diff --git a/demos/fc_cnn_ca_demo.ipynb b/demos/fc_cnn_ca_demo.ipynb
index 1ce56f3..010e9df 100644
--- a/demos/fc_cnn_ca_demo.ipynb
+++ b/demos/fc_cnn_ca_demo.ipynb
@@ -4,11 +4,11 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
-    "collapsed": true,
     "ExecuteTime": {
      "end_time": "2024-01-06T21:12:45.826829Z",
      "start_time": "2024-01-06T21:12:45.795542Z"
-    }
+    },
+    "collapsed": true
    },
    "outputs": [],
    "source": [
@@ -20,11 +20,11 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {
-    "collapsed": false,
     "ExecuteTime": {
      "end_time": "2024-01-06T21:12:46.450389Z",
      "start_time": "2024-01-06T21:12:45.828908Z"
-    }
+    },
+    "collapsed": false
    },
    "outputs": [],
    "source": [
@@ -37,17 +37,19 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {
-    "collapsed": false,
     "ExecuteTime": {
      "end_time": "2024-01-06T21:12:47.507194Z",
      "start_time": "2024-01-06T21:12:46.453551Z"
-    }
+    },
+    "collapsed": false
    },
    "outputs": [
     {
      "data": {
-      "text/plain": "<Figure size 640x480 with 1 Axes>",
-      "image/png": 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"
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
@@ -68,11 +70,11 @@
    "cell_type": "code",
    "execution_count": 24,
    "metadata": {
-    "collapsed": false,
     "ExecuteTime": {
      "end_time": "2024-01-06T21:34:18.065659Z",
      "start_time": "2024-01-06T21:34:12.082593Z"
-    }
+    },
+    "collapsed": false
    },
    "outputs": [
     {
@@ -84,15 +86,19 @@
     },
     {
      "data": {
-      "text/plain": "<Figure size 640x480 with 1 Axes>",
-      "image/png": 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"
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
      },
      "metadata": {},
      "output_type": "display_data"
     },
     {
      "data": {
-      "text/plain": "<Axes: title={'center': 'Fixed Complexity, latent=2'}, xlabel='$n$', ylabel='$\\\\mathcal{E}$'>"
+      "text/plain": [
+       "<Axes: title={'center': 'Fixed Complexity, latent=2'}, xlabel='$n$', ylabel='$\\\\mathcal{E}$'>"
+      ]
      },
      "execution_count": 24,
      "metadata": {},
@@ -102,8 +108,9 @@
    "source": [
     "from dynadojo.challenges import FixedComplexity\n",
     "from dynadojo.baselines.cnn import CNN\n",
+    "from dynadojo.systems.ca import CASystem\n",
     "\n",
-    "challenge = FixedComplexity(l=2, e=64, t=10, N=[10, 20, 30], reps=3, system_cls=CASystem, test_examples=1, test_timesteps=5)\n",
+    "challenge = FixedComplexity(l=2, e=64, t=10, N=[10, 20, 30], system_cls=CASystem, trials =3, test_examples=1, test_timesteps=5)\n",
     "data = challenge.evaluate(algo_cls=CNN)\n",
     "challenge.plot(data)"
    ]
@@ -125,7 +132,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.14"
   },
   "vscode": {
    "interpreter": {
diff --git a/demos/fc_dnn_nbody_demo.ipynb b/demos/fc_dnn_nbody_demo.ipynb
index 8b9ad4f..0a9cbcb 100644
--- a/demos/fc_dnn_nbody_demo.ipynb
+++ b/demos/fc_dnn_nbody_demo.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "id": "initial_id",
    "metadata": {
     "ExecuteTime": {
@@ -11,16 +11,7 @@
     },
     "collapsed": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2"
@@ -28,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "id": "2d9072683fef8830",
    "metadata": {
     "ExecuteTime": {
