python 101 ödev Nilay Karamustafaoğlu.ipynb

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fontsize=14)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":413},"id":"qviGmfvf9eqU","executionInfo":{"status":"ok","timestamp":1727383713685,"user_tz":-180,"elapsed":1877,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"c31e0933-593e-4ac6-c8e0-fc42658bef52"},"execution_count":361,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 2500x1000 with 1 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= df.groupby('bedrooms')['price'].mean() #dataframedeki verileri bedrooms a göre gruplar ve sadece price dikkate alınır. mean ise price sütunundaki değerlerin ortalamasını hesaplar.\n","\n","plt.figure(figsize=(5, 5))\n","\n","plt.bar(ortalama_fiyat.index, ortalama_fiyat.values, color='pink', width=0.3, alpha=0.7, edgecolor='black', linewidth=1)\n","plt.title('Oda Sayısına Göre Ortalama Fiyat', fontsize=18)\n","plt.xlabel('Oda Sayısı', fontsize=14)\n","plt.ylabel('Ortalama Fiyat', fontsize=14)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":536},"id":"McM0Z-2zqr2I","executionInfo":{"status":"ok","timestamp":1727383857095,"user_tz":-180,"elapsed":758,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"6a157c72-50ba-4604-e7b0-eaf6009eff92"},"execution_count":366,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 500x500 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAfAAAAIHCAYAAABg0w7aAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABc1ElEQVR4nO3dd1hT598G8DthBBAQZSOgULUWRa2jTtxbcW9FtLZW3LWtrba2rtZRZ13VvlZxFFdVpFotFre46pYqFVHZioqgQAIk7x/8SEkJEEIgOXB/rssLk/Pk5JuHE+4znnOOKCUlRQEiIiISFLG+CyAiIqKSY4ATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoCXAxsbG9jY2ODs2bP6LoUqOW9vb9jY2CAgIAAA8PjxY+XyuWvXLj1XV3nxb4RuLF68GDY2Nujdu7e+SykXxvouQJ8yMzMRFBSEY8eO4e7du0hOToapqSmcnJzQqlUrDBo0CO3atdN3maXy+vVr7NixA0ePHsW9e/eQkpKCKlWqwMHBAa6urnjvvffQqlUrtG3bFkZGRvoulwohk8lw4MABnDhxAteuXUNycjLS09NhZWUFNzc3NGrUCN26dUPXrl1hZmZW6Hzs7OwglUphbW0NADAyMoKDgwMAwNzcvFw+iy48fPgQO3bswKlTp/DkyROkpqaiWrVq8PDwQMeOHeHv7w9nZ+dSv09KSgo2btwIAAgICICNjU2p50ma07S/P//8c8yePbtsi9HSb7/9htu3b8Pb2xt9+vTR6bwrbYCfPHkSU6ZMQVxcnPI5a2trSKVSREZGIjIyEoGBgejatSs2bdqE6tWr67Fa7dy5cwfDhw9HbGys8jkzMzMoFAr8888/iIyMRFhYGADg5s2bqFmzpr5KpSIcO3YMn3zyicqyamxsDCsrK7x+/Rq3bt3CrVu3sGPHDjg4OODbb7/FkCFD1M7r5MmTKo9dXV0RGRlZpvXrUk5ODubNm4eNGzciOzsbQO5KiJWVFZKTk/H06VNcunQJP/zwA2bPno2pU6eW6v1evXqFpUuXAgBGjhzJANeTKlWqoEqVKoVOt7S0BADY2tqiTp06cHV1La/SinXkyBEEBQVhxIgROg/wSrkL/cCBAxgyZAji4uLg4uKCH374AY8ePcKTJ0+QlJSEy5cvIyAgAMbGxggNDUWXLl3w7NkzfZddImlpaRg6dChiY2Nha2uLJUuW4MGDB0hMTMTjx48RGxuLo0ePYvr06XByctJ3uVSIn376CSNGjEBcXBxcXV2xZMkSXL9+HcnJyYiOjsazZ89w584dbNq0CT4+Pnj69Cl+//13fZddJuRyOfz8/LB27VpkZ2ejS5cuOHLkCJ4+fYpHjx4hMTERv/76K1q0aIH09HTMnTsXs2bN0nfZpANTpkxRblip+5e3ojZhwgRcuXIFmzZt0nPF5aPSBfj9+/cxZcoUZGdnw8vLC2fOnMGYMWNU1qzr1q2LxYsX45dffoGpqSkePnyIDz74QH9Fa+HAgQOIj48HAOzevRsTJ06EnZ2dcnqVKlXQunVrzJ8/H3fu3EGNGjX0VSoV4uzZs/jiiy+gUCjQvn17nD9/HhMnToSHh4dKO1dXVwwbNgwhISE4duwY6tatq6eKy9b333+Po0ePAgA+/vhj7N+/H23atFEe+jE1NUXnzp3x+++/Y/jw4QCAzZs3Y/fu3XqrmagsVboAX7RoEdLT0yGRSBAYGKgSav/VrVs3fPrppwCA06dP4/jx42rbpaSkYO7cuWjcuDEcHR3x9ttvw9/fHzdu3Ci2nitXruCbb75Bz5490aBBAzg6OsLd3R1dunTB6tWr8fr1a60+5+3btwEA9vb2aN68eZFtjY2NYWxc8GhKREQEFi9eDF9fXzRu3BhOTk5wc3ODj48PFi1ahOfPnxd4TWRkpHJAzl9//VXk+06YMEHtgJOiBvSkpKTg22+/Rbt27eDm5gZ7e3vUrVsXrVu3xscff4zTp08XeE3ewC11g7Tyv1daWhoWLVqE5s2bw8nJCR4eHhg2bBiuXr1a6GfQpo809fXXXyMnJwfOzs4IDAxE1apVi31Ny5Yt8cUXXxQ6/ebNm/joo4+Uy1rNmjXRrVs3bNiwAVKpVO1rdu3aBRsbG3h7ewMAzpw5g5EjR+Ltt99G9erVlQPi8qSlpWHVqlXo2rUratWqBQcHB9SvXx/vv/8+Ll++XIIe+NezZ8+wevVqAICPjw++/vrrQtuKxWKsWbMGb7/9NgBgwYIFkMlkKm3+O9gpODgYAwYMQO3atVGtWjUsXrwYvXv3RqNGjZSvadSokXJ5+e9yK5fLcfr0acyaNQtdunSBl5cX7O3t4eHhgV69euHnn39GVlaWVp+9NMtY/mU/PT0dixcvxnvvvQdnZ2fUq1cPEyZMwKNHj5Ttnz9/jm+++QZNmzaFk5MT6tati6lTp+Lp06dq55+VlaXck9ehQwe8/fbbsLe3R+3atTFw4EDs378fCkX53bFa3SC2nJwceHl5wcbGBmvWrCny9du3b4eNjQ1cXV2RlpamfD4pKQmbNm3CiBEj8N5778Hd3R1OTk549913MXXqVPz9998F5nX27FnY2NggKCgIABAUFKSy/Ohi0GKlOgaemJiII0eOAAAGDRqEOnXqFPuaSZMmYe3atUhLS8P//d//oXv37irTHz9+jD59+iAmJgZA7lZARkYGgoOD8fvvv2Pbtm1Fzr9r167K/1tYWMDc3BwpKSm4evUqrl69it27dyMkJAT29vYl/LS5UlJSkJ6eDgsLixK/dtiwYcrPZWZmpqzt9u3buH37Nn755RcEBwer9GPdunXRpk0bnD9/Htu2bUPTpk0Lrevw4cMAgLFjx2pUT1xcHLp37648pi8Wi2FtbY3nz5/j6dOniIiIQGRkJNq3b1/iz5qUlIT27dvj4cOHMDMzg1gsxsuXL3H8+HGcPHkSu3fvRqdOnQq8Tps+0sTVq1dx/fp1AMBHH32kk2Ov69evx1dffaX8g2ptbY309HRcvnwZly9fxq5du/Drr78WeUhl48aNmDNnDhQKBaytrQsMfLx165Zylz+Qe3zawsICcXFxOHDgAA4ePIi5c+di5syZJap9165dyMjIAJA7YEkkEhXZXiKRYMaMGQgICEB8fDyOHDmCAQMGqG375ZdfYv369RCJRKhatSrE4tztmmrVqsHW1lYZkLa2tiqft1q1asr/x8TEoF+/fsrHlpaWMDc3x8uXL3HhwgVcuHAB+/btw4EDB0o8WFAXy1hqaiq6dOmCiIgImJmZQSQSITExEXv37sWZM2dw/PhxKBQK9OvXD48fP4aFhQXkcjmePn2KHTt24MKFCzh58qRy8GOeixcvYuTIkcrH1tbWMDMzQ3JyMsLCwhAWFobffvsNP//8s7Jfy5uRkRH8/PywdOlSbN++HdOmTSt0+dm+fTuA3HywsrJSPj9v3jxlEOeNP8nOzkZ0dDSio6Oxd+9ebN68WWUZMDU1hYODA1JTU5GZmQkzM7MC/Wdqalqqz1aptsDPnTsHuVwOAOjbt69Gr7G0tETHjh0BAOHh4cqBM0Dumt3YsWMRExMDGxsbbNu2DfHx8Xjy5AkuXryIpk2bFtg6+a8ePXpg69atuH//PuLj4/Ho0SMkJCRgx44dqFOnDu7du4ePP/64xJ+1SZMmAHLXkKdOnYqXL1+WeB5t2rTBhg0bcPv2bSQmJiI6OhpJSUkIDg5G06ZNER8fr/bQwvjx4wHk7sbPvxab3549e5CZmYnq1atr/LtYsmQJYmNj4e7ujuDgYDx79gyPHj3C06dPcevWLaxcubLYvQ2F+fTTT2FqaorDhw8jPj4ecXFxCAsLQ506dSCTyTB9+nTlspOftn1UnPx7Enr27KnVZ8rv2LFj+PLLL6FQKNCrVy/cuHEDT548QVxcHH788UdYWVnh7t278Pf3R05Ojtp5PHv2DF999RVGjBiBO3fu4MmTJ0hMTFQeZ05MTMSgQYMQFxcHX19fnDp1ComJiYiJicE///yDzz77DEZGRliwYAF+++23EtV/5swZAED16tXRtm1bjV7Tu3dv5R/qwrZ0bt68ifXr12PGjBn4559/8OjRI8THx2PUqFHYuXOncpAnAISFhakcd925c6dymrGxMYYOHYqgoCBER0cjNjYWT548QWxsLNavXw9nZ2eEh4dj4cKFJfrcgG6WsSVLluD169c4ePAg4uPjERsbi4MHD8LOzg6JiYmYN28exo8fD2tra4SGhiq/A1u3boWFhQWioqLwww8/FJivhYUFxo0bh0OHDuHJkyd48uQJYmJiEB0djSVLlsDa2hqHDh3C5s2bS/y5dcnf3x9GRkaIiooqdFm4e/eucm/buHHjVKZ5enpi4cKFuHDhgvJ38PTpU4SHh2Po0KGQSqWYNGkSEhISlK9p0aIFIiMjlSuOAwYMKHDsvkWLFqX6XJUqwO/du6f8f8OGDTV+Xd6uw9evXyvXhAHg8OHDyq2kwMBA9O/fX7krul69evj111+LHb2+e/duDBgwAI6OjsrnzM3N4evri+DgYEgkEhw5ckTlfTUxaNAgeHl5AQB+/fVXvP322/D19cW8efNw6NAhlZHphfnxxx8xcuRIuLm5KZ8zNTVF+/btERwcDAcHB9y8eRPh4eEqr/P19YW9vT3evHmD/fv3q513YGAgAGDEiBGQSCQafaa83a9ff/012rdvr9waMjIygru7O95//33MmzdPo3n9l7GxMUJCQtCuXTuIxWKIRCI0adJEuQclJiZG7e5fbfuoOPfv3weQuyWpi2Pa33zzDQCgVatW2LFjB2rVqqWsdfjw4co/sJcuXSo0XDMzM9GrVy9s2LBBOcrXyMhIeUx+0aJFePbsGYYMGYIdO3agcePGMDExAZB7KOfLL7/E/PnzAeQGSknkfXdL8r21trZWfk51uziB3O/05MmTMW/ePOXhNIlEAnd39xLVV6NGDWzevBk9e/ZU2TK3tLTEqFGj8MsvvwDIXe4zMzNLNG9dLGMymQyHDh1Cx44dIRaLYWRkhI4dOyqXi4MHDyImJgbBwcHKlWATExMMGDAAkydPBpD7d+S/mjZtilWrVqFDhw4qW5fVqlXDxIkTsXbtWgAo9aCydevWoW7dumr/TZo0qdjXu7i4oEePHgD+/dvzX3nf9UaNGqFx48Yq0z777DNMnToVXl5eyr/xYrEY77zzDjZv3ozu3bvjzZs3Kit15aFSBfiLFy+U/y/JaWG2trZq55G3QLds2VLtblsLCwtMnz5dm1IB5C50DRo0gEKhKPGxQ4lEgsOHD2PgwIEQiUSQyWQ4e/YsVq9ejbFjx6JBgwZo0aJFkcc+i2JpaYk2bdoAyN2Nlp+JiQn8/PwAQO0hhCtXriAiIgKA5rvPASiPAScmJpa43uKMHTtW7WGK+vXrK0+vu3v3bonmWVQfFSdvObOxsSl0d9+ZM2cK/aOWfwXtzp07yhWCvK3g/+rZs6fycEdhK10ACt31nZmZqXxdUcv8iBEjlDUVdlxVnbz+KOnpnHnf3fzf2/zEYjFmzJhRonlq491331Wu1OaNT9EFTZcxX19feHp6Fni+c+fOyv/7+/ur7d+8NtHR0Xjz5k2J6uvWrZvytUlJSSV6bX5v3rzB06dP1f5LSUnRaB55ewZ/++23AuMGMjIysHfvXgAFt741kfc5S/o9L61KdQxc1/IGqfn4+BTaprgLwcjlcvz666/49ddfcefOHSQnJ6tdQ88bUV4SdnZ2+PnnnzFv3jwcPXoUly5dwo0bN/Do0SMoFArcv38fc+bMwe7du3Ho0CG1X95jx45hz549uHbtGp49e4b09HSNavP398fq1atx8+ZN3LhxQ2WNNm8NuE2bNiU6Nty9e3dcvnwZ8+fPxz///ANfX1+89957BY4raaOwY/UA4OzsjMePHxd6GELbPiotmUxWaAjm3w2et5fI2NhY+cdenY4dO+Kvv/5Stv8vc3NzlUFd+d24cUO53A4cOFCj+mNiYpQXkdEXT09PrceX/JdMJsPOnTsREhKCv//+Gy9evCgweA7Qblko7TJW2PKdv//zDrsV1ebVq1cFzsdOS0vD1q1bcezYMURGRuLVq1dqB+zFx8er7GksCV1cqKVjx47w8PBAdHQ0goKCMGXKFOW04OBgvHr1CpaWlhg8eLDa19++fRvbtm1DeHg4YmJi8Pr16wID9Mrie16UShXg+QPqxYsXcHFx0eh1+dfW8s8j79zwouZT1LT09HQMGzZM5ZiMqakpqlWrptz1+PLlS2RlZZV4zTc/d3d3TJw4ERMnTgSQO4AsNDQUq1atQkREBG7duoUZM2YoB3AAuSsWEyZMUNkaMzY2ho2NjXLgRd7gDHW11axZE507d0ZoaCgCAwOVAZ6amoqDBw8CKPma7rRp03Dnzh0cPHgQgYGBCAwMhEgkwjvvvIPOnTtjzJgxJR4slifvQhDq5G2x/vePUmn7qCh5y1lKSgoUCoXarfAuXbqobH2cPXsWvr6+BdolJycDyN0aLepwRd6ymtdeXU2FDUTKv1dE0y1rdSFUmOrVqyM+Pr7QLenC5H13C9ty11V4P3v2DP369VPuWQJyB5zlH/iWnJwMuVxeomVBV8tYYct3/rNPCmuTf4/Nf78DDx48QL9+/VQuMmRhYaEyGDBveSjN3zBdEIlEGDt2LL755hts375dJcDzNioGDx6sth82b96ML774QjkORiQSwdraWvl9yszMRGpqarl/xkq1Cz3vtBIgd/CKpm7dugUgdwHPfxyqtFasWIGzZ8/C3Nwc3333HW7fvo2kpCRER0crBzk0a9YMAHR6KoaNjQ2GDBmCEydOKPvkt99+U9nC3LFjB/bv3w8jIyPMmjUL165dU14wI6+2vMFnhdX2/vvvA8jdJZu3YOf9v3r16mrDpigmJibYunUrzp49i1mzZqFdu3awsLBAREQE1q5di5YtWyqPuZUHXfRRYfJ+L3lXBjQERY0izr/Fn5iYiJSUlGL/FbXn6r/y+iPvu6iJ1NRU5SlS9erVU9tGVyOj58yZg4iICFSvXh3r1q3D/fv3kZiYiKioKOWykHdp15IsC2W5jOnC5MmTERcXB3d3dwQGBiI6Ohrx8fF48OABIiMjVcYe6KO+/xo9ejQkEgkiIyNx/vx5ALmnvuaNH1B3SO/+/fuYPXs25HI5+vfvj7CwMCQlJeHx48fK38GiRYsAlP9nrFQB7uPjo/zC5p3CVJzXr1/j1KlTAHIHAOVfY81bey9qt0n+UYn/lXcMfdasWZg0aRLc3NwKbGmV5rhRcSwsLDB06FAAuWv6UVFRBWobM2YM5syZA09PzwJ/7Irb0urWrZvyfMq8+eWt6Y4cOVLjwWv/5e3tjTlz5uDw4cN4/PgxgoOD0bp1a+Tk5ODrr7/W6THGouiijwqTf0xFaa+sljc46/nz50WOd8hbjou6NkJh8u9mLemAS03k9ceLFy80Pnf2t99+U/5BLct7GmRlZSEkJARA7sVmRo8eXWBXcU5OjlbXBCjLZay0YmNjcenSJQDAli1b0K9fP5UBfEDZ/v3Shq2trXKFJ+9vUd7Pxo0bFxi8BuTuXs/JycHbb7+Nn3/+GU2aNClw+pe+fgeVKsCdnJzQq1cvALmnOP3zzz/FvmbDhg3KU6HyBkHkyftlnzt3rtDX553+ok7ebqfCRtY+fvwYDx8+LLbG0sh/PCv/Qllcba9fvy72Qi1GRkbw9/cHkPsluXHjhnLPR0kGrxXF2NgY7du3x969eyGRSKBQKJQrXGVNF31UmGbNmimXr02bNmk8UEedd999FwCQnZ2t3OpQJ6/fCjsWWpT8f9SOHTtW8iKLMXLkSOVNWpYtW1bslo5UKlVetMPZ2Vnru1PlD8vC3jP/uJXCloXw8PASjz4HynYZK638u80Lq6+8voslkbdn8PDhw0hKSlJeqa+wv0l5n7NBgwaF7rEp6nPmvaYsts4rVYADuRdtMDc3h1Qqhb+/f5FrxaGhoVi+fDmA3K33/17EJW+wTnh4uNqtgoyMDLXnTubJG3x1584dtdPzTrnRxl9//VXsud/Z2dnYt28fgNwgz3/8uLjavv/++0LP8c7Pz88PxsbG+OuvvzBnzhwAuYPXateurdHnyK+orUeJRKI8VldeF4zQVR8VZuHChTAyMkJCQgL8/f2Rmpqq1XwaNGig3IX8/fffqz3P+48//lCeAzto0KASv0eVKlWUg39Wr15d7FZ4Sa9L4ODggGnTpgHIPdZf1PnUcrkcM2bMUI68nzt3rtYXzMh/MY9Xr14V2iZvz5m6ZSE7O1u5i7WkynoZK438g0fV1ZeWlqb8+2lIWrVqBS8vL2RmZmLcuHF4/vx5kYPX8j5nRESE2hAODQ0tciMubxkqbPkpjUoX4O+88w5++OEHGBkZISIiAu3atcOOHTtUtnAePHiAOXPmYMSIEZDJZKhVqxb+7//+r8Du7b59+ypH5Y4ZM0a5qwXIPW4yePDgQgcEAf+enrF8+XIcPnxYeZGYR48e4YMPPsDBgwe1vgLXwYMH4e3tjcmTJ+PYsWMqg3/S09MRGhoKX19f5dr7+++/r3KFqLzaAgMDsW3bNuVo2qSkJMyePRtr1qzR6JSe/Hs9Lly4AEC70zSA3F3n8+fPx5UrV1TC/OHDh/jwww+Rnp4OsViscmpMWdJVHxXGx8cHS5YsgUgkwunTp9G6dWts3LgR0dHRKu1evHiBw4cP49tvvy10Xnnnx4eHh2PMmDHKY8NZWVnYu3ev8kIgLVq00PqOSV9//TWcnZ3x/PlzdOvWDbt371YJl+TkZAQHB2PUqFEF9mZp4osvvlCuRK9cuRJDhgzBhQsXlN+5rKwshIWFoVevXsqrZn3wwQcqVworKRsbG+Xgvl27dqlcyCmPpaUlWrZsCSB3A+H06dPKwU4REREYMmQIrl+/XuTdtApT1stYabz99tvK6wFMmTJF5dLRly9fRp8+fUq156gs5W1t5/1NKmzwGpA7WBTIvZbAp59+qlz5fPPmDbZu3Vro6Xd58q7HER4ervPxLJUuwAFgyJAh2LNnD5ydnREXF4epU6eiVq1ayuvbNmvWDBs2bEB2djY6deqEEydOqD39wdjYGIGBgXB1dcXLly/h7+8PFxcXuLu7o0WLFrhy5YryXsLqfPXVV3BwcEBaWhrGjBkDJycnuLu7o3Hjxti/fz/mzp2L+vXra/UZTUxM8Pr1a+zatQvDhw+Hp6ensjYXFxcMGTJEOXBj2LBhBa4tPWXKFNStWxfZ2dmYMWMGnJycULNmTdSrVw8bN27EuHHjCuyRKEz+P9baDF7L8/TpU+U1tp2dnVGrVi04OTmhSZMmOHToEEQiERYtWlTogCVd02UfFebDDz9EUFAQXFxcEBsbi9mzZyvPKX7rrbfg6uoKT09PjBkzBhcvXoS9vT2WL19e4HaKPXr0wLfffguRSIQjR46gcePGqFmzJmrUqIEJEyYgNTUVXl5e2LZtm9b3hXdycsKhQ4dQu3ZtJCQkYOLEiahZsyY8PDxQo0YN1K5dG/7+/jhy5Ijaq9oVRywWY9euXZg0aZLyToG9evWCg4MDPDw84OjoiIEDB+LixYswMzPDvHnzdLIFmLfCuXnzZtSoUQMNGjSAt7e3clcskHsN7ipVqiA+Ph79+vWDs7Mz3Nzc0Lp1a5w9e1broC2PZUxbYrEYy5cvh7GxMf7++2906NABLi4ucHFxQbdu3fDgwQNs3bpVL7UVZ/jw4SorVEUd0mvfvr1yr9SWLVvg4eGBmjVrwt3dHR9//DHq1q1b5P0H+vbtCzs7O6SkpOC9997DW2+9BW9vb3h7e+PKlSul+hyVMsCB3LWqa9euYcWKFejWrRtcXFwglUphYmKC2rVrw8/PD8HBwThw4ECRg3pq1aqFs2fPYvLkyahZsyYUCgXMzMzQr18//PHHH8qtT3Xc3d1x8uRJ+Pn5KUeompmZoXv37jhw4ECJrxed39dff40TJ05g9uzZ6NKlC9zd3aFQKPDmzRtYW1ujQYMGGDduHI4dO4ZNmzYpT1vLY2Njgz/++AMBAQFwd3eHkZERjI2N0bZtW2zZsgWrVq3SuJZ27dopB7eUZvDawYMHMXPmTLRq1Qo1atRQHlP09PTEqFGjcPLkSY2uyqQruuyjovTo0QM3btzAxo0bMWjQIHh4eMDc3ByvXr2CiYkJ6tevj9GjRyMwMBB3797FBx98oDaEJ0+ejJMnT2Lo0KFwdXVFRkYGzMzM0Lx5c3z33Xc4efKkcjnU1ttvv43z589j9erV6NSpE2xtbZGWlgaFQgFPT0/0798fa9asKfYeAYUxNjbGd999h0uXLmH69Olo3LgxqlatitevX6N69ep477338Pnnn+PatWs6u0DLJ598giVLluDdd9+FiYkJ4uLiEBMTozJAq3Hjxvjzzz8xYMAA2NraQi6Xw9LSEgMGDMAff/yhvDtaSZXXMqatHj164OjRo+jevTuqVq2K7OxsVK9eHaNGjcKpU6e0ui9BebC2tlZeIruwwWv5/fTTT1i8eDHq168PiUQCuVwOLy8vfPPNNzh+/HiRe1dsbGxw9OhRDBo0CC4uLkhNTUVMTAxiYmK0GheRnyglJUX/Y/upQrtx4wY6dOgAIPcmHdoc/yYi0hWpVIp33nkHL168UF6dUogq7RY4lZ+86yC3a9eO4U1Eerd//368ePEC1tbWhQ5eEwIGOJWpP/74Q3mN4alTp+q5GiKq7KKjo/Hdd98ByB3fUNRVGA0dd6GTzsXFxaFHjx7IyMhQjsLv3r079uzZo+fKiKiy6tGjBx4/foykpCTI5XLUqFED58+f1/pMH0PALXDSuezsbMTExOD58+eoUaMGAgICsGXLFn2XRUSVWFxcHBISEmBjY4M+ffogJCRE0OENcAuciIhIkLgFTkREJEAMcCIiIgFigBMREQlQhQ3wPXv2YMaMGejQoQMcHBxgY2ODXbt26fQ9Hj16hGnTpqFBgwZwcHBAnTp10KdPHxw6dEin70NERPRfxsU3EaZFixYhJiYGtra2cHR01Pk9ik+ePIlRo0YByD09oVatWkhJScHdu3dx6tQp9O/fX6fvR0RElF+FDfC1a9fC09MT7u7uWLVqValuzflfMTEx8Pf3h7OzMw4dOgQ3NzeV6eruWERERKRLFXYXeocOHeDu7q5x+2fPninv9OTg4ABPT0/4+fkhIiKiQNuVK1ciNTUVK1euLBDeQO4NF4iIiMoSkwa5l9br06cP4uLi0KlTJ/Tu3RvPnj1DSEgIwsLCEBwcjGbNmgEAFAoFDh06hOrVq6N9+/a4ceMGzp07B4VCAW9vb7Rr1w5icYVdLyIiIgPBAAcwceJEJCYm4tdff0Xnzp2Vz3/22Wfo2LEjpk2bprzx++PHj/Hy5Uu8++67mDFjRoHbIjZs2BBBQUGoUaNGeX4EIiKqZCr9puLNmzdx6dIljBgxQiW8AaB27doYM2YMIiIilLvSnz17BgC4desW9u/fj/Xr1+PRo0e4efMm/P39cevWLfj7+5f75yAiosql0m+BX716FUBuMC9evLjA9H/++Uf508vLC3K5HACQk5ODOXPmKEei29jYYM2aNbh79y6uXr2K8PBwtGrVqpw+BRERVTaVPsBfvnwJADh+/DiOHz9eaLs3b94AAKytrZXP9erVq0C7Hj164OrVq7h+/ToDnIiIykylD3ArKysAwLJlyzBhwoRi23t4eMDIyAg5OTmoWrVqgel5z2VmZuq2UCIionwq/THwvNHlV65c0ai9mZkZ3nvvPQDAvXv3Cky/f/8+AJToFDYiIqKSqvQB3rRpUzRr1gz79+/HgQMHCkyXy+U4d+6cynPjx48HACxZsgRSqVT5fGRkJH755RdYWVmhS5cuZVs4ERFVahX2fuDbt29HeHg4ACAiIgI3b95Ey5Yt4eHhAQBo1aoVxowZAyD3mua+vr6IiYlB8+bN0ahRI5iZmSE2NhZXrlxBcnIykpKSlPNWKBQYO3YsgoODUadOHXTq1AmpqakICQlBeno6fvzxRwwdOrT8PzQREVUaFTbAAwICEBQUVOj0ESNGYOPGjcrHKSkpWLduHY4ePYro6GgYGRnB0dERTZo0Qd++feHr66vy+uzsbGzatAk7d+7Ew4cPIZFI0KxZM8ycORNt27Yts89FREQEVOAAJyIiqsgq/TFwIiIiIWKAExERCRADnIiISIAY4ERERAJk0AEeEhKC/v37w8PDA46OjmjYsCHGjx+P2NhYfZdGRESkVwYZ4AqFAjNmzICfnx8eP36MQYMGISAgAK1atcKlS5cQExOj7xILyMzMxMOHD3kJ1WKwnzTHvtIc+0oz7CfNCaGvDPJa6D/++CO2bduGDz74AEuXLoWRkZHK9OzsbD1VVrScnBx9lyAI7CfNsa80x77SDPtJc4beVwa3BZ6RkYGlS5eiVq1aWLJkSYHwBgBjY4Nc7yAiIio3BpeEYWFhSElJwahRo5CTk4OjR48iKioKVatWRYcOHeDp6anvEomIiPTO4AL8xo0bAAAjIyO0adMGDx48UE4Ti8WYNGkSFi1aVOx8yvu4hUwmU/lJ6rGfNMe+0hz7SjPsJ83pq6/MzMw0bmtwAZ6cnAwAWL9+PRo1aoSwsDDUrVsXt27dwowZM7Bu3Tp4eHgo7whWmPj4eL0cv8h/0xMqHPtJc+wrzbGvNMN+0lx59pWRkVGJ9jIb3LXQp0+fjsDAQJibm+PatWtwdnZWTouIiEDbtm1Rs2ZNXL9+vcj56GMLPCkpCY6OjjA1NS3X9xYS9pPm2FeaY19phv2kOX31laC3wK2trQEAjRs3VglvAPDy8kKtWrXw8OFDpKSkwMbGptD5lKQTdMnU1FRv7y0k7CfNsa80x77SDPtJc4bcVwY3Cr1OnToAgKpVq6qdnve8IZ+bR0REVNYMLsB9fHwAAJGRkQWmZWVl4eHDh6hSpQrs7OzKuzQiIiKDYXAB7uHhgU6dOuHhw4fYvn27yrRVq1bh1atX6N27N88FJyKiSs0gU3DFihXo1q0bpk2bhiNHjqBOnTq4desWzpw5Azc3NyxcuFDfJRIREemVwW2BA7lb4SdPnsTIkSNx48YNbNq0CQ8fPsSHH36IsLAwODo66rtEIiIivTLILXAAcHV1xYYNG/RdBhERkUEyyC1wIiIiKhoDnIiISIAMdhc6ERFpJjk5GWlpacW2k0qlSEhIQE5ODiQSiUbztrKy4mm7BooBTkQkYMnJyfhk+gzIMjKKbStXKJAlk8HE1BRikUij+Zuam2PFmtUMcQPEACciErC0tDTIMjIwc7gfXB2dimwrl8shlUohkUggFhd/BDU2KRErd+9AWloaA9wAMcCJiCoAV0cnvOXmXmQbeU4OMjIzYW5mBrGRUTlVRmWFg9iIiIgEiAFOREQkQNyFTkQGq6xGV3NkNVUEDHAiMkhlObqaI6upImCAE5FBKqvR1RxZTRUFA5yIDBpHVxOpx0FsREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgIz1XYA63t7eiImJUTutTZs2OHLkSDlXREREZFgMMsABwNraGgEBAQWed3d310M1REREhsVgA7xq1aqYPXu2vssgIiIySDwGTkREJEAGuwUuk8mwa9cuJCYmwsrKCk2aNEGzZs00fn1mZmYZVleQTCZT+UnqsZ80V9n7SiqVQq5QQC6XQ56TU2RbuUL+78+im+bOT6GAVCot978TZaGs+gmoeH1VEvr6/pmZmWnc1mADPCkpCZMnT1Z5rkmTJtiyZQs8PDyKfX18fDxyilmYy0JSUlK5v6cQsZ80V1n7KiEhAVkyGaRSKTI0DA+ptPg/tlKpFFkyGRISEmBkZFTaMvWurPopt13F6ittlOf3z8jICJ6enhq3N8gAHzVqFFq1agUvLy9UqVIFDx48wPr167Fnzx707dsXFy5cgJWVVZHzcHFxKadqc8lkMiQlJcHR0RGmpqbl+t5Cwn7SXGXvq5ycHJiYmkIikcC8mK0SuUIOqVQGicQUYlHRRwYlEglMTE3h7OwMNzc3XZasF2XVT0DF66uSEML3zyAD/IsvvlB53LBhQ2zatAkAsGfPHgQGBmLKlClFzqMkuyF0ydTUVG/vLSSVuZ+Sk5ORlpZWbDupVIqEhATk5ORAIpEU297Kygp2dna6KNEgSCQSiEUiiMViiIvb+vvfzjaxqPi2YrEYYpEIEomkQiyDZdVPQMXrK20Y8t8qgwzwwowbNw579uzBpUuXig1wIkOUnJyMT6bPgCwjo9i2coUCWTIZTExNIRaJim1vam6OFWtWV6gQJ6LCCSrAbW1tAQDp6el6roRIO2lpaZBlZGDmcD+4OjoV2VYul0MqleZuYYmL3t0Zm5SIlbt3IC0tjQFOVEkIKsCvXr0KgBdzIeFzdXTCW25FL8fynBxkZGbC3MxMo92dRFS5GNx54JGRkWq3sCMjIzFv3jwAwODBg8u5KiIiIsNicFvgv/76KzZs2IDWrVvDzc0NFhYWePDgAUJDQ5GVlYWZM2eiTZs2+i6TiIhIrwwuwH18fBAZGYlbt24hPDwc6enpsLW1RdeuXfHBBx+gU6dO+i6RiIhI7wwuwNu2bYu2bdvquwwiIiKDZnDHwImIiKh4DHAiIiIBYoATEREJkMEdAyciIiorFelSxgxwIiKqFCrapYwZ4EREVClUtEsZM8CJiKhSqSiXMuYgNiIiIgFigBMREQkQA5yIiEiAGOBEREQCxAAnIiISIAY4ERGRADHAiYiIBIgBTkREJEAMcCIiIgFigBMREQkQA5yIiEiAGOBEREQCxAAnIiISIAY4ERGRADHAiYiIBIgBTkREJEAMcCIiIgFigBMREQkQA5yIiEiAGOBEREQCxAAnIiISIAY4ERGRADHAiYiIBIgBTkREJEAMcCIiIgFigBMREQkQA5yIiEiAGOBEREQCxAAnIiISIAY4ERGRADHAiYiIBIgBTkREJEAMcCIiIgFigBMREQkQA5yIiEiAGOBEREQCxAAnIiISIAY4ERGRADHAiYiIBIgBTkREJEAMcCIiIgFigBMREQmQVgF+/vx5xMTEFNkmNjYW58+f16ooIiIiKppWAe7r64tffvmlyDa7d++Gr6+vVkURERFR0bQKcIVCUWwbuVwOkUikzezVWr16NWxsbGBjY4MrV67obