diff --git a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
index fceab332c4fcac5387bfb477dd709e57b70d85da..e23180be4b2b3ebb0fa7b86798291f716322a6a5 100644
--- a/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
+++ b/tania_scripts/.ipynb_checkpoints/tania-some-other-metrics-checkpoint.ipynb
@@ -773,10 +773,90 @@
     "print(\"BIGRAM ENTROPY: \", bigram_entropy(sample_french_text))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6ac26902-75a5-4824-8c2b-da3f733c820f",
+   "metadata": {},
+   "source": [
+    "## Spearman Correlation between perplexity and stylometric features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f3678462-e572-4ce5-8d3d-a5389b2356c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Collecting scipy\n",
+      "  Downloading scipy-1.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n",
+      "Requirement already satisfied: numpy<2.5,>=1.23.5 in /public/conda/Miniconda/envs/pytorch-2.6/lib/python3.11/site-packages (from scipy) (2.2.4)\n",
+      "Downloading scipy-1.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.7 MB)\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.7/37.7 MB\u001b[0m \u001b[31m75.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hInstalling collected packages: scipy\n",
+      "Successfully installed scipy-1.15.3\n"
+     ]
+    }
+   ],
+   "source": [
+    "#!pip3 install seaborn\n",
+    "#!pip3 install scipy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b621b2a8-488f-44db-b085-fe156f453943",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.stats import spearmanr\n",
+    "\n",
+    "# Sample data (replace with your real values)\n",
+    "data = {\n",
+    "    \"perplexity\": [32.5, 45.2, 28.1, 39.0, 50.3],\n",
+    "    \"avg_word_length\": [4.1, 4.3, 4.0, 4.2, 4.5],\n",
+    "    \"avg_sentence_length\": [12.5, 13.0, 11.0, 12.0, 13.5],\n",
+    "    \"word_entropy\": [6.1, 6.3, 6.0, 6.2, 6.4],\n",
+    "    \"bigram_entropy\": [8.0, 8.2, 7.9, 8.1, 8.3]\n",
+    "}\n",
+    "\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Compute Spearman correlation\n",
+    "corr, _ = spearmanr(df)\n",
+    "corr_df = pd.DataFrame(corr, index=df.columns, columns=df.columns)\n",
+    "\n",
+    "# Plot heatmap\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(corr_df, annot=True, cmap=\"coolwarm\", fmt=\".2f\", square=True, linewidths=0.5)\n",
+    "plt.title(\"Spearman Correlation Heatmap\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2afe949-9351-4ec8-aefc-7fe79b7c5a88",
+   "id": "3a6e3b53-7104-45ef-a4b5-e831bdd6ca6f",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/tania_scripts/tania-some-other-metrics.ipynb b/tania_scripts/tania-some-other-metrics.ipynb
index fceab332c4fcac5387bfb477dd709e57b70d85da..e23180be4b2b3ebb0fa7b86798291f716322a6a5 100644
--- a/tania_scripts/tania-some-other-metrics.ipynb
+++ b/tania_scripts/tania-some-other-metrics.ipynb
@@ -773,10 +773,90 @@
     "print(\"BIGRAM ENTROPY: \", bigram_entropy(sample_french_text))"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6ac26902-75a5-4824-8c2b-da3f733c820f",
+   "metadata": {},
+   "source": [
+    "## Spearman Correlation between perplexity and stylometric features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f3678462-e572-4ce5-8d3d-a5389b2356c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Defaulting to user installation because normal site-packages is not writeable\n",
+      "Collecting scipy\n",
+      "  Downloading scipy-1.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\n",
+      "Requirement already satisfied: numpy<2.5,>=1.23.5 in /public/conda/Miniconda/envs/pytorch-2.6/lib/python3.11/site-packages (from scipy) (2.2.4)\n",
+      "Downloading scipy-1.15.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.7 MB)\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.7/37.7 MB\u001b[0m \u001b[31m75.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hInstalling collected packages: scipy\n",
+      "Successfully installed scipy-1.15.3\n"
+     ]
+    }
+   ],
+   "source": [
+    "#!pip3 install seaborn\n",
+    "#!pip3 install scipy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b621b2a8-488f-44db-b085-fe156f453943",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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mZiY6duyodRxVqlRBq1atsHz58kJ/LAB44+N3NPWVIAhYtGhRobomJiYA8Na3/0ilUrRr1w7bt2/HrVu3VOXJyclYv349mjdvDnNz8ze28a706tULBQUFmDVrVqF9+fn5qnPT1C+5ubn4+eefC33OxMREq6UBb6MphszMTERERGisf//+fWzdulX1dVZWFtasWQM/Pz9Od1OZxRFKojJs1KhRePbsGbp37w5PT0/k5ubi8OHD2LhxI1xcXArd7FG7dm0EBgaqPTYIAGbMmKGq891332H//v1o1KgRhgwZAi8vL6Snp+P06dPYu3ev6rEtnTp1wpYtW9C9e3d07NgRiYmJ+OWXX+Dl5YXs7OxSOf/SisHKygpbt25Fhw4d4Ofnp/amnNOnT+O3335DkyZNALwYtQsLC8OMGTPQvn17dOnSBQkJCfj555/RoEED9O/fv1ixLF26FM2bN4ePjw+GDBkCNzc3JCcn48iRI7h79y7Onj2r8XOenp5wd3fH+PHjce/ePZibm2Pz5s0a1y6+PLfRo0cjMDAQUqkUffr00dju7NmzsWfPHjRv3hxffPEF9PX1sXz5cigUCnz//ffFOtfiCAgIwLBhwzBnzhycOXMG7dq1g4GBAa5du4bff/8dixYtwieffIKmTZvCysoKwcHBGD16NCQSCdauXavxDzV/f39s3LgRoaGhaNCgAUxNTdG5c+dix9quXTsYGhqic+fOGDZsGLKzs7Fy5UpUqVJF4x8ONWrUwKBBg3DixAnY2tpi9erVSE5Ofm0CSlQmlO5N5URUFLt27RIGDhwoeHp6CqampoKhoaFQvXp1YdSoUUJycrJaXQDCiBEjhP/7v/8TPDw8BJlMJtStW1ftsTIvJScnCyNGjBCcnJwEAwMDwc7OTmjTpo2wYsUKVR2lUil8++23grOzs6qtP//8UwgODlZ7JMrLR+D88MMPhY7z8lEwjx49UisPDg4WTExMCtUPCAgQvL29SzQGvPIYnDe5f/++8OWXXwo1atQQ5HK5YGxsLPj7+wvffPONkJmZqVZ3yZIlgqenp2BgYCDY2toKw4cPFx4/fvzG8xETryAIwo0bN4SgoCDBzs5OMDAwEBwdHYVOnToJ//vf/1R1ND026NKlS0Lbtm0FU1NTwdraWhgyZIhw9uxZAYAQERGhqpefny+MGjVKsLGxESQSidojhDT11+nTp4XAwEDB1NRUMDY2Flq3bi0cPnxYrc7LxwadOHFCrVxTnJq87lp5ydnZWe2xQS+tWLFC8Pf3F4yMjAQzMzPBx8dHmDBhgnD//n1VnUOHDgmNGzcWjIyMBAcHB9Xjt16NKzs7W/j0008FS0tLAYDqGnt5Dr///ruoc9Z0Ln/88YdQp04dQS6XCy4uLsLcuXOF1atXCwCExMTEQue5e/duoU6dOoJMJhM8PT0LHZuorJEIQgmvlCYinZBIJBgxYgSWLFmi61CISEsuLi6oXbs2/vzzT12HQlQkXENJRERERMXChJKIiIiIioUJJREREREVCxNKogpCEASunyQq527dusX1k/Ra//zzDzp37gwHBwdIJBJs27btrZ+JjY1FvXr1IJPJUL16dURGRhaqs3TpUri4uEAul6NRo0Y4fvx4kWNjQklERERUDjx9+hS+vr5YunSpqPqJiYno2LEjWrdujTNnzmDs2LEYPHgwdu/erarz8lFZ4eHhOH36NHx9fREYGKj2+lIxeJc3ERERUTkjkUiwdetWdOvW7bV1Jk6ciJ07d6q9yKJPnz7IyMhAdHQ0AKBRo0Zo0KCBaoZLqVTCyckJo0aNwqRJk0THwxFKIiIiIh1RKBTIyspS2xQKRYm0feTIkUKvcQ0MDFS9bSw3NxenTp1Sq6Onp4e2bdsW+Y1kfFMOERERkUg7DWq+vVIRnPi6r9rbzAAgPDwc06dPL3bbDx8+hK2trVqZra0tsrKy8Pz5czx+/BgFBQUa61y5cqVIx2JCSWVaSf/gvg865iWw37TQMS8BzTsf0HUY5U7cjgBeb1riz6p2OuYl6DqEEhUWFobQ0FC1MplMpqNotMeEkoiIiEgkiYGkRNuTyWTvLIG0s7NDcnKyWllycjLMzc1hZGQEqVQKqVSqsY6dnV2RjsU1lEREREQi6elLSnR7l5o0aYKYmBi1sj179qBJkyYAAENDQ/j7+6vVUSqViImJUdURiwklERERUTmQnZ2NM2fO4MyZMwBePBbozJkzSEpKAvBi+jwoKEhV//PPP8fNmzcxYcIEXLlyBT///DM2bdqEL7/8UlUnNDQUK1euRFRUFC5fvozhw4fj6dOnCAkJKVJsnPImIiIiEklioLuxuJMnT6J169aqr1+uvQwODkZkZCQePHigSi4BwNXVFTt37sSXX36JRYsWoWrVqli1ahUCAwNVdXr37o1Hjx5h2rRpePjwIfz8/BAdHV3oRp23YUJJREREJNK7nqZ+k1atWuFNjw/X9BacVq1aIT4+/o3tjhw5EiNHjixWbJzyJiIiIqJi4QglERERkUglfZd3RcGEkoiIiEgkXU55l2Wc8iYiIiKiYuEIJREREZFInPLWjCOURERERFQsHKEkIiIiEolrKDVjQklEREQkkkTKhFITTnkTERERUbFwhJKIiIhIJD2OUGrEhJKIiIhIJIkeE0pNOOVNRERERMXCEUoiIiIikSRSjsVpwoSSiIiISCSuodSMaTYRERERFQtHKImIiIhE4k05mjGhJCIiIhKJU96accqbiIiIiIqFI5REREREIvHVi5oxoSQiIiISSaLHyV1N2CtEREREVCwcoSQiIiISiXd5a8aEkoiIiEgk3uWtGae8iYiIiKhYOEJJREREJBKnvDXjCGUF1qpVK4wdO7bE2ouMjISlpWWJtUdERFTeSPT0SnSrKCrOmdA717t3b1y9elX19fTp0+Hn56e7gEpApeb1UX/rMrS5fRAd8xJg26XN2z/TsiGaH9+C9tnn0ery36ga1L1QHefhn6L1tRi0f3IOTQ9tgkUDn3cRvs6w34qnRwcH/L6qEWI2t8CKH+uilofZa+tKpRIM6OOMjSsaImZzC0T+5I9G9ayK1WZ5xGtOO+w3Ki1MKMuZgoICKJVKnRzbyMgIVapU0cmx3xWpiTGyziXgwugZouobuVRFgz+WIy32GOLqd0Xi4ij4LJ8N6w+bq+rY9/wItX4Iw7XZSxHXsDuenLuCRjt/haFNpXd1GqWO/aa9D5rbYORgd0T8dguDxp7C9cRszJ/pA0sLA431h/Z3Qdf29liw/Do+++IEtu26j28ne8PDzVTrNssjXnPaYb+VPImepES3ioIJ5TvWqlUrjBw5EiNHjoSFhQWsra0xdepUCIIAAFAoFBg/fjwcHR1hYmKCRo0aITY2VvX5l9PMf/zxB7y8vCCTyZCUlIQBAwagW7dumDFjBmxsbGBubo7PP/8cubm5r43lTcfKycmBt7c3hg4dqqp/48YNmJmZYfXq1WqxvPz3jBkzcPbsWUgkEkgkEkRGRmLgwIHo1KmT2nHz8vJQpUoV/PrrryXQoyXr0e5/cDV8IZK37xVV33loHzxPvIvLE+Yi+8pN3P55HR5u3g3XMQNUdVzHhuDOr5twN2oLsi/fwPkvwlHwLAdOAz5+R2dR+thv2uvTrSp27H6Av2KScevOM/zw8zXkKJTo9KGdxvqBrW2xdlMSjp5Kx/3kHGzb9QBHTqWjT7eqWrdZHvGa0w77reTpSSUlulUUTChLQVRUFPT19XH8+HEsWrQI8+fPx6pVqwAAI0eOxJEjR7BhwwacO3cOPXv2RPv27XHt2jXV5589e4a5c+di1apVuHjxomqUMCYmBpcvX0ZsbCx+++03bNmyBTNmvP6v0DcdSy6XY926dYiKisL27dtRUFCA/v3748MPP8TAgQMLtdW7d2+MGzcO3t7eePDgAR48eIDevXtj8ODBiI6OxoMHD1R1//zzTzx79gy9e/cuqS7VGcvGfkjdd0St7NGeOFg19gMASAwMYFHPG6kxh/+tIAhI3XcYlo3rlmKkZQv77QV9fQlqVDfDybOPVWWCAJw88xjeNc01fsbAQA+KPPVZCYVCiTpeFlq3+T7gNacd9htpi3d5lwInJycsWLAAEokENWvWxPnz57FgwQIEBgYiIiICSUlJcHBwAACMHz8e0dHRiIiIwLfffgvgxQjfzz//DF9fX7V2DQ0NsXr1ahgbG8Pb2xszZ87EV199hVmzZkHvlYW+SUlJbz2Wn58fZs+ejcGDB6NPnz64ffs2/vzzT43nZGRkBFNTU+jr68PO7t9RkKZNm6JmzZpYu3YtJkyYAACIiIhAz549YWpqqrGt8kRmaw1FcqpamSI5FQYWZtCTy2BgZQE9fX0oUtJeqZMGk5pupRlqmcJ+e8HC3AD6UgnSH+epladn5MG5qrHGzxyPfzEaefZCJu49fA5/XysENLWG3v+fKtOmzfcBrzntsN/eriJNU5ckJpSloHHjxpBI/r0AmzRpgnnz5uH8+fMoKChAjRo11OorFApUrlxZ9bWhoSHq1KlTqF1fX18YG//7C6NJkybIzs7GnTt34OzsrFZX7LHGjRuHbdu2YcmSJdi1a5faPrEGDx6MFStWYMKECUhOTsauXbuwb9++N35GoVBAoVColclksiIfm6iiWbTiBiaMqoF1yxpAAHD/wXP8tfchOratONPZROVJRbozuyQxodSh7OxsSKVSnDp1ClKpVG3ff0fzjIyM1BLSd3mslJQUXL16FVKpFNeuXUP79u2LfKygoCBMmjQJR44cweHDh+Hq6ooWLVq88TNz5swpNF0fHh6OBkU++rulSE6FzNZarUxma428zCdQ5iiQm/oYyvx8yKpUfqVOZSgeqv/V/z5hv72QmZWH/AIBlazUb5apZGmAtMea1z9nZOVh8jcXYWgggbmZAVLTczE82BX3k3O0bvN9wGtOO+w30hbT7FJw7Ngxta+PHj0KDw8P1K1bFwUFBUhJSUH16tXVtv9OI7/O2bNn8fz5c7V2TU1N4eTkVKiu2GMNHDgQPj4+iIqKwsSJE3H58uXXHt/Q0BAFBQWFyitXroxu3bohIiICkZGRCAkJeeu5hIWFITMzU20LCwt76+dKW8bRM6j8QWO1Mus2TfH46BkAgJCXh8zTF2H9QZN/K0gkqNy6CTKOxpdipGUL++2F/HwBV68/gX+dfx/7I5EA/r5WuJiQ9cbP5uYJSE3PhVQqQUBTGxw8mlbsNisyXnPaYb+9He/y1owJZSlISkpCaGgoEhIS8Ntvv2Hx4sUYM2YMatSogX79+iEoKAhbtmxBYmIijh8/jjlz5mDnzp1vbTc3NxeDBg3CpUuX8NdffyE8PBwjR44stH4SgKhjLV26FEeOHEFUVBT69euHbt26oV+/fq+9c9zFxQWJiYk4c+YMUlNT1aasBw8ejKioKFy+fBnBwcFvPReZTAZzc3O1rTSmvKUmxjD39YS5rycAwNi1Ksx9PSF3sgcA1JwdCt+Iuar6t1dsgLGrEzznfAWTmm5w/vxT2Pf8CImLIlV1EhdGwGlQLzh+1g2mnm6ovXQ69E2McCdqyzs/n9LCftPehm130TnQHu0/sIVzVWOM/8IDRnI97Nz7EAAw5cuaGBbkqqrvVcMMLZtYw8FWjjpeFpg3wwd6esD6LUmi26wIeM1ph/1GpYVT3qUgKCgIz58/R8OGDSGVSjFmzBjV43kiIiIwe/ZsjBs3Dvfu3YO1tTUaN25c6NE7mrRp0wYeHh5o2bIlFAoF+vbti+nTp7+2/puOdeXKFXz11Vf49ddfVSOcP//8M+rUqYOpU6di7ty5hdr7+OOPsWXLFrRu3RoZGRmIiIjAgAEDAABt27aFvb09vL29VTcBlUUW/rXRJGat6muvHycDAO6s2YJzg8Igs7eB0f//jxcAnt+6ixNdhsFrXhhcRgUh5+5DnB82Bal74lR1Hvy+C4Y2lVAjfDRkdjbIOnsZxzsNRu4ri9jLM/ab9vbFPYKlhQEG93NBJStDXL+ZjXHh5/E448VNNbY2ciiFf+sbGuphSH8XONgZ4XlOAY6eTMOs+VeQ/bRAdJsVAa857bDfSl5FGlUsSRLh5QMR6Z1o1aoV/Pz8sHDhwhJtd8CAAcjIyMC2bdtKtN2Skp2dDUdHR0RERKBHjx5at7PToGYJRvV+6JiXwH7TQse8BDTvfEDXYZQ7cTsCeL1piT+r2umYl6DT41/tW/R7C96kxm/RJdqernCEkkqUUqlEamoq5s2bB0tLS3Tp0kXXIREREdE7xoSSSlRSUhJcXV1RtWpVREZGQl+flxgREVUcfGyQZvxt/4799zWKJSkyMvKdtFtcLi4u4CoKIiKqqCrS6xJLEtNsIiIiIioWjlASERERicS7vDVjQklEREQkEtdQasZeISIiIqJi4QglERERkUic8taMCSURERGRSEwoNeOUNxEREREVC0coiYiIiETiTTmaMaEkIiIiEolT3poxzSYiIiKiYuEIJREREZFInPLWjAklERERkVgSTnlrwjSbiIiIiIqFI5REREREIvGmHM2YUBIRERGJxDWUmrFXiIiIiKhYOEJJREREJBKnvDVjQklEREQkEqe8NWOvEBEREVGxcISSiIiISCROeWvGhJKIiIhIJCaUmnHKm4iIiIiKhSOURERERGLxphyN2CtEREREVCwcoSQiIiISSSLhGkpNmFASERERicTnUGrGXiEiIiKiYmFCSURERCSSRE9SoltRLV26FC4uLpDL5WjUqBGOHz/+2rp5eXmYOXMm3N3dIZfL4evri+joaLU6BQUFmDp1KlxdXWFkZAR3d3fMmjULgiAUKS5OeRMRERGJpcMp740bNyI0NBS//PILGjVqhIULFyIwMBAJCQmoUqVKofpTpkzB//3f/2HlypXw9PTE7t270b17dxw+fBh169YFAMydOxfLli1DVFQUvL29cfLkSYSEhMDCwgKjR48WHRtHKImIiIjKgfnz52PIkCEICQmBl5cXfvnlFxgbG2P16tUa669duxaTJ09Ghw4d4ObmhuHDh6NDhw6YN2+eqs7hw4fRtWtXdOzYES4uLvjkk0/Qrl27N458asKEkoiIiEikkp7yVigUyMrKUtsUCkWh4+bm5uLUqVNo27atqkxPTw9t27bFkSNHNMaqUCggl8vVyoyMjBAXF6f6umnTpoiJicHVq1cBAGfPnkVcXBw++uijIvULp7ypTOuYl6DrEMol9pt24nYE6DqEconXm/bYd+WPRFKyY3Fz5szBjBkz1MrCw8Mxffp0tbLU1FQUFBTA1tZWrdzW1hZXrlzR2HZgYCDmz5+Pli1bwt3dHTExMdiyZQsKCgpUdSZNmoSsrCx4enpCKpWioKAA33zzDfr161ek82BCSWXaToOaug6h3OmYl8B+00LHvAQ073xA12GUO3E7Ani9aYk/q9qpaEl4WFgYQkND1cpkMlmJtL1o0SIMGTIEnp6ekEgkcHd3R0hIiNoU+aZNm7Bu3TqsX78e3t7eOHPmDMaOHQsHBwcEBweLPhYTSiIiIiKxtLgz+01kMpmoBNLa2hpSqRTJyclq5cnJybCzs9P4GRsbG2zbtg05OTlIS0uDg4MDJk2aBDc3N1Wdr776CpMmTUKfPn0AAD4+Prh9+zbmzJlTpISSayiJiIiIRJLo6ZXoJpahoSH8/f0RExOjKlMqlYiJiUGTJk3e+Fm5XA5HR0fk5+dj8+bN6Nq1q2rfs2fPoPdKHFKpFEqlUnRsAEcoiYiIiMqF0NBQBAcHo379+mjYsCEWLlyIp0+fIiQkBAAQFBQER0dHzJkzBwBw7Ngx3Lt3D35+frh37x6mT58OpVKJCRMmqNrs3LkzvvnmG1SrVg3e3t6Ij4/H/PnzMXDgwCLFxoSSiIiISCRtHkZeUnr37o1Hjx5h2rRpePjwIfz8/BAdHa26UScpKUlttDEnJwdTpkzBzZs3YWpqig4dOmDt2rWwtLRU1Vm8eDGmTp2KL774AikpKXBwcMCwYcMwbdq0IsUmEYr6KHSiUsQF60XHhf7a4U052uFNOdrjz6p2dH1TTuaPY0q0PYvxi0q0PV3hGkoiIiIiKhZOeRMRERGJpMsp77KMCSURERGRWDp8l3dZxl4hIiIiomLhCCURERGRSBIJp7w1YUJJREREJBanvDVirxARERFRsXCEkoiIiEgk3uWtGRNKIiIiIrEknNzVhL1CRERERMXCEUoiIiIisTjlrRETSiIiIiKRJJzy1oi9QkRERETFwhFKIiIiIrE45a0RRyiJiIiIqFg4QklEREQkkoRvytGICSURERGRWHyXt0ZMs4mIiIioWDhCSURERCQWp7w1YkJJREREJBanvDVimk1ERERExcIRSiIiIiKReJe3ZkwoiYiIiMTiqxc1Yq8QERERUbFwhJKIiIhILL56USMmlEREREQiSTjlrRF7pQwbMGAAunXrJqpuq1atMHbs2Hcaj1ixsbGQSCTIyMjQdShERERUCphQUrGUpURWG5Wa10f9rcvQ5vZBdMxLgG2XNm//TMuGaH58C9pnn0ery3+jalD3QnWch3+K1tdi0P7JOTQ9tAkWDXzeRfg6w34rnh4dHPD7qkaI2dwCK36si1oeZq+tK5VKMKCPMzauaIiYzS0Q+ZM/GtWzKlab5RGvOe2w394BPUnJbhUEE8oyIC8vT9chvLekJsbIOpeAC6NniKpv5FIVDf5YjrTYY4ir3xWJi6Pgs3w2rD9srqpj3/Mj1PohDNdmL0Vcw+54cu4KGu38FYY2ld7VaZQ69pv2Pmhug5GD3RHx2y0MGnsK1xOzMX+mDywtDDTWH9rfBV3b22PB8uv47IsT2LbrPr6d7A0PN1Ot2yyPeM1ph/32Dkj0SnarIMrFmURHR6N58+awtLRE5cqV0alTJ9y4cQMA0LRpU0ycOFGt/qNHj2BgYIB//vkHAPDgwQN07NgRRkZGcHV1xfr16+Hi4oKFCxe+9djjx49Hp06dVF8vXLgQEokE0dHRqrLq1atj1apVAAClUomZM2eiatWqkMlk8PPzU6t769YtSCQSbNy4EQEBAZDL5Vi3bh0KCgoQGhqqOscJEyZAEASt+0yhUGD8+PFwdHSEiYkJGjVqhNjYWNX+yMhIWFpaYvfu3ahVqxZMTU3Rvn17PHjwQFUnPz8fo0ePVsU0ceJEBAcHq6bhBwwYgAMHDmDRokWQSCSQSCS4deuW6vOnTp1C/fr1YWxsjKZNmyIhIUHr83lXHu3+B1fDFyJ5+15R9Z2H9sHzxLu4PGEusq/cxO2f1+Hh5t1wHTNAVcd1bAju/LoJd6O2