From 656cd303f92ecaa190cf4fc8970fe3c13ff892bc Mon Sep 17 00:00:00 2001
From: Kevin Wu <t-kevinwu@microsoft.com>
Date: Tue, 12 Jul 2022 20:43:04 +0000
Subject: [PATCH] Notebook comparing generated/real proteins

---
 jupyter/bond_angle_dist_comparison.ipynb | 271 +++++++++++++++++++++++
 1 file changed, 271 insertions(+)
 create mode 100644 jupyter/bond_angle_dist_comparison.ipynb

diff --git a/jupyter/bond_angle_dist_comparison.ipynb b/jupyter/bond_angle_dist_comparison.ipynb
new file mode 100644
index 0000000..9f066e0
--- /dev/null
+++ b/jupyter/bond_angle_dist_comparison.ipynb
@@ -0,0 +1,271 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os, sys\n",
+    "import math\n",
+    "\n",
+    "import torch\n",
+    "\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "#############\n",
+    "\n",
+    "SRC_DIR = os.path.join(\n",
+    "    os.path.dirname(os.getcwd()), \"protdiff\"\n",
+    ")\n",
+    "assert os.path.isdir(SRC_DIR)\n",
+    "sys.path.append(SRC_DIR)\n",
+    "import datasets\n",
+    "\n",
+    "BIN_DIR = os.path.join(\n",
+    "    os.path.dirname(os.getcwd()), \"bin\"\n",
+    ")\n",
+    "assert os.path.isdir(BIN_DIR)\n",
+    "sys.path.append(BIN_DIR)\n",
+    "from sample import sample"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Load in dataset of proteins and get the natural distribution of angles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "12673"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cath_dset = datasets.CathConsecutiveAnglesDataset(split='train')\n",
+    "len(cath_dset)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([2527164, 4])"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "select_by_attn = lambda x: x['angles'][torch.where(x['attn_mask'])]\n",
+    "\n",
+    "cath_dset_values = torch.vstack([select_by_attn(cath_dset[i]) for i in range(len(cath_dset))])\n",
+    "cath_dset_values.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Generate some proteins"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "10a6c85184034177a62ec84727ed40da",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "sampling loop time step:   0%|          | 0/1000 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([100, 512, 4])"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sampled_proteins = sample(\n",
+    "    100,\n",
+    "    \"/home/t-kevinwu/projects/protein_diffusion/models/1000_timesteps_linear_variance_schedule_64_batch_size_0.0001_lr_0.5_gradient_clip/lightning_logs/version_0/checkpoints/epoch=9-step=1990.ckpt\",\n",
+    "    \"/home/t-kevinwu/projects/protein_diffusion/models/1000_timesteps_linear_variance_schedule_64_batch_size_0.0001_lr_0.5_gradient_clip/training_args.json\",\n",
+    ")\n",
+    "sampled_proteins.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "torch.Size([51200, 4])"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sampled_proteins_flat = sampled_proteins.flatten(start_dim=0, end_dim=1)\n",
+    "sampled_proteins_flat.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(dpi=300)\n",
+    "sns.histplot(cath_dset_values[:, 0], stat='density', label=\"CATH proteins\", ax=ax, color='tab:blue')\n",
+    "sns.histplot(sampled_proteins_flat[:, 0], stat='density', label='sampled proteins', ax=ax, color='tab:orange')\n",
+    "ax.legend()\n",
+    "ax.set(\n",
+    "    xlim=(0, 10),\n",
+    "    title=\"Bond distance\",\n",
+    ")\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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nnXfSq1evOlYIAABAR7DsEnU3ZcqUmnaXLl0ydOhQwQMALEeKoshaa62V7t271/RPnTq1ThUBAADQkYQP1F3z8GHAgAHp1s1NOQCwvCmKIgMGDKjpa3onBAAAAMsP4QN1VZZlZs6cWdPX/KIEALD86NevX0175syZKcuyTtUAAADQUYQP1NXcuXMX6Gu+HAMAsPxo6e7Glv57AAAAgM5N+EBdtfRJxy5d/FoCwPKqpX/n3fkAAACw/HGVFwAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqJTwAQAAAAAAqFS3ehcAVZk9e3bGjBlT7zKWG8OHD0+3bp3vLeKZZ57J6NGj88ILL2TatGmZO3duBg4cmIEDB+Y973lP3vve96ZHjx71LhOWWyNHjswpp5zS2L711lszYsSI+hUEAAAA1EXnu7IICzFmzJgccc716TdoSL1L6fTenDQ+5x/9kWy44Yb1LqVN7r333vzqV7/Ktddem1deeaXVsT169Mi2226bAw88MAcccEBWXXXVxT7vU089lfe85z01fWuvvXbGjRuXLl0WfmPZiBEjcvvtty/2eduqLMuadlEUNe1nn302w4YNW6y5q5wLAAAAgOWP8IHlSr9BQzJgjWH1LoOl5PHHH8+xxx6bv/3tb20+ZubMmbnzzjtz55135mtf+1qOOuqoHH/88VlttdXaff6LLrpogb4XXnghf/3rX7PXXnu1ez5ojTsKAAAAgM5E+AB0Sr/61a9yzDHHZMaMGQu81r9//2y00UYZNGhQVlpppbz66quZOHFinn766UyfPr1x3DvvvJOf/vSnufHGG/Pkk0+26/yzZ8/OpZde2uJrF154ofABAAAAgBWa8AHodM4444x897vfrenr0qVLDj744Hzuc5/LTjvtlO7duy9w3PTp03PzzTfn6quvzuWXX57Zs2cnSYsBxqLccMMNmThxYouvXXPNNXn11VcXejfFlVde2eZzrrPOOjXtO+64I+9617vaVywAAAAALGXCB6BTufbaa/O9732vpm/DDTfMb3/722y22WatHtu7d+/ss88+2WeffXL88cfnhBNOyFVXXbVYdVx44YU17X322SfXXXddkoalnS677LIcd9xxLR67xhprLNY5k+Rd73qXvRVYpo0cOTIjR46sdxkAAAAsDy7ZJznsunpXwWJa+I6oAMuYsWPH5tBDD63ZSHmbbbbJnXfeucjgobn1118/v/3tb3PRRReld+/e7Tp24sSJueGGGxrbG2ywQc4999yaTaZb2g8CAAAAAFYUwgeg0/j2t7+dN954o7E9cODA/OEPf8iqq6662HN+9rOfbbxjoa0uvfTSxiWbkuTQQw/N2muvnd13372x71//+lfuv//+xa4LAAAAADozyy4BncLTTz+dP/zhDzV9Z511ViX7H6y33nrtGt/0roYuXbrkM5/5TJKGIONvf/tb42sXXnhhttlmmyWuj5ZNnDgx9913X1566aVMmTIlgwcPzoYbbpjtt98+RVFUeq6HH344//73vzNx4sS89dZbGTx4cD7zmc+0uLfIfDNmzMjdd9+d5557LpMmTUrXrl0zaNCgDB8+PNtuu226dVt2/gl+/PHH869//SuTJk3K1KlTs8oqq2TNNdfMzjvvvEThXhWeeuqpPPLII3nxxRcze/bsDBo0KFtttVXe+973LvacZVnmiSeeyL/+9a+8/PLLmTZtWrp27Zq+fftmzTXXzLrrrptNN900PXr0qPArAQAAgBXLsnPlA6AVP/3pTzN37tzG9uDBg3PIIYcs9TruuOOOPPXUU43tD3zgA40ByH777ZeVVlopU6ZMSZJcccUVOeuss9KnT5+lXufyYMSIEbn99tsb2/OX27r33nvzgx/8IDfddFPmzJmzwHFDhgzJ1772tRx77LFtusB/2223Zbfddmtsn3zyyRk5cmTmzJmTs846K+eff37GjBmzwHGf+MQnMnDgwAX6R48enZEjR+b666/P9OnTWzznSiutlP333z8nn3xy1l577TbX1tTC+udrujxZS1577bWceeaZueyyy/LSSy+1OKZLly7Zcccdc/LJJ+eDH/xgq/PNN3LkyJxyyimN7VtvvTUjRoxocey4ceNqNlU/9NBDc8kllyRJrrvuupx22mm55557Wjx23XXXzfe///0cfPDBbaorSaZOnZof/vCHufTSS/Piiy+2OrZHjx7Zdttts99+++WrX/1q5YEWAAAALO8suwR0CjfddFNN+7Of/WyrnzrvKM03mj7ssMMan/fu3Tuf/OQnG9tTp07N1VdfvbRKWyGce+652XHHHXP99de3GDwkyfjx4/ONb3wj22+/fSZNmrRY55kwYUJ22WWXfOtb32oxeGhJWZY54YQTstlmm+Xqq69eaPCQJFOmTMmFF16YDTbYIOeff/5i1bgkfv3rX2fdddfN//7v/y40eEiSuXPn5s4778wee+yRT3/605k5c2aH1zZnzpwcc8wx+ehHP7rQ4CFp2APmkEMOyZe//OVFBi1J8uijj2ajjTbKaaedtsjgIWnYOP7OO+/M17/+9YX+rgEAAAAL584HYJn34osvZuzYsTV9TfdXWFqmTZuW3/3ud43tAQMGZL/99qsZc9hhh+WCCy5obF900UWNyzKxZH73u9/VXGheffXVs+WWW2bgwIF5+eWXc88999Rc8H/wwQez22675Y477sjKK6/c5vO888472W+//XLvvfcmSbp27Zqtttqq8Q6F559/Pg8++OACx33uc59r/NT+fEVRZIsttsi6666b2bNn5+mnn87o0aMbX58xY0aOPPLITJo0Kccff3yba1wSJ510Un7wgx8sUOd73vOerL/++unfv39ef/31PPDAAzXhzWWXXZYJEybkpptu6tAlo4499ticc845jXVtttlmWXfdddOzZ88899xzuf/++2v2XDnnnHOyySab5KijjlronJMnT86ee+6Zl19+uaZ/jTXWyKabbppVV101Xbt2zbRp0/LCCy/kySefzIwZMzrmCwQAAIAVhPABWObdddddNe2iKLL11lsv9TquuOKKvP32243tT37yk+ndu3fNmB133DEbbLBB49JMt99+e8aMGZPhw4cv1VqXR0ceeWTKsszgwYNz9tln5xOf+ES6du3a+Ppbb72Vs846K6eeemrjJ/RHjx6dY445Jpdddlmbz3POOedk2rRp6dKlS7761a/mu9/97gL7Hrzwwgvp169fY/vcc89dIHjYf//986Mf/ShDhw6t6X/sscdy9NFH5+9//3tj34knnpitt946e+21V83Y7bffPs8++2yShqXHfvaznzW+dsUVV2T77bdv89eVNGyW3jR46NKlS44++uh84xvfyLvf/e6asWVZ5pprrsmxxx6b559/Pkly880358QTT8z//M//tOu8bXX99dfn1VdfTZJ8/vOfz8knn7zAvi4vvfRSjjjiiNxwww2Nfd/5znfymc98Jn379m1x3jPPPLMmeNh8883zi1/8IjvttFOL42fPnp1//OMfufbaa3PxxRcv6ZcFAAAAKyThA7DMa74szODBg9v1SfaqtLbkUlOHHnpozafYL7roopx++ukdWdpiacvSM8uS119/PWussUbuuOOOFsOcvn375sQTT8x73/ve7L///o1L5Vx++eX57Gc/mw984ANtOs+0adOSJL/5zW9y0EEHtTim6T4NL7/8cr7xjW/UvP61r30tP/7xj1s8dtNNN83NN9+c/fffP9dcc02Shgv9hx9+eMaOHVuzyXGvXr0ybNiwJFlgf4k11lij8bW2eO6552ruDujZs2f+9Kc/5UMf+lCL44uiyL777psdd9wxO+20U+PyU2eeeWaOOOKImr0aqjI/eDj33HMXeifDWmutlWuuuSbbb7994x0oU6dOzZVXXpnDDz+8xWPmf5+TZJVVVsnNN9+cVVZZZaF1dOvWLbvsskt22WWX/OAHP1imNgcHAACAzsKeD8Ayb/LkyTXtljb57WiPPfZY7rvvvsb2+uuvv9BPTX/mM59Jly7/eXu99NJLl8k143fZZZess846i/Wol/POO2+Rd5Hsu+++Ofroo2v6mt4x0Baf+9znFho8NHfuuefWLPe07bbb5swzz2z1mG7duuXXv/511lprrca+l156KVdeeWW76myPM888s6bOn/zkJwsNHppaffXVM2rUqMb2nDlz8pOf/KRDakySgw46qNUllJKG71/TTa2T5JZbblno+Oeee67x+W677dZq8NBcr1692jwWAAAA+A/hA7DMe+2112ra9Qgfmt/1cOihhy507Lve9a588IMfbGyPHz8+N954Y4fVtqLYaqut8l//9V9tGnvSSSfV3EFw/fXXt2vz6e985zttHnvppZfWtH/wgx/UhE8LM2DAgHz3u9+t6Wu+dFNV3nrrrVx00UWN7XXXXTdHHnlkm4/fZpttsssuuzS2r7322krra+rEE09s07g999yz5mf8z3/+s03HvfLKK4tVFwAAANA+wgeARZg5c2bNngFdunRZ5CbSzZdkanrhl8XT1jsRkmTVVVfNnnvu2dieO3du/vGPf7Tp2E022STrr79+m8a++OKLNZ+qX2ONNWqCp0U5+OCDa/atuPfee2s2U67KnXfeWXPXw/7779+mgKSp3XbbrfH5c88917gPRJXWXXfdbLjhhm0a271796y33nqN7dZChaZz3nXXXbnqqqsWv0gAAACgTYQPwDKv+RIpU6ZMWarnv/baaxvXok+S3XffvWbN/5bst99+WWmllRrb11133TL3ietnn302ZVku1qMetttuuyUaf//997fpuC222KLN53jggQcWOGd7LuoPHDgwG220UWP77bffzujRo9t8fFvdeeedNe0hQ4Zk3Lhx7Xo0vcsgScaOHVt5nRtvvHG7xjfd+6W194WmwdXcuXNzwAEHZO+9986oUaMWWNYNAAAAqIYdFIFl3qqrrlrTfuONN5bq+du60XRTvXr1ygEHHJDzzz8/STJr1qz8+te/XmBjYtpugw02aNf45ncvtDX8WX311dt8juZztrfGpOFT+Y899thC56zCCy+8UNM+7rjjctxxxy3RnB1x0b69G8l379698Xlrd4x8+ctfztVXX5177rmnse/GG2/MjTfemKIosskmm2SHHXbITjvtlF133bVdG3kDAAAALXPnA7DMGzJkSE174sSJSy2AePHFF/OXv/ylsT1gwIB8/OMfb9Oxn/3sZ2vazUMM2mfAgAHtGt/0zpOk7RfL+/fv3+ZzvP76662esy0Wt872aL5vShWmTZtW+ZztXQqqrXr27Jm//e1vOeKII2qWuUqSsizz2GOP5YILLshhhx2WddZZJ+973/vyk5/8JG+//XaH1AMAAAArAuEDsMzbaaedatplWbZ5CZ0ldfHFF2fu3LmN7alTp6ZPnz4pimKRjx122KFmrieffDJ33333UqmbBRVFUfmczZegquIcHVHnzJkzK5+zXstvLa6+ffvm//7v//L000/nlFNOyTbbbJNu3Vq+AfTRRx/N1772tay//vq59dZbl3KlAAAAsHwQPgDLvLXXXjvrrLNOTd/SuCBYlmUuvvjiSue08fTimzp1arvGN98DoL1L+rRFFfuRLI06V1tttZr23Xffvdj7fcx/tGX5sWXROuusk5NOOin33Xdf3njjjdx666059dRTs+eee6Znz541Y8ePH5+999479957b52qBQAAgM5L+AB0Ch/60Idq2hdffHFmzZrVoee85ZZb8uyzz1Y6529/+9u8+eablc65onjqqafaNf7pp5+uabdnL4e2aj5ne2tMkn//+9+tzlmFwYMH17QXp87lUd++fTNixIgcf/zx+fOf/5zXXnst559/ftZcc83GMTNmzMjXv/71OlYJAAAAnZPwAegUjjvuuJr14CdOnJjLL7+8Q8/ZfI+GM844I88++2y7HwcddFDjHG+++WauuuqqDq17edV0s+C2aP5p9W222abKcpIkW2+9dU37nnvuqVmma1HeeOONPP74443tPn36ZOONN25x7JIsx7TjjjvWtJvuY8J/9O3bN1/4whdy9913p2/fvo39d999d4dsBA4AAADLM+ED0ClssMEG2W+//Wr6vva1r2X8+PFLPPczzzyzQN/rr7+eP/7xj43tbt265fDDD8+wYcPa/Wi+PI2NpxfPFVdc0eaxr732Ws0F9i5duiywB0cV3vWud2Xo0KGN7YkTJ+aWW25p8/FXXHFF5syZ09jebrvt0r179xbHNl8S6J133mnzeT7wgQ/UbLR87bXXupjeimHDhmX33XdvbJdlmXHjxtWvIAAAAOiEhA9Ap3HGGWdkwIABje3XX389n/jEJ/L6668v9pwXX3xx9tlnnwX6L7/88syYMaOxvcceeyywbn5b7b777lljjTUa23fffXeefPLJxZprRfbggw/mmmuuadPY73//+zWbLO+9994ZNGhQh9T1mc98pqZ94okntmkz5jfffDOnn356Td+hhx660PEDBw6saU+YMKHNNa688so5+OCDa879jW98o83Hr4iab0bdPPwBAAAAWid8ADqN4cOHL7AB9D333JNddtkljz32WLvmGjNmTA444IB87nOfy/Tp0xd4vfndCU2XTmqvrl275pOf/GRNn42nF88Xv/jFFu9UaepPf/pTzjnnnJq+Y489tsNq+tKXvpRevXo1tu+555585zvfafWYOXPm5LDDDsuLL77Y2DdkyJAceOCBCz1mo402qmm3d+mkkSNH1lxA/81vfpNvf/vbNXdetMXjjz+ev//97+06pp6ef/75XHrppe26U2TChAn529/+1tju0aNH1l133Y4oDwAAAJZbwgegU/n4xz+eH/zgBzV9o0ePzvve974cdthh+fvf/77QjainT5+e66+/Pocddlg22mijhe698NBDD+Xhhx9ubPfp0yf77rvvEtXdPLz49a9/ndmzZy/RnCualVdeORMnTszOO++cq666aoG9Fd56662ceuqpOeCAA2ouqB900EH54Ac/2GF1rbHGGjnzzDNr+n74wx/mwAMPzAsvvLDA+Mcffzwf/OAH8/vf/76xryiK/OpXv0qPHj0Wep6tt946/fr1a2xfeeWVOeaYY3LLLbfkqaeeyrhx42oeza2zzjo5//zzF6hz5513zv/7f/+v1d/HcePG5Zxzzsnuu++eTTbZpF1LS9Xb5MmTc9hhh+Xd7353vvzlL+fmm29uMXBMGpZX+utf/5oRI0Zk2rRpjf0f//jH079//6VVMgAAACwXui16CMCy5YQTTshqq62W4447rvHTzHPnzs2ll16aSy+9NP3798/GG2+cQYMGZcCAAXnttdcyceLEPPXUUy1edOzTp09Nu/ldDx/96EdrLvouju222y7rrbde46f2X3755Vx33XVLHGqsSH75y1/mU5/6VCZOnJgDDjgggwcPzlZbbZWVVlopL7/8cu655568/fbbNcdssskm+fnPf97htX35y1/Offfdl9/85jeNfVdeeWV++9vfZquttso666yTOXPm5KmnnmrxLp2TTz45H/7wh1s9R9++fXPkkUfmxz/+cZKGC+W/+MUv8otf/KLF8S0t/fSZz3wmEydOzHe/+93G8Oaee+7Jxz72sfTp0ydbbLFFBg8enN69e2fatGl59dVX8/jjj+eNN95o67dimfXKK6/knHPOyTnnnJOuXbtmww03zLvf/e7G5awmTZqURx55JJMmTao5bvXVV89ZZ51Vh4oBAABIklwyb7nsw66rbx20m/CB5cqbk5Z882Hmfx+3qHcZrfriF7+YnXfeOV/5yldy66231rw2bdq03HvvvYuco3fv3vnKV75Ss0TOjBkzMmrUqJpxS7LkUlMHHnhgTj311Mb2hRdeKHxohwMOOCCvvPJKjjvuuMydOzcvv/xybrjhhoWO33LLLXPTTTdllVVWWSr1XXrppRkyZEjOPPPMxgv7ZVnmgQceyAMPPNDiMT179sxPfvKTHHXUUW06x2mnnZann34611577WLX+a1vfSubbbZZPvvZz2bixImN/W+//XbuuuuuNs2x8sorL/b5lwVz5szJ6NGjM3r06FbHbbzxxrnmmmuy5pprLqXKAAAAYPkhfGC5MXz48Jx/9EfqXcZyYosMHz683kUs0qabbppbbrkl//jHP3LhhRfm2muvXeBTy8317NkzO+ywQw488MB88pOfXGAT39///vc1n/JeeeWV86EPfaiSeg866KCa8OHGG2/M+PHjM2TIkErmXxEcc8wx2XLLLfP9738/N998c4v7FQwZMiRf/epXc9xxxy2waXBHKooiZ5xxRg4++OCMHDkyN95440KX9xkwYED233//nHTSSRk6dGibz9GzZ89cc801ufnmm3PVVVflwQcfzLhx4zJt2rSaDbYX5UMf+lCeffbZXHTRRbngggvyyCOPtLpJdvfu3bPNNttkzz33zEEHHZT111+/zeeqt0022SQ33nhjbrjhhtxyyy154oknFliyq7ktt9wyhx9+eI444oil+jsEAAAAy5OitYsN0FxRFJskaVwz5LHHHssmm2yy2PPNnj07Tz/9dE3f+uuv72IPi+3pp5/O6NGj8+KLL2batGmZO3duBg4cmFVWWSXvec978t73vjfdu3evd5m0wYgRI3L77bc3tpv/ezVhwoTce++9eemllzJt2rSsvvrq2XDDDbP99tunS5f6b2k0Y8aM3HXXXXnuuecyadKkdO3aNauttlqGDx+e7bfffpl6n5s8eXLuueeeTJgwIZMnT86sWbPSr1+/rL766tlggw2y4YYbLrA8WWc1derUjB49Os8++2xefvnlvPXWW+nevXsGDBiQYcOGZfPNN3enQwfzbz8AANBm85dcSiy7tBhGjx6dTTfdtGnXpmVZtr4MQIX8Xx6wXFl//fU71aeyWXxrrrnmMr1sVa9evfKBD3yg3mW0ySqrrJK999673mUsFQMGDMgOO+yQHXbYod6lAAAAwHKt/h8NBQAAAAAAlivCBwAAAAAAoFLCBwAAAAAAoFLCBwAAAAAAoFLCBwAAAAAAoFLCBwAAAAAAoFLCBwAAAAAAoFLd6l0AALTktttuq3cJAAAAACwmdz4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAAACVEj4AAAAAALBsu2SfeldAOwkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAAAAAACASgkfAFiqhg0blqIoUhRFhg0bVu9yltiIESMav56iKOpdDsuQpr8XI0aMqHc5AAAAsFQJHwAAAAAAgEp1q3cBUKlL9ql3BcuPw66rdwUALWp6h8muu+6a2267rX7FAAAAAC1y5wMAAAAAAFAp4QMAAAAAAFApyy4BAHSAsizrXQIAAADUjTsfAAAAAACASgkfAAAAAACASll2CeiUXn/99Tz88MN5+umnM2XKlLzzzjvp3bt3Bg4cmKFDh2ajjTbKWmut1e55Z8yYkccffzz//ve/88orr+TNN99Mnz59svLKK+c973lPttpqq/To0aPyr+epp57Ko48+mpdeeinTp0/PkCFDsssuu2SdddZp9bi5c+fmvvvuy6OPPppXX301ffv2zdprr53dd989AwcOrKy+6dOn54477siLL76YV155JSuvvHKGDh2aESNGpFevXpWdp61mz56d++67L2PHjs2kSZPyzjvvZNCgQRk2bFh22mmnSmoaM2ZM7rvvvowfPz7dunXLWmutlU033TQbbbRRBV9BdebOnZt77rknY8eOzfjx49OrV6+stdZaef/7359BgwZVeq4pU6bk7rvvzvjx4/PKK6+kV69e2XXXXbPlllu2etzYsWPzwAMPZNKkSZkyZUpWXnnlDB48ODvssEPWXHPNSmtcEm+++WbuuuuujB8/PpMmTUrXrl2z+uqrZ6ONNsqWW26ZLl3q95mNGTNm5M4778xzzz2XV155JQMGDMjQoUPz/ve/PwMGDFjseTvqvRQAAACED0Cncuutt+aMM87IzTffnDlz5rQ6dq211sqHP/zhfPnLX8773ve+hY4bO3Zsrrrqqtxwww259957M3PmzIWO7dWrVz7+8Y/n29/+djbbbLM2110URePzXXfdNbfddluS5Pe//33OPPPM3HvvvS0e8+EPfzg///nPs+6669a8Nnv27Jx99tn50Y9+lAkTJixwbLdu3fKFL3whp59+eptCiJEjR+aUU05pbN96660ZMWJExo8fn5EjR+bKK6/MtGnTFjiuX79+OeSQQ3LaaadllVVWWeR5ltQTTzyRU089Ndddd12mTp3a4pjevXvnYx/7WL7//e9ngw02aPc5/vrXv+Y73/lOHnrooRZf33LLLfO1r30tBx98cLvnXhy33XZbdtttt8b2ySefnJEjR2bGjBk588wzc8EFF+SFF15Y4LiuXbtmzz33zI9+9KNsvPHGbTrXiBEjcvvttze25+9ZMHr06Bx//PG56aab8s4779Qcc+yxx7YYPsycOTPnn39+zj777Dz99NMLPecWW2yRb37zm/nUpz5V8/dkUbXNd/vtt7d63PzvV2v+/Oc/53//939z5513ZtasWS2OWW211XL44Yfn29/+dlZeeeVW55tvYX/vW3LYYYfl0ksvbWw/++yzGTZsWN54442ceOKJueyyy/LGG28scFy3bt1y0EEH5fTTT29XSNAR76UAAADQlGWXgE6hLMsce+yx2X333fOXv/xlkRfLkuSll17Kr371q/zud79b6JjJkydnvfXWy3e/+93ccccdrQYPScOnj0eNGpUtt9wyZ555Zru/jvnmzp2bI488Mvvvv3+LwUPS8DXfcMMN2WabbWouhE+ePDm77rprvv71r7cYPCQN4cQvf/nL7Lrrrnn11VcXq8a77747733ve3PBBRe0GDwkDZ8UP++887Lhhhsu9Ouowpw5c/LVr341m266aUaNGrXQ4CFpuEvjt7/9bTbZZJP87Gc/a/M5yrLMMccckz333HOhwUOSPPTQQznkkENyyCGHZPbs2e36OqoyceLE7LDDDjnppJNaDB6Shu/ZjTfemM033zznnXfeYp/rvPPOy9Zbb51rrrlmgeBhYZ588slsuummOeaYY1oNHpLkn//8Zw466KDstNNOefnllxe7zsXx6quvZo899siHPvSh3HrrrQsNHuaP/d///d+sv/76+fvf/75U6rvvvvuy+eab5xe/+EWLwUPS8Hf917/+dbbZZps8+uiji5yzo95LAQAAoDl3PgCdwumnn56zzz67pq9bt27ZbLPNMnTo0PTt2zfTp0/P66+/nieffDLjx49v07xz585doG/ttdfOe97znqy00krp1atXpkyZkieffDLPPPNM4yfB58yZk29961spiiLf+MY32v31fOMb38j555+fJOnSpUu22GKLDBs2LEVR5PHHH8/jjz/eOHby5MnZd9998/jjj6dbt27Za6+98sADDyRpuBNju+22y5prrpnp06fngQceyEsvvdR47KOPPprPf/7z+dOf/tSu+saMGZNvfvObjRc8e/fune233z6DBw/OG2+8kYceeiivvPJK4/hJkyZlzz33zM0335ytt9663d+P1kyfPj377rtv/vKXv9T0d+/ePZtvvnne9a53pWfPnpk4cWLuu+++vP3220kaLsoed9xxef311xf5yfck+dKXvrTARfouXbpk6623ztChQzNz5sw88cQTeeqpp5Ikl19+eaVLW7XVO++8k4985CN5+OGHG2vcaqutMmzYsAVqTJJZs2blqKOOSlEUOfLII9t1rj/+8Y/50pe+1Ph7P3jw4GyxxRZZeeWV89prr7V4sfuhhx7KHnvskcmTJ9f0r7rqqtl6662zyiqr5JVXXsm9996bN998s/H1f/zjH9lhhx1y++23Z+21125XnYtjzJgx2WuvvTJ27Nia/v79+2errbbK4MGDM2fOnIwbNy4PPfRQ43vFa6+9lj322CPXXntt9tprrw6r76mnnsqBBx7Y+H1ceeWVs/XWW2e11VbLW2+9lQceeKDmfW7ChAnZb7/98uijj6Zv374Lnbej3ksBAACgOeEDsMybMmVKTj311MZ2165dc+KJJ+bYY49d6MXfCRMm5Kabbsqvf/3rVpdkSRouYu+77775+Mc/nj333HOhyweNHTs2Z555Zv7v//6v8WLsd7/73ey1115573vf2+av55FHHmlcPuawww7LaaedliFDhtSMueOOO/LJT34yEydOTJK88MIL+fGPf5xXXnklDzzwQHr27JlTTjklxxxzTPr06dN4XFmWueCCC3L00Uc3fir/mmuuyW233ZYRI0a0ucZvfetbeeONN9KjR4+ceOKJ+epXv1pzQXPOnDm5+uqrc+yxxzZ+Wn3q1Kk56KCD8sgjj6R3795tPteiHH300TXBw0orrZSRI0fm8MMPT//+/WvGTp8+Peeee25OOOGEzJgxI0ny/e9/P9ttt10+/OEPL/QcV1999QLBw8EHH5wf/vCHC/xs7r333hx11FH55z//mXPOOafNS/BU5f/+7//y+uuvJ0kOPPDAnHnmmQsst3P//ffnqKOOyoMPPtjY95WvfCU777xzNtlkkzaf69BDD01Zltl4443zk5/8JHvssUfN36c5c+bUhF3Tpk3LJz/5yZrgYfXVV89ZZ52VAw44IN26/ec/O2bMmJH/+7//y/e+973GwOjZZ5/NwQcfnFtvvTVdu3atqeXKK69s/Jk23Qtlu+22y5VXXrnQr6Gl94i33347++23X03w8J73vCennXZa9t133wXOPWHChJx88sm54IILkjQsKXXIIYfk4Ycf7rD9EA4++OBMnjw5Q4cOzY9+9KPst99+NXWVZZlRo0bliCOOaPz+jR07NmeddVZOPPHEFufs6PdSAAAAaMqyS8Ay789//nPjRcckOeGEE3LyySe3+qnzNddcM5/97Gdz66235nvf+95Cxw0YMCDjxo3LVVddlU996lOt7luw7rrr5pe//GUuuuiixr7Zs2fnxz/+cbu+nvl3E/zgBz/IxRdfvMDF7STZZZdd8sc//rHmYt9PfvKTnHfeeenRo0f+/Oc/59vf/nZN8JA0rDF/xBFH5LTTTqvpv/DCC9tV4+uvv56uXbvmt7/9bU444YQFPkndtWvXHHDAAbnjjjsyePDgxv6nn346p59+ervO1Zrf/e53ufjiixvbQ4cOzcMPP5zjjjtugeAhabhD4+tf/3puvvnmxk2ny7LMV77ylRbvckkaAoujjz66pu/b3/52LrvsshZ/Ntttt13uuOOO7LjjjknSGAQsLfPP9/Wvfz2jRo1q8eL3Nttsk7///e/ZZZddGvtmzpyZL37xi+0617Rp07LNNtvk7rvvzp577rnAxeeuXbvm3e9+d2P75JNPzjPPPNPYXmONNXLnnXfm4IMPrgkekoa7do499tjceOONNWHVHXfc0eIyUWussUaGDRuWYcOGLTDP/P6WHi29T3zzm9/MY4891tj+8Ic/nH/+85/5xCc+sUDwkDS8n5x//vk1f9dfffXVhV7kr8Krr76aTTbZJPfff3/233//BeoqiiIHH3xwLr/88pr+X/3qV43haHMd+V4KAAAAzQkfgGXec889V9Pef//923V8a5/C79GjR4sXmFtz2GGHZZ999mlsX3XVVa2uFd+S3XbbLccff3yrY7bffvuajYanTJmSuXPn5sQTT8yuu+7a6rHHHHNMTWBw8803t6u++XPsu+++rY5Zf/3188tf/rKm77zzzmvz3gCtKcsy3//+9xvb3bp1y7XXXrvAxeeW7LjjjjXHjhkzZqFLT11xxRU1S0hts802iwxQ+vbtmyuuuKLV5W060lZbbZUf/vCHrY7p06dPRo0alX79+jX23Xnnna3uZ9Fcz549M2rUqKy00kqLHDt16tT86le/qum74IILsv7667d63Pvf//784Ac/qOn7yU9+stCwaEmNHz++ps5hw4bl6quvbtPdOl/72tey9957N7Yvv/zyxruTqtatW7f87ne/y6BBg1odt++++9Ysdfb8889nzJgxLY7tyPdSAAAAaE74AHQ6TS8U18snPvGJxufTp09vXH+/rb773e+2aQmTPfbYo6bdp0+ffOUrX1nkcb17987OO+/c2J4wYUK7vm89evTICSec0Kax++23X7bccsvG9quvvprrr7++zedamFtvvbXm0+kHH3xwNttsszYff/TRRzfe/ZAk1157bYvjfv3rX9e0R44cmS5dFv3P47vf/e584QtfaHM9VWprje9617tyxBFH1PRdcsklbT7P/vvvn+HDh7dp7B/+8Ieajcl32GGHmpCuNccee2zWXHPNxvYzzzyTO++8s811tsd5551Xs7H8ySefvMAdRK35+te/3vh85syZuemmmyqtb75PfOIT2Wijjdo0tvn3+Z///GebjlsW3ksBAABadMk+DQ86NeEDsMzbcMMNa9rHH398zUa1HWXWrFmZPHlynn/++YwbN67m0b1795qxTzzxRJvn7d27d5v3X2j+qfEdd9wxAwYMWKxj5+/N0BZ77bVXVl111TaPP+igg2raVVw4/utf/1rTPuCAA9p1fJ8+fbLttts2tu+4444FxsyaNSv33XdfY3uVVVZp1ybCBx98cLtqqsLKK6+cD33oQ20evyQ/m0Xd+dLavIccckibj+3WrVsOPPDAVuerStPfq65du7b70/8777xzzRJSLf1eVeEjH/lIm8c2DykWFirU670UAACAFZMNp4Fl3gc+8IGsvvrqjRfU7rnnnqy//vo5/PDDs99++2WLLbZo06fAF+XZZ5/Nb3/729xyyy157LHHMmHChDYf2551/9dbb70FwouFab7cTVs/Cd3SsVOnTm3zsdttt12bx7Y0/v7772/X8S1pfvF5lVVWybhx49o1R9OgZty4cZk7d27N78ro0aMzffr0xvZWW23V4pr/C7P55punZ8+elSwz1VZbbbXVAvsntOZ973tfevXq1bjW/6OPPpqZM2emR48eizx2iy22aPN5HnjggZr2/D0x2mrHHXfMWWed1diu4neouRkzZtRswr322mvn1VdfzauvvtqueQYOHNh4TNM9Lqq08cYbt3ls803Pp0yZ0uK4pfVeCgAAAInwAegE+vTpk/POOy/7779/4zrwEydOzGmnnZbTTjstAwcOzA477JAddtghu+yyS7bffvua5XYW5bXXXsu3vvWtXHLJJYu9zvzCLva1pPmFwtY0v8jc2sawizq2PftSbLDBBm0emyx4l0UVy7m88MILNe3tt99+ieabO3du3njjjZpNxZvfDbKo/Qma69atW9ZZZ508+eSTS1Rbe7T3Z9OtW7cMGzasscY5c+bktddeq1nmaGFWX331Np+n+c+8vXU2/1R+RywJNHHixJq/B+PGjcs666yzRHNOnjx5SctqUXveJ5qHmQv7u97R76UAAADQlI+3AZ3Cfvvtl5tuuqnF9effeOON3HjjjTnppJOy2267ZdCgQTn44IPb9MnpCRMmZJdddslFF120RBvctufYJflk8dL6VHJbl3aar/ldFlVckH3ttdeWeI7mmu5JkCx4x0p7v+5kwa+9o1VRY1t/Pv3792/zOZp+L7t169aufRSSjvkdam5p/E5VpaP+rnfUeykAAAA0J3wAOo099tgjTzzxRP7whz/kU5/6VAYPHtziuDfffDOjRo3Ktttum8997nM1y+o09/nPf75mv4Zu3bplv/32y3nnnZd77rknL7zwQqZNm5ZZs2alLMvGx6233lr517csactm2K2Nb+/xLWm6KXBVyrJs9fUq6u5oVdTY0V/nslpjPX6nlkUd8V4KAAAAzVl2CehU5ocD++23X5JkzJgx+cc//pG77rorf/3rXzN27Nia8RdffHHeeOON/OEPf1hgrvvuuy833HBDY3u11VbLn//852y55ZaLrKM9+yd0Ru1ZRipp+MR0U+1ZMmZhVltttYwfPz5J0qtXr7z99tuVX5Bu61r5rVmcY5ZEFTVW8fNpbuWVV27cJ2XWrFmZPn16evfu3ebjl0aNq622Wk17zz33zJ///OfKz9MZVPleCgAAAC1x5wPQqQ0fPjyf/vSnc9555+WZZ57JP//5zxx44IE1Y/74xz/mb3/72wLHXnPNNTXtH/7wh20KHpI0XhRfXj311FPtGv/000/XtNuzV8DCNP009owZM/L8888v8ZytnSNZ8OtYlNmzZ+fZZ5+tsqRFau/PZvbs2TUbdXft2rVm34uqNP+Zt7fOf//7363OV4XmP+/21rg8W5L3UgAAAGiJ8AFYrmy++eYZNWpUvvSlL9X0//GPf1xgbPMLzfvss0+bz3P33XcvXoGdxD333NOu8ffee29Ne5tttlniGnbcccea9l/+8pclnrO5TTbZpObT+Q8++GBmz57d5uMffvjhvPPOO5XX1Zr21vjII49kxowZje3NNtssPXv2rLyurbfeuqbd3r8jzcdX8TvU3IABA7LJJps0tseNG9fuwGlF0Z73UgAAAGiJ8AFYLh1++OE17ZY+nd58qaC2bhw8ZcqU/OlPf1rc0jqFv/zlL+3anHfUqFE17Z133nmJa9hrr71q2r/61a+WeM7munfvnm233baxPXny5HYtw3P55ZdXXtOivP7667npppvaPL4jfjYtaT5ve743c+bMyRVXXNHqfE01DU/aG/40/7264IIL2nX8iqYt76UAAADQEuEDsFzq1q12S5uWPundfE35J598sk1zjxw5MtOmTVv84jqBmTNn5tRTT23T2D/+8Y956KGHGturrbZaPvKRjyxxDR/+8Iez3nrrNbbvu+++XHTRRUs8b3Of+cxnatqnnHJK5s6du8jjnn/++bpduB45cmSbanzxxRdz/vnn1/QdeuihHVLTxz/+8fTv37+xfdddd+XGG29s07Fnn312zVJm6667bqvhw8CBAxufz99noq2OOuqomveHn//85xk9enS75liRtOW9FAAAAFoifACWeZdffnmeeOKJdh3z61//uqa90UYbLTDmfe97X037jDPOWOS8F154YX72s5+1q5bO6uc///kC+2I0N2bMmAWWZTnyyCMruUDZrVu3fP/736/pO+qooxZrw9u//e1vC2ygO9+BBx5Ys7/A/fffn+OPP77V+d5+++0ceOCBeeutt9pdSxUefPDBfPvb3251zPTp03PQQQflzTffbOzbaaedstVWW3VITQMGDFjgU/KHH354nnnmmVaPu+uuu3LCCSfU9H31q19Nly4L/0+Upn+fn3vuuQX2i2jN8OHD89nPfraxPWPGjOy99955/PHH2zxH0nDHxSWXXNKuY+qto95LAQAAoCXCB2CZ97vf/S6bbLJJdtttt5xzzjk1m+c2N2nSpHzjG9/IWWed1djXpUuXHHLIIQuM3X///dO1a9fG9hVXXJEvfOELLS439OKLL+YLX/hCPv/5z6csywwaNGjJvqhl3Morr5w5c+bkk5/8ZE477bQFLrLPmTMnV111VXbeeedMnDixsX/48OH53ve+V1kdBx10UD73uc81tmfOnJlPfOITOfjgg/Pggw8u9Lg5c+bkn//8Z0455ZRsvPHG2WOPPRa6YXXv3r3zi1/8oqbvjDPOyKc//ekWNxa/7777sssuuzTuUdD0U/hLw/w7dn70ox/l4IMPzksvvbTAmPvvvz+77LJL7rjjjsa+Hj165LzzzuvQ2k455ZSss846je0JEyZk5513zpVXXpk5c+bUjJ0xY0Z+/vOf50Mf+lDefvvtxv4dd9wxRx11VKvn2W233Wra//Vf/5VLLrkkDz/8cJ599tmMGzeu8dF8ebUkOeuss7LZZps1tp9//vlsvfXWOf744/PCCy8s9LzTp0/P3/72t3zlK1/J2muvXRNidAYd9V4KAAAALem26CEA9VeWZW677bbcdttt+fKXv5xVV101m2yySVZdddX07ds3b7/9dsaOHZt//etfC1zk/N73vpeNN954gTk32GCDHHHEEfnlL3/Z2PerX/0qv/nNb7Lttttm7bXXzowZMzJ27Ng88sgjKcsySbLGGmvkzDPPzKc//emO/aLr6Iwzzsi3vvWtTJkyJSeccEJOP/30bL/99hk8eHCmTJmSBx98MC+//HLNMQMGDMioUaPSp0+fSms577zz8vrrr9dsdDtq1KiMGjUqgwYNyvve976suuqq6dKlS6ZOnZrx48fniSeeqNlkeVH++7//O1/84hdrLs5fdtllGTVqVLbZZpsMHTo0M2fOzOOPP56nnnqqccxRRx2Vxx9/PLfffns1X2wbHHnkkbnpppvy8MMPZ9SoUbnyyitranziiSdavBPg7LPPzqabbtqhtQ0YMCBXXXVV9thjj8aL/hMnTsyBBx6Yr3zlK9lqq62y8sor59VXX80999yzwPJlQ4cOzRVXXFETCrbk85//fH70ox81Hv/vf/97oUHAySefnJEjR9b09evXL9ddd1323HPPxuXWpk+fntNPPz2nn3561l133Wy44YYZOHBgZs+enSlTpmTcuHEZM2bMAu8vnU1HvJcCAABAS4QPQKf02muv5e9//3urY7p165YTTzwxJ5100kLH/PSnP83zzz+f66+/vrHvnXfeqfnEeFPDhg3Lddddl0mTJi1e4Z3EBhtskOuuuy4f/ehH88Ybb+Ttt9/OLbfcstDxgwYNyrXXXpttttmm8lq6d++e3//+9znzzDNz8skn14QKkyZNyt/+9rc2zdG3b99Wx5x77rnp0qVLzj333Ma+uXPn5t5778299967wPgDDjggZ599dj74wQ+246tZcj179swNN9yQvfbaK//6179arTFp+NrPPvvsHHnkkUulvq233jp33XVXPvaxj9UsuTRp0qRWN8redtttc80112SNNdZY5DmGDBmS3/72tznooINavLOhLdZee+3cf//9+eIXv7jA5thjx45d6DJdTS3tu146QlXvpQAAANCcZZeAZd7PfvaznH322dl7770X2CS6JQMGDMihhx6aRx99dJEXy3r06JFrr702P/3pTzNkyJCFjlt77bXzve99L4888kg22WSTdn8NndHOO++cRx99NIcddlj69evX4ph+/frlyCOPzJNPPpntt9++w2opiiLf+ta38uyzz+Y73/lOhg4dushj+vfvn7333jvnnHNOJkyYsMhgpCiKnHPOOfnzn/+cLbfccqHj3ve+9+WSSy7JlVdeucBmvEvLmmuumXvuuScnnXRS1lprrRbHdO3aNR/60Ify8MMP54tf/OJSrW/jjTfO6NGj89Of/jTDhw9vdez73ve+/OY3v8k//vGPNgUP8334wx/Ov//97/z4xz/O3nvvnWHDhqVfv36t7hXRXL9+/XLZZZflkUceySGHHNKm95chQ4bk4IMPzu9+97uaJcc6g458LwUAAIDmivnLiEBbFEWxSZLH5rcfe+yxJboQO3v27Dz99NM1feuvv37dLuix7CvLMmPGjMnTTz+d559/PlOmTMmsWbPSr1+/xuVDNt100/To0aPdc8+ePTsPPfRQHn744bz22mvp1atX1lhjjQwfPjxbb711iqLogK9o2TBy5Miccsopje1bb701I0aMaGy/9dZbufPOO/PCCy9k0qRJWXnllTN06NCMGDEivXv3rkPFybPPPpuHHnookyZNyuuvv54uXbqkf//+GTJkSDbccMOsv/76i1y+pzVPP/107rvvvkyYMCFdunTJWmutlU033XSph0+33XZbzR4HzZcRmjt3bv7xj39k7NixGT9+fHr16pW11lor73//+2s20q6nZ555Jg888EBeeeW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+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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VkglFUfxfURRbdH+1AAAAAABAT7XUhCPNlWV5a1mW+yVZK3MPaX8lC64mWS7Jl5M8WBTF/UVRHFIURf+qFAwAAAALUZZl6uvrU19fn7Lps38AAHSlpTIcma8sy9fKsjwlyTpJ/jvJDfnPKpLmq0m2TnJR5q4m+XlRFBt2e7EAAADQioaGhtRftHfqf/vZNDY2VrscAICasFSHI/OVc11fluWnMjcoOS3JpCy4mmRokqOSjCmK4vaiKD5bFEXvatQMAAAA8w3oW5cBfeuqXQYAQM1YJsKR5sqyfKUsy+OTrJ3kc0lubTGkmPf4cJKrkrxSFMUpRVEM795KAQAAAACAaljmwpH5yrKcU5blH8qy3D3JBkl+luTNzF1FMn8lSZFk1SQ/SPJ8URR/Kopip2rVDAAAAAAAdL1lNhxpYUiS5ZM0P5C9bPZIkrokeye5syiKG4uiWK97SwQAAAAAALrDMhuOFEUxoCiKLxVFcX+Sh5IcmmRg8yFJZiepn/d18wPc90zyeFEUn+zGkgEAAAAAgG6wzIUjRVFsXBTFWUkmJLkgyVb5z8Hs87fSmphkdJLhSdZI8o0kY/KfkKTM3CDlaitIAAAAAABg2bJMhCNFUfQtimJUURR3JflXkiMydxutovmwJHdk7iHtw8uy/FFZlpPKspxWluW5ZVluluSTSZ5uNq9/km921/cBAAAAAAB0vd7VLmBJFEUxMslhSQ5OssL87lQeuv5Okt8lOacsy6cXdb2yLG8siuL2JHcn2WLe/N27pnoAAAAAAKAalrpwpCiKuiT7Jvlakt3md8/7b/NzQ8YkOTfJ78qyfKet1y/LsqEoiv+X5Jp5XWstcdEAAAAAAECPsdSEI0VRDE/y1SRfSrLK/O5UrhKZk+QvmbtK5M4luN1Tzb7utwTXAQAAAAAAepilJhxJ8kL+c6B6UrlKZGKS85OcX5blxE6413st7gEAAAAAACwjlqZwpFcqV4kUSf6R5Jwkfy7LcnYX3HP+yhQAAAAAAGAZsTSFI0nlAevnlmU5pituUpbly5kbxgAAAAAAAMuYpSkceTpzD1i/tCzL6dUuBgAAAKClxsbGjB8/3j4UANDDLTXhSFmWm1S7BgAAAIBFGTduXI46+4/p1W9QtUsBABbB1lEAAAAAnajfoGHVLgEAWIylZuVIURS3zfuyTHJAWZaTO3idVZNcOf9aZVl+tDPqAwAAAAAAlg5LTTiSZNf8Z8fO/ktwnf7zrpXYARQAAAAAAGrO0ratVlHtAgAAAAAAgKXb0haOAAAAAAAALJFaDEeabyU2u2pVAAAAAAAAVVGL4chKzb5+t2pVAAAAAAAAVVGL4ciH5/23TDKhmoUAAAAAtEVZNmb8+PFpbGysdikAsExYWsORsj2Di6LoUxTF2kVRfDnJcc2e+lfnlgUAAADQ+WZMn5JjLrw548aNq3YpALBM6L34Id2nKIo5bRmWZGxRFB2+TbOvr+voRQAAAAC6U//BK1S7BABYZvSocCSVwUVnjGtNOW/+M0n+sATXAQAAAAAAlkI9cVutdm2Z1QFFkoeSfKosy1ldfC8AAAAAAKCH6WkrR/6RhYcju8z7b5nkgSQNbbxmmWRGkilJnk5ye1mWdy1BjQAAAAAAwFKsR4UjZVnuurDniqJozH+Ck/3LsnQCGQAAAAAA0G49cVutRVmSs0YAAAAAAAB61sqRxTi52ddTqlVEZymKoi7J+kk2TrJGkuUzd/uvt5O8kOShsizfrV6F/1EUxRZJRiZZc17Xq0meLcvy0epVBQAAAAAAHbPUhCNlWZ68+FE9W1EUayf5dJKPJdk5yZBFDJ9TFMXfk5xdluVfu6O+5oqi6JPkW0m+nGS9hYx5PsmFSc50uD0AAAAAAEuLpSYcWdoVRXFFkgPaMaUuyV5J9iqK4vokXy7L8rUuKa6FoihGJrkqyRaLGbp+ktOTfLYoiv8py/L5Li8OAAAAAACWkHCk+2ywkP5XkzyX5LXM/X2sm+SDqTwP5lNJ/lEUxS5lWU7qyiKLolgtyd+TDG/x1PNJxmTuuS+bpHI1yZZJ/lYUxXZlWU7uyvoAAAAAAGBJCUeq49EkFye5sSzLF1o+WRTFmklOTPLVZt0bJLmmKIoPl2VZdkVRRVH0SvKXVAYjE5McUpbl31qM3SvJb5KsNq9rnSR/Lopip66qDwAAAAAAOkOPCEeKojixZV9Zlj9a3JjO0PI+XahM8tcko8uyfGiRA8vy1SSHFUXxeJJzmj21U5L9M3fLq64wKsm2zdpvJdmhLMuxrdR4U1EUOyR5OMmwed07dHF9AAAAAACwxHpEOJJkdOaGB821DC1aG9MZuisc+WxrIcOilGV5blEUH0nymWbdn08XhA9FUdQlaXno/bGLqrksy5eKojg2c1eQzHdKURRXl2XZ2Nk1AgAAAABAZ+i1+CHdrljG7pMkaW8w0sw5Ldq7LWEpC7NT5m6NNd+rSS5rw7zfzRs733qZu4IEAAAAAAB6pJ4UjhRZfGBRdOJjafFoi/aAoiiGdsF99m3RvrQsyzmLmzRvTMsQ5dOdVhUAAAAAAHSynrKtVltWQ3TViomebnYrfX274D57tWjf0Y65dyT5XrP2x5Mcu4T1AAAAAABAl+gR4UhZlnd2xphl1Pot2rOTvNGZNyiKol8r97mvHZe4t0V7ZFEUfcuynLlklQEAAAAAQOfrSdtq0br9WrQf6oLDzt+fpK5Ze3JZltPaOnne2OaBTV2SDTqpNgAAAAAA6FTCkR6sKIpBSQ5t0f3nLrhVy1Uj4zpwjZZzRnawFgAAAAAA6FLCkZ7t/yVZrVl7SpILu+A+Q1u0J3fgGi3nLN+xUgAAAAAAoGv1iDNHWFBRFPsm+UaL7uPKsnyrC243qEW7vgPXaDlncAdraVIUxSpJVm7ntPWW9L4AAAAAACzbltlwpCiKXkkOSbJvknWSzEjydJJLyrL8exVLW6yiKD6Y5NIW3X9L8usuumXLcKShA9doGY60vGZHfD3JSZ1wHQAAAAAAaLLUhCNFUXw4yZfnNeck+VpZljMWMnaFJH9Nss38rnn/3TzJAUVR/C7Jl7rgYPMlVhTF2plbe/Nw4eUkB5VlWXZTGR25T3fVBgAAAAAAS2SpCUeSHJbkgMx9E/66hQUj81ySZNt5X5epfOO+SPL5JO9kwW2rqmreNlJ/T7Jms+5JSXYvy/L1Lrz1Oy3aAzpwjZZzWl4TAAAAlmmNjY0ZP368jw8CwFJgaQpHPtbs6ysXNqgoio8m+WT+8z9FihZDynl9hxdFcWlZlg90apUdNG+1yy1JNmjW/UaSj5Vl+VwX376nhiPnJrmmnXPWS3JtJ9wbAAAA2mXcuHE56uw/5v9v79/jJD3rOuH/c1X3dM8kMyEkEhFiGI4KyK6H3YfDuvuwiwo8uEZcEXd1V9y4J10xuqs+uLsC6rK44AGN+PwgWXUVFQMi4iHxiKLRVTn4UhSBHGibBMKETJhAHbq7rt8f1T2pqcyhD9V1V3W9369Xv6auq+77uj/dMzXdXd/7uq7W8jhWmgYA9tNMFEdKKY/OAxtz1wz23ziXrdkgJYPlt16S5IYk60m+LskP5IHP+z8leeG48+5UKeUhGXxOTxnqvjeDGSPvnUCE+0baO90EPUmuGGmf3F2UB9Ra705y907OKWW0FgYAAACTs3z0oVlbW2s6BgBwATNRHMkDsylqkpVa68mzHVRKOZrkOXlg1siP11pfPXTIdZvHvGKz/bxSyuFa6242IB+LUsqxJDcl+YKh7k8keU6t9T0TijE6M+VRuxhj9Jz9nu0CAAAAAAC70mo6wDZdNfT4b85z3D9IspwHltJ6zVmOuS5Jb/PxkZw5W2OiSikXJ/m1JE8b6r4/yXMnvNzX32Qwy2bLFZtFm20ppVyS5NOGujaiOAIAAAAAwJSaleLIJUOPR5eAGvaFm3/WJO+ttd46ekCt9f4k7xnqeuKe0+1CKeVIkl/JA5mT5FNJnldrvWWSWTY3tx/9Wj19B0M8Y6T9gc0xAQAAAABg6sxKceTw0OPzvek+/Ib+75znuJWhx5ftKtEelFIOJ/nlJM8c6u4k+bJa6+9POs+mm0baz9zBuaPH/vqekgAAAAAAwD6aleJIe+jxJWc7oJSykOSpQ13vOM94w3uMXLSHXDtWSllK8otJvmiou5vky2utvz3JLCPeMtL+l5tf0/PaPOZrLzAWAAAAAABMjVkpjpwcevyYcxzztCQXD7X/+DzjDe+nMbHln0opi0l+Iclzh7rXknxlrfXmSeU4h3ckuX2ofWUeXPQ4m69N8sih9q1J/nCMuQAAAAAAYKxmpTjyvs0/S5Inl1KuOMsxXzn0eKXW+uHzjPewoccn95htWzZnWLwhydVD3etJXlhr/ZV9uF4d+Xjm+Y6vtW4keelI9w+WUo6f5xrHk/zQSPd/rbX2d54YAAAAAAAmY1aKI3+ewQyPmkGB5LuGnyylfHqSF20+X5NcaHmqzxl6/KGxpTy//5Xkq0b6vivJu0spx3f4cfgs44/DG5L8n6H2ZUluKaV8yeiBpZRnJ/mjJA8d6r4lyRv3KRsAAAAAAIzFYtMBtqPW+slSyq8lef5m1zeXUo4leXOSK5K8JMlDtg5P8nPnGquU8lk5c9+Svxl/4rP6V2fp+5+bHzv1j5O8fU9pzqLW2i+lPD+DJcmu2uz+jCQ3l1I+kOS92Zy9k+RxI6ffkeQraq113LkAAAAAAGCcZqI4sul7M1iSqmx+vGjzI5vtrTfl332Bjc2/bOjxR2utfzvemLOt1npXKeWLk/x8ks8beurxmx9n864Mlgf76H7nAwAAAACAvZqVZbVSa31PBstQDRdCylC7JOkk+YYLDPWCrSFj4/CzqrW+P8lTM5iRc9t5Dr1185in1Vo/OIlsAAAAAACwV7M0cyS11v9ZSvlwku9P8oihp0qSv0jybzeLKGdVSvl7Sf7eUNev70fOs6m1lkldaxzXq7WuJXllkleWUr4gyRPywNf8ziTvr7W+c28pAQAAAABg8maqOJIktdY3lFJ+NoMix6M2u99Xa/3LbZz+iCSvGWq/bdz5DqLNIohCCAAAAAAAB8LMFUeSZHPT7z/d/NjJeb+c5Jf3JRQAAAAAADATZmbPEQAAAAAAgHFQHAEAAIAG1FrTbrfTbrdTU5uOAwAwV2ZyWS0AAACYdZ1OJ+0brk67t5GlixaajgMAMFfMHAEAAICGHFlayJGl2SqMnDHjpZrxMkm19rO6upp+v990FACYeTM7c6SUcnGSpyX5vCRXJHlIkkM7HKbWWq8ZdzYAAAA4qDpr/Wz8zAvSbi0k17w1R44caTrS3OieOplrr785b7ryyhw/frzpOAAw02auOFJKeXiS703y1Uku2stQSWoSxREAAADYgSNLC1lozdaMl4Pi8LHLmo4AAAfCTBVHSinPTPKmJA/NoLiRxK51AAAAAADA9s1McaSU8llJ3prk2GZXzaBAUs55EgAAAAAAwIiZKY4k+f4MCiNbM0X6Sd6S5FeS/HWSe5OsNRMNAAAAAACYFTNRHCmlfFqSf5oHZovcneR5tdZ3NhoMAAAAAACYOTNRHEnyj3LmHiP/UmEEAAAAmBb9fj+rq6t2RgWAGdFqOsA2PXLzz5rktlrrbzYZBgAAAGDYyspKXnzdm7O2bsVvAJgFs1IcuWjo8Z83lgIAAADgHJaPPrTpCADANs1KceQjQ4+7jaUAAAAAAABm3qwUR24bevzpjaUAAAAAAABm3qwUR/4wg9kjJcn/VUqZlY3kAQAAAACAKTMTxZFaaz/JDZvNi5P8qwbjAAAAAAAAM2wmiiObvi/JX2Qwe+SVpZTjzcYBAAAAAABm0cwUR2qt3ST/LMntST4tyR+UUv5Js6kAAAAAAIBZMzN7d5RS/tHmw+9M8tokj0jym6WU/5PkV5P8VZJ7k/R3Mm6t9ffHmRMAAAAAAJhuM1McSfL2JHWoXTNYYuupmx+7UTNbXwMAAAAAAGCPZrEwUPJAkaQO9QEAAAAAAFzQrBVHysifAAAAQANqrem020mSw4cPpxS/qgMAs2OWiiMvbzoAAAAAMNBZ62fjZ16QdmshueatOXLkSNORAAC2bWaKI7VWxREAAACYIkeWFrLQWmg6BgDAjrWaDgAAAAAAADBJiiMAAAAAM6LWflZXV9Pv95uOAgAzTXEEAAAAYEZ0T53MtdffnJWVlaajAMBMUxwBAAAAmCGHj13WdAQAmHkzsyH7uZRSDiX5v5I8NsllSY4lKbXW72k0GAAAAAAAMJVmtjhSSvnCJP85yZckWT7LIQ8qjpRSnpPkqzabH6+1/uf9SwgAAAAAAEyjmSuOlFIuTvK6JF+91XWWw+o5Tn9vkn+ZzeXESik/XWv987GHBAAAAAAAptZM7TlSSrkkyS0ZFEZ2UhQZPFnr3yb5taFzv/o8hwMAAAAAAAfQTBVHkrwpyVOG2r0kP53kXyd5Uc5eMBn1lqHHXzy2ZAAAAAAAwEyYmWW1SilfmeSL8sDskD9K8sJa6+rm84/a5lA3bQ2Z5O+WUo7WWu8fa1gAAAAAAGBqzdLMke8aevyXSb54qzCyE7XWjyS5e7PZSvLEMWQDAAAAAABmxEwUR0opn5Hkc4e6vrnW+qk9DPm+oceP38M4AAAAwBzr9/u54447srq6eoGdUAGAaTIry2o9ffPPmuRva62/v8fxPj70+PI9jgUAAADMqZWVlVzz2pvSvu+erK2vNR0HANimmZg5kuThQ4//fAzjDe8xcnQM4wEAAABz6qJLr8iRS9x7CQCzZFaKIw8ZevyJMYw3XBDpjGE8AAAAAABgRsxKceTeoccPOedR2/eIoccfP+dRAAAAAADAgTMrxZGPDT1+8l4GKqUs58zN3Vf3Mh4AAAAAADBbZqU48q7NP0uS46WUz97DWP8sydLm4/Ukf7yXYAAAAAAAwGyZieJIrfX2JB8c6nrJbsbZnDXyX7aGTfKntdZP7jEeAAAAAAAwQ2aiOLLpJzb/LEm+tpTydTs5uZTSSvL6JE8c6v6xMWUDAAAAAABmxCwVR16T5O4MZnyUJDeUUl5RSrnoQieWUp6U5DeSfM3m+TWDmSg/v39xAQAAAACAabTYdIDtqrV+anO2yK9kUNRpJfnOJN9USvm1JCvDx5dSXpjkCUm+JMnTMyiolM2nO0n+ea21Tig+AAAAAAAwJWamOJIktdabSynfmOS1eWDWy7EkXzVyaEnysyPtrULIepJraq3vCgAAAAAAMHdmaVmtJEmt9fVJnp3BElvDRY/kgSWztpbeGu4vSU4keXat9ecmkxYAAAAAAJg2M1ccSZJa6+8keVyS70jyt3lgyazhjww9vifJ9yR5bK31dyceGAAAAAAAmBoztazWsFrrJ5O8OsmrSylPSPKFST4zyeVJljKYJfLRJLckeZf9RQAAAAAAgGSGiyPDaq3vT/L+pnMAAAAAAADTbyaX1QIAAIBZVWtNu91Ou91OjUUOAACacCBmjgAAAMCs6HQ6ad9wddq9jSxdtNB0HACAuTRTxZFSSivJ5yT5u0muSvKwJEeS1CTtJB9L8qEkf57kvfYZAQAAYBodWVIUAQBo0kwUR0op/3eSf5vkuUkess3T7i2l/GqS19da/2DfwgEAAAAAADNlqvccKaU8qZTyu0l+J8lXJ7k0Sdnmx2VJvjbJ75VSfquU8oSJfwIAAAAAAMDUmdriSCnlq5L8SZJ/lAcKHvUsH1vO9tzWef8kyTtLKf9sUvkBAAAAAIDpNJXLapVSXpDkZ/NA8WarCFKG2h9Lcu/mRyuDWSUPzWAfkpzlvIuT/Fwp5YW11rfsW3gAAAAAAGCqTV1xpJTyWUl+IoOCx3Bx477N/t9M8se11nvPcf7lSZ6W5IuTvCjJJUPjLCb5qVLKX9ZaP7BfnwMAAAAAADC9pnFZreuSXJQHlsWqSV6e5DNrrd9Wa/31cxVGkqTWek+t9Vdrrdcm+cwk35szl986muRH9ys8AAAAAAAw3aaqOFJK+QdJnpUHCiOnkjy71vryWuv9Ox2v1nqq1vrSJM9J8sk8UCT54lLKM8YUGwAAAAAAmCFTVRxJ8o2bf27NGPl3tdbf3uugtdbfSvLvhsZNkv+w13EBAACA+dXv97O6unrmehUAwEyYmuJIKWU5yT/N4EeKmuTNtdafH9f4tdafS/LmDAokJcmXlVKWxjU+AAAAMF9WVlby4uvenG6v23QUAGCHpqY4ksEm6kczKFwkyQ/uwzV+YOjx0SRP34drAAAAAHNi+ehDm44AAOzCNBVHtgoVNclf11r/eNwX2Bzzr85yTQAAAICZUOtgOa877rgj/X6/6TgAMJOmqTjy5KHHf7iP1/mDc1wTAAAAYOp1T53MS258V6557U1ZWVlpOg4AzKRpKo48dujx/9nH6wyP/dhzHgUAAAAwpY5c+rBcdOkVTccAgJk1TcWRTx96/KF9vM7w2A/fx+sAAAAAAABTaJqKI5cPPT65j9fZGrskuWwfrwMAAAAAAEyhaSqOLA89PrmP17lv6PHhfbwOAAAAAAAwhaa1OLK2j9dZH3p8aB+vAwAAAAAATKFpKo4AAAAAAADsO8URAAAAAABgriiOAAAAAAAAc2Wx6QAj6uafTyulHN+nazx8n8YFAAAAAABmwLQVR5KkJPm5fb5G3bwOAAAAMAa11nQ6nSTJ4cOHU4pfuwGA6TWNxZFJFC7qhQ8BAAAAtqvT6aR9w9WDxjVvzZEjR5oNBABwHtNYHEkULwAAAGDmHFlaaDoCAMC2TFNxZCWKIgAAAAAAwD6bmuJIrfV40xkAAAAAAICDr9V0AAAAAAAAgElSHAEAAAAAAOaK4ggAAAAAADBXpmbPEQAAAGD21FrTabeTJIdTU1IaTgQAcGGKIwAAAMCuddb62fiZF6S3nixdtJCF1kLTkQAALsiyWg0ppTymlPLCUsqrSilvL6V8opRShz7umHCet49cf6cfL5pkXgAAAKbHkaWFHFlSFAEAZoeZIxNUSnlmkpck+XtJLms0DAAAAAAAzCnFkcn63CRf0nQIAAAAAACYZ4oj06GbZDXJY5sOMuTROzz+xL6kAAAAgCnU7/ezurqa1KaTAAC7oTgyeWtJ3pvkz5L86eaff5HkHyT53QZznaHWekfTGQAAAGBarays5MXXvTmt5aNNRwEAdkFxZLJ+Ksn/V2vtjD5RSmkgDgAAALBby0cfmrW1taZjAAC7oDgyQbXWe5vOAAAAAAAA867VdAAAAAAAAIBJUhwBAAAAAADmiuIIAAAAwAyq/X5WV1fT7/ebjgIAM0dxhLMqpbymlPInpZS7Sym9UsrHSykfKKW8rZTyHaWUJzSdEQAAAOZZ+74Tufb6m7OystJ0FACYOYojnMuLk/z9JA9LcijJQ5M8LsmXJvn+JH9dSvnFUspjm4sIAAAA8+3wscuajgAAM2mx6QDMrFaS5yd5VinlX9da3zzuC5RSrsigOLMTijUAAAAAAJyX4gij/iLJryd5T5IPJjmZZDnJFUmenuSFSZ4ydPwlSd5YSvmyWuuvjTnLNyZ56ZjHBAAAAABgzimOsOVnk3xTrfW95znmd5L891LK1yT58STHNvsXMiiQfHat9cP7nBMAAAAAAPbEniMkSWqtr7tAYWT42DckeVaSTw11H41ZHgAAAAAAzAAzR9iVWuufllL+a5IfHOr+ulLKt9ZaPzmmy7w2yY07POexSd46pusDAAAAAHAAKY6wF69N8rIM9h1JkqUk/zjJr4xj8Frr3Unu3sk5pZRxXBoAAAAAgAPMslrsWq21m+R3R7r/ThNZAAAAAABguxRH2Ks7RtoPayIEAAAAAABsl+IIe9UeaR9pJAUAAAAAAGyT4gh79Wkj7RONpAAAAJhytda02+202+3U1KbjAADMNRuys1dPHWnf2UgKAACAKdfpdNK+4eq0extZumih6TgAAHNNcYRdK6U8JclTRrrf3kAUAACAmXBkSVEEAGAaWFaLXSmlLCT5oZHuD9Za/6qJPAAAAAAAsF2KIwdQKaWOfDzzAsd/cynl8A7GX0ry+iTPGnnq5TsOCwAAAAAAE2ZZrQkrpVyZs3/dHz7SXiylHD/HMPfXWse58fmPJPmuUsrPJHlTknfWWtdHDyqlLCZ5XpKXJfnckad/K8kbxpgJAAAAplK/38/q6mpSm04CAOyW4sjk/UGSR23juEcmuf0cz/1UkheNK9Cmhyf5z5sf3VLKe5PcleS+JIeSXJHkC5IcPcu5f5bkK2qtfiwEAADgwFtZWcmLr3tzWstn+xUZAJgFiiOczXKSz9/GcTXJjyb5zlprZ38jAQAAwPRYPvrQrK2tNR0DANgle46QJN+e5NeS3LPN4z+W5MeSPKnW+i0KIwAAAAAAzBIzRyas1np8AtcoOzz+1UlenZzeE+WzklyZ5PIkR5JsJLk3yYkk76m13jrWwAAAAMCu1DrY/+Sqq65Kq+UeWADYLsURzlBrXU2y2nQOAAAA4MK6p07m2utvzpuuvDLHjx9vOg4AzAy3FAAAAADMsMPHLms6AgDMHMURAAAAAABgriiOAAAAAAAAc0VxBAAAAAAAmCuKIwAAAAAAwFxRHAEAAAAAAOaK4ggAAAAAADBXFEcAAAAAAIC5ojgCAAAAAADMFcURAAAAgG3q9/tZXV1NatNJAIC9UBwBAAAA2KaVlZW8+Lo3Z219rekoAMAeKI4AAAAA7MDy0Yc2HQEA2CPFEQAAAAAAYK4ojgAAAAAAAHNFcQQAAAAAAJgriiMAAAAAAMBcURwBAAAAAADmiuIIAAAAAAAwVxRHAAAAAACAuaI4AgAAAAAAzBXFEQAAAAAAYK4ojgAAAAAAAHNFcQQAAAAAAJgri00HAAAAAA6OWms67XaS5PDhwymlNJwIAODBzBwBAAAAxqaz1s/Gz7wg7RuuTqfTaTrO2PT7/dxxxx1ZXV1NatNpAIC9MnMEAAAAGKsjSwtZaC00HWOsVlZWcs1rb0r7vnuytr7WdBwAYI/MHAEAAADYhosuvSJHLrm86RgAwBgojgAAAAAAAHNFcQQAAAAAAJgriiMAAACwj2qtabfbabfbqXbyBgCYCjZkBwAAgH3U6XTSvuHqtHsbWbroYG1SDgAwq8wcAQAAgH12ZGkhR5YURtgftfazurqafr/fdBQAmBmKIwAAAAAzrHvqZK69/uasrKw0HQUAZobiCAAAAMCMO3zssqYjAMBMURwBAAAAAADmig3ZAQAAgIGatDvt9BdLysJykrL7oWpNp91Okhw+fDil7H4sAIBxM3MEAAAASJJ0up184K6T+cBdJ9PpdvY21lo/Gz/zgrRvuDqdzt7GAgAYNzNHAAAAgNNai0tpjendgiNLC1loLYxnMACAMTJzBAAAAHiwmnQ6ndRam07SuH6/n9XV1cSXAgAODMURAAAAmFc1abfb6bQfXATprvXyN397956X1zoIVlZW8uLr3pxur9t0FABgTCyrBQAAAHOq0+3krz90Z5YPLeaRn3ZplkfeJWgtHGom2BRaPvrQpiMAAGOkOAIAAABzrNU6lKTm1js/luXFkv7SJbHQBABw0PlpBwAAAEhrYTFlayf2WrPWW0tNTbfXs9cGAHDgKI4AAAAAZ+ivr2flYyezsbaW2z9yr31HAIADx7JaAAAAMG9q0u60UzbWznlIa2Fx80/7jgAAB4/iCAAAAMyZTreTD9x1Moeynpp+knL+EzaLKf3FkrKwfOHjAQCmnOIIAAAAzKHW4lJatSRrG+c/sNac+uT9+dC9a1leLLnqYQ/J8qEjkwkJALBP7DkCAAAAnFO/v56//dh9SWsxrUVLbAEAB4PiCAAAAHBepTW/C0/0+/2srq4mtekkAMA4KY4AAAAA21Nrut1eOu1Oap2PasHKykpefN2bs7Z+7s3rAYDZozgCAAAAbEt/fT233vmx/PXKR9PpdpqOMzHLRx/adAQAYMwURwAAAIBtay0sprU4v8tsAQAHg+IIAAAAzJFaa3rdXtMxAAAapTgCAAAA86Im9536RG6980T6/X7TaQAAGqM4AgAAAHOi0+3ktjtPJK2FpqMwZrX2s7q6qugFANukOAIAAABzpNU61HQE9kH31Mlce/3NWVlZaToKAMwExREAAACAA+DwscuajgAAM0NxBAAAANiZmnR7vaQ2HQQAYHcWmw4AAAAAzJb+xnpu/8i9ObxQUhcOZeniI01HAgDYEcURAAAAmAO11vS6vbGOefuJ+7PWL3nCFWtZvuhYknLW63ba7STJ4cOHU8qDjwEAmDTLagEAAMAc6HQ7ufXOE6npj23MhcXB5u63fuTedLqds193rZ+Nn3lB2jdcnU7n7McAAEyamSMAAAAwJ1oLi8n6+Iojp8ddPP/bC0eWFrLQWhj7dQEAdsvMEQAAAAAAYK4ojgAAAMBBV5Nub7z7jQAAzDLFEQAAADjgOt1ObrvzRPq1Nh0FAGAqKI4AAADAHGi1Du3f4FszU9ReAIAZoTgCAAAA7El/Yz23f+TedLqdpqMAAGyL4ggAAACwZ62FfZyZ0pB+v5/V1VUzYgDgAFIcAQAAgIOqJu1OO73uBDZjrzXdbjftdvvAFBNWVlby4uvenLX1taajAABjtth0AAAAAGB/dLqdfOCukzmU9dT0k5R9u1a/v55b7zyRtbqQv/uYh6e1eHjfrjVJy0cfmrU1xREAOGgURwAAAOAAay0upVVLsrax79cqrcW0vNUAAMwAy2oBAAAAjLDfCAAcbIojAAAAACNmcb+RWgcFnTvuuCP9fr/pOAAw1RRHAAAAAM5i+ehDm46wI91TJ/OSG9+Va157U1ZWVpqOAwBTzUKgAAAAAAfEkUsfluXl5aZjAMDUM3MEAAAAAACYK4ojAAAAwNjVWtPpdFKrHc0BgOmjOAIAAAAHUK01vW6viQun1+3lvlOfyN+s3J1OtzP5DAAAF2DPEQAAADiAOt1ObrvzRPpLx5Iyuev2++u5/cT96fbWs7y0MLkLAwDsgOIIAAAAHFCthcVsNHDdhcVDafVLkn4DVwcAuDDFEQAAADhoatLtNbCk1gHQ7/ezsrKS1dXVxHYpAHBgKY4AAADAAbO1pNbyIb/279TKykquee1Nad93T9bW15qOAwDsExuyAwAAwAHUah1qOsLMuujSK3LkksubjgEA7CPFEQAAAGB/bC3vNbQ8Va017XY77XY7tVq3CgBohvm1nFcp5fOTPD7JIze7Ppzk/bXWdzeXCgAAgFnQ31jP7R+5N5dctJyLL7o4SdLpdNK+4erBAde8NUeOHGkwIQAwrxRHGlJKeUySv5/k723++flJjg0d8qFa6/EGoqWUcijJf0ryDUkee45jPpjk+iQ/WGu1CCsAAABn1Wotptft5aIjF6Vs9h1ZWmg0EwCA4sgElVKemeQlGRRELms0zDmUUh6f5OczKNacz+OSvDLJC0opX11r/eC+hwMAAJghtdbBLIl2O4czv8tH9fvrufUj9+bJRw7HHBEAYFoojkzW5yb5kqZDnEsp5eFJfjPJo0ae+mCS9yYpSZ6cM2eTfEGS3yilPK3WevdEggIAAMyAreWj2r2NLF003zMlWouz8fZDv9/P6upq5riWBQBzw4bs06Gb5NYmA5RSWkl+KWcWRu5K8uxa6+NrrV9ea7261vq4JM9N8pGh4x6d5C2llBIAAABOO7K0YAmpGbKyspIXX/fmdHvdpqMAAPtMcWTy1pK8J4P9Ov5dBjMvjmWwv0eTvibJU4faH0/yjFrrb4weWGu9Kckzktw71P2MJC/c14QAAABcUK01vW6v6RgPUmtNu91Ou91OneKpGctHH9p0BABgAmZjXuvB8VNJ/r9aa2f0iSYnXZRSFpK8fKT722qtd5zrnFrr7aWUb0vyE0Pd31dK+YVaa38fYgIAALANnW4nt915IjWtJFMywb8m932yk2M//YL0NpKlixay0DKjBgBojpkjE1RrvfdshZEp8IUZLI215cNJfmYb5/305rFbHpvBDBIAAAAa1FqYrnsh+xvruf0j92at88mk37Onxz6rm3un9PvuXQSAc1EcIUmeP9L+37XWjQudtHnMaBHlK8aWCgAAgAPl9hP35wN3nUynO433DR4c7ftO5Nrrb87KykrTUQBgaimOkCTPGWm/fQfnjh773D0lAQAA4MBaWDyU1uKh9Lq91Gr6yH46fOyypiMAwFRTHJlzpZTlJI8b6f7jHQxxy0j78aWUpb2lAgAA4KDqr6/l1o/ca/YIANAoxRE+K8nwLnh311o/sd2TN489MdS1kOQJY8oGAADAAdRanK49UQCA+aM4wuiskd0sSDp6zuN3mQUAAAAAAPadWzW4dKR99y7GGD3nIbuLcqZSyhVJHrbD0x47jmsDAADMpJp0e72mU8ykfr+f1dXVxFYoADAXFEc4OtJu72KM0XOO7TLLqG9M8tIxjQUAAHDgdbqd3HbniSwf8uv+TvT7/dxyyy158Y++Oa3Do78mAwAHkWW1GP2pbzc74o0WR/wkCQAA0JBW61DTEbanJh/60IfS7/ebTpKVlZW8+DqFEQCYJ4ojjNrNBGKTjgEAANiRbq+br/v+N2RlZTdbX47f8tGHNh0BAJgg82y5f6R9ZBdjjJ4zOuZuvTbJjTs857FJ3jqm6wMAALAfatLrreXwscuaTgIAzCnFEaa2OFJrvTs73CC+lDKOSwMAALCP+hvr+dDdJ9Nbs3k8ANAMy2px30j7YbsY44qR9sndRQEAAGBetBbcrwkANEdxhA+MtB+1izFGzxkdEwAAAB6k1prV1dWp2JQdAJgviiP8TZKNofYVpZRj2z25lHJJkk8b6tqI4ggAAADb0Dt1Mtdef/PUbMoOAMwPxZE5V2vtJrl1pPvpOxjiGSPtD2yOCQAAABdkU3YAoAmKIyTJTSPtZ+7g3NFjf31PSQAAAAAAYJ8pjpAkbxlp/8tSysKFTto85msvMBYAAACcU639rK6u5o477pjo3iP9fj933HFHbrvttsGyXnVilwYApsBi0wGYCu9IcnuSR2+2r8yg6PFTFzjva5M8cqh9a5I/HHs6AAAAzq8m7U47ZWOt6SQ71j11Mi+58V1ZWv7L3PCNz8nx48cnct2VlZVc89qb0r7vnpy65yNZvvjSiVwXAJgOZo4cQKWUOvLxzPMdX2vdSPLSke4fLKUcP881jif5oZHu/1prndxtPgAAACRJOt1OPnDXydx+932pmb1fy45c+rBcdOkVE7/uRZdekSOXXK4wAgBzyMyRCSulXJmzf90fPtJePE9x4v5a64mxBkvekOSbkjx1s31ZkltKKS+qtf7G8IGllGcn+ckkDx3qviXJG8ecCQAAgG1qLS6lVUuyttF0FACAqac4Mnl/kORR2zjukRksdXU2P5XkReMKlCS11n4p5flJ/jjJVZvdn5Hk5lLKB5K8N0lJ8uQkjxs5/Y4kX1FrtUIrAAAATIGtvVyuuuqqtFoWDgGAUb47clqt9a4kX5zk3SNPPT7Jlye5Og8ujLwryRfXWj+67wEBAACAbemeOplrr795sNk8APAgiiOcodb6/gyW1npJktvOc+itm8c8rdb6wUlkAwAA4OCq/cFMh/X19dxxxx3p92dv75Rpc/jYZU1HAICpZVmtCau1Hp/ANcoez19L8sokryylfEGSJyR5xObTdyZ5f631nXtLCQAAAA9o33ci117/5/nhJN/xU7+Tn/0v/yrHjx8f+3X6/X7uuOOOrK6uJhaHBoC5pTjCeW0WQRRCAAAA2HfLRy/NXXfdlcPHLt+3a6ysrOQrv+tHs7a+ns948jP27ToAwHSzrBYAAADMsFpret1e0zHGonvqZL7njb+f3tr+fj7LRx+a5Ysv3ddrAADTTXEEAAAAZlin28mtd544MHt0KFoAAJOgOAIAAAAzrrVwsFbNrnWwOftBKfgAANNHcQQAAACYKt1TJ3Pt9TdnZWWl6SgAwAF1sG4tAQAAAA6E5aOXnp490u/302q1cvz48bRau7/Ps98fzEhJHWNQAGAmKY4AAADArKpJt3cwNmMf1T11Mi+58V3Z6PxeTt3zkSwfvTRvetk1OX78+K7G6/f7ueWWW/LiH31zWoePjjcsADBzFEcAAABgRnW6ndx254ksHzqYv94fufRh2fjUUnqdTg4fu2xPY62srOTF1ymMAAAD9hwBAACAGdZqHWo6wlTr9/u54447srq6muWLH9p0HABgShzMW0sAAAAAMpgxcs1rb0r7vnuytr7WdBwAYEqYOQIAAAAcOFszRvr9fi669IocueTypiNNXK3905vaAwBnUhwBAAAAZsZW0eO2227LBz/4wdx2221nffN/ZWUl//z7fjLvfOc7k9pA0CnQPXUy115/c1ZWVpqOAgBTx7JaAAAAwMwYXibr1D0fyfLRS/Oml12T48ePJxkUT1ZWVjYLJq18zxt/P5/x5Gc0mrlJe93IHgAOKsURAAAAYOptLRH1iEc8IhddekVSk16nk+Wjl2ZlZSXr6+tptVq588478+0/8Vv5tuc8OanJ8sWXNh0dAJhCiiMAAAAwRrXWdDqdtNvtHJ7X9Zz2wdYSUT/8Dc9+UP83/ciNSZJLH/n4bHROZW19I9/zxt9XGAEAzklxBAAAAMao0+mkfcPVafc2snTRQtNxDpTlo5fmrrvuSuqZX9etIsiRSx+WjU8tpdf5sMIIAHBeNmQHAACAMTuytJAjSwoj49Y9dTLf88bfT7fXbToKADDjFEcAAACAxtRas7HWy8ZaL7VeeBkyM0IAgHGwrBYAAADMoFpret1e0zH2rG6s57vXfzhZXM+3bjwvZfFQ05EAgDmgOAIAAAAzqNPt5LY7T6SmlaQ0HWdPlhdbSd/iFgDA5PjJAwAAAGZUa8E9jwAAu6E4AgAAAHBA1drP6upq+v1+01EAYKoojgAAAAAcUN1TJ3Pt9TdnZWWl6SgAMFUURwAAAAAOsMPHLms6AgBMHcURAAAAmDU16fZ6TacAAJhZiiMAAAAwYzrdTm6780T6tTYdBQBgJimOAAAAwAxqtQ41HQEAYGYpjgAAAAAAAHNFcQQAAAAAAJgriiMAAAAAAMBcWWw6AAAAADB/aq3pr681HQMAmFOKIwAAAMDE9TZqXn3F29LbqEk92nQcAGDOKI4AAAAAjVheLCml6RQAwDyy5wgAAAAAADBXzBwBAACAWVGTdqedsmGvDgCAvVAcAQAAgBnR6XbygbtO5lDWU9NPYk0qAIDdsKwWAAAAzJDW4lJaC4eajgEAMNPMHAEAAAAaV2tNf32wXFhZWEyxUzsAsI8URwAAAIDGdddrXn3F21JKybff8/yURbNjxqXWflZXV5MkV111VVotC4kAgO+GAAAAwFRYXixZXjRjZNy6p07mJTe+K9e89qasrKw0HQcApoKZIwAAAAAH3JFLH5bl5eWmYwDA1DBzBAAAAMag1pp2u512u52a2nQcAADOw8wRAAAAGINOp5P2DVen3dvI0kULYx+/1ppetzf2cQEA5pHiCAAAAIzJkaXxF0W2dLqd3HbnifSXjiW25QAA2BPLagEAAMCMaC24xxEAYBwURwAAAAAAgLmiOAIAAAAAAMwV83EBAACAqVFrTX997fRjAID9oDgCAAAATI3eRs2rr3hbSil5xfoTm44DABxQiiMAAAAw7WrS7fWaTjExy4slpZSmYwAAB5g9RwAAAGDKdbqd3HbnifQtMwUAMBaKIwAAADADWq1DTUdgxtV+P6urq+n3+01HAYDGKY4AAAAAzIH2fSdy7fU3Z2VlpekoANA4xREAAACAOXH42GVNRwCAqaA4AgAAAAAAzBXFEQAAAAAAYK4ojgAAAMAUq7Wm1+01HQMA4EBRHAEAAIAp1ul2cuudJ1LTbzoKAMCBoTgCAAAAU661sNh0BACAA0VxBAAAAAAAmCuKIwAAAAAAwFxRHAEAAIBpVZNuz2bsAADjpjgCAAAAU6rT7eS2O0+kX2vTUTggau1ndXU1/X6/6SgA0CjFEQAAAJhirdahpiNwgHRPncy119+clZWVpqMAQKMURwAAAGAPaq1pt9tpt9upMcOD6Xf42GVNRwCAxi02HQAAAABmWafTSfuGq9PubWTpooWm4wAAsA2KIwAAALBHR5YURfZLrTX99bUkSVlYTCml4UQAwEFgWS0AAABgavXX1/Kqy9+SV13+ltSN9abjAAAHhJkjAAAAwFRbXjRbBAAYLzNHAAAAAACAuaI4AgAAADBHau1ndXU1/X6/6SgA0BjFEQAAAIA50j11Mtdef3NWVlaajgIAjbHnCAAAAEybmrQ77ZSNtaaTNKbWmo21XjbWe8lS02kOnsPHLms6AgA0SnEEAAAApkyn28kH7jqZQ1lPTT/J/G1I3tuoefnidekurKfWmlLm72sAAOwfxREAAACYQq3FpbRqSdY2mo7SmOXFVmq/ldgaAwAYM3uOAAAAAAAAc0VxBAAAAAAAmCuKIwAAAABzptZ+VldX0+9bswyA+aQ4AgAAADBnuqdO5trrb87KykrTUQCgEYojAAAAAHPo8LHLmo4AAI1ZbDoAAAAA8IBaa3rdXtMxpk6tNf31tdOPAQD2QnEEAAAApkin28ltd55If+lYUppOMz16GzWvvuJtKaXkFetPbDoOADDjFEcAAABgyrQWFrPRdIgptLxYUoqKEQCwd/YcAQAAAAAA5oriCAAAAEyLmnR79hsBANhvltWaAqWURyf53CSPSHI0yV1JPpTkllrrWoPRAAAAmKCt/UaWD/l1HQBgP/lpq0GllK9M8m1Jnn6OQz5eSnljku+utZ7Y5yxvT/J/72GIr6+1/uR40gAAAMyvVutQktp0DACAA82yWg0opRwtpfxckhtz7sJIklyW5D8k+ctSyrMnEg4AAACYC7X2s7q6mjvuuCP9fr/pOAAwUYojE1ZKWUjyxiRfPfLUx5L8RgYFk3flzNuEPj3JW0spXziRkAAAADClaq3ZWOtlY62XWs2w2YvuqZN5yY3vyjWvvSkrKytNxwGAibKs1uS9Msn/M9Rey2BprdfVWk/vuldKeVKS6/PAzJLlJL9USnlKrfWuCeR89A6P39dlvwAAACBJehs1L1+8Llns51s3npeyeKjpSDPtyKUPy/LyctMxAGDiFEcmqJTymCTfMtL9glrrW0ePrbX+VSnlWUl+Ow8USC5P8tIk/35fgw6uf8d+XwMAAAB2Y3mxZVsWAGBPLKs1WS9NMnxLy0+erTCypdbaTvKiJL2h7ms2iywAAAAAAMAuKI5MSCnlSJKvHOn+/gudV2t9f5JfGupaTPIvxpcMAAAAZk+tNf31tfTX1+w9AgDsmOLI5Dw7yUVD7T+qtb5vm+f+xEj7K8YTCQAAgGlRa02v27vwgSRJuus1r77ibXnV5W9J3VhvOg4AMGMURybnOSPtt+/g3HckGf5J7/NKKZ++50QAAABMjU63k1vvPJGaftNRZsbyYsnyYmk6BgAwgxRHJudzRtp/tN0Ta62fTPIXI91P3nMiAAAApkprYbHpCMyh2u9ndXU1/b7CHADzQ3Fkcp440v7gDs+/daT9pD1kuaBSymtKKX9SSrm7lNIrpXy8lPKBUsrbSinfUUp5wn5eHwAAALbD3iN7177vRK69/uasrKw0HQUAJsYtKRNQSrksyWUj3Tv9iWP0+MfvPtG2vHik/dDNj8cl+dIk/6OU8tYk315rHS3cAAAAwET0NgZ7j5RS8or10fsS2a7Dx0bftgCAg83Mkcm4dKT9qc2lsnbi7pH2Q3YfZyxaSZ6f5F2llH/WcBYAAADmmL1HAICdMnNkMo6OtNu7GGP0nGO7zHIhf5Hk15O8J4Olv04mWU5yRZKnJ3lhkqcMHX9JkjeWUr6s1vpr4wxSSrkiycN2eNpjx5kBAADgbGqt6XQ6SZJ2u53DsZwTs63Wwb4jV111VVot99ICcPApjkzGaHGks4sxRosjo2Pu1c8m+aZa63vPc8zvJPnvpZSvSfLjeaBAs5BBgeSza60fHmOmb0zy0jGOBwAAMBadTiftG67OkaWFtO/vZemihb0NWJNurzeecLAL3VMnc+31N+dNV16Z48ePNx0HAPadWwGasZtbivb1NqRa6+suUBgZPvYNSZ6V5FND3UejkAEAAMyRI0sLpz/2qtPt5LY7T6RvQ3EaZN8RAOaJ4shk3D/SPrKLMUbPGR1zomqtf5rkv450f10p5eIm8gAAAMy6VutQ0xEAAOaGZbUm48AVRza9NsnLMth3JEmWkvzjJL8yxvFv3OE5j03y1jFdHwAAAACAA0hxZDLuG2lfVEq5uNb6yR2MccVI++TeIu1drbVbSvndJFcPdf+djKk4Umu9O8ndOzmnlDKOSwMAAAAAcIBZVmsCaq33JLl3pPuqHQ7zqJH2B3afaKzuGGk/rIkQAAAAAACwXYojk/PXI+3H7fD8x1xgvKa0R9q7WTIMAABgPtWk3Wmn1+01nQQAYK4ojkzOX460n77dEzc3Of87FxivKZ820j7RSAoAAIAZ1Ol28oG7Tub2u+9LTb/pOAAAc0NxZHJuGmk/cwfn/sOcuT/Mu2utH91zovF46kj7zkZSAAAAzKjW4lJaC4eajgGptZ/V1dX0+wp1ABx8iiOTc3POXILq6aWUz97muS8aab9lLIn2qJTylCRPGel+ewNRAAAAgD3qnjqZa6+/OSsrK01HAYB9pzgyIbXWTyV500j3d17ovFLKE5I8f6hrPcnPjjHarpRSFpL80Ej3B2utf9VEHgAAAGDvDh+7rOkIADARiiOT9bIka0PtF5VSvuxcB5dSDif5iSRLQ9031FpvPd9FSil15OOZFzj+mzevtS2llKUkr0/yrJGnXr7dMQAAAAAAoCmKIxNUa70tyWtGut9USvmPmwWH00opT0zy20meMdR9T/anAPEjSW4vpbyqlPLUUsri2Q4qpSyWUq5O8n+SfP3I07+V5A37kA0AAAAAAMbqrG+Cs6/+3yRPTvLczfahJD+a5L+VUt6V5FSSxyT5/CRl6LxekufXWu/ap1wPT/KfNz+6pZT3JrkryX2bGa9I8gVJjp7l3D9L8hW11rpP2QAAAA6cWmt63V7TMQAA5pLiyITVWjdKKV+V5PokLxx66ookzznHaXcn+bpa6zv2O9+m5QyKMxdSMyjsfGettbO/kQAAAA6WTreT2+48kf7SsTNvjQMAYN9ZVqsBtdb7a61fneQFSf74PId+PMmPJ/mcWutN+xjp25P8WgbLdm3Hx5L8WJIn1Vq/RWEEAABgd1oL7lkEAGiCn8IaVGt9UwZ7jjw6g5kaj0hycZKPJPlQkj+ste54jnWtdUf3HNVaX53k1UlSSrkyyWcluTLJ5UmOJNlIcm+SE0nec6EN4QEAAGDSaq3ZWOsla73UWlOK6TgAwLkpjkyBWuvtSW5vOkeS1FpXk6w2nQMAAOBAq0m3Z7+Rcept1Lx88bpksZ9v3XheyuKhpiPNpFr7WV1dzVVXXZVWy4IjABxcvssBAADAhJ3eb6TWpqMcKMuLrSwveqtjL7qnTuba62/OyspK01EAYF/5iQEAAAAa0GqZ2cB0OnzssqYjAMC+s6wWAAAAAKdtLa2VxPJaABxYvrsBAADABNVa0+vab2S/1FrTX19Lf30t1bJlu9I9dTIvufFduea1N1leC4ADy8wRAAAAmKCt/UZqWklK03EOnO56zauveFtKKfn2e55vY/ZdOnLpw7K8vNx0DADYN4ojAAAAMCk16fZ6aS0sJuv9ptMcWMuLJaUoPAEA52ZZLQAAAJiQrVkjfcs9AQA0SnEEAAAAtqnWmna7nXa7nZrdFThaLcs8AQA0zbJaAAAAsE2dTiftG65Ou7eRpYsWmo7DNtRas7HWy8ZaL7VWy20BAEkURwAAAGBHjiwpisySurGe717/4WRxPd+68bxkYTF1Y33wnOXNAGBuWVYLAAAAONCWF1tZXhy8BVI31vOqy9+SV13+lvTX1xpONt1qv5/V1dX0+/2mowDA2CmOAAAAAHNlebFkedHyWhfSvu9Err3+5qysrDQdBQDGzrJaAAAAsN9q0u60UzbMVGC2HD52WdMRAGBfKI4AAADAPut0O/nAXSdzKOup6Scxa2HSaq2W0QIATlMcAQAAgH1Ua02v20trcSmtWpK1jaYjzaXues2rr3hbehs1tbZSigIVAMwzxREAAADYR51uJ7fdeSL9pWMmjEzQ2WaKLC+WqIkAAIniCAAAAOy71sJizBeZrN7GAzNFUo82HWdm1drP6upqrrrqqrRarabjAMDY+K4GAAAAHEjLiyXLi6aK7EX31Mlce/3NWVlZaToKAIyV4ggAAADsl5p0e72mU8CeHD52WdMRAGDsFEcAAABgn5zeb6TWpqMAADBEcQQAAAAuoNaadruddrudmp0VOlqtQ/uUCgCA3bIhOwAAAFxAp9NJ+4ar0+5tZOmihW2dU2tNr2tJLQCAaWTmCAAAAGzDkaWFHFnaXmEkGSypdeudJ1LT38dUsP9q7Wd1dTX9vn/LABwciiMAAACwT1oLFmxg9nVPncy119+clZWVpqMAwNgojgAAAABzp9aajbVeNtZ6qXVn+8jMo8PHLms6AgCMlVtYAAAAgLnT26h5+eJ1yWI/37rxvJTFQ01HAgAmSHEEAAAAxq0m3Z7N2Kfd8mIrMWkEAOaSZbUAAABgzDrdTm6780T6lmsCAJhKiiMAAABwDrXWtNvttNvt1B1OMWi1LNPEwVFrP6urq+n3+01HAYCxsKwWAAAAnEOn00n7hqvT7m1k6aKFC59Qk3annbKxtv/hYIK6p07m2utvzpuuvDLHjx9vOg4A7JniCAAAAJzHkaVtFEU2dbqdfOCukzmU9dT0k5T9C8ZY1VpTN9ZPP+bBDh+7rOkIADA2iiMAAAAwRq3FpbRqSdY2mo7CDtSN9bzq8rckSV6x/sTUWtNfH8wAKguLKUWhCwAOEsURAAAAgCTLiw8UQPrra6eLJd9+z/NTFgd7yCiaAMDBoDgCAAAAY1BrTa/bazoGYzRcLNlyrqLJPNjalD1JrrrqqrRarYYTAcDu+S4GAAAAY9DpdnLrnSfS7/ebjsI+W14sZy2cHHTdUyfzkhvflWtee1NWVlaajgMAe2LmCAAAAIxJa2Exdho5WIaX0bJRe3Lk0odleXm56RgAsGeKIwAAAADn0NuoefUVb0spJa9Yf2LTcQCAMVEcAQAAgL2qSbdnv5GDanmx2HgdAA4Ye44AAADAHnW6ndx254n0Lbs082qt2VjrZWNdsQsADjIzRwAAAGAMWq1DSRRHZl1vo+bli9elu7BujxEAOMDMHAEAAADm1taG61ubrifJ8mIrS4veMjmX2u9ndXU1/X6/6SgAsGtmjgAAAABzq7s+2HC9t1FT684LIqeX4VrrpdY6F3uTtO87kWuv//O86corc/z48abjAMCuKI4AAAAAc22w4fruzq0b6/nu9R9OFtfzrRvPS1k8tLtxNoss/fW1lIXFqS+yHD52WdMRAGBPzBEFAAAAuIDzbdS+vNjK8h6X4eqvr+Xli6/Pqy5/S+rG+p7GAgAuzMwRAAAA2INaa3rdB79hzsEyulH7fszsWF5sZaE/3TNGAOCgMHMEAAAA9qDT7eTWO0+kxubUB91uNmof3vC91rpPySavVpuyAzDbFEcAAABgj1oLFmbg7Prra3nV5W85vVzW8N4is1ws6Z46mWuvvzkrKytNRwGAXVEcAQAAANhHy4sly4uD5bJG9xbZmlmysdbLrNVKbMoOwCxzawsAAADABA3vLVI31vOqy9+SjfXDyaFzV0dqrac3ai9TMlNpa2mtq666Kq2W+28BmC2+cwEAAADss/PNEFleLBfcy2SriLI142QaWFoLgFk2HbcaAAAAABxgvY2aV1/xtvTXf+u8M0TOZ2tprmliaS0AZpXiCAAAAOxSrTXdXq/pGDRgaybI2fq3ZnaMbri+vFiysdhKsjGJiADAeSiOAAAAwC51up3cdueJLB/y6/W82ZoJ0tuoST16un9r+askecX6E5uKNzH2HQFgVvmuBQAAAHvQah1qOgINWV4sp5e62ppJ0l9fG+whspBsrPWysb6zmUXD44zOPJlG9h0BYFa5tQUAAABgj7rrD8wkqbWV3kbNyxevS3dhfUdFjq0ZKaWUfPs9zz/ncbXWbKz10l9fS1lYTCnN7Udi3xEAZpHiCAAAAMAYLC+WDNcolhdbqf1W0n/wsefas+SBcc5e7Ng6b639ybxs4fXZuLyXb7/n+SmLzc1g2lpaK4nltQCYGYojAAAAsEO11nQ63SyWs7zrDdswvGdJrQ8uJmwVQTbWemfMPNk6r7/+W1k+VLJRm5sxsqV76mRecuO7srT8l7nhG5+T48ePNx0JAC5IcQQAAAB2qNPtZOVj92Wp1U9NP0nzb1Aze0ZnmgzbKoIsrv12/lvna8+YZbK8WLKx2EqyMZmg23Dk0odleXm56RgAsG2KIwAAALALrcVDWWj1k+xsw23YruXFko2UfO/ST+ZTl3fPOsNk1NZeJBtrg3+XW8tzzcLm7gAwSYojAAAAAFNsebGVjcXtzU7qr6/l5Yuvzycv7WRpoeTwoVa66zWvWH/iPqcEgNlihywAAACAGTe8R8nSQivLiyXLi4PiyPI2Cyt7ztAfbMze79uLB4DpZ+YIAAAAjBhsuN5Ju93O4ViOiOm1VRTJ+lp+4NN/JRvrh5NDzfybbd93Itde/+d505VX2pQdgKmnOAIAAAAjOp1O2jdcnXZvI0sXLTQdB85pa+P23kbN0kJrRxu1D+9PUms9vT/JXiwfvTSrq6u56qqr0mpZsASA6eW7FAAAAJzFkaWFHFlSGGH6bS2hdS6jRZDT/Rvr+e71H87LF1+furE+lizdUydz7fU3Z2VlZSzjAcB+MXMEAAAAdqIm3V6v6RSwbb2NmpcvXpcs9vOtG89LWTx0+rnlxVbSH++9s4ePXTbW8QBgP5g5AgAAAJtqrWm322m326nn2Guk0+3ktjtPpNp0mhmyvNjK0kJJf30t/fW1M2aQbNe5ZqA8+DgbswMw/cwcAQAAYO4Nb8Bef/aF6fT6591rpNU6dM7nYFp11wf7k5RS8u33PP90/+lN3ZOUhcVz7j2ytQxXFtcfNAPljOtsLq1lY3YAppniCAAAAHNveAP2h1y0kBJ7jXAwLS+WBxU/Rosm5yp6DM7f3jJcltYCYNpZVgsAAABiA3bm2/JiydJC9rTs1jBLawEw7RRHAAAAYJtqrel1bcbOwdTbGMwgedXlbzm9zNZubS2ttbKyMqZ0ADBeltUCAACAbTq9Gbt7DTmghpfdGt2LZMdjHb00q6urSZKrrroqrZbXDQDTw3clAAAA2IHWLt4khlnUX1/Lqy5/S/7nZb+YjW57x7NJuqdO5iU3vivXvPYmM0gAmDp+ogMAAACYI8MzQs71/MZaLxvrvSwvldMbtvc2alKP7uhaRy59WJaXl/caGQDGTnEEAAAAYI5s7S1yrmJHb6Pm5YvXpbuwfnpj9sFyW4PnR5fb2lqG61xqf7A5u6W1AJgmviMBAAAAzJnlxZLlxXMXNZYXW1laPPvbRlszSV51+VtSN9YveK32fSfyLa+/Kbfcckv6/f6uMwPAOCmOAAAAMHdqrWm322m326fvjL/wSUm319vfYDAjlhdLlhYG+5JsrPWy3utmvdcdLMe1+dFfXzv9+iopCiQATBXLagEAADB3Op1O2jdcPWhc89btndPt5LY7T2T5kF+lITlzea6L1y9KN+tpXb6W3kbN0kJJKSWvWH/i6eO3CiSvSfKMZzzDElsANMp3IQAAAObSkaWFHFla2NE5rdahfUoDs2lrea6tZbgeaJ992a6SkmuvvzkrKysNpAWAB7jdBQAAgLlVa02n3U6SHM42l9cC9mT56KVZXV1NrTVXXHFFWq1WDh8+fMGN3QFgnBRHAAAAmFudtX42fuYF6a0nSxedexZJrTW9rv1GYBy6p07mJTe+K63yZ/nJK34ulxy7JPmGX86RI0eajgbAHLGsFgAAAHNtO8trdbqd3HrnidTYSBrG4cilD0tJKx8+cV9KXWs6DgBzSHEEAAAAtqG1YPEF2IlaazbWetlY66XWsy9b11pYTLfTze23355+X/ERgMlRHAEAAABg7HobNS/PdXnZwuuy0W2nv772oCJJf2M9H/jwx/K1r/jfNmkHYKLc9gIAAADAvlhebKXT6+fVV7wtpZR8+z3PT1k8dMYxrYXFLB29NCsrK+n3+2m1WrnqqqvSarmnF4D9ozgCAAAA51BrTafTTbdnM3bYi+XFklLKOZ/vnTqZb/qRG3PpIx+fQ0uLedk//ZxceeWVOX78uCIJAPtCcWQKlFIeneRzkzwiydEkdyX5UJJbam12V7JSyucneXySR252fTjJ+2ut724uFQAAwGR0up2sfOy+tDu9HGqdfc8EYHtqremvr51+PGr54ktz5NKHZeNT9+WbfuTGLF38kLzm3zwnz3jGMxRIABg7xZEGlVK+Msm3JXn6OQ75eCnljUm+u9Z6YoK5DiX5T0m+Icljz3HMB5Ncn+QHmy7gAAAA7KfW4qG0FmvSN3sE9qK3UfPqK96WJPm+9mOzsd5Llh4omtRas97rpr/Wy9JFD0lJybe8/qa8JskjHvGIJDGTBICxURxpQCnlaJLXJ/nqCxx6WZL/kOQrSilfV2u9eQLZHp/k55N8/gUOfVySVyZ5QSnlq2utH9zvbAAAABNVYzktGLPlxXJ6o/buwnpqraeLJr2NmovXL0pd2Mi13WentXgoZWExL7nxXdno/F66nXZ+6JovySMe8Yi0Wi2FEgD2RHFkwkopC0nemOT/GXnqY0neneS+DGZrfF6SrcU4Pz3JW0spX1Rr/YN9zPbwJL+Z5FEjT30wyXs38zw5Z84m+YIkv1FKeVqt9e79ygYAALAbgz1DOkmSw4cPn3fPg1Gdbie33XkiR49dsl/xYG4tL7ZS+62kv9UuKeXsG7gPltpaSre9mv/wQz+XJDl8yeV588u/IcePH2/ukwBgpimOTN4rc2ZhZC2DpbVeV2s9fUtSKeVJGSxbtbXk1nKSXyqlPKXWete4Q5VSWkl+KWcWRu5K8qJa62+MHPucJD+R5OGbXY9O8pZSyhfWsy0aCgAA0JBOp5P2DVen1pr217wxR44cyeHDh7d9fqt1aB/TAedytg3c68Z6fuQzfydJ8l96X5/V1dX0+/30+30zSQDYMcWRCSqlPCbJt4x0v6DW+tbRY2utf1VKeVaS384DBZLLk7w0yb/fh3hfk+SpQ+2PJ3lGrfWOs2S7qZTyjCTvTPLQze5nJHlhBktyAQAANGJrpsjWfVudTieHlwZ3om/8zAvyqdJK+2vemCQ5nHPf21VrTa9rSS1o0tZeJBtrvdOv6eXFQcGkd8/J08ttnbrnI1k+eml+4bu/Pq1WK1dddZUiCQAXpDgyWS9NMnzb0U+erTCypdbaLqW8KMlfJFna7L6mlPI/a623jSvU5lJfLx/p/razFUaGst1eSvm2DGaQbPm+Usov1Fr748oGAACwE1szRdq9jSwtJr31ZOmihSTJkaWF9NaTjZ95wRn9Zx1nc0mtGm+wQlO29iI5tP47een61z/o+cMP+bSsleTQ8qksXfyQvPOd78wP3vTevOrrvyhXXnmlIgkA5+U7xISUUo4k+cqR7u+/0Hm11vdnsNzVlsUk/2J8yZIkX5jB0lhbPpzkZ7Zx3k9vHrvlsRnMIAEAAJiIWmva7Xba7fbpO8uPLC2c8THqXP0PDDrYiL214H5CaNryYsnSQsnGei/99bUkD8woWWt/Mi9beH1edflb0jl5It/zxt/P2vpGXnLju/Kvf+zX8gd/8Ae57bbb0u+7hxOAB1McmZxnJ7loqP1Htdb3bfPcnxhpf8V4Ip32/JH2/661blzopM1jRoso484GAABwTqdnitxw9emN1/c85uaskb4tFWEqdNdrvnfpJ/OKy395sOTd5oyS71q/LssL5fRSW8sXX5okOXLpw1LSyjf9yI15wcv/V2655RYFEgAeRHFkcp4z0n77Ds59R5L1ofbnlVI+fc+JHrCXbKPHPndPSQAAALZheMbI4aXW+WeC7HDcXrdnI3aYMsuLrdNFkEG7ZGnx/G9rLV30kNT19Xzzj78t73jHO3Lrrbfmfe97Xz75yU+enmkGwPwyR3hyPmek/UfbPbHW+slSyl8k+byh7icn+eheQ5VSlpM8bqT7j3cwxC0j7ceXUpZqrXYuBAAALmhrA/UkOXz4cJKc0S6lnPX4drud+rMvTKfXz9JFC2mVVjrt9uC882y0fv4c3XziU918+KP3bO41Ui54HjC96sZ6XnX5W1Jrzb//gY/nks94TL7/6BuyfPnFueJbficXX3zxmceP/H80+v8PAAeL4sjkPHGk/cEdnn9rziyOPCnJ7+wp0cBnJRm+xeruWusntntyrfUTpZQTST5ts2shyROS/OUYsgEAAAfc1rJYSZJr3pokad9w9WBmyNe8MUeOHDnjTcrhDdcfctFCyuavM521/rY2Wj9njm4nKx+7L+1OL4daC8mGu8phVmztQbI1G2S9181Gr5v++lqWF0u66zU/+qjfS3/xT7K80MqHT9yXD95ySx7zmMfk4Q9/eFqtVg4fPvyg/4+OHDnS4GcFwH5THJmAUsplSS4b6V7Z4TCjxz9+94nOMDprZKe5ts75tKH246M4AgAAEzXuO57PNd5W/9abkKWU887wGD0uyRn9nU4nh5daSU3aWzM/llrp9AbFjnZr4UFvUp5rCa0jSwtZ2OHi0bXWdNrddLu9tBYPpbVYk76J8DBLtvYg6W3ULC2U9Ds3ZWlhI5+6vJtaB/8pLC+WbCy2kgy2WL32tb+YpYsuyS8+6e05tLSUu5/1miTJZx8aHH/6/yMzSAAOLMWRybh0pP2pWusndzjG3SPth+w+zhkuvcB1tmO/sgEAuzSNy0JMY6YmTMvXYbs5piXv2Wz3TfoLnbdl9PztHneu8ZPzLws17ue37ngenXGx9dy5vk4XGi9Jcs1bH7ireng5q8WkVVpnvd65jktyRv/WTI/eeh408+PI0mC5rOE3KceqJved+kQ+/NF70lnv59glfpWBWbW8WFJKsrQwKIIsl5qNxXP/P31o6aLU9fX87d33ZKN1OPWn/kU6axv59Eddlto6lP71/zTt1kJOfenr8vjHPz69Xm/H32/Odt1p/Z4KMI8URybj6Ei7vYsxRs85tssso6Y2WynliiQP2+Fpnz3c+OAHL7x6Wa013W43SbK8vHzeX3K73e4ZPwyd7fgLjbfX58f1+ez287vQ9ZKcMc6F7PbreL7jLvS57GXs7djr3+F+jT/uf1tJzjreXl9T5xp3t5/XTv89bPf6280/3B7t2+vnfi67/Td+ruvv9O9qt/+fjOa60P8j5/q73O7/07v9//xC+S70b+FC/xYvNO52P99Op5PuL35zaq0pX/oDWVpaOu94Z/ucx5V5a5xut5v6q/8pJSXLX/Gjp9/kPNc42/272e7XerT/XDn3+m/vQnq93lm/DqOf33Zz7vb/te3+G+l2u+c97lxfn3PlHO0/1/ln+3xGx9rK1lnbyKGFZKG1kOWv+NHTz53rGlt/B921fg4tJGsbyaGFwZv3w5/jdo871/hbf8ejebaeT03Kl/5AlpeXz/pa2Xp+9Dqj5w/nXTrxqfTW+tl41XNP50xyxudxrs/zXOOlJr13v/uMcY4dXjj99VjbyDmvd7bj1jbyoP5DJ3Pe9uj4S3eeSm/k7+W8f7aSU5/q5NBmMWZ5saS3XpO6ltvuOpmlQwtZ26g50m2nu7aRhbqWtY2aQwtl0P+p1jn7lxeTk6e6p/sOLZRsLJQslX463YPff76vjf6z90/672n50ELu76xP1ddgGr5m/3HhTVnr19xxbysbC+ub/b187C/uPD0DpXXocH7ona/LNV/42Hz27Teku97PUquk1Wrl/n/00iwuLqbXG8w0W15ezpVXXpkkufPOO3PZZZc96GeYC/3/v92fQS50/HZ/Dt7p+Nv5nWc7P5ud7bpbx27398rt/vx4oZ/pd3vdc31uu/0d5Vy2+3Pvbj+/c50/ev3t/px+ofPOZbv/trb7/sB2v947eZ9kr78Hjl5jt/+GzzXepG339+UL/X906623jg59/l82xqxs9x8pu1dKeUaSPxzq+nCt9codjvFvkrxuqOs3aq3PHkO270ry34e63lBr/dodjvGGJP9iqOu7aq3/YwzZXpbkpXsdBwAAAACAqXd1rfWXJ3WxHa7GypjspiI1qSrWNGcDAAAAAIA9UxyZjPtH2kfOetT5jZ4zOuZuTXM2AAAAAAAYO3uOTMY0FyCmOdtrk9y4w3OOJvl7ST6R5L4kf5ukN6Y82/HYJG8dal+d5EGL5wFj5XUHk+d1B5PndQeT53UHk+d1B5PX5OtuKclnDrV/b0LXTaI4Min3jbQvKqVcXGv95A7GuGKkfXJvkU4bzbbTDdCTfcpWa707yd27OPX/jOP6u3GWTZBurbW+t4ksMC+87mDyvO5g8rzuYPK87mDyvO5g8qbgdffuCV7rDJbVmoBa6z1J7h3pvmqHwzxqpP2B3Sc67zij19mO/coGAAAAAABjpzgyOX890n7cDs9/zAXG262/SbIx1L6ilHJsuyeXUi5J8mlDXRtRHAEAAAAAYIopjkzOX460n77dE0spFyf5OxcYb1dqrd08eA25bWdL8oyR9gc2xwQAAAAAgKmkODI5N420n7mDc/9hztwf5t211o/uOdED9pJt9Nhf31MSAAAAAADYZ4ojk3NzkvZQ++mllM/e5rkvGmm/ZSyJzj3evyylLFzopM1jvvYCYwEAAAAAwFRRHJmQWuunkrxppPs7L3ReKeUJSZ4/1LWe5GfHGC1J3pHk9qH2lXlw0eNsvjbJI4fatyb5wzHmAgAAAACAsVMcmayXJVkbar+olPJl5zq4lHI4yU8kWRrqvqHWOrpHyOh5deTjmec7vta6keSlI90/WEo5fp5rHE/yQyPd/7XW2j/ftQAAAAAAoGmKIxNUa70tyWtGut9USvmPpZThAkhKKU9M8ts5c8Pze5K8fJ/ivSHJ/xlqX5bkllLKl4weWEp5dpI/SvLQoe5bkrxxn7IBAAAAAMDYLF74EMbs/03y5CTP3WwfSvKjSf5bKeVdSU4leUySz09Shs7rJXl+rfWu/QhVa+2XUp6f5I+TXLXZ/RlJbi6lfCDJezfzPDnJ40ZOvyPJV9Ra635kAwAAAACAcVIcmbBa60Yp5auSXJ/khUNPXZHkOec47e4kX1drfcc+Z7urlPLFSX4+yecNPfX4zY+zeVeSF9ZaP7qf2QAAAAAAYFwsq9WAWuv9tdavTvKCDGZqnMvHk/x4ks+ptd40oWzvT/LUJC9Jctt5Dr1185in1Vo/OIlsAAAAAAAwDmaONKjW+qYM9hx5dAbLaD0iycVJPpLkQ0n+sNba28W45cJHnff8tSSvTPLKUsoXJHnCZrYkuTPJ+2ut79zLNQ6wj+XMfWE+1lQQmCNedzB5XncweV53MHledzB5XncweXP7uiu2iQAAAAAAAOaJZbUAAAAAAIC5ojgCAAAAAADMFcURAAAAAABgriiOAAAAAAAAc0VxBAAAAAAAmCuKIwAAAAAAwFxRHAEAAAAAAOaK4ggAAAAAADBXFEcAAAAAAIC5ojgCAAAAAADMFcURAAAAAABgriiOAAAAAAAAc2Wx6QAwz0oplyT57CSfmeQzkhxNspDkviQfS/LnSd5fa+03FhIOmFLKUpInJHlikocnuSTJp5Lcm+R9Sd5da+02lxAAzlRKeXSSz03yiAx+XrwryYeS3FJrXWswGgDsWillIcnjkjwpg+9xD0nSzeB3s1uT/Fmt9ZPNJYSDqZRyJIP3Ix+VwWvvWJJDST6R5J4kf5nkvbXW9cZCTkiptTadAeZGKaUkuTbJ05P8Xxn8J3Qh9yR5Q5IfqbXeun/p4OAqpXx2kucneVaSZyQ5cp7De0nemsFr7g8mEA8OtM3vfZ+V5O9vfvy9JJ+X5PDQYb9Xa33m5NPBdCulfGWSb8vgZ8ez+XiSNyb57lrriYkFgwOqlPKYPPC96u8n+fwM3jDa8qFa6/EGosGBUUq5KslXJPmiJP8wg5vVzmUjyW8mua7W+qsTiAcHVinl65P8kyRPTfLYXHhFqfuT/EKSH621vmd/0zVHcQQmqJSymGS3d/d1kry81vrKMUaCA6+U8ocZFER24yeSfEut9dQYI8Fc2HxT95uSfEHOfGPpbBRHYEgp5WiS1yf56m2e8tEkX1drvXn/UsHBVEp5ZpKXZFAQuewChyuOwB6UUn42yT/f5em/kuQbaq0fHWMkmBullNUkj9zFqRtJfjTJtx/EmSSW1YLmfSLJB5N8OMmpDF6XD0vyd3PmD+eHk/yPUsoja63fPPGUMLs+6xz9tyW5PYMl7A5nsNTWk0aO+fokn1VKeXat9f79iwgH0hcmeWbTIWDWbC4x8sYk/8/IUx9L8u4Mll99bAYzsMrmc5+e5K2llC8y6xF27HOTfEnTIWBOPOEc/R9O8oEMiv2LSR6TwXsiw3e2f2mS3y+l/N+11o/sa0qYD5/KYPm6lQzem2xl8D7kUzJYgnzLQgar4BwvpXxlrXVjwjn3leIITN59SW5KcnOSP6y1vv9sB5VSWhksAfTKDKZzb/mPpZTfr7XeuO9J4eB5RwazQX6j1vrh0SdLKU/I4DX3/KHuZyT5/5J87UQSwsH3yQze5D3ecA6YVq/MmYWRtQyW1npdrbW31VlKeVKS6/PAklvLSX6plPKUWutdkwoLB1g3yWoGxUhg/N6d5H8l+fWzLSFeSnlkku9O8m+Hup+Q5MZSyj+qlsKBnfpkkl9O8utJbknyl+fa47iU8rQk35fB+5JbvjyDn0lftb8xJ8uyWjBhpZTFnUxDK6UsJ/m1DNYF3PK+WusTxx4ODqBSykczWKf2e2utf7PNc74/yXeMdD+j1vpH484HB1Up5YeT/Lskf57kz4Y+/irJv8qgULnFslqQ0/sdvC+DDTG3fHmt9a3nOP5Ikt/OmXuS/P9qrf9+/1LCwVJKuTbJ/0zy3gy+T/3p5p9/keQfJPndocMtqwV7UEr50wxmh7ys1vpn2zznG5P82Ej3P6+1/vy488FBVko5VGvd9lL/mzdt/1TOvFH0viSfXmvtjjtfUxRHYAaUUh6bwdJbw55Ya31fE3lglpRSjtda79jhOSXJn2Sw9vSW19Zav2mc2eAgK6U8LMm9Z7shoJTyoiiOwIOUUn4qg+Lhlp+stX79Bc55QgZv4i5tdq0n+axa6237kxIOllLKQ5O0a62dszz3zCiOwNjs5nezzfPelOSfDXX9Wq31eWMLBpxVKeWSJHcmuXio+7m11psaijR2F9qVHpgCm1NMR+94f1wTWWDW7OaH780p2q8d6f7HYwkEc6LW+rGDuGEf7JfNWSBfOdL9/Rc6b3OJ1l8a6lpM8i/GlwwOtlrrvWcrjADjt5vfzTaNzhzxuxlMQK31E0lG97M7UO9HKo7A7Pj4SPtYIylgfrx7pP2IRlIAMC+eneSiofYf7WCW8E+MtL9iPJEAYCqM/m52pJRyaRNBYA4d6PcjFUdgdlw10r6zkRQwP0bveF8661EAMB7PGWm/fQfnviNnft/6vFLKp+85EQBMh7PNRvb7GUzGo0baB+r9SMURmAGllGcleeRQ1ycz2CgQ2D+jU0XvaiQFAPPic0baf7TdE2utn8xg35FhT95zIgCYDqO/m60nOdFEEJgnm3vbPXWoqyb5vYbi7AvFEZhypZTPzoOXSnhtrfVTTeSBOTK67vufNJICgHnxxJH2B3d4/q0j7SftIQsATJPR383+rNbabyQJzIlSymckuTHJwlD3m/awd9BUWmw6AHCmUspSksuSPCXJ85P86yTLQ4f8aZKXNhAN5kYp5TOT/LOR7rc0kQWAg6+UclkGP/8NW9nhMKPHP373iQBgOpRSjia5ZqTb72YwZqWUxSQPzeCGnS9N8u+SXDJ0yG1J/mMD0faV4gg0rJTyS0mu3ubhNyb5N7XW9v4lApK8NsnhofZtSX6xoSwAHHyXjrQ/tblU1k7cPdJ+yO7jAMDU+B9JHj7UPpnk+maiwMFRSvnhJN+yzcN/N8m/rLWO/rw58yyrBdOvn+Snkzyt1vpVtdb7mg4EB1kp5doM7pIY9uJa69k2AQSAcTg60t7NjTCj5xzbZRYAmAqllOfnwXeq/5da68ebyANz6JeTPLvW+k9qrR9uOsx+MHMEpl8rg+V9DpVSvr/W+p6G88CBVUr5kiSvGul+fa31V5vIA8DcGC2OdHYxxmhxZHRMAJgZpZS/m+R/j3T/RpIfbyAOzKvnJlkopXRqrb/fdJj9YOYIc6OUcl0ppU7g42U7jPZvkzx66ONzkvzjJP85g/1FkuSiJF+d5E9LKd81nq8I7L8pft2dLevnZbB03fCNA+9M8uK9jg2TNEuvO+Cc6oTOAYCpU0q5Ksmv5sxC/4eSfG2t1fc7GI/vyZnvRz4pyT9M8s1JfmfzmENJnpfk9zZ/z1w420CzzMwRaNh51ut7e5IfKKV8eZIbMtikczHJfy+lLNRav3cyCeHgK6U8IclNOXOzsfcleW6tdTd37wLATtw/0j6yizFGzxkdEwCmXinliiS/meSRQ90fSfLFtdaPNZMKDp7N5enOtkTdHyS5rpTyhUl+JsmjNvu/KYOfN6+ZTMLJMHMEplyt9ZeSPDtJb6j7ZaWUz28mERwspZRHJ/ntJFcMdd+a5Fl++AZgQhRHAJh7pZTLkvxWkicMdZ9I8kW11g80kwrmU631DzJY2eaeoe5/XUq5uqFI+8LMEebJW5OsTuA6fzDuAWutf1ZK+bEk37rZ1Uryn5J8zbivBWM21a+7UspnZjBd9Mqh7g8l+Se11jvHEQwaMNWvO+Cs7htpX1RKubjW+skdjHHFSPvk3iIBwOSUUh6SwZ4iTxnqvjeDGSPvbSYVzLda6+2llO9J8pqh7u/I4HfOA0FxhLlRa/3NDKZmzqqfywPFkSR5dimlWG+TaTbNr7tSymdkUBg5PtT94QxmjKw0EgrGYJpfd8DZ1VrvKaXcm+ShQ91XJfnrHQzzqJG2O2wBmAmllGMZLHP8BUPdn0jynFrrexoJBWz5+ZxZHHlaKeXSWuvJhvKMlWW1YHb8zUj78iSXNpADZl4p5dMzKIw8bqj7IxnMGLm1mVQAzLnRQsjjznrUuT3mAuMBwNQppVyc5NeSPG2o+/4M9n/8k2ZSAVs290q+d6irlcEG7geC4gjMjrWz9C1PPAXMuFLKp2Wwx8hnD3V/LIMZI+9vJhUA5C9H2k/f7ombbyz9nQuMBwBTpZRyJMmvJPnCoe5PJXlerfWWZlIBZzH6nuSBeT9ScQRmx5Uj7X4Gb+gC2zS0wd+Th7rvyaAw8lfNpAKAJIPlRIY9cwfn/sOcuWTyu2utH91zIgDYJ6WUw0l+OWd+v+sk+bJa6+83Egp4kM3X6qeNdB+YnzMVR2B2fMlI+/Za60YjSWAGlVIuzWAfhr871L21wd9fNBIKAB5wc5L2UPvppZTPPtfBI1400n7LWBIBwD4opSwl+cUkXzTU3U3y5bXW324mFXAOz8qZNYRPZbBf64GgOAIzoJRyUZJvH+l+axNZYBYNbfD3+UPdn0jy7Frru5tJBQAPqLV+KsmbRrq/80LnlVKekOT5Q13rSX52jNEAYGxKKYtJfiHJc4e615J8Za315mZSAWdTSmkl+W8j3TfVWntN5NkPiiMwQaWU79i8e30n51ycwR0Vjxrq7iV5/RijwYG1WVz81SRPHeq+P8lzaq1/2kwqADirl+XMNZ1fVEr5snMdvLnMwU8kWRrqvqHWeuv+xAOA3SulLCR5Q5Krh7rXk7yw1vorzaSCg6+U8s2llM/Y4TmHktyQM99LSZIfG1uwKbB44UOAMfquJC8ppfxCBndK3FJrbZ/twFLKQ5K8MMl/SXLVyNPfX2t9374mhQNgc7r2WzNYi33LRpJvTHJXKeX4DodcrbWujykeHHjneY2Nrll7+DzHnqy1nhxXJphmtdbbSimvSfKfh7rfVEr5tiSvG75Lr5TyxCTXJ3nG0LH3JHn5RMLCAVJKuTJnf3/k4SPtxfN8v7q/1npirMHg4PlfSb5qpO+7krx7F7+bfaTW2hlLKjj4rkny/aWUX0zyxiRvr7WeOtuBpZQjSb48g/cjnzzy9E/XWn9nP4NOWqm1Np0B5kYp5WSShwx1bST5myR/m+TkZvuSJI9N8oQkC2cZ5nVJ/n314oUL2vwB+/YxDvnoWusdYxwPDrRSyji+V7281vqyMYwDM2Hzrtq35czlRpLk7iTvSnIqyWMyWCqyDD3fS/JFtdZ3TCInHCSllDty5kz93fipWuuL9p4GDq4x/Wy45R/XWt8+xvHgwCqlvCdn7r9ak3wwyR0ZvB/ZS3Isg++FT0py6CzD/EoGy9919zHqxJk5As1ayOA/nSdt49h7k/y/SV6vMAIAcDDVWjdKKV+VwayQFw49dUWS55zjtLuTfJ3CCAAA21CSPH7z40LaSb4vyatqrWsXOnjW2HMEJuv5SX4gybszWFfzQmoGdwh+a5LH11pfpzACAHCw1Vrvr7V+dZIXJPnj8xz68SQ/nuRzaq03TSQcAACz5t9kUOD4oyTbnfnxvgw2Y39CrfUVB7EwklhWCxqzuYHmk5M8OslnJDmaQcHyVJL7ktya5D211vsbCwkAQONKKY/OYBmtRyS5OMlHknwoyR8O70MCAADns7nR+hMzWKb1kRm8H3koyf1JPpHBUlvvrrXe21TGSVIcAQAAAAAA5opltQAAAAAAgLmiOAIAAAAAAMwVxREAAAAAAGCuKI4AAAAAAABzRXEEAAAAAACYK4ojAAAAAADAXFEcAQAAAAAA5oriCAAAAAAAMFcURwAAAAAAgLmiOAIAAAAAAMwVxREAAAAAAGCuKI4AAAAAAABzRXEEAAAAAACYK4ojAAAAAADAXFEcAQAAAAAA5oriCAAAAAAAMFcURwAAAAAAgLmiOAIAAAAAAMwVxREAAAAAAGCuKI4AAAAAAABzRXEEAAAAAACYK4ojAAAAAADAXFEcAQAAAAAA5oriCAAAAAAAMFcURwAAAAAAgLmiOAIAAAAAAMwVxREAAAAAAGCuKI4AAAAAAABzRXEEAAAAAACYK4ojAAAAAADAXFEcAQAAAAAA5oriCAAAAAAAMFcURwAAAAAAgLmiOAIAAAAAAMwVxREAAAAAAGCuKI4AAAAAAABzRXEEAAAAAACYK/9/17yaMQ37EyYAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1800x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in range(1, 4):\n",
+    "    fig, ax = plt.subplots(dpi=300)\n",
+    "    sns.histplot(cath_dset_values[:, i], stat='density', label=\"CATH proteins\", ax=ax, color='tab:blue')\n",
+    "    sns.histplot(sampled_proteins_flat[:, i], stat='density', label='sampled proteins', ax=ax, color='tab:orange')\n",
+    "    ax.legend()\n",
+    "    ax.set(\n",
+    "        xlim=(-math.pi, math.pi),\n",
+    "        title=['omega', 'theta', 'phi'][i-1],\n",
+    "    )\n",
+    "    fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.5 ('protdiff')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "f1462a943ab2ed10c50ecb61c13e0bfd5e39da1a961a74d955e1d47ac3073b62"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}