@@ -40,7 +31,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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0Onz33Xc4d+4cevfuDV9fX4d2NpsNVqsVIpHIay4hlfCuoyWE1AuTyYSioiKXP1tQqVR49dVXIZfL8d1338Hf3x83btzAkCFDHNpxHAeLxQKRSORVl5BKeN8RE0LqnFqtBmPMpe90zs/Px5gxY6DT6bB582Y0adIE69evh0ajQb9+/eztGGMwmUwQCoXw8fHhsWL+UDAQQmotLy8PQUFBLjvGX61WY8yYMdBqtdi0aROaNGkCAPjvf/+L3r17IygoyN7WbDYDgMtfEqtPdCmJEFIrer0eRqMRwcHBfJdSJo1GgylTpkAkEmHjxo1o1qwZgId9DSdOnMCzzz5rb2s2m2Gz2SCRSLyqs/nv6IyBEFIrarUaAKBQKHiupDSdTofx48fj/v372LBhA2JiYuzPHThwAA0bNkRiYiKAh6FgNBrh6+vrsmc+zkLBQAipFbVajaCgIJcbuVNcXIwJEybgzp07+Pbbb/HII484PL9//360bdsWCoUCVqsVRqMREonEa/sV/sq1PklCiFsxGo3Q6/UudxnJaDRi9uzZuHXrFtauXYvWrVs7PH/t2jUcPnwYI0aMAMdxMBgMEIvFbrMEaX1zu2BYsWIFmjZtCplMhri4OJw6darctqmpqfaOpaCgICQkJFTYnhBSPWq1GkKh0KVGI1ksFkydOhXp6elYuXIlOnToUKrNtm3bEBISgieeeAJFRUUQCASl7mPwZm4VDFu3bsW0adMwe/Zs/Prrr+jUqRMGDhyI3NzcMtsfPnwYo0aNwqFDh5CRkYFGjRphwIABuHfvnpMrJ8QzqdVqKJVKl7mMZLPZ8M477yAjIwNffvklunTpUqqN1WrFjh078Pzzz8NsNoMxBj8/P6/ubC6FuZHY2Fg2adIk+59tNhuLjo5mKSkpVdrfarWywMBAtn79+iq/p0ajYQCYRqOpdr2EeDKTycROnDjBcnNz+S6FMfbw+yAlJYW1a9eOHThwoNx2+/fvZ40bN2Znz55lBQUFzGKxOLFKflX1+8w1Yr4KzGYzzp4967B4hlAoREJCAjIyMqr0Gnq9HhaLpcLroSVr1f71QQgpTa1Ww2azOdwDwBfGGBYuXIitW7di4cKFFa6ktm3bNrRt2xYxMTHw9/f3yjubK+M2wZCXlwebzYaIiAiH7REREcjOzq7Sa7z33nuIjo4uc2WmEikpKVAoFPZHo0aNalU3IZ6qsLDQZb5YV65ciQ0bNuC9997DU089VW67nJwcPHjwAEOGDIFMJqMRSOVwm2Corfnz52PLli3YuXNnhSMPkpOTodFo7I87d+44sUpC3ANjDIWFhS5xtrBx40YsX74cU6dOxciRIytte/PmTTz33HM0AqkC/Ed9FYWGhkIkEiEnJ8dhe05ODiIjIyvcd9GiRZg/fz4OHDiAjh07VthWKpVCKpXWul5CPJlOp4PVauU9GH766Sf88MMPGDduHCZMmFBhW6PRiE2bNuHZZ5+t9DvD27nNGYNEIkG3bt2Qnp5u38ZxHNLT08tcn7XEZ599hk8++QT79u1D9+7dnVEqIR6vsLAQYrEYAQEBvNVw9OhRfPDBB2jdujXefvvtCkcVcRyH77//Hnl5eUhKSnJile7Jbc4YAGDatGkYO3YsunfvjtjYWCxduhTFxcUYP348AODll19GgwYNkJKSAgBYsGABZs2ahc2bN6Np06b2voiAgABef6EJcXdqtRpyuZy3IZ4XLlzAW2+9hd69e+Pjjz+usA7GGDQaDbZu3YpevXqhVatWTqzUPblVMIwYMQIqlQqzZs1CdnY2OnfujH379tk7pLOyshzGU3/11Vcwm834xz/+4fA6s2fPxkcffeTM0gnxGDabDTqdDs2bN+fl/W/evIlZs2ahXbt2WLRoUYXzGjHGoNVqcfHiRfz222/4+uuvnVip+xIwxhjfRbgyrVYLhUIBjUbjNgucE1KfCgoKkJmZie7du8PPz8+p752Tk4OXX34ZERERWLFiBQIDAytsr9FoYLFYsHDhQqhUKqSmpnr1BHlV/T5zmz4GQohrKOlfcHYoaLVavPHGGxAIBFi0aFGloaDT6WAymaDX67Fz50489thjXh0K1eFWl5IIIfzTarVOP3s2Go2YOnUqVCoV1q1bh/Dw8ArbFxcXw2AwIDAwEOvWrUP37t0xYsQIJ1Xr/uiMgRBSZYwxFBcXOzUYOI7DzJkzYbPZ8MUXXzisqVAWg8GA4uJi+Pv7w2w2Y9OmTejWrRsNOKkGCgZCSJWVrNZW2WWcurRkyRIcOnQISUlJ6NSpU4VtjUYjNBoNfH194e/vj2+//RY2mw3jxo1zTrEegoKBEFJlJXOHOSsYNm7ciE2bNmHGjBno27dvhW3NZjMKCwshk8kQGBgIvV6PgwcPYtiwYQgJCXFKvZ6CgoEQUmU6nQ5+fn5OmR/p4MGDWLt2LcaPH49hw4ZV2NZisaCgoABSqdS+NsS3336Lq1evYuLEifVeq6ehYCCEVFlRUZFTzhYuXLiADz74AI8//jgmT55cYVur1Qq1Wg0fHx97KOh0OqxevRrDhw9HVFRUvdfraWhUEiFegjEGtVqNvLw8qNVqFBcXo7CwEEajESaTCX5+fjAajfDx8UFQUBBkMhmCgoIQGhqKyMhISCQSaDSaSjt/a+vOnTuYNm0a2rVrhxkzZlS4CJDVakVeXh5EIhGUSqX9DugNGzbAaDTitddeq9daPRUFAyEeqCQEbt68iZs3b+KPP/6AyWSCxWKxTw3TsGFDWK1WyGQySKVShISEQKPRwGw24/79+7h37x7MZjNkMhn8/f0REhICtVoNsViMqKgoSCSSOq9bo9FgypQpUCgUWLx4cYXvYbPZkJ+fD6FQiJCQEHuAaLVafPPNNxg5cmSpafpJ1VAwEOIhDAYDMjMzce7cOdy7dw+3bt0CAISEhKB58+Zo2bIloqOjERoaipCQkEpnEWaMQa/XQ6VS4d69e7h27RrOnTuHn376Cbt370bHjh3Rs2dPxMTE1MmcSRaLBe+++y6CgoIwZ84cKBSKcttyHIf8/Hz78f31rGLdunWwWCx49dVXa12Tt6JgIMSNFRUV4cyZMzh58iR+//13CAQCREVFoUOHDnjuuefQvHlz+3X36hIIBPD394e/vz+aNm2Khg0bomHDhujQoQMyMzNx5coVrF69Go0bN8ajjz6Kjh071jggGGOYN28eMjMz8dVXX6Fhw4bltuU4DiqVChzHISwszOFuZpVKhU2bNuGNN95AaGhojWohFAyEuB2bzYbffvsNhw8fxpkzZxAREQGlUokXX3wRPXr0qLcvRL1ej8DAQERGRiIyMhIJCQn4448/cPz4cWzevBm//vor+vXrhyZNmlT7tdevX4/du3fjk08+qfBeBcaYfTXHsLCwUqOjVqxYAQAYNWpUtWsg/x8FAyFuQqVS4ciRI/j5559RUFCAxo0b48UXX8Rjjz1W47OC6igqKnK4/CQQCNC8eXM0b94ct27dwt69e7F27VrExcUhISGhyn0Qhw4dQnp6OpKSkpCYmFhuu5JQsFqtCA0NLbUs540bN3DhwgVMmTKFJrysJQoGQlzcjRs38PPPP+Pw4cMICAhAr1698MQTT6Bp06ZOXQ/BaDQiLCyszOeaNWuG119/HSdPnsSRI0fw4MEDPPvss+W2L3H9+nXMnTsXPXv2rPB+A8YYVCoVzGYzwsPDS4UOYwwLFiyAwWCo9J4HUjkKBkJcEGMMly5dwvfff48LFy4gKioKEyZMQJ8+fXhbera4uBiNGjUq93mBQICePXuiefPm2Lp1KzZv3oxBgwahZcuWZbbPz8/HO++8g06dOuHDDz8sd1hqyZmCyWRCWFhYmWciR44cwfHjx7Fs2bJ6GS3lbSgYCHEhjDGcO3cO27dvx9WrV9G0aVNMnz4dPXv2rHA8f32zWCwAUKVQCgsLw8SJE/H9999j+/btePbZZ9GuXbtSr7dkyRIIBAIkJydDJpOV+VoloVBytlJWO5PJhIULF+L5559Hv379anB05O8oGAhxAYwxnD17Fvv27cO5c+fwyCOPIDk5Gd26deNt+cy/MhqNsFqtVT5bkUgkGDFiBH766Sfs2LEDIpEIrVu3BvDwWBcvXoxjx45h+fLl5V5uKrl8ZDQaER4eXm54rFmzBnfv3sWyZctc4mflCSgYCOHZn3/+idTUVGRnZyMmJgYff/wx2rVr51JfcmazGUDVzhhKCIVCPP300xAKhfjhhx/w4osvonHjxti5cyf++9//4v3330f79u3L3LckFAwGQ7lnCsDDn93q1asxfvx4NGvWrPoHRspEwUAIT3Q6HTZv3oy9e/ciOjoar732msucIfxdSTBU9/q9QCBAYmIijEYjduzYge7du2Pnzp0YNmwYBg8eXOY+fw+F8laKY4zh008/tV+6InWHgoEQJ7PZbNi/fz82bdoEjuMwfvx4DB482CkzltaUxWKBQCCoUY0ikQiDBw9Gamoqpk6dikcffbTcifEYY8jNzYXBYEB4eHiFy4ceOHAAJ06cwPLly8s9oyA147q/iYR4oMzMTKSmpiIrKwsJCQl46aWXnHIPQm1ZrVbYbLYan82IRCKcPn0aFosFTz/9dJkBwxhDdnY2DAYDIiMjKwyFgoICbNmyBcOHD0efPn1qVBMpHwUDIU6gVquxZcsW7N+/H61bt8aiRYvQokULvsuqMo7jajUqKjU1FYwxvP3227h06RK6d+/usHgOYwwPHjyAwWBAVFRUhaFQcgnp5s2bWLBgQY1rIuWjYCCkHjHGcPDgQaxZswZCoRDTpk1Dnz59XLIfoSI2m63UncZVdfjwYWzduhVvvfUWnn32WWzbtg2//PILnn/+eQAPQ+f+/fswmUyVhgIA7Nu3D+np6Vi4cCHNh1RPKBgIqSeFhYVYtmwZTp48iWeffRYvvviiU9dKrkuMMZhMpmrvd/fuXSxYsAD9+vXDkCFDIBAIEB8fj0OHDuH27dto3Lgx7t69C7PZjAYNGsDX17fC11OpVEhJSUFiYiISEhJqejikEhQMhNSDjIwM+7j6mTNnIj4+nu+SakUoFDrMYloVFosF//73v9G+fXu888479rOkpk2bIjg4GGfOnIFAIIDVakXDhg0r7UDmOA6ffvopWrVqhRkzZtT4WEjlKBgIqUPFxcX4+uuvkZ6ejp49e+LNN990i87lygiFQhgMhmrts2rVKly8eBFffPFFqctDnTt3xoYNGxAWFoaePXtW6f6IDRs24OjRo/jyyy8rXKuB1B4FAyF15Pz581i6dCmKioowbdo09OvXz+36EsojFoshFAqr3Al95swZnD9/HklJSWjevLnDcyUryUVERJSasbU8Fy5cQHp6OsaOHYvY2NgaHwepGv4mXyHEQ1itVqxbtw4ff/wxoqKi8OWXX6J///4eEwrAw2AwGo32G90qotVq7R3DQ4cOdXhOr9fj9u3bEIlE6NOnD+7du4fCwsIKX0+tVmPGjBnw9fXF66+/XpvDIFVEZwyE1EJubi7mzZuHGzduYOLEiXjmmWc8KhBK+Pr6QiKRwGAwVNoXsHnzZohEIkyfPt3hZ6HVanHv3j34+fnZZ2m9cOECrl+/jh49epT5WhaLBbNnz0Z0dDTmzZvn0jcBehI6YyCkhk6cOIFJkyahoKAAixcvxrPPPuuRoQAAfn5+MBqNKC4urrDdqVOn8OOPP2LixIkOQ0lVKhWysrIQGBiIxo0bQygUQigUonHjxsjKygJjrNRrMcawcOFCnDt3DlOnTqWhqU5EwUBINXEch2+++QarVq1C+/btsXz5crRq1YrvsuqVTCaDv78/NBpNuW1MJhN++uknPPbYY+jbty+Ah1/uWVlZePDgAUJDQ9GwYUOH8IyJiYFOp4NKpSr1ejt37sSPP/6IGTNmoGPHjnV/UKRcdF5GSDUUFRUhJSUFZ8+exYQJEzB06FCPPUv4K4FAAJlMVm4wcByH5ORk3Lp1CytWrIBAIIDFYsGtW7dgMBjQuHFjBAUFldovPDwcAQEBuH//PsLDw+3bjx49ioULF+K1117D008/XW/HRcrmdmcMK1asQNOmTSGTyRAXF4dTp05V2P4///kPWrduDZlMhg4dOmDPnj1OqpR4mtu3b2Py5Mm4evUq5s2bhxdeeMErQqGEUqlEXl5emc8tWLAAn3/+OWQyGaKjo6HRaHDp0iVYrVa0bNmyzFAAHgZOVFQU7ty5Y9925swZzJw5E8OGDcPYsWPr5VhIxdwqGLZu3Ypp06Zh9uzZ+PXXX9GpUycMHDgQubm5ZbY/fvw4Ro0ahaSkJJw7dw5DhgzBkCFD8Pvvvzu5cuLujhw5gqlTp0Imk2H58uXo2rUr3yU5XWhoKAoKCsq8n2HVqlUAgF9//RU3b97E9evX4efnh0ceeaTSKS6ioqKg1+thMBhw8eJFvPfee+jatSvefPNNXlet82YCVlavj4uKi4tDjx49sHz5cgAPT18bNWqEN998s8w7IUeMGIHi4mLs3r3bvq1nz57o3LkzVq5cWaX31Gq1UCgU0Gg0kMvldXMgxG0wxrBp0ybs2bMH7du3x7Rp07x2ime9Xo8tW7agd+/eaNmyJV555RU8ePAAwMP5i0rEx8dDJpOhadOmWLt2bZVed+fOnYiKisKSJUvQtWtXvP/++177c65PVf0+c5s+BrPZjLNnzyI5Odm+TSgUIiEhARkZGWXuk5GRgWnTpjlsGzhwIH744Ydy38dkMjnMCaPVamtXOHFbVqsVn3/+OX7++Wf885//xPDhw73q0tHf+fn5ISQkBDdv3kRUVBTWrVtX5miikr+PAoEAy5YtQ0BAQKWvq1Kp8OWXXyIhIQHvvvsuhQLP3OY8LS8vDzabDREREQ7bIyIikJ2dXeY+2dnZ1WoPACkpKVAoFPZHyXhr4l2Ki4vx/vvv4+DBg0hOTsaIESO8OhRKNG/eHA8ePADHcTh16lS5U1MoFAqcOXOm0lAAHs6+mp6ejgYNGiA5ORn+/v51XTapJrcJBmdJTk6GRqOxP/7aKUa8g0qlwltvvYXr16/bZwYlDz3yyCMAHvYldO/evcJ/lFXWD8NxHDZv3ox58+ahefPmGDZsGJ0puAi3CYbQ0FCIRCLk5OQ4bM/JyUFkZGSZ+0RGRlarPfBwsXO5XO7wIN7j5s2bePPNN2EwGPDvf/+bxs//jUQiQceOHXH58mXk5uZi48aNZbbbtGlTha9TWFiImTNn4tChQ5gwYQKmT58OxhiMRmN9lE2qyW2CQSKRoFu3bkhPT7dv4zgO6enp5U5pHB8f79AeANLS0tx+CmRSP06fPo1//etfCA4OxrJly9C4cWO+S3JJnTt3RlBQEPbs2YN169YBABo1aoTjx4+jYcOGAID169eXuS9jDEePHsWsWbNw/fp1TJw4EcOGDbPPQEt9eq7BbTqfAWDatGkYO3YsunfvjtjYWCxduhTFxcUYP348AODll19GgwYNkJKSAgCYOnUq+vbti8WLF2Pw4MHYsmULzpw5Yx9aR0iJvXv3YunSpYiNjcX7779f6YIx3kwkEiEhIQHbt29H586d0aNHDyxevBhCoRB//vknZsyYgW7dupXa748//sDWrVvxyy+/IDExER999BGCg4MBAP7+/pDJZNDr9c4+HFIGtwqGESNGQKVSYdasWcjOzkbnzp2xb98+ewdzVlaWw7jnRx99FJs3b8bMmTPx/vvvo2XLlvjhhx/Qvn17vg6BuBjGGDZu3IgjR45g8ODBmDRpUrUXpPFGoaGhePrpp2EymcAYw/nz59GpUyeIRCJ89tln9nYWiwXnzp3DwYMHcf/+fRgMBnz00UeIjY