{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization with ySights\n",
    "\n",
    "This tutorial demonstrates ySights' built-in visualization capabilities for creating publication-ready plots.\n",
    "\n",
    "## What You'll Learn\n",
    "\n",
    "- Global trends visualization\n",
    "- Topic evolution plots\n",
    "- Profile similarity visualizations\n",
    "- Recommendation system plots\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ysights import YDataHandler\n",
    "from ysights import viz, algorithms\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize data handler and network\n",
    "db_path = 'ysocial_db.db'\n",
    "ydh = YDataHandler(db_path)\n",
    "network = ydh.social_network()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Global Trends Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily Content Trends\n",
    "\n",
    "Visualize how content creation changes over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This plot shows the number of posts created each day throughout the simulation.\n"
     ]
    }
   ],
   "source": [
    "# Plot daily content trends\n",
    "fig = viz.daily_contents_trends(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"This plot shows the number of posts created each day throughout the simulation.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Daily Reactions Trends\n",
    "\n",
    "Analyze how user engagement (likes, reactions) evolves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This shows user engagement patterns over time.\n"
     ]
    }
   ],
   "source": [
    "# Plot daily reactions\n",
    "fig = viz.daily_reactions_trends(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"This shows user engagement patterns over time.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Content per User Distribution\n",
    "\n",
    "Show how many posts each user creates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of content creation across users (log-log scale).\n"
     ]
    }
   ],
   "source": [
    "# Plot content distribution\n",
    "fig = viz.contents_per_user_distributions(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Distribution of content creation across users (log-log scale).\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trending Hashtags\n",
    "\n",
    "Identify the most popular hashtags in the simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 15 most used hashtags in the simulation.\n"
     ]
    }
   ],
   "source": [
    "# Show top hashtags\n",
    "fig = viz.trending_hashtags(ydh, limit=15)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Top 15 most used hashtags in the simulation.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trending Emotions\n",
    "\n",
    "Analyze the emotional content of posts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of emotions in posts.\n"
     ]
    }
   ],
   "source": [
    "# Show emotion distribution\n",
    "fig = viz.trending_emotions(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Distribution of emotions in posts.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trending Topics\n",
    "\n",
    "Identify the most discussed topics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 most discussed topics.\n"
     ]
    }
   ],
   "source": [
    "# Show trending topics\n",
    "fig = viz.tending_topics(ydh, limit=10)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Top 10 most discussed topics.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comments Distribution\n",
    "\n",
    "Analyze how many comments posts receive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of comments per post.\n"
     ]
    }
   ],
   "source": [
    "# Plot comments per post\n",
    "fig = viz.comments_per_post_distribution(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Distribution of comments per post.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Topic Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Topic Density Temporal Evolution\n",
    "\n",
    "Visualize how topic interest evolves over time (requires Plotly)."
   ]
  },
  {
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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Interactive plot showing topic evolution over time.\n",
      "Hover over the heatmap to see detailed information.\n"
     ]
    }
   ],
   "source": [
    "# Interactive topic evolution plot\n",
    "try:\n",
    "    fig = viz.topic_density_temporal_evolution(ydh, min_days=15)\n",
    "    fig.show()\n",
    "    print(\"Interactive plot showing topic evolution over time.\")\n",
    "    print(\"Hover over the heatmap to see detailed information.\")\n",
    "except Exception as e:\n",
    "    print(f\"Could not create plot: {e}\")\n",
    "    print(\"Make sure plotly is installed: pip install plotly\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Profile Similarity Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Profile Similarity Distribution\n",
    "\n",
    "Visualize the distribution of similarity scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of profile similarity scores across all users.\n"