IPvyDZz/IhwFz3LgNODjd3QWpY/9pr0+3apix+4H+CsmGbfuPMMPP19DjkKJTh/aaawf2NoWazcl4eipdNxPzsG2XQ9w5FQ6+nSrqnWb5RGvOe2w36i0lIuE8unTpwgNDcXJkycRExMDPT09dO/eHUqlEv369cOGDRvUkq+NGzfCwcEBLVq0AAAEBQXh/v37iI2NxebNm7FixQqkpKSIOnZAQADi4uJQUFAAADhw4ACsra1Vydm9e/dw48YNtGrVCgCwaNEizJs3Dz/++CPOnTuHwMBAdOnSBdeuXVNrd9KkSRgzZgwuX76MwMBAzJs3D5GRkVi9ejXi4uKQnp6OrVu3at1nI0eOxJEjR7BhwwacO3cOPXv2RPv27dXiePbsGX788UesXbsW//zzD5KSkjB+/HjV/rlz52LdunWIiIjAoUOHkJWVhW3btqn2L1q0CE2aNMGQIUPw4MEDPHjwAE5OTqr9X3/9NebNm4eTJ09CX18fAwcO1Pp8ygrLxn5I3XdErezRnjhYNfYDAEgMDGBRzxupMYf/rSAISN13GJaN65ZipGUL++0FfX0JalQ3w8mzj1VlggCcPPMY3jXNNX7GwEAPijylWplCoUQdLwut23wf8JrTDvtNBImkZLcKolwklB9//DF69OiB6tWrw8/PD6tXr8b58+dx6dIl9OrVC/fv30dcXJyq/vr169G3b19IJBJcuXIFe/fuxcqVK9GoUSPUq1cPq1atwvPnz0Udu0WLFnjy5Ani4+MhCAL++ecfjBs3TpVQxsbGwtHREdWrVwcA/Pjjj5g4cSL69OmDmjVrYu7cufDz8ys0Gjp27Fj06NEDrq6usLe3x8KFCxEWFoYePXqgVq1a+OWXX2BhYaFVfyUlJSEiIgK///47WrRoAXd3d4wfPx7NmzdHRESEql5eXh5++eUX1K9fH/Xq1cPIkSMRExOj2r948WKEhYWhe/fu8PT0xJIlS2Bpaanab2FhAUNDQxgbG8POzg52dnaQSqWq/d988w0CAgLg5eWFSZMm4fDhw8jJydHqnMoKma01FMmpamWK5FQYWJhBTy6DobUV9PT1oUhJe6VOGmR21qUZapnCfnvBwtwA+lIJ0h+rL3NJz8hDZStDjZ85Hv9iNLKqvREkEqC+nxUCmlqjciVDrdt8H/Ca0w77TQQ9vZLdKohycSbXrl1D37594ebmBnNzc7i4uAB4kTjZ2NigXbt2WLduHQAgMTERR44cQb9+/QAACQkJ0NfXR7169VTtVa9eHVZWhRe1a2JpaQlfX1/Exsbi/PnzMDQ0xNChQxEfH4/s7GwcOHAAAQEBAICsrCzcv38fzZo1U2ujWbNmuHz5slpZ/fr1Vf/OzMzEgwcP0KhRI1WZvr6+Wp2iOH/+PAoKClCjRg2YmpqqtgMHDqiWCgCAsbEx3N3dVV/b29urRm4zMzORnJyMhg0bqvZLpVL4+/uLjqNOnTpqbQN47ciwQqFAVlaW2qZQKEQfi6iiWrTiBu7cf451yxpg/9aWCB1WHX/tfQhBqf2SGCKiklYunkPZuXNnODs7Y+XKlXBwcIBSqUTt2rWRm5sLAOjXrx9Gjx6NxYsXY/369fDx8YGPT8ndcdaqVSvExsZCJpMhICAAlSpVQq1atRAXF4cDBw5g3LhxRW7TxMSkxOJ7VXZ2NqRSKU6dOqU2YggApqb/LuQ3MFBfsC+RSIq1bvNV/21f8v+H9ZVKpca6c+bMwYwZ6ovGw8PD0aDEoikZiuRUyGzV/wqX2VojL/MJlDkK5KY+hjI/H7IqlV+pUxmKh+p/9b9P2G8vZGblIb9AQCUr9Z+9SpYGSHucq/EzGVl5mPzNRRgaSGBuZoDU9FwMD3bF/eQcrdt8H/Ca0w77TYQKdCNNSSrzvZKWloaEhARMmTIFbdq0Qa1atfD48WO1Ol27dkVOTg6io6Oxfv161egkANSsWRP5+fmIj49XlV2/fr1QG2/ych1lTEyMaq1kq1at8Ntvv+Hq1auqMnNzczg4OODQoUNqnz906BC8vLxe276FhQXs7e1x7NgxVVl+fj5OnTolOsb/qlu3LgoKCpCSkoLq1aurbXZ24hbpW1hYwNbWFidOnFCVFRQU4PTp02r1DA0NVetLiyMsLAyZmZlqW1hYWLHbLWkZR8+g8geN1cqs2zTF46NnAABCXh4yT1+E9QdN/q0gkaBy6ybIOBqP9xX77YX8fAFXrz+Bf51/Z0gkEsDf1woXE7Le+NncPAGp6bmQSiUIaGqDg0fTit1mRcZrTjvsNxH42CCNyvwIpZWVFSpXrowVK1bA3t4eSUlJmDRpklodExMTdOvWDVOnTsXly5fRt29f1T5PT0+0bdsWQ4cOxbJly2BgYIBx48bByMhINWr2Ni1btsSTJ0/w559/4rvvvgPwIqH85JNPYG9vjxo1aqjqfvXVVwgPD4e7uzv8/PwQERGBM2fOqKbkX2fMmDH47rvv4OHhAU9PT8yfP1/rB4PXqFED/fr1Q1BQEObNm4e6devi0aNHiImJQZ06ddCxY0dR7YwaNQpz5sxB9erV4enpicWLF+Px48dq/ebi4oJjx47h1q1bMDU1RaVK2j02QiaTQSaTafXZ4pCaGMOkejXV18auVWHu64nc9Ezk3HmAmrNDIXe0xdmQF08SuL1iA5y/6AfPOV/hTuRmWLduDPueH+FEl2GqNhIXRsB39VxknLqAzBPn4DI6GPomRrgTtaXUz+9dYb9pb8O2u/j6S09cuf4El68+Qa+ujjCS62Hn3ocAgClf1sSjtFwsX5MIAPCqYQbryjJcv5kN68oyDPzUGXp6wPotSaLbrAh4zWmH/UalpcwnlHp6etiwYQNGjx6N2rVro2bNmvjpp59Uo4Iv9evXDx06dEDLli1RrVo1tX1r1qzBoEGD0LJlS9jZ2WHOnDm4ePEi5HK5qBisrKzg4+OD5ORkeHp6AniRZCqVStX6yZdGjx6NzMxMjBs3DikpKfDy8sIff/wBDw+PNx5j3LhxePDgAYKDg6Gnp4eBAweie/fuyMzMFBXjqyIiIjB79myMGzcO9+7dg7W1NRo3bqz2CKS3mThxIh4+fIigoCBIpVIMHToUgYGBatPo48ePR3BwMLy8vPD8+XMkJiZqFa+uWPjXRpOYtaqvvX6cDAC4s2YLzg0Kg8zeBkZO9qr9z2/dxYkuw+A1Lwwuo4KQc/chzg+bgtQ9/94U9uD3XTC0qYQa4aMhs7NB1tnLON5pMHJfWcRenrHftLcv7hEsLQwwuJ8LKlkZ4vrNbIwLP4/HGS9uqrG1keO/yyMNDfUwpL8LHOyM8DynAEdPpmHW/CvIflogus2KgNecdthv7wCnvDWSCCW5aK6cuHv3LpycnLB37160afP2twbQC0qlErVq1UKvXr0wa9asUjnmToOapXKciqRjXgL7TQsd8xLQvPMBXYdR7sTtCOD1piX+rGqnY55un2mc88fSEm1P3mVEibanK2V+hLIk7Nu3D9nZ2fDx8cGDBw8wYcIEuLi4oGXLlroOrUy7ffs2/v77bwQEBEChUGDJkiVITEzEp59+quvQiIiIqAx5L8Zt8/LyMHnyZHh7e6N79+6wsbFBbGwsDAwMsG7dOrVH6/x38/b21nXoAF48Hul1MZqamiIpKentjWhBT08PkZGRaNCgAZo1a4bz589j7969qFWr1js5HhERUZnH51Bq9F6MUAYGBiIwMFDjvi5duqg9//G/Xn2sjq44ODjgzJkzb9z/Ljg5ORW6Y52IiOi9VoHeblOS3ouE8k3MzMxgZmam6zDeSF9fX/UmHiIiIqKy5r1PKImIiIhE413eGrFXiIiIiKhYOEJJREREJFYFupGmJDGhJCIiIhKLN+VoxDSbiIiIiIqFI5REREREYvGmHI2YUBIRERGJxSlvjZhmExEREVGxcISSiIiISCze5a0RE0oiIiIikQROeWvENJuIiIiIioUjlERERERi8S5vjZhQEhEREYnFhFIj9goRERERFQtHKImIiIhE4k05mjGhJCIiIhKLU94asVeIiIiIqFg4QklEREQkFqe8NWJCSURERCQW35SjEXuFiIiIiIqFI5REREREIvEub82YUBIRERGJxbu8NWKvEBEREVGxcISSiIiISCSBI5QaMaEkIiIiEotrKDVimk1ERERUTixduhQuLi6Qy+Vo1KgRjh8//tq6eXl5mDlzJtzd3SGXy+Hr64vo6OhC9e7du4f+/fujcuXKMDIygo+PD06ePFmkuJhQEhEREYkkSPRKdCuKjRs3IjQ0FOHh4Th9+jR8fX0RGBiIlJQUjfWnTJmC5cuXY/Hixbh06RI+//xzdO/eHfHx8ao6jx8/RrNmzWBgYIBdu3bh0qVLmDdvHqysrIoUGxNKIiIiIrEkkpLdimD+/PkYMmQIQkJC4OXlhV9++QXGxsZYvXq1xvpr167F5MmT0aFDB7i5uWH48OHo0KED5s2bp6ozd+5cODk5ISIiAg0bNoSrqyvatWsHd3f3IsXGhJKIiIiojMvNzcWpU6fQtm1bVZmenh7atm2LI0eOaPyMQqGAXC5XKzMyMkJcXJzq6z/++AP169dHz549UaVKFdStWxcrV64scnxMKImIiIjEkuiV6KZQKJCVlaW2KRSKQodNTU1FQUEBbG1t1cptbW3x8OFDjaEGBgZi/vz5uHbtGpRKJfbs2YMtW7bgwYMHqjo3b97EsmXL4OHhgd27d2P48OEYPXo0oqKiitYtgiAIRfoEERER0XvqycnCN7UUx7w/j2LGjBlqZeHh4Zg+fbpa2f379+Ho6IjDhw+jSZMmqvIJEybgwIEDOHbsWKG2Hz16hCFDhmDHjh2QSCRwd3dH27ZtsXr1ajx//hwAYGhoiPr16+Pw4cOqz40ePRonTpx47cinJnxsEJVpzTsf0HUI5U7cjgD2mxbidgRgp0FNXYdR7nTMS+D1piX+rGonbkeATo9f0q9eDAsLQ2hoqFqZTCYrVM/a2hpSqRTJyclq5cnJybCzs9PYto2NDbZt24acnBykpaXBwcEBkyZNgpubm6qOvb09vLy81D5Xq1YtbN68uUjnwSlvIiIiIrFKeMpbJpPB3NxcbdOUUBoaGsLf3x8xMTGqMqVSiZiYGLURS03kcjkcHR2Rn5+PzZs3o2vXrqp9zZo1Q0JCglr9q1evwtnZuUjdwhFKIiIionIgNDQUwcHBqF+/Pho2bIiFCxfi6dOnCAkJAQAEBQXB0dERc+bMAQAcO3YM9+7dg5+fH+7du4fp06dDqVRiwoQJqja//PJLNG3aFN9++y169eqF48ePY8WKFVixYkWRYmNCSURERCSSAN29Kad379549OgRpk2bhocPH8LPzw/R0dGqG3WSkpKgp/fv5HNOTg6mTJmCmzdvwtTUFB06dMDatWthaWmpqtOgQQNs3boVYWFhmDlzJlxdXbFw4UL069evSLExoSQiIiISSdfv8h45ciRGjhypcV9sbKza1wEBAbh06dJb2+zUqRM6depUrLi4hpKIiIiIioUjlERERERi6XiEsqxiQklEREQkUkk/NqiiYJpNRERERMXCEUoiIiIikXR9U05ZxYSSiIiISCxOeWvENJuIiIiIioUjlEREREQiccpbMyaURERERCLp8k05ZRnTbCIiIiIqFo5QEhEREYnEKW/NmFASERERicW7vDVimk1ERERExcIRSiIiIiKRBI7FacSEkoiIiEgkvstbM6bZRERERFQsHKEkIiIiEol3eWvGhJKIiIhIJD7YXDOm2URERERULByhJCIiIhKJU96aMaEkIiIiEol3eWvGNJuIiIiIioUjlEREREQi8aYczThCSURERETFwhFKIiIiIpF4U45mTCiJiIiIROKUt2ZMsyuIVq1aYezYsboOAwAQGxsLiUSCjIwMXYdCREREpYAjlK8YMGAAMjIysG3bNl2HUi60atUKfn5+WLhwoa5DKZYeHRzQt4cTKlkZ4kZiNhYsv47L155orCuVSvBZz2r46ANbWFeW4c69Z1gWeRPHTj/Wus3yiv1WdJWa14fbuEGwqFcbcocqOPnxF0j+I+bNn2nZEF4/ToKplwdy7jzA9TnLcHfNVrU6zsM/hVvoIMjsbJB17goujp2FzBPn3+WplDpeb9phv5UsTnlrxl6h994HzW0wcrA7In67hUFjT+F6Yjbmz/SBpYWBxvpD+7uga3t7LFh+HZ99cQLbdt3Ht5O94eFmqnWb5RH7TTtSE2NknUvAhdEzRNU3cqmKBn8sR1rsMcTV74rExVHwWT4b1h82V9Wx7/kRav0QhmuzlyKuYXc8OXcFjXb+CkObSu/qNEodrzftsN9KngBJiW4VRZETyujoaDRv3hyWlpaoXLkyOnXqhBs3bgAAmjZtiokTJ6rVf/ToEQwMDPDPP/8AAB48eICOHTvCyMgIrq6uWL9+PVxcXESNcAmCgOnTp6NatWqQyWRwcHDA6NGjVfsVCgXGjx8PR0dHmJiYoFGjRoiNjVXtj4yMhKWlJXbv3o1atWrB1NQU7du3x4MHDwAA06dPR1RUFLZv3w6JRAKJRKL6/J07d9CrVy9YWlqiUqVK6Nq1K27duqVqe8CAAejWrRt+/PFH2Nvbo3LlyhgxYgTy8vLU4ps4cSKcnJwgk8lQvXp1/Prrr6r9Fy5cwEcffQRTU1PY2tris88+Q2pqqqjvy6uK2xcAkJ+fj9GjR6u+1xMnTkRwcDC6deumOucDBw5g0aJFqv76b5+cOnUK9evXh7GxMZo2bYqEhAStzuVd69OtKnbsfoC/YpJx684z/PDzNeQolOj0oZ3G+oGtbbF2UxKOnkrH/eQcbNv1AEdOpaNPt6pat1kesd+082j3P7gavhDJ2/eKqu88tA+eJ97F5QlzkX3lJm7/vA4PN++G65gBqjquY0Nw59dNuBu1BdmXb+D8F+EoeJYDpwEfv6OzKH283rTDfqPSUuSE8unTpwgNDcXJkycRExMDPT09dO/eHUqlEv369cOGDRsgCIKq/saNG+Hg4IAWLVoAAIKCgnD//n3ExsZi8+bNWLFiBVJSUkQde/PmzViwYAGWL1+Oa9euYdu2bfDx8VHtHzlyJI4cOYINGzbg3Llz6NmzJ9q3b49r166p6jx79gw//vgj1q5di3/++QdJSUkYP348AGD8+PHo1auXKrF68OABmjZtiry8PAQGBsLMzAwHDx7EoUOHVAlYbm6uqu39+/fjxo0b2L9/P6KiohAZGYnIyEjV/qCgIPz222/46aefcPnyZSxfvhympi/+6svIyMAHH3yAunXr4uTJk4iOjkZycjJ69epV1G9RifQFAMydOxfr1q1DREQEDh06hKysLLWlAIsWLUKTJk0wZMgQVX85OTmp9n/99deYN28eTp48CX19fQwcOFCrc3mX9PUlqFHdDCfP/judIwjAyTOP4V3TXONnDAz0oMhTqpUpFErU8bLQus3yhv1Weiwb+yF13xG1skd74mDV2A8AIDEwgEU9b6TGHP63giAgdd9hWDauW4qRvju83rTDfns3BIleiW4VRZHXUH78sfpfvKtXr4aNjQ0uXbqEXr16YezYsYiLi1MlkOvXr0ffvn0hkUhw5coV7N27FydOnED9+vUBAKtWrYKHh4eoYyclJcHOzg5t27aFgYEBqlWrhoYNG6r2RUREICkpCQ4ODgBeJIjR0dGIiIjAt99+CwDIy8vDL7/8And3dwAvEq+ZM2cCAExNTWFkZASFQgE7u3//0vq///s/KJVKrFq1CpL//8qliIgIWFpaIjY2Fu3atQMAWFlZYcmSJZBKpfD09ETHjh0RExODIUOG4OrVq9i0aRP27NmDtm3bAgDc3NxUx1iyZAnq1q2rivNl3zo5OeHq1auoUaOGqD4qqb4AgMWLFyMsLAzdu3dXxfjXX3+p9ltYWMDQ0BDGxsZq/fXSN998g4CAAADApEmT0LFjR+Tk5EAul4s+l3fNwtwA+lIJ0h/nqZWnZ+TBuaqxxs8cj3/x1/rZC5m49/A5/H2tENDUGnp6Eq3bLG/Yb6VHZmsNRbL6TIUiORUGFmbQk8tgYGUBPX19KFLSXqmTBpOabqgIeL1ph/32blSkaeqSVOSE8tq1a5g2bRqOHTuG1NRUKJUv/pJJSkpC7dq10a5dO6xbtw4tWrRAYmIijhw5guXLlwMAEhISoK+vj3r16qnaq169OqysrEQdu2fPnli4cCHc3NzQvn17dOjQAZ07d4a+vj7Onz+PgoKCQomXQqFA5cqVVV8bGxurEigAsLe3f+sI6dmzZ3H9+nWYmZmplefk5Kim+wHA29sbUqlUre3z518sij9z5gykUqkqwdJ0jP3796tGLP/rxo0bRUooS6IvMjMzkZycrErYAUAqlcLf31/1PX+bOnXqqLUNACkpKahWrVqhugqFAgqFQq1MJpOJOk5pW7TiBiaMqoF1yxpAAHD/wXP8tfchOrbldM+bsN+oNPF60w77jbRV5ISyc+fOcHZ2xsqVK+Hg4AClUonatWurpn779euH0aNHY/HixVi/fj18fHzUpqWLw8nJCQkJCdi7dy/27NmDL774Aj/88AMOHDiA7OxsSKVSnDp1Si2pA6CWpBkYqC8alkgkalP0mmRnZ8Pf3x/r1q0rtM/GxuaNbb9MvoyMjN56jM6dO2Pu3LmF9r1MxsR6l31RFP9t/+XI7uuS0Tlz5mDGDPWbFMLDwwG0LrF4NMnMykN+gYBKVup9UcnSAGmPczV+JiMrD5O/uQhDAwnMzQyQmp6L4cGuuJ+co3Wb5Q37rfQoklMhs7VWK5PZWiMv8wmUOQrkpj6GMj8fsiqVX6lTGYqH2q3BLmt4vWmH/fZuCBKOUGpSpMn7tLQ0JCQkYMqUKWjTpg1q1aqFx4/VHyXQtWtX5OTkIDo6GuvXr0e/fv1U+2rWrIn8/HzEx8eryq5fv16ojTcxMjJC586d8dNPPyE2NhZHjhzB+fPnUbduXRQUFCAlJQXVq1dX2zRNx76OoaEhCgoK1Mrq1auHa9euoUqVKoXatrCwENWuj48PlEolDhw4oHF/vXr1cPHiRbi4uBQ6homJiej4AZRIX1hYWMDW1hYnTpxQlRUUFOD06dNq9TT1lzbCwsKQmZmptoWFhRW73bfJzxdw9foT+Nf5d5RcIgH8fa1wMSHrjZ/NzROQmp4LqVSCgKY2OHg0rdhtlhfst9KTcfQMKn/QWK3Muk1TPD56BgAg5OUh8/RFWH/Q5N8KEgkqt26CjKPxqAh4vWmH/fZuCIKkRLeKokgJpZWVFSpXrowVK1bg+vXr2LdvH0JDQ9XqmJiYoFu3bpg6dSouX76Mvn37qvZ5enqibdu2GDp0KI4fP474+HgMHToURkZGqhGsN4mMjMSvv/6KCxcu4ObNm/i///s/GBkZwdnZGTVq1EC/fv0QFBSELVu2IDExEcePH8ecOXOwc+dO0efo4uKCc+fOISEhAampqcjLy0O/fv1gbW2Nrl274uDBg0hMTERsbCxGjx6Nu3fvim43ODgYAwcOxLZt21RtbNq0CQAwYsQIpKeno2/fvjhx4gRu3LiB3bt3IyQkpMgJW0n1xahRozBnzhxs374dCQkJGDNmDB4/fqz2vXJxccGxY8dw69YttSUQRSWTyWBubq62ldaU94Ztd9E50B7tP7CFc1VjjP/CA0ZyPezc+xAAMOXLmhgW5Kqq71XDDC2bWMPBVo46XhaYN8MHenrA+i1JotusCNhv2pGaGMPc1xPmvp4AAGPXqjD39YTc6cVMRM3ZofCN+Hem4vaKDTB2dYLnnK9gUtMNzp9/CvueHyFxUaSqTuLCCDgN6gXHz7rB1NMNtZdOh76JEe5EbSnVc3uXeL1ph/1GpaVIU956enrYsGEDRo8ejdq1a6NmzZr46aef0KpVK7V6/fr1Q4cOHdCyZctC6+XWrFmDQYMGoWXLlrCzs8OcOXNw8eJFUTdqWFpa4rvvvkNoaCgKCgrg4+ODHTt2qNYFRkREYPbs2Rg3bhzu3bsHa2trNG7cGJ06dRJ9jkOGDEFsbCzq16+P7Oxs7N+/H61atcI///yDiRMnokePHnjy5AkcHR3Rpk0bmJuLv6tt2bJlmDx5Mr744gukpaWhWrVqmDx5MgDAwcEBhw4dwsSJE9GuXTsoFAo4Ozujffv20NMr+l1gJdEXEydOxMOHDxEUFASpVIqhQ4ciMDBQbRp9/PjxCA4OhpeXF54/f47ExMQix6pr++IewdLCAIP7uaCSlSGu38zGuPDzeJzxYtG5rY0cyv+sBDA01MOQ/i5wsDPC85wCHD2ZhlnzryD7aYHoNisC9pt2LPxro0nMWtXXXj+++D/gzpotODcoDDJ7Gxg5/bvM5fmtuzjRZRi85oXBZVQQcu4+xPlhU5C6J05V58Hvu2BoUwk1wke/eLD52cs43mkwcl+5Uac84/WmHfZbyRP4CG+NJEJJLprTwt27d+Hk5IS9e/eiTZs2ugyF3kKpVKJWrVro1asXZs2aVSrHbN5Z8xIBer24HQHsNy3E7QjAToOaug6j3OmYl8DrTUv8WdVO3A7NN7eWlqs3kt5eqQhquBe+UbU8KvVXL+7btw/Z2dnw8fHBgwcPMGHCBLi4uKBly5alHQq9xe3bt/H3338jICAACoUCS5YsQWJiIj799FNdh0ZERERlSKmP2+bl5WHy5Mnw9vZG9+7dYWNjg9jYWBgYGGDdunUwNTXVuHl7e5d2qGVGUlLSa/vF1NQUSUkl+9fSS3p6eoiMjESDBg3QrFkznD9/Hnv37kWtWrXeyfGIiIjKOr56UbNSH6EMDAxEYGCgxn1dunRBo0aNNO579RE37xMHBwecOXPmjfvfBScnJxw6dOidtE1ERFQeVaQksCSVekL5JmZmZoUeHk6Avr4+qlevruswiIiIiDQqUwklERERUVnGEUrNmFASERERiVSRHkZekvgwJSIiIiIqFo5QEhEREYnEKW/NmFASERERicSEUjNOeRMRERFRsXCEkoiIiEgkjlBqxoSSiIiISCTe5a0Zp7yJiIiIqFg4QklEREQkkpJT3hpxhJKIiIiIioUjlEREREQi8aYczZhQEhEREYnEm3I045Q3ERERERULRyiJiIiIROKUt2ZMKImIiIhE4pS3ZpzyJiIiIqJi4QglERERkUic8taMCSURERGRSJzy1oxT3kRERERULByhJCIiIhJJqesAyigmlEREREQiccpbM055ExEREVGxcISSiIiISCTe5a0ZE0oiIiIikTjlrRmnvImIiIjKiaVLl8LFxQVyuRyNGjXC8ePHX1s3Ly8PM2fOhLu7O+RyOXx9fREdHf3a+t999x0kEgnGjh1b5LiYUBIRERGJJEBSoltRbNy4EaGhoQgPD8fp06fh6+uLwMBApKSkaKw/ZcoULF++HIsXL8alS5fw+eefo3v37oiPjy9U98SJE1i+fDnq1KmjVb8woSQiIiISSSmU7FYU8+fPx5AhQxASEgIvLy/88ssvMDY2xurVqzXWX7t2LSZPnowOHTrAzc0Nw4cPR4cOHTBv3jy1etnZ2ejXrx9WrlwJKysrrfqFCSURERFRGZebm4tTp06hbdu2qjI9PT20bdsWR44c0fgZhUIBuVyuVmZkZIS4uDi1shEjRqBjx45qbRcVb8ohIiIiEqmk7/JWKBRQKBRqZTKZDDKZTK0sNTUVBQUFsLW1VSu3tbXFlStXNLYdGBiI+fPno2XLlnB3d0dMTAy2bNmCgoICVZ0NGzbg9OnTOHHiRLHOgwkllWlxOwJ0HUK5xH7TTse8BF2HUC7xetMe+678Kem7vOfMmYMZM2aolYWHh2P69OnFbnvRokUYMmQIPD09IZFI4O7ujpCQENUU+Z07dzBmzBjs2bOn0EhmUUkEQSjiDD5R6dlpUFPXIZQ7HfMS2G9a6JiXgOadD+g6jHInbkcArzct8WdVO7r+wy/2wvMSba+Jh56oEcrc3FwYGxvjf//7H7p166YqDw4ORkZGBrZv3/7aY+Tk5CAtLQ0ODg6YNGkS/vzzT1y8eBHbtm1D9+7dIZVKVXULCgogkUigp/cirv/uexOOUBIRERGJVNLDcJqSR00MDQ3h7++PmJgYVUKpVCoRExODkSNHvvGzcrkcjo6OyMvLw+bNm9GrVy8AQJs2bXD+/Hm1uiEhIfD09MTEiRNFJ5MAE0oiIiIi0ZQ6fFNOaGgogoODUb9+fTRs2BALFy7E06dPERISAgAICgqCo6Mj5syZAwA4duwY7t27Bz8/P9y7dw/Tp0+HUqnEhAkTAABmZmaoXbu22jFMTExQuXLlQuVvw4SSiIiIqBzo3bs3Hj16hGnTpuHhw4fw8/NDdHS06kadpKQk6On9+wCfnJwcTJkyBTdv3oSpqSk6dOiAtWvXwtLSssRjY0JJREREJJKuX704cuTI105xx8bGqn0dEBCAS5cuFan9V9sQiwklERERkUi8lVkzPticiIiIiIqFI5REREREIpX0g80rCo5QEhEREVGxcISSiIiISCQl11BqxISSiIiISCRd3+VdVnHKm4iIiIiKhSOURERERCLxsUGaMaEkIiIiEkmXr14syzjlTURERETFwhFKIiIiIpE45a0ZE0oiIiIikXiXt2ac8iYiIiKiYuEIJREREZFIfLC5ZkwoiYiIiETiGkrNOOVNRERERMXCEUoiIiIikQQ+h1IjJpREREREInENpWac8iYiIiKiYuEIJREREZFIvClHMyaURERERCIxodSMU95EREREVCwcoSQiIiISSclXL2rEhJKIiIhIJE55a8YpbyIiIiIqFo5QEhEREYnEEUrNOEKpA5GRkbC0tNR1GERERFRESqFkt4qCCeV7IDY2FhKJBBkZGboOpcyp1Lw+6m9dhja3D6JjXgJsu7R5+2daNkTz41vQPvs8Wl3+G1WDuheq4zz8U7S+FoP2T86h6aFNsGjg8y7C1xn2W/H06OCA31c1QszmFljxY13U8jB7bV2pVIIBfZyxcUVDxGxugcif/NGonlWx2iyPeM1ph/1GpYUJ5TuUm5ur6xCKpLzFWxKkJsbIOpeAC6NniKpv5FIVDf5YjrTYY4ir3xWJi6Pgs3w2rD9srqpj3/Mj1PohDNdmL0Vcw+54cu4KGu38FYY2ld7VaZQ69pv2Pmhug5GD3RHx2y0MGnsK1xOzMX+mDywtDDTWH9rfBV3b22PB8uv47IsT2LbrPr6d7A0PN1Ot2yyPeM1ph/1W8gRBUqJbRfFeJ5R//vknLC0tUVBQAAA4c+YMJBIJJk2apKozePBg9O/fHwCwefNmeHt7QyaTwcXFBfPmzVNrz8XFBbNmzUJQUBDMzc0xdOhQAC+muKtVqwZjY2N0794daWlpRYpz+/btqFevHuRyOdzc3DBjxgzk5+er9kskEqxatQrdu3eHsbExPDw88McffwAAbt26hdatWwMArKysIJFIMGDAAABAq1atMHLkSIwdOxbW1tYIDAwEABw4cAANGzaETCaDvb09Jk2apHa8l58bOXIkLCwsYG1tjalTp0L4/wtLZs6cidq1axc6Dz8/P0ydOrVI5/6uPdr9D66GL0Ty9r2i6jsP7YPniXdxecJcZF+5ids/r8PDzbvhOmaAqo7r2BDc+XUT7kZtQfblGzj/RTgKnuXAacDH7+gsSh/7TXt9ulXFjt0P8FdMMm7deYYffr6GHIUSnT6001g/sLUt1m5KwtFT6bifnINtux7gyKl09OlWVes2yyNec9phv5U8QSjZraJ4rxPKFi1a4MmTJ4iPjwfwIpGytrZGbGysqs6BAwfQqlUrnDp1Cr169UKfPn1w/vx5TJ8+HVOnTkVkZKRamz/++CN8fX0RHx+PqVOn4tixYxg0aBBGjhyJM2fOoHXr1pg9e7boGA8ePIigoCCMGTMGly5dwvLlyxEZGYlvvvlGrd6MGTPQq1cvnDt3Dh06dEC/fv2Qnp4OJycnbN68GQCQkJCABw8eYNGiRarPRUVFwdDQEIcOHcIvv/yCe/fuoUOHDmjQoAHOnj2LZcuW4ddffy0Uc1RUFPT19XH8+HEsWrQI8+fPx6pVqwAAAwcOxOXLl3HixAlV/fj4eJw7dw4hISGiz70ssmzsh9R9R9TKHu2Jg1VjPwCAxMAAFvW8kRpz+N8KgoDUfYdh2bhuKUZatrDfXtDXl6BGdTOcPPtYVSYIwMkzj+Fd01zjZwwM9KDIU6qVKRRK1PGy0LrN9wGvOe2w30hb73VCaWFhAT8/P1UCGRsbiy+//BLx8fHIzs7GvXv3cP36dQQEBGD+/Plo06YNpk6diho1amDAgAEYOXIkfvjhB7U2P/jgA4wbNw7u7u5wd3fHokWL0L59e0yYMAE1atTA6NGjVSOBYsyYMQOTJk1CcHAw3Nzc8OGHH2LWrFlYvny5Wr0BAwagb9++qF69Or799ltkZ2fj+PHjkEqlqFTpxTRElSpVYGdnBwsLC9XnPDw88P3336NmzZqoWbMmfv75Zzg5OWHJkiXw9PREt27dMGPGDMybNw9K5b+/1JycnLBgwQLUrFkT/fr1w6hRo7BgwQIAQNWqVREYGIiIiAhV/YiICAQEBMDNzU30uZdFMltrKJJT1coUyakwsDCDnlwGQ2sr6OnrQ5GS9kqdNMjsrEsz1DKF/faChbkB9KUSpD/OUytPz8hDZStDjZ85Hv9iNLKqvREkEqC+nxUCmlqjciVDrdt8H/Ca0w777e14U45m73VCCQABAQGIjY2FIAg4ePAgevTogVq1aiEuLg4HDhyAg4MDPDw8cPnyZTRr1kzts82aNcO1a9dUU+YAUL9+fbU6ly9fRqNGjdTKmjRpIjq+s2fPYubMmTA1NVVtQ4YMwYMHD/Ds2TNVvTp16qj+bWJiAnNzc6SkpLy1fX9//0LxNmnSBBLJv+s6mjVrhuzsbNy9e1dV1rhxY7U6TZo0UeuLIUOG4LfffkNOTg5yc3Oxfv16DBw48LVxKBQKZGVlqW0KheKt8RNVdItW3MCd+8+xblkD7N/aEqHDquOvvQ8hVKTfRERU7r33z6Fs1aoVVq9ejbNnz8LAwACenp5o1aoVYmNj8fjxYwQEBBSpPRMTkxKNLzs7GzNmzECPHj0K7ZPL5ap/GxioL76XSCRqI4qvU9LxvtS5c2fIZDJs3boVhoaGyMvLwyeffPLa+nPmzMGMGeqLxsPDw9HgnUSnPUVyKmS26n+Fy2ytkZf5BMocBXJTH0OZnw9Zlcqv1KkMxUP1v/rfJ+y3FzKz8pBfIKCSlfrPayVLA6Q91nxTXEZWHiZ/cxGGBhKYmxkgNT0Xw4NdcT85R+s23we85rTDfnu7irTusSS99yOUL9dRLliwQJU8vkwoY2Nj0apVKwBArVq1cOjQIbXPHjp0CDVq1IBUKn1t+7Vq1cKxY8fUyo4ePSo6vnr16iEhIQHVq1cvtOnpifv2GRq+mPb670jqm+I9cuSI6gYb4MV5mpmZoWrVf28C0HROHh4eqr7Q19dHcHAwIiIiEBERgT59+sDIyOi1xw0LC0NmZqbaFhYWJur8SlPG0TOo/EFjtTLrNk3x+OgZAICQl4fM0xdh/cF/RqElElRu3QQZR+NLMdKyhf32Qn6+gKvXn8C/zr+P/ZFIAH9fK1xMyHrjZ3PzBKSm50IqlSCgqQ0OHk0rdpsVGa857bDf3o435Wj23ieUVlZWqFOnDtatW6dKHlu2bInTp0/j6tWrqiRz3LhxiImJwaxZs3D16lVERUVhyZIlGD9+/BvbHz16NKKjo/Hjjz/i2rVrWLJkCaKjo0XHN23aNKxZswYzZszAxYsXcfnyZWzYsAFTpkwR3YazszMkEgn+/PNPPHr0CNnZ2a+t+8UXX+DOnTsYNWoUrly5gu3btyM8PByhoaFqCWxSUhJCQ0ORkJCA3377DYsXL8aYMWPU2ho8eDD27duH6OjoN053A4BMJoO5ubnaJpPJRJ+jtqQmxjD39YS5rycAwNi1Ksx9PSF3sgcA1JwdCt+Iuar6t1dsgLGrEzznfAWTmm5w/vxT2Pf8CImLIlV1EhdGwGlQLzh+1g2mnm6ovXQ69E2McCdqyzs/n9LCftPehm130TnQHu0/sIVzVWOM/8IDRnI97Nz7EAAw5cuaGBbkqqrvVcMMLZtYw8FWjjpeFpg3wwd6esD6LUmi26wIeM1ph/1GpeW9n/IGXqyjPHPmjCqhrFSpEry8vJCcnIyaNWsCeDFSuGnTJkybNg2zZs2Cvb09Zs6cqXoEz+s0btwYK1euRHh4OKZNm4a2bdtiypQpmDVrlqjYAgMD8eeff2LmzJmYO3eualp+8ODBos/P0dFRdXNPSEgIgoKCCt2d/t+6f/31F7766iv4+vqiUqVKGDRoUKEENigoCM+fP0fDhg0hlUoxZswY1WOSXvLw8EDTpk2Rnp5eaB1pWWHhXxtNYtaqvvb6cTIA4M6aLTg3KAwyexsY/f//eAHg+a27ONFlGLzmhcFlVBBy7j7E+WFTkLonTlXnwe+7YGhTCTXCR0NmZ4Oss5dxvNNg5KYU7XFRZRn7TXv74h7B0sIAg/u5oJKVIa7fzMa48PN4nPHiphpbG7naQn1DQz0M6e8CBzsjPM8pwNGTaZg1/wqynxaIbrMi4DWnHfZbyePyZc0kglCRBlypNLRq1Qp+fn5YuHDhG+sJggAPDw988cUXCA0N1epYOw1qavW591nHvAT2mxY65iWgeecDug6j3InbEcDrTUv8WdVOx7wEnR5/pbhHeoo2pG3JtqcrHKGkd+LRo0fYsGEDHj58WO6fPUlERERvxoRSx7y9vXH79m2N+5YvX45+/fqVckQlo0qVKrC2tsaKFStgZVX4vcNERETlkYgHqLyXmFDq2F9//YW8PM3rnGxtbUs5GnH++yah1+FKCiIiqoj4600zJpQ65uzsrOsQiIiIiIqFCSURERGRSByh1IwJJREREZFIfGyQZu/9g82JiIiIqHg4QklEREQkUsnfdCop4fZ0gwklERERkUhcQ6kZp7yJiIiIqFg4QklEREQkEh9srhkTSiIiIiKROOWtGae8iYiIiKhYOEJJREREJBKfQ6kZE0oiIiIikTjlrRmnvImIiIioWDhCSURERCSSUOJz3nywOREREdF7hWsoNeOUNxEREREVC0coiYiIiETiTTmaMaEkIiIiEknJOW+NOOVNRERERMXCEUoiIiIikTjlrRlHKImIiIioWDhCSURERCQSRyg1Y0JJREREJJKSGaVGnPImIiIiomLhCCURERGRSIJS1xGUTUwoiYiIiEQSOOWtEae8iYiIiMqJpUuXwsXFBXK5HI0aNcLx48dfWzcvLw8zZ86Eu7s75HI5fH19ER0drVZnzpw5aNCgAczMzFClShV069YNCQkJRY6LCSURERGRSEplyW5FsXHjRoSGhiI8PBynT5+Gr68vAgMDkZKSorH+lClTsHz5cixevBiXLl3C559/ju7duyM+Pl5V58CBAxgxYgSOHj2KPXv2IC8vD+3atcPTp0+LFBsTSiIiIiKRBEEo0a0o5s+fjyFDhiAkJAReXl745ZdfYGxsjNWrV2usv3btWkyePBkdOnSAm5sbhg8fjg4dOmDevHmqOtHR0RgwYAC8vb3h6+uLyMhIJCUl4dSpU0WKjQklERERURmXm5uLU6dOoW3btqoyPT09tG3bFkeOHNH4GYVCAblcrlZmZGSEuLi41x4nMzMTAFCpUqUixcebcoiIiIhEUpbwPTkKhQIKhUKtTCaTQSaTqZWlpqaioKAAtra2auW2tra4cuWKxrYDAwMxf/58tGzZEu7u7oiJicGWLVtQUFCgsb5SqcTYsWPRrFkz1K5du0jnwYSSyrSOeUVfGEzsN23F7QjQdQjlEq837bHvyh+hhDPKOXPmYMaMGWpl4eHhmD59erHbXrRoEYYMGQJPT09IJBK4u7sjJCTktVPkI0aMwIULF944gvk6TCipTNtpUFPXIZQ7HfMS2G9a6JiXgOadD+g6jHInbkcArzct8WdVOxUtCQ8LC0NoaKha2aujkwBgbW0NqVSK5ORktfLk5GTY2dlpbNvGxgbbtm1DTk4O0tLS4ODggEmTJsHNza1Q3ZEjR+LPP//EP//8g6pVqxb5PLiGkoiIiEgkQSjZTSaTwdzcXG3TlFAaGhrC398fMTExqjKlUomYmBg0adLkjTHL5XI4OjoiPz8fmzdvRteuXf9zPgJGjhyJrVu3Yt++fXB1ddWqXzhCSURERCSSsqQXURZBaGgogoODUb9+fTRs2BALFy7E06dPERISAgAICgqCo6Mj5syZAwA4duwY7t27Bz8/P9y7dw/Tp0+HUqnEhAkTVG2OGDEC69evx/bt22FmZoaHDx8CACwsLGBkZCQ6NiaUREREROVA79698ejRI0ybNg0PHz6En58foqOjVTfqJCUlQU/v38nnnJwcTJkyBTdv3oSpqSk6dOiAtWvXwtLSUlVn2bJlAIBWrVqpHSsiIgIDBgwQHRsTSiIiIiKRdP3qxZEjR2LkyJEa98XGxqp9HRAQgEuXLr2xvZI6HyaURERERCIJRXy7zfuCN+UQERERUbFwhJKIiIhIJKWOp7zLKiaURERERCLpeg1lWcUpbyIiIiIqFo5QEhEREYmky+dQlmVMKImIiIhE4oy3ZpzyJiIiIqJi4QglERERkUgCp7w1YkJJREREJBIfG6QZp7yJiIiIqFg4QklEREQkEqe8NeMIJREREREVC0coiYiIiETiCKVmTCiJiIiIRGI+qRmnvImIiIioWDhCSURERCQSp7w1Y0JJREREJJLA51BqxClvIiIiIioWjlASERERiaTklLdGTCiJiIiIROKUt2ac8iYiIiKiYuEIJREREZFIvMtbMyaURERERCIxodSMU95EREREVCwcoSQiIiISScmbcjQq9yOUrVq1wtixY1+738XFBQsXLiy1eIiIiKjiEpRCiW4VRblPKN/mxIkTGDp0qK7D0CmJRIJt27bpOowyqVLz+qi/dRna3D6IjnkJsO3S5u2fadkQzY9vQfvs82h1+W9UDepeqI7z8E/R+loM2j85h6aHNsGigc+7CF9n2G/F06ODA35f1Qgxm1tgxY91UcvD7LV1pVIJBvRxxsYVDRGzuQUif/JHo3pWxWqzPOI1px32G5WWCp9Q2tjYwNjYuFht5OXllVA0ZVdubq6uQ9AJqYkxss4l4MLoGaLqG7lURYM/liMt9hji6ndF4uIo+CyfDesPm6vq2Pf8CLV+CMO12UsR17A7npy7gkY7f4WhTaV3dRqljv2mvQ+a22DkYHdE/HYLg8aewvXEbMyf6QNLCwON9Yf2d0HX9vZYsPw6PvviBLbtuo9vJ3vDw81U6zbLI15z2mG/lTxBEEp0qygqREKZn5+PkSNHwsLCAtbW1pg6darqm/TqlPeVK1fQvHlzyOVyeHl5Ye/evWojeLdu3YJEIsHGjRsREBAAuVyOdevWIS0tDX379oWjoyOMjY3h4+OD3377TS2OVq1aYdSoURg7diysrKxga2uLlStX4unTpwgJCYGZmRmqV6+OXbt2iT63Cxcu4KOPPoKpqSlsbW3x2WefITU1Ve2Yo0ePxoQJE1CpUiXY2dlh+vTpqv0uLi4AgO7du0Mikai+nj59Ovz8/LBq1Sq4urpCLpcDAJKSktC1a1eYmprC3NwcvXr1QnJysqq9l59bvnw5nJycYGxsjF69eiEzMxMA8M8//8DAwAAPHz5UO4+xY8eiRYsWos+7tDza/Q+uhi9E8va9ouo7D+2D54l3cXnCXGRfuYnbP6/Dw8274TpmgKqO69gQ3Pl1E+5GbUH25Rs4/0U4Cp7lwGnAx+/oLEof+017fbpVxY7dD/BXTDJu3XmGH36+hhyFEp0+tNNYP7C1LdZuSsLRU+m4n5yDbbse4MipdPTpVlXrNssjXnPaYb+VPKVSKNGtoqgQCWVUVBT09fVx/PhxLFq0CPPnz8eqVasK1SsoKEC3bt1gbGyMY8eOYcWKFfj66681tjlp0iSMGTMGly9fRmBgIHJycuDv74+dO3fiwoULGDp0KD777DMcP368UCzW1tY4fvw4Ro0aheHDh6Nnz55o2rQpTp8+jXbt2uGzzz7Ds2fP3npeGRkZ+OCDD1C3bl2cPHkS0dHRSE5ORq9evQod08TEBMeOHcP333+PmTNnYs+ePQBeTPkDQEREBB48eKD6GgCuX7+OzZs3Y8uWLThz5gyUSiW6du2K9PR0HDhwAHv27MHNmzfRu3dvteNdv34dmzZtwo4dOxAdHY34+Hh88cUXAICWLVvCzc0Na9euVdXPy8vDunXrMHDgwLeec1ln2dgPqfuOqJU92hMHq8Z+AACJgQEs6nkjNebwvxUEAan7DsOycd1SjLRsYb+9oK8vQY3qZjh59rGqTBCAk2cew7umucbPGBjoQZGnVCtTKJSo42