116MwvWQiosrmYiHO41X0MfKD7GDwXYwyrVq3C6dOn8fjjj2P06NE08qiaCgoKsHfvXty4ccN+F7Ovry+sVityc3Px4MEDFBcXo2nTpoiLi0OfPn3KnSH1f//7H+RyObp06eLko/AeHncfAyF1iTGGr776Cv/5z38wadIk/OMf/+C7JLcUFBSEF198EXfv3sXvv/+O+/fvQ6VSQSQSISQkBB07dkTbtm2rNOzb19e3RutKk7pHwUC8DmMMy5cvx44dOzB16lQMGTKE75LcXsOGDe0dzzUlFotRVFRURxWR2qBgIF6FMYalS5di165dmD59Os3c6UIkEkmVVogj9Y+CgXgNxhgWLVqEvXv34t1338VTTz3Fd0nkL8RicZlTbBDno2AgXoHjOCxYsABpaWmYMWMGBgwYwHdJ5G/EYjGsVivfZRBQMBAvYLPZkJKSgkOHDuGDDz5A//79+S6JlEEoFILjOL7LIKBgIB7OarXi008/xZEjR/Dhhx/i8ccf57skUg6RSET3kLgICgbisWw2G/7973/j6NGj+Oijj9CrVy++SyKVsNlsfJdAQMFAPBTHcZg/fz4OHz6Mjz/+GI8++ijfJZEqkEgkfJdA4EaT6BFSVYwxLFu2DGlpaUhOTqZQcBOMMbrz3EVQMBCPs2bNGuzcuRNvv/02raXgRigYXAcFA/Eo3333Hb799lu8/vrrdPOam7FardT57CIoGIjH+O9//4uVK1dizJgxGDlyJN/lkGqy2WzlTrBHnIuCgXiEQ4cOYePGjRg6dCiSkpL4LofUgM1mo85nF0HBQNzeuXPn8Mknn6BDhw5488036Tq1m7JYLHTG4CIoGIhb++OPP5CcnIxOnTrhvffec1ioibgXs9lMZwwugv4WEbelUqkwffp0REdHY+7cufDx8eG7JFILFAyug4KBuCWDwYB33nkHTZo0wcKFC+Hv7893SaSWGGMUDC6CgoG4HY7j8PHHH+PevXuYMmUKQkJC+C6J1JLNZoPFYoGvry/fpRDQlBjEDX399dc4duwYPvvsM8TExPBdDqkDBoMBACCTyXiuhAB0xkDczN69e7Fx40ZMnjwZ8fHxfJdD6ojRaARAweAqKBiI2/jtt98wf/58PPPMMxg+fDjf5ZA6ZDQaIRQKqY/BRVAwELfw4MEDzJgxAx06dMD06dPpXgUPYzAYIJPJ6HN1ERQMxOUVFxfj3XffRUBAAD799FMaluqBDAYDjSxzIdT5TFwax3H46KOPkJubi1WrVkGhUPBdEqkHer0eYWFhfJdB/g8FA3FpK1aswIkTJ7B48WI0adKE73JIPbDZbDAajXTG4ELoUhJxWfv27cOWLVvw1ltvITY2lu9ySD3R6/UAAD8/P54rISUoGIhLunz5MubPn48XX3wRQ4cO5bscUo/0ej3EYjGdMbgQCgbicjQaDd5//33ExMRg4sSJNFLFw+n1eshkMlqkx4VQHwNxKSXTXej1enz11Vc0AskL6HQ6BAQE8F0G+Qs6YyAuZf369Thx4gQ+/vhjREZG8l0OqWeMMRQVFSEwMJDvUshfUDAQl3Hq1CmkpqbilVdeQc+ePfkuhziBXq8Hx3EUDC6GgoG4hJycHMyePRuxsbF45ZVX+C6HOIlOp4NAIKBLSS7GbYJBrVZj9OjRkMvlUCqVSEpKQlFRUYXt33zzTbRq1Qq+vr5o3LgxpkyZAo1G48SqSVVYLBbMnDkTUqkUH330Ea3C5kV0Oh38/PzoM3cxbvNpjB49GhcvXkRaWhp2796NX375BRMnTiy3/f3793H//n0sWrQIv//+O9atW4d9+/bRQvEuKDU1FRqNBvPmzYNSqeS7HOJEOp2OLiO5IuYGLl26xACw06dP27ft3buXCQQCdu/evSq/zrZt25hEImEWi6XK+2g0GgaAaTSaatVMqubIkSMsNjaWbd68me9SiJNZLBZ2/PhxlpOTw3cpXqOq32duccaQkZEBpVKJ7t2727clJCRAKBTi5MmTVX4djUYDuVwOsbj8UbomkwlardbhQeqHSqXCnDlz0KtXL4wcOZLvcoiTabVaMMYgl8v5LoX8TbWDYezYsfjll1/qo5ZyZWdnIzw83GGbWCxGcHAwsrOzq/QaeXl5+OSTTyq8/AQAKSkpUCgU9kejRo1qXDcpH8dxWLJkCaKiovDhhx/STWxeSKvVQiqV0uI8LqjawaDRaJCQkICWLVti3rx5uHfvXo3ffMaMGRAIBBU+rly5UuPXL6HVajF48GC0bdsWH330UYVtk5OTodFo7I87d+7U+v1Jadu2bcOBAwcwefJk6lfwUjqdjmbLdVHVvvP5hx9+gEqlwrfffov169dj9uzZSEhIQFJSEp577rlq3ak6ffp0jBs3rsI2MTExiIyMRG5ursN2q9UKtVpd6U1QOp0OiYmJCAwMxM6dOyutTyqVQiqVVql+UjO3bt3CF198gZEjR6JHjx58l0N4YLFYUFxcjKioKL5LIWUQMMZYbV7g119/xTfffIPVq1cjICAAL730Et544w20bNmyrmrE5cuX0bZtW5w5cwbdunUDAPz8889ITEzE3bt3ER0dXeZ+Wq0WAwcOhFQqxZ49e2o0e6NWq4VCobD3T5DasVqteOWVV2AwGLBx40YKYS+Vn5+P69evo1u3bjTtiRNV9fusVp3PDx48QFpaGtLS0iASiTBo0CBkZmaibdu2+Pzzz2vz0g7atGmDxMRETJgwAadOncKxY8cwefJkjBw50h4K9+7dQ+vWrXHq1CkAD38AAwYMQHFxMdasWQOtVovs7GxkZ2fDZrPVWW2ketasWYNr165hzpw5FApeTKPRwM/Pj0LBVVV3uJPZbGbbt29ngwcPZj4+Pqxbt27sq6++chj+tGPHDqZUKqv70hXKz89no0aNYgEBAUwul7Px48cznU5nf/7WrVsMADt06BBjjLFDhw4xAGU+bt26VeX3peGqdSczM5PFxsay1NRUvkshPDt//jy7ffs232V4nap+n1X7UlJoaCg4jsOoUaMwYcIEdO7cuVSbwsJCdOnSBbdu3aplbPGPLiXVDYPBYL9zfc2aNTTFshfT6/X4/fff0apVK+p8drKqfp9Vu/P5888/x7BhwyocYqZUKj0iFEjdWbZsGXJzc7F06VIKBS9XWFgIkUhE/9ByYdUOhjFjxtRHHcSDZWRkYPv27Xj33XfRuHFjvsshPCsoKIBCoaB7V1yYW9z5TNyXVqvFnDlz0LNnT/zjH//guxzCM7PZjOLiYgQFBfFdCqkABQOpVykpKTCbzZg1axb9C5HYZzemvgXXRsFA6s3hw4dx48YNvPvuuwgLC+O7HOICqjJfGeEfBQOpF3q9HgsWLEB0dDQGDBjAdznEBdhsNmg0GrqM5AYoGEi9+PLLL6HVau3zYRGi0WjAGKNgcAMUDKTOXbp0CVu3bsXrr79Oc+EQu4KCAsjlckgkEr5LIZWgYCB1ymazYe7cuWjZsiVGjRrFdznERVitVmi1WjpbcBPUA0Tq1HfffYdr165h/fr1dCMbsSsoKAAACgY3QWcMpM48ePAAX331FUaMGIF27drxXQ5xIWq1mkYjuREKBlInGGNYsGAB5HI53njjDb7LIS7EZDKhuLgYwcHBfJdCqojim9SJgwcP4siRI1i0aBH8/f35Loe4ELVaDaFQSDe1uRE6YyC1VlRUhM8++wx9+/bF448/znc5xMWo1WoolUoIhfR14y7okyK19uWXX6K4uBjvvvsu3bNAHOj1ephMJrqM5GYoGEitXL58GRcuXMCkSZMqXX+beB+1Wg0fHx8EBgbyXQqpBgoGUmOMMcyfPx9msxnDhw/nuxziYhhjKCgoQEhICJ1JuhnqfCY1tm/fPvz2229ITU2lexZIKSUzqYaEhPBcCakuOmMgNWI0GrF06VIMGzYM3bt357sc4oLy8vLg7+8PqVTKdymkmigYSI1s2LAB+fn5ePnll/kuhbggg8EAvV5PZwtuioKBVFteXh7Wrl2LUaNGoWHDhnyXQ1xQfn4+fHx8aF1nN0XBQKrtyy+/hEQiwYQJE/guhbggm82GwsJC6nR2YxQMpFpu3LiBnTt34tVXX6V/DZIyFRQUgDFG9y64MQoGUi1LlixBw4YNaXgqKVdeXh4UCgVNmOfGKBhIlWVkZODYsWN466234OPjw3c5xAXpdDqYzWbqdHZzFAykSjiOw+LFi9G1a1f069eP73KIi8rPz4dMJqOJFN0cBQOpkv379yMnJwfTp0+nDkVSJrPZDK1Wi9DQUL5LIbVEwUAqZbFYsHTpUsTGxqJ9+/Z8l0NclFqthkQigVKp5LsUUksUDKRSP/74Ix48eIDXX3+d71KIi7LZbFCr1QgKCqLptT0AfYKkQhaLBatWrcKAAQPQokULvsshLqqgoABCoZA6nT0EBQOp0A8//IDs7Gw6WyDlYoxBrVbTEFUPQsFAymU2m7Fq1SokJiaiefPmfJdDXFRBQQGsViudLXgQCgZSrp07dyInJwevvfYa36UQF8UYQ35+PhQKBSQSCd/lkDriNsGgVqsxevRoyOVyKJVKJCUloaioqEr7Msbw1FNPQSAQ4IcffqjfQj2E2WxGamoqnnrqKcTExPBdDnFRGo0GFouFhqh6GLcJhtGjR+PixYtIS0vD7t278csvv2DixIlV2nfp0qU09r6avv/+e6hUKupbIBXKy8tDYGAgrbngYdyip+jy5cvYt28fTp8+bV8U5osvvsCgQYOwaNEiREdHl7vv+fPnsXjxYpw5cwZRUVHOKtmtmUwmrF69GoMGDULTpk35Loe4KK1WC7PZTFOveyC3OGPIyMiAUql0WCksISEBQqEQJ0+eLHc/vV6PF198EStWrKjyQvUmkwlardbh4W2+//575OXlUd8CqZBKpUJAQABkMhnfpZA65hbBkJ2djfDwcIdtYrEYwcHByM7OLne/f/3rX3j00Ufx3HPPVfm9UlJSoFAo7I9GjRrVuG53VHK28PTTT6NJkyZ8l0NclE6ng8lkor4FD8VrMMyYMQMCgaDCx5UrV2r02rt27cLBgwexdOnSau2XnJwMjUZjf9y5c6dG7++udu3aBZlMVuX+G+Kd8vLy4OfnBz8/P75LIfWA1z6G6dOnY9y4cRW2iYmJQWRkJHJzcx22W61WqNXqci8RHTx4EDdv3iw1b8sLL7yA3r174/Dhw2XuJ5VKvbYjjeM4rF+/Hi1btqSzBVKuoqIimEwmNG7cmO9SSD3hNRjCwsIQFhZWabv4+HgUFhbi7Nmz6NatG4CHX/wcxyEuLq7MfWbMmIF//vOfDts6dOiAzz//HM8880zti/dAx44dw61btzBnzhy+SyEuTKVSwd/fn84WPJhbjEpq06YNEhMTMWHCBKxcuRIWiwWTJ0/GyJEj7SOS7t27h/79+2PDhg2IjY1FZGRkmWcTjRs3RrNmzZx9CG5h/fr1aN++Pbp06cJ3KcRFabVamEymKg/mIO7JLTqfAWDTpk1o3bo1+vfvj0GDBqFXr15YtWqV/XmLxYKrV69Cr9fzWKX7unbtGjIyMjB27Fi654OUiTGGvLw8BAQEwNfXl+9ySD1yizMGAAgODsbmzZvLfb5p06ZgjFX4GpU97802bNiAiIgIDBgwgO9SiIvSarWwWq0V3jdEPIPbnDGQ+pOXl4fdu3fjpZdeotkxSZk4jkN+fj4CAwPpvgUvQMFA8N1330EsFmPYsGF8l0JcVGFhIWw2G9234CUoGLyc0WjE1q1bMXToUAQGBvJdDnFBJauzKZVK+Pj48F0OcQIKBi+3e/duFBYWYsyYMXyXQlxUfn4+gIf9fMQ7UDB4sZIb2vr37+91U3+QqjGbzdBoNAgJCYFIJOK7HOIkFAxe7OTJk5BIJHjppZf4LoW4qLy8PIhEolIzCBDPRsHgxTZt2gSbzeYway0hJQwGA/R6PcLCwujeFi9DweClcnJycPjwYYwYMYL+0pNSGGNQqVSQyWQ0KMELUTB4qR07dqBFixZ4+umn+S6FuCCNRgOz2VylucyI56Fg8EKMMezcuROtWrWifw2SUkqGpyoUCq+dadjbUTB4oXPnzuHPP//E0KFD+S6FuKC8vDwIBAIanurFKBi80I4dOxAdHY0ePXrwXQpxMUajETqdjoanejkKBi9jMBiwZ88ePP/88xAK6eMnjlQqFaRSKeRyOd+lEB7RN4OXSUtLQ3FxMZ5//nm+SyEuRqPRwGQyUYczoWDwNjt27EBsbCzd6UwclHQ40+ypBKBg8Cr379/HiRMn6GyBlKJWq8EYo9lTCQAKBq+SlpYGpVKJxMREvkshLoQ6nMnfUTB4ke3bt6Nnz560iDuxY4whPz8fMpkMCoWC73KIi6Bg8BJZWVm4cuUKnS0QBxqNBlarlS4hEQcUDF7i559/hlQqRZ8+ffguhbgIs9mMwsJCKBQKSCQSvsshLoSCwUv8/PPP6N27N11GIgAeXkLKy8uDRCKhS0ikFAoGL6BSqXDu3DkMGDCA71KIiyiZJC80NJRm1yWlUDB4gbS0NIhEIvTr14/vUogLKFmVjS4hkfJQMHiB/fv3o2fPnnTJgNhHIYnFYlqVjZSLgsHDaTQanDx5EgMHDuS7FOICtFotTCYTXUIiFaJg8HDp6engOA4JCQl8l0J4ZrFY7KOQaJ0FUhEKBg/3888/o2vXrjQxGkFeXh5dQiJVQsHgwQwGA/788086WyD2S0ghISF0CYlUioLBg505cwbXrl1D3759+S6F8Oivl5Bo5lRSFRQMHuzEiRMICwtDixYt+C6F8KTkRjYfHx+6hESqjILBg504cQJxcXF06cCLFRYW2udCot8DUlUUDB6quLgYmZmZiI+P57sUwpOS6bSVSiV8fHz4Loe4EbcJBrVajdGjR0Mul0OpVCIpKQlFRUWV7peRkYF+/frB398fcrkcffr0gcFgcELF/Dp9+jRsNht69uzJdymEBxzH2afTDgwM5Lsc4mbcJhhGjx6NixcvIi0tDbt378Yvv/yCiRMnVrhPRkYGEhMTMWDAAJw6dQqnT5/G5MmTIRS6zWHX2IkTJxAREYEmTZrwXQrhQX5+PhhjCAkJ4bsU4oYEjDHGdxGVuXz5Mtq2bYvTp0+je/fuAIB9+/Zh0KBBuHv3LqKjo8vcr2fPnnjyySfxySef1Pi9tVotFAoFNBoN5HJ5jV/H2YYMGYKYmBgsWbKE71KIkxUVFUGtViMsLAy+vr58l0NcSFW/z9zin84ZGRlQKpX2UACAhIQECIVCnDx5ssx9cnNzcfLkSYSHh+PRRx9FREQE+vbti6NHjzqrbN7odDpcvHiRLiN5IYvFYv9LT6FAasotgiE7Oxvh4eEO28RiMYKDg5GdnV3mPn/88QcA4KOPPsKECROwb98+dO3aFf3798f169fLfS+TyQStVuvwcDenTp0Cx3HU8exlSvoVxGIxTZhIaoXXYJgxYwYEAkGFjytXrtTotTmOAwC8+uqrGD9+PLp06YLPP/8crVq1wtq1a8vdLyUlBQqFwv5o1KhRjd6fTydOnEB0dDQaNmzIdynEiQoLC2Gz2ejuZlJrYj7ffPr06Rg3blyFbWJiYhAZGYnc3FyH7VarFWq1GpGRkWXuFxUVBQBo27atw/Y2bdogKyur3PdLTk7GtGnT7H/WarVuFw7Z2dkYMGAAfTl4keLiYhgMBgQHB0Ms5vWvNfEAvP4GhYWFVWlyt/j4eBQWFuLs2bPo1q0bAODgwYPgOA5xcXFl7tO0aVNER0fj6tWrDtuvXbuGp556qtz3kkqlbj3zpNVqxf79+/H+++/zXQpxkpKFdwICAqhfgdQJt+hjaNOmDRITEzFhwgScOnUKx44dw+TJkzFy5Ej7iKR79+6hdevWOHXqFABAIBDgnXfewbJly7B9+3bcuHEDH374Ia5cuYKkpCQ+D6deXb9+HRaLBe3ateO7FOIENpsNarUaEonErUbNEdfmNuecmzZtwuTJk9G/f38IhUK88MILWLZsmf15i8WCq1evQq/X27e99dZbMBqN+Ne//gW1Wo1OnTohLS0NzZs35+MQnOLixYsAHoYp8WyMMRQUFEAgECA4OJguHZI64xb3MfDJ3e5j+Pjjj3H48GEcOnSI71JIPSssLITBYEBISAit3UyqxKPuYyBVd/HiRbqM5AX0ej30ej0UCgWFAqlzFAwehOM4XLp0iYLBw5V0Nvv7+8PPz4/vcogHomDwIHfv3kWLFi3Qvn17vksh9cRms6GgoAA+Pj5ucWmTuCcKBg9y48YNnDt3zqM7171ZSWczAOpsJvWKgsGD3Lx5E35+fuXe9Efcm1arhcViQVBQkFfMEEz4Q79dHkSj0SA+Pp6+NDyQXq9HcXExdTYTp6BvEA+SmZnJdwmkHpRM7BgQEECdzcQpKBg8SE5ODl1G8jBWqxWFhYWQSqXU2UychoLBg+Tk5CAiIoLvMkgd4TgOBQUFEIvFUCqVfJdDvAgFg4ewWq3Iz8+nYPAQfx2BpFQqaQQScSoKBg+hUqnAGKNg8BCFhYWwWq0ICgqCSCTiuxziZSgYPEROTg4AlFrpjrgfrVYLk8kEpVJJaysQXlAweIiSYKAzBvdWXFwMvV4PuVzu1uuCEPdGweAhcnJy7OtgE/dkNBpRXFxMw1IJ7ygYPER2djbCw8Pp5jY3ZTabodVq4evri4CAAL7LIV6OvkU8BMdxaNmyJd9lkBqwWCzQarWQSqUIDAzkuxxCKBg8RUFBAdRqNd9lkGoqCQWaLZW4EgoGD2Gz2Wisu5uxWq3QarUQi8WQy+X0+RGXQcHgITiOo/HubsRqtUKj0UAkElEoEJdDweAhbDYbBYObsNls0Gq1EIlEUCgUFArE5VAweAjGGI1IcgM2mw0ajQZCoZBCgbgs+ibxEDabjYLBxZWEgkAgoMtHxKXRN4mHoEtJro3jOHsoKBQKCnHi0ui300NwHEdfNi6KQoG4G/oN9RA0eZ5r4jgOWq0WjDHI5XIKBeIWaOpGD+Hj44M///yT7zLIX9hsNuh0OggEAiiVSgoF4jboN9VDhIeHIzc3l+8yyP8puXlNIBAgMDCQQoG4Ffpt9RAREREoKiqCXq/nuxSvZ7FYoNPp7DevUSgQd0O/sR6ipI+hZF0Gwg+z2QydTgexWIzAwEAakkrcEgWDhygJBpVKxXMl3stkMqGoqAgSiYRCgbg16nz2ECUrt9EZAz+MRiP0ej2kUin8/f35LoeQWqFg8BByuRwSiYSCgQd6vR5GoxG+vr7w9fXluxxCao2CwUMIBAI88cQTNDLJyfR6PUwmE/z8/CCTyfguh5A64TZ9DGq1GqNHj4ZcLodSqURSUhKKiooq3Cc7OxtjxoxBZGQk/P390bVrV3z//fdOqtj5hEIhzpw5w3cZXoExhqKiIpjNZvj7+1MoEI/iNsEwevRoXLx4EWlpadi9ezd++eUXTJw4scJ9Xn75ZVy9ehW7du1CZmYmhg4diuHDh+PcuXNOqtq5OnTogN9//x2MMb5L8Wgcx6G4uBgcxyEgIAASiYTvkgipU24RDJcvX8a+ffuwevVqxMXFoVevXvjiiy+wZcsW3L9/v9z9jh8/jjfffBOxsbGIiYnBzJkzoVQqcfbsWSdW7zwdOnSARqPBnTt3+C7FY1mtVhQXFwMAAgICIBbT1VjiedwiGDIyMqBUKtG9e3f7toSEBAiFQpw8ebLc/R599FFs3boVarUaHMdhy5YtMBqNePzxx8vdx2QyQavVOjzcRefOndGmTRucPn2a71I8ktlshl6vh0gkgr+/P924RjyWW/xmZ2dnl5okTiwWIzg4GNnZ2eXut23bNlgsFoSEhEAqleLVV1/Fzp070aJFi3L3SUlJgUKhsD8aNWpUZ8dR30JDQ8FxHH755Re+S/E4BoMBRqMRUqkUfn5+dI8C8Wi8BsOMGTMgEAgqfFy5cqXGr//hhx+isLAQBw4cwJkzZzBt2jQMHz4cmZmZ5e6TnJwMjUZjf7jbZZk+ffrgf//7H/Uz1BHGGIqLi2GxWODr6wupVMp3SYTUO14vkE6fPh3jxo2rsE1MTAwiIyNLDcO0Wq1Qq9WIjIwsc7+bN29i+fLl+P3339GuXTsAQKdOnXDkyBGsWLECK1euLHM/qVTq1n/5n3jiCRw/fhxXrlxBmzZt+C7HrdlsNuj1eggEAvj7+9NCSMRr8BoMYWFhCAsLq7RdfHw8CgsLcfbsWXTr1g0AcPDgQXAch7i4uDL3KZlM7u/XgUUiETiOq2XlrqtXr174888/sW3bNsyePZvvctyW2WyG2WyGWCyGTCajS0fEq7hFH0ObNm2QmJiICRMm4NSpUzh27BgmT56MkSNHIjo6GgBw7949tG7dGqdOnQIAtG7dGi1atMCrr76KU6dO4ebNm1i8eDHS0tIwZMgQHo+mfkmlUgwfPhybN2+GxWLhuxy3wxiDwWCA2WyGRCKBr68vhQLxOm4RDACwadMmtG7dGv3798egQYPQq1cvrFq1yv68xWLB1atX7WcKPj4+2LNnD8LCwvDMM8+gY8eO2LBhA9avX49BgwbxdRhOMWbMGOTl5eHnn3/muxS3YrVaodfrwXEcfH196f4E4rUEjHopK6TVaqFQKKDRaCCXy/kup8oGDBiA4OBgbNmyhe9S3ILJZILFYoFYLIZUKqWzBOKRqvp95jZnDKR6xowZg/T0dNy7d4/vUlwax3HQ6/WwWCyQSqXUn0AIKBg81vPPPw+ZTIYNGzbwXYrLslgs9kuPfn5+8PHx4bkiQlwDBYOHCggIwLRp0/D111/TjKt/w3EcjEYjLBYLfHx84OfnR3cxE/IX9LfBg40bNw5isRgffPAB36W4DIvFAqPRCMaY29+zQkh9oWDwYEFBQZgzZw62b9+O//3vf3yXwyubzQaDwWA/S/D19aUb1ggpBwWDhxs1ahTi4+Px9ttvw2Qy8V2O0zHGYDabYTKZIBAIIJPJqC+BkEpQMHg4gUCAJUuW4Pbt2/jiiy/4LseprFYrjEYjbDYbJBIJZDIZ9SUQUgX0t8QLtG7dGm+99RbS0tJw/PhxvsupdxzH2ae0EIlEkMlktG4CIdVAweAl3nnnHUgkEgwfPhy//fYb3+XUC8YYrFYrzGYzGGOQyWSQSCR0XwIh1UTB4CUkEgm+++47tGzZEs8//zyuX7/Od0l1piQQLBYLGGPw8fGBVCqly0aE1BD9zfEiAQEB+P777xEaGornnnsOd+/e5bukWvl7IIhEIvj4+NBoI0JqiYLBywQHB2Pnzp0QiUR46aWX8Oeff/JdUrVRIBBSvygYvFB0dDR27doFf39/9O7dG2lpaXyXVCWMMdhsNthsNgCgQCCknlAweKlmzZph48aNiI2NxcSJE5GcnIyioiK+yyqFMQaO42C1Wh0CQSwWUyAQUk8oGLxYUFAQtm3bhg8//BCpqano2rUrvv/+e5dY4e6vZwccx0EoFEIkEkEkEtEoI0LqGQWDlxMKhXjllVdw5swZdOzYEStWrEC7du2wePFiqFSqGr1mWloa4uPj0aRJE8THx1f5UhVjzH6GUHJ2IBQKIRaLIRQKKRAIcRJaqKcS7rpQT00wxnDq1CmkpqZi+/bt4DgOzz33HCZMmIDevXtX6Yv5lVdewTfffFNqe1JSElavXl3q/f763xICgYBCgJB6UNXvMwqGSnhTMPyVWq3Gpk2bkJqaihs3bqBhw4Zo0aIFOnbsiE6dOqFjx4545JFHHOYdSktLw4ABA8p9zQMHDqB///4A/v/ZAQB7CFAYEFK/KBjqiLcGQwnGGM6cOYM9e/bgt99+w2+//YasrCwAD2+a69u3L+7cuQOBQIDr16/bF74pS8+ePZGRkeGs0gkhf1PV7zOaQIZUSCAQoEePHujRo4d9W2FhITIzM5GZmQmdToecnBwAwB9//FHha92/f79eayWE1A0KBlJtSqUSvXv3Ru/evR22Z2Rk4MSJE+XuFx0dXd+lEULqAI1KInVmzpw5FT4/d+5cJ1VCCKkNCgZSZ5588kkkJSWV+VxSUpK945kQ4tooGEidWr16NQ4cOICePXuicePG6NmzJw4cOFBqqCohxHXRqKRKePuoJEKI56jq9xmdMRBCCHFAwUAIIcQBBQMhhBAHFAyEEEIcUDAQQghxQMFACCHEAQUDIYQQBxQMhBBCHLhNMHz66ad49NFH4efnB6VSWaV9GGOYNWsWoqKi4Ovri4SEBFy/fr1+CyWEEDfnNsFgNpsxbNgwvP7661Xe57PPPsOyZcuwcuVKnDx5Ev7+/hg4cCCMRmM9VkoIIe7N7abEWLduHd566y0UFhZW2I4xhujoaEyfPh1vv/02AECj0SAiIgLr1q3DyJEjq/R+NCUGIcRTeP2UGLdu3UJ2djYSEhLs2xQKBeLi4ipcRcxkMkGr1To8CCHEm3hsMGRnZwMAIiIiHLZHRETYnytLSkoKFAqF/dGoUaN6rZMQQlwNr8EwY8YMCASCCh9Xrlxxak3JycnQaDT2x507d5z6/oQQwjdel/acPn06xo0bV2GbmJiYGr12ZGQkACAnJwdRUVH27Tk5OejcuXO5+0mlUkil0hq9JyGEeAJegyEsLAxhYWH18trNmjVDZGQk0tPT7UGg1Wpx8uTJao1sIoQQb+M2fQxZWVk4f/48srKyYLPZcP78eZw/fx5FRUX2Nq1bt8bOnTsBAAKBAG+99Rbmzp2LXbt2ITMzEy+//DKio6MxZMgQno6CEEJcH69nDNUxa9YsrF+/3v7nLl26AAAOHTqExx9/HABw9epVaDQae5t3330XxcXFmDhxIgoLC9GrVy/s27cPMpnMqbUTQog7cbv7GJyN7mMghHgKr7+PgRBCSM1QMBBCCHFAwUAIIcQBBQMhhBAHFAyEEEIcUDAQQghxQMFACCHEAQUDIYQQBxQMhBBCHFAwEEIIcUDBQAghxAEFAyGEEAduM7sqX0rmGKS1nwkh7q7ke6yyuVMpGCqh0+kAgNZ+JoR4DJ1OB4VCUe7zNO12JTiOw/379xEYGAiBQMB3OXZarRaNGjXCnTt3PG46cE89Nk89LoCOzV0wxqDT6RAdHQ2hsPyeBDpjqIRQKETDhg35LqNccrnc7X9Zy+Opx+apxwXQsbmDis4USlDnMyGEEAcUDIQQQhxQMLgpqVSK2bNnQyqV8l1KnfPUY/PU4wLo2DwNdT4TQghxQGcMhBBCHFAwEEIIcUDBQAghxAEFAyGEEAcUDC5KrVZj9OjRkMvlUCqVSEpKQlFRUbntb9++DYFAUObjP//5j71dWc9v2bLFGYdkV91jA4DHH3+8VN2vvfaaQ5usrCwMHjwYfn5+CA8PxzvvvAOr1Vqfh1JKdY9NrVbjzTffRKtWreDr64vGjRtjypQp0Gg0Du34+NxWrFiBpk2bQiaTIS4uDqdOnaqw/X/+8x+0bt0aMpkMHTp0wJ49exyeZ4xh1qxZiIqKgq+vLxISEnD9+vX6PIQyVee4UlNT0bt3bwQFBSEoKAgJCQml2o8bN67UZ5OYmFjfh1G/GHFJiYmJrFOnTuzEiRPsyJEjrEWLFmzUqFHltrdarezBgwcOj48//pgFBAQwnU5nbweAffPNNw7tDAaDMw7JrrrHxhhjffv2ZRMmTHCoW6PR2J+3Wq2sffv2LCEhgZ07d47t2bOHhYaGsuTk5Po+HAfVPbbMzEw2dOhQtmvXLnbjxg2Wnp7OWrZsyV544QWHds7+3LZs2cIkEglbu3Ytu3jxIpswYQJTKpUsJyenzPbHjh1jIpGIffbZZ+zSpUts5syZzMfHh2VmZtrbzJ8/nykUCvbDDz+wCxcusGeffZY1a9bMqb9/1T2uF198ka1YsYKdO3eOXb58mY0bN44pFAp29+5de5uxY8eyxMREh89GrVY765DqBQWDC7p06RIDwE6fPm3ftnfvXiYQCNi9e/eq/DqdO3dmr7zyisM2AGznzp11VWq11fTY+vbty6ZOnVru83v27GFCoZBlZ2fbt3311VdMLpczk8lUJ7VXpq4+t23btjGJRMIsFot9m7M/t9jYWDZp0iT7n202G4uOjmYpKSllth8+fDgbPHiww7a4uDj26quvMsYY4ziORUZGsoULF9qfLywsZFKplH333Xf1cARlq+5x/Z3VamWBgYFs/fr19m1jx45lzz33XF2Xyiu6lOSCMjIyoFQq0b17d/u2hIQECIVCnDx5skqvcfbsWZw/fx5JSUmlnps0aRJCQ0MRGxuLtWvXVjoFb12qzbFt2rQJoaGhaN++PZKTk6HX6x1et0OHDoiIiLBvGzhwILRaLS5evFj3B1KGuvjcAECj0UAul0MsdpzKzFmfm9lsxtmzZ5GQkGDfJhQKkZCQgIyMjDL3ycjIcGgPPPz5l7S/desWsrOzHdooFArExcWV+5p1rSbH9Xd6vR4WiwXBwcEO2w8fPozw8HC0atUKr7/+OvLz8+u0dmejSfRcUHZ2NsLDwx22icViBAcHIzs7u0qvsWbNGrRp0waPPvqow/Y5c+agX79+8PPzw88//4w33ngDRUVFmDJlSp3VX5GaHtuLL76IJk2aIDo6Gr/99hvee+89XL16FTt27LC/7l9DAYD9z1X9mdVWXXxueXl5+OSTTzBx4kSH7c783PLy8mCz2cr8eV65cqXMfcr7+Zccd8l/K2pT32pyXH/33nvvITo62iFcEhMTMXToUDRr1gw3b97E+++/j6eeegoZGRkQiUR1egzOQsHgRDNmzMCCBQsqbHP58uVav4/BYMDmzZvx4Ycflnrur9u6dOmC4uJiLFy4sNZfMPV9bH/9ouzQoQOioqLQv39/3Lx5E82bN6/x61aFsz43rVaLwYMHo23btvjoo48cnquvz41U3fz587FlyxYcPnwYMpnMvn3kyJH2/+/QoQM6duyI5s2b4/Dhw+jfvz8fpdYaBYMTTZ8+HePGjauwTUxMDCIjI5Gbm+uw3Wq1Qq1WIzIystL32b59O/R6PV5++eVK28bFxeGTTz6ByWSq1Vwwzjq2EnFxcQCAGzduoHnz5oiMjCw1WiQnJwcAqvW6ZXHGsel0OiQmJiIwMBA7d+6Ej49Phe3r6nMrS2hoKEQikf3nVyInJ6fc44iMjKywfcl/c3JyEBUV5dCmc+fOdVh