     ]
    }
   ],
   "source": [
    "# Calculate similarity scores\n",
    "similarity = algorithms.profile_topics_similarity(ydh, network)\n",
    "\n",
    "# Create distribution plot\n",
    "fig = viz.profile_similarity_distribution([similarity], ['All Users'])\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Distribution of profile similarity scores across all users.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Similarity vs. Network Degree\n",
    "\n",
    "Analyze the relationship between network position and profile similarity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relationship between user connectivity and profile similarity.\n"
     ]
    }
   ],
   "source": [
    "# Plot similarity vs degree\n",
    "fig = viz.profile_similarity_vs_degree([similarity], [network], [\"All Users\"])\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Relationship between user connectivity and profile similarity.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Binned Similarity per Degree\n",
    "\n",
    "Show average similarity for users grouped by their network degree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average similarity scores grouped by network degree bins.\n"
     ]
    }
   ],
   "source": [
    "# Binned analysis\n",
    "fig = viz.binned_similarity_per_degree([similarity], [network], [\"All Users\"], bins=10)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Average similarity scores grouped by network degree bins.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": "## 4. Recommendation System Visualization"
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendations per Post\n",
    "\n",
    "Analyze how many times posts are recommended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1DRe8Hh4aQh1bxNRfW5QQS02jzdjq3mS8OQ4mY5IdunWxqz8ZuVgJ/upwlrjy7n/7MtwXT2CTVdQ+/Xh0klf7Psno4ktbk8aTU3CKT02yo1SjLg31xVsOaAC3JcB2+p7QtXUcXTuwPcVUFdLw3p3dwRH2NAo3+H5oTjsOJmOSHbp1sas/Gbmo+buiV2vxwOrTvM+20JfHSmvVPmHfJ6TurhrQrtHVJxldfGlr0nhyCk7xqUl2HNaoi4q+HBc04d5LkyZNEvfqweOBBx6g2bNn29IX7vvjKW2aRNP8H1ffL2f0qOr7IzH6j4PJmGSHbl3s6k+V3DZNo+kHXcPpyR+OpXXnr7z7ssa+T83/E0E3DksUxeM92sQr18WXtiaNJ6fgFJ+aZEeBRl1U9OW4oAnbpK9bt07cXBE34MNNF6dNmyZuLqka3FBQRxsmOHxqkh26dbGrP5VyIQu1TzX3fVq4KZ0Wbkqjk3kl9I+vj4oH7nlnrT5FhYcp0YXnGjNwik9NsiNOoy4q+nJ0TRPuiIy7IeNO1a1atVJe04Q7JuOuzd7gSxsmOHxqkh26dbGrP5VyLyYLtU5rD2a6V5+sfWNxy6Dpw6tXn7q2ipPShecaM3CKT02yo0yjLg315el3v3HFNFglmjJlirgsELtOL1269ILPzJ8/n7p06ULR0dFiS/SNGzdekKIbPHgwJSYm0q9+9SuPAyZv2bZtm5Y2THD41CQ7dOtiV38q5V5MFlafruzTlt6YOZK+fvRKemBiT3Fla3ZhGb22LoUmPL+Gbn19A726fIMoLlfZt+o2THD41CQ7tmnURUVfxgVNSKkh4EFgVB8LFy6khx9+mJ544gnaunWr+OzkyZMpMzPT/ZnmzZvTjh076OjRo/TBBx9QRkZGg9X0iDBrPhiGYXyhQ/MYeuh7vejrRyfQ6zNG0ITerQl3HPrmyFmauzGfbn5tAx05Y049CcMwDkrPYaVpyZIldP3117tfw8rSyJEj6ZVXXnHv8NmpUye6//77ac6cORfIuOeee+jKK6+k6dOn19vHk08+SU899dQFr69atUrkP5He27dvn7g7MuqlunbtKm76B+Lj46lFixZiwywwZMgQUZ2PYjO07dWrlzuyxapXWFgY7d+/X9xledCgQXTs2DERpGHFDBX9W7ZsEZ/FKhteS0lJEc9Rl3X8+HGxgoalRfRjra61a9dO6IF+Qd++fUWQiNRkeHg4DR8+XHwWh7l169ZC34MHD4rP9u7dW3zuzJkzFBoaKvyKVGZlZaWoAWvTpo2wHfTs2VPoagWgOA4IWsvLy4VM6Lxnzx7xXvfu3amoqIhOnTolno8YMYJ2795NJSUlYvkzKSmJdu3aJd7DiiEK9mEfgL/hI7SHXZCFABigHUhLSxN/ETAfOXJE6A99+/TpI3Sy/A374WMwcOBA0Q5Lr/AtfApbQfv27UUNHGQBHIuTJ09STk4ORURECJ1QwA/atm0rlm4PHTrk9jcC9rNnz4rjC1s3bdokxiX8nZCQQAcOHBCfxXiATOiLsT1q1ChxzGE/PofXIAf06NFDjKPTp0+L5/js9u3bxfIyfhTAPvgUdOvWTfgWOgMccxwLvAZd4WNrzOI2Aji+lr+HDh0qxgN+rMDf6Bf9YLxDX4yL1NRU8VmMWfwQyc/PF2MYtlv+7tixoxibeN/yN84LjFlc4ou28Is1ZnF+WP7u16+f8BH0qutvjEGMGcvfOMZZWVniYY1Zy99YUcYD48cas9AdPqs7ZuFv6LF37173mIUPLH9DLnyGH1XwN+YYnEewG3MAZJ44ccI9Zi82R8DfJ3JL6L1vU+izw8VUWoltRohu7BNLNw9uRf379r5gjqjpb2uOgG+s8eLpHLF27VqhL88RR8S5hHNcdo6AjvCpv+YIyLb8LTNHwB70IzNHAJwXsnMExgD0bWyOgJ0YizJzBNpivNScI3C8cXxg38SJExtNzwVU0ITBgIG7aNGiWoHUzJkzxWSxbNkyccLiM5i8YPy4cePoww8/FAeoPjAp4mGBkx4DwZOaJhxEHFxv8KUNExw+NckO3brY1Z9KubKyth5IpZfWZ9Dag2fE8z7tmtCfbxxEQzo1t6Vvk8aTU3CKT02y47RGXRrqK2BrmhoCkSMiYETbNcFzK9pGxHvZZZeJXxj4ixWoiwVMAL+C4aCaD0+xomtv8KUNExw+NckO3brY1Z9KubKyynNP09uzRtLcHw0RO/3vP51P015dT39YvpeKyiqU923SeHIKTvGpSXakatRFRV+O23LAWqL0FtRQ4YGgDGBZtrH0nLXc6U16DkuiWFbk9Jy6pXf4FPICPT2Hv1Y//k7PQU/I05Weg62wXXV6DuPIkiWbnrPOXW/Tc9ANvkB7tOsZmUt/Hd+EPthXSquPFoptCj7Zmkq/mdSFxnZrUW96Dg+MD2/mCEtfniPUpecsnwZ6eg7HGj4zIT2Xk5Mj5OlIz8EGHN+Lpec8wXHpOVm82XIAkyQGhjf40oYJDp+aZIduXezqT6VcWVn1tV9zIJN+u2S32GUcTBvakR7/QT+xXYFs3yaNJ6fgFJ+aZEexRl0a6suR6TlEqfhVhCJtC0SPeD5mzBjt+li/UOxuwwSHT02yQ7cudvWnUq6srPra4wbBKx66nO4Y11VcZbd42wma9OJaWrb9hFgNkOnbpPHkFJziU5PsOKZRFxV9GZeew3KjtYwMsJSHpTssTWLpFdsNYGUJS5xYjpw7d65YVps1a5ZUv76m5xCZepOewzImIlpOz6lbeof/ISPQ03M4Fial53CsdKXnoDvGl+r0HPxnbSMim56zzl2Z9ByOVd05Yvf2bTS5DdEl03vSX75MpyNnS+iBf22nf29JpzsHxVF0VZHoF/Z4M0dY+vIcoS49Z/mU03PblaXn0Bbnma70HMahTHoOzjOK1atX4+fVBY+ZM2e6PzNv3jxXUlKSKzIy0jVq1CjXhg0blPWfl5cn+sPfxti+fbvX8n1pwwSHT02yQ7cudvWnUq6sLE/al5ZXuuatOujq+dhnrs6PLnf1/d3nrre+TnFt2brNlv6Y4PSpSXZs16hLQ315+t1vdE2TP/CmpgnRP36peIMvbZjg8KlJdujWxa7+VMqVleVN+8OZBfTY4l3iZsCgT7t4uu/KnnT1gPZiB3Id+jLO9alJdlRo1KWhvjz97jfDawbga3oOy3vepOewrImlak7PqU3PYek30NNzkGOd0Cak5zBGdaXnMEbRv+r0HMYOjq2K9Bxu8YSxLpOemzBhgkcpfPDWjMG0YMUuemPzWdp/uoDu+2AbdYjfSdf3iqGbRnWl+LiYBueIlStXCn15jlCXnsNz2OKE9BzOYRPSc0ePHhVjVFd6DuPdsVfPmb7ShIOGicEbfGnDBIdPTbJDty529adSrqwsX9vnFZXTMx9/TSuOlVNecbl4LbFFDP3siu5004hEigoPs0Vfxrk+NcmOZI26NNSXI6+eMw38ctLRhgkOn5pkh25d7OpPpVxZWb62bxYbQb+4sgetn3Mlzbm6D7WKj6TjOcX0+NLddPlfV4t9norLKpXry5BjfWqSHR006qKiLw6aJMASro42THD41CQ7dOtiV38q5crKkmmPtvFR4WJ16etHr6Qnp/Sj9s2iKeNcqdhR/NK/fEmvrjlM+SXlyvRlLsQpPjXJjmiNuqjoi9Nz9dQ0IX/ryQ17uabJjHoFrmnimiYn1jTV3REcbWvOEaHhkfTO2v207FARZRRWidfjIkLo2l5xNOeGS2jj16u5polrmuqdI7imab8zb9jrD7imKfBwik9NsoNrmtTLkmnfUNuKyir6z86TNH/1EXHVHYiNDKNb+0XT4zeP91lfxuxz1Cl2JAdYTRMHTRJBEyJTRMPe4EsbJjh8apIdunWxqz+VcmVlybT3pG1VlYu+2HOa5n15mPaeOkfYmGDBT4bT5P5m3M3eCZh0jjrFjkKNujTUFxeCa8BavrS7DRMcPjXJDt262NWfSrmysmTae9I2NDSErh7Ynj79xaV02yVJYlfgB/+1nfaczPO5X8bcc9QpdhzXqIuKvjhokgD1GjraMMHhU5Ps0K2LXf2plCsrS6a9N21RC/PElP40sHUEFZdX0l3vbKbMcyU+982YeY46xY5cjbqo6Is3t5TY3BLFeSis86YQHEt/yKtyIbi6Ik/4FPICvRAcr5ly7zn4CfJ0FYJDV9iuuhAchdyWLNlCcOvc9bUQHO0hz5dCcHwe48SbOeLOPi76a3EYncwroVlvbqA5o6IpMiwkKOcIVYXg1hgI9EJw2G3Kvefy8vKEPB2F4LAX/fHmln6qaYLrMLC9wZc2THD41CQ7dOtiV38q5crKkmnv61yTeraIrn91PeUWldO1g9rTvJuHijQeE/jnqFPscGnUpaG+uKZJA9Zqj91tmODwqUl26NbFrv5UypWVJdPe17mmS6s4WnDbcIoIC6FPd56iuauqf40zgX+OOsWOjRp1UdEXB00MwzAO5pJuLemP1w8U/7+86hAt216dVmQYxns4aJIAeVcdbZjg8KlJdujWxa7+VMqVlSXTXnau+eHITnT35d3E/79atJO2puX4rEswY9I56hQ72mnURUVfXAguUQiO4kZvC8FRaIiCNi4EV1fkCRugW6AXgkMvUwrB0Q9s11UIjs/BVtWF4NBVVSG4de76WgiONujTl0JwjBf42Js5wtLXmiMmJOTR1naRtPl0Gd35VjI9c3lTatc0KijmCFWF4JZPA70QHGPUlELwzMxM9x0I7C4Eh06yheA4UZga5OXloTBe/G2MDRs2eC3flzZMcPjUJDt062JXfyrlysqSaa9qrikoKXddNXedq/Ojy12T/7bWlV9S7rNOwYhJ56hT7NigUZeG+vL0u5/TcwzDMEFCXFQ4vTFzBLWKj6L9p/PpwX9to8oqvoCaYTyFtxyQ2HIAn23sMyraMMHhU5Ps0K2LXf2plCsrS6a96rlmW1oO/ei1DVRWUUWzL+tKv722n096BRsmnaNOseOcRl0a6ou3HNCAlbu3uw0THD41yQ7dutjVn0q5srJk2quea4YmtaAXbhos/n/9q6O0cFN1DRATOOeoU+zI0KiLir44aJIARWk62jDB4VOT7NCti139qZQrK0umvR1zzZTBHejBST3F/79dspue+2I/ncgt9lnHYMCkc9QpdmRr1EVFXxw0SYArL3S0YYLDpybZoVsXu/pTKVdWlkx7u+aaByb2pOuGdKCKKhfNX32ELvvLl3TXO5tozYFMquJaJ6PPUafYEa5RFxV9cU2TRE0TwzBMoINC8BV7TtN7yam0/vBZ9+tJCbF06+gk+uGITpQQF+lXHRnGlO9+Dprq2acJe1KsWrWq0X2asIcL9qzwZp8m7G+BPUt4nyZ1e7DA/9gDJND3aYIc65eQv/dpsvZN0bVPE97Da6r3acLYwbFVsU/TunXrxFj3dZ8m+HTChAk+7dOEB9p6M0d88cUXQl9v5ojiiKb0v5RiWrrjNBWWV381RISG0CUdI2ly91j68eQxQodg3acJz2FLoO/TBGCjCfs0HT16VIxRHfs0YcxY46e+fZomTpzIQZOdK004aJgYvMGXNkxw+NQkO3TrYld/KuXKypJpr3uuKS6rpP/sOClWn3Yez3O/3qddE5p9WTeaNqyjMTd8DdZz1Cl2JGvUpaG+PP3uNyexGYDgV4KONkxw+NQkO3TrYld/KuXKypJpr3uuiYkME7dewWNHei69tyGVPtlxUuzt9MjHOyinqIzuuqz6tizBhEnnqFPsaK1RFxV9cSG4BFim1dGGCQ6fmmSHbl3s6k+lXFlZMu39OdcM7tScnrtpMG18bBL99IrqQOmPn+2j/+6uTgsFEyado06xo4VGXVT0xUGTBFZtkN1tmODwqUl26NbFrv5UypWVJdPehLmmWWwEzbmqD912SRKhqOPBhdtoe3ouBRMmnaNOseOgRl1U9MVBE8MwDOMRqGN6ckp/mtC7NZWUV4ntCdKzi/ytFsNog4MmCXD1mY42THD41CQ7dOtiV38q5crKkmlv0lwTHhZK824dRv3aN6WsgjK6/a2NlFdUTsGASeeoU+zorVEXFX1x0CQB7whuBk7xqUl28I7gzt8RXIb4qHB68/aR1K5pNB05U0g/fW+zuI+d0zHpHHWKHdm8I3jwgL00dLRhgsOnJtmhWxe7+lMpV1aWTHsT55p2zaLprVkjRQC1ISWb5vx7p9jrycmYdI46xY4zGnVR0RcHTRJg4ywdbZjg8KlJdujWxa7+VMqVlSXT3tS5pm/7pjT/x8MoLDSEFm87QS+tqt5g0KmYdI46xY5Qjbqo6Is3t5TYEbzmbr+e7ghe326/vCO4Gbv9+ntHcFW7/arYEVzVbr+e7giuYrff+nYEt3b7VbEjuDVmfd0R3MlzxMqjJfT69gLR5p7h8XRFUjTPETxHUCDNEZ7uCI4ThalBXl4egkjxtzE2bdrktXxf2jDB4VOT7NCti139qZQrK0umfSDMNX/+fJ+r86PLXT0e+9S1/vAZlxMx6Rx1ih2bNOrSUF+efvebs0YXgCAa19GGCQ6fmmSHbl3s6k+lXFlZMu0DYa751fd70w8GtafyShf99J9b6HBmPjkNk85Rp9hRqVEXFX1x0CQBlqd1tGGCw6cm2aFbF7v6UylXVpZM+0CYa0JDQ+j5mwbT8M4tKL+kgn78RjJtOmbOVVpOO0edYkdLjbqo6IuDJgmQS9XRhgkOn5pkh25d7OpPpVxZWTLtA2WuiY4Io9dnjKCebeIp41wp3fzaBpq/+jBVVTmjdNakc9QpdrTRqIuKvjhoksAqyLO7DRMcPjXJDt262NWfSrmysmTaB9JckxAXSUvvHUc3DO1IlVUueu6LAzTzrY10Jr+UAh2TzlGn2LFPoy4q+uKgiWEYhlFKXFQ4vfjDwfTc9EEUExFGXx3Koqtf+oq+PpTlb9UYRgoOmiTA5Yo62jDB4VOT7NCti139qZQrK0umfSDONbhk/qYRneiT+8ZR77ZNKKuglH7yZjK9sOIAVVQG5u7h/vapE+3oqVEXFX1x0CQB9k/R0YYJDp+aZIduXezqT6VcWVky7QN5runZtolI190yqhNhV8B5Xx6mW19PplN5xRRomOJTJ9lxTqMuKvrioEkCa6NHu9swweFTk+zQrYtd/amUKytLpn2gzzUxkWH07LRB9NLNQyguMow2Hsuma176ilbvr954NFAwyadOsSNDoy4q+uKgiWEYhtHCdUM60vJfXEb9OzSlnKJyuvOdTfTJjupdqhkmEODbqNSzfIct2RvdSp1hGIbxidKKSvrtkt20aMtxcd+6V24ZSlcPbO9vtZgg5pyH3/2OW2nCvWzGjx8v7lWDe9l8/PHHtvVl3VPH7jZMcPjUJDt062JXfyrlysqSae+0uSYqPIz+euMgunFYotiW4P4Pt9HKveakjALRp4Fqx1aNuqjoy3FBE27AOHfuXHEjzhUrVtCDDz4obsRnB7gRpY42THD41CQ7dOtiV38q5crKkmnvxLkGO4j/dfogum5IB6qoctE972+lNQfMrnEy3aeBaEe5Rl1U9OW4oAl3o8Ydvq07JeOOxrgzsh3gzt062jDB4VOT7NCti139qZQrK0umvVPnGqTmXrhpMF0zsB2VVVbR3f/cQusPm7uXUyD4NNDsaKFRFxV9GRc0rVu3jqZMmUIdOnQQ+3wsXbr0gs/Mnz+funTpQtHR0TR69GjauHFjvbK2bNkibtDXqVMnW3SFjjraMMHhU5Ps0K2LXf2plCsrS6a9k+ea8LBQeunmoTSpb1sqq6gSxeEbUs6SiQSKTwPJjg4adVHRl3FBE1JpgwcPFoFRfSxcuJAefvhheuKJJ0R+Ep+dPHkyZWbWXtbF6tKMGTPotddea7C/0tJSUQBW8+Epe/bs8fizMm2Y4PCpSXbo1sWu/lTKlZUl097pc01EWCjN//FQGt+7NZWUV9Edb2+iLanm3ew3kHwaKHbs0aiLir6krp5LS0sTj0svvdT92o4dO+iFF14Qwcgtt9xC119/ve/KhYTQkiVLasnAytLIkSPplVdeEc+rqqrEStL9999Pc+bMEa+h7+9973s0e/Zs+slPftJgH08++SQ99dRTF7y+atUqiouLo2HDhon71RQXF1OTJk2oa9eutHPnTvGZkpISscMois8B0oKHDx+mgoIC0bZXr160bds28V5iYiKFhYXR9u3bxRIhitSPHTsmgjSsmPXv31+sjFnRMF5LSUkRzwcMGEDHjx+n3NxcioyMFP1Yq2tIQcbHx4t+Qd++fcVeFAgaUd81fPhw8Vkc5tatW4u+Dx48KD7bu3dv8bkzZ85QaGio8OvmzZvF6hzuBo2bG1r36oGd0NXa5wLHAUErcsSQCZ2tAdm9e3cqKiqiU6dOiecjRoyg3bt3C3/h6oSkpCTatWuXeA8rhhUVFcI+AH/v379ftIddkIUxBdAOYMwBBMxHjhwR/u/YsSP16dPHXegHf8N++BgMHDhQtMOVEfAtfApbrZRubGyskAVwLE6ePEk5OTkUEREhdEpOThbvtW3bVlxZcejQIbe/EbCfPXtWHF/YumnTJjEu4e+EhAQ6cOCA+CzGA2TC3xjbo0aNEscc9uNzkAOdQY8ePcQ4On36tHiOz2LslJWVUfPmzYV98Cno1q2b8C10BjjmOBZ4DbrCx9aY7dy5szi+lr+HDh0qxgN+rMDf6Bf9QE+MUYyL1NRU8Vk8P3r0KOXn51NMTIyw3fI3/I+xifctf+O4YMxGRUWJtvCLNWZxflj+xkUbGKPov66/MQYxZix/4xhnZWWJhzVmLX8jFY8Hxo81ZjF2cGzrjln4G3qg9tEas/CB5W/Ihc8wl8DfmGOwCo6xjjkAx+HEiRPuMXuxOQL+hm7wBXw6YcKERueImv625gg80NabOeKLL74Q+gbSHHGusJhe3FRE204VU0x4CD1+aVOaNLSn9BwBf2McyM4ReA5b/DVHQLblb5k5Asca57DMHAFwXsjOEXiOMdrYHAE7MRZl5gjYgPFec47A8cbxwXsTJ05s9Oo5qaAJwQwO2sqVK8VznCxwEg4aJg8ogqvXpk2bpiRoglwM3EWLFtUKpGbOnCkmi2XLlonBcOutt4qTHQFRY2BSxMMCJz0GgidbDuCgYJL2Bl/aMMHhU5Ps0K2LXf2plCsrS6Z9MM01xWWVdPtbGyn5aDY1jQ6nWeO6Up92TahP+6aUlBAr6qD8RaD61GQ7sjTq0lBfnm45UP2z1kfw6+SBBx5wP3/33XfFry1Et/i1ddVVV9Hzzz/vc9BUn8GIgBFt1wTPrchx/fr1IoWHqNWqh/rnP/8potr6wK9gPHwBv3R0tGGCw6cm2aFbF7v6UylXVpZM+2Caa7B7+Ju3j6QZb26kLak59NKq6hUEEB0RSr3aNhFBVO92TWlQYjMa0bmF+IGtg0D1qcl2FGnURUVfUkETlsqwNGaxfPlyuuKKK8RyKUCw9Nhjj5FOkCrEMpy3oIYKDwRlAMuwnqTnsLzrTXoO6QAsSXN6Tm16Dr8OnJCes3xmQnoO/tOVnoM/Ybvq9Bz6sHwqm56zzl2Z9BzGj6/pOZxj3swRlr6BOkf8YlAorW0eR5kV0XT4TBEdySoW9U47j+eJh8WdY5Po+22LtKTnLJ86IT2HfkxJz2VnZ2tLz+GzF0vPeYRLgsTERNcTTzwh/s/JyXFFRka6XnzxRff78+bNczVp0sRn+VBvyZIl7uelpaWusLCwWq+BGTNmuKZOnepSQV5enugXfxtjw4YNXsv3pQ0THD41yQ7dutjVn0q5srJk2vNc43JVVFa5jmTmuz7dedL1wooDrjvf3uTq/Ohy8fh81yktOjjFpybZsUGjLg315el3v1RN06xZs0Qd0eOPP05r1qyhzz//XESk+KUF7rnnHlq7dq3PFesXKwRHRD1v3jzxHNEjfl3cd9997kJwXbdRQTSOXw7e4EsbJjh8apIdunWxqz+VcmVlybTnuaZ+nlm+l974+ig1iQqn5b+4lDq3jLO1P6f41CQ7KjXq0lBfWmqa/vznP4sg6Ze//KVYdkP9khUwYVn7o48+EkXZ3oDlRmsZGWDpDkuBWJpEcITtBlD4jSVOBE/Y/RvLagjgZPAlPYeADUuZ3qTn0BYHhtNz6tJzSJNg+TzQ03M4vlZq2d/pOfgJPtKVnsN5gs+pTs/BD9BLRXru66+/Frr4mp6DT1G+4Et6DrpdfvnlXs0RuAIY+jp5jpjSOY62pDajbel5NPO1r+jt2wZSVHiobek5tIV+gZ6ewxjB8TQhPZeamirGkY70HM5njAm/pecscnNzReqsJkVFRa7t27e7srOzvZK1evVqsURW9zFz5sxaab+kpCSRDhw1apTS5T1OzwUeTvGpSXZwek69LE7P2cPJ3CLX0KdXiDTdnH/vtLUvp/jUJDs2BFh6Tmpzy6efflpEsojyrF9zFogyEcVbaTRPwc128Yun7uPtt992fwapOESniBoRbeIXjT+A3TraMMHhU5Ps0K2LXf2plCsrS6Y9zzUXp32zGJr7oyGEC+g+3JhGS7ZVr5DYgVN8apIdzTTqoqIvqZomLH299957F03B4dJ/vGelvEymZnoOS5GebG6JJUQsFXqTnsNyI4JJTs+pS8/BL1hiDvT0HHxjLV37Oz0HnTDWdaXncGxgr+r0HHwNHVSk53AuY0z5mp6DTzE+fEnPoV+Md2/miG+++Ua0C5Y54uN9hbRofzFFh4fSM1c0pU5Nw5Wn53Auo02gp+dwzmHsmJCey8rKEueCjvQcbMU4lNncUio9FxIS4nr//fcv+v6rr77qio6OdgUSnJ4LPJziU5Ps4PScelmcnrP/6rofv75BpOmufH61q6CkXHkfTvGpSXZsCLD0nNeF4LiVAK6Us1i8eHGtwm0L/OLBStPFNpVkGIZhGFVgp/C5Nw+ha1/+io6cKaTfLN5FL92MtJ3/dhBnnIfXQdPq1avd92rDYETQhEd9YEnN25qmQAJLmjraMMHhU5Ps0K2LXf2plCsrS6Y9zzWe0So+il65dRjd/NoG+mTHSXEj4PioMMovqaBzJRWUX1Iu/haUltOYbi3pLzcO8iqocopPTbKji0ZdVPTldU0T8vbIJaMZcokLFiygG2+8sbbQkBCR/0VeOFDwpaYJ+V3k6r2paUIuFblermlSV9ME/aFvoNc04TXIMaGmCeMd+uqqaYKPoJfqmiboDp+pqGnCeQS7fa1pwvtjxozxqaYJvrHGi6dzBPbIg77BOEfMX7Wf3tvd+C0zXp3ei1pWZns8R0BH+DTQa5pgjyk7gp86dUroq6OmCW0xXvx2w144Cgfduou4E/Bmc0tfrtzz59V+TsUpPjXJDt262NWfSrmysmTa81zjHfhae/2rFDqeU0xNoyOoSXQ4NYmOoKYx1X+XbD1OS7efpCt6taZ37hgVdD41yY5kjbo01JeWzS0RkdYF0f+//vUv8QvtmmuuqfczDMMwDGMXWKW5+/Lqe6DWR9eWcSJ9t/bgGdp78hz169DwD2SGUbLSdOedd4rIzVoCxLKgtcwKELV9+eWXYnnPiStNWHbGcp83+NKGCQ6fmmSHbl3s6k+lXFlZMu15rlHPfR9speU7T9F1QzrQSzcPDSqfmmRHuUZdGurL0+9+qc0tURQ+bdo09/MPPvhABEzvv/+++Iu8pFU07kSsvKjdbZjg8KlJdujWxa7+VMqVlSXTnuca9fzsiuqVKARO6dmN1z85yacm2bFfoy4q+pJKz6Ewq2Y1+tKlS8VK0y233CKez549m5577jkKBHy595xVWOdNITiKR5HC5EJwtfeeA4FeCA7/Wv34uxAcemIM6CoEhw9hu+pCcHzOkiVbCG6du74WgsOnGAO+FILjAX97M0dY+vIccfHNLUclNaWNaefomUXf0t9uG9PoHGH5NNALwXGs4TMTCsFPnDgh+tNRCA4bcHz9du+5Vq1auV544QXxf3l5uatZs2auxx9/3P3+a6+95oqJiXE5dXPL3bt3ey3flzZMcPjUJDt062JXfyrlysqSac9zjT18feiM2Ayz9+Ofuc4W1L5/qpN9apIduzXq0lBfWu49h2jv9ddfF7+U/vjHP4rocsqUKe73ESUiMnYq+IWjow0THD41yQ7dutjVn0q5srJk2vNcYw9ju7ekgR2bUUl5Fb3zTfWqdDD41CQ7umvURUVfUkETAiUsa2G5EbVL2K8JS4QWS5YsoXHjxpFTsZaE7W7DBIdPTbJDty529adSrqwsmfY819gDUmBWbdM73x6jorKKi3425UwBrdtYnUoNdEwaGzs06qKiL6maJgRLyA3ixpDIoV5xxRXu95Bbv+eee2q9xjAMwzAmcdWAdtSlZSwdO1tECzel06xxXWu9X15ZRc9/cYD+vi6FWsaE0tjRFRQfJfXVyQTrlgNOwpcdwfEcwaI3heAo+EORIReCqyvyRMEfiiQDvRAc7fGeCYXgaItjrqsQHDrAD6oLwaEDbFFRCI5+MHZ8LQSHHpdccolPheCQAZ28mSNwn1B8hueIixeCW3PE/44W0xvbC6lNXDj9bVIzio+NET7977pkemlTPh3M/m4F6obeMfSHm0YFdCE4zlfoY0Ih+OnTp8Ux11EIjv7hC7/tCG6B7fo//fRTt+Pg9B/84Ad0+eWXU6DhzT5NOOHxhesNvrRhgsOnJtmhWxe7+lMpV1aWTHuea+ylpLySLv3LasoqKKW//Wgw3TA0kVbuzaBHPt5BecXlYkfx6cMT6a31xygyPJS+fOQKSmwRuHfCMGlsnNKoS0N9admnCREt6piuvPJKev755+l///ufeOD/CRMm0PTp08WvDKdi/Zqxuw0THD41yQ7dutjVn0q5srJk2vNcYy/REWE0a1z19jkL1qTQnz7bR3e9u1kETIMTm9Gn919Gv/9BP+rfKoLKKqroz5+bs8+RL5g0NtI06qKiL6mgCcXfKPZ+5JFHRASHpTM8sIz2y1/+khYvXkxPP/20tJIMwzAMYye3XdKZ4iLD6EBGPr22rjrtece4rvTxz8ZSUstYkS6bMSiOQkKqN8TcfKz6Rr9McCGVnkPufvz48fTWW2/V+/7tt99Oa9ascdeVOC09h3wwaga8wZc2THD41CQ7dOtiV38q5crKkmnPc40env1snyj4bhodTs/dNJgm9293gU+f+uwgfbgxnQYlNqOl94yj0NAQCjRMGhslGnVpqC8t6TmsLjV0d2K8ZxWpORGrSM3uNkxw+NQkO3TrYld/KuXKypJpz3ONHh75fm968YeD6b8PXn5BwGT59OHv9RZXz+08nkdLtlVfDBBomDQ2jmjURUVfUkETqvOxktRQgTg+41Rw5YKONkxw+NQkO3TrYld/KuXKypJpz3ONHlDkPW1YInVoHnNRn7ZuEkX3XdlDPP/rF/sb3NvJVEwaGwUadVHRl1TQNHPmTProo4/oZz/7mbhkEpcp4rI+/P/zn/+cPv74Y5Gicyq4hFVHGyY4fGqSHbp1sas/lXJlZcm057nGDCyfomg8KSGWMs6V0oK11fVPgYRJYyNWoy4q+pKqaUKQdOedd9K7774riuSwJwJA4ASxCKr+8Y9/uF932j5N2HcCtnmzTxP2qEAb3qdJ3R4s0AufDfR9muBzS66/92mC/visrn2asOcRjo3qfZowvnFsVOzThHGIPn3dpwl/8Vlf9mmCb+FTb+aIDRs2CH15jmh8nyZP5wiMQ/gBc8RH3xykp788RZFhRKt/dSUdP7AzYPZpgl/Qpwn7NGVnZ4vP6tinCeMQPtS+TxMcvWzZMmE8ThycWNgVvOY+Tddcc41wQqDhTSE4DlpDNV2q2jDB4VOT7NCti139qZQrK0umPc81ZlDTp/jqvPm1DZR8NJumDO5A824ZSoGCSWMjWaMuDfXl6Xe/13vBIyIbO3asCJgwaBANIwLH9gJz5szxVhzDMAzDBBz47vvdD/rRlFe+pv/sOEk3DutI43u38bdajM14nTf7wx/+IJYzH3roIVq+fDn97W9/E0uZqGsKNnwpcndyYby/cIpPTbJDty529adSrqwsmfY815hBXZ8O6NiMZo2tvlfdb5fspoLSwCgKN2lsJGrURUVfXq80rVixgmbMmCF2/bZAjvDWW28VOVKk6oIF5MN1tGGCw6cm2aFbF7v6UylXVpZMe55rzKA+n/5yci9asfc0Hc8pFjf2fXJqfzIdk8ZGuEZdVPTl9UoTCuUuvfTSWq/hOVJ1VgFgsODLpp2BtNFnoOAUn5pkh25d7OpPpVxZWTLtea4xg/p8GhsZTn+eVl2/+863x2hLqvk7hZs0No5p1EVFX14HTbiapO6OmtZzVPgzDMMwTDBxac9WdNPwRMJlVb9etFPcAJhxJl5fPYdL+J555hm66qqr3K+h2hyX6v3f//2fuLyvLrg80IlXz+GSV2/3ffClDRMcPjXJDt262NWfSrmysmTa81xjBg35NK+onCa+uJayCkrp/it7iN3FTcWksVGkUZeG+rL1Niq/+93vRHBkPSZNmiRev+eee2q9jv0o6guinALfedwMnOJTk+zQrYtd/amUKytLpj3PNWbQkE+bxUbQH66rrmf6vzVHaN+pc2QqJo2NNI26qOjL66qoi92cNxhBRKqjDRMcPjXJDt262NWfSrmysmTa81xjBo359OqB7Wly/7b0xZ4MevTfO2nxz8dSeJh5mzubNDbyNOqioi+vgybs8u1Eau4IDrATbGM7gmOHUeyw6s2O4Dho2GCLdwRXt9svfAp5gb4jOI6B1Y+/dwSHnyBP147gqJWE7ap3BIe/LFmyO4Jb566vO4KjPeT5siM4dMM48WaOsPTlOULdjuCWTxuaI+4elkDrD2eJG/r+5NVV9PvrBlNE2TmjdgTHGIHPTNgRPC8vT8jTsSM4zj/0d7EdwW2/jYoT8aamCQMLJ4E3+NKGCQ6fmmSHbl3s6k+lXFlZMu15rjEDT326eOtxevij6kAuIiyEfjiik7jJb/tm9d8IWDcmjY1Kjbo01JetNU1MNdavELvbMMHhU5Ps0K2LXf2plCsrS6Y9zzVm4KlPpw1LpMX3jKVLe7Si8koXvZ+cRlc8t4ae/GQPZeaXkL8xaWxs1qiLir44aGIYhmEYxQxLakHv3TWaFt59CY3qkkBlFVX09jfHaPxza+i1dUeovLLK3yoyPsBBkwTIc+towwSHT02yQ7cudvWnUq6sLJn2PNeYgS8+Hd2tJS386SX0zztH0eBOzamorJL+9Nl+uualr+ibI1nkD0waG+016qKiLw6aJPBlbwlT9sZwEk7xqUl26NbFrv5UypWVJdOe5xoz8NWnKOq+rGdrWvLzsfTX6YMoIS6SDmUW0K2vJ9MvPtxGGef0puxMGhuxGnVR0RcHTRJYlf12t2GCw6cm2aFbF7v6UylXVpZMe55rzEDWp6Gh1UXhqx8ZTz+5pDOFhBB9suMkjf7TKuoy59Naj2F/+J8oKLcDk8bGEY26qOiLgyaGYRiG0YjYCPP6AfTJvZfS0KTm9X4mu7BMXIH360U7qLiMb8tiCrzlgMSWA9gjA/tWeIMvbZjg8KlJdujWxa7+VMqVlSXTnucaM7DDp/gKzikqp6oaX8X494PkNJq76qD4v1fbeJp/6zDq2baJkj5NGhsFGnVpqC/eckAD1kZhdrdhgsOnJtmhWxe7+lMpV1aWTHuea8zADp+i3gk1Tq3io9yP1k2i6IFJPen9u0aL/w9mFNDUV9YrS9eZNDZOatRFRV8cNEmAnVt1tGGCw6cm2aFbF7v6UylXVpZMe55rzEC3T8d2b0Wf/eIysd9TcXmlSNdtT8+VlmvS2MjRqIuKvjhokgDbuetowwSHT02yQ7cudvWnUq6sLJn2PNeYgT98ipWmd+4YRdcOqr5c/qWV1be4kcGksRGhURcVfTmypumGG26gNWvW0MSJE2nRokW21TQxDMMwjA6OZRXSxBfXUmWVi5beO46GdKq/gJzxjaCuaXrggQfo3Xfftb0f64aBdrdhgsOnJtmhWxe7+lMpV1aWTHuea8zAnz7t0iqObhjaUfw/V3K1yaSxkaxRFxV9OTJoGj9+vLjbOMMwDMM4hfuv7EFhoSG05sAZ2pZmTl1SMGFc0LRu3TqaMmUKdejQQVxVsHTp0gs+M3/+fOrSpQtFR0fT6NGjaePGjX7RtW3btlraMMHhU5Ps0K2LXf2plCsrS6Y9zzVm4G+fdm4ZR9POrza9tOpQwNrhL11U9GVc0FRYWEiDBw8WgVF9LFy4kB5++GF64oknaOvWreKzkydPpszMTJ/6Ky0tFbnMmg9P8aXmieuk1OMUn5pkh25d7OpPpVxZWTLtea4xAxN8ep+C1SYT7PCHLir6CifDuPrqq8XjYrz44os0e/ZsmjVrlni+YMEC+vTTT+nNN9+kOXPmeN3fs88+S0899dQFr2/evJni4uJo2LBhtG/fPiouLhYpv65du9LOnTvFZ0pKSqhnz56Unp4ung8ZMoQOHz4sNtBC2169etG2bdvEe4mJiRQWFkbbt2+nFi1a0KBBg+jYsWMiSMOKWf/+/WnLli3is1hlw2spKSni+YABA+j48eOUm5tLkZGRoh9rda1du3Zisy70C/r27UsZGRmUnZ1N4eHhNHz4cPFZ1Pu3bt1a9H3wYHU+vHfv3uJzZ86codDQUBo5cqSwu7Kyklq2bElt2rQRtgPYCV0hG2CFD0FreXm5kAmd9+zZI97r3r07FRUV0alTp8TzESNG0O7du4W/UGiXlJREu3btEu9hxbCiokLYB+Dv/fv3i/awC7J27Ngh3kM7kJaWJv4iYMa2+PB/x44dqU+fPkIny9+wHz4GAwcOFO1Q5Affwqew1bqJI+5JZG2xj2OB/TxweSqutoBOVi4cv1Rw4h06dMjtbwTsZ8+eFccXtm7atImqqqqEvxMSEujAgQPisxgPkAl/YxV11KhR4pjDfnwOcqAz6NGjhxhHp0+fFs/xWYydsrIyat68ubAPPgXdunUTvrX2IMExx7HAa9AVPrbGbOfOncXxtfw9dOhQMR7wYwX+Rr/oB3pijGJcpKamis/i+dGjRyk/P59iYmKE7Za/4X+MTbxv+RvHBWM2KipKtIVfrDGL88Pyd79+/cR5gv7r+htjEGPG8jeOcVZWlnhYY9byd6tWrcQD48casxg71v2mao5Z+Bt67N271z1m4QPL35ALn+FHFfzdqVMncR5hrGMOwHE4ceKEe8xebI6Av6EbfAGfTpgwodE5oqa/rTkCD7T1do6AvjxHHBH+xjiQnSPwHLb4a46A7NOH99FliZG0Jq2Unv3PTnpkRLTXcwSONc5hmTkC4LyQnSPwHGO0sTkC5ybGoswcARsw3mvOETjeOD54zyNcBgP1lixZ4n5eWlrqCgsLq/UamDFjhmvq1Km1Xlu9erXrxhtvbLSPkpISV15envuRnp4u+sX/jbFhwwav7PG1DRMcPjXJDt262NWfSrmysmTa81xjBqb49FhWgavbbz51dX50uWtLaraUHQUl5a6qqirFGprp04b6wne+J9/9xqXnGgKRIyLgunlJEX2f/4UIJk2aRDfddBN99tlnItr+9ttvLyoTv4IRadd8eAqiaG/xpQ0THD41yQ7dutjVn0q5srJk2vNcYwam+LRmbdM8H2qbLDu+PXKWhj/zP/rdsuoVKaf7tK+CvoxLz6lg5cqVXrdBDRUeCMo8Tc9hqREBmzfpOaQD8B6n59QtvUMn2Bbo6TmkgqwlYn+n5/Ac/tSVnoO+6Et1eg7nhbUVnWx6zpoTfE3PQf64ceN8Ss9Bj7Fjx3o1R1j68hyhLj2H4wqf+jM9Z/n7x0MTadGW47T6wBlavHI93TBxrMdzBI7H/kMp9OBnp6ikvIrWHsh06687PXfixAlhm470nPU+p+fqSc/5iqdLdICXzM3AKT41yQ5Oz6mXxem5wMc0n971ziaRonts8U6v7Xj2s32iLR5d5yx3lZZX2qZnQ3B6zkYQpeJX0apVq9yvIXrE8zFjxmjXB78adLRhgsOnJtmhWxe7+lMpV1aWTHuea8zANJ/eMa6r+Pvvrccpt6jM43Zp+VX0+lfVq5QhIURVLqITucXkdJ+GKejLuPQcllGtZWSApTwsBWL5Dkuv2G5g5syZYokTS5dz584Vy2rW1XS+4kt6DsuYWO70Jj0H+VhW5PScuqV36At5gZ6ew/tWP/5OzwHI05Wew7iA7arTcxjHlizZ9Jx17vqangOQ50t6DmMW48SbOcLSl+cIdek5y6cmpOdwrrYPy6fOzcIoNa+SPtyYRpc0y290jqhyuejdfRXidiyjO0RSRjHRsZwy+mL9VhraLlJ7eq6yslLI05Gew/yA4+uo9ByueoNadR8zZ850f2bevHmupKQkV2RkpGvUqFFKl/e8Sc9t3LjRa/m+tGGCw6cm2aFbF7v6UylXVpZMe55rzMBEn360KU2k2C7500pXWUXjKbbX1x0Rnx/wxH9dGXnFrrvfrU7xvfV1isvpPt3YQF+efveHm3gLlMbuIXzfffeJh7+xCsvsbsMEh09NskO3Lnb1p1KurCyZ9jzXmIGJPp0yuAP95b/76VReCf1392nx/GIczMinF1ZUryI+dk1fatM0WtzTDhw7W0RO92mVgr6MC5r8hS/pOaQdvE3PYQmQ03Nql97hUyek5zC+TEnP4bnO9BywIz2Hz6hKz1nnrszVc76m59Cft+k5S1+eI9Sl5yyfmpKes+aI8YlhtGg/0bwVu6lNSXq9c8S21Gx6eNkRKi530aB2MdQnMpuSk09R1PlSqB1HTlBycoH29FxhYaG29Bx8KpueC8Fyk