCBTn5OW8TOO4qYzBm7YfTARhSvsuMLuXWwMdH7HTLuaoyAkRSYKFoBPA1gI4ItUL31zhJl/LaOx5IK8ujijEvZ6oix83j5WQeF93aqs5oleyxUUBD+Y+XnXn0cAfDCrsQjZkKTx0y2nCjHyibzHTNLoFVahDCPrbcea5H5IIi6ErKBuis4bGRnho0ePBn9Q6HtkUU0HUzd6AvDt3bd2ejhCD0NEx5h5JOtxKIhoH4BxZn7c8L67INP6M2fOdHJ4QookIU+8yoWOKI3pN+w+aAyn0+VMRRlnlHF1YqxBpHktgqAwyaqsPFiCkCoSCpAOvZYrKAhSkEkIIgl5ovP+A0CRCPPMkRW3pHPE0oym6XQxL4m4ELJEFCxByDF588T1Wq6gIEhBJqETmJSIeeZY3n+T0YtR9xhlWcjBi2msi0tO4ucCeq86s9BdBDYaFgQhG/LYfFoa+Qr9hKsg0x1SkEmIQ1rNUHVNgBV5kBluxjatglNob/l74fJsKmPMawNaoT8QBUsQcopfeEOWuDvbH95+syhXQi/zaQBvQr0g0xQR/eesByR0JzpFKAnvv9vopSMPMkMxOlzG1YvaA6dqc5zKGNOac0GwQUIEBSGnSHiDIGQLM/941mMQeoM0c5tUSJ+pCFGeZMb0TE37ehpj7LXqzEJ3IQqWIOQUKSghCILQO6RdfKkbZEanxygFr4SskBBBQcgpEt4gCIIg2JIHmaGaHq/cvh8bdh9sy63KwxgFoROIB0sQcoqENwiCIAi2ZC0zJiYrGHvmOGpz9UDFynQVY88cbxlb1mMUhE4hjYYFQRCE3JG3RsNhEFkl9CPDH38e5zQ5VksGHUx+7JYMRiQI6WOSVRIiKAiCIAiCIMRCp1z5vS4IvYyECAqCIAiCIPQ5eWtsLwjdjChYgiAIgiAIfYxqbK96L6omxQCslayhkoPparu3aqjkJDpOUQKFbkBCBIWOE1RlSBAEQRCEzpFEY/sdd6yBU6CW15wCYccdaxIZo1ICK9NVMK4ogbKHEPKIKFhCR5EFUhAEQRDyRRKN7UeHy9hz5w0oD5VAAMpDJey584bEPExJKIGC0CkkRFDoKH4LpLj5BUEQBKHzJNUAOM3GvkkogYLQKcSDJXQUWSAFQRAEIV90QwNgk7IXVgkUhE4gCpbQUWSBFARBEIR8MTpcxq7Na1vC+3ZtXpuryJJuUAIFQSEhgkJHGdu0qqVSESALpCAIgiBkTZrhfUmgxiZVBIVuQBQsoaPIAikIgiAIQhTyrgQKgkIULKHjyAIpCIIgCIIg9CqSgyUIgiAIgiAIgpAQxMxZj8EaIjoL4EzW44jBWwB8L+tB5BCZFz0yL3pkXvT02rxcy8zLsh5EFLpcVvXafZQUMi96ZF7MyNzo6bV50cqqrlKwuh0iOsrMI1mPI2/IvOiRedEj86JH5kVIArmP9Mi86JF5MSNzo6df5kVCBAVBEARBEARBEBJCFCxBEARBEARBEISEEAWrszyW9QByisyLHpkXPTIvemRehCSQ+0iPzIsemRczMjd6+mJeJAdLEARBEARBEAQhIcSDJQiCIAiCIAiCkBCiYHUQItpDRKeI6EUi+ksiGsp6THmBiO4kopNENE9EPV9dxg8iej8RnSaifyKi7VmPJy8Q0Z8SHHIRVwAAIABJREFU0XeJ6OtZjyVPENFyIjpERC81nqHfzHpMQncjskqPyKlWRFa1I3JKTz/KKVGwOssXAfwkM18P4P8F8EDG48kTXwewGcCXsh5IlhBREcAfAvg5AO8CcDcRvSvbUeWGzwB4f9aDyCGzAO5n5p8AcBOAfyf3jBATkVV6RE41EFll5DMQOaWj7+SUKFgdhJmfZ+bZxp9HALw9y/HkCWZ+iZlPZz2OHPBuAP/EzN9i5ssA/gLAL2Q8plzAzF8C8EbW48gbzPw6M3+t8e8fAngJQDnbUQndjMgqPSKnWhBZpUHklJ5+lFOiYGXHrwL4q6wHIeSOMoBXXX9/Bz2+CAnJQUTXARgG8EK2IxF6CJFVgg6RVUIk+kVODWQ9gF6DiP4GwFs1b/0WM3+u8ZnfQt1d+kQnx5Y1NnMjgDSvSalPIRAiuhrAXgDbmPkHWY9HyDciq/SInLJGZJUQmn6SU6JgJQwzv8/vfSL6ZQC3AfhZ7rMa+UFzIwCoWwGXu/5+O4DXMhqL0CUQkYO60HqCmZ/NejxC/hFZpUfklDUiq4RQ9JuckhDBDkJE7wfwHwDcwcwzWY9HyCVfBfBOIlpJRAsA/CKA5zIek5BjiIgA/AmAl5j5U1mPR+h+RFYJFoisEqzpRzklClZn+TSANwH4IhFNEdF/znpAeYGIPkBE3wHwHgD7iehA1mPKgkZi+a8DOIB6EuhTzHwy21HlAyJ6EsA/AFhFRN8hon+T9ZhywgYAHwZwc2NdmSKin896UEJXI7JKg8ipK4is0iNyykjfySnqI8+/IAiCIAiCIAhCqogHSxAEQRAEQRAEISFEwRIEQRAEQRAEQUgIUbAEQRAEQRAEQRASQhQsQRAEQRAEQRCEhBAFSxAEQRAEQRAEISFEwRKELoeIriOirzf+PUJE/zHGse4kopNENE9EI8mNUhAEQehXRE4J/cZA1gMQBCE5mPkogKMxDvF1AJsB/FEyIxIEQRCEK4icEvoB8WAJQgANy9spIvpjIvo6ET1BRO8josNE9I9E9O7G564moj8johNE9CIRbSGi/42IPuE61r8moj9o/HuCiI41LHH3uj5zCxH9AxF9jYieJqKrNWNaT0THiegfAPw71+s/Q0Sfb/x7BxH9FyJ6noheJqLNRPSJxvj+mogc73GZ+SVmPp3oBAqCIAipInJKEPKFKFiCYMePA/h9ANcDWA3glwD8CwD/HsBHG5/5PwCcZ+a1zHw9gIMAnkHd0qbYCmC88e9fZeb1AEYA/AYRvZmI3gLgQQDvY+afQt3K9xHNeP4MwG8w83sCxv0OALcC+AUAjwM4xMxrAVQbrwuCIAi9gcgpQcgJEiIoCHZ8m5lPAAARnQTw/zAzE9EJANc1PvM+AL+ovsDM5xqf/xYR3QTgHwGsAnC48ZHfIKIPNP69HMA7AbwFwLsAHCYiAFgA4B/cAyGixQCGmPnvGi99FsDPGcb9V8xca4yzCOCvG6+7xy0IgiB0PyKnBCEniIIlCHZccv173vX3PK48RwSANd8dB3AXgFMA/rIh8H4GdUH3HmaeIaK/BbCocYwvMvPdPmMxncc4bmaeJ6IaM6vvucctCIIgdD8ipwQhJ0iIoCAkx/MAfl39QURLGv98FsAogLtxJexiMYBzDaG1GsBNjdePANhARD/eOMYgEf1P7pMw8zSA80T0Lxov3ZPGxQiCIAg9h8gpQegAomAJQnI8DGBJI8H4OICNQDME4xsArmXmrzQ++9cABojoRQC/jbrAAjOfBfCvATzZeO8I6rH0Xn4FwB82koerSV0AEX2AiL4D4D0A9hPRgaSOLQiCIGSOyClB6AB0xRMrCIIgCIIgCIIgxEE8WIIgCIIgCIIgCAkhCpYgCIIgCIIgCEJCiIIlCIIgCIIgCIKQEKJgCYIgCIIgCIIgJIQoWIIgCIIgCIIgCAkhCpYgCIIgCIIgCEJCiIIlCIIgCIIgCIKQEKJgCYIgCIIgCIIgJIQoWIIgCIIgCIIgCAkhCpYgCIIgCIIgCEJCiIIlCIIgCIIgCIKQEKJgCYIgCIIgCIIgJMRA1gMgoiKAowAqzHyb32ff8pa38HXXXdeRcQmCIAjZcezYse8x87KsxxEFkVWCIAj9gUlWZa5gAfhNAC8B+LGgD1533XU4evRo+iMSBEEQMoWIzmQ9hqiIrBIEQegPTLIq0xBBIno7gFsB/HGW4xAEQRAEQRAEQUiCrHOwHgXwvwOYz3gcgiAIgiAIgiAIscksRJCIbgPwXWY+RkQ/4/O5ewHcCwArVqzo0OgEQRCEsExMVrDnwGm8Nl3FNUMljG1ahdHhctbDEgQhx8i6IfQiWeZgbQBwBxH9PIBFAH6MiB5n5g+5P8TMjwF4DABGRka488MUBEEQgpiYrOCBZ0+gWpsDAFSmq3jg2RMAIJslIdfIBj87Or1uyG8tdIrMQgSZ+QFmfjszXwfgFwEc9CpXgiAIQnew58Dp5iZJUa3NYc+B0xmNSBCCURv8ynQVjCsb/InJStZDyyUTkxVs2H0QK7fvx4bdB2PPUyfXDfmthU6SdQ6WIAiC0AO8Nl0N9bog5AExDNiThoLSyXVDfmuhk+RCwWLmvw3qgSUIgiDkl2uGSqFeF4Q80G+GgTgeqDQUFNP6UCBKzEum6LffWsiWXChYgiAIQncztmkVSk6x5bWSU8TYplUZjUgQguknw0BcD1QaCopu3QCAOebEw/j66bcWskcULEEQBCE2o8Nl7Nq8FuWhEghAeaiEXZvXSgK5kGv6yTAQ1wOVhoLiXTeKRG2fSSqMr59+ayF7sqwiKAiCIPQQo8NlUaiErkLdr71YWc5bMa8S0wM1tmlVS8U/IBkFxb1urNy+P9YYg84D9OZvLeQPUbAEQRAEQehbetEwoCt/TgB0vW5sPVBpKCheJXBo0MG5mVrkMQbRi7+1kE9EwRIEQRAEQeghdOGADLQpWWE9UEkqKDol0CkQnCKhNndllBLGJ3QjomAJgiAIgiD0EKaQOkY9PzIPIXI6JbA2zxgqObhq4UDoMUoTYSFPiIIlCIIgCILQQ5hyrspDJRzefnMGI2rHpASer9Yw9dAtoY6l84Y98OwJABAlS8gEqSIoCH1InF4ogiAIQr5JqmJemrIiyaqE0kRYyBuiYAlCnxG3F4og9BNEtJyIDhHRS0R0koh+M+sxCUIQQW0TbBSntGVFkmXTpYmwkDckRFAQ+gw/S5+EUghCG7MA7mfmrxHRmwAcI6IvMvM3sh6YIPhhKkhhG06XtqxIsiqhKSRSmggLWSEKliD0GWLpEwR7mPl1AK83/v1DInoJQBmAKFhCV2KrOMXtm2VDUlUJ0+rRJQhREQVLEPoMsfQJQjSI6DoAwwBe0Lx3L4B7AWDFihUdHZeQf/JU4c7GyDYxWYndNysOYecrr02E8/S7C51FFCxB6DPE0icI4SGiqwHsBbCNmX/gfZ+ZHwPwGACMjIzo9qVCH6DbUAPIVYU7GyPbngOntcoVAGxcvSzSeW2VjQcnTuCJI680z287X3lrIiyVDfsbUbAEoc/Iq6UvT4jVUXBDRA7qytUTzPxs1uMR8olpQ71woNDxvFe/NczPyKa+ZwoPBIC9xyoYuXZpqLHbKhsTk5UW5UqR1HyZ5iWNNV/ynfsbUbAEoQ/Jm6UvT4jVUXBDRATgTwC8xMyfyno8Qn4xbai9rynSynsNWsNMRjYAbYqXjihKgq2y4ec5izJfbsVpccnBhcuzqM3Vz6Dm5eiZN7D3WCXxNb8TOWxCfhEFSxAEwYVYHQUPGwB8GMAJIppqvPZRZv5ChmMSckjYjXNauUw2a5jOyLZh98FA5UoR9lptiyv5HTfsfHkVzelqre0z1docnnzhVcwxt70eZ83POodNMNOpCBVRsARBEFxIlUXBDTP/PQDKehxC/jHlNi0ZdHCxNt+xvNeoa1iYNS6skmBbXMn0OQJCz5dO0dThVa4UcTxmfiGWUXPYhPh0MkJFGg0LgpAKNo0s84hp4yBWR0EQ/DA1zn3o9jW+TX+TJuoaZrvGOQUKrezo5sYpEi5cmm2REbrPEYB7bloRer5sFaQi6e0nuvnwk2vuxsx+HDp11mpcQvL4eXeTRhQsQRASxy1oGFesRN2gZJk2SVJlURAEP0aHy0ZFanS4jMPbb8a3d9+Kw9tvTky50m34o65huu/puHrRQOD4veMC0DI3SwYdgOthe24Z4f1ceaiER7auw8OjawPH5cVGYSw5Rdx943I4hVYlS6dETkxWMPb08Ra5Nvb08aZcs/WYSTREdnQyQkVCBAVBSJxuzmOSKouCIESlkwWETOFOuzavxa7Na0OvYd61z1RsYnqmNZfJm9OycfUybdGIXZvX4vD2mwHU873OeY5Trc1h2/gUikSYY0Y55tqrq5boFAhXLxrA9EytpbjH+Fdfbf2yxqm147mTqM23zkptnrHjuZMYHS5bb9ILRJiYrIhMyYBO9gG1UrCIaCkAZuZziY9AEISeI6yVKG9l0aXKoiAIcUl7XfMzZNl4yUzjU9/bsPtg4GZUp+TZlFn3U0ZUTlRluor7xqdw9MwbkTxYtsayDbsPNisLKmpz3GYQ1BXJcL9u2rx7mWOWyrQZ0ck+oEYFi4hWAPgEgJ8FMF1/iX4MwEEA25n55cRHIwhCTxDGSiRl0YW0IKITzBx+ZyYIMUlqXfNT0uKEO9mMz2YzqlPybMqs2yojDODxI69g/4uv46Hb14SWCTbGsqTCxrQesyJhdp7hraPRLREdvUYnI1T8PFjjAB4FcA8zzwEAERUB3AngLwDclPhoBEHIJTohD5gXqY2rl7VZMQn66kndHE4oZA8RbTa9BeCtnRyLICiSWNeClKA44U6m8e147mTLur5lfRmHTp01bkajVh7UKSN+nJuppWZ4s53HJYNOW1ijet09Lq9cvG98qu07gORiZUWnIlT8FKy3MPO4+4WGovUXRPTb6Q5LEIQ0sQldcZebdffzUIm9ILQ1bFTsPVZps2Jy4/WRa5daCWgRPoIl4wCegN5wvqjDYxH6hKA1NIl1LUhJixPuZBrHdLXWDHmrTFex91jFt+KhrSfKOy51vG0G5UNHWoa3jauX4fEjr2hfd/PQ7Wsw9szxlnBCp0h46PY1zb91m3dT2XapTNvb+ClYx4jo/wLwXwCo7L/lAH4ZwGTcExPRcgD/FXUL4zyAx5j59+MeVxAEf2xCQ7yf8e5cvYm+QGupU5NVUicgF5ccbWz74pITeB15ytsSMuNFAL/HzF/3vkFE78tgPEKPY7OGJpFMH6SkxQl3slWMgpQaXbSCF1OxitHhcmDPKC9pGN5MZdO9r0ed77TyfkQG5hs/Bet/AfBvAOwEUEY93OJVAPsA/EkC554FcD8zf42I3oS6QvdFZv5GAscWBMGATeiKbblZLzbCz/sZQwsS4+uA5G0JLWwD8APDex/o5ECE/sBmDU1iU21SgtxV6KKGO4UJ0atMV7Fh98G2DfzEZEUbreCmSNSsHBh3HEA6Xp8w3sYo851G3o/IwPxjVLCY+TKA/9T4L3GY+XUArzf+/UMiegl1RU4ULEFIERthEtVKqISfn0XSKyC9JX+DXgfMG5yd+06KcOkzmPm/+bx3tJNjEfoDmzU0iU21SfkIU4XO7eUYGnTADJyv1rT5VTOXZ7U5RkB9Td82PoWd+042i03YGOJURcCJyQp2PHeyGa2wZNBpKVrhLfP++eOvt0U2xPX6mDw+nSjdnXTej+Qu559c9MEiousADAN4IduRCELvYxImDGD448+D2VwFyg+38DNZJHUC0m88OqspYN7gnJupSX8RQehy8h76ZLshj7upVt+9/6njTUVFYdpMu+duccnBhcuzzZwht/Kky6/yekV0uItN2BjiykOlZoNed2j5uZkaxp45jqNn3tAW0Xh4dK22v9aeA6dx3/hU6PvCz+Njm4OVJyR3Of8Qe2tHdnoARFcD+DsAv8PMz2revxfAvQCwYsWK9WfOnOnwCAWht7ARomHxWiPdBTIURSLcfePytn4mQeMpOcW2JGtTfxagLtD9QlKE7oCIjjHzSNbjiMLIyAgfPSrOsyjo1gPdGhDluEkpbWmN0TRWv4gAd35TlLW9SIR55rbqsEF5UWWLaAU1J37HcxdQcn9HpzjGmXOTzPC7Dj9ZYns/pWUs8LsekX+dxSSrClkMRkFEDoC9AJ7QKVcAwMyPMfMIM48sW5Zfa4IgdAujw2Xs2ry2KVhsKPolRAEYXDDQIjRUhauSU2y+NseMvccqmJishBqPu3iGwi9MRCx4QpIQ0Z8S0XeJqK2IhpA8fqFPUVGb88p0FYwr3gvvWmSLe80i1De1SSpX3rH64b6WHc+dDG04m2NumRMAOLz95mbpcROvTVfb1nigrjABrXPityabGhIrJiYr2LD7ILaNT0W+LyYmK8Z5fG26GtobZHs/JX3fudHNfVoNc4VoBIYIEtFCAFsAXOf+PDN/PM6JiYhQL5bxEjN/Ks6xBEEIhwpdWbl9f2A4IAH45F03+FpGdUnQYWLEg8bjFXSjw+WWeH43Uvq2P0lLVgH4DIBPo171VkiZNEKfwuar2Hgd0uqlE6XAkMo/1a2HYY+jFJYfXZz1/axaZxcOFJrjVZEMAJqhfHsOnMaQoX+UCfVb23jkghRQdQy/6zDlng0ZlEzb+ynNPKlONswVomGTg/U5AOcBHANwKcFzbwDwYQAniEg1QvgoM38hwXMIQurkPV/AD5tSvUqQLnIKgYLOnXgdZaMUJtl4xx1rUil9K3QtqcgqZv5SI09Y6ABpFBwIsxZlXZ0tqiIZRoEJOv+eA6e1rTgUJaeIjauXta2/F2vzOHrmDew9VmmZP6fgHwHhRf3WNspmUHRF0DFUQQ0dpgwa2/sp7TypTjXMFaJho2C9nZnfn/SJmfnvccWbLAhdh7cqEtAZYRxHodMlDeuSe93oBKkJZUndue+k0TPmLjHsxba0sbqOam0ORSLMMRt7rQh9QyqySugsafQMCqO0ZV2dzbY/VZrn91MA1DprmiedPPFT1ry4f2sbRcRb/MNL0DEOnTqL8wbPn+l12/upE9UJhfxik4P1ZSJaG/wxQegNVMz3yu37sWH3QW28tLJy6kIybOLCg85hel8X033f+BQenDgR+H1Vycn93fGvvIpBx7wMLBl0cOjU2VAhK+dmar7WVFViWDevNrkN7jlQx1NCWZSrviZTWUVE9xLRUSI6evasvnGpEEwa+U26fBWnQJi5PNu2xmZVnU2t2ZXpamaWZ7WOmhQAVUAhKK8qDEsGHeNvbaOIBOUSBx1DGRvDfNc2/0nypPobYxVBIjqBev7hAIB3AvgW6mEXBICZ+fpODVIhlZmEtLGtVORXxU5RblgCvV6moHP4vW+qxkQAHtm6zvf7AKNam2/7rlMANC+jQMCn7lqH+8anIpVtD8Jbvcp2A7Vu5/NaxVaqJ/UWtlUEOyGrGiGCn2fmn7T5fL/Jqm4Ik/YrXw5cqWanPOJeklpfJiYr2LnvZNMINVRycNsNb2sJq0uKAgEhnEd4NECGuGWUrnS8H0sGHVyszVtXAdRFiHixqSIYlMelPHJhKxRmXUVQyA8mWeUXInhbiuMRhFxiGx5iY71TipBq0Hj0zBt4eHRt4Dl27muvBKXeN52XG2M3NX/0E9w65QoAFpec5vHSCFlRwjlMWOXEZMUocKV6YN8isipDsspZirrBfWTrOuw5cLptHVGqgk5pCOt1MI1tYrKCsWeOtyh209VaYJh2FIZKDnbcUS84YaMMFYma8+dXQEH93mGUq5JTbCl+EfSbPThxAk8ceaXNsDfoFLDQKWJ6pmatrKj33Uqte1zewky2ipBt/pPkSfUvRgWLmc8AABF9lpk/7H6PiD6LeoEKQegpbMNDosTJP37kFYxcu9T3HBOTFWN4XVBPFHXcpBSN6cY4THlaBQBu3YwAlJwCZkwamw9BOQ66vlpeFpf8ywoLvUnasoqIngTwMwDeQkTfAfAQM/9JnGP2ElnkLNkqdabP2XiKlId9cclBbW4e28ansG18qulxOnTqLCrT1bYcUADGse05cLpFuUqT6WoNO547iR13rMG8hTJ0943LW/72KgbuEMawuD1BNkY0nXIFAEuuWqj1IgYp2+pa/D6nU4TE+yTEwabIxRr3H0RUBLA+neEIQraYFJihQQcbdh9sKQ6hC+lYElCOds+B076Jr365W2qBN4XsqXhx0/FN4SLeRo+KwQVFX4FaWlDE0OCCFuEDoM1Ca0tQz5GgTVFAMSmh90lFVjHz3XGP0ctkkbMUt0y2KQzQzTwzHtm6LtDj5PXEu8uWe8eWxpyY1m811geePYHFJcfo+Tc1gHdj8ijZ8KGbVgQqN272HDhtPI+uHUgYD2oYb1LW1SSF7seY3U5EDxDRDwFcT0Q/IKIfNv7+LurlcAWh59AmQxcJP7o421IcYu+xCrasL7ck5z66dR0mP3aL7/FNzRlVqIKfAFZC5Z6bVrQlQbtDWEzH/6UbV8AptmshJmF24fKcr7XywuU5jG1ahW/vvrVpVVQW2pBVeQGYE4pt+8JM+yi2Qu8isipbwhYISALTuuR93bSeqsI4flwzVMLOfSdDGYuqtTnfEOY05uSem1YEjuny7FybzFB/v3XxIoxcu9T4fT+PUhAb3rEUD4+uDdVwN0gJ9X7XpETf/9Tx0EWk3KTR8FroL4wKFjPvYuY3AdjDzD/GzG9q/PdmZn6gg2MUhI6hq2B11YKBtjKz1docDp06i8Pbb24qGMqqtcTQnBCoC22/Klk2Anjk2qUtDRBLTgGLnALuG5/Cht0HAdRDMtzjWDhQwMi1S7H1ny9P1NOjhI23st88w7f3iU5B3Lh6mVbo2Vp9pfRtfyKyKls6XSltYrJirLJHjfcVftXwvGukl9emq4n1llJjGdu0SmvkMhH0yaGSg/Gvvhp4nJnafJuCpP7WKTtuBeT+p45HLnL08vfra3cYZcVmHXd/10+J1ilzQcpeUCik8qLplDJBcGMTIvhXRPTT3heZ+UspjEcQMscbRrBy+37t50wL+0O3r8H9Tx/HnEcpcwrU3HSYQhX8+lLt3HdSW1WpWptvVgdUwmLL+jIuunKhpqs1jD19HPMwN0+MgpoDnQD1633CaK2yuHH1Mox/5dXmdyrTVYw9fRyAXb6blL4VILIqE6IUCIiDXwiZu9gP4N9TSxXwMSlRSWZKeYspfOSpqcDqfqqKq1/u6fmLtUTWc3d4pTc0LkwxCy9KGQnKG3Zj05vR/V0b+eC+viBlzyYcXbVHUYWrBEGHjYI15vr3IgDvBnAMgNRDFrqSsImrYZsF6qoWqYpOQeVk9x4zW8VsranV2hyefOHVNsEYptmjX1y/G5WbFjbx2VvyeN3O59vGV5vnZpK2V+g5RcJVCwZwvmpfTUroeURWZUQnK6UFebTd7wcpf2nmibnbUGxcvQx7DpzGtvGpxuvB35/n+vjvG58yfiZJY1lluoqV2/ejYJGfFva4JpQMdcvkgmWIhfquTonWEVQE6rXpqnU4OlCXj080CleJ7BF0BCpYzHy7+28iWg7gE6mNSBBSJEri6timVW2JzsUC4cKlepPKxSUHRPUcoKFBBxdrc02P0pJBBw/dHqxYJV0KPYqA9G4IgvqyqNy0sGE0BDS9TeraTXkL09Vaxy3kQncisqo/CPJYeA1ffspflGqwtqjKgte9udSSwxR2bR4KKJzkRznk9THsxkcA3vuOpXj5+9VY87dx9bJIHjNCa8EL1SPytekqQHrFU4XV+xlMwyrcXo+pILix8WB5+Q4Aq2aLgpA3IpcU9izYc/PcVArcyoFXEJ6bqbX0wFK4lSpbb1EYwh5T11Rx5NqlzTGqqlvuksQXLs36NoF0CgQQ2pp53uOqKmVbMll6iQgREFnVg/h5LMKGCtt6PxROgbD13ctx6NRZvDZdDVR+KtPxFJCJyQp+dHE20ndV0+Dhjz+fWC4ZAVoDl7cpsG2D473HKvj88ddDNVh2yzZlIN21eW0zIsLUiF4pXabffObyrPH39Ks6Kf0XBROBChYR/QGu3M8FAOsAHE9zUILgJsleFGFKCj84cUIbaheFx4+8gs8ff73Z+NG9wKfRFSXsMXUd69XfXuui2sT4ha4QgK3vXt5U0nS/nU04hl8SuiC4EVnVH7jXD10fKhvZ4JYpQ4MOFg4UMF2tBRqmrl400DSUKQNRWiwZdOpVWUOEdrtRfbsI9gpPEI80lDYvXgPYdYa8ZS/V2pyVcqUMc6r3mPcYbgPpeYPRT72uPufNZz43U4NTIDhFajEKlpwitqwvGyspSnElwYSNB+uo69+zAJ5k5sMpjUcQWki6F0VQPlUa4XqK6WoN941PYXBBMZTF7v9n7+3j5DqvOs/fqeorqVpOVHLcbOK2ZDkhWBNFtoQbW0Esi0ywA7aVRo4RHptlYHe98BkIFkaDRDKxFLwjLWKwGcLurIEwDDZO25ZppCjEDisBiyZyLKVbEXJkSOLXsncjYrUSq8tSdfXZP6pu6dat53nuc9/q3qo638/Hibpe7n3uSz3nnuec8ztpUyBgy8Q09jz9QscDiiniZ0qvYQCfP/4GHhjvdNxcbFb+brnmPfYHIgw6Yqv6iLBNYcNs12tTzszWUHKKeGjzGgAwzv/eVhBh6nVMlEsOzl2Ya3uod4qE+29bZVzEsoWRXK3WfY831iuCUt6TzMpwnasHxldbCU7Z1Ey7Yhf+SFdtnlEuOVi8cEh53/mdLEIjzVEQVBgdrGajxp9g5ru7NB5BaCNySh/UBlqVHuDmc6/99DN46+25yCuGNjAa/aPyhHu4KufVFPF7cPMabdNjoOFQTk5VYtU/7D1WkSJiIRCxVb2Pd75e4nM6bBfWgrIdJqcquO/x4x1ZCa5NcdPMVJ8B2h/Sk0oNW3X5O3DH2PK2iMolC4da+0szs5qwAAAgAElEQVSrRsxLybFb9Kszt0XtVOd6x76ToZ0rk0PGAA6dOg3AznkyKUd60V2/s9Uapu/v7GfpRi69ThZDbJSgR9sHCwCYuQ5ghIgWdGk8gtBGmJQ+L7peFwBaPahc3MnyzGwtVeeqF/DK1U5OVbSKTm4/r6CzZWrKqOqfYxqPIOgQW9Xb+OfrmWqto8Fv0Fxg099o+1MnjLU0ps/4H9KTSg07/M03cfTlN3F+7mJbjTOzNWx/6gRWvCv99LPRcgm3X2fvHFRrdWx/6mvKc/3JyRPGulwdDHPPL9epUtkMp3hRcMrbB1LVZ9JLlAbZh06d7rB5YqMEHTYpgi8BOExE+wCcc19k5t9La1CC4BJWIt3FFPlyVylN0ZdBJsyDRpBKlckR9qsD6q6FFBELlrwEsVU9iW26nWkuCMp2CNrH5eWS8TNXLF3UmrMmpyo4dz6a+IQKVd+naq2OL3/rzcT2ocIpUKsHYRiqnh6LF19rtAeJCkMvJuE2kPbbjPKwg7fevii2pBK90GEb6fISdcFXGExsHKzXm/8VALyj+Zo8lwqp4E/xUMmFqyZBf3qJbhXN2xhXbmI1QQ8a7mqn2//KlN4R5Ah7ayl0/bSkiFiwRGxVj2L7gGqaC4Iefk37sBHu+edvN3z2MOqncUk7oWLBUAFPHXstscyNuIJQdWalPfHKoftthl/1r1qr477Hj2PLxLRRFCtK+4+oC77CYGLjYD3PzE94XyCiO1IajzDAqAQt9h6r4PbrRluyuP5JcHKq0tbQF4AxRcGdCGXFSY3Ng8bEc69i4iuvtoyyzqQmIZkcdhvCQCO2qkexqTUKmguCHn517xeJWilkNgJHSYlb5IGk64FNcuZlT79IXTNjU0aE2wjZ+wygs+PutoNq98KKpYiNEsJgrMFqst3yNUGIhS7F4/PH32h77ejLb2L97oNYse0AtkxMW/f48E6EvbLiZNfTPjncBw3T+anVWbniWS45yrz3yakK1u8+2MqRd2si/IyvHbXKnRcEDanZKiL6CBG9QETfIKJtSWxTuIiytqZAWDrsWM8Fqm1453zd+//xZ65tbdfmQVkW59SUnCLWvXdph81yr+PZag3MjYa/bqTK//2tN1/dVh/tx1