WhdZvvA15z2mG/kbYqxF3eTk5OWLBgASQSCWrWrInz589jwYIFGDJkiFq9PXv24MaNG4iNjYWd3Yu/3L/55ht8+OGHhdocO3YsevTooVY2fvx41b9HjRqF3bt3Y9OmTWjYsKGq3NfXF1OmTAEAhIWF4bvvvoO1tbUqlmnTpmHZsmU4d+4cGjdu/MbzWrJkCerWrYtvv/1WVbZ69Wo4OTnh6tWrqFGjBgCgTp06CA8PBwB4eHhgyZIliImJwYcffggbGxsAgKWlpeqcX8rNzcWaNWtUdfbs2YPz588jMTERTk5OAIA1a9bA29sbJ06cQIMGDQAAOTk5WLNmDRwdHQEAixcvRseOHTFv3jzY2dlh0KBBiIiIwFdffQUA2LFjB3JycgolwuWRzNYaiuRUtTJFcioMLMygJ5fBwMoCevr6UKSkvVInDSY13Uoz1DKF/faChbkB9KUSpD9WX0aTnpEH56qal+Ycj38xGnn2QibuPXwOf18rBDS1hp6eROs23we85rTDfnu7inQjTUmqECOUjRs3hkQiUX3dpEkTXLt2DQUFBWr1EhIS4OTkpJZY/TcZ/K/69eurfV1QUIBZs2bBx8cHlSpVgqmpKXbv3o2kpCS1enXq1FH9WyqVonLlyvDx+Xexsq2tLQAgJSXlred19uxZ7N+/H6ampqrN09MTAHDjxg2NxwQAe3t7Ue07OzurkkkAuHz5MpycnFTJJAB4eXnB0tISly9fVpVVq1ZNlUwCL/pbqVQiISEBADBgwABcv34dR48eBQBERkaiV69eMDExeW0sCoUCWVlZaptCoXjrORBVdItW3MCd+8+xblkD7N/aEqHDquOvvQ/5S41IR7iGUrMKMUL5Lrya/Pzwww9YtGgRFi5cCB8fH5iYmGDs2LGFbmYxMFBfBC+RSNTKXia+SqX6FJYm2dnZ6Ny5M+bOnVton729/RuPKab9NyV4xVGlShV07twZERERcHV1xa5duxAbG/vGz8yZMwczZqgvGg8PD0eDdxKh9hTJqZDZWquVyWytkZf5BMocBXJTH0OZnw9Zlcqv1KkMxUP1v/rfJ+y3FzKz8pBfIKCSlfrPbCVLA6Q91nxjXEZWHiZ/cxGGBhKYmxkgNT0Xw4NdcT85R+s23we85rTDfiNtVYgRymPHjql9ffToUXh4eEAqlaqV16xZE3fu3FG7yeS/awrf5NChQ+jatSv69+8PX19fuLm54erVq8UP/g3q1auHixcvwsXFBdWrV1fbipIMGhgYFBqt1aRWrVq4c+cO7ty5oyq7dOkSMjIy4OXlpSpLSkrC/fv3VV8fPXoUenp6qFmzpqps8ODB2LhxI1asWAF3d3c0a9bsjccOCwtDZmam2hYWFib6HEtLxtEzqPyB+lIF6zZN8fjoGQCAkJeHzNMXYf1Bk38rSCSo3LoJMo7Gl2KkZQv77YX8fAFXrz+Bf51/H/sjkQD+vla4mJD1xs/m5glITc+FVCpBQFMbHDyaVuw2KzJec9phv72doFSW6FZRVIiEMikpCaGhoUhISMBvv/2GxYsXY8yYMYXqffjhh3B3d0dwcDDOnTuHQ4cOqdY7/nfKXBMPDw/s2bMHhw8fxuXLlzFs2DC1xPRdGDFiBNLT09G3b1+cOHECN27cwO7duxESEiIqQXzJxcUFMTExePjwIR4/fvzaem3btoWPjw/69euH06dP4/jx4wgKCkJAQIDaEgC5XI7g4GCcPXsWBw8exOjRo9GrVy+1pQSBgYEwNzfH7NmzERIS8tYYZTIZzM3N1TaZTCb6HLUlNTGGua8nzH1fLCUwdq0Kc19PyJ1ejADXnB0K34h/R4hvr9gAY1cneM75CiY13eD8+aew7/kREhdFquokLoyA06BecPysG0w93VB76XTomxjhTtSWd34+pYX9pr0N2+6ic6A92n9gC+eqxhj/hQeM5HrYuffFkxGmfFkTw4JcVfW9apihZRNrONjKUcfLAvNm+EBPD1i/JUl0mxUBrzntsN9KHu/y1qxCTHkHBQXh+fPnaNiwIaRSKcaMGaPxYeZSqRTbtm3D4MGD0aBBA7i5ueGHH35A586dVY/NeZ0pU6bg5s2bCAwMhLGxMYYOHYpu3bqpHpfzLjg4OODQoUOYOHEi2rVrB4VCAWdnZ7Rv3x56euL/Fpg3bx5CQ0OxcuVKODo64tatWxrrSSQSbN++HaNGjULLli2hp6eH9u3bY/HixWr1qlevjh49eqBDhw5IT09Hp06d8PPPP6vV0dPTw4ABA/Dtt98iKCioyOdeWiz8a6NJzL93pHv9OBkAcGfNFpwbFAaZvQ2MnP5dXvD81l2c6DIMXvPC4DIqCDl3H+L8sClI3ROnqvPg910wtKmEGuGjIbOzQdbZyzjeaTByX1nEXp6x37S3L+4RLC0MMLifCypZGeL6zWyMCz+PxxkvbqqxtZHjv79jDA31MKS/CxzsjPA8pwBHT6Zh1vwryH5aILrNioDXnHbYb1RaJEJFWhGqhUOHDqF58+a4fv063N3ddR1OmTd9+nRs27YNZ86ceWvdQYMG4dGjR/jjjz+0Pt5Og5pvr0RqOuYlsN+00DEvAc07H9B1GOVO3I4AXm9a4s+qdjrmJej0+L3G3SrR9jbNcynR9nSlQoxQFsXWrVthamoKDw8PXL9+HWPGjEGzZs2YTJagzMxMnD9/HuvXry9WMklERFTW8AkLmlWINZRF8eTJE4wYMQKenp4YMGAAGjRogO3bt+skls8//1ztkUD/3T7//HOdxFQSunbtinbt2uHzzz/X+IxPIiIiqlje+ylvXUpJSUFWlua7MM3NzVGlSpVSjqjs4XRQ0XEaTTuc8tYOp7y1x59V7eh6yvuTMTdLtL3/LaoYD4R/76a8y5IqVaowaSQiIqJyjwklERERkUhKoeI8O7IkMaEkIiIiEok35Wj23t2UQ0REREQliyOURERERCJxhFIzJpREREREIvHhOJpxypuIiIiIioUjlEREREQiKZW8y1sTJpREREREInENpWac8iYiIiKiYuEIJREREZFIAh9srhETSiIiIiKROOWtGae8iYiIiKhYOEJJREREJBJHKDVjQklEREQkkpJrKDXilDcRERERFQtHKImIiIhE4pS3ZkwoiYiIiEQS+KYcjTjlTURERETFwhFKIiIiIpE45a0ZE0oiIiIikfimHM045U1ERERExcIRSiIiIiKRlJzy1ogJJREREZFIvMtbM055ExEREVGxcISSiIiISCTe5a0ZE0oiIiIikXiXt2ac8iYiIiIqJ5YuXQoXFxfI5XI0atQIx48ff23dvLw8zJw5E+7u7pDL5fD19UV0dHSx2nwdJpREREREIglKoUS3oti4cSNCQ0MRHh6O06dPw9fXF4GBgUhJSdFYf8qUKVi+fDkWL16MS5cu4fPPP0f37t0RHx+vdZuvw4SSiIiIqByYP38+hgwZgpCQEHh5eeGXX36BsbExVq9erbH+2rVrMXnyZHTo0AFubm4YPnw4OnTogHnz5mnd5uswoSQiIiISSVAqS3RTKBTIyspS2xQKRaHj5ubm4tSpU2jbtq2qTE9PD23btsWRI0c0xqpQKCCXy9XKjIyMEBcXp3Wbr+8YIiqSnJwcITw8XMjJydF1KOUK+0077DftsN+0x74rXeHh4QIAtS08PLxQvXv37gkAhMOHD6uVf/XVV0LDhg01tt23b1/By8tLuHr1qlBQUCD8/fffgpGRkWBoaKh1m6/DEUqiIlIoFJgxY4bGvyDp9dhv2mG/aYf9pj32XekKCwtDZmam2hYWFlYibS9atAgeHh7w9PSEoaEhRo4ciZCQEOjplXz6x4SSiIiISEdkMhnMzc3VNplMVqietbU1pFIpkpOT1cqTk5NhZ2ensW0bGxts27YNT58+xe3bt3HlyhWYmprCzc1N6zZfhwklERERURlnaGgIf39/xMTEqMqUSiViYmLQpEmTN35WLpfD0dER+fn52Lx5M7p27VrsNl/FB5sTERERlQOhoaEIDg5G/fr10bBhQyxcuBBPnz5FSEgIACAoKAiOjo6YM2cOAODYsWO4d+8e/Pz8cO/ePUyfPh1KpRITJkwQ3aZYTCiJikgmkyE8PFzjlAS9HvtNO+w37bDftMe+K7t69+6NR48eYdq0aXj48CH8/PwQHR0NW1tbAEBSUpLa+sicnBxMmTIFN2/ehKmpKTp06IC1a9fC0tJSdJtiSQRB4EspiYiIiEhrXENJRERERMXChJKIiIiIioUJJREREREVCxNKIiIiIioWJpREREREVCx8bBARvXO5ublISUmBUqlUK69WrZqOIiof2G9FEx4ejoEDB8LZ2VnXoRC9dzhCSSRCREQEnj17puswyp1r166hRYsWMDIygrOzM1xdXeHq6goXFxe4urrqOrwyi/2mne3bt8Pd3R1t2rTB+vXr+S7qIggICMCaNWvw/PlzXYdC5RSfQ0kkgq2tLZ4/f46ePXti0KBBaNq0qa5DKheaNWsGfX19TJo0Cfb29pBIJGr7fX19dRRZ2cZ+0158fDwiIiLw22+/IT8/H3369MHAgQPRoEEDXYdWpo0dO1aVhPfq1QuDBg1C48aNdR0WlSNMKIlEyM/Px44dOxAZGYldu3bBzc0NISEhCA4Ohp2dna7DK7NMTExw6tQpeHp66jqUcoX9Vnx5eXnYsWMHIiIisHv3bnh6emLQoEEYMGAALCwsdB1emZSfn48//vgDUVFR2LVrF6pXr46BAwfis88+K/JbU+j9wylvIhH09fXRvXt3bN++HXfu3MGQIUOwbt06VKtWDV26dMH27dsLrXMjwMvLC6mpqboOo9xhvxWfIAjIy8tDbm4uBEGAlZUVlixZAicnJ2zcuFHX4ZVJ+vr66NGjB7Zv3467d+/i008/xdSpU+Hk5IRu3bph3759ug6RyjAmlERFZGtri+bNm6NJkybQ09PD+fPnERwcDHd3d8TGxuo6PJ3LyspSbXPnzsWECRMQGxuLtLQ0tX1ZWVm6DrVMYb+VjFOnTmHkyJGwt7fHl19+ibp16+Ly5cs4cOAArl27hm+++QajR4/WdZhl2vHjxxEeHo558+ahSpUqCAsLg7W1NTp16oTx48frOjwqozjlTSRScnIy1q5di4iICNy8eRPdunXDoEGD0LZtWzx9+hQzZ87Ehg0bcPv2bV2HqlN6enpqa/4EQSi0BvBlWUFBQWmHV2ax34rPx8cHV65cQbt27TBkyBB07twZUqlUrU5qaiqqVKnCGYVXpKSkqP5/u3btGjp37ozBgwcjMDBQdR3GxcWhffv2yM7O1nG0VBYxoSQSoXPnzti9ezdq1KiBwYMHIygoCJUqVVKrk5KSAjs7u/f+F9WBAwdE1w0ICHiHkZQv7LfimzVrFgYOHAhHR0ddh1LuGBoawt3dHQMHDsSAAQNgY2NTqE5WVha6du2K/fv36yBCKuuYUBKJMGjQIAwePBhNmjR5bR1BEJCUlMRn4P1HUlISnJycNI603blzh89TfA32W/G9/NX2ah+SZgcPHkSLFi10HQaVY1xDSSRCQEAA6tWrV6g8NzcXa9asAfDiFxeTSXWurq549OhRofL09HQ+T/EN2G/a+/XXX1G7dm3I5XLI5XLUrl0bq1at0nVYZd7LZDIlJQUHDx7EwYMHkZKSouOoqDxhQkkkQkhICDIzMwuVP3nyBCEhITqIqHzQtA4QALKzsyGXy3UQUfnAftPOtGnTMGbMGHTu3Bm///47fv/9d3Tu3Blffvklpk2bpuvwyrQnT57gs88+g6OjIwICAhAQEABHR0f0799f4/99RK/iqxeJRHjdL/i7d+/ymXYahIaGAngxajt16lQYGxur9hUUFODYsWPw8/PTUXRlF/uteJYtW4aVK1eib9++qrIuXbqgTp06GDVqFGbOnKnD6Mq2wYMHIz4+Hn/++adqac+RI0cwZswYDBs2DBs2bNBxhFTWMaEkeoO6detCIpFAIpGgTZs20Nf/90emoKAAiYmJaN++vQ4jLJvi4+MBvEjEz58/D0NDQ9U+Q0ND+Pr68vEjGrDfiicvLw/169cvVO7v74/8/HwdRFR+/Pnnn9i9ezeaN2+uKgsMDMTKlSv5fxyJwoSS6A26desGADhz5gwCAwNhamqq2mdoaAgXFxd8/PHHOoqu7Hp5F2hISAgWLVoEc3NzHUdUPrDfiuezzz7DsmXLMH/+fLXyFStWoF+/fjqKqnyoXLmyxtkWCwsLWFlZ6SAiKm94lzeRCFFRUejduzfXrxGVYaNGjcKaNWvg5OSkeg/1sWPHkJSUhKCgIBgYGKjqvpp0vu9WrFiB33//HWvXrlW9Tvbhw4cIDg5Gjx49MGzYMB1HSGUdE0oiemd69OihsVwikUAul6N69er49NNPUbNmzVKOrGxjv2mndevWoupJJBK+RvAVdevWxfXr16FQKFSPpUpKSoJMJoOHh4da3dOnT+siRCrjOOVN9BqVKlXC1atXYW1tDSsrqzc+zy49Pb0UIys/zM3NsW3bNlhaWsLf3x/Ai19GGRkZaNeuHTZu3Ii5c+ciJiYGzZo103G0ZQf7TTt84Lb2Xi7vIdIWRyiJXiMqKgp9+vSBTCZDZGTkGxPK4ODgUoys/Jg0aRKysrKwZMkS6Om9eEqZUqnEmDFjYGZmhm+++Qaff/45Ll68iLi4OB1HW3aw34rv7t27AICqVavqOBKi9wMTSiJ6Z2xsbHDo0CHUqFFDrfzq1ato2rQpUlNTcf78ebRo0QIZGRm6CbIMYr9pR6lUYvbs2Zg3b57qfdNmZmYYN24cvv76a1VyTq936tQpXL58GQDg7e2NunXr6jgiKi/400UkQmRkpMby/Px8hIWFlW4w5Uh+fj6uXLlSqPzKlSsoKCgAAMjlcr4e7xXsN+18/fXXWLJkCb777jvEx8cjPj4e3377LRYvXoypU6fqOrwyLSUlBR988AEaNGiA0aNHY/To0fD390ebNm00vrWJ6FVMKIlEGD16NHr27InHjx+ryhISEtCoUSP89ttvOoysbPvss88waNAgLFiwAHFxcYiLi8OCBQswaNAgBAUFAQAOHDgAb29vHUdatrDftBMVFYVVq1Zh+PDhqFOnDurUqYMvvvgCK1eufO0fhfTCqFGj8OTJE1y8eBHp6elIT0/HhQsXkJWVhdGjR+s6PCoHOOVNJMKNGzfQv39/3LlzBxEREbh69SomTJiAbt264eeff+bbcl6joKAA3333HZYsWYLk5GQAgK2tLUaNGoWJEydCKpUiKSkJenp6XOv2H+w37cjlcpw7d67QUoGEhAT4+fnh+fPnOoqs7LOwsMDevXvRoEEDtfLjx4+jXbt2XFpBb8WEkkgkpVKJsWPHYunSpZBKpYiKilJ7xRu9WVZWFgDwYd1FxH4Tr1GjRmjUqBF++ukntfJRo0bhxIkTOHr0qI4iK/vMzMxw8ODBQq/2jI+PR0BAgOo6JHodJpREIu3YsQODBg1CjRo1cPXqVdSpUwdr1qyBg4ODrkMjIrxYBtCxY0dUq1ZN7X3Ud+7cwV9//YUWLVroOMKyq2vXrsjIyMBvv/2m+j/t3r176NevH6ysrLB161YdR0hlHddQEokwbNgw9OzZExMnTsTBgwdx7tw5GBoawsfHB5s2bdJ1eGVWcnIyPvvsMzg4OEBfXx9SqVRtI83Yb9oJCAjA1atX0b17d2RkZCAjIwM9evRAQkICk8m3WLJkCbKysuDi4gJ3d3e4u7vD1dUVWVlZWLx4sa7Do3KAI5REItSuXRvr1q2Dr6+vWvnSpUsxceJE1SNKSN1HH32EpKQkjBw5Evb29oXuSu7atauOIivb2G9Fl5eXh/bt2+OXX34p9GYXEkcQBOzdu1f1hIFatWqhbdu2Oo6KygsmlEQiKBQKyGQyjfsSEhL4CrzXeN26LHoz9pt2bGxscPjwYSaURZSXlwcjIyOcOXMGtWvX1nU4VE5xyptIBJlMhhs3bmDKlCno27cvUlJSAAC7du1Cfn6+jqMru5ycnMC/WYuO/aad/v3749dff9V1GOWOgYEBqlWrpnrGKZE2OEJJJMKBAwfw0UcfoVmzZvjnn39w+fJluLm54bvvvsPJkyfxv//9T9chlkl///035s2bh+XLl8PFxUXX4ZQb7DftjBo1CmvWrIGHhwf8/f1hYmKitn/+/Pk6iqzs+/XXX7FlyxasXbsWlSpV0nU4VA4xoSQSoUmTJujZsydCQ0NhZmaGs2fPws3NDcePH0ePHj1U7w0mdVZWVnj27Bny8/NhbGwMAwMDtf3p6ek6iqxsY79pp3Xr1m/cv3///lKKpPypW7curl+/jry8PDg7OxdKxk+fPq2jyKi80Nd1AETlwfnz57F+/fpC5VWqVEFqaqoOIiofFi5cqOsQyiX2m3aYMGqva9eufJUnFQsTSiIRLC0t8eDBA7i6uqqVx8fHw9HRUUdRlX3BwcG6DqFcYr9pZ+DAgVi0aBHMzMzUyp8+fYpRo0Zh9erVOoqs7Js+fbquQ6ByjjflEInQp08fTJw4EQ8fPoREIoFSqcShQ4cwfvx41buVSbPX3cx08eJFHUdWtrHfii4qKkrj6xWfP3+ONWvW6CCi8sPNzQ1paWmFyjMyMuDm5qaDiKi8YUJJJMK3334LT09PODk5ITs7G15eXmjZsiWaNm2KKVOm6Dq8MuvAgQPw8fHBsWPHsGXLFtXzOs+ePYvw8HAdR1d2sd+KJisrC5mZmRAEAU+ePEFWVpZqe/z4Mf766y9UqVJF12GWabdu3dJ4l7dCoeAacRKFN+UQFUFSUhIuXLiA7Oxs1K1bl8+7ewvezKQd9lvR6OnpvXH9n0QiwYwZM/D111+XYlTlwx9//AEA6NatG6KiomBhYaHaV1BQgJiYGOzZswcJCQm6CpHKCa6hJCqCatWqoVq1aroOo9zgzUzaYb8Vzf79+yEIAj744ANs3rxZ7bE3hoaGcHZ2Vr2fmtR169YNwIuk+9W1uwYGBnBxccG8efN0EBmVN0woiV4jNDRUdF0+304z3sykHfZb0QQEBAAAEhMT4eTkBD09ruYSS6lUAgBcXV1x4sQJWFtb6zgiKq+YUBK9Rnx8vKh6fNTG6728men333/nzUxFwH7TjrOzMzIyMnD8+HGkpKSokqWX2Hevl5iYqOsQqJzjGkoiemdyc3MxYsQIREZGoqCgAPr6+igoKMCnn36KyMhISKVSXYdYJrHftLNjxw7069cP2dnZMDc3V/tjTyKR8IHwbxETE4OYmBiNyTgfuURvw4SSqIju3LkD4MX7lkkc3sykHfZb0dSoUQMdOnTAt99+C2NjY12HU67MmDEDM2fORP369WFvb19o5mXr1q06iozKCyaURCLk5+djxowZ+Omnn1SPcDE1NcWoUaMQHh5e6NV4RFT6TExMcP78eT43UQv29vb4/vvv8dlnn+k6FCqnuIaSSIRRo0Zhy5Yt+P7779GkSRMAwJEjRzB9+nSkpaVh2bJlOo6w7ODNTNphvxVfYGAgTp48yYRSC7m5uWjatKmuw6ByjAklkQjr16/Hhg0b8NFHH6nK6tSpAycnJ/Tt25cJ5X/wZibtsN+Kr2PHjvjqq69w6dIl+Pj4FJo56NKli44iK/sGDx6M9evXY+rUqboOhcopTnkTiVClShUcOHAAtWrVUiu/fPkyWrZsiUePHukosorh7t27cHBw4ONeioj9pu5N/SCRSDS+CYZeGDNmDNasWYM6deqgTp06hZJxjorT2zChJBJh5syZuHLlCiIiIiCTyQC8eCXZoEGD4OHhwdfhFZO5uTnOnDnDqcoiYr9RSWnduvVr90kkEuzbt68Uo6HyiFPeRCLEx8cjJiYGVatWha+vL4AX71XOzc1FmzZt0KNHD1XdLVu26CrMcot/12qH/fZ6OTk5kMvlug6j3Ni/f7+uQ6ByjgklkQiWlpb4+OOP1cr42CCisqWgoADffvstfvnlFyQnJ+Pq1atwc3PD1KlT4eLigkGDBuk6xDLv+vXruHHjBlq2bAkjIyMIgsB1uyQKE0qitxAEATNmzICNjQ2MjIx0HQ4RvcY333yDqKgofP/99xgyZIiqvHbt2li4cCETyjdIS0tDr169sH//fkgkEly7dg1ubm4YNGgQrKys+D5veiuu5CZ6C0EQUL16ddy9e1fXoRDRG6xZswYrVqxAv3791N4m5OvriytXrugwsrLvyy+/hIGBAZKSktQeCt+7d29ER0frMDIqLzhCSfQWenp68PDwQFpaGt9U8o5wSk077Dd19+7dQ/Xq1QuVK5VK5OXl6SCi8uPvv//G7t27UbVqVbVyDw8P3L59W0dRUXnCEUoiEb777jt89dVXuHDhgq5DqZB4c4l22G/qvLy8cPDgwULl//vf/1C3bl0dRFR+PH36VOPrKtPT01VPtiB6E45QEokQFBSEZ8+ewdfXF4aGhoXWUqanp+sosorh0qVLcHBw0HUYZc7bbpBgv6mbNm0agoODce/ePSiVSmzZsgUJCQlYs2YN/vzzT12HV6a1aNECa9aswaxZswC8GP1WKpX4/vvv3/hIIaKX+BxKIhGioqLeuD84OLiUIin7/vsIpbfhI5Y0S0tLQ+/evbFv3z61GyQGDhzIGyTe4uDBg5g5cybOnj2L7Oxs1KtXD9OmTUO7du10HVqZduHCBbRp0wb16tXDvn370KVLF1y8eBHp6ek4dOgQ3N3ddR0ilXFMKImoRIWEhKj+LQgCtm7dCgsLC9SvXx8AcOrUKWRkZKBHjx6IiIjQVZhlWlBQEFJSUrBq1SrUqlULZ/9fe3cfl/O9/wH8dblJJ6506UaxUKShkonMTeWeYyS3o8mxoZ2orRs3M9nmOOawQscex2nCYUoaD85sbja5itphHi6Vm1y5yi4psnBoHct16feHn+vsOleqza4+38tez7/45I/Xw6Meva/P5/N+f/Ly4O7ujiNHjiAmJgYXLlwQHdGipaWlYcKECWjdurXoKJLy73//G5s2bTIqxhcsWAAXFxfR0cgCsKAkaiSNRoNt27ZBo9Fg48aNcHJywqFDh9CpUyf06tVLdDxJWrJkCW7fvo3Nmzcbum71ej0iIiJga2uLdevWCU4oTc7Ozjhy5Ah69+4NuVxuKCiLi4vh4+ODqqoq0REtGl8Y+uUiIiKwcuVKODg4iI5CEsOmHKJGyMrKgre3N06dOoV9+/YZfqHn5eXx2cV6bN26FXFxcUYjXJo3b46YmBhs3bpVYDJpY4OEeXEf5Zf79NNPce/ePdExSIJYUBI1wtKlS7Fq1Sp89dVXsLKyMqwPGzYM//rXvwQmkzadTlfn/L/CwkI8evRIQCLL8KRB4gk2SJBUsBinp2GXN1EjFBQUIDU11WTdyckJ33//vYBElmHOnDl44403oNFo0L9/fwDAqVOnsGbNGqO7lmRs7dq1GD58OM6cOYOamhosXrzYqEGCiEhqWFASNYKdnR3Ky8vh5uZmtK5SqdCxY0dBqaTvo48+grOzMxISElBeXg4AcHFxwaJFixAbGys4nXR5eXlBrVZj06ZNkMvlqKqqwqRJk9ggQUSSxYKSqBFeffVVLFmyBBkZGYbjx5ycHMTFxSEsLEx0PEnS6XRITU3F7NmzsXjxYsO9K1tbW8HJLEPbtm3x7rvvio5BRNQovENJ1AirV6/Giy++CFdXV1RVVaFnz54YMmQIBg4ciOXLl4uOJ0ktWrTAm2++iQcPHgB4XEiymGycbdu2ISMjw2Q9IyOjwZmo1LDOnTujZcuWomMQPVdYUBI1gpWVFT755BMUFxfj4MGD2LVrF9RqNXbu3GnUwUzG+vfvD5VKJTqGxfnwww/rHMvi5OSE1atXC0j0fDl//jxcXV1Fx7BIr732Gj8YUp145E3USCkpKVi/fj2KiooAAB4eHnj77bcxd+5cwcmkKyIiArGxsSgtLUXfvn1NBkn7+PgISiZtWq3W5L4u8HhnTavVCkgkXQqFwug5yvrwidT6PXjwAPn5+aioqDCZwjBhwgQAwN/+9jcR0cgCsKAkaoQVK1YgMTERkZGRePnllwEA33zzDaKjo6HVarFy5UrBCaXp1VdfBQBERUUZ1mQymeFNar1eLyqapDk5OSE/Px9dunQxWs/Ly4O9vb2YUBK1YcMGw58rKyuxatUqjB492ujn9MiRI4iPjxeU0DIcPnwYYWFhdU6t4M8qNQZfyiFqBEdHRyQlJWHGjBlG62lpaYiMjOTooKf47rvv6v16586dmyiJZVmyZAnS09Oxbds2BAQEAHg8XP/111/HlClT8NFHHwlOKE2TJ0/G0KFDsXDhQqP1TZs24euvv8b+/fvFBLMAHh4eGDVqFFasWIH27duLjkMWiAUlUSPY2dnh22+/hYeHh9G6Wq1G//79cffuXTHB6LlUU1ODWbNmISMjAy1aPD5IevToEcLCwrB582aj4fr0X23atMG5c+fQrVs3o/UrV67A19eXT1bWw9bWFiqVCl27dhUdhSwUm3KIGmHWrFl13h1KTk5GaGiogESWQ6PRIDIyEiNGjMCIESMQFRUFjUYjOpakWVlZIT09HYWFhdi1axf27dsHjUaDrVu3spish729PQ4cOGCyfuDAAV4VaMCUKVOgVCpFxyALxh1KokaIjIzEjh074OrqigEDBgB4/OKLVqtFWFiY0QiSxMREUTEl58iRI5gwYQJ8fX0xaNAgAEBOTg7y8vLw+eefY+TIkYIT0vNk+/btmDt3LsaOHQt/f38Aj39ODx8+jE8++QR/+MMfxAaUsOrqakydOhWOjo7w9vY2Gav003vQRHVhQUnUCI19P1kmkyEzM9PMaSxHnz59MHr0aKxZs8ZofenSpTh69CjOnj0rKJm06fV6bN++HceOHauz45bfY0936tQpJCUl4dKlSwCAHj16ICoqylBgUt1SUlLw5ptvwtraGvb29kad8zKZDMXFxQLTkSVgQUlEZmNtbY2CgoI67576+PgYhp6TsYULF2L79u0YN24cXFxcTMbirF+/XlAy6Xr48CHCw8MRHx9f58glqp+zszOioqKwdOlSNGvG23D083FsEBGZjaOjI86dO2dSUJ47dw5OTk6CUknf7t27sWfPHvz+978XHcVitGzZEnv37uV4oF+opqYG06dPZzFJvxi/c4jIbObNm4f58+fjL3/5C06cOIETJ05gzZo1CA8Px7x580THkywrKyuTTmVq2MSJEzka6BeaPXs20tPTRccgC8YjbyIym9raWmzYsAEJCQkoKysDAHTo0AGLFi1CVFRUo184+a1JSEhAcXExNm3axP+jn2HVqlVISEjA8OHD63yZiY0lTxcVFYUdO3agd+/e8PHxMWnKYbMhNYQFJRE1ifv37wMA5HK54CTSFxISguPHj6Ndu3bo1auXyS/3ffv2CUombfXdnWRjSf3qazxksyE1BgtKIjKbrVu3YujQoWyS+JnmzJlT79e3bdvWREmIiBqHBSURmY2HhweKi4vRsWNHBAYGIjAwEEFBQbwfSGb35FcbrwwQNQ0WlERkVtevX4dSqUR2djaysrJQVFQEFxcXBAUF4dNPPxUdT7J0Oh2USiU0Gg1mzpwJuVyOsrIy2Nraok2bNqLjSdaOHTuwbt06FBUVAQC6d++ORYsWYdasWYKTSd+ZM2ewZ88eaLVa1NTUGH2N1yyoISwoiahJVFdX48SJE0hLS8OuXbtQW1sLnU4nOpYkfffddxgzZgy0Wi1+/PFHqNVquLu746233sKPP/6IzZs3i44oSYmJiYiPj8fChQsNLzOdPHkSH3/8MVatWoXo6GjBCaVr9+7dCAsLw+jRo3H06FGMGjUKarUaN2/eREhICK9ZUINYUBKR2Rw9ehRKpRJKpRIqlQo9evQwHHsHBARAoVCIjihJEydOhFwuR0pKCuzt7ZGXlwd3d3colUrMmzfPsPtGxtzc3PDBBx8gLCzMaP0f//gH3n//fZSUlAhKJn0+Pj4IDw/HggULIJfLkZeXBzc3N4SHh8PFxQUffPCB6IgkcSwoichsmjVrBkdHR8TGxmL+/Pmws7MTHcki2NvbIzc3F56enoZf7u7u7rh69Sp69uyJ6upq0RElydraGufPnze5o1tUVARvb2++zFSP1q1b48KFC+jSpQvs7e2hVCrh7e2NS5cuYdiwYSgvLxcdkSSOg82JyGwSExMxaNAgrF27Fr169cLMmTORnJwMtVotOpqkPXr0CHq93mS9tLSUY5fq0a1bN+zZs8dkPT093eS1JjKmUCgMo706duyI8+fPAwDu3r3LDzDUKNyhJKImUVBQgKysLGRmZuLgwYNwcnJCaWmp6FiSNH36dLRt2xbJycmQy+XIz8+Ho6MjgoOD0alTJ95ne4q9e/di+vTpGDFihOEOZU5ODo4dO4Y9e/YgJCREcELpmjlzJvz8/BATE4M//elP+Otf/4rg4GB89dVXeOmll9iUQw1iQUlEZlVbWwuVSgWlUonjx4/j5MmTuH//Pry9vaFSqUTHk6TS0lKMHj0atbW1KCoqgp+fH4qKiuDg4IDs7Gy+g16Ps2fPIjExEZcuXQIA9OjRA7GxsejTp4/gZNJ2+/ZtPHjwAB06dMCjR4+wdu1a5ObmwsPDA8uXL+d9Z2oQC0oiMpvx48cjJycH9+7dQ+/evREUFITAwEAEBATwPmUDdDod0tPTkZeXh6qqKrz00ksIDQ3F7373O9HRJCssLAxDhw5FQEAAunbtKjqOxdDpdEhNTcXo0aPRvn170XHIQrGgJCKzWbRoEQIDAzFkyBC0bdtWdByLkZ2djYEDB6JFixZG6zqdDrm5uQgICBCUTNrmzp2L7OxsaDQadOjQwTBRIDAwkHcoG2BjY4NLly6hc+fOoqOQhWJBSUTCeXt748svv4Srq6voKJLQvHlzlJeXmxxtV1ZWwsnJqc6GHfqv69evGwbpZ2VlQa1Ww8XFhXd26xEUFITo6GgEBweLjkIWqkXD/4SIyLyuXr2Khw8fio4hGbW1tXU+GVhZWYnWrVsLSGRZFAoF7O3toVAoYGdnhxYtWsDR0VF0LEmLiIhATEwMrl27hr59+5p8n/n4+AhKRpaCO5REJNxPZy3+lk2aNAkAcODAAYwZMwatWrUyfE2v1yM/Px+enp44fPiwqIiStmzZMg7R/4WaNTOdIiiTyQwfbrgrTg3hDiURkUQ8uWdaW1sLuVxu1IBjZWWFAQMGYN68eaLiSd6aNWvg6OiI9957D5MmTUL37t1FR7IYfEWInhULSiIiiXgyX7JLly6Ii4vj8fbPpFKpkJWVBaVSiYSEBFhZWRl2KYOCglhg1oPNOPSseORNRMLxyJvMIS8vD+vXr8euXbue+voQPfbPf/6zznWZTAZra2t069YNbm5uTZyKLAl3KImIJObmzZuIi4vDsWPHUFFRgf/93M/CqG4/HaKvVCpx8uRJ3Lt3Dz4+PggMDBQdT9ImTpxouDP5Uz+9Rzl48GDs37+f91GpTtyhJCLhUlNTERwczCPe/zd27FhotVosXLgQLi4uJh3fHO1SN4VCgaqqKvTu3dtw1D1kyBAO0W+EY8eO4d1338Wf//xn9O/fHwBw+vRpxMfHY/ny5Wjbti3Cw8Ph7++PlJQUwWlJilhQEpHZJCUl1bn+02O0gIAANG/evImTSZtcLseJEyfg6+srOopF+eKLLzBkyBDY2tqKjmJxvLy8kJycjIEDBxqt5+TkYP78+bhw4QK+/vprvP7669BqtYJSkpTxyJuIzGb9+vW4desWqqurDcdkd+7cgY2NDdq0aYOKigq4u7vj+PHjHGr+E66uriZHj9SwcePGiY5gsTQaTZ2FuK2tLYqLiwEAHh4e+P7775s6GlkI08FTRES/ktWrV6Nfv34oKipCZWUlKisroVar4e/vj40bN0Kr1cLZ2RnR0dGio0rKhg0bsHTpUly9elV0FPqN6Nu3LxYtWoRbt24Z1m7duoXFixejX79+AICioiJ+8KOn4pE3EZlN165dsXfvXpOjW5VKhcmTJ6O4uBi5ubmYPHkyysvLxYSUIIVCgerqauh0OtjY2KBly5ZGX799+7agZPS8unz5MoKDg1FSUmIoGq9duwZ3d3ccOHAA3bt3x/79+3H//n3MmjVLcFqSIh55E5HZlJeXQ6fTmazrdDrcuHEDANChQwfcv3+/qaNJ2oYNG0RHoN8YT09PXLx4EUePHoVarTasjRw50vCKzsSJEwUmJKnjDiURmc24ceNw48YNbNmyBX369AHweHdy3rx5cHZ2xsGDB/H5559j2bJlKCgoEJyWiIh+KRaURGQ2N27cwKxZs3Ds2DHDsa1Op8Pw4cOxc+dOtG/fHsePH8fDhw8xatQowWmlRaPRYNu2bdBoNNi4cSOcnJxw6NAhdOrUCb169RIdj54DSUlJmD9/PqytrZ86keGJqKioJkpFlooFJRGZXWFhodExmqenp+BE0paVlYWxY8di0KBByM7OxqVLl+Du7o41a9bgzJkz+Oyzz0RHpOeAm5sbzpw5A3t7+3pfwZHJZIZOb6KnYUFJRGZz8uRJDB48WHQMi/Pyyy9j6tSpiImJMXqW8vTp05g0aRJKS0tFR6Tn2JOy4H8H6hPVh2ODiMhshg0bBjc3NyxbtgwXL14UHcdiFBQUICQkxGTdycmJcwDJbFJSUuDl5QVra2tYW1vDy8sLW7ZsER2LLAQLSiIym7KyMsTGxiIrKwteXl7w9fXFunXruMPWADs7uzrHKKlUKnTs2FFAInrerVixAm+99RbGjx+PjIwMZGRkYPz48YiOjsaKFStExyMLwCNvImoSJSUlSE1NRVpaGgoLCxEQEIDMzEzRsSQpLi4Op06dQkZGBrp3746zZ8/i5s2bCAsLQ1hYGN577z3REek54+joiKSkJMyYMcNoPS0tDZGRkdwZpwaxoCSiJqPX63Ho0CHEx8cjPz8fer1edCRJqqmpwYIFC7B9+3bo9Xq0aNECer0eM2fOxPbt2/n2Of3q7Ozs8O2338LDw8NoXa1Wo3///rh7966YYGQxWFASkdnl5ORg165d+Oyzz/DgwQMEBwcjNDQUY8aMER1N0q5du4aCggJUVVWhT58+Jr/siX4tkZGRaNmyJRITE43W4+Li8J///Acff/yxoGRkKfhSDhGZzTvvvIPdu3fj+vXrGDVqFDZu3Ijg4GDY2NiIjmYRXF1d4erqCr1ej4KCAty5cwcKhUJ0LHpOxMTEGP4sk8mwZcsWHD16FAMGDAAAnDp1ClqtFmFhYaIikgXhDiURmc2gQYMQGhqKadOmwcHBQXQci/H222/D29sbb7zxBvR6PQIDA5GbmwsbGxscPHgQQUFBoiPSc2Do0KGN+ncymYz3nalBLCiJyOwuXrwIrVaLmpoao/UJEyYISiRtL7zwAvbv3w8/Pz/s378fERERUCqV2LlzJzIzM5GTkyM6IhGRERaURGQ2JSUlCAkJQX5+PmQymcnAZDbl1M3a2hpXrlzBCy+8gPnz58PGxgYbNmxASUkJevfujXv37omOSERkhHMoichsoqKi0KVLF1RUVMDGxgYXLlxAdnY2/Pz8oFQqRceTrPbt2+PixYvQ6/U4fPgwRo4cCQCorq5mhzcRSRKbcojIbL755htkZmbCwcEBzZo1Q7NmzTB48GB8+OGHiIqKgkqlEh1RkubMmYNp06bBxcUFMpkMI0aMAPC4SeLFF18UnI6IyBQLSiIyG71eD7lcDgBwcHBAWVkZPD090blzZ1y+fFlwOul6//334eXlhWvXrmHq1Klo1aoVAKB58+ZYunSp4HRERKZYUBKR2Xh5eSEvLw9ubm7w9/fH2rVrYWVlheTkZLi7u4uOJ2lTpkwxWZs9e7bR3729vfHll1/C1dW1qWIREdWJBSURmc3y5cvxww8/AABWrlyJV155BUOGDIG9vT3S09MFp7N8V69excOHD0XHICJilzcRNa3bt29DoVAYOr3pl5PL5cjLy+NuLxEJxx1KImpS7dq1Ex2BiIh+ZRwbRERERETPhAUlERERET0TFpRERERE9ExYUBIRWai///3vaN++vegYRETs8iYikpqkpKQ612UyGaytrdGtWzcEBATwGUYikgwWlEREEuPm5oZbt26huroaCoUCAHDnzh3Y2NigTZs2qKiogLu7O44fP86h5kQkCTzyJiKSmNWrV6Nfv34oKipCZWUlKisroVar4e/vj40bN0Kr1cLZ2RnR0dGioxIRAeAOJRGR5HTt2hV79+6Fr6+v0bpKpcLkyZNRXFyM3NxcTJ48GeXl5WJCEhH9BHcoiYgkpry8HDqdzmRdp9Phxo0bAIAOHTrg/v37TR2NiKhOLCiJiCRm6NChCA8Ph0qlMqypVCr88Y9/xLBhwwAABQUFcHNzExWRiMgIC0oiIolJSUlBu3bt0LdvX7Rq1QqtWrWCn58f2rVrh5SUFABAmzZtkJCQIDgpEdFjvENJRCRRhYWFUKvVAABPT094enoKTkREVDcWlEREEnPy5EkMHjxYdAwiokZjQUlEJDFWVlbo2LEjZsyYgddeew09e/YUHYmIqF68Q0lEJDFlZWWIjY1FVlYWvLy84Ovri3Xr1qG0tFR0NCKiOnGHkohIwkpKSpCamoq0tDQUFhYiICAAmZmZomMRERlhQUlEJHF6vR6HDh1CfHw88vPzodfrRUciIjLCI28iIonKyclBREQEXFxcMHPmTHh5eeGLL74QHYuIyAR3KImIJOadd97B7t27cf36dYwaNQqhoaEIDg6GjY2N6GhERHViQUlEJDGDBg1CaGgopk2bBgcHB9FxiIgaxIKSiEiiLl68CK1Wi5qaGqP1CRMmCEpERFS3FqIDEBGRsZKSEoSEhCA/Px8ymQxPPvfLZDIAYFMOEUkOm3KIiCQmKioKXbp0QUVFBWxsbHDhwgVkZ2fDz88PSqVSdDwiIhM88iYikhgHBwdkZmbCx8cHbdu2xenTp+Hp6YnMzEzExsZCpVKJjkhEZIQ7lEREEqPX6yGXywE8Li7LysoAAJ07d8bly5dFRiMiqhPvUBIRSYyXlxfy8vLg5uYGf39/rF27FlZWVkhOToa7u7voeEREJnjkTUQkMUeOHMEPP/yASZMm4cqVK3jllVegVqthb2+P9PR0DBs2THREIiIjLCiJiCzA7du3oVAoDJ3eRERSwoKSiIiIiJ4Jm3KIiIiI6JmwoCQiIiKiZ8KCkoiIiIieCQtKIiIiInomLCiJiIiI6JmwoCQiIiKiZ8KCkoiIiIieCQtKIiIiInom/wcpsxxLTIfDUAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x600 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.stats import spearmanr\n",
+    "\n",
+    "# Sample data (replace with your real values)\n",
+    "data = {\n",
+    "    \"perplexity\": [32.5, 45.2, 28.1, 39.0, 50.3],\n",
+    "    \"avg_word_length\": [4.1, 4.3, 4.0, 4.2, 4.5],\n",
+    "    \"avg_sentence_length\": [12.5, 13.0, 11.0, 12.0, 13.5],\n",
+    "    \"word_entropy\": [6.1, 6.3, 6.0, 6.2, 6.4],\n",
+    "    \"bigram_entropy\": [8.0, 8.2, 7.9, 8.1, 8.3]\n",
+    "}\n",
+    "\n",
+    "df = pd.DataFrame(data)\n",
+    "\n",
+    "# Compute Spearman correlation\n",
+    "corr, _ = spearmanr(df)\n",
+    "corr_df = pd.DataFrame(corr, index=df.columns, columns=df.columns)\n",
+    "\n",
+    "# Plot heatmap\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(corr_df, annot=True, cmap=\"coolwarm\", fmt=\".2f\", square=True, linewidths=0.5)\n",
+    "plt.title(\"Spearman Correlation Heatmap\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2afe949-9351-4ec8-aefc-7fe79b7c5a88",
+   "id": "3a6e3b53-7104-45ef-a4b5-e831bdd6ca6f",
    "metadata": {},
    "outputs": [],
    "source": []