0efDBJw0uMAwJGN7dmECQqD0xt8acMEh09NskO3Lnb1p1KurCyZ9jzXmIGpPj2TX0rj/vwllVVW0eJ7xtKwpBa13v/mSBbNfmczFZZV0uBOzemlab2oS/vW7vdufT2ZurWKoy9/Od7RPs1toC9Pv/sD6uo507B+HdjdhgkOn5pkh25d7OpPpVxZWTLtea4xA1N92rpJFE0dUp2We2t99cqZxYo9p+n2tzaJgGlcj5b0wV2jKSOteoUSdGlZnZ5Lyy6iisoqR/v0gIK+OD3HMAzDMAHOrHFdxGaX/9lxUmxWaZFfWkHIJ32/X1t6+ZahFB1R+7L7dk2jKTI8lMoqquhkbgkltay+VyNTPxw0SdQ0IafvbU0TahO4pkltvQJ86oSaJuT8TalpQj86a5ogz46aJtikqqbJOnd9rWlCG19rmjBevK1psvTlOUJdTZPlU9Nqmqw5YkSHKNp8spTOlVRQTaYOaEUPXdaGdmyttsfymTVHdGoRQ0fOFNJ/12+hqaN6aq1pKisr01bThGPINU1+rGnChIUvLG/wpQ0THD41yQ7dutjVn0q5srJk2vNcYwam+xR7LyHNVvNrPSYyjNo3i2nQjrve2Uwr92XQH67rTz8Z08WxPk1poC+uadIAfg3oaMMEh09NskO3Lnb1p1KurCyZ9jzXmIHpPg0LDaGureKoW+t496NuwFSfHV3Op+T8se3AGY0+VdEXB00SYPlURxsmOHxqkh26dbGrP5VyZWXJtOe5xgyc4tO6dlh7NaWerZ2iKi6rpOSUs43unRgoPlXRF6fnJNJzDMMwDBPofH0oi277RzL1aBNPKx++wv3675ftpne/TaXHr+1Ld11mblpS53c/F4JLFIKjwBH5UW8KwVF8h8JSLgRXV+SJtug/0AvBIcP6JeTvQnCMNfhMVyE4jgWOgepCcIwzHG8VheBfffWV+N/XQnD4Anc88KUQHD5HW2/miBUrVgh9eY5QVwgO/8OnphaCezpH4FhinFhzRLvmbcXrx7IK6MTJU0SuKkpLT6dlW7PF6/NXHaQ+YZnUolkT5YXg8D/s0lEIjnMUc56j7j3nb7y595wv97xTeZ88xlk+NckO3brY1Z9KubKyZNrzXGMGTvFpXTsqKqtcPR77VNyDLj27ULy2LS1HPLceHyanatHFThrqy9Pvfq5pkgCRv442THD41CQ7dOtiV38q5crKkmnPc40ZOMWnde1AAXmnhOpi8NTzxeBf7q/e6yk2snpfp9fWpYir8+zWxU5U9MVBkwRYUtTRhgkOn5pkh25d7OpPpVxZWTLtea4xA6f4tD47rJ3Bj50vBl99Pmh69Ko+1DQ6nFKyCul/ezO06GIXKvrioEkCK7dsdxsmOHxqkh26dbGrP5VyZWXJtOe5xgyc4tP67Ojc8ruVpsxzJbTrRB6hxPLaQe3pJ2M6i/cWrD2i/Eo6nT5V0RcXgksUgluFdd4UgqPIj3cEV1vkCZ86YUdw/DVlR3DoqXNHcNhqx47gGEeqdgS3zl1fC8HR3tcdwfHwdkdwS1+eI9QVgls+DfRCcBzrmjuCw8eUX72H0YET2bR4Q3n1cWoeTk0jQ+iShFJ6LZRoe3oufX0wgyJzU5UVgsNeXTuC4xznHcH9uOUATgJMHN7gSxsmOHxqkh26dbGrP5VyZWXJtOe5xgyc4tP67Fh78AzNfHMj9W7bhLq0iqUv9mTQQ5N60QOTeor3f7tkF72fnEYTeremt2aNslUXu2ioL94RXAOI8nW0YYLDpybZoVsXu/pTKVdWlkx7nmvMwCk+rc+O73YFLxT7NoGJfdu43599WTcKDSFafeAM7T99zlZd7EJFXxw0SWAti9rdhgkOn5pkh25d7OpPpVxZWTLtea4xA6f4tD47OjaPofDQECqtqKLCskpq0ySK+ndoWmvX8KsHtBf//31tiq262IWKvjhoYhiGYZggJzwslBJbfHefugm921xw25GfXlG9K/gnO07S8Rz996kzAa5pkqhpguu8vZeNL22Y4PCpSXbo1sWu/lTKlZUl057nGjNwik8vZgdqmlDbBBbcNpyuGtDugs/c+voG+ubIWZo1rgs9MaW/bbrYQUN9cU2TBqyt5O1uwwSHT02yQ7cudvWnUq6sLJn2PNeYgVN8ejE7rLqmyLBQurRnq3o/87Mruou//9qYTjmFZfV+5lxJOf1rYxqVlFf6rIsdqOiLgyYJcGmnjjZMcPjUJDt062JXfyrlysqSac9zjRk4xacXs6NH2ybi7yXdW1J8VP07El3WsxX1a9+Uissr6Z8bqrcaqMuzn+2jOYt30d9WHvRZFztQ0Rfv0ySxTxP23PB2nyZrPxrep0ntHixO2KcJ+5qYsk8T+ta5TxN0smOfJox7Vfs0Weeur/s0ob2v+zThWHq7T5OlL88R6vZpsnwa6Ps0Qb+6+zRhzHapctFPx3agiT2aue2pb46Y1NFFe08RvflVCk3tFUcZJ9PdY/bQkRT6ZFv1sVq27QSNb5FHoSEhF50jYIOufZrw4H2a/FjTBCfjwHqDL22Y4PCpSXbo1sWu/lTKlZUl057nGjNwik9l7aiorKIJL6yh9Oxievq6/jRjTJcL9nuyWHj3JTS6W0sjfNpQX1zTpAErire7DRMcPjXJDt262NWfSrmysmTa81xjBk7xqawd4WGhYt8m8PpXKSKIsvh8V/XqIfZ0Av/ZedJWXbxBRV8cNDEMwzAM4xU3De9ECXGRYrXps93VKcLyyir6Yk/1/3dfXl0w/tmu0+J1p8BBkwTIE+towwSHT02yQ7cudvWnUq6sLJn2PNeYgVN8qsKOmMgwmnk+LbdgTfWNfJNTsimnqFwEUw9O6kkt4yIpu7CM1h/OslUXT1HRFwdNEqCITkcbJjh8apIdunWxqz+VcmVlybTnucYMnOJTVXbMGNOZYiLCaO+pc/T14Sz69HxqbnL/dhQdEUbXDKzeQfw/O07ZrosnqOiLgyYJrCsR7G7DBIdPTbJDty529adSrqwsmfY815iBU3yqyo4WcZH0o5GdxP/zVx+mFedTc9cMrN4Uc+qQDuIvXr/Ynk06faqiLw6aGIZhGIbxibsu60phoSG0ISWbzhaWUYvYCLrk/NVyw5NaUIdm0ZRfWkFrDmSSE+AtByS2HMDeGdjnwxt8acMEh09NskO3Lnb1p1KurCyZ9jzXmIFTfKrajocWbqcl26r3LfvRiE70l+mD3O/96bN99Nq6FLp2YHua/+NhtuvSEA31xVsOaMDaqM3uNkxw+NQkO3TrYld/KuXKypJpz3ONGTjFp6rtuPvy7wqsrxlUXcdkMXVwdYpu5b4MKiitsF2XhlDRV+CHzH7cEdzaYdWbHcGxAy7a8Y7g6nb7RT/QP9B3BLd2GzZhR3DoCf117QiO3Xvt2BEc41vVjuDWuevrjuDwKfT3ZUdwPLzdEdzSl+cIdTuCWz4N9B3Bcazr2xHcmzkC4LzAuDiXlko394slV0xzSijLpOTkFPccUZC+j9rHh9Gpgkr697cHqU9Mfq05Aj6FPjp2BIcNvCO4H9NzGLwYFN7gSxsmOHxqkh26dbGrP5VyZWXJtOe5xgyc4lPddrz4v4P08qpDdGWfNvTm7SP9pktDfXF6TgOIznW0YYLDpybZoVsXu/pTKVdWlkx7nmvMwCk+1W3H1PMpunUHz1BOYZnfdFHRFwdNEljLmXa3YYLDpybZoVsXu/pTKVdWlkx7nmvMwCk+1W1Hjzbx1K99U6qoctHn53cP94cuKvrioIlhGIZhGFuZcn616T87AnuvKw6aJEDBnI42THD41CQ7dOtiV38q5crKkmnPc40ZOMWn/rBjyuDqq+o2HD1LGedK/KKLir44aJLAutLO7jZMcPjUJDt062JXfyrlysqSac9zjRk4xaf+sCOxRSwN79yCcOnZ8p2n/KKLir44aJLAuiTT7jZMcPjUJDt062JXfyrlysqSac9zjRk4xaf+smPK+T2caqbodOqioi8OmhiGYRiGsZ1rB3Wg0BCi7em5lHa2iAIR3qdJYp8mbCKGjeS8wZc2THD41CQ7dOtiV38q5crKkmnPc40ZOMWn/rTjtjeS6evDWfSryb3p3gk9tOrSUF+8T5MGrF1z7W7DBIdPTbJDty529adSrqwsmfY815iBU3zqTzumnC8I/2T7Se26qOiLgyYJPN12XbYNExw+NckO3brY1Z9KubKyZNrzXGMGTvGpP+24qn97iggLoQMZ+XTgdL5WXVT05cigafny5eKeSbivzBtvvGFbP7gPj442THD41CQ7dOtiV38q5crKkmnPc40ZOMWn/rSjWWwEXdGrjbsgXKcuKvpyXE0TbmyIm/utXr1a5CdxM8pvvvlG3FxSdU0TbuaJm5F6gy9tmODwqUl26NbFrv5UypWVJdOe5xozcIpP/W3Hsu0n6IF/baekhFha8Ysx4gbJ/rY7aGuacLdu3IEad11HVHn11VfTihUrbOnLutOz3W2Y4PCpSXbo1sWu/lTKlZUl057nGjNwik/9bcf3+rWlmIgwSssuon+v2RxQdhsXNK1bt46mTJlCHTp0oJCQEFq6dOkFn5k/f7648R6i09GjR4tAyeLkyZMiYLLA/ydOnNCmP8MwDMMwFyc2Mpwm9Wsr/v8mvZQCiXAyDBRqDR48mO644w6aNm3aBe8vXLiQHn74YVqwYIEImObOnUuTJ0+mAwcOUJs21XlSb5fr8Ki5ROcpnTp18ro/X9owweFTk+zQrYtd/amUKytLpj3PNWbgFJ+aYMeUQe1FTdPK1FKa9OJaj9v1ahtPr/54uN/sNi5oQjoNj4vx4osv0uzZs2nWrFniOYKnTz/9lN58802aM2eOWKGqubKE/0eNGnVRec8++yw99dRTF7y+efNmiouLo2HDhtG+ffuouLiYmjRpQl27dnXfKdnKe6anp4u/Q4YMocOHD1NBQYFo26tXL9q2bZt4LzExkcLCwujQoUPi84MGDaJjx46JIA0rZkgpbtmyRXwWNuC1lJQU8XzAgAFiJ9Pc3FyxxwT6sVbX2rVrJ9KQ6Bf07duXMjIyKDs7m8LDw0VNFz6L0rXWrVtTixYt3Jddolgenztz5gyFhobSyJEjhd3Yah41YAhCYTtAUT10hWyAgHXr1q1UXl4uZELnPXv2iPe6d+9