/vpasR9pJkjZTYKCEMxJrVBiL6SQA/BeBnAEx43nongA8w8/XpD6+dsbExPnr0aPAHhVRIsh+Viqu2HUg9n8ddYUujuW/SLB12cMs171Hm56dBkQjzzNrUzCAIwIu7b2l7TZVOo2pqLAh+iOgYM49ZfC5VW9VUKPwnAD+BRvPi5wDcyczP674jtio8SdgXGxVB//tAe5rYXL2O/+97Fzq2vf59l+LR/+VD2lTmQca1VSqbYerB5dphbw+zyakKtj5xPDBtMaoNXzrs4P7bVrX2leYzjTAY6GyVycG6Fo1GjZ8G8CnPW98DcIiZz6QxUBNitLLD9kE5zoTVC4ZrqabTexq4RicLMQ63uWKYRstLhx0ML2jvH6JLuRktlwKLkIXBJoSDlaqtIqIPAdjBzDc3/94OAMy8S/cdsVXZYmuHVHbN9OBuciQGGTfqFMV+++3GhpUjmHju1Q4VySRxioTNP7RMWd8ti39CWEI7WJ4vOszcnSfKAMRoZYfO+fE+KMd1wrpZPByVbke+bPZXcgq4dPHCNgP1+eNvRJLL9eI6eP5r4hQJYLStMKpeM/VWUUW7BMGLrYPl+XwqtoqIPgbgI8z8Pzf//jkANzDzr+i+I7YqOz45eaKjIazuwTnKop77cH7o1OlEFgRNdUte8px14SbqJTG+bh2n7rzL4p8QFp2tCqzByotzJWSLjTypSSbXJahXySLn4i1ZLjlYvMDcJ6nbdNvA2ezPL5k7duWlmL7/Jjy0eU0rVzwKr89UlTnnez52LfbccW3ba4sXDHWkdFRrdRQNfbQEIUlStFWqm7jjp0lE9xDRUSI6evr06ZSGMtgE1XNOTlU6nCvgorKc//NR6qlqdcahU6dxeNuNxnohGwh2ynuj5RJe3H0LHtq8BhZlR13n8nIpsTndxuYlcQpM/dAEIQlsVAQFwUqeVDcxedV/Zi/MKZ2wLY9Pwz/fNRov5nXNLj8QLqZm+FWT3BXbtZ9+JnRqo3ttdUpL3teu2nZAuY06c0ckS1SXhB7jNQDLPH9fgYYcfBvM/DCAh4FGBKs7QxscVCqzfoU4U/uNOnPH523UC1W4tk4V4Q+D7U3i7m987ahR4TULCMCGlSMYu/LSrmSgFIlw5w2d6X1OgQBCW2qhKRqme08W/4SksFERTA1RZuodTApN7qqiyVi40SrdQ75qMalaqysbGgoXURkJVdTwrbfDNcUM6wTpjJKrsiSqS0IP8xyA9xPRVUS0AMDPAtiX8ZgGBte+3DsxHZghERR98H9+681XN9KbQ+JdfNq1aTXKJSfU98N+3ju/dsMBWDrsWI+RAew91ogMeud6E64tCHsenCLhP/7MtXhgfHVnZsUd12LPx9ozK+5at7zheKnGoBnkhpUjocYkCDq0ESwi2g/DAgszb4yz46Yy0x/Co8xERPtMykxCduia8gHIfd1Uv2JanfOnbto0klQpOtli6g8StteIIIQhbVvFzHNE9CsAngZQBPBZZj4ZZ5uCHTZ1ud65ziYi5f38+NpR7Nh3MlS9qlOktsWn8bWj2Lnf/nZw0wpt9+nf34aVI6kpy1Lzf87M1lAkwvu/bzG+8e1zgZE213E9vO3GVj31fY8fD6xxClt3vXjBUMuW2GRWAI2UeVWGjM4kHjol6b1CMphSBH+3+f+bALwbwCPNv+8E8FIC+74ewDeY+VsAQESfA/BRAOJg5RTVhLZ+90FxrjKCoS/U9a5y2qTARHGqvOgccHGshC6Qtq0CM38BwBeS2JZgj01T3/Kwg/W7D+L1mSqWlBw4RTIq0BWI2hrWnjU4OnevW94mGOSV+HaZnKqE7sVom+bn39/kVKUVLUoDbv1PI6Xyn799zvq7ruPqOk0qu+TPjFDZjXPn57TO50y11tFsOIiwaZVSgyUkhdbBYua/AwAi+m1m/lHPW/uJ6O8T2PcogFc9f78G4Ab/h4joHgD3AMDy5csT2K2QJHEnI1OPjJJTxMKhQmw1vF4irIKSyoi5OfFAw9iZtpmkLK1EqoQs6IKtErqIV2U2aC50ioSzs7WWgzNTraGAi+00VHOfO2e6NVxlTeuN0XIJD4yvxgPjq41j2LHPPnrlzrW69hVeHtq8pmM+3bn/ZOQFTX+fwzAtOGxwF/V0TnGRSGlr/HZjcqpibE3iFcdyv28zNttaO6nBEpLCRuRihIje64k0XQUgiSRVK2UmKRxOhqAGi+VhB8zA2Wot1OpQ1CJhF0ajONWfwuau3B19+c2uNdrNA0nc4G5O/NiVlxqLvhcvKOJ/+2mphxL6hrRsldAlwqSMjZZLePPc+Y5o1TwaNb0v7b6lze4VFNH+aq2OhUMFrRCPTeNi2wXAhUOF1ndt+htuffI4ALRFr+L0YJxnxoOb12DP0y8olRbj8vrZKj45eUL7PDDfPPdutFH3nDG+dtTK7rtpif7vq66ZbbsREWASksSmD9ZH0HBwvtV8aQWA/5WZn461Y2ne2DVURkuluOPFNrKh6321yClYGwOnSFi8YKjDueuFvlh5ZrRcMq4CS1NFIc9E6IOViq2KQq/ZqjgN4pPEpi+Vd95aoVEvBRoOlperth1QzoUEtByPyky1lXZdLjk4d2GuzUb658wofbTcdGwbJ2LpsIOpT90UeV9eiIChgjl9Mk2WDjt463z7+XSKhD0fu1Z5r9ko3/r7KZp6cQLqGvI83PdCb6OzVYERLGb+IhG9H8DK5kunmPl8AmNqKTMBqKChzPSvE9iu4EMVsg8SPdCtDvlJQvyiVmcsXjiE6ftvChx3EMNOAQudImZma8oVy0HCvR46o2x7jQWhF0jRVvU1NvLn3cKUck5ArIdg3Vy4pOS0tuc9D6rIVLVWx459J61S/HS453fXptUYu/JSo8jGmdma0YkMA7N+QdUWrxDS62erSvVfHW+9XYNfFLhWZ+zcf1J5PWcsFmj96XymXpyuAIcfsX9CWtj2wboOjdXAIQDXEhGY+b/G2bEoM3WPqHVStt8z1d64jhcZaq1U+5qcqkQyYEsXL8ThbTc2Hxq+hmotHw5WnO705ZKDxQuHWkXc/lVVHe7DiMnRlYJeoc9I3Fb1O6aHUjeTIK1Vfv+2l5QcpbPhRpn8+x12CphVtPIYdgodqWhbb74aW5843rG4eO7CXGscNgt6M9Va7Lpg/0N/Uk5U0iwoEkbesUh57cOOWddx5cysWrgiqPxAlc6n+3ycyJ8gRCXQwSKiPwfwPgDTANzZhwHENlqizNQdotZJ+dWWwhpVr+Ola0TrHaNr5Coz1cid2iszVazZ+Qy++3bN6NB1G8bFwmsd7/++xXjtzNsd6Q07NnaqVnnPk+owS04RG1aOBD40SEGv0C+kaav6Gd0iy+sz1dSiW5NTlY7ITWWmqu1JxUBHtH1yqqLNxKjNc0fz9V2bVuOSRUMdc3Ctzi0nr5u459fblytv1OrcklT3o1OwjYJfuAIAzp3v7N3o2rsiUVtPM/e+0I2pqGt6JQgpYhPBGgPwAQ4q1hJyi7LAM6AGC+hUWwKiG1WTk0cAVryr1DbGODdbHlUH3d4nOgfr7nXL8cD4aqvVYq/j6nW2XOMy2lSJmnjuVeP1lYJeoc8QWxUB3dx8ebkUGN2Kgqm21jRfVWaqbQt+e55+Qfn5gsKuuWPWpZ0FpVOnwZKSk/saY+/Cp98m3XnDssQFqKq1OnbuP4m3a/Md52XpsINbrnkP9h6raB1+ncM3yKUCQnbYiFw8AeDjzPxGd4akp9cKh/NEGBVBXe2St0GgbpthIy2DgFtkq1ON8hfqJoGuQLhAjVx8KegV8k4EkQuxVREwCQOkMWfFFWtwxxfFMdFFOEYt0qmTJKwQVFI4BVJG8XTcvW55m0Pj4lX5deXeC00jr8kEjI27SKm6d9xnE9295X92EYQkiSxyAeAyAM8T0VcAtAqGmXljguMTUsa26zmgT+fzplCoUkfunZjGvc2GfsNOAbV5bq0kDpJzNVQg/Hfv7Mxb1xVGF4gwOVVRXouo9Q86AzrPnepagtAniK2KgKlJuG7OipNaHJSKt3TYUUYwvFRrdWM6mK4/oK75rU06dZLcft0oHu1y+xFvM/lPTp6wUjA8dOq08pycma210i7dPmFJOM4mTPeN+57KSU4zUyMv6ptCPrFxsHakPQghP0xOVbQRLK9RDTJGqsLjQWFunpUTrW6FtM6sTMHMk7qXIPQAO7IeQK+iW4BL44HVlIpXcoq4/7ZVAC46fLrFOZ2zdPt1ox1RF10GRZFI+fm0OXTqdFdTEv0RnEOnTgd+5/7bVmFLc8FUhT9VNEgB0maRteQUsXCooEzzv9wQwXLfMy0WJI3YZyEIG5n2v+vGQITuoksZ3P7UCa3h8hpVUZ8zs8UTzXPTKQBgkVNQGnJVXUOc+oeyRo2rXHJCH4sg9AJiq5InjQdW3UKTO0+62w7ba8r7fbfJelBt1TyzNkqTJq/PVPHg5jVdS0l8faaKFdsOtKJYQfa70Pz/ICfQux3dZ4OcK7dfo6nFi/f5I8jhN6kaJ0ka9YlCf2GjIvg9XPx9LADgADjHzO9Mc2BCsngdKr/Ut7vysnBI/fBfJOpoSNvtguBew2tQzszWcN8Tx1GAuf9YZabaJi2sO782zu2Ojas6JImdAmHHxlW2hyAIPYXYqnSI+8CqWszbtWm1tdNmWxs1vGCozTnzbk/npF3efLjvNpeXS23Oa9q21P1RuLa+HKBoO98cV9C592a1bL35amXNXlDkSlcbZbo/8pCWZ1LfFATALoL1Du/fRDQO4PrURiQkjj+UrWugqJtE55k7UtdUEqqCnvo8w2ad0istrFv5s6l/6GaqhCDkAbFV+UOVRrVlYhp3rVtuLTrgn8t0D+yqXopeESenQG0LTm7kIw0Hp1xyMH3/Tbjrj76Mw998s+P9DStHAFx0BE3KiklTrdWxcKgQKBTy+ky1de5VzZBVkaN7DSmFKpYOqzMqTE59tyJUQZjUNwUBsG803IKZJ4loWxqDEdIhbvGud8L45OQJPHrklYESrcgKRmd6RZj6h7wYIkHIgiRsFRHdgUZt178CcD0z94Y0YE5Q2R4GWgIPh06dtloA8s5la3Y+Y6zRAToduzOzNThFQrnk4Gy11rE/VRuTuXmOZOcIwK3XvgcA8NJ31I7bI0deaanvjfqiet3IDDlbreHBzWuM+/PWNZkaTntf1wmMlH1ZMwDgFKmVOh+HrIQmui2oIfQeNimCmzx/FtDoNSLP1zlFNdnYhqxV6k3eCcNGeShP2KhR5R1GZ466OE2C0ElKtuofAWwC8H/F3M5AorM9rpPlT10DOoV+vPZsw8oRnLvQmT3hFKjtwVbl2NXqjMULhzB9/01tr6ui/RtWjkS2dQxg77EKxq681Gh7/X0md21abZQaT5JCs/Hu4W03amX6/Y6CasHO/11d/babmp6UI6RrAdNNoQnJEhGCsOmD9aeeP+cAvATgj5j52ymOS0kv9RbJAt1Eadtv46HNawCoe2Mt0Ygm2NIPfbDidK4POn7d+9K/QxhUIvTBSs1WEdHfAvgN2wiW2KoGYZ0F73ynsme6eXLpsIOpT110nK7adiBW/64knBxT3yYVblqhbuxhCbI5bq8zU3QqCN15KhJhnjkVp8MmnVLsptBNIvfBYuZfSGdIQtLs3H9SqWpjk28NXFyRUeWED5JzVS45OD/XGclzjZEuklcskFLIYvGCIhYM6Z3c0eaKqV8qWNINBMGerG0VEd0D4B4AWL58eZZDyQ064QMd3oiPLr1QxYxvbtXVxxSIcNW2A4EP/qbIk06hVbWNMEqBM9UaJqcqoRYzyyUHt177HmWqpTfKo8KreBc1nVx3nuaZIzeiDsKm5CGs0IT0sxLSwCZF8AoAfwBgPRrz2z8A+DVmfi3lsQ00YX/wk1MV7QP8TLWGu9ctx6FTp7WTrb/YdMe+TmctKox40Z8okGffHe8RcPkStQG2SWd4YHw1xq68tK3w1yvFrvqernkz4aKKkl9aWCZ5QbAnqq0ior8B8G7FW59g5r+y3T8zPwzgYaARwbL9Xj+hslt3rVveUbdrI+AT5iHZLyxg6jkIBKeS6Ry0csnBjo2rrJymKEqBe55+AUSBHwMQHKXxOk26qFhcxbsshB5sxhxm/9LPSkgLG5GLPwXwFwDuaP59d/O1n0hrUHkii5WNKD/4PU+/YNzm3mMV7NrU6Li+9cnjxmLTyalKrIiVim46VwAAAnS7ZEZbGoru+pquc5DKkR8bQySiFIIQi0i2ipk/nPK4BgKd3dq1aXXH4pFNxN62FUixQDh3fk4ZmXL3WVAs8Jl6FukEDHZsXNWxbX/bE/+xuPO6TpzDSxiHJ6wDmoYjlIXQQ9B9EXb/0s9KSAsbB2uEmb257f+FiO5Na0B5IquVjSg/+KDJ1v2+61gE9ZjoJgU0+m4kicmfKxJ1OFYPbl6T6jUVxSFBSJ2BtVV5wGS3Dm+7sWN+DYrYb7356o5efgUAIMCbhV2f55bj4rfR3giOCp3dDCNgsHjhEG699j34/PE3WuN4e66OeyemW72kxteO4qzFomV52MHwgiErxzLIOfL3vnSKpHUCozK+dhRHX36zpYhYJMLt16W7UKiypW5EdDTCIrj0sxLSwsbB+hciuhvAY82/7wTwnfSGlB+yWtkw/eB1EReb1T53u6ZIyeRUpesNhJN2roKoMyfuOAdFOkVxSBBSJ3FbRUQ/jUba4QiAA0Q0zcw3xxtmfxFU62NyYgLnP1+63DwQWNCrstFRIji68akWXie+8mrbWN0FPq9tsbHRb709h1uueU9HdM8PAS3nSGV7AHTUUDsFwtJhBzOznTL1UZmcqmDvsUorOlhnbikopmXbkral0s9KSAsbFcHlAD4D4ENoTG3/DY289pfTH1473VZmiqtEFBWTgpGqL5Kb+mejrLNh5UjbatOdNyzDA+ON73ez2WGW6OrBbJWHVNLBqnQXVxRDEITwRFARHFhblRVpKrrFVfIjQOtwAO22M8zDepRxuZEVG/vqfnbn/pPauuq71y3HA+OrQysHu7bP/f8oER8vunOhuuZ5FZLQnUOx34ItkVQEiagI4HZm3pjayLpElB93VisbponY7xZUa41UhNFyCbdfN9oSslA5YiveVWpTv6szt/5+YHx17IbELmHlabuJSU3RJiVAtXqparwsOdyC0D36yVb1EkE2I04aWtwULUZ7HZjbyNcU6bHJZogyrtdnqtaCF+5nXSVAlZiSuy2dcrDumngjTUDjeLdMTLeeIZJKr6vMVLF+90HtImSehCQku0RIC6ODxcx1IvoogAe7NJ5UiFpL1e26GX/OtG3/KqBxTK6Qha6vxX2PH1d+97FnX8UD46sTyTmm5liGnULsbYXFlaz1R5P8+dk6A2fjOIeRDpYcbkHoDv1iq3oN0xwXNzqiW+AM2/ajWqtjx76TWLxwqOMBev3ug0oH5b7Hj2PLxLTyYdtWfMN/LEB72qEu+mMrfGRSDg5DnCa9pmvkvt4Li5AiMCWkgU0N1mEi+gyACQDn3BeZ+aupjSphotZSdXNlQ9V3quQUQ20jqK/FvRPTyu/VmUP339DhTqKztWQrq2yM6uKFQy0J9aBrFtVxjiMdLAhCqvS8reo1dA/YSTR61S1wupka3uiI+7e2T1a11iaEsWViGkdfflM7n6vk3IGL0Se/PXIKBBDaRCS8Y1bZlrgLuCYxqnLJwdlqLXT/ybBOj0lwwossQgqDiI2D9cPN//+05zUG0DNtsuOoxHRrZUPnBIbtH2U6JtO2dM6XLUk1E17/vkvx1VfOGo1q0GQddM3iOM62q6qiECgIXafnbVWvYXIS4tbcRJmnbeujGMCjR15BedgJjAJVa3Xs3H8Sb9cuNp9ndGZGHH35TWW/L52qXlwFPpOt37FxVWSbHiY6p7pGYb4vi5BCPxPoYDHzhm4MJE3yqBLjNz66SanO3FE3ZHJmTJ3q77xhWVsNVhyWNuVko0yqJl76TlWZK+89DpvUiiCiOs62q6qSwy0I3aUfbFWvoXOCgPC1Tbrth/m8rZAE0LChzOa6XBeVE+Y6V97WJ6rIzaFTp7VKf3EU+EzNkMfXjlo3N/ZDaDyf2J53/zXS2eeoi5B5FccQhCBsVAR/XfHyWQDHmDle2CMkUZWZ8qYSoxqPzmny1g2ZDJgK1TF+cvJEaCdLp1xoM6mGxUahMevrKRO+IKRPBBXBnrdV/UKQulyac6h/27MX5rRRKgLw4OY1xobEJrz2Sqc6DHQ6cSalvzBqtiY7ODlViRzFipPiqRtXlEXIrG29INgQSUWwyVjzv/3Nv28B8ByAXyKiJ5j5d5IbZjrkRSXG1C/Em3Lg4q7wmFbxwnaqf2B8dUtp0Aadg+cfj2rl0CkQLlk0FKoQ1yYKlfX1lIJYQcglPW+reoUgBymol2PSfQi9+OfnyakKtkxMK52fy8ults/rHugXDhWU9clee6WLKBWJQin92dYlBdnB8bWjWgfLdQxXBDRgjuIIexUOXdu/cKiAsSsvbbWEsSVOL1JZCBWyxsbBeheAH2TmtwCAiO4H8CSAHwVwDEBoo0VEewDcBuACgG8C+AVmngm7nTBk/VBs0y/ETTmwmRBsUwy9k7XXwbOpmXKKFOjgebfrrRnzKkjpJnE/YeqWsr6egiDkjsRt1aBieji1cZBMaflxHpqjML52FE8cfQWHv/lmx3uunLjfztlkjPjtlS59PGzrkyRT3UcDyiNM78d1hN/2CF3NVGuRnOio9fNpO/GCYIONlvZyNBwhlxqAK5m5CuB8xP1+CcAHmfkaAP8EYHvE7fQMNj2m3LD8i7tvweFtNxqdq+1PnUClKfjgOkwq3Ily7aefwb0T063J1F+Iq8QiU8I7FuBizZjXIJdLjvK7w04Bo+USCI1jl7C/IAgxSMNWDRwq+7L9qROYnKoAMEcVXLbefHWHCq5rF+KITkXlpe/ot12ZqWLrk8dbxze+drTDDo+vHcWuTauN9kr3mVGNw1QuOdpzlBSm6xD0vs111hHnu150zmaQE5rU/gUhDjYRrL8AcISI/qr5920AHiOixQCej7JTZn7G8+cRAB+Lsp1eIsh4hJVnVfViUqUYblg5YoyclUsOdmxchfseP96RYlib51bvLFOKYtBq5I6Nq7D1ieOozV/cvlMg/IdN18R2qCQNQBCEJonbqkEkaE63cZBM6Wtx+hBGJcj+1uqMLY9Pa3tfAXZZE7rPqCJbOzauApBuqrtNGqHu/S2a9EIbRzgpJzqqlH0WTrwg+LFREfxtIvoCgB9B4xn+l5jZrd69K4Ex/CIafUv6EtcBMAWDwjZk1E0SqhTDoMjZTLVmnEzrzMbQelxjGwdJAxAEwaULtmogCJrTbVV5dc5G2IfmJBbRbJRu3fXFpOyId9xLSg4WOQXMzNa0Tk5a2LQtUb0fR305KeXmqM8OeVSOFgYPmwgWmPkYGjns1hDR3wB4t+KtTzDzXzU/8wkAcwAeNWznHgD3AMDy5cvDDCFzguquoqrhhGnuqHOcbLcJmPPj4xrbOHQ7l18QhHwTxVYJ7QTN6XEb5IZ5aJ6cqrRlP1Rmqtj6hDmrQkUY+XYgvh3x2/6Zag0lp4gHN6/pGdsU5zrHvUe8RHl2SHL/ghAVmxqsSDDzh5n5g4r/XOfq5wHcCuAuNmjFM/PDzDzGzGMjIyNpDTcVTNGjODVHQXnVXoJWbJYOO9ptetGtaoYZS9JIGoAgCGlCRHuI6BQRfY2I/pKIylmPKW2C5nSbeqQgVHVOKnbsO9mWWg40Utd37DsZ6pi8Y7Yljh3phxqgONc5iXskDlnvXxAAy4FDEk0AACAASURBVAhW0hDRRwD8JoD/gZlnsxhDN9BN0ARE7jEBhFsBNK3cOUXCLde8B+t3H8TrM1WUhx28Xatr5WzjjiVpJA1AEISU+RKA7cw8R0T/OxqCTL+Z8ZhSxWZO75aKq0oa3fS6CXfM/qiYjjh2pF8W/+Jc56yVfrPevyBk4mAB+AyAhQC+REQAcISZfymjsaRGmg6A7eThNZaVmWqbjPqGlSPYe6zScr7OzNbgFAlgtBmfoIhUVhOZpAEIgpAmgyjIBPT3w6nfgSwPO3jr7bk2m0folHAPQ7cW/0TkSRDySyYOFjN/fxb77TZ5cQB0xnL97oMdka1anbF02MHwgqHcT9pZRs8EQRg4+lqQKS94nQaii+ITXtzU9qiomhGrekRGFbzQ2f4NK0daGSNx7ZWIPAlCvskqgjUQ5N0B0KUrzMzWMPWpm7o8mmj080qrIAjpI4JM+aFDGErhXDlFwv23rUp0v64dWb/7YEfkKYrghcr2+zNG4jpEIvIkCPlGHKyUybMDIDVMgiAMOsz8YdP7HkGmHw8SZALwMACMjY1ZtGkX/OiEoYpEmGdOfZEyydopv+1XZYx4hS/CLsT2S52XIPQr4mDlnDRzrPOSwigIgpBHBkWQKS/onIN5Zry4+5bU9x9n0THIVuuOzY1khY1syQKpIOSb1GTahfi46RKVmSoYFyfeyalKItsXKVNBEAQjnwHwDjQEmaaJ6D9nPaB+RuccdMtpiNp2xMZW646hSBRJ0j3LFimCIAQjEawc040c6zynMAqCIGTJoAgy5YWssyqi1k3b2Grdsel6ZQal+uW9xlsQBh1xsHKM5FgLgiAIg0IenIYoi442tlp3bK56oR+bqJ0skApCfhEHK8dIjrUgCIIwSMR1GrLoDWVrq3XHJrXQgtB/SA1WjpEca0EQhMFicqqC9bsP4qptB7B+98HEam4HgbTrlnXEsdVSCy0I/YlEsHJMHtIlBEEQhO4gzWPjkVVvqLi2WlL9BKH/EAcr58jEKwiCMBhI89h4ZFm3LLZaEAQvkiIoCIIgCDlAhI3ikbXMuyAIgos4WIIgCIKQAwbdQYhbfyZ1y4Ig5AVJERRSIws1J0EQhF4lah+ofphrk6g/k7plQRDygjhYQipIsbYgCEI4ojgI/TLXJlV/JrVQgiDkAXGwhFSQYm1BEITwhHUQ+mWulfozQRD6CanBElJBjKUgCEL69MtcO+j1Z4Ig9BfiYAmpIMZSEAQhffplrhWBCkEQ+glxsIRUEGMpCIKQPv0y146vHcWuTasxWi6BAIyWS9i1aXVPpTkKgiC4SA2WkAqi5iQIgpA+/TTXikCFIAj9gjhYQmqIsRQEQUgfmWsFQRDyhaQICoIgCIIgCIIgJIQ4WIIgCIIgCIIgCAlBzJz1GKwhotMAXu7Cri4D8C9d2E9S9Np4gd4bc6+NF+i9MffaeIHeG3MvjfdKZh7JehBREFulRcabPr025l4bL9B7Y+618QK9NWalreopB6tbENFRZh7Lehy29Np4gd4bc6+NF+i9MffaeIHeG3OvjVcw02vXU8abPr025l4bL9B7Y+618QK9OWY/kiIoCIIgCIIgCIKQEOJgCYIgCIIgCIIgJIQ4WGoeznoAIem18QK9N+ZeGy/Qe2PutfECvTfmXhuvYKbXrqeMN316bcy9Nl6g98bca+MFenPMbUgNliAIgiAIgiAIQkJIBEsQBEEQBEEQBCEhxMEyQES/SkQvENFJIvqdrMdjAxH9BhExEV2W9ViCIKI9RHSKiL5GRH9JROWsx6SCiD7SvA++QUTbsh6PCSJaRkSHiOjrzfv217Iekw1EVCSiKSL6fNZjsYGIykT0ZPP+/ToRfSjrMQVBRFua98Q/EtFjRLQo6zEJ8elFOwX0jq0SO5UOYqu6Q6/Zqn6yU+JgaSCiDQA+CuAaZl4F4HczHlIgRLQMwE8AeCXrsVjyJQAfZOZrAPwTgO0Zj6cDIioC+EMAPwngAwDuJKIPZDsqI3MA7mPmfwVgHYB/m/PxuvwagK9nPYgQ/D6ALzLzSgDXIudjJ6JRAB8HMMbMHwRQBPCz2Y5KiEsv2img52yV2Kl0EFvVHXrGVvWbnRIHS88vA9jNzOcBgJm/nfF4bHgQwL8D0BOFdcz8DDPPNf88AuCKLMej4XoA32DmbzHzBQCfQ+OBJpcw8xvM/NXmv7+HxmQ6mu2ozBDRFQBuAfDHWY/FBiJ6J4AfBfAnAMDMF5h5JttRWTEEoEREQwCGAbye8XiE+PSinQJ6yFaJnUoHsVXp06O2qm/slDhYen4AwH9PRM8S0d8R0Q9lPSATRLQRQIWZj2c9loj8IoC/znoQCkYBvOr5+zXk3Ai4ENEKAGsBPJvtSAJ5CI2HrfmsB2LJewGcBvCnzVSRPyaixVkPygQzV9CIbrwC4A0AZ5n5mWxHJSRAT9kpoOdtldipFBBblRo9Zav6zU4NZT2ALCGivwHwbsVbn0Dj3CxFI3T9QwAeJ6L3coayiwHj/S0AN3V3RMGYxszMf9X8zCfQSBd4tJtjs4QUr+V+1ZWILgGwF8C9zPzdrMejg4huBfBtZj5GRD+W9XgsGQLwgwB+lZmfJaLfB7ANwL/Pdlh6iGgpGivaVwGYAfAEEd3NzI9kOzIhiF6zU0Dv2SqxU9khtipVespW9ZudGmgHi5k/rHuPiH4ZwFNNQ/UVIpoHcBkaqwGZoBsvEa1G44Y8TkRAI4Xhq0R0PTP/v10cYgemcwwARPTzAG4F8ONZPxRoeA3AMs/fVyDnIWsictAwWI8y81NZjyeA9QA2EtFPAVgE4J1E9Agz353xuEy8BuA1ZnZXW59Ew2jlmQ8DeJGZTwMAET0F4IcB9KThGiR6zU4BvWerxE5lg9iq1Ok1W9VXdkpSBPVMArgRAIjoBwAsAPAvmY5IAzOfYObvY+YVzLwCjR/VD2btXAVBRB8B8JsANjLzbNbj0fAcgPcT0VVEtACNgst9GY9JCzWeWv4EwNeZ+feyHk8QzLydma9o3rc/C+Bgzg0Wmr+rV4no6uZLPw7g+QyHZMMrANYR0XDzHvlx5LjYWbCmZ+wU0Ju2SuxUOoitSp8etFV9ZacGOoIVwGcBfJaI/hHABQA/n9OVq17mMwAWAvhSczXzCDP/UrZDaoeZ54joVwA8jYaizWeZ+WTGwzKxHsDPAThBRNPN136Lmb+Q4Zj6kV8F8GjzYeZbAH4h4/EYaaaHPAngq2ikOU0BeDjbUQkJIHYqfcROpYPYqu7QM7aq3+wUyVwsCIIgCIIgCIKQDJIiKAiCIAiCIAiCkBDiYAmCIAiCIAiCICSEOFiCIAiCIAiCIAgJIQ6WIAiCIAiCIAhCQoiDJQiCIAiCIAiCkBDiYAlCj0NEK5oyzSCiMSL6TzG2tYeIThHR14joL4monNxIBUEQhEFE7JQwaIiDJQh9BDMfZeaPx9jElwB8kJmvAfBPALYnMzJBEARBEDslDAbiYAlCAM2Vt1NE9MdE9I9E9CgRfZiIDhPRPxPR9c3PXUJEf0pEJ5ora7cT0S8T0e94tvVviOgPmv+eJKJjRHSSiO7xfOYmIvoyEX2ViJ4goksUY7qOiI4T0ZcB/FvP6z9GRJ9v/nsHEf0ZET1DRC8R0SYi+p3m+L5IRI5/u8z8DDPPNf88AuCKhE6jIAiCkBJipwQhX4iDJQh2fD+A3wdwDYCVAP41gB8B8BsAfqv5mX8P4Cwzr26urB0E8CSATZ7tbAYw0fz3LzLzdQDGAHyciN5FRJcB+CSADzPzDwI4CuDXFeP5UwAfZ+YPBYz7fQBuAfBRAI8AOMTMqwFUm6+b+EUAfx3wGUEQBCEfiJ0ShJwwlPUABKFHeJGZTwAAEZ0E8H8zMxPRCQArmp/5MICfdb/AzGean/8WEa0D8M8ArgZwuPmRjxPRTzf