9+WpyXCUWLVqE+fPn48CBA+jYsWOFbWNiYhAaGoobN264bTBQ57MLKunEPHPmjH3b/v37q9yJ2bdv31KjWsozd+5cFhQUVONaq6u2x1bi6NGjDAC7cOECY+z/dz7/dXTJ119/zeRyOTMajXV3ABWo6bFpNBrWs2dP1rdvX1ZcXFyl96rvzy02NpZNnjzZ/mebzcYaNGhQYefz008/7bAtPj6+VOfzokWL7M9rNBpeOp+rc1yMMbZgwQIml8tZRkZGld7jzp07TCAQsB9//LHW9fKFgsFFJSYmsi5durCTJ0+yo0ePspYtWzoMe7x79y5r1aoVO3nypMN+169fZwKBgO3du7fUa+7atYulpqayzMxMdv36dfbll18yPz8/NmvWrHo/nr+q7rHduHGDzZkzh505c4bdunWL/fjjjywmJob16dPHvk/JcNUBAwaw8+fPs3379rGwsDBehqtW59g0Gg2Li4tjHTp0YDdu3HAY8mi1Whlj/HxuW7ZsYVKplK1bt45dunSJTZw4kSmVSvuorzFjxrAZM2bY2x87doyJxWK2aNEidvnyZTZ79uwyh6sqlUr2448/st9++40999xzvAxXrc5xzZ8/n0kkErZ9+3aHz6ZkCLhOp2Nvv/02y8jIYLdu3WIHDhxgXbt2ZS1btnTaP0jqAwWDi8rPz2ejRo1iAQEBTC6Xs/Hjxzvcj3Dr1i0GgB06dMhhv+TkZNaoUSNms9lKvebevXtZ586dWUBAAPP392edOnViK1euLLNtfarusWVlZbE+ffqw4OBgJpVKWYsWLdg777zjcB8DY4zdvn2bPfXUU8zX15eFhoay6dOnOwz5dIbqHtuhQ4cYgDIft27dYozx97l98cUXrHHjxkwikbDY2Fh24sQJ+3N9+/ZlY8eOdWi/bds29sgjjzCJRMLatWvHfvrpJ4fnOY5jH374IYuIiGBSqZT179+fXb16tV6PoSzVOa4mTZqU+dnMnj2bMcaYXq9nAwYMYGFhYczHx4c1adKETZgwwWHYtDuiabcJIYQ4oPsYCCGEOKBgIIQQ4oCCgRBCiAMKBkIIIQ4oGAghhDigYCCEEOKAgoEQQogDCgZCCCEOKBgIIYQ4oGAghBDigIKBEJ6oVCpERkZi3rx59m3Hjx+HRCJBeno6j5URb0dzJRHCoz179mDIkCE4fvw4WrVqhc6dO+O5557DkiVL+C6NeDEKBkJ4NmnSJBw4cADdu3dHZmYmTp8+XeeL7xBSHRQMhPDMYDCgffv2uHPnDs6ePYsOHTrwXRLxctTHQAjPbt68ifv374PjONy+fZvvcgihMwZC+GQ2mxEbG4vOnTujVatWWLp0KTIzMxEeHs53acSLUTAQwqN33nkH27dvx4ULFxAQEIC+fftCoVBg9+7dfJdGvBhdSiKEJ4cPH8bSpUvx7bffQi6XQygU4ttvv8WRI0fw1Vdf8V0e8WJ0xkAIIcQBnTEQQghxQMFACCHEAQUDIYQQBxQMhBBCHFAwEEIIcUDBQAghxAEFAyGEEAcUDIQQQhxQMBBCCHFAwUAIIcQBBQMhhBAHFAyEEEIc/D/gUzBoxW4nTAAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 500x500 with 1 Axes>"
       ]
@@ -65,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "id": "c30eb00a358e37ce",
    "metadata": {
     "ExecuteTime": {
@@ -76,31 +67,15 @@
    },
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:root:Running systems in parallel. num_parallel_cpu=-1\n"
+     "ename": "TypeError",
+     "evalue": "FixedComplexity.__init__() got an unexpected keyword argument 'reps'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[3], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdynadojo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchallenges\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FixedComplexity\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdynadojo\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbaselines\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdnn\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DNN\n\u001b[0;32m----> 4\u001b[0m challenge \u001b[38;5;241m=\u001b[39m \u001b[43mFixedComplexity\u001b[49m\u001b[43m(\u001b[49m\u001b[43ml\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mN\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msystem_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mNBodySystem\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_examples\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_timesteps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      5\u001b[0m data \u001b[38;5;241m=\u001b[39m challenge\u001b[38;5;241m.\u001b[39mevaluate(algo_cls\u001b[38;5;241m=\u001b[39mDNN)\n\u001b[1;32m      6\u001b[0m challenge\u001b[38;5;241m.\u001b[39mplot(data)\n",
+      "\u001b[0;31mTypeError\u001b[0m: FixedComplexity.__init__() got an unexpected keyword argument 'reps'"
      ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: title={'center': 'Fixed Complexity, latent=4'}, xlabel='$n$', ylabel='$\\\\mathcal{E}$'>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -122,13 +97,13 @@
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
-    "version": 2
+    "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
+   "pygments_lexer": "ipython3",
    "version": "3.10.14"
   }
  },