ORUVFdOpU9Vb5I0aMoN27d1NJSYnIGSclJdGuXbvEe1gxRB2atVMr/L1//37RHnZB1o4dO8R7aAfS0tLEXwTXR44coaysLDp79iz16dNH6GT5G/bDx2DgwIGiHfLV8C18CltB+/btKTY2VsgCOBZYsczJyaGIiAihU3Jysnivbdu24rjjOFr+zszMFP3j+MLWTZs2UVVVlfB3QkKCCOgBxgNkwt9YRcW4xDGH/fgc2lv99OjRQ4yj06er7wiOz2JpGfuMNG/eXNgHn4Ju3boJ30JngGOOY4HXoCt8bI1Z3HsJx9fy99ChQ8V4wI8V+Bv9oh+0BRgXqamp4n+M2aNHj1J+fj7FxMQI2y1/Y0UXYxPvW/7GOMeYRQ0B2sIv1pjF+WH5GzWIsBOfr+tvjEGMGcvfOMY43nhYY9byd6tWrcQD48cas/C1dX7WHLPwN/TYu3eve8zCB5a/IRc+ww8q+BuTrXXuYg7AcbDmmYbmCPgbuqEdfIrzqrE5oqa/rTkCMuALb+YIS1+eI44If+Mcl50jLJ/6a46AbMvfMnME3oPPZOYIgPPC1zliVN/+1DI2jM4WVdLhzALyFFd59SKHL3ME+sd5V3OOwPHG8fH0yjqjC8ExaJYsWULXX3+9eI7BgIG7aNEi92tg5syZYrJYtmyZGFw4UGvWrPGoELy+lSYMBE8KwXHQMDF4gy9tmODwqUl26NbFrv5UypWVJdOe5xozcIpPTbEjq6CUPlmzkfr27edxm/iocBqY2Ey53Z4Wghu30tQQiBwRASPargmeW5Ejfjm88MILNGHCBBFZ/vrXv27wyjn8CnbC1RAMwzAME0i0io+i/q0jaXR3z65uN4GACpo8ZerUqeLhDSgux8O6C7In6Tkse2O505v0HOQj2uX0nLqld+gLeYGensMSuinpOXwG8nSl53BuwXbV6TmMTUuWbHrOOnd9Tc+hPeT5kp6DXzBOvJkjLH15jlCXnrN8GujpOejv7/TcwPNzBPqCPE9S+BiLMnOEtZIkk57DiWIsUG/JkiXu56Wlpa6wsLBar4EZM2a4pk6dqqTPvLw80S/+NsaePXu8lu9LGyY4fGqSHbp1sas/lXJlZcm057nGDJziU5Ps2KNRl4b68vS737gtBxoCUSp+Fa1atcr9GqJHPB8zZox2fRBN62jDBIdPTbJDty529adSrqwsmfY815iBU3xqkh35GnVR0Zdx6TksN1rLyABLeVi6w9Ikll6x3QAKv7HEieVIbDmAZTXrajpf8SU9h8Uwb9NzWL7m9JzapXfo5YT0nElXz8GnOtNzSFvZkZ7D+FSVnrPOXV/Tc2jva3oOunmbnrP05TlCXXrO8mmgp+dwTpqSnjt37py29Bx8I5ueM+7qOVz1hiLuuiBQevvtt8X/r7zyCj333HPCiZgcXn75ZWVXAnhzGxVMBjiA3uBLGyY4fGqSHbp1sas/lXJlZcm057nGDJziU5PsKNeoS0N9BextVMaPHy9+8dR9WAETuO+++0Rka/069delk1YEbXcbJjh8apIdunWxqz+VcmVlybTnucYMnOJTk+zYqlEXFX0Zl57zF1Z6DsugYO3atWJ5EMu7WDrFMiaWJrF0aS0x4zW8Zy3TY7kRy+VY5sNSLpYxrSVPLE1jaRZLnngfy7tYCsYyJpZKsYxpLXliaRLLw9ayMd7DsioiYETJWMa0lumxNAm9rGV6LO9iaRdLvOgPS6vWEjOW07Fsay15Qj98DsvGWArGMj0GFZYxsZyOpWNrmR7Lu9AVsgGWmKEv/AWZ0Nla8kR6Akvn1jI9dEAaBEEuIngsG1tpESynQ4a1bAx/o0+kOuB/yLKWmNEOWMvGWD7HUi+eQ2fYbi3Tw99YereW6bG8i8/h1wT8jedWWgRL3jhe1rIxlnexiolUB2RgNdPyIXyCFEx9/sZSMJaNcWwQ6MPf8KOVFkEaATLhb8uH0AFL4fgcju+XX37p9jeW3rFsDHBsMJbwSwm/hmCftUyPpXWMRWuZHvriPfgbusLH1pi1rgKz/I2xBP1wvOBv9Iu0COzBcYVNVvoZYxY/VqAXxidSN5a/kb7A0ru1TA//4ryATXgdx8qasDBm0Zflb8jBWIHtdf2NdBvGjOVvLKfDf1imt8as5W+kL+Bza5ketuDYWD6tOWbhb+hhpUUwznBeWv7GccS4w3I+/I3UgnXuYg7A61ZqqaE5Av7G2IQv4FPo1NgcUdPf1hyBcQubvZkjLH15jjgq/IB0kewcYfnUX3NEXX/7Okeg7/Xr10vNEQDnhewcAZ9C58bmCNgJH8rMETh20LXmHIHjjVSelZ5rLPlmXHrO3+AAmrDFPMMwDMMwekFQZQXf9cFBUx3wCwoRNqJvRKkNYRWYeYq12zgOSmP1UozneHscTMUkO3TrYld/KuXKypJpz3ONGZh0jjrFjpEadWmoL4RCWCnFCh1Wzy4Gp+fqAGc1FGXWBEvbvkxIaMMTmTp8PQ6mYZIdunWxqz+VcmVlybTnucYMTDpHnWJHmEZdGusLac3GMK4QPJC49957/a0C46DjYJIdunWxqz+VcmVlybQ3aWwEM045DibZca9GXVT0xek5jXiznQHDMIyv8FzDMPbAK00awRUZTzzxBN8gmGEYW+G5hmHsgVeaGIZhGIZhPIBXmhiGYRiGYTyAgyaGYRiGYRgP4KCJYRiGYRjGAzhoYhiGYRiG8QAOmhiGYRiGYTyAgyZDWL58ubgpIW42+MYbb/hbHYZhHMoNN9wgbv46ffp0f6vCMAEHbzlgALiDN+74vHr1arEhHe7K/M0334g7YDMMw6hkzZo14h5b77zzDi1atMjf6jBMQMErTQawceNG6t+/P3Xs2JHi4+Pp6quvphUrVvhbLYZhHMj48ePFDckZhvEeDpoUsG7dOpoyZYq4O3JISAgtXbr0gs/Mnz+funTpQtHR0TR69GgRKFmcPHlSBEwW+P/EiRPa9GcYJjjmGoZh5OCgSQGFhYU0ePBgMVnVx8KFC+nhhx8WtzXYunWr+OzkyZMpMzNTu64MwwQuPNcwjH/hoEkBSKc988wzosCyPl588UWaPXs2zZo1S9QuLViwgGJjY+nNN98U7+NXY82VJfyP1xiGYVTONQzDyMFBk82UlZXRli1baNKkSe7XQkNDxfNvv/1WPB81ahTt3r1bBEsFBQX0+eefi1+HDMMwKucahmHkCJdszzRCVlYWVVZWUtu2bWu9juf79+8X/4eHh9MLL7xAEyZMoKqqKvr1r3/NV84xDKN8rgEIonbs2CFSfYmJifTxxx/TmDFj/KAxwwQeHDQZwtSpU8WDYRjGTlauXOlvFRgmYOH0nM20atWKwsLCKCMjo9breN6uXTu/6cUwjLPguYZh7IeDJpuJjIwUm1WuWrXK/RpScHjOS+IMw6iC5xqGsR9OzykAxduHDx92Pz969Cht376dEhISKCkpSVwCPHPmTBoxYoQo+p47d66oJ8AVLgzDMJ7Ccw3D+Be+jYqi2xKgiLsumLzefvtt8f8rr7xCzz33HJ0+fZqGDBlCL7/8sth4jmEYxlN4rmEY/8JBE8MwDMMwjAdwTRPDMAzDMIwHcNDEMAzDMAzjARw0MQzDMAzDeAAHTQzDMAzDMB7AQRPDMAzDMIwHcNDEMAzDMAzjARw0MQzDMAzDeAAHTQzDMAzDMB7AQRPDMAzDMIwHcNDEMAyjiS5dutDtt9+uVCbkQS7DMPbDQRPDOBzckywkJMT9CA8Pp44dO4ov2xMnTvhbPcYDTp48SU8++aS4OS/DMP4j3I99Mwyjkaeffpq6du1KJSUltGHDBhFMff3117R7926Kjo72t3pMI0HTU089JVaUcBPemrz++utUVVXlN90YJpjgoIlhgoSrr76aRowYIf6/6667qFWrVvSXv/yFPvnkE/rhD3/ob/UYH4mIiPC3CgwTNHB6jmGClMsuu0z8PXLkiPu1/fv30/Tp0ykhIUGsPiHIQlBVl9zcXHrooYfEykdUVBQlJibSjBkzKCsry/2ZzMxMuvPOO6lt27ZC1uDBg+mdd96pJefYsWMiZfj888/T/PnzqVu3bhQbG0vf//73KT09nVwuF/3hD38Q8mNiYui6666j7OzsWjKgww9+8ANas2aN0BefGzhwoHgOFi9eLJ5Dh+HDh9O2bdsusMcTu6005/r16+nhhx+m1q1bU1xcHN1www105syZWp+F3s8884zQG/ZMmDCB9uzZc0G/sOWXv/yl0C8+Pp6aNm0qgtsdO3a4PwM7Ro4cKf6fNWuWO80KfS5W01RYWEiPPPIIderUSRyf3r17Cx9Dr5pAzn333UdLly6lAQMGiM/279+f/vvf/9b6XH5+Pj344IPu492mTRv63ve+R1u3br3AJoZxMrzSxDBBCgIW0KJFC/EXX+rjxo0T9U5z5swRAcFHH31E119/Pf373/8WwQEoKCgQAde+ffvojjvuoGHDholgCUHG8ePHxQpWcXExjR8/ng4fPiy+lJEW/Pjjj8UXPAKuBx54oJYu77//PpWVldH9998vAom//vWvYvXryiuvFEHDo48+KmTNmzdPBBlvvvlmrfZ479Zbb6Wf/vSndNttt4kAYcqUKbRgwQJ67LHH6J577hGfe/bZZ4XcAwcOUGhoqFd2W0BH+OyJJ54QPpw7d66wceHChe7P/P73vxdB0zXXXCMeCC4QCMLGmqSkpIiA5aabbhI+ysjIoL///e90xRVX0N69e6lDhw7Ut29fkVqFzLvvvtsd7I4dO7be44rAaOrUqbR69WoRtCKd98UXX9CvfvUrUcP2t7/9rdbnkaJFYAkfNWnShF5++WW68cYbKS0tjVq2bCk+87Of/YwWLVok7OzXrx+dPXtWtMMYwPFnmKDBxTCMo3nrrbewvOBauXKl68yZM6709HTXokWLXK1bt3ZFRUWJ52DixImugQMHukpKStxtq6qqXGPHjnX17NnT/drvf/97IW/x4sUX9IXPg7lz54rPvPfee+73ysrKXGPGjHHFx8e7zp07J147evSo+Bx0yc3NdX/2N7/5jXh98ODBrvLycvfrt9xyiysyMrKWjp07dxaf/eabb9yvffHFF+K1mJgYV2pqqvv1v//97+L11atXu1/z1G7Lj5MmTXLbCR566CFXWFiYW//MzEyh47XXXlvrc4899phoP3PmTPdr6LOysrKWD+ETHJenn37a/dqmTZtEW+hQF8iDDyyWLl0qPvvMM8/U+tz06dNdISEhrsOHD7tfw+ega83XduzYIV6fN2+e+7VmzZq57r333gv6Zphgg9NzDBMkTJo0SaSUkLJBKgorKlgdQgoJqztffvmlWIVBKgYrR3hgRWHy5Ml06NAh95V2WH1Bqq3uCoyV7gGfffYZtWvXjm655ZZatTe/+MUvxErV2rVra7XDSkuzZs3cz0ePHi3+YtUIV/vVfB2rNXWv+sPqx5gxYy5oj5WqpKSkC17HCg/wxm4LrPZYdgKs/FRWVlJqaqp4vnLlSveqWc3PIb1VF6S6rBUvyEC/SNMhneZr6gu+DwsLE76uCdJ1iJM+//zzC8ZF9+7d3c8HDRok0oSWj0Dz5s0pOTlZFKQzTDDD6TmGCRJQM9SrVy/Ky8sT6a1169aJL20rvYUv1N/97nfiUR+oUUIKCzVQSN80BAKInj17ugMCC6SarPdrUjOwAVYAhQCvvtdzcnKUtPfG7ov1ZaU3LZmWbbC/JghYrc9a4Kq3l156iV599VU6evSoCJwsrNSYt6B/pPWQavPF95ZNNX2MdOnMmTOFP1EXhpQjathQg8YwwQQHTQwTJIwaNcp99RzqdS699FJRB4T6HuuSddQLYYWlPnr06GGbblgZ8eb1ugXNvrb3xW5PdfKEP/3pTyJYQ20YCt5RiI5AE6tSurYR8MQerMRhRW3JkiW0YsUKeu6558SVl6iFQuE6wwQLHDQxTBCCL0oUReOqrldeeUV8aVspNKRrGgKpHOzt1BCdO3emnTt3ii/+mqtNuErNet8ErJUST+z2FMs2pPZqrsTgCru6K2QorsYx+Mc//lHrdRTLo6Deomaaz5P+kSJEurHmapOs79u3by+KxfHA6hsKwP/4xz9y0MQEFVzTxDBBCq5uw+oTrv5CDQue48qtU6dOXfDZmpfUIzWHS+Kx6nCx1Qmkb06fPl3rirKKigpx9RtqdnB1mAng0nlP7fYUBF8IwmBrzdUa+Lm+4LXuChWuMqxbR4X6MyuYagz4Hmk+BMM1wVVzCL68DXIgCyndun5DCrC0tNQrWQwT6PBKE8MEMbgMHUXY2PMHNU9I2WHPoNmzZ4tVElwC/+2334qtBKy9g9AGKyRohxUq1LigoBpF5bjEH0XiKJZGIIItBrZs2SL290Eb7HGE4KFuvY0/8dRuT0HtEtJ9WMnD/lEIYrA3FAqwa64eAbyP7QSw/xK2ENi1a5fYfqFurRBW91CMDf/CdwiiUNSObQrqgq0WsHr129/+VmyJgOOBlNqyZctE2q9m0bcnYMUKFwvg4gHIQtCLlaxNmzbRCy+84JUshgl0OGhimCBm2rRp4ksU+xohYNi8ebO4XQeCKFzJhRWFoUOHij2CLPCl+dVXX4l9irDahA0r8bmJEyeKL1eADSaxvxL2PcL7586dE1eEvfXWW8pvWCsLrrzzxG5vwB5N2CQTQQ72S0KAg8Dl2muvrfU57CGFjSg/+OADsSqHlNenn34q/FYTrFzBj7/5zW/EnklYtYMv6wuakA5FAAvdIROfQ9CKOiRcQect2JwTKTnojxompFxR54Xi9Z///Oc+eIdhApcQ7DvgbyUYhmEYhmFMh2uaGIZhGIZhPICDJoZhGIZhGA/goIlhGIZhGMYDOGhiGIZhGIbxAA6aGIZhGIZhPICDJoZhGIZhGA/goIlhGIZhGMYDOGhiGIZhGIbxAA6aGIZhGIZhPICDJoZhGIZhGA/goIlhGIZhGMYDOGhiGIZhGIahxvl/D0COSdCq5esAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distribution of recommendations per post.\n"
     ]
    }
   ],
   "source": [
    "# Plot recommendation distribution\n",
    "fig = viz.recommendations_per_post_distribution(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Distribution of recommendations per post.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendations vs. Reactions\n",
    "\n",
    "Analyze the relationship between recommendations and user reactions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relationship between number of recommendations and reactions received.\n"
     ]
    }
   ],
   "source": [
    "# Plot recommendations vs reactions\n",
    "fig = viz.recommendations_vs_reactions(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Relationship between number of recommendations and reactions received.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendations vs. Comments\n",
    "\n",
    "Analyze how recommendations affect comment engagement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relationship between recommendations and comments.\n"
     ]
    }
   ],
   "source": [
    "# Plot recommendations vs comments\n",
    "fig = viz.recommendations_vs_comments(ydh)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Relationship between recommendations and comments.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Saving Visualizations\n",
    "\n",
    "Save plots for publications or presentations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved as daily_trends.png (300 DPI)\n",
      "Saved as daily_trends.pdf (vector format)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create and save a high-resolution plot\n",
    "fig = viz.daily_contents_trends(ydh)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Save as PNG\n",
    "plt.savefig('daily_trends.png', dpi=300, bbox_inches='tight')\n",
    "print(\"Saved as daily_trends.png (300 DPI)\")\n",
    "\n",
    "# Save as PDF for publications\n",
    "plt.savefig('daily_trends.pdf', bbox_inches='tight')\n",
    "print(\"Saved as daily_trends.pdf (vector format)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "In this tutorial, you learned:\n",
    "\n",
    "✓ Creating global trend visualizations (daily trends, emotions, hashtags)  \n",
    "✓ Visualizing topic evolution over time  \n",
    "✓ Plotting profile similarity distributions and relationships\n",
    "✓ Analyzing recommendation system performance visually  \n",
    "✓ Saving high-quality figures for publications  \n",
    "\n",
    "## Best Practices\n",
    "\n",
    "- Use high DPI (300+) for publication-quality figures\n",
    "- Save as PDF or SVG for vector graphics (scalable)\n",
    "- Use consistent color schemes across related plots\n",
    "- Add clear titles and labels to all axes\n",
    "- Include legends when comparing multiple datasets\n",
    "- Use grid lines sparingly for clarity\n",
    "\n",
    "## Next Steps\n",
    "\n",
    "You now have a complete toolkit for analyzing YSocial simulations:\n",
    "- Combine insights from all tutorials for comprehensive analysis\n",
    "- Experiment with different parameters and configurations\n",
    "- Create custom analyses for your specific research questions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}