/vQzA+wFcBuADAA4TEQAsAPBl70CIaAmAMjP/XfOlPwfwk5px/zUz15rjLAL4YvN177g7IKJPAJgD8KjuM4IgCEKuEDslCDlBHCxBsOO859/znr/ncfF3RABY8d0JAD8D4BSAv2wavB9Dw9B9iJlniehvASxqbuNLzHynYSy6/WjHzczzRFRjZvd73nG3b5zo5wHcCuDHPZ8XBEEQ8o3YKUHICZIiKAjJ8QyAX3H/IKKlzX8+BWAcwJ24mHaxBMCZptFaCWBd8/UjANYT0fc3tzFMRD/g3QkzzwA4S0Q/0nzprqQOgIg+AuA3AWxk5tmktisIgiDkArFTgtAFxMEShOR4AMDSZoHxcQAbgFYKxvMArmTmrzQ/+0UAQ0T0NQC/jYbBAjOfBvBvADzWfO8IGrn0fn4BwB82i4erCR7DZwC8A8CXiGiaiP5zgtsWBEEQskXslCB0AZLIqiAIgiAIgiAIQjJIBEsQBEEQBEEQBCEhxMESBEEQBEEQBEFICHGwBEEQBEEQBEEQEkIcLEEQBEEQBEEQhIQQB0sQBEEQBEEQBCEhxMESBEEQBEEQBEFICHGwBEEQBEEQBEEQEkIcLEEQBEEQBEEQhIQQB0sQBEEQBEEQBCEhxMESBEEQBEEQBEFICHGwBEEQBEEQBEEQEkIcLEEQBEEQBEEQhIQYynoARFQEcBRAhZlvNX32sssu4xUrVnRlXIIgCEJ2HDt27F+YeSTrcURBbJUgCMJgoLNVmTtYAH4NwNcBvDPogytWrMDRo0fTH5EgCIKQKUT0ctZjiIrYKkEQhMFAZ6syTREkoisA3ALgj7MchyAIgiAIgiAIQhJkHcF6CMC/A/COjMchCEJMJqcq2PP0C3h9porLyyVsvflqjK8dzXpYgiAIQhcRWyAIGUawiOhWAN9m5mMBn7uHiI4S0dHTp093aXSCIIRhcqqC7U+dQGWmCgZQmali+1MnMDlVyXpogiAIQpcQWyAIDbJMEVwPYCMRvQTgcwBuJKJH/B9i5oeZeYyZx0ZGerLeWRD6nj1Pv4Bqrd72WrVWx56nX8hoRIIgCMLkVAXrdx/EVdsOYP3ug6k7Ot20Bd0+NkEIQ2Ypgsy8HcB2ACCiHwPwG8x8d1bjEQQhOq/PVEO9LgiC0Kv0SgqcG01yHR43mgQgtfF2yxZkcWyCEAbpgyUIQmwuL5dCvS4IgtCL9FIKXNhoUhIRoW7ZgriRMol+CWmTCweLmf82qAeWIAj5ZevNV6PkFNteKzlFbL356oxGJAiCkDy9lA4dJpqUlOPYLVsQJ1LWS06y0LvkwsESBKG3GV87il2bVmO0XAIBGC2XsGvTaknVEAShr+ildOgw0aSkHMdu2YI4kbJecpKF3iVrmXZBEPqE8bWj4lAJgtDXXF4uoaJwpvKYDr315qvb6pQAfTQpScexG7YgzLH56SUnWehdxMESBEEQBGEgCStYEefBvtu4x2FzfL3kOALhjs1Prx2riV4RXBlExMESBEEQBGHgiKJEF+fBPgtso0m95Di6RI2U9eKxqhAlxXwjDpYgCIIgCAOHqRbH9ICa13ToONGMXnMc49Avxxr1/hW6gzhYgiAIgiAMHP1Ui5NENCOvjmMa9MOx9tP924+IiqAgCIIgCANHP/XvE2W8wSPM/St9v7qPOFiCIAgJIUas/yCiZUR0iIi+TkQniejXsh6TkAz91L9PohmDh+39K32/skFSBAVBEBJACo77ljkA9zHzV4noHQCOEdGXmPn5rAcmxKNfanEAO2U8UZzrL2zvX6nVygZxsARBEBJAjFh/wsxvAHij+e/vEdHXAYwCEAerD+iHWhwgWBlPFoD6E5v7V6Kb2SApgoIgCAkgRqz/IaIVANYCeDbbkQhCO+NrR7Fr02qMlksgAKPlEnZtWt0W5Rj0Gq1BTeHup1rDXkIiWIIgCAnQT80rhU6I6BIAewHcy8zfVbx/D4B7AGD58uVdHl3/MwjpbXGP0RTNMC0AJX1uvdsrDztgBs5Wa5let6AIXj/fX/3S96vXEAdLEAQhAcSI9S9E5KDhXD3KzE+pPsPMDwN4GADGxsa4i8Pre/KW3pbGw/jkVAVbnziO2nzj1qnMVLH1ieMAkjlG3QJQedixPrc2x+2/Vmdma6334l63OOc9KIKXp/srDRY5hdbxlUsOdmxc1TfHllfEwRIEoSv08woh0F8F88JFiIgA/AmArzPz72U9nkEkT/WNaTl7O/adbDlXLrV5xr0T09jz9Aux5xLdAhAzrM6t7XGrrlXQtr37cOfPJSUHRMDMbCPytWHlCPYeq0Q+76YIXp7ur6TxXzcAOD83n+GIBgepwRIEIXUGRSZ2fO0oDm+7ES/uvgWHt93Y88ZZAACsB/BzAG4kounmfz+V9aAGiTzVN6ZVyzRTrWnfS2K+1NVondXs139ubY/b5pqoPuO3ETPVGs7M1lr24tEjr8Q676Y6pDzdX0kjtXfZIREsQRBSp59XCIX+hpn/AQBlPY5BJk/1jUk/jLtRmyCSmC9VNVp7nn7B6tzaHrfuWpm27Y7DFPnS5dz696/LlFBF8AjAhpUjOHTqdG7ur6TpZ+cx70gESxCE1JFJXhCEqOSpIXCSimzeqI0NacyXtufW9rhV2wvaNhD92Px9vnSZEuNrR3H7daNtKyUMYO+xCjasHMnN/ZU0oiCYHeJgCUKfkidJWpnkBUGISpAEeTdJ0tkLitr4KRAlPo/bntug43btzZaJaSwcKmDpsAMCsHhBseXUFIlw+3VqpUMbW+API/vPuy5T4r7Hj2NyqoJDp053RMKqtToOnTqdm/srafK0ODFoSIqgIPQheVPdEoU9QRDiELchcFIiO0mK2YSN2tSZQ8/jNsdtc25Nx+23NzPVGkpOEXetW469xyotp6bOjL3HKhi78lKlA+e3EV5KThG3XzeKQ6dOa49Fdz7d86bb9usz1UQbTudJ0EnEl7KDmHtHTXZsbIyPHj2a9TAEIfes331QmXYyWi7h8LYbI20zrtHIk9ER8g8RHWPmsazHEQWxVflCpaRWcoqZRyl083QQS4cdDC8Yas2lbh2R/+/KTBWE9vqlNI5bdxxFItQVz5g6O2RSEbSxF0HnM+x4opDXe01ID52tsnKwiOhSAMzMZ9IYnC1itATBjqu2HVAWBROAF3ffEnp7YjSEbiMOlpAUaSw4JYFqXu0G5ZKDxQuHYi92uQ5RFCdxNIVFNpvzWXKKqdqxvN5rQnrobJW2BouIlhPR54joNIBnATxHRN9uvrYivaEKgqDDtq5Kl8++pOREqssSqVehFyGiE1mPQcietEV2ota7qoQXXIga9UtpMFOtxW6ZYSPQUSS9+KbNfsOeV/d86nBrq9KstRJBJ8HFVIM1AeAhAHcxcx0AiKgI4A4AnwOwLv3hCUL+se1uHzc9LkxdlSqf3SkQzl2Ya/VbCVOXpTMOlZlqS6EpaOySHiikARFt0r0F4N3dHIuQD/zzTXnYwZnZzn5PSYjsxK13VQkvAAAzcGFuHk6RUKunW8rhlYC3nauDBDrcmilvc2DTfv1EPa+HTp1Wvk5A61jStD15aikgZIvJwbqMmSe8LzQdrc8R0W+nOyxB6A1sjEBSghNhekmpCltnL8x1PGTY9lYx9TYJOpa4x5+UcyoOXt8yAeBRqFvlLOryWISMUc03ToE6HJWkRHbi9vgzRTZq89yRznfu/JyxKXFUXm8ultnO1aZxe9P/xq681JhGqNtO1POq2x4rjiENkhZ0EtvVu5gcrGNE9H8A+DMArzZfWwbg5wFMxd0xES0D8F/RWGGcB/AwM/9+3O0KQjexMQJJNdkNm3rgX6m7atuBUN/3YlJ4CjqWOMefhHOaN0VFIXG+BuB3mfkf/W8Q0YczGI+QIar5RuWoJPWgGjclTBddczlbrWH6/ptaf0ep23KFLkY1C21AYxEtzFytW3Tz1xq5dkhXm+RKz9s6cLrXXUdEF+sbtYwgxXVoklTtE9vV25gcrP8RwP8EYCeAUTR+o68C2A/gTxLY9xyA+5j5q0T0DjQcui8x8/MJbFsQuoKNEUgqJztu6kGc77uT+b0T08r3TccS5/iTcE6D6sdkdbDnuRfAdzXv/XQ3ByJkj25e8TsqUVA9fMeZVyenKnjr7TnjZ/zbUT3A61QEVfOaTrBo681XY0uI+X3DyhE8euSVDoVCXaRGt0ink543nVf/ddiwcsSYimgbQUrKoUkqDTGpxVkhG7QOFjNfAPB/Nv9LHGZ+A8AbzX9/j4i+joYjJw6WkBuCVrNsjGtSOdlxUw/ifn987ag21cN0LHGO31T7tX73QSvHyLQNkzGV1IzegJn/H8N7IuU3YNjMN1F+27qHb1Wdkb8Br25fe55+AbV5fX2VUyCr+XnsykvxwPjqwM8B5giLzfw+OVXBjn0nO9IUCdA2Efbu977Hj3dIpaucBp292rByBFufPN5K96zMVPHIkVe0xxtGrTBvDo0IZvQ2uWg03FQlXIuGWqH/vXsA3AMAy5cv7+q4hP4g6oOyzWqWjdOSVE72+NpRHH35TTz27KuoM6NIZDRoqu8DdhEb3TmLcixxjl/3sERA6/WgVUbdNopExsiWpGYIQm8xOVXB7IXOiJDf4Yny29Y9fB86dRq7Nq22asDr31fgg7JChC+JKIsuwhI0V5vSExnAI0dewaFTp7V2ZXztqHWUTGevdu4/aS36QUArXdGmx1Y31CbDPIuIYEZvk7mDRUSXANgL4F5m7kjzYOaHATwMNHqLdHl4Qo8zOVXpWO3a+uRxAMHGyGY1y8ZpSSone3Kqgr3HKq3Vvzoz9h6rYOzKS9u2ZZrEbVIXbAx4mGOJc/wqg+9vnAmYVxl1Dw26dJLXZ6q5W8kUBMGM7uG/XHKwY+Oq2DWxpodv3bwatC+TeBAA1OrcMa4056aguTpIORCIvuDlOg1e+1UeduBv1WqqVzNt03tveKNv3vHGTfc02bgojnHSghlCd8nUwSIiBw3n6lFmfirLsQj9iWq1q1Zn7Nx/MrI0uWqlLWhbSeRk2xjWJFY3g/YT5ViiHr/K4IdVo9I9NJjSYSQ1Q3Ahos8CuBXAt5n5g1mPR1Cje/hfvHCobe6J+tuO8vAdtC+TeJBLZaaKq7YdaM1bUcdvGz0xzdW281+1Vsd9j6sXMrfefHXboicAOMVGKqTffnmdqcpMFVufOG61f6DdEQlyDF37FtWhsVnIjeIYJymYYRq7pMKnQ6CDRUQLAdwOYIX388z86Tg7JiJCQyzj68z8e3G2JQwmNhODbrXLZhUsb+F5G8cirmJfFDld//eTnqj9Bl+nRmW6LrqHBp0xjVJrJmRLWrYKwH8B8Bk0VG+FnGLreESd13XR9A0rR7TfCdqXqS7Ji7chsE1PryARCNcB2LHvJM5Wa9bzdVDEzYtOvKJ1QIq/gxwhc70a8H3vLCntj41j6EYi3XGEsWM2C7lRHeOkBDNUqBZk752Yxo59J9uivkI0Chaf+SsAH0VD9e+c57+4rAfwcwBuJKLp5n8/lcB2B4ao3eP7AW8X+Tjd6E1svflqlJxi22tZhecnpyqqdHwA7YY1zuqmez51mB5Agq5HkvdqUtdlfO0odm1ajdFyCYRGMfSuTatbtWZ5ufaCNanYKmb+ewBvxt2OkC66+cn/etTf9vjaUdx+3WjbPMwA9h6raOczm32Nrx3FvMG58lKt1cEM4zZVc/GjR17plK6vM2aqtVD2U3U8QeN1a1rdsd33+PEOR6k2zy2nJipz8zCKUQXhdXoPb7sRL+6+BYe33WjlZNgs5Nren91E59DOVGuJP08lSa88+9qkCF7BzB9JesfM/A9QlnAKNgx6fwTbSE255CibMhKg7L3hJcnaKdtt6D6r6+/hdqd3Cbs6GxS1cnGKhHPn59pSVYCL56ZApFWGApIVjEgybUK3OtiN1Aw/kqoRm1RsldAb2KZ3xfltHzp1OlT9p2lftnOvn7PVGh7cvCZUnZSN+6Y7Dv+8dPt1ox2S8CaJdNdpcp9ZdJG6oBTwINytuqmEO/efbIlYbFg5YlQa9NvRNMhjPZXJoc1rzXEvPfsSB6ycENHDAP6AmU90Z0h6xsbG+OhRUd0F9GlS/iZ/WZLmA+NV2w5oHY4Xd9/SNoatT3SumAGNyc2NWMTBdJy6niOq/Zo+u2ViWmski0RY996leOk7VVRmqh0iEE6RsHjBUEcqiG3DyqXDDt56e67tHDoFAgiBak4E+4aUg0yY+yTq9nvNeSOiY8w8FuLzqdmqptLt5001WD7F2+tefvnlpIchBJD2fR7G7oQRPFChEvMBgudN3RhtKXsU9paUHJy7MNc2z6vmJTcypXKe3AbPQY7T0qaghWpB1MUpkDFNUEfJKYLAmK3NK9+/e91ya5l7FWt2PqMcd7nkdDSJztM8rHuOdPHf13kgj8++OluljWAR0Qk0ft9DAH6BiL4F4Dyav3tmviatwQrB5L0IP+1VBttIjSnHPYkVGtNxht2vKSpnWtmrM+PwNy9mMDEuGmfXOXInf+/4bBShRpvn058CYWvklpScyDVdg0SaymC9tOIXhbzYKlG8zZ4061UA+x5bNiqsprm3SIQ7b1hm7K8Vdoy2eB0FldOgmpfcf/udRqdAOHdhzug0AY1FQP8iHtDuZLpqkEdfftMYjVJRrdUbDhzaW3MQgLtCOFc6B2nHxlUdC7lOgbBj46q276d9f4YlSGQljzXHeX/29WJKEby1a6MQQpM3AQY/actchwm3j68N7r0RdWVJd5w795/E27V5YzqEzWvu6w9uXmMVbXJh6J0j9zoETUju+dSduyBc46ojzL3qTacpNtMRwzSQ1G0vLyuJaRqNAZCcF1sldAUbu2Pzewv6Xc8z44Hx1Ri78tLQ6eWqLAY/BGAoYjTINP5FTqF17G4kLEhQqkiNDAuVE+Yd3fm5RvTpgfHV+PzxNwKdNj9nZmtYOuxg4VChlc2xYeUIDp063Zb6rmt54o/mxW1fkgfc8e3cf7LjOtk2ue42eX/29aJ1sJj5GR/YogAAIABJREFUZQAgoj9n5p/zvkdEf46GQIWQEXnM5/WS9ipD0ITmf4BeoqnFurxcirTCH5Q/H2RUVJOBaeLwHq/t6qTpXAflu3udlzD7LBJhnhmXl0uYvTCnPQ9h7tVPTp7Ao0deaRlb12mNGonJMqKjc+zSNBq9tOIXhbRtFRE9BuDHAFxGRK8BuJ+Z/yTONrtNVgsKSe03LwsiNg/SNr+3oCiTV3DB5jj9c6Q3i0EFA9hzx7WRasC843NRpTyen5sPXBD0psAH4XVSd2xcFWrB0eXMbA0lp4gHN68B0FkbvGViGvdOTGNUUVsWFM3LW3TKFnfMfun8vCokJPHs2635xEbkoi3GSURFANclPhIhFHlfMenGKoNuQlM9QDtF6sjf9kpyh1nht61d0qGbDIImDvd437f9C0ZJXxf3XOuug25//vx6m14tqu9ete2A9rO2tUWTU5W2Bwc/USIxWUV0TI5dmgsmvbTiF5NUbBUz3xl3G1mS1YJCUvvNU4qrzYOZze/NzQzQzWuVmSret/0LuPOGZR3payoJdtUcaRObOrztxsA6HD+qeUk3pxYV4kcuURbxXCfV//zjNiQ+W1XXjfnH5Yov6cRAXOVFm3PYjYWqtB2CPU+/oJSZN9nEJMYUZRtxn327OZ+YarC2A/gtACUi+i4u+rMX0MwzF7IlzysmST8whvkh7th3UilJu3TYwfCCoY5tBKUP+gnKny85RSwcKihXvIpEWudCNXFsWDmCPU+/gC0T060x33nDssAcdG94X3Ud3O16jaAu5c4meqY6LpO4he19q1NP9BLWwIWN6CRl3EyOnVuca1Ibi7r/vEe74yK2ykxWCwq6/d47Md1q6honDTuN8Zt+a/4oke7BTOXwqKTZ7w2I2tSZW/O862SpHg7D1iO5uOfPdgHN5QeXL+k477q5s84Mp0gdTYX3fOzaSIt4XifV9PwTt6cjYOegAo064zTphkNgaxN15zXKmOIcl2lxPchWdnM+MaUI7gKwi4h2MfP2RPcq9D1JRtjC/BAnpyra3OyZ2RqmPnVTx+thVvgnpyrGlTbXSQHUjk1Q5MY7ceiOe9emhrF97NlXtauDlywaatuPqelknbnN6fI6c+423HHpFKrmmTuOa+vNV3ekHTjFcHndNoYwrIELe73jGjdbY68yGknsP+/R7riIrTKTVYqoafth7uNujH9yqtJRh+IXLFJFNPwPZpNTFew9Vmn7HAG4/brO3/aopRjFI0dewdiVl7YiPWEyJ4gAXbKDLhq0JKB26si3znS8pptTXZElL24DXu++bVPgt958tdVDtDuXrvrUF3HuQuf5KjcXW+OIgbiQJ5UujUhTkg5BnBT1oMydsGNK2tGxtZXdnA9tUgT/moh+1P9is/miIGhJKsIW5ofohv5V6Drdl4cdbfqgF/cHrEMlExpnsg2KeDwwvlrr8Mx4jKP/OqzffVC5Xf/q7JaJaRx9+c22FJXQ6Wa+wdXqHGoF20YR69yFucCeZl7CRHTiGgGbdNICkXb8YfZvMu55jnYniNgqBVmliAb9dm1/R2mP3/Qb9aaT6SIa3gczXQ+qQ6dOd3wvTOTItTthHwJNmeRB0aAVmhTvOrMyTVGleMisVpw9M1vrePh1/1+XOlluLqR5F+0qM1VsffJ42/ddJqcqSucKaJwXm/MfJBYCXLS1aUWaknII4qao2zj3YcaUtKNjayu7OR/aOFhbPf9eBOB6AMcASAObHiAvxcFxxhLmh2j6cfo73bs/xjOzNThFQrnkdPSK8qJKPXRRRWbiPtSajttdcdVN/u5koTrnuu2qcvgf9ayeAuGdE51Kla3xsTGC/lzxoPssTEQnrhGwMUp1Zu25CJO6kZc6lQwRW6UgqxRRm99uZaaqVXAzbSfJ8Qf9RoN+694HszDzhX8eMj3I27TrCINuAdE7J+qiXwXqFIfwpylSc8ym86p6+DWlhBMBv/XU15S1Qjv3n+y4d9womYqz1Vrr8yoFPaBh0zf/0LJAxUL3+kep5baxQUk5BFFT1F1sbF6BKPD37B1/ko6O7W+vm/NhoIPFzLd5/yaiZQB+J/GRCImTh4cunXRsmLGE+SGaUhW8Bk1Vo7V44VBbU0D/cRhlYVPoeqM7liUlp1Pxx4M7Weiuf3nYCVQ5dGGgzUCMrx3F0ZffbKUnEgEExhZFVCroQcBmBTvICLp45fZt7nm/8zs5VcH63QcTV/ezdcR058J2/wMgxR6I2Co1WaWI2qZ9Mcz2IO3xB/1GCwahBgLaHszCzhfeeeiTkyeM9VRR2nXoxnz7dY19ugIXfmeqMlNFgdRmbeFQIXD/tubQf+5N18I0/6veM33eq9K45+kXlJ9dvGAID4yvxgPjqzE5VcGOfSc7ngG8D+ZhnOswz2ZJOQRB4wtaELZx7sMo/CZRQmAzPl1v1G7Mh4UI33kNgLabvZAfTA9d3cCdRNybXpe/HsTWm69GySm2vWZS4lN99v7bLgqMhYkKrN99EFdtO4D7Hj9uHGNtnhM9r5NTFZw739lDquQUQQStc+UVm9Bdf2Z0nCOTIqv3vLg1Bu5EygzM1uZbD0lbJqZx1x99GWs//YzVcdqsxo6vHcXwAvNakJtmF+We996n3oe9yalKqHtPRZjVONV9abv/fpdij4jYqibja0dxeNuNeHH3LTi87cauOd3ufh/avKbjPvZj+p2GGb933l6/+yAmpyrG14NqOE3O1V3rlneINUSdLx4YX4271y3Xvu+269i1aXUrXS4KjEZd15aJ6Yu2WXGI8wwMOwUUm0VGRSLcvW453q7NR963H//82C1lU+/10M2RM9UaPjl50UmYvv8mPLR5DUbLJRAaJQHemmrdfaR63WSn/Pcp0FDd1e3XFt25tT3nqnvbhNXzXRTpSw1hfnvdmg8DI1hE9Ae4eNgFAGsAmJ82B4g8peD5yfqhyzZnN8mULn+EpUjUUWCsW+koD1+cCP0rTDay6N50F7eBYZj7IkgMYemwg/tvW2XsGeIVm9Bd57PVGh7cvKbtfK54VwmHv/mm8vNurzAbKV0GtNtRQYBV/VTQPVtnNsoem76vM3Y79p3E4oVDVkqLXvzNKf0qWrq8fpWhs733B0iKXYvYqvximw4X1zbpIgNHX36zrUbIu8JOEfr92CiuRnkmcJsL+yMW1Bzz+t0HsWHlSKvpbhxsnmWrtXm8uPuWttcOnTqdeJpimCbJKsI6nDbPAwA6VBxNUR7dfaR6XXefu/elStjKX98dliiRMP+z2e3Xjbauv9cmRlFrVJUQuAvVUZ6h8yjmZFODddTz7zkAjzHz4ZTG01PkIQXPRNYPXTbGsjzsGJv9uT8Q23omf4Slzoy9xyoddUSqFLszszWs2HYAo+VGk9woaRhuBMSb6qETjPCPOyj1g/liSoNuQvPWXulSW9y0P3di3fP0C1qniNCQHY6blqLDn4KowyY9wWSUdQqBpnM5U621UkJcpUUb58p7rmaqNTgFwtJhBzOzNWNBuM7Q2dz7/S7FbonYqhzjvY91vZfi2ibdYolKcdVdYfcKAtlAgPFh1yb92B2rTpDGfV+VWm9KI/Qv5sRF1VB49kJnZkVYvLbdP2cGNUn24xQIOzZezFBx53UT3kW9oFrBx559VWu3vejuI9XrOntWJEot1TusA6JqS7D3WEUZPYvye04jAJA3MSdiw8p8s1HjnzHz3d0bkp6xsTE+evRo8Ae7hO6mUqnJZYHqod1GKjwpghoYOkXCUIFQNaQcuA2CZ5ufKZcc7Ni4Sjt+22uyZucz5pqqFCAAD25eoxy7bbPHl3bf0khdUziIToGw545rAXRKxKtwio0ke50QhYutnHBUCOhYJfUTprmz3zgTgB9+36V46TtVo+qVDUG/bZv7zy8JXS45uPXa94SOePrJczQ9CkR0jJnHLD8rtqqHSMs26VRVdRDsFm+8qOYA3W/Pdt4qOcVWdMC7DZusgfbtFLDIKVrX2AaNyXs9wszBJvzzvc4Wl0sOzs/NG/fnfx6wHaP/Gk5OVYx9yV7y2SfV9dZdK939EvZcuvdqEvN6kK2YnKpoM0Jsjyfo95z35+cw6GyVMYLFzHUiGiGiBcx8Ib3h9SZZpuDZ9oIAsguZbr35amx94rj2Ab5e58DVtprvMzPVGrY+oZZlBeyvydkuO1dA46HfreWyVYvz46Ygbv6hZfjLr16UoSUAm69fhvG1o0oZdhU2K51uakqa2Kxa++9lU+G5Kq3bG6GrzFSVPW1sCLpOptSPq7YdwJKSg3MX5trO/bkLc5j4yqut30nUSHjeVu+6idiqi/SCo52EbVIdpykyoJov3O/ZPuya2neoMlls+1ZVa/WOrIcozky1No+5gAUzWxY57SX6YXtw6WCgler41LHXWounftxU9vseP66d6xcv7Oz3aDNGlXqlbj9FX46f7nrfft2odWaCO2aVcIYOvxiMe7yq349pDrDJvDKpOdooYtr8ngch68ImRfAlAIeJaB+Ac+6LzPx7aQ2qV8gqBS9MamLmD12G/PaoWeSmPF3b+irTA3qa6CS5bVdR3Ul24rlX2zwJBlqpkEk6+Az9w0kShJlQvfeyaYXNBtP3yoZGm0G/bdN1ZEBpTFWO7qApACbESxhwW5X3tHUvcWxT2Idc08OvW7cbtOiiq7syCRbEmYu9tZ9hSCpF0N+rKkm7EpTqCFwU9TDVHPtruMMcud9hufOGZcox3XnDsra/TWmod96wDAe+9kbLdiwc0uvIuen+YTNp3Ppgb3TP73iZ5gAbxVnTs4iNIqYNWQcAuoGNiuDrAD7f/Ow7mv9dkuageoW4CmNRyVod0JY9T7+QaD64F91kv2HliPL1s7M1TE5VGul1T+hXxLyUSw5GU3CWVdcqrEJPrc4dkcFqrY57J6ZRiFK1bUB3roqFRvpmVKKqIQGNyfmudcuN6odRWbxwCPfftirSbzvsdTRhUrX0qqAJLQbeVvWKbYiL7jgPnTqtVFx7YHy1UYnt0KnT2odzp0h4aPMardqYKWsi7mJrmouAS4eDhSGqtTrue/w4rtp2IHG7EoQ715rO4ZKS06YAGwX39+GqOPpVE8euvBTrdx/Eim0H8L7tX9A6H3VmTHzlVbzlUf+dqdZairQqTI6M6WzPVGva33nQHGCT5eOP2nlJ8vk2K3XTbmETwXqemZ/wvkBEd6Q0np4iKw88a3VAW9Icj27SPXTqtPL1eTSu07nzc4E1R0DjYdotnDWlOUbFL32eVPoFoDbKtvVWofYzz3jnsIPhBUMtxbzvvl2DfxfFAqHuedFbb6Dqn2WLq7hlyp2Pwusz1ci/bVu1NBu893gvRSYyZOBtVa/YhrjoHkwrzd+uTmFW91sxqp197Frjb8yUyRIm/VDFaLmEM+fOa9PoojDsFPAfNl3TSie37W0Ux9kLqwzo7VupKzVwigQiJGI33evv9r1yCasmrLKv3uiQX2FWh1uHZFub7T8O03s2mVem4xR7Y49NBGu75WsDSRYeeNx+BmniXWUPWvFyCtR48Pe9FrSyViD9KkrQBGMKx6tWN1VSokngVfvz9gpLi8ULhrD5+mXGlakozMzWWvf/jo2rUPRFtJwi4c7rl7WdWzddR9V3ysU2WjO+djTxY/I2oYzy2/Z+L2oE1N/AdFAiEzFJzVYR0UeI6AUi+gYRbUtimzriRCrzbBuSRPebjzoX6M7PaDNNzYQpk2V8bfS+Ve42TCJQUajW5nHvxHSrDiqpiLuJskW0zIu3b+X42lFsvn5Zm9z5sFPAno9dm4iYB6C//kktfLqpjN5om+5ZxDv3q+4tArB4gfqaXV4uBc4BNplXOruVRkZPP6ONYBHRTwL4KQCjRPSfPG+9Ew0JXCEj8lYcqOthoVoFcd9389kBdZTApLJjMqKmGpiwalFAOiu/3muVZOTKxEy1hr3HKlj33qWh+lQF4Z3MVSmhtTrj0KnTLZWl12eqWsnkeyemsXP/SZyv1dtWbIOiNUGrikTqRpplheBEnE7yKlS/VadAuGTREGZma9pVXUb7sQ5KZCIKaduqpkLhHwL4CTSaFz9HRPuY+fm42/YTN1KZN9uQFrrffNQoS5zzFhTtdiNnfuEBky3y1nuFVRIMwi+77e1tFKUHldU+2V5CvgDg6MtvtkV6vnd+rm0Or80zjr78ZiLjdQoX5/ww1ygMl5dL1rbeO/er6gMZ+qjdhpUjyj5q3nvZJjtjUOaRtDGlCL6ORl+RjQCOeV7/HoAtaQ5KMJOn4kBVDws/RSLMMweqHapeUyn7mEQudD2uCgScO29+1nInU+9DTZKTLNA4F97c/24+IFdrda1zFVXIwlvzZts80bQf3YqkSfQhaOwEYKhAbZHIklPErde+B3/hK2quJ1gz6E399DZldJtQz8zWtGP3rxSGFdTpBSW5BEnbVl0P4BvM/C0AIKLPAfgogMQdLJsCdBN5sg1pUi45yghA1BV29/x42yeYBApU37dJH7YR6fHLVG9YORJZ9TQIt27N20IiyKFrzKdAmMCa2w/QhnmgTWxCJwz06LPmc2LtfFHDofMr+iXlcLq9JB8NEPVw8Uc7VfWBuqSaQ6dOt1IcvXPAhpUj2PP0C9gyMd2aE4J6ufm30Y/zSNpoHSxmPg7gOBH9BTN3X9M6Z+TtgSUpdcC4x2WzKjPPHNjnSIVJQcjtau8fr8pQDjsF1OocSq3HfajZevPVidX4uH0hALQaT6a2ZBiSqCu/3pq3MM0To6Bz4ILGPs/AoiHC971zUdt9vmPfyQ4ly3k0pHPj9qDy99mqM4MArHhXqeN1P6qVwqAVRX9uvzcy1+/1Wl2wVaMAXvX8/RqAG/wfIqJ7ANwDAMuXL4+0oyQilZkrx6bM5FQF5xTNbr2RiKi87fEaXIECIPnfjUkG27toNTlVwd5jlVRNhPfecu8dU+0PAxgqFlCbt/ewikSJp9oHmSwGWg3eTR+t1VnrwIZteqwbx95jFSzRLAp0jqf9vIb57buf9TvzUaLi/T6PdINAkQtxrvJfYB7VSVId15aJaRx9+U2rzuWA3Y8/Tv6/KYKkuw7+icFkLExNdF2xgzC9KkxUa3Xs3H8SZ2drFx/sc+BcxcHbT2TFu9TnMiklrMvLJeW9btMIebY2j+d9K3Y6xznstVb9jlQG29+Py4ttlNcmnVY1/kGQfU/RVqmW3jtuamZ+GMDDQKPRcJQdZdX6o5fQqdNesmjI2u6pfke20cMo9jZM6pl30Uq3gOnOF+VhJ3YdkureCoqahakLKznFrqTBq5iZreGudcsDJeFNP1a3pCFOJku1Vsfblufg3IU6JqcqrXsqTBaN6lrGjYoL0bGPgadANwuH45DnAnN/4aRKMECH6rgYwKNHXlF+X1V8HWT4S04RG1aORC7aDpK9trkOOieQABzedqM2raQ87GD97oOYqdYSkwM/43Wu+gT3vvtvIWu7wii8u/eR6l7fsHIktFx80D3oSvJ+cvKE8XOA/ncUBjfKaxLT0Ilu2Ob2S71WZF4D4G2GcwUaaYmJk1Xrj15Cdx/PWDgaJntpEz2MYm9V3zHNVt796cbkzhdTn7rJsKVO/PvVNU6OEzVzhaq8glFpiSMEzfqXl0sYu/JSxNFBKhK1FvLiEOZ8ep9pVHOCU+xskaKbJ7pdvyvtRC6SmYPlKRz+SQAfAHAnEX0grf3Fueh5LjCP4/zpxs9AS2XIPU86w7LiXfpJx1Yxzt3+mp3PYMW2A1ix7QDWfvqZ1ipO0AQddB2iqOo4RcJbb8+1Vo7cVAEAsSbrfiasQS4SadWQvJRLDnZtWo1Dp05re9/sueNao1LXUl+jaW9TRh11Zjxy5JVAJyuJeSBOhMJ2/xIFicxzAN5PRFcR0QIAPwtgXxo78s53qn5NQjylxJ37T2rtpc12g+yt6jkj7AKMd382Y7J58Hd7eT24eU3gvRVXeMkpUkf63oaVI6n0LAyqwXIX5eIkUdSZrZV+CY2ShLj40zb9c8Kej12LPXdcazVPdFNZNM6Cfz9iUhHcD8P9y8wbY+67a4XDcVP88py2Ecf5Cwo9e8+TzrAc+dYZ5Xe9fRyCwtNu819vjvaZ2Rq2Pnk88Bjc4/DiT8fQpa65ue6quq25OitTvEbLpa451jkpzwLQKPiu1ee1xbVRqM0zahf0htyrpAXoU/rcVE43Xc4vcuIUqU32N+wDxGPPvqpMmXXvs7CnxH9dbSIUprQkmxSSfo6CpG2rmHmOiH4FwNMAigA+y8wn42zThNQ+mImqcDY5VdGm01Vmqrh73fK2+kjVdk32VvecEdZZ8dZg2RyrVa+t5q/D5t4y2TeduIiX2dp8SwW2MlNt2HEOb8vcedIVAgojxEQA7lq3XLkoFwWvUJFpnz/8vkvxlRfVz0Rh8D/TmHq7BdFNRUBJR2zHVIP1u83/3wTg3QAeaf59J4CXEti3VeFwEsS96HmWrIzj/G29+WqtkpGLe57CCgy4n7dxAHW9pmp1xo59J3F+bl47Sfqvg8rI6cbwyJFX8MiRV1Akwrr3Lm0rcNadk8pMNbLini3UtCyLnELiPVCiMlfnRJ2rIJYOO20qR6YVsAJRqw5s681XN1b3DDUSYR1k1bU2tREw4W2ybFvDEbRAFCQFnwdRnpRJ21aBmb8A4AtJbEuIR1SFs6CsDq9kuW67Jnure87Q2Qvd694aLJtj9X+moNiuTnlXtXCjO0Y3Uha2RtVGml21L5VQkO133XN01bYD2s/p2nfoqDN31JP5285E6ZvpX3BzCoTZC3NtNg2IrujXTUXAPGd7ZYFJRfDvAICIfpuZf9Tz1n4i+vsE9m1VOJwHZaY8S1bG7d/h77GgwlSYqzMSroNn4wCarkNQY2D/dYhSD1NnDtUbKqxzFTYS5W7e5FzZrCQmSVoOpe7c+He3c78+YOCOzXU8dm1abZSgDSu9r+q7FiYKFiRgEUTQApF/fioPO2DGoDhX3bBVQs6IEuULsvd+yXIVJnuri7CrHsxNwg/+cYaVgNc5FV5BIvf5QLVw46b1q45Rp+qbNLrsF9vvupjm+rAmzetE6Z4Do5wf7zCGnQJq89yKtHojgK7j5oqR3TsxrXwGUtGtqLhOKXFJhEbb/UCgiiCAESJ6ryeV7yoAIwHfscGqcDgvykx5TduI6/w9ML4aY1deaux94W5TZVhUk7F3BWZJyeloMOhO1lFTrLxsmZhuyamPrx3N5UpJGq5JUE+vpCmQvvdGVJyCXrr3bHOSdu8RW6Usm8i06l42OcF33rCs4zXb+8yV5o8zd9gsEHlTJPOseJoyadkqoQ+wWVgJ+l2b7O2vPz6tnSMb2QiN32S55GDH/8/e+0dJdV13vt9d1QVUI4kGm1mRyvxQFAciggSmLSkmyQTiCMf64Q6KTBQ5k3HeehrPyg+DFSbIViRwlAVjMpYycd57o5XEyUSy0pKQO8Ioxs6gJC9kkATuRhgLZmJbEi4pL9iisUUXUF293x9Vt7h165xzz711f1XV/qyF1F1dde+pW3XPPnufvb/79hVam9tp6YHRqcClOWH2QE4ZuNn38pvYuXGlVmkxyr6QJsLY8hy19vIKqH0EoJ49cb46o3Qw/daBnfbNnFIEVVU7gM4j5ckKtj51qZTCXebgfM+CzPudtu3R1af3a926jYO1BcDfEdG3Gr8vBfAfIjh3s3AYQBn1wuFfjuC4bWQ5xU9F0C95p86fbnEGtE4sgNqwOA6auwePc5M7DQadfhS66JmOubPyOKeo0yEk1xg4znTAsNimIeSJcNeNi5ppL6HfCQP5HKEW0stae80CvPjqmVZjQXVjpnKeHEn2MGl4Tj2E7h5SfZe96SjucQ8vWdDsW+aXRuPGNrroR5AAUZ/nwMdlq4QuQnfv29QqddK42zQ1uue4C9P1RXRc6xKb91mp1rR/PzNVxfZnj+NspX0HXJmO7AmgdoojVqSb94qG1PkZbl1XhDFXt1x3ZcuaJoijYVUPFzHVGcZ9z7yM6Rlu+RwmK9Wm8xW2bU/Q4JxOydNG4bMXIbZYPBLRbADLG7+eYOYLkZyc6IMAHsGlwuHfNz1/eHiYDx8+HOpcWWsUrEPn5CSlJNXpddL1nPJ2pzf1pnIzVCy01WDpdhtKmp22sDg7dH4plFnFXejrfJ5TLuc3SXQ7YKrP1/m+h42W6iKQfveQ6rsPtAcCdDu3bggI1VxbNy7bOeHqbfuU39Uox5MURHSEmYcDviYWWxWUTmxVL2OyL1HYaL97xb27oRKbUd1TqmN6a29GVpew1FDv48Wxh1FdD1Wj8+dPnI4k2Oh9r0B7oFWXHmk6noocAZ/98CqMrC7h/rFjbf2rCnnCZbMHYrVh3rVKUMbGy4GuR9zo3o/3O6NbGwS5Hrbrv15DZ6tsdrAAYA3q0cABANcTEZj5v3c6qCQLh7Oa4ucl7Qh0p9fJtt7Ndvv/bKWKhzetaqkv0U2ujpocAKuJw4Q737obnSvgUgd5d0SqkKO2iGPUEUgVukii9/N1LyTC5LM7EsFh7iHVd1+ngvnYodcxVCzg/HRNmcsfpcJokDTgLCueJkQstqrf6dT5GRsvtzVsd0fIAXU9EBAstdWmXtFxtNzjmT9YwIO3qdOpTHW97nEGqYt17J/O3truJuiuqyPYEUVw0PteVTWuQYJhJnGJK+YUmp/P6Iun2v5ec9UnxUUUZQam9+g48rZOWCFPLTVYQVG9H9X3K8jrdXRbtljc+DpYRPSXAK4BMAHAuWoMQIxWDHSjCovb+KoUjID2BZ5tKt9VQ8W2FEbTc4F2oxU21ezwa28llm8eF973XJ1hDBULIEKLJH1aeD/f3ftPYvPoBO598miohcHcWQPN+i0vQe4hd6Rbx2SlqjR+nRgU3ULWNvDRzwZObFU8dJo6ZJp/3T2koggsBmkW7D7feYOgkI04xo69x7H99hVt7UZ0+KUiquYdVXsT03WNI/NC95mWb41RAAAgAElEQVQEyRwxXR7HUdSp8c1w/Gn7zmcTJqjgfCa64eUIzV1Sd72Um7mz8hganNWyG7nv5TeNjqWpRto2lVx/7FaVXr8gpXP8rGeLJYHNDtYwgGvZJpdQ6Jhui0B7J3nVxKda4NmkFXhfZ5oUVHLt7pvcK7+7bvlCowEqT1ba0hNsKeTqBiBJWfMgTFaqLY2VkxhmsZADQMqF/9h4uc3YhDWgk5UqSh3eQ0Ec8mqNMX+wgMFZAx0blChy4PvcwPWFrUo63b3TrAq/xZzJgQkaWLSxn7r3c++TR7FldCJUnzln7tp95/VtO0pedAEPm3nH297E9Ny4bgLVZ+KedzoJSjqKrabPXaXKGCVbNyzD/WPHWtYH3t1W3f3n+5nwpWv14G0rlD0bf/8XVlo50e7XbHrvIoy+dKotE6WQI+V3Lch95VXpBcz2qFuyxZLAxsH6Ouq9Rd6MeSwCsh2BVhl23YTiJ01tiuA4r3/P4nnYvf9k0+iZJm53jr33uOXJSnOy9AoPRB3lmz9YL9BNqs4pTDPiPFFsxklFIUfYufE6AO2GCbATO7GFAKVgRZB7KGgj4smpKsYfuDnoUJsEiVrb0McGrudtVRoqkZ1mVfg9z3F+oggs2thPv56O5ckKNo9OYPuzjV0py92Z3ftP4uC29di9/6TWwTIJ39jMO7btTeJE95k4846uDtSGGjOu3rZPmwkDXLqGfo5sGBz7rVoXVKq1tr6c3vvP9rvuPB8wB8OCrK+GlyywVhHUraeGigXMnT2gzUbqI8GkSLBxsN4J4BtE9CKAZsEwM98e26j6mKxGoIN2qa8xN5sFup0k93t58LYV2mN4e1OpipIdSo00M1O0xx2J+sToBHbsPY7JqSrmedLlOuGRTauaBiYpghqyTiN/QeXavQsKmxqnTmDUG3XqZIZtCBM1V+F2nJy0Fu/1CBq1Foz0vK1Ko0a306wKU3DM7fxEEVi0sZ+26emTlWqz5shGdMe5T3X3KwHGQn+/+9x7PaJWzFWhEgLx+0w6HRdDn8FQyFOLZHyUDlaxkMeDt60w1l2rzue+/0zvvZAnnLsw3ZZuZ7pvdd+JGeYW0aL7x47hiRdOocbcVA5+aGSl9ri6QMSt11/ZbHSt+wzKk5U2Vd2016dZxcbB2h73IIRWshiB1hl204Lbm2bnjfYETStgtE/4jlz72l0HcO7CtF0OONAqI58nrVy4LY6TByRj+MJA1NqPJQwzbOekOQqGpkkeiMd5KDfETsLeQ6bonkrx0CbdR5dmETRqLRjZnvYA4iaNGt1Osyp0O0AqYYkoAosm4QidgqAOZ/F8cNv65jFX7fiKcqHt3KdhHVKT3VDtfJmuq8mWPdIQFTLZqEKOsPvO6wEE/0yiVPJ1f07e74vpO08AhgYLePv8tLEmjhon6FRcyRmL7r0PFnKo1rj5vTGJlrivt07Uy/1d8qot1pibv+vsb5BWJV50LXKytmbNAr4OFjP/fRIDEbKNbjIOWmfkjbY6xtBW4tZJ8/MayU4cmmqNcaFaMza+9eO7b19oRqb86ruiIkh6oCPGEMVOnY3hdBQMh5csME68cTij+Q67GuoWlNtvXwFAnebojeiZHKdKtYbNjQbZfu89K+nB3UA/2Ko0anQ7zaqwfX2cgUVvwMMdrPMTTfAu5G+9/kplfe665fWe1mEdUt3rdO0lTNfVZE+d13nrf9xUZxi7958MNfeMrC7h8GtvRWYDX23s1DjOh5MNo3M+3JLgfmJFQ8VCW3q37h5znDaTw6P7TFRjcNsB1S6uTvXXSYN3eOKFdrVF53FTgNN7v9lmk6hSJyVtUI2NiuAPcOmazgJQAHCOma+Ic2BCdhgbL4eq9dGhijzZKgM5k6dtHy1bpqozdSfEPaYc4fLZdVU6v5E5zSMdidz3XbMA//TNt2JzsoaKBVSqteZ5/ZiusfVYnBQDm2iWCZuJNw5ntFOFKb8FoUmh0i911o1fJD2qRsUm3BFTJ13W3RDcncqYtbRlL/1gq9Kq0fXbFfL7XqSdlaGTWrfpneh1Xp0UKi/O42Ed0jCv011XnT11gk/Oa0x10N65TLVbofv8nz9xOpI5nVHfoRlessDK+QCAcxemMTZeblFf1dWFqRrgqr4PTkaGdxxA+/2n+kxMu2LOdZ090J5dUp1hFAu5FvvtDV7q7F1QO+i3C26yVZLGrsZmB+ty9+9ENALghthGJARC1xy1054l3j5SUS6AVdFWm8nAPZHFcUN7J+raDGPu7AFMPHhzIIeuUq3h1e9VWvo7AdE4qO4mtybnypu6GeTcNWY8f+J0JCkeps9pbLyMPUfK2rH5RZhNNXlhCONE6FJnbQMGqrTXpBqLe53DuHsUxU0ctoqI7kQ99fDHANzAzKl2D85SjW4aghthMaVWmpwNlfNqk6YZ1qGMyhG968ZFyl22u25c1HYuk20z1fuZPv8o7fNjh17HniPfQcUjpe84H97Gw07tnPMegWA7v7biE373n037GodKtWbIeGi38+7Pwc+ZtkV3jRx7alr/SBq7GgqjaEtEh5j5phjGY2R4eJgPH07VvmUKVYG8ri+P7YItbM8oW3Rjuea+57QTEAFtE1nUO1gmhooF3Hr9lYF2dAhocbDCOlduVR9TukGURLlbaergbvMZOhFmb3+ZQo6w6Yb2XTbHAXVL8gfpX2KbnuNgUswKIihSGiomvmC2vf6A2riaPtsoIKIjzDzc4TE6slVE9GOol23+NwC/betg9YOt0n1/4v5ehMF2rDZBlrTed9AAkK3wQRibr2uF4fzt3IXpwAIUYeugda9zK+2p6osKOcJlcwaUO/adoGr+HBcEYHBWHucutn92H7GogXZjsoFbRieMdi6JgGCW0dkqmxTBja5fc6j3GunpPiPdgip6rsqpjrJniZv5gwWcr860TVq6HlB5Iu2NaIruuNVyHLZuWKbsITF31kDkE9tkpYrRF09h0w2L8PyJ01bOzbxioWNHNUf1IlyvQQ1ThKsjnyPUXB9WlM5VsZDHuuULtYpDNlHO5nO8wTgChpcswPCSBcZCXduoehh1trHxsjYyWfI4w6YdrbQWpIGuf8jXJ0kctoqZX2kcu5PD9CRpCG6ExTa10mYHKY00zTC7hQ+NrLRaYAetmXKLHKgoT1ba0u1tuGiZ7u5F55S5hYX2HCm3BN7mFQs4d3G6+dqodl/9nFWTHVCtp4qFPOYUctr3yADOXawhnyPMzHAz48NPRVCFaedOF9Q1rekEOxXB21w/TwN4FcCHYhmNEIgghiyqniUOjqQpYNfbyC/KoYuIGdO9vPMUw3qnKagjUZ2pp80d3La+TbXHS7GQB5GdGISJGZcohbs3i67QNgw5AFcMFppRvLA7Yyp1x/csnmd0dmzOd9VQEbv3n2wLHFRr3KbuBagLdW0CDEEXi44hNTXW9i7WdBHCtEQsbK8/EE2PogQQW5UgaQhuhCWK1Er3DtLQYAGzB3I4W4l290NHFPL8ph2wIDVTfs/LU3tdlA2qXRiHoO1BvFSqtab9Bup2whuIjUKswS9APcOMRzatUmZkBFlPeanNcEeBOu934+FGyxmHoAIsQh2bGqyPJjEQIThBFsS2Rm9esaDcAVKlqqmK/t0EMWZBo4K7959sU/xznKA71pTaonGqdADTtreK8mQF948da0aGnPQLZ5t+6mKt5dhxMFmpopCjtp0noP4ZOc+xpTrDGJw10FRSCpt6qfB1cehbZ4yNCv2KywkwXkuV8xM2qh50sWhqABlG9SsN/K5/1D2K4iasrSKiv0W9QbGXTzHzXwc4zj0A7gGAxYsXhxlKV5GW4EZYOqlv8gZHzkxVUSzk2xai7udHeZ93ulvotwNmcxyboGSnfRZ1/MQPL8A33vyBMrCoap+hwv0e49p9tW40rMjIAMzfUb9yg7Bjt9kdTdt2dYPIkgqbFMF3AfgjAGtRv7/+EcDHmfk7MY9N8EFl4HQ1WDZGb2y8jHMXp9seL+RI2xHc/VrvDeBEU+4fO4Z7nzyKzaMTze1rb2rX1g3LAjWHNU2QqmhcdYbB3JpuGKaWyd1fwrQFb9pS71TlTiUl73xGALA5oHPnvpZR9jDRvU/nfM5nq8pXd1SbTOkJjLpDuG75wmbqhy5lzy/AEHSxaGoAGUb1Kw28RtOkIuh+XlYNXFhbxczvj+L8zPwogEeBeg1WFMfMMmkvupIkyA5SHOIfne4W+o3frxn07IGcb+DOmxatI0wa+tdeP9sUd/Jrn2FjA+LafbVpqm3KyNB9P9x2QxcEDTt22+92Wrarm8R0vNikCH4ewBcA3Nn4/SONx34urkEJdugMnOox2/or1db+ZXMGfJ0r3Q1w+LW3lE3wnnjxVHMHxnn+zo0rrbe4TROkbvE7Wak25VuB8M6EX38J3bFtCkbD4vQtObhtvVF6V4V7YnZ/p9y1Q87/Bws5TClUjVTonEnv+RxFKt131vQ5eZtZm1L2TARdLHZTepQJW6OZJcfQgNiqhOmS74UW28h4kB2PKNL5vOiEfmx3C/3Gr5tjh4oFbL99hTEjQ5UqZrKrQ4paIz+cFD9TENYtHa8LlpmaTRfyhHMXppv9LMMEC2yaagfJyLA9Ryc7x0nXUgbdjYrjfkoKGwdrITN/3vX7nxPR5rgGJARDZ+DCfPG0jonPYt10A/zL2fPK13jT24LeMKZJxhRB8zY5dh5zbnYb9SPTDpS3r9CcQq5tRyAuFUDn83vwthXWjmPQQu+1uw5gymLsJpU/lSEwndPr9NngVpCyNZRBFovdlh7VJ0Ruq4joF1DfFVsIYB8RTTDzhk6OKWSDIJHxIAGVqBesjipdW+ZCAB0J3fhzRE2HwqS+GkTkwPlZl0kxOVXFw5tWBVbacyT1/eZolV1ft3xhW+DR3SJj/mABb5+/ZPvD7pLozv38idPYPDqBTzypD67aBuei3jlOMlgYZjeqm8R0vNg4WN8loo8AeKLx+10AvhffkPqHrOWV2txoqjGbboAgOzVBbhi/SUY3uXvPYSNE4EXXX0LVV0iVp69rZNjprpaqm7yfQzKnkAt0DtvPqDrD+NLRN7VGO8h33/1cW2aYleqTtviNr5/So2zJwHwWua1i5i8C+GKnAxOyR5DIeJCASpQLVpM98ksrc6PbWfEq7enqR4OKHJgCiVcNFVsyF+598qhV2rzfOkR3HaYuTmP0xVPK1Hqn2TTQrkYYdpfEvabwfn46oY6gwbkod46TDBaG2Y3q5mwRGwfr1wB8DsDDqH8f/6nxmNABWcwr9bvRdGPWqdpdNVTEv5w9b11zFPSGMe3e6dLkbCdpk3Ny0w/PVz6umzw2j05g9/6Tbcpy3nPrInrFQg4L5s72dZbWLV/Y9r5M/UqAulEJ8r0LIqwyWakqjXaQ737YvmydTL624+v29Kgoych8JrZKsCZIZNwmoGJKPwu7YPVTpbMNOo2srkuxO8JMKkwLXe/r80S4Y415/rNZuDuv95vjbdYhzvFUgiQm4hCOcLBpe5O21HmSwcIwu1HdnC1idLCIKA/gDma+PaHx9A1ZzCv1u9F0Y549kGtTD3JuAG8NloNXBS/qG0aVJhdkkh5Zre9w/+r3KoF28nTH937Outzs89UZbN2wzDfS9/yJ08r35UelWsOOvcetJlhVLYDfsb3f6SDf/SB92Ry8+fZhahGzdm9mnbSvmdgqIShBI+OmgIp33nWnn5U6WLBaq9IpxqPqD+gX7DS1pRh96ZJzVmPG6EunMLxkgVVqt2kONqXVBVmH3PvkUWwZndCKXISh010SGwfNTxgpCZIKFuruuXkNBWQV3ZwtYnSwmLlGRB9CPSIoREhW80pNN5pubGcr9Zxq1Q3gHMvbUV6lIhjlDRPWWXQmadNOjeMseZ2zOYUcKgYBiLBb4cVCzkoZ8I3JSiiHBKhH+WyaLjq/B8mf935vgnz3/e6HoWIBt15/ZZsxBhB6RyWr92aWSfuaia0SghJlZFw17zrOVSdNxG1U6byogmy2TYR1DsWOvceVync79h43zqe2C/cgC3zdnOJ2/oKge7bTJqQTgvQa7Ad0AdpzF6dbBMi8dGu2iE2K4EEi+hyAUQDnnAeZ+WuxjaoP6Ma8UtOYTTeATtI87hsmjLPozknX1UXliZTOWc6i6DjoVnghR9aqfSYFxaD4pYsEqVvzfqeDfPf9DNSF6RkML1nQ9v0K23A46PiEOhm5ZmKrBGuijIzHFWAwKajOHlDXz+qcPT8Keb0qoS7Nzi/9rtO6THfapVfRNm4Yna9R/JSKgyhB9gK68o0g9YTdhI2D9b7G/z/teowBhA/LCF2ZV2pTo+W+eRyJ1zhvmrATuE1kyZ3m4WBqpGiTNWdacKoM/tTFaSvJdT8FxTAiGkHy+wEoJ07VdzrId9/PQOmcpk4WPN14b6ZNRq6Z2CohEFFFxuMKMHhrgt3z+GRFXT8b1qmbO8vcjiUondZlel8fdocKqDuPc2cN4Gylam0HSxEEh7yfX44urROiWh9lQFwoEDpV6l7MEPF1sJh5XRID6Te6Ma/UNOax8TK2Pn20JY1gslLF1qeOtrw2SkwTuG6cDrY9sJw0D/dxdAIafpE1235M7nFevW2f8fkEtL0/1ULXreY3NFgAcz210yRNH2Rx4FaFCpNzr/vu24iOqCbmThY83Xhvpk0WrpnYKiEt4gwwmGqCVQEm3dznF2Q7a0j5HioWlDZiyFA702ldZth0dwddqw5dbbWbKINDcaa3deLEpuWYZSTbIRF8HSwi+oTi4bMAjjCzf2GIoKUb80p1Y9Y1KXYa4MbxPnUT+I69x1saGaomHe+CUFcY682hHxsv4+3z023PK+QJm97b3vep00Jn005bjoDPfrhVAj7MQtfUmDEoceTc+4mOqCbmThc83Xhvpk3a10xslZAGzkK1Uq01g2ydCFvosN2V1819TpBNZ09MC9ztt69oq51xUuJ1jXlNNcw2dLKjYZKQ37phGbaM6vtRxfHZxUVYJzZN1deMZDskgk2K4HDj397G77cAeAnAx4joKWb+TFyDE7oH02QY19av7riq3SXVpONeENo6Gbv3n1Qq6M2dNYCHRlZaiXcEiRxt3bCsbWfQYYYRSD5cd94s7D7YEGRi7pb3JESK2CohUVRpbM6cFHXql6kdihu/uS9MQM17zCFDY16gni7u997C1sL64ecgjayuS857hT9MTllWCZsKn6bqaz/ZZmKffFYi2o+6/O3bjd8vA/A0gF9APTJ4beCTEu0GcBuAiwC+CeCjzDzp97rh4WE+fPhw0NMJCWDadu9USUnnGNhs9avGoruZbRyfq7ftU0a+CLBqbKszbqaJ3VvbpnpPftc3zHltSDrNoNvyzYXwENERZh4O8PzIbVVYxFb1BzobFIXNUwkegdASbAs7h3c6j+re9/zBQkv2iI75gwWMP3Cz7xiD9EAkAA9vWmX9PnrBloT9/nW6jhFa0dkqtQxNK4tRd4QcqgCWMHMFwIWQ4/kqgB9n5usA/C8A94U8jpARtm5YhkK+XUavU5UcZ5ItT9abATqRsrHxMrZuWIZiId/y/GIhb8wLd7/ey8jqEg5uW4+HN60CUO9LtXbXgZbn6tIobPOHTZEjHSOrSxh/4GboRAptdgjDnNcP02fjfd7aXQdw9bZ9bdczKM5n9O1dt+DgtvVdZxCFWInDVgmClrjUA1XzdXWGMXfWAEpDRRDqi+iwATIbW2fClD1i4xDZCDeNrC5h58aVTbGJPNUt4PzBQt3ZdEEA7r5pcaBrEactidLmmdCtgfzWXJ2uYwQ7bFIEvwDgEBH9deP32wA8QURzAXwjzEmZ+SuuXw8B+MUwxxGyg0pJzlYlxxRJMjkGToTG+1rA3BnetBXul5vcaf5wJwa5k+LQOBYCNmkGaeZ6C31H5LZKEEzEVbBv6jk58aB558eWTubmsOl7QQma7p4FkrR5YdPtbNYxWb7G3YKNiuDvEdFzAH4S9UDBx5jZyX24O4Ix/BrqfUuELidMkbvfZOTnGJjOGVR5znmNyWnoNH+4E4OsatJnu0MYx0LAxmlLM9db6C8SsFWC0EJcBftJKK11Mjfr3vfsgZxVA3onyyTsIj5tQR0V7p5dXuK0eWGuRdA6PQmMhsNmBwvMfATAkSAHJqK/BfBDij99ipn/uvGcTwGYBvC44Tj3ALgHABYvXhxkCEIX4DfJhzU0YZTnADunoZPJvWOD7M0TtGhuHMl5Fdh8NnGl0AiCijC2ShDCElfBfhJKa53Mzbr3DZizR4B6UHD77St6ahFvUy+WNZvnF5yWwGjnWDlYYWDm95v+TkS/CuBWAD/LBqUNZn4UwKNAvXA40kEKqeM3yXdqaIK+Pu7IYScGWSWFb9sBPY6FgM217aeeF0LvEVaQSegf4thNSUJprdO52SZ7xJGtV8nXr911oGcW8TY9u7rJ5klgNBpic7BMENEHAPwOgH/LzFNpjMGL5Jumg98k36mhCfr6JCKHYQ1yp5Ne1AsBm2vbTz0vhJ7kqwDuY+ZpIvrPqAsy/U7KYxL6gLjT4Pzm5rjT93ppEe835m6zeRIYjYZUHCwAnwMwG8BXqa4Mc4iZP5bSWHpqq7rbsFmAd2pogrw+yz0asjjp+V3bLF9PQfBDBJmEXsU0N8exJvI6bPOKBWW9Vjcu4k2iH1lqXGzrNKcZGO2lzQ7fPlhZIq7eInH1shDs6KUbKk7i6mUlCFkkaB+suCGivQBGmfkxv+dKHyyhm4l6TaTs65UngNEi2tSt9qwbbHPQMaaxLuuG66hCZ6vS2sHKFL20Vd2NZFERKIvIbpAgRI8IMglCK1GviZR9vWqM+YMFDM4a6Hp71g22OahwRRrrsl4T1xAHC9lMvRIEFeKMCkK0iCCTILQS9ZpI55hNTlUx/kA0fb2ioJNdGz/bnHamTjdsJHTDGIOQS3sAWSBsN2whWZLqji4IggC0CDLdnhVBJkGIm6jXRDrHLEtBbCc9rTxZAeNS3VkU64w4j21LN3wG3TDGIIiDhXrkYefGlSgNFUGo5xlnPeez38jCBCUIQt/xOQCXoy7INEFE/0/aAxKEuIl6TdQNQWxTelqWj21LN3wG3TDGIEiKYANJvco2vZabKwhC9mHmH0l7DIKQBlGuibqhRinO9LQspL51w2fQDWMMgjhYQleQhQlKEARBEITgZD2IHWctflbq/LP+GQDdMUZbJEVQ6Ap6LTdXEARBEPqJLNdRx5me1mupb4IdsoMldAVpNr4TBEEQhF4lCYW7OJoXR0mc6Wm9lvom2CEOltAVyAQlCIIgCNGSlOPTDXXUcaan9VLqm2CHOFhC1yATlCAIgiBER1KOj9RRC/2G1GAJgiAIgiD0IUk5PlJHLfQb4mAJgiAIgiD0IUk5Pt0i9JBlIQ6hu5AUQUEIQRJFwYIgCEK0yNzdSlICUt1QR511IQ6huxAHSxACIpOwIAhC9yFzdztJOj5Zr6PuBiEOoXsQB0sQAiKTsCAIQvchc7earDs+SSFCHEKUSA2WIAREJmFBEITuQ+ZuwYQIcQhRIg6WIAREJmFBEITuQ+ZuwUS3CHEI3YE4WIIQEJmEBUEQug+ZuwUTI6tL2LlxJUpDRRCA0lAROzeulPRJIRRSgyUIAekGNSRBEAShFZm7BT+kHk2ICnGwBCEEMgkLgiB0HzJ3C4KQBJIiKAiCIAiCIAiCEBHEzGmPwRoiOg3gtZAvfyeA70Y4nKSQcSeLjDtZZNzJ0k3jXsLMC9MeRBjEVnUVMu5kkXEni4w7fpS2qqscrE4gosPMPJz2OIIi404WGXeyyLiTpVvH3U9062ck404WGXeyyLiTpVvH7UZSBAVBEARBEARBECJCHCxBEARBEARBEISI6CcH69G0BxASGXeyyLiTRcadLN067n6iWz8jGXeyyLiTRcadLN067iZ9U4MlCIIgCIIgCIIQN/20gyUIgiAIgiAIghArfeVgEdEqIjpERBNEdJiIbkh7TLYQ0W8S0UkiOk5En0l7PEEgot8mIiaid6Y9FhuIaDcRnSCil4noi0Q0lPaYTBDRBxrfjX8mom1pj8cGIlpERM8T0SuN7/TH0x6TLUSUJ6JxIvpS2mMJAhENEdHTje/2K0T0E2mPSVAjtiodxFbFh9ip5OlGW9VLdqqvHCwAnwGwg5lXAXig8XvmIaJ1AD4E4DpmXgHgD1IekjVEtAjAzwF4Pe2xBOCrAH6cma8D8L8A3JfyeLQQUR7AHwP4eQDXAriLiK5Nd1RWTAO4l5l/DMBNAH69S8YNAB8H8EragwjBHwL4MjMvB3A9uvM99AtiqxJGbFV8iJ1KjW60VT1jp/rNwWIAVzR+ngfgjRTHEoT/CGAXM18AAGb+15THE4SHAfwn1K99V8DMX2Hm6cavhwC8K83x+HADgH9m5m8x80UAf4X6AifTMPObzPy1xs8/QH0SLaU7Kn+I6F0AbgHwJ2mPJQhEdAWAnwbwpwDAzBeZeTLdUQkGxFYlj9iq+BA7lTDdaKt6zU71m4O1GcBuIjqFemQtk9EeBT8K4KeI6AUi+nsiem/aA7KBiG4HUGbmo2mPpQN+DcDfpD0IAyUAp1y/fwddYgAciGgpgNUAXkh3JFY8gvoibCbtgQTkhwGcBvD5RsrInxDR3LQHJWgRW5UgYqtiR+xU8nSjreopOzWQ9gCihoj+FsAPKf70KQA/C2ALM+8hog+j7iW/P8nx6fAZ9wCA+ahvUb8XwJNE9MOcAQlIn3F/EsDNyY7IDtO4mfmvG8/5FOopAo8nObaAkOKx1L8XthDRZQD2ANjMzN9PezwmiOhWAP/KzEeI6GfSHk9ABgC8B8BvMvMLRPSHALYB+N10h9W/iK1KFrFVqSJ2KkG62Fb1lJ3qK5l2IjoLYIiZmYgIwFlmvsLvdWlDRF9GPe3i7xq/fxPATcx8OtWBGSCilQD+B4CpxkPvQj3N5QZm/pfUBiLI1EsAACAASURBVGYJEf0qgI8B+FlmnvJ7flo0CkC3M/OGxu/3AQAz70x1YBYQUQHAlwDsZ+bPpj0eP4hoJ4BfQX0hMwf1FK5nmPkjqQ7MAiL6IQCHmHlp4/efArCNmW9JdWCCErFVySG2Kn7ETiVLt9qqXrNT/ZYi+AaAf9v4eT2A/53iWIIwhvp4QUQ/CmAWgO+mOiIfmPkYM/8bZl7auFm+A+A9XWKwPgDgdwDcnlWD5eIlAO8moquJaBaAXwLwbMpj8qWxaPxTAK90i9Fi5vuY+V2N7/MvATiQdYPl0LjvThHRssZDPwvgGykOSTAjtiohxFYlgtipBOlWW9VrdqrnUgR9+D8B/CERDQA4D+CelMdjy58B+DMi+jqAiwB+NQspFz3M5wDMBvDV+vyKQ8z8sXSHpIaZp4noNwDsB5AH8GfMfDzlYdmwFvUI2zEimmg89klmfi7FMfU6vwng8cYC51sAPpryeAQ9YqsEG7rCVomdEgLQM3aqr1IEBUEQBEEQBEEQ4qTfUgQFQRAEQRAEQRBiQxwsQRAEQRAEQRCEiBAHSxAEQRAEQRAEISLEwRIEQRAEQRAEQYgIcbAEQRAEQRAEQRAiQhwsQehyiGhpQxYZRDRMRP+1g2P9HhG9TEQTRPQVIroqupEKgiAI/YjYKaHfEJl2QehyiGgpgC8x849HcKwrmPn7jZ9/C8C1WeyrIgiCIHQPYqeEfkN2sATBh0bk7QQR/QkRfZ2IHiei9xPRQSL630R0Q+N5lxHR54noWCO6dgcR/Uci+ozrWP+eiP6o8fMYER0houNEdI/rOTcT0f8koq8R0VNEdJliTGuI6CgR/U8Av+56/GeI6EuNn7cT0V80InyvEtFGIvpMY3xfJqKC97iO0WowF4BEYARBEDKO2ClByBbiYAmCHT8C4A8BXAdgOYBfBvCTAH4bwCcbz/ldAGeZeSUzXwfgAICnAWx0HWcTgNHGz7/GzGsADAP4LSJ6BxG9E8D9AN7PzO8BcBjAJxTj+TyA32Lmn/AZ9zUAbgHwIQCPAXiemVcCqDQeb4OIfp+ITgG4G8ADPscXBEEQsoHYKUHICOJgCYId32bmY8w8A+A4gP/B9fzaYwCWNp7zfgB/7LyAmc8w82kA3yKim4joHQCWATjYeMpvEdFRAIcALALwbgA3AbgWwEEimgDwqwCWuAdCRPMADDHz3zce+kvDuP+GmauNceYBfLnxuHvcLTDzp5h5EYDHAfyG4diCIAhCdhA7JQgZYSDtAQhCl3DB9fOM6/cZXLqPCOpUhVEAHwZwAsAXmZmJ6GdQN3Q/wcxTRPR3AOY0jvFVZr7LMBbdebTjZuYZIqrypaJL97h1fAHAPgAPWp5LEARBSA+xU4KQEWQHSxCi4ytwRdKIaH7jx2cAjAC4C5fSLuYBONMwWstRjwgC9SjhWiL6kcYxBonoR90nYeZJAGeJ6CcbD90d1Rsgone7fr0ddWMrCIIg9AZipwQhAcTBEoToeAjA/EaB8VEA64B6CgaAbwBYwswvNp77ZQADRPQygN9D3WChkarx7wE80fjbIdRz6b18FMAfN4qHKxG+h12N8b8M4GYAH4/w2IIgCEK6iJ0ShAQQmXZBEARBEARBEISIkB0sQRAEQRAEQRCEiBAHSxAEQRAEQRAEISLEwRIEQRAEQRAEQYgIcbAEQRAEQRAEQRAiQhwsQRAEQRAEQRCEiBAHSxAEQRAEQRAEISLEwRIEQRAEQRAEQYgIcbAEQRAEQRAEQRAiQhwsQRAEQRAEQRCEiBAHSxAEQRAEQRAEISLEwRIEQRAEQRAEQYgIcbAEQRAEQRAEQRAiQhwsQRAEQRAEQRCEiBhIewBElAdwGECZmW81Pfed73wnL126NJFxCYIgCOlx5MiR7zLzwrTHEQaxVYIgCP2Bzlal7mAB+DiAVwBc4ffEpUuX4vDhw/GPSBAEQUgVInot7TGERWyVIAhCf6CzVammCBLRuwDcAuBP0hyHIAiCIAiCIAhCFKS9g/UIgP8E4HLdE4joHgD3AMDixYsTGpYgCL3I2HgZu/efxBuTFVw1VMTWDcswsrqU9rAEQegiZB4RBMGP1BwsIroVwL8y8xEi+hnd85j5UQCPAsDw8DAnNDxBEHqMsfEy7nvmGCrVGgCgPFnBfc8cAwBZHAmCYEUn84g4ZoLQP6S5g7UWwO1E9EEAcwBcQUSPMfNHUhyTIAg9yu79J5uLIodKtYbd+0/KIkfIDLIIj5aor2fYeUQCPILQX6RWg8XM9zHzu5h5KYBfAnBAnCtBEOLijclKoMcFIWmcRXh5sgLGpUX42Hg57aF1JXFcz7DziMkxEwSh95A+WIIg9AVXDRUDPS4ISdMvi/Cx8TLW7jqAq7ftw9pdB2JzIOO4nmHnEZ0DVp6sxH4dBEFInkw4WMz8d349sARBEDph64ZlKBbyLY8VC3ls3bAspREJQiv9sMua5C5dHNcz7DxicsBkt1IQeo9MOFiCIAhxM7K6hJ0bV6I0VAQBKA0VsXPjSql/EDJDP+yyJrlLF8f1DDuPqBwzL724WykI/UraMu2CIAiJMbK6JA6VkFm2bljWIoQA9N4ua5K7dJ1eT51ARph5xHm+czydJHIv7VYKQj8jDpYgCIIgZADvIrwXVQSvGiqirHAi4tilC3I9vc7UuuULsedIOVLVP7djtnbXgcSugyAIySMOliAIgiBkhF7fZU16l87meqok1B8/9HrbLlOUbR36YbdSEPoZcbAEQRAEQUiELO7SqerC4k7hS+o6SF81QUgHcbAEQRAEQUiMrO3SBXGaokzhi/s6SHNjQUgPcbAEQRCESJBoudCN6OrCCK07WVGk8CV5j5gUG+W+FIR4EZl2QRAEoWOS7G+UJES0iIieJ6JXiOg4EX087TEJ0aKSUCcA77tmQaRtHZK+R/qhr5ogZBVxsARBEISOSbK/UcJMA7iXmX8MwE0Afp2Irk15TEKEjKwu4Y41JZDrMQbwtdfPYuuGZfj2rltwcNv6jnd9kr5H+qGvmiBkFXGwBEEQhI7p1Wg5M7/JzF9r/PwDAK8AkPyqHuP5E6e1qoFRkfQ9otqZE6VCQUgGqcESBEEQOibJ/kZpQURLAawG8EK6I+ktslC7l4Tzk+Q94lzTSrWGPBFqzCg1+nvt3n8SW0YnRLlQEGJEdrAEQRCEjun1aDkRXQZgD4DNzPx9xd/vIaLDRHT49OnTyQ+wS8lK7Z7OyckR4ept+7B214GOxxTFPTI2XsbaXQeMY3JfUwCoMYMALH1HEXuOlGO91ln5PAUhbcTBEgShq7FZcAjxM7K6hJ0bV0YqCpAViKiAunP1ODM/o3oOMz/KzMPMPLxw4cJkB9jFZKV2T+X8AHXnxHEUtj51tGV+CTr3dHqP2Dovur5eB7/5lvJa3/vk0cjmzax8noKQNpIiKAhC1yJ9XrJF1vobRQEREYA/BfAKM3827fH0GmnW7nlT2e5YU8LzJ043z+2tyarOMLY/exwjq0uh555O7hFb2fWg167GHNm8qTt3ebKCtbsOSLqg0DfIDpYgCF2LREuFBFgL4FcArCeiica/D6Y9qF4hLaU71W7QniPlpmqg17lymKxUAaQz99g6o2GuXVRjN51b0gXtkcyM7kccLEEQupZeVa4TsgMz/yMzEzNfx8yrGv+eS3tcvUJatXudOkhRzj22i2lbZ3TrhmUtkvO2qMYedKGvS7V0sL3G/exgSB1bbyAOliAIXYv0eYmOfl7QCOmRVu2en4M0f7Cg/LvzeFRzT5DFtK0zOrK6hLtvWhzYyfKO3XZs7rlj9/6TuGNNCSXDdfBzQvvdwZDMjN5AarAEQehatm5Y1lIHAfSWcl1SSC2bkCZp1O75SaY/eNsKbH36KKq1S8mChTzhluuuxNpdB1CerIDQWqcVZu6xqaty14rNKxYwp5DD5FTVKIH+0MhKDC9ZgO3PHm+mNZpQjd1vbGPjZezYexxnpi4dvzxZweOHXgcDTXl4L35O6PZnj1vVmvUqkpnRG4iDJQhC1+IYW+m50hm2xfOC0Cv4BWdUc8u65Qux50i5+RoGmk5WKcTcMzZeVjp5wKXFtDf4MVmpoljI4+FNq1rOpes95ThCn/riMZy72HqP+43dtND3jsuN41KpnCs/J3RsvKx1CG0djG7vw9UPPQX7ASsHi4gWAGBmPhPzeARBEAIRd/S72421DRIxFfoNm+CMd25Zu+uAUv68NFTEwW3rA53fcVB0OItp2x0u7w70ltEJHH7tLTw0srLF0Qoyl5kW+qpx6cgTYYbZ6pymNDgbB6MXduMlM6M30DpYRLQYwGcA/CyAyfpDdAWAAwC2MfOriYxQEAQhJXrBWNvQqxFTIjrGzCvTHoeQTYIGZ2wDETaOjMlBcS+m/WTP35isIKdIxWMAjx96HcNLFhjfo2msuoX+uuUL8dih17XH9FJjxiOeHTcdpqCOjYPRC7vxkpnRG5h2sEYBPALgbmauAQAR5QHcCeCvANwU//AEQRDSI2h9hMkQZnknrJsjpkS0UfcnAD+U5FiE3sYmEGEblDE5Em6RD905qXFsQJ2KB9SdLHe9lHdcW586ChCadWbesZrSJINiG5jSvd/5g4WOHLRu243vxZ6C/YbJwXonM4+6H2g4Wn9FRL8X77AEQeh1bByOuJ0Sv+P7GWvbxVScO2FRXKMuj5iOAngc7X1hAWBOwmMRehibQITtDorWcSJg8+gENo9OYP5gAbdcd2VL3ReANnENE85cpRpXdab9KN6xuhf6Y+Nl3PvkUa1DZ8J2F0l3jR+8bYXVeXp1N17oPkwO1hEi+r8A/AWAU43HFgH4VQDjnZ6YiBYB+O+oRxhnADzKzH/Y6XEFQcgujjPgVeBSORxxp+fpjn/4tbfw/InT2tQbIFh9RJDnRfUegODXqIsjpi8D+ANm/rr3D0T0/hTGI/QoNoEI2x0UlSMBAO7p5sxUFaMvncKm9y5qzkk6B0LHvGLBOC6bsQKX5powzpXpuF46DfZkeTc+y1kMQvSYHKx/B+D/ALADQAn1oMkpAHsB/GkE554GcC8zf42ILkfdofsqM38jgmMLgpAxvM6A10x7HY64c+l1x3ckhgF/FSzbxVRcaSu9UG8QAZsBfF/zt19IciBC7+MXiNA5QEODhWbNlLO43rlxZXPBrQvmVGuM50+cbhHRcGTibTh3cRpj4+VAjplqtyeIqEWQ46roJNiT1d34fqnnFS6hdbCY+SKA/7vxL3KY+U0AbzZ+/gERvYK6IycOliD0IDYG2u1wxJ1LrzuOKj6rU8GyTUeJK22lV+oNOoGZ/1/D3w4nORZBUO2gFPKEt89PN/tFOYvrnRtX4uC29RgbL2Pz6IT2mDa7XwRg1kAOF6ZnWp5brTF27z+pHleOWmqwnOM4Ahruua7TOcVmF8m7w7Nu+cKWnTtbRymLu/ESDOs/MtEHi4iWAlgN4IV0RyIIgolOUhxsDLTb4ejUKfEba5CI7gwzvr3rluZxm41Gqf25qoVEXGkrQ4OFliafDlJvIAidEXauU+2gnLsw3dbbyVlcA5cEIHR47+eR1SUcfu2tlt12BtqcK4c3JivN1zzxwinUmJEnwqYbFmF4yQKrtO2gqYluvH22VNcWQNsOj1up0D0eIHs7VH5IMKz/SN3BIqLLAOwBsJmZ29I8iOgeAPcAwOLFixMenSD0F6ZFRacpDn4GmtAqw9uJU2IzVl0UWLWD5Sxw2tIcPU+eP1jAg7etaLsecaStjI2X8fb56bbHC3nKRL2BIHQrnc51XmEI3e5UebLiu7Pv3M/euXnq4rS10EWOCPePHcOeI+VmGmKNGXuOlDG8ZAEObluvTDt077Do5mPT2B/ZtApAfd7bMjqB3ftPtjVrdq7tnELON8OhUq1h+7PHcWF6putS7UR8o/9I1cEiogLqztXjzPyM6jnM/CiARwFgeHg4fHWlIAhG/BYVnaY46Iq6HRitBrITp8RmrCYJYp1T57cYGpw1oB2fKW0lTLR89/6TShWwuYYxCILgj2n+cP5uc6/6NRMGYAw6OQEboH13Jwg1ZmXfqkq1hs0Nx0d3TGeHRTdfunfR3JQajoNpV8o9Dtv6Lu9OoPP6qFPtohakyLL4hhAPvg4WEc0GcAeApe7nM/OnOzkxERHqYhmvMPNnOzmWIAid4+eUdJri4BgnncxvSRHJC5tLb2rOOTZeVkoQOzgpMyrD6rewCZPuETZarjvXWcUCpB+I0Vb9GYBbAfwrM/94J8cSugPT/BHkXu1EGCJP1NwNX7vrQMcCEyZM85p7h8U7X67ddUDpXDnZCFEIY9jyRmNuj8IpUs3JWxrS+d50R1uyKr4hxIfNDtZfAzgL4AiACxGeey2AXwFwjIic/fNPMvNzEZ5DEARL/ByoKFIcHGMSdSTPa1jnFQvKSKdzbgeVsTM5dXmN0pdDmHSP7c8eD7UzKCknbcRlq/4cwOdQbysi9AG6eytPFOhetQ24qFKTa8zNuSqtOh33vKxyXnSOmZONsMUg3BE1Q4OFyFT6VI6hqaWILVkU3xDiw8bBehczfyDqEzPzP6I+rwiCkAH8FuxRpTh4I3lDgwUwo5mjH7ThsCraaKJSrWHH3uM4X/XP4/ee1+RchbkWY+NlrSPot6iSlJM24rJV/9AQYhL6hKD1Rrp71VYYgqEO3jjOWycCE50weyAHALh/7FhLKmB5soKtTx/Vvm5+Q5K+k5qOkkdFUCdjD9Q/G2ZEptLnN/eK+p9gQ87iOf9ERCtjH4kgCLHjKOBdvW0f1u46gLHxcvNvWzcsQ7GQb3m+e8E+srqEnRtXojRUBKFuAHduXGltZNzndhyphzetwvnqDCYrVTDqhnvz6ARWf/orzbE5DlR5stJ8zn3PHGv+PUwaypmpqtIYb3/2eMt4vefVRYTyRIGuhYNT06FiaLBgfK3t52H6zHuMVG0VEd1DRIeJ6PDp06fTGoYQAbp7S5XGDOh3jVVzqorSUBEzGuehPFnBuuULrY5jQ14lfaphslLF1qeP4jFFnZVb2t3L2+enO3IIS0NFHNy2Hg+N1GXsv73rFu31AYCdG1dqU6PD7P7ZZAGI+p/gh3YHi4iOoR5YGQDwUSL6FuppFwSAmfm6ZIYoCIKKoPnmfrU+NjniNikOthK8W5+q12IpdBpwZqraHFvY2rAwTFaqzRotXZqIKp3niqKdXpD32pgWIW+fr+Ka+55rSirfdeMiPDTS6j/4fR790NwyK7ZKBJl6C929tfXpoy3OhUm10zunDs7K49zF9mDQ1MXphoqeWmZ9z5Ey7lhTwvMnTls7LvkcoeaZXAt5wu5fvL5N4t2EyZHSvkY1qVui24U3pW2a/h4mZdpPkCnscYX+wrQquDWxUQiC4It7cT6vWMC5i9NN42ezcLZV1utUOly1oJ890C7B62eEnbGFrQ3TUSzkMXsgp03N27H3uNFxYwBDnhqvM1NVbBmdwOHX3mpzghxU10YnCw8A9bXWJUllR31Ld3wVfdLcUmyVkBzeG9bHl/DOqWPjZWx/9njb/GGiUq3h+ROncXDbely9bZ/2lO6G6OuWL8Toi6da51kGDr/2FvYcKXeUvtcJOYIyqAa098tyo3N6nFq1O9aUjAqwQXA7xqp5us9TsQVLtCmCzPwaM78G4CHnZ/djyQ1REHqTIKlb3nS1yUq1LbLolhFWEVYFMMg4dQt6nTPjh7PTo8JJobNJw8kTtaT6bL99hfa5Z6bqu1i685aGipg7uz02xQAeP/S69vqYCqdteeKFU4Ge3w/NLcVWCUmhao1QnWHjvKviB4r+dX44CqimnZNaoyH6wW3rse/lN5VjfeKFU4kp+6mYYShT0R/ZtAoHt603trnYuXGlMsWxUq3h8Rdexx1rSqFT2FXnO7htPV7ddQse3rQqsuMK/YNNXkvLSoSI8gDWxDMcQegPTKlbQHuanm2dkWnhHCaFImiKWdQLdwZw7sK0Mt3l7fPTLZLrpmjjzo0rm8/ZMjqBq4aKmKtJ13GeZxKR0KljceO1Qa+NaSfLjUlkQ0WfKQ3GYquI6AkAPwPgnUT0HQAPMvOfdnpcofvoNGDhzKdB72OHrU8dRS6nr6GixjkA/a5Y2HNHyZxCDrMHcjhbqfqKHNkKDTEDoy+dwu5fvB5Aa3NjkUMX0sBUg3UfgE8CKBLR93FJ8e8iGnnmgiCEQ7fTo+tSbxtxNC2cw6jOBU0x0y3o5w8W8Pb56VC5+brdLydy7JZWHxsvY8fe483FxVCx0Nyt8jqKBcNC5Y3JirEmzaYxpxfdtSm5nGjnPG+crUC1jghSoA70h9Jg3LaKme/q9BhC96GqJe0kYDE2Xtb2ALSlOsP6/DrUgzT3PnkUl8+xqwlNizNTVRQLedx90+KWtD5vAC9wWnWNtQqxh197q6lI6K4NNtUce+2JaoyCoEN7FzLzTgA7iWgnM9+X4JgEoefRLcJ1Xept8Fs4j6wu4fBrb+GJF041hRPuWNNec+VeWOgMmTN+7yJk3fKFyjz4W667El944XWr9xEE93X0GmMAuDBdLxpXOYrVGdYaa2fBpC10b+ximV6reo3O2fGe5/6xY82aKzd33bhIeWwd/dDcUmyVEDW6nfuwdT6d7lwFocYcOiXbhsGGGEen76RSrSnnOCfQaBIaMqHauatUa2qZeb5UC+zn3HmPpwoyRtXoWOgNbMIcf0NEP+19kJn/IYbxCEJfEFVfk/mDBUxOVa1VBPccKTeNfI0Ze46UMbxkgbanlGn8qkWIW+3K63R1ICxlHIeDabfNJFjh7W9js2BynFWvEpdfY86dG1daGWBHyMLtDKtUBG3oo+aWYquESNDNJc+fOG19D/sdz41zf+97+U1fwYu0icK58sNRc40y5dxGZt7pkWjKUHDwjk3VK0x2uvobYp+IChHtdf06B8ANAI4w8/o4B6ZieHiYDx8+nPRpBSFyVI5MsZDHnEIukIF9ddct2uOr6rh0KWoHt9Vv57W7DvgaFmfXR9UY03s8m2MOFQstaZFBeGTTqqbx0qlrEcypi8yXdg7nDxbw4G0rAvX2Ui22dJ+vFEfbQ0RHmHk4wPPFVgmRYJpLvq2Zc8McD2idF2zm335CZ2O0z88RLp89EOsOnoPbzo2Nl7UZDV57KPQeOlvlu4PFzLd5DrQIwGciHJsg9B261C0A1jVXunoc1c6SbvIHWiNxNhFD5zg6w/dGQ+3KL80QqC8unBop5/lDgwVrJ9PtrOicKIb6feWoPZ3kfKMPjW2qh253qE/k0TOF2CohKqIWhzH1cHIHXcS5aiVoSmUOwK3XX9mWxmkrImQLof5Zrd11oBm8tLGvQn+hlWk38B0APx71QASh33BkYB1ZXWexvnPjyhZJWB064xM0b929aDBJkw8VC4ajXGJesdAiKW/CLS3vXIvxB262Og9QT8twMMm1q8ahSll08v/d43dSPUzy9F50RtUxykGOJYRGbJUQCtVc0ok4jO54/+XD17ekZweTsBG8VGe4mcbptqF337S47foX8mQUOjLhTQM0OcY9qtgqWOC7g0VEf4RL36ccgFUAjsY5KEHoZ7y7Irq0kTxRi0w5UDfSpsneG8kjAEvfUcTaXQeaDYwLeWrJT3cWFps10uRuioU8iOyFOQC1ypNtasgTL5xq1iU518Gr+hQUndBIkN0nU41dGrn5/VB8LbZKiIo4xGHczdZVqcimXRAVQdPnHAo5CqXmCtRvqplQr0wOlQLs8ydOt9UGO86yt+mzicFCDlPV1itQqda0nwUBPaXYKgTDRuTCnUg+DeAJZj4Y03gEoatIYuFq6mC/eXQC25893iJFboLR6mQxgIPffKv598lKFYUcYb4rTa9SreHeJ83rVKfOydQjyoRX5cl24VBjbqZpONf9fDWeJUCQ9B3dZ+aQZLpg0F5mXYzYKiEyohKHUdVjquYoUyqZSohHpWjoR6khOuQV57ElK85VjuqZEqpAGgO49nf/psURcgSYvDWwY+PlptKsH0PFgtYRqzG3fUYE4O6bFksQrY8xOliNRo0/x8wfSWg8gtA1JLVwdY6l66EyWanivmeOtURIddhEPasz3Ga4TK+ZOyuP45/+QPN3GwUmFWFz5N3X3bYhcxi8NW+OQSu7dtxKHsMWpl9W1PRDPZjYKiGr2N5/pl3v2QM5zCnk2hRjh5cssJ5vnUyEoDtlWWSG6/Wzutoq7y4ToL7mtvaCAJhaEKp6GSbp4PRREK2rMNZgMXMNwEIimpXQeAShazAZzqgZWV3CjMHJqVRrVmkOcfRhKeRbp5Gl70g+57xSrWHz6ESsReI15mbtlGPQnPM519Vdr+XU2Onq6JLKzdc5cr1UfC22SsgqNvff2HgZUxentceYrFRxZqqKocFCy8J9ZHVJWd9FANZes6ClDsnZvemp+z7g89+YrOD+sWO45r7nsHTbPit74exETRrSzs9dmG5mbjy8aVWzpjopklyLCPbYpAi+CuAgET0L4JzzIDN/Nq5BCUI3kMTCdWy8HChHPA3ONsbWDWO1wbTLZ7NT5o2UmhoMJ0HUimgZ5lWIrRIyht/9Z9t7EKjv2nh3JnSiRq9+r4KD29Y3d9q3jE5gx97j0UvqxUBcQxyclVc2N9aNYV6xACLg8UOvI2ewC47NS2vnqB+CaN2IjYrgGwC+1Hju5Y1/l8U5KEHIOmPjZeQ0OQO5hvhE2OOu3XUAV2/bhxUPfBmbRyc6cliKhTzmD9qp/4XF3XS4250rAnDXjYu0aoR+jYsd3H93lCHdn8PsgTACruGIWhEtw4itEjKH3/0XNK3ZuzNhWly7d9oZdQcthiSGyIljiARg6qL9dX540ypcmJ6pXzPYZ3+ksXOkC5b1YBCtq7DZwfoGMz/lfoCI7oxpPIKQeRyjpZtwa8yholjeSOa5AMZABQF4z+J5LSIWceDknsdV+9QpswdyuDg942u0nVSQD63kgAAAIABJREFUh0ZWYnjJAq1qYnmyYix4BtSGzV3Y7tTNAfFHOuNQRMsoYquEzOF3/4XZZXC/xrRDluV5OWnuvmmx9e5VqcNrl/TOUdpZEoIamzDqfZaPCUJfYDPxVqo1fOLJCd+dLPeO1b1PHg00oft18GAA/xSzczV3Vj7zef0Xp2fw8KZVxp5iwCXnCqgvikzPP3dxWttDRWXY0s6RV/Vc60Fis1VE9AEiOklE/0xE26I4ptA/mO4/3S6DaX53v8a0Q5bleTlJcgQML1nQJlSkopCnjq9d0jtHqv6ZXsVEIXm0O1hE9PMAPgigRET/1fWnK1CXwBWEvsR24p1hYOvTdXlz1UTn3bEKKkDB8FcFjDsb5NzFGq6577lMp/Q7qZxOPYKu3uGxQ6/jS0ffxPbbVzSLx3XPrdYY8wcLGJw1YFQRdPBrPNzjO0uxEretaigU/jGAn0O9efFLRPQsM3+j02MLgm734Y41JXzp6JttO+XeAI5phyysomsYwvblSoIZrve7uuvGRb67WLVGj7B5PlkKOoLuHEUlrx5VW4Eox9TvmFIE30C9r8jtAI64Hv8BgC1xDkoQgpD0ZGCS0/VSrbFWDjuK9A1V/42kyapRdVClbJok77eMTuDwa281d7N0qYJnpqoYf+BmqzHovjOES/21ypMVbH3qKHbsPd4mxywYidtW3QDgn5n5WwBARH8F4EMAxMESOkbVIH32QA7DSxbgoZGVVvZNt7j268fnpljIoRKwh6CTVv38idMoT1YyrZ8xWak25/QnXjiltVszDHziyQmE6cU8f7AAZmDL6AR27z+p/Kzcn+fQYAFvn59uNn42iWQktc4Ryffo0KYIMvNRZv4LAD/CzH/h+vcMM59JcIyCoMVbxOuWyY6LdcsX+qbnuYlT4WeoWMAda0rQZKsJDSrVWl1BC/6S94y6apQjta5LFSTA+numk1L2jsLpQZbUd7kXSMBWlQCccv3+ncZjghAZqhpNd7uHMOm97tQxE6WhYqgG7e+7ZgH2HCk3g0RZda4cxsbLeGhkJb6584N4ZNMq7fPCOFdA/TOcrFyav7eMTuD+sWMt5/eKjlQ9J1Oljie5zkk7nb2X8K3BYubulgUTepqoJgN3LdTaXQe0E9fYeBl7jpRbDAkBKBjupKAKPzZ54g4/uDCN0RdPhTYI/cSZqSpW7fgKrt62T6sA6cBA8zu0dcMypUPtfo4fqhx5m49MDJs9Mdoq3cff+iSie4joMBEdPn36dExDEXqROBe1fv34CPU5Lkzd0KFvnekqEQ23UxL1vJonUsrlO8E655w218sbfE3S6RHJ9+hITitYEGIgiskgSHRI13OkplktOwWzKnTFyf/lw9djqGgnrV6b4bYImKDHiS7apDU6Mse795/UOkNBvmfeSLRfVDnMOYRY+A6ARa7f34V6WmILzPwoMw8z8/DChQsTG5zQ/SSxqNUdi6FvWOxH1tPDvbidkrC1afkctQkcFfL6+jN3IM728/Q6u0k6PSL5Hh2pOliizCR0ShSTgSk65OxsLd22D9fc95x2Ulb5OPMHC9j9i9c3Uzq8u2QAWtI3nAjYjr3H8f3zsnGcBKaNrKHBQtPx1tGJ0bFd0IhhS52XALybiK4molkAfgnAsymPSeghkljU6o7l2B9nl73XKTcCZ2Gz6i+fPYBNNyxqZiPMHyygpouwNnAcIZvP06nLdWfSJOn09FHfxNjROlhEtJeIntX96/TELmWmnwdwLYC7iOjaTo8r9BdRTAYmhTf3AjtItK40VMT4Aze3OFeqXTL3e3COf2aqKil/ScHAR25a3GZsi4U8mGFM5+jU6HjTBoeKBRTyrSMRw+ZP3LaKmacB/AaA/QBeAfAkMx/v9LiC4JDEolZXB7pu+aXd1pHVpUAp6t3KvU8dDVQv5l4oT1aqeOzQ65icuoh5xULdXvu83nGEbIJqzrjcmTRJOj0i+R4dJhXBP2j8fyOAHwLwWOP3uwC8GsG5RZlJ6JhOm6iOjZeR08jLqnKqbfHuevjlUHdTHnsS5AD88k2L8fih12MtnL5qqNhsLOz9Dm3RqAcC0MqxB8Wr/iXyuKGI21aBmZ8D8FwUxxIEL0k0Ax9ZXcLh195qmVMZwJ4jZQwvWdA8Vxppf0lLvNcCRjBVDtS5izUANuqMlxwhPxVbL84a4eC29QCSaxYfpeR7P6N1sJj57wGAiH6PmX/a9ae9RPQPEZxbpcx0YwTHFfqMsJOBs6ukmugKOeq4tmntrgPNSVCXZib1NXWGigUQQSlPHpeT5TV83u/Q9mePK/ugDBULTYMXNWLYgpOArRKE2In63lcFa54/cbptLnUW8c65SwHakAD1+iMwQttLAvDNnR/E1dv2ZV6FMAx3rGn9XEdWl4zBOy/OGkH1/fALyEnALl1MO1gOC4noh107TVcDiKKC11qZCcA9ALB48eIITiv0Iu6JZJ5hse5Gp+hDzf90Rnmygs2jE/jUF49pnzOvWMDc2QOJNYNMkkIOsFH+JQATD6r7SQ0vWYB9L7/Z7A8TBQRYGRtdpkwfZNB0K3HZKkHoKnS9jHSZEu5An03vrKFiAWcrl+wrAGNTY2fOVf2dgUDN6nOkl1GfP1jA+epMpjJCnMbGTg8uIFgvTV2dlV+/KulnlT42DtYWAH9HRN9q/L4UwH+I4NzWykwAHgWA4eHhXgxwCB3inUjcuw6mScWkqlT1KVoNQj2VQM1kpRqqW3w3sPvOVTj82lvGpo6A2YBsffpooM/C6S2lSzkpDRV9d58cZ13n1E1G6OwJkRKXrRKErkKXkq6bF91zsGMndQ3WAXVAbGR1CWt3HVA6DjkiYyPiIOmBM6wP3t1y3ZUAgC+88Hqm6pi9TtbWDcuw9amjvrt+xUIe65YvxNpdB9p2oUxlBzZ/F+LHpg/WlwG8G8DHG/+WMfP+CM4tykxCJPj1ltD1ixB1tvggqhtcp6njq7tuwSObVvkWWbvZsfd4KOcKUBtsm6JgtxiJDvneZJMYbZUgdBW64GGNWSmyMHVxuqUtianBuqm9hE7EwZmPo/J5dJkRXzr6JkZfymZfyCdeONX6gFUmBGP0pVPKFjJ+0u0m8S5Tr08hOmxl2tcAWAHgegCbiOjfdXpiUWYSosKmjkn1nDB9PwQ7VAHJkdUl3LGm1GJXnCJr1WRvmxZYGipqG/fmiQIpIfk566Lql3kit1WC0G2YJNl3blzZ1mfxzFS1rffjuuULlT6A1xnzMqeQXvefyUo10uyTKKkxNx2b3ftPWo2zUp1pe54TMPaTbjcFAk29PoXo8L0TiOgvUVdp+kkA7238G47i5Mz8HDP/KDNfw8y/H8Uxhf7DZkdB9RyvHKlJnraQp6ZRkhIcf/JEzd5hSxt9v8bGy8Yi6zAQ6o6yzsmeYW429rVJizA56yJXm23itFWC0E2YJNlHVpcwd3Z7dYh7Hh4bL2PPkbIyaKVyxpzX3PfMsUjrZXsNb+uXsLwxWdF+xs4O1dJ3FI1rlU7srmCHTQ3WMIBrmbusZbeQCYKq2IRRvfEryjXtOriVea7etk97jmqNMXf2AG69/soW0YWhYgEXp2uYslFz6GJyUEvV6nBSQpz/BymydhgqFnzr0+6+aXEz31xltIKm8+mKj21qt4TUEVslCPCXZPdLL7NNu3fbZr/XCHVMtXC25BrB4J0bVzZtnztFvjxZsXLiRMU4Xmz2cr+Oem8RQQiErrmubls66PMdVA1b5w8WrFLDxsbLWLvrAK7etq85aekoT1bw2KHXWyJ05y5Og3pcVm7+YAHzBgv+T4R5F9AxLCpyRLjatdMFANtvX4FCTv18Qr1BsLtoOIpGjNLFvqsRWyUIDUzZAvOK6vncCUjZLLy9C3hZrNvTac+vGjPue+YYDr/2VvOxMEeUeuJ4sdnBeieAbxDRiwAuOA8y8+2xjUroCYKq2HSieuPeiXKrwP3L2fPYPDqB3ftPKntEuHdVwkx61RqjWuvtqN3b56etepyUhoq+RrbGrFSScu90bX36KLY/exxnK1UMDRbAXM+td6J+7ia/Xnn+OYWcrzy/iSQafgqxIbZKEBqYRA4K+fbAVSFHzUCSjYw4oW5DnbkxiPR4v6NTUwxCpVrrqEekk14vxIeNg7U97kEIvYlfGkKnj6vQOU0quXZdSkPSXeWzjo1z5ezymHqhODDMcurVGjdTA89MVVEs5PHIplXKJoteef5iIY+HFc8NgjT77Vq2pz0AQcgKOocnT6QUWLhszkBz3rPphcVAS/DT5jVpMX+wEGttWI4uCTv5WcsonCuHTpwrJ71eiA8bmfa/V/1LYnBCd6Pbfs4RKdP+gj7fwZ3md++TR7UTvLeoM6iUraDGnYZpq8zIjdfNWDiyumJc046n0H+IrRKES+jSnXXBQ3d/P2/avQ63DbV9DYAWFcPBQi7W5u2loSLGH7jZKC/fKXkiPLxpldHhcUoW0g7dOs6Vu/GxEA++O1hE9ANccpRnASgAOMfMV8Q5MCHb2IhR6CJaNeaWNLCrhopYt3whpi5OK8/l5BsDaEsD9BZ3+u08lScrzbQGU0pDFqNwaWLbuNe9O1ierBh3A53vTthiXL8dzzCCKUL3IrZKEC6hS3e2FQRy7+TrGgiHeY1KMGhsvGxsbBwWd/1snDts1RnGJ5952fgcx6nRXZcoKTXWVE+8cKrN/jLq9XlC/Pg6WMx8uft3IhoBcENsIxIyjzc1S5V+5/753iePGtPAHPEIE+5aLO/5g0aEtj51tP7/DKc0ZIliIY871pSw50i55Vq5JWHdzos3xc5knNctX+j72TvPVT2mO67td1ToHcRWCUIrunRnr93zE/JR2Urva7wBrXXLF7bZDN15RlaXsP3Z476qsbYQ0HQogboNemOygqHBAmYP5JqB3amL05GlDvopCT9+6HUML1mgXXfYqOa6efe/mYvvnDnfdn3dol6Pa2yrCJIkQ+COcMw8BkD0ivuYIKlZI6tLVmlgNthKyPpRneGms+akNAhqhooF7Ny4Eg+NrGy5Vl5JWJPao0mZzyaSpjPKpuNK+qAQha0iojuJ6DgRzRCR9NQSuh5vKp9Nfz+vrcwTNefTsfGyUgF4z5Ey7lhT0r7Gy/bbV0SSml8aKjZ7HwJoGdeZqSouTM/g4U2rcHDbejx42wql4EccMIAde483bZOjqFsaKuKRTasw8WCwNMapizO+n6NfM+KkcZdzuBWDexWbFMGNrl9zqPcaSTuNVEiRoGIUUakLBZGQ9cM5hhPhW2rogZUmhRxhBkDNQmgiDi5MX4rKOddKtSNlUns0KfNtMaSFuKOQUR1XIne9S0y26usANgL4bx0eRxAyQxghH+f5qsyA2QM5ZUDr+ROn23Zs/DJenPl8yEeYIkeA1yx6g3F+ysRR75z5cWaq2nxPTq23275t3bAMW0YnrCat8mTF93O02XkMwv1jx5pph3ki3HXjIutarn7MKrFREbzN9fM0gFcBfCiW0QhdgSk1S0UUqXjuSSEKh42BltS2rCoH2ij4xUmlWsOOvcdbJkDdtXfq21QOj84QdNrYN+hxpe9HTxO5rWLmVwD0fK87QbBB57CYGsgHab/ireEyOVh5opbsGAJwx5pWe2ATDD6bkHOlwnsdVA2iTbhl8lVE2Xbk/rFjLen8Nebm7zZOVidteLoVmxqsjyYxEKF7CBoV8d7kxULON1+5kCNcNmdA2dPIxmErWeRXuyMod924yKoWqJsJKw97ZqqK+8eONSdRnTNKpI5uAvoIVdQRtriPK2QXsVWCEC9BMwCuMvRG9DuW6e95orbgo0q8wSbQlnb/LlVg8u6bFuP5E6fxxmQFpNipc/AGP1VE1XbkiRdOaR+3cbCiaMPj0C0CVr41WET0LiL6IhH9KxH9f0S0h4jelcTghGwSNof74Lb1+PauWzB/7mzlc/JEzePtvvN6jD9wczOX2hG3WLvrALaMTmD2QA7zB+tSr97YsrOQtsmvdiIoD42sxNprFgS4Cq1kPb5dLORx902LQ7/+8UOvN/OldTt9zO3qi351T2G+SzbEdVwhu4S1VUT0t0T0dcW/QLtfRHQPER0mosOnT4tKl9B76DIA5g8WtPWwYeuA5rmk3L2YlGndmOp03c+Ji7mz6uf2Wx+o6te2bliGb++6BabEmjh7e3nRXXPbzJ+o6sFU9X6mGvA0sUkR/DyALwC4s/H7RxqP/VxcgxKyTydREV3EYoYZ3951i/Jvuqayj2xaBcC8Be7X/NYZz6vfCx/FijORr5BXN4a0peS6Js+fOB0qWuduKlkKGPHzi1BF2di3WyJbQiyEslXM/P4oTs7MjwJ4FACGh4ezl28sCB2iywx48LYVAPR2OEw2gSkrV5eNMTTY6pTZpMiNrC5hx97joZ2VQq59N83hfHXGSh3QlDqX9g6bgy5zJW+ZPh1VVkk3pRraqAguZObPM/N049+fA1gY87iEHiZMJMPvpjq4bT0ebjhbW0Ynmgo1I6tLWLd8oTGCFKV4RtTMHyxg9y9e39yJCVIK4jigzg4goI7o2eJcH11UcEgTcUyq7qmbIltCLIitEoQYMWUGuLNU3DYnbDbBpMHh0UUv3j4/HWq+f/C2YAqG7vey+87rtc+rMYcW0HDbWx06mxsHd924KNDjXqLKKoky1TBubHawvktEHwHwROP3uwB8L74hCb2OrvfRuuX6tZBNU1lV/Y9fwWghR5icupgJFcFiIa+MDLp3eFZ/+ivGSFupkfOu270x9SbzI0fUUlTrjQoC4SKVUdFNkS0hFiK3VUT0CwD+CHVHbR8RTTDzhs6GKQjdS1gFwqCvCbNz427BAgTv2em2aecuTCudI5UAk1+WTBicwOTI6hKeOvw6Dn7zrZa/5wi49formz2+4s7YcOqswqoIAtFkq3STgJWNg/VrAD4H4GHUAwf/1HhMyBhZSY/yG4eu95GpJ5LfTaVbXD/xwilj+l51hlG9GFzdMA7VwTvWlJqFrbrPzxTVC6K8Z5JH11FjbjFOuu9WWt/BbopsCbEQua1i5i8C+GLnQxMEIQhh1Yfd871fP0SvrXLbT69zBph7MnaqlOzGOc/YeFkrIz/DwOiLp5rpiTrnMci60O+5D42sDORQxUE3CVgZHSwiygO4g5lvT2g8Qkiy0mPAZhxhFsJ+N5XutXFIrxcLedyxptTWpV5HPkdWfaxGXzqFubPMMQ+do0mo7wDaRrPC5nX77QhFVU8VJljQTZEtIVrEVglCb+HM90H7VLnne926wFmXmNYpQSTOO8kM8eLIzQPtGSFevLVflWoNm0cnsHv/SWVWiep9Ora2PFlpqW0rT1awZXQCm0cnWuq40yZK6fm4MdZgMXMN0vOqK/CL1GRpHGFqsPzyd5NaROeJsHNjPYrj7mxv4vLZA81xzx8saG+6aq2er22qH1LVPxGA912zAHuOlK3rj7ZuWBZa+TCsrKptB/ewtVQ2ilFCbyK2ShB6j5HVJUw8eDMe2bTKytZ653vduiBPZLVecteVbd2wDLv3n9TasJHVJet6JBOO3LxqLWWLYzN37D1ufJ9uW+uc2zsW9/GyUs+sq/fLGjYiFweJ6HNE9FNE9B7nX+wjEwKRlfQom3GEXQirbipn4Z6Uys4Mc0uE6+C29Xhk0yqjHPzZSrU57vEHbsZnG2IcfugmfLejOVQsYGiwgIPffCuQgz2yumRMnSwNFZsy+F7illUNGywQafa+R2yVIPQgjq01OVmq+V631rCVeXewsWFj42XsORKNA/LGZKXjtVulWtPWazvHDuLEpRGw73ZsarDe1/j/p12PMQD/Yg8hMbKSHmUzjqi2eFU50nGjvZ4Gb8X7mpHVJeuiWNUk66Th2bx/0yStk1t3armC5KCbCCo+0UmwIErJd6HrEFslCD2MrlRAF0jTrTV09ldn321sWCc7Tl6GBgv4fmU6lhIH4JJgVVAnLu6AfVZ0BKLC18Fi5nVJDETojKwU/tmOI4qFcJQTmsNgIYdqjZV9Ldzvwz0R5AyCF6r3PjZexrkL01bjCSpdH+T1fp9VVI5wUIcpK8ECobsQWyUIvY3JJukW57q1RpD1ko0NC+J85Ikww4w5hRwq1Zm2v5+dqqL9Uf2xdOsPImCA2vt0OYJV8yx6dLmJ0wYnqSOQlCPn62AR0ScUD58FcISZg0uRCbGQlcK/JMcRdTTFvXPjRLicyavkmcjdE4EpyuSNrAXZdfNzkP3ev9/rbZswJi2rmpVggdBdiK0ShN7Ha5PGxstYteMrLY6C3+I86DrFxoYFEY6aYca3d92iLW9QOVcqZ8nZvQPUghjMAHL113qXKZVqDXMKubb2MI7QhbeZc9w2OKk2K0k6cjYpgsONf3sbv98C4CUAHyOip5j5M5GOSAhNVtKjkhpHWCU8ImAgR/j/27v/4Dnq+o7jz5fJN5ioky8IDhD5EdBC7SAFMwyKbVEoIipEiop1pip/MNgy1ulIDcVapzgjmmmd+qNl7A9rLUUqaGSUnxZtZxijJUAICJSgqMQf1WpiaSIk8u4fuyeby+7d3t3u3u7d6zFzk/ve7u2973ObfX8+u5/9fHb/Yu8DVfbKzaD4y145W7W4fJ/tDHtv78xWmYbpoO9fdtSfQd+1qrM8ozaY2nKywDrHucpsjgw6YVnliLdlctgoQ7WP1UUvYP3rjx+YF/NGMczWc/pt37mbD73h10e6Ipj3OgzP18PqE02NI9DkfJllGljPBk6MiMcAJP0ZcC3wm8AmwEnLRlJnxb2n/+zLXgLWnzf4QDVImf/wRQ2IYe/tndnKKiqvUfujj6LKszzjNJjacrLAOsW5ymyODDthOWrlfFA3w97n9TcsslOjZOeyXFyxUNjVr9dFb3HFQuFAFP0OTU/YDmowjjq/5aBt5r2eVy+45NrNEAycj6tMfaKpWwOaHBCuTAPrcOCJzN+7gSMiYpekx8f5UEnrgdek230YeGtEbB9nW9Yt796whas2fmef4T/v+PZPhk6y2y970OvvzveyYw/a63Oyhh2ohik6KJa5+jTsqlv/waTMgamOKz1Vn+Vxg8kaUHmuMrP2GtaDZZTK+bBcm9c1sX/96zZt2+sE56CJgnft/gX7Ld23i97CEu3VYIHy3fOK6heLyxd4fM+TtQxYlXeFrMwAIP3rNHVrQJP3eJdpYP0LsFHS59O/XwNcLekZwDfG/NxbgUsjYo+kDwCXAu8ac1tWoG0jsmy4a1tuo2fX7l/kNrqg/NUSAQevfPo+37H/85YvLBlpQt687/DYz/cdoGJhiVh/3vFDtzPoqlvewWTYgamuhktbhv03G0EducrMWmrQAA+jVs5HPalYZv1efl697ou5J3t37Mrvotfbftk6StFkwZDUjV59/CGsOeKA2gasGrZumfpEU7cGNHmPd5lRBC+XdAPwUpLf6qKIuCNd/KZxPjQibsn8uRE4b5ztWLEmb+Qra/3NDxZ228trdA27WjLsO75v7XH7HFReduxBXLdp29jlsv7mB3NHGHzGsqUD+y33DLrqlncwmVZDxyP5WdfUkavMrL1GGWBqmDK5Npvfiz45bzuD8umgLnpl9NeD8iYLvm7TNtYccQC3r5tsxopR7nsvMwBI3hQ2dddPm7zHu8wVLCJiE0kf9jpcAFxTtFDShcCFAIcffnhNIcyeJm/kK6vqORdGOYPUc8oVt01ULkUx7di1u3SjdpSDyLQaOh7Jz7qo5lxlZi0yaC7HUes5w3Jt2RGA83JzUc+VnU/sYcNd2yaqk5UZdKuKul/R9DJlujS2rT7R1C0LT6trw5K+JOnenMc5mXUuA/YAVxVtJyI+HhFrImLNQQcdVFe4M6eNXbxGbRQMW3+c7zhpuRTFdOji8oENvnEVzURf94Fp7QmreP+5x7FqcTkiSVhVDJ5hZmZWhSrz47BtlWnIFH12L58uLl/Y6/Wf7tzNpZ/dwoa7to0cb0/Zusskdb9e47L/XrL9VywkA4a97viBdYV5rU+UuoI1jog4fdBySW8GXg2cFlHTdNVzrI1dvPLOYgh4ydEHcOd3dox8dmOc7zhpuQw6E1M0gs8kB7ZpDlnugSls3nlAJrP2qjI/DtvWoDwuGPrZa09YxfqbH9ynkTLp1aWy3fYmqfsVNS5XpLdGwPAujfNYn6itgTWIpDNJBrX4rYjYOY0YZl3bLsnCeLOwDzLOd5y0XAZ9h6LRglb2nbUa1TwemMxawgMymbVYlflx0LaKGjKrFpeXvrepjp5Fl7ziGC75zObce8N7Jq37DYu7bQOqtcVUGljAR4H9gFslAWyMiIumFMtMautkraPMuVBmWzD6/EqjvqdsrMmuvK+i182s3Twgk5lBNSetC4dRX7Ew9sjGQHIJLeNpSk7sbt+5e6zt9TeYVi5fyD15fOji8lYOqNYWU2lgRcTzpvG582YernyM2zCro1y2F0wYWPS6mXWKB2Qym1NVnJzNa6QtLBGP/XzPL+fWHGtk4765qJ6MpPveXe85o3RsPXkNpoUlYuFpyh3Ioo0DqrXFtK5gmc2cNt73ZmaDSfoScHDOossi4vPpOqUGZAI+DrBmzRrfV2w2YyY9OZvXSPu/x/dMdF9W1d0OiyYT3n/FAiuWLd2ncVnHveezwg0sa4VZ6MPbxvvezGwwD8hkZk3pb6StXvfF3PVGGdm47IndMvWsos/dvnN37hWxqk8sz0JdsKe2YdrNyupdkt6WTt7Xu0Q+ydCl0zCvQ5GazarMgExne0AmM6vaoKlfyig7VH3Zetao8VQ5VP6s1AV73MCyqatj/qhpWXvCKm5f93K+dcWruH3dy924Muu2jwLPIhmQ6W5JV047IDObHZM2UMqe2C1bzxo1nipPLM9SXRDcRdBaoI2TIpuZeUAmM6tTnSMbZ5WtZ407OnMVJ5NnrS7oBpZNnQeHMDMzs3nUxIjPo9SzysRTx71Ss1YXdBdBm7oq+/CamZmMpEyVAAAKnUlEQVSZ2VO6cK/UrNUFfQXLpq6tkyKbmZmZFenKqHdV1rPqmvtq1uqCbmBZK8zDpMhmZmY2G/Im5R1lkuCmdeFeqVmqC7qLoJmZmZnZCGZt1LuyJh1afl64gWVmZmZmNoJpjnq34a5tnHLFbaxe90VOueK2RueKmrV7periLoJmZmZmZiOYZNS7Se7dmnbXxFm7V6ouc9PA6sqNiGZmZmbWbpe84pi9GjpQ7krOpA2kugaZGMUs3StVl7noIljXkJJmZmZmNn/WnrCK9597HKsWlyNg1eJy3n/ucUMbHpPeuzVrE/LOqrm4gtWG1r6ZmZmZzY5xruRM2kCatQl5Z9VcXMFya9/MzMzMpm3SUfg8yEQ3zEUDy0NKmpmZmdm0TdpAGrdrojVrLroIjnsjopmZmZlZVaoYhc+DTLTfXDSwPKSkmZmZmbWBG0izby4aWOCd2czMzMzM6jcX92CZmZmZmZk1QREx7RhKk/Qj4NvTjmOIA4EfTzuIkroUK3QrXsdany7F61jHd0REHDTtIMbhXFU5x1qfLsXrWOvTpXjbFmturupUA6sLJN0REWumHUcZXYoVuhWvY61Pl+J1rNZWXfq9HWt9uhSvY61Pl+LtSqzuImhmZmZmZlYRN7DMzMzMzMwq4gZW9T4+7QBG0KVYoVvxOtb6dClex2pt1aXf27HWp0vxOtb6dCneTsTqe7DMzMzMzMwq4itYZmZmZmZmFXEDawySXifpPklPSlrTt+xSSVslPSjpFQXvXy3pa5IeknSNpGUNxX2NpLvTxyOS7i5Y7xFJW9L17mgitoI43itpWybmswrWOzMt762S1jUdZxrDekkPSLpH0uckLRasN7WyHVZOkvZL95Gt6f55ZJPxZeI4TNKXJd2f/j/7w5x1TpW0I7NvvGcasWbiGfi7KvHhtGzvkXTilOI8JlNmd0v6maR39K3TqrK18TlX1a9LeSqNw7mqIs5VtcbZ/VwVEX6M+AB+FTgG+AqwJvP6C4DNwH7AauBhYEnO+/8VOD99fiXwtil8h78A3lOw7BHgwBaU83uBdw5ZZ0lazkcBy9Lyf8EUYj0DWJo+/wDwgTaVbZlyAn4fuDJ9fj5wzZR+90OAE9PnzwL+KyfWU4EvTCO+cX5X4CzgRkDAycDXWhDzEuAHJHN4tLZs/ZjoN3auqj++zuSpNBbnqupida5qbp/oXK7yFawxRMT9EfFgzqJzgE9HxOMR8S1gK3BSdgVJAl4OXJu+9ElgbZ3x9ktjeD1wdZOfW5OTgK0R8c2IeAL4NMnv0KiIuCUi9qR/bgSe23QMQ5Qpp3NI9kdI9s/T0n2lURHx/Yi4M33+v8D9wKqm46jYOcA/RWIjsCjpkCnHdBrwcES0fUJcG5NzVWu0Ik+Bc1WVnKsa08lc5QZWtVYB3838/Sj7/md7NrA9c4DLW6duvwH8MCIeKlgewC2SNkm6sMG48lycXqb+B0n75ywvU+ZNu4DkDFCeaZVtmXL65Trp/rmDZH+dmrTrxwnA13IWv1jSZkk3Svq1RgPb17DftY376fkUV1zbVLZWPeeqanUxT4FzVWWcq2rVyVy1dNoBtJWkLwEH5yy6LCI+X/S2nNf6h2kss87YSsb9RgafETwlIr4n6TnArZIeiIj/qCrGrEHxAn8DXE5SPpeTdBW5oH8TOe+tZWjMMmUr6TJgD3BVwWYaK9s+U983RyXpmcB1wDsi4md9i+8k6S7wWHrPwwbg+U3HmDHsd21b2S4DzgYuzVnctrK1AZyr6j+edilPgXNV05yr6tPlXOUGVoGIOH2Mtz0KHJb5+7nA9/rW+THJJdel6ZmXvHXGNixuSUuBc4EXDdjG99J//1vS50gu2ddyYC1bzpL+FvhCzqIyZV6JEmX7ZuDVwGmRdhDO2UZjZdunTDn11nk03U9WAj9pILZ9SFogSVhXRcRn+5dnk1hE3CDpryUdGBE/bjLOTAzDftfG9tOSXgncGRE/7F/QtrK1wZyr6j+edilPgXNVk5yratfZXOUugtW6HjhfyQg3q0la0l/PrpAezL4MnJe+9Gag6CxjHU4HHoiIR/MWSnqGpGf1npPcEHtvg/FlY8n2+31tQRz/CTxfyWhXy0guJV/fRHxZks4E3gWcHRE7C9aZZtmWKafrSfZHSPbP24qSb53SvvR/D9wfEX9ZsM7BvT73kk4iOZb9T3NR7hVLmd/1euD3lDgZ2BER32841KzCKwNtKlurjXNVRbqUp8C5qkrOVY3obq6KFoy00bUHyUH0UeBx4IfAzZlll5GMgPMg8MrM6zcAh6bPjyJJZluBzwD7NRj7PwIX9b12KHBDJrbN6eM+ki4F0yrnTwFbgHtI/tMf0h9v+vdZJKP3PDyteNPf8rvA3enjyv5Yp122eeUE/DlJogV4ero/bk33z6OmVJYvJemScE+mPM8CLurtu8DFaRluJrlR+yVT3E9zf9e+eAV8LC37LWRGdJtCvCtIktDKzGutLFs/Jv6tnavqj7MzeSqNw7mqujidq+qNt9O5SmmQZmZmZmZmNiF3ETQzMzMzM6uIG1hmZmZmZmYVcQPLzMzMzMysIm5gmZmZmZmZVcQNLDMzMzMzs4q4gWXWcZKOlHRv+nyNpA9XsM13SgpJB04eoZmZzTPnKZs3S6cdgJlVJyLuAO6YZBuSDgN+G/hOJUGZmZmlnKdsHvgKltkQ6Zm3ByT9naR7JV0l6XRJt0t6KJ1BHEnPlPQJSVsk3SPpdyS9TdIHM9t6i6SPpM83SNok6T5JF2bWOUPSVyXdKekzkp6ZE9OLJG2W9FXgDzKvnyrpC+nz90r6pKRbJD0i6VxJH0zju0nSQsFX/hDwxyQTKJqZWcs5T5m1ixtYZuU8D/gr4IXAscDvkszi/k7gT9J1/hTYERHHRcQLgduAa4FzM9t5A3BN+vyCiHgRsAZ4u6Rnp10d3g2cHhEnkpzl+6OceD4BvD0iXjwk7qOBVwHnAP8MfDkijgN2pa/vRdLZwLaI2Dxku2Zm1i7OU2Yt4S6CZuV8KyK2AEi6D/i3iAhJW4Aj03VOB87vvSEifpqu/01JJwMPAccAt6ervF3Sa9PnhwHPBw4EXgDcLglgGfDVbCCSVgKLEfHv6UufAl5ZEPeNEbE7jXMJcFP6ejbu3nZXAJcBZwwrDDMzax3nKbOWcAPLrJzHM8+fzPz9JE/9PxL53RWuAV4PPAB8Lk14p5IkuhdHxE5JXwGenm7j1oh444BYij6nMO6IeFLS7ojovS8bd8/RwGpgc5o0nwvcKemkiPhByc8zM7PpcJ4yawl3ETSrzi3Axb0/JO2fPv0ssBZ4I091u1gJ/DRNWscCJ6evbwROkfS8dBsrJP1K9kMiYjuwQ9JL05feVEXwEbElIp4TEUdGxJHAo8CJTlpmZjPDecqsAW5gmVXnfcD+6Q3Gm4GXwS+7YHwDOCIivp6uexOwVNI9wOUkCYuI+BHwFuDqdNlGkr70/d4KfCy9eXhXfV/JzMxmiPOUWQP01JVYMzMzMzMzm4SvYJmZmZmZmVXEDSwzMzMzM7OKuIFlZmZmZmZWETewzMzMzMzMKuIGlpmZmZmZWUXcwDIzMzMzM6uIG1hmZmZmZmYVcQPLzMzMzMysIv8PosUdAsXM1v0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 864x864 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(12, 12))\n",
     "for idx,k in enumerate(range(n_components)):\n",
@@ -1930,7 +2109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -1938,7 +2117,32 @@
     "id": "sZ2f3QyQbE64",
     "outputId": "c473a823-d546-47bc-c941-85fe5b24f1ac"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mcvae(\n",
+      "  (vae): ModuleList(\n",
+      "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
+      "    )\n",
+      "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
+      "    )\n",
+      "  )\n",
+      ")\n",
+      "Is the log_alpha parameter the same for every channel?\n",
+      "True\n"
+     ]
+    }
+   ],
    "source": [
     "# Initialize sparse mcvae\n",
     "\n",
@@ -1953,9 +2157,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading model_sparse1.pt\n"
+     ]
+    }
+   ],
    "source": [
     "# Optimize\n",
     "model_sparse1.optimizer = torch.optim.Adam(model_sparse1.parameters(), lr=adam_lr)\n",
@@ -1973,7 +2185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -1982,7 +2194,27 @@
     "id": "bSMmJoWebE66",
     "outputId": "7635b375-3077-4d32-dcba-1ec380326d02"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability of redundancy:  tensor([[0.5597, 0.5693, 0.0177, 0.0296, 0.5730]])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print('Probability of redundancy: ', model_sparse1.dropout.data)\n",
     "plot_dropout(model_sparse1, sort=False)"
@@ -1990,7 +2222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {
     "id": "JgstDg9bg6Pf"
    },
@@ -2002,7 +2234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2011,7 +2243,39 @@
     "id": "8cIbxTfjg-wP",
     "outputId": "f21c3490-b33e-4603-a70c-7293537059df"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kept components: [2, 3]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# We plot the remaining latent dimensions\n",
     "keep = (model_sparse1.dropout.squeeze() < dropout_threshold).tolist()\n",
@@ -2023,7 +2287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2031,7 +2295,30 @@
     "id": "fR0DdsfsbE67",
     "outputId": "0133d0da-be0d-4bab-c67c-dcead94ce6be"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mcvae(\n",
+      "  (vae): ModuleList(\n",
+      "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
+      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
+      "    )\n",
+      "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
+      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
+      "    )\n",
+      "  )\n",
+      ")\n"
+     ]
+    }
+   ],
    "source": [
     "# We repeate the same exercise with the synthetic data with redundant dimensions\n",
     "\n",
@@ -2050,7 +2337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2058,7 +2345,15 @@
     "id": "X_QEBhcjtbna",
     "outputId": "6bf2ef97-239a-48be-e046-9d453d7ab583"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading model_sparse.pt\n"
+     ]
+    }
+   ],
    "source": [
     "# Fit (or load model if existing)\n",
     "model_sparse.optimizer = torch.optim.Adam(model_sparse.parameters(), lr=adam_lr)\n",
@@ -2076,7 +2371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2085,7 +2380,28 @@
     "id": "LC2yKkfKbE68",
     "outputId": "3c50a356-d860-4a98-bc65-6d6d0cdd1a77"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability of redundancy:  tensor([[0.7038, 0.7494, 0.7669, 0.0166, 0.8116, 0.0525, 0.6920, 0.7680]])\n",
+      "Non-redundant components: [3, 5]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print('Probability of redundancy: ', model_sparse.dropout.data)\n",
     "indices = np.where(model_sparse.dropout.data.numpy().flatten() < dropout_threshold)[0]\n",
@@ -2096,7 +2412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2105,7 +2421,20 @@
     "id": "dtSyJ-hFbE69",
     "outputId": "df2a5ad7-7d63-46da-a874-2d6bc84e1067"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 128 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "x_hat = model_sparse.reconstruct(data_sparse, dropout_threshold=dropout_threshold)\n",
     "lsplom(x_hat, title = 'Reconstructed data')"
@@ -2113,7 +2442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2122,7 +2451,29 @@
     "id": "vsGPs9xjbE6-",
     "outputId": "4ac4f386-394b-4d18-9206-c7ab87014309"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 864x576 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "## Plotting the weights of the decoder\n",
     "plt.figure(figsize=(12, 8))\n",
@@ -2131,7 +2482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 63,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2140,7 +2491,29 @@
     "id": "3Y8vF4OSbE6_",
     "outputId": "c3412b99-5bd7-40a2-89d4-41d675f5410b"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 864x576 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(12, 8))\n",
     "plot_weights(model_sparse, side = 'encoder')"
@@ -2148,7 +2521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2157,7 +2530,20 @@
     "id": "8anRUBdObE7A",
     "outputId": "ae420a12-0143-4838-b8f0-e77a2c4a3daa"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# PLotting estimated encoding vs ground truth\n",
     "\n",
@@ -2182,7 +2568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 65,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2191,7 +2577,32 @@
     "id": "R3_M5YlaE71B",
     "outputId": "e177892c-72b5-4148-c0e4-e5d003d1183c"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plot_latent_space(model_sparse, data_sparse, comp=non_redundant_comps);"
    ]
@@ -2209,11 +2620,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 66,
    "metadata": {
     "id": "AoR7yJsqeXvb"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(500, 8) (500, 8) (500, 14)\n"
+     ]
+    }
+   ],
    "source": [
     "# generating a new modality Z\n",
     "# This modality has meaningful as well as redundant dimensions\n",
@@ -2235,7 +2654,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 67,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2243,7 +2662,36 @@
     "id": "CVDIt3ssec1I",
     "outputId": "0e9f3726-f1b5-4881-d9c9-14e0d87e64f6"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mcvae(\n",
+      "  (vae): ModuleList(\n",
+      "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
+      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
+      "    )\n",
+      "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
+      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
+      "    )\n",
+      "    (2): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 14]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
+      "      (W_mu): Linear(in_features=14, out_features=8, bias=True)\n",
+      "      (W_out): Linear(in_features=8, out_features=14, bias=True)\n",
+      "    )\n",
+      "  )\n",
+      ")\n"
+     ]
+    }
+   ],
    "source": [
     "# Initialize the model\n",
     "data_multi = [X_ext, Y_ext, Z]\n",
@@ -2261,7 +2709,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 68,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2269,7 +2717,15 @@
     "id": "p_2L3wm5uV7s",
     "outputId": "52938a1a-b200-4dbe-9c19-91023a79308b"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading model_multi.pt\n"
+     ]
+    }
+   ],
    "source": [
     "# Fit (or load)\n",
     "model_multi.optimizer = torch.optim.Adam(model_multi.parameters(), lr=adam_lr)\n",
@@ -2278,7 +2734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 69,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2287,7 +2743,41 @@
     "id": "QM9z8KI9ei02",
     "outputId": "93965e45-ce35-4409-af94-a83a11dc6acb"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability of redundancy:  [[0.03285351 0.39449245 0.00762853 0.60119134 0.59263474 0.6564989\n",
+      "  0.25333416 0.3858575 ]]\n",
+      "Non-redundant components:  [0 2]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print('Probability of redundancy: ', model_multi.dropout.data.numpy())\n",
     "indices = np.where(model_multi.dropout.data.numpy().flatten() < dropout_threshold)[0]\n",
@@ -2325,7 +2815,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 70,
    "metadata": {
     "id": "67PCF2GGcKsn"
    },
@@ -2347,7 +2837,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 71,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2356,7 +2846,20 @@
     "id": "0y0yGMQhcNXl",
     "outputId": "86fb62f2-5b43-4255-9290-fa01043c6044"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1296x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(18, 10))\n",
     "plt.subplot(2,3,1)\n",
@@ -2407,7 +2910,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2416,7 +2919,151 @@
     "id": "-LzoZTAWq0Tf",
     "outputId": "cdd7652e-081f-4437-ef11-fe26eec88cc8"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>WholeBrain.bl</th>\n",
+       "      <th>Ventricles.bl</th>\n",
+       "      <th>Hippocampus.bl</th>\n",
+       "      <th>MidTemp.bl</th>\n",
+       "      <th>Entorhinal.bl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.684331</td>\n",
+       "      <td>0.012699</td>\n",
+       "      <td>0.003786</td>\n",
+       "      <td>0.012678</td>\n",
+       "      <td>0.002214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.735892</td>\n",
+       "      <td>0.012803</td>\n",
+       "      <td>0.004866</td>\n",
+       "      <td>0.015071</td>\n",
+       "      <td>0.003041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.738731</td>\n",
+       "      <td>0.030492</td>\n",
+       "      <td>0.004300</td>\n",
+       "      <td>0.012419</td>\n",
+       "      <td>0.002316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.696179</td>\n",
+       "      <td>0.032797</td>\n",
+       "      <td>0.004720</td>\n",
+       "      <td>0.012312</td>\n",
+       "      <td>0.002593</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.841806</td>\n",
+       "      <td>0.004030</td>\n",
+       "      <td>0.006820</td>\n",
+       "      <td>0.016948</td>\n",
+       "      <td>0.002896</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>0.767153</td>\n",
+       "      <td>0.011417</td>\n",
+       "      <td>0.005209</td>\n",
+       "      <td>0.012879</td>\n",
+       "      <td>0.002208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>0.695168</td>\n",
+       "      <td>0.011908</td>\n",
+       "      <td>0.004641</td>\n",
+       "      <td>0.012534</td>\n",
+       "      <td>0.002197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>0.628691</td>\n",
+       "      <td>0.041537</td>\n",
+       "      <td>0.003478</td>\n",
+       "      <td>0.010870</td>\n",
+       "      <td>0.001939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>0.714763</td>\n",
+       "      <td>0.020461</td>\n",
+       "      <td>0.004713</td>\n",
+       "      <td>0.013989</td>\n",
+       "      <td>0.001981</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>0.691858</td>\n",
+       "      <td>0.030349</td>\n",
+       "      <td>0.004237</td>\n",
+       "      <td>0.011439</td>\n",
+       "      <td>0.002419</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     WholeBrain.bl  Ventricles.bl  Hippocampus.bl  MidTemp.bl  Entorhinal.bl\n",
+       "0         0.684331       0.012699        0.003786    0.012678       0.002214\n",
+       "1         0.735892       0.012803        0.004866    0.015071       0.003041\n",
+       "2         0.738731       0.030492        0.004300    0.012419       0.002316\n",
+       "3         0.696179       0.032797        0.004720    0.012312       0.002593\n",
+       "4         0.841806       0.004030        0.006820    0.016948       0.002896\n",
+       "..             ...            ...             ...         ...            ...\n",
+       "995       0.767153       0.011417        0.005209    0.012879       0.002208\n",
+       "996       0.695168       0.011908        0.004641    0.012534       0.002197\n",
+       "997       0.628691       0.041537        0.003478    0.010870       0.001939\n",
+       "998       0.714763       0.020461        0.004713    0.013989       0.001981\n",
+       "999       0.691858       0.030349        0.004237    0.011439       0.002419\n",
+       "\n",
+       "[1000 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "\n",
@@ -2430,7 +3077,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "metadata": {
     "id": "KOQLTtfmq-St"
    },
@@ -2444,7 +3091,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 74,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2453,14 +3100,195 @@
     "id": "mYzM_EbDrECI",
     "outputId": "2edade49-5723-481b-ffb9-9c43f591d123"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CDRSB.bl</th>\n",
+       "      <th>ADAS11.bl</th>\n",
+       "      <th>MMSE.bl</th>\n",
+       "      <th>RAVLT.immediate.bl</th>\n",
+       "      <th>RAVLT.learning.bl</th>\n",
+       "      <th>RAVLT.forgetting.bl</th>\n",
+       "      <th>FAQ.bl</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.739439</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.821573</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>64.933800</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>4.001653</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>36.987722</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.876316</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>50.314425</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.733481</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>57.217830</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>7.225401</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>61.896022</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>1.663102</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>62.083170</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>5.241477</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>3</td>\n",
+       "      <td>14</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>22.289059</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>5.437600</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>31.650504</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.669603</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>0</td>\n",
+       "      <td>15</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>29.089863</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.703384</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     CDRSB.bl  ADAS11.bl  MMSE.bl  RAVLT.immediate.bl  RAVLT.learning.bl  \\\n",
+       "0           1          8     27.0           23.739439                4.0   \n",
+       "1           0          0     30.0           64.933800                9.0   \n",
+       "2           0          8     24.0           36.987722                3.0   \n",
+       "3           0          3     29.0           50.314425                5.0   \n",
+       "4           0          0     30.0           57.217830                9.0   \n",
+       "..        ...        ...      ...                 ...                ...   \n",
+       "995         1          2     29.0           61.896022                8.0   \n",
+       "996         0          1     29.0           62.083170                8.0   \n",
+       "997         3         14     24.0           22.289059                2.0   \n",
+       "998         0         13     26.0           31.650504                2.0   \n",
+       "999         0         15     28.0           29.089863                3.0   \n",
+       "\n",
+       "     RAVLT.forgetting.bl  FAQ.bl  \n",
+       "0               5.821573       3  \n",
+       "1               4.001653       0  \n",
+       "2               6.876316       0  \n",
+       "3               4.733481       3  \n",
+       "4               7.225401       0  \n",
+       "..                   ...     ...  \n",
+       "995             1.663102       0  \n",
+       "996             5.241477       1  \n",
+       "997             5.437600       7  \n",
+       "998             1.669603       4  \n",
+       "999             7.703384       4  \n",
+       "\n",
+       "[1000 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "adni[cognition_cols]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "metadata": {
     "id": "ra-oAnC_rJBg"
    },
@@ -2474,7 +3302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 76,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2482,7 +3310,26 @@
     "id": "AprwvjSJrTeF",
     "outputId": "d1210024-23b9-48f3-bf19-61013e60393f"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 0.38442715 -0.0914859   0.3212761 ]\n",
+      " [ 0.46751116 -0.13784339  0.29848234]\n",
+      " [-0.42755384  0.04820369  0.06450696]\n",
+      " [-0.41248938 -0.01061314  0.43066352]\n",
+      " [-0.3504303  -0.18746317  0.64581907]\n",
+      " [ 0.08267813  0.96398703  0.23059686]\n",
+      " [ 0.38866726 -0.07602536  0.38444838]]\n",
+      "[[-0.38267896  0.49605567  0.326012  ]\n",
+      " [ 0.30522362 -0.19887222  0.19846392]\n",
+      " [-0.51586765 -0.39589381  0.68942719]\n",
+      " [-0.48952454  0.48804833 -0.30834445]\n",
+      " [-0.5046203  -0.56520397 -0.53286217]]\n"
+     ]
+    }
+   ],
    "source": [
     "plsca_adni = PLSCanonical(n_components=3, scale = False)\n",
     "plsca_adni.fit(cognition_value,volumes_value)\n",
@@ -2492,7 +3339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "metadata": {
     "id": "-8g91KHyrej5"
    },
@@ -2539,7 +3386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 78,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2548,7 +3395,20 @@
     "id": "eHnWUduIsYj_",
     "outputId": "92721aea-9f3d-4611-d80e-24a8938b3021"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(range(1,n_components+1),np.mean(rep_results, 1))\n",
     "plt.xlabel('# components')\n",
@@ -2558,7 +3418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 79,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2567,7 +3427,20 @@
     "id": "qodzauhuwh2x",
     "outputId": "9f7234ae-e1b0-403a-ed1d-3641231c798d"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plsca_adni = PLSCanonical(n_components=1, scale = False)\n",
     "plsca_adni.fit(cognition_value,volumes_value)\n",
@@ -2584,7 +3457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 80,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2593,7 +3466,20 @@
     "id": "4YuOQLqpiO1f",
     "outputId": "82b49419-11f5-4b0e-fdbb-f485432fe559"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.scatter(plsca_adni.x_scores_[:,0], plsca_adni.y_scores_[:,0], c = cognition_value[:,1])\n",
     "plt.show()"
@@ -2627,9 +3513,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 81,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "We have 5 channels in total as an input for the model\n"
+     ]
+    }
+   ],
    "source": [
     "adni = pd.read_csv('https://marcolorenzi.github.io/material/pseudo_adni.csv')\n",
     "\n",
@@ -2666,7 +3560,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 82,
    "metadata": {
     "id": "DpEqM6FKI4bo"
    },
@@ -2682,7 +3576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 83,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2690,7 +3584,48 @@
     "id": "5bpD6qh3I4bp",
     "outputId": "544e06b8-1950-4b61-b3ad-ffbdcd3cbb70"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mcvae(\n",
+      "  (vae): ModuleList(\n",
+      "    (0): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
+      "    )\n",
+      "    (1): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
+      "    )\n",
+      "    (2): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 7]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=7, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=7, bias=True)\n",
+      "    )\n",
+      "    (3): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 1]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=1, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=1, bias=True)\n",
+      "    )\n",
+      "    (4): VAE(\n",
+      "      (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n",
+      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
+      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
+      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
+      "    )\n",
+      "  )\n",
+      ")\n"
+     ]
+    }
+   ],
    "source": [
     "# Initialize the model\n",
     "\n",
@@ -2701,9 +3636,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 84,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading model_adni.pt\n"
+     ]
+    }
+   ],
    "source": [
     "adam_lr = 1e-2\n",
     "n_epochs = 6000\n",
@@ -2723,7 +3666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 85,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2732,7 +3675,28 @@
     "id": "d_YhoXFPI4bq",
     "outputId": "fefc2d99-2a72-47dc-c1f0-8463db2f0373"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rendundancy:  [[0.47644782 0.99128443 0.9764916  0.9853288  0.9925022 ]]\n",
+      "Significant dimensions:  [0]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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g5SauYZsy7/hvjLqEJpaddNioS9AWZGtp97Bltv1NHSwLgeOSnAk8Gbitqq7fxDVI24St5eC6JR5Yt3VNgyXJF4EFwKwkK4B3AdsBVNUngUXAocBS4LfAK1suX5I0ek2DpaqOmmJ8AX/dcpnSRLaWM3bwrF1bFv/yXpLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUVPNgSXJwkquTLE1y/Djjd09ybpIfJbk8yaGta5AkjU7TYEkyAzgZOATYBzgqyT5Dk70DOKuqnggcCXyiZQ2SpNFqfcVyALC0qq6pqruBM4EjhqYp4KH9852BlY1rkCSNUOtg2Q1YPvB6RT9s0LuBlyZZASwCXjvejJIck2RxksWrVq1qXKYkaWNpHSwZZ1gNvT4KOK2q5gCHAmckuV8dVXVKVc2vqvmzZ89uXKYkaWNpHSwrgLkDr+dw/66uo4GzAKrqB8ADgVmN65AkjUjrYLkE2CvJnkm2p7s5v3Boml8AzwJIsjddsNjXJUlbiabBUlVrgOOAc4AldN/+ujLJiUkO7yd7I/DqJD8Gvgi8oqqGu8skSVuoma1nWFWL6G7KDw47YeD5VcCBrZcrSdo8+Jf3kqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTTUPliQHJ7k6ydIkx08wzQuTXJXkyiRfaF2DJGl0ZracWZIZwMnAnwMrgEuSLKyqqwam2Qt4K3BgVd2S5JEta5AkjVbrK5YDgKVVdU1V3Q2cCRwxNM2rgZOr6haAqrqpcQ2SpBFqHSy7AcsHXq/ohw16HPC4JN9PcmGSgxvXIEkaoaZdYUDGGVbjLHMvYAEwB/hekv2q6ta1ZpQcAxwDsPvuuzcuU5K0sbS+YlkBzB14PQdYOc40X6uqe6rqWuBquqBZS1WdUlXzq2r+7NmzG5cpSdpYWgfLJcBeSfZMsj1wJLBwaJqvAv8VIMksuq6xaxrXIUkakabBUlVrgOOAc4AlwFlVdWWSE5Mc3k92DnBzkquAc4E3VdXNLeuQJI1O63ssVNUiYNHQsBMGnhfwhv4hSdrK+Jf3kqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktTUzFEXsLHNO/4boy6hmWUnHTbqEiRpSl6xSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTzYMlycFJrk6yNMnxk0z3/CSVZH7rGiRJo9M0WJLMAE4GDgH2AY5Kss840+0EvA64qOXyJUmj1/qK5QBgaVVdU1V3A2cCR4wz3XuBDwN3Nl6+JGnEWgfLbsDygdcr+mH3SvJEYG5VfX2yGSU5JsniJItXrVrVuExJ0sbSOlgyzrC6d2TyAOAjwBunmlFVnVJV86tq/uzZsxuWKEnamFoHywpg7sDrOcDKgdc7AfsB5yVZBjwFWOgNfEnaerQOlkuAvZLsmWR74Ehg4djIqrqtqmZV1byqmgdcCBxeVYsb1yFJGpGmwVJVa4DjgHOAJcBZVXVlkhOTHN5yWZKkzdPM1jOsqkXAoqFhJ0ww7YLWy5ckjZZ/eS9JaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaspgkSQ1ZbBIkpoyWCRJTRkskqSmDBZJUlMGiySpKYNFktSUwSJJaqp5sCQ5OMnVSZYmOX6c8W9IclWSy5N8O8kerWuQJI1O02BJMgM4GTgE2Ac4Ksk+Q5P9CJhfVY8Hvgx8uGUNkqTRan3FcgCwtKquqaq7gTOBIwYnqKpzq+q3/csLgTmNa5AkjVDrYNkNWD7wekU/bCJHA98cb0SSY5IsTrJ41apVDUuUJG1MrYMl4wyrcSdMXgrMB/5uvPFVdUpVza+q+bNnz25YoiRpY5rZeH4rgLkDr+cAK4cnSnIQ8HbgGVV1V+MaJEkj1PqK5RJgryR7JtkeOBJYODhBkicC/wQcXlU3NV6+JGnEmgZLVa0BjgPOAZYAZ1XVlUlOTHJ4P9nfATsCZye5LMnCCWYnSdoCte4Ko6oWAYuGhp0w8Pyg1suUJG0+/Mt7SVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKaMlgkSU0ZLJKkppoHS5KDk1ydZGmS48cZv0OSL/XjL0oyr3UNkqTRaRosSWYAJwOHAPsARyXZZ2iyo4FbquqxwEeAD7WsQZI0Wq2vWA4AllbVNVV1N3AmcMTQNEcAn+2ffxl4VpI0rkOSNCKtg2U3YPnA6xX9sHGnqao1wG3AIxrXIUkakZmN5zfelUetxzQkOQY4pn95R5KrN7C2jW0W8KuNuYBsvp2GrvtGti2v/7a87rDB679HozLWSetgWQHMHXg9B1g5wTQrkswEdgZWD8+oqk4BTmlc30aTZHFVzR91HaPgum+b6w7b9vpvy+s+ldZdYZcAeyXZM8n2wJHAwqFpFgIv758/H/hOVd3vikWStGVqesVSVWuSHAecA8wATq2qK5OcCCyuqoXAp4Ezkiylu1I5smUNkqTRat0VRlUtAhYNDTth4PmdwAtaL3czsMV0220Ervu2a1te/2153ScVe6EkSS35ky6SpKYMlg001U/YbM2SnJrkpiRXjLqWTS3J3CTnJlmS5Mokrx91TZtKkgcmuTjJj/t1f8+oaxqFJDOS/CjJ10ddy+bGYNkA0/wJm63ZacDBoy5iRNYAb6yqvYGnAH+9DX32dwHPrKo/BZ4AHJzkKSOuaRReDywZdRGbI4Nlw0znJ2y2WlX1Xcb5G6RtQVVdX1U/7J/fTneAGf6Via1Sde7oX27XP7apm7VJ5gCHAZ8adS2bI4Nlw0znJ2y0let/ofuJwEWjrWTT6buBLgNuAr5VVdvMuvc+CrwZ+MOoC9kcGSwbZlo/T6OtV5Idga8Af1NVvx51PZtKVf2+qp5A9+saByTZb9Q1bSpJngPcVFWXjrqWzZXBsmGm8xM22kol2Y4uVD5fVf8y6npGoapuBc5j27rXdiBweJJldN3fz0zyudGWtHkxWDbMdH7CRluh/l89fBpYUlV/P+p6NqUks5Ps0j9/EHAQ8JPRVrXpVNVbq2pOVc2j2+e/U1UvHXFZmxWDZQP0P/s/9hM2S4CzqurK0Va16ST5IvAD4I+TrEhy9Khr2oQOBF5Gd7Z6Wf84dNRFbSKPBs5NcjndydW3qsqv3Ope/uW9JKkpr1gkSU0ZLJKkpgwWSVJTBoskqSmDRZLUlMEiSWrKYJEkNWWwSJKa+v8ZCd8hexD9cwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "print('Rendundancy: ', model_adni.dropout.detach().numpy())\n",
     "significant_dim = np.where(model_adni.dropout.detach().numpy()<0.5)[1]\n",
@@ -2742,7 +3706,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 86,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2750,7 +3714,19 @@
     "id": "pTeBTJbUI4bq",
     "outputId": "584ddad7-9000-4b18-f8fd-4fd325b001b0"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0.2002608 , -0.14793997,  0.26713213,  0.236022  ,  0.24407719],\n",
+       "      dtype=float32)"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Here we store in a list the deconding weights estimated for each modality. \n",
     "# We are interested in the decoding weights corresponding to the non-redundant dimension\n",
@@ -2772,7 +3748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 87,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2781,7 +3757,30 @@
     "id": "xsDNGhapI4br",
     "outputId": "e30ed7df-320b-4274-8740-64dab8ec76ca"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<BarContainer object of 3 artists>"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(12, 12))\n",
     "plt.subplot(5,1,1)\n",
@@ -2807,7 +3806,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 88,
    "metadata": {
     "id": "3IyEdFrcI4bs"
    },
@@ -2820,7 +3819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 89,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2829,7 +3828,20 @@
     "id": "1Iqcds0lI4bt",
     "outputId": "50da9d35-319f-4cda-ce04-9c00166c1b1c"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x2016 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(12, 28))\n",
     "\n",
@@ -2854,7 +3866,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 90,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2862,7 +3874,26 @@
     "id": "BDunWuRVI4bt",
     "outputId": "d0b53d3f-8b3d-4d24-90f9-4a042d76ea84"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[ 0.38442715]\n",
+      " [ 0.46751116]\n",
+      " [-0.42755384]\n",
+      " [-0.41248938]\n",
+      " [-0.3504303 ]\n",
+      " [ 0.08267813]\n",
+      " [ 0.38866726]]\n",
+      "[[-0.38267896]\n",
+      " [ 0.30522362]\n",
+      " [-0.51586765]\n",
+      " [-0.48952454]\n",
+      " [-0.5046203 ]]\n"
+     ]
+    }
+   ],
    "source": [
     "plsca = PLSCanonical(n_components=1, scale = False)\n",
     "plsca.fit(cognition_value,volumes_value)\n",
@@ -2881,7 +3912,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 91,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2890,7 +3921,20 @@
     "id": "O4SFSHCgI4bv",
     "outputId": "5d7b0f52-3b19-4530-9838-38a4d60e043e"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1872x1296 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "predicted_plsca = plsca.predict(cognition_value)\n",
     "\n",
@@ -2915,7 +3959,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 92,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -2923,7 +3967,17 @@
     "id": "M5DYp-_hI4bw",
     "outputId": "a592e87b-a8fb-48fb-db81-f2e92ad4735a"
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Reconstruction error:\n",
+      "CCA: 4631.245631476227\n",
+      "mcvae: 3964.8306431191213\n"
+     ]
+    }
+   ],
    "source": [
     "# Comparing average reconstruction errors between models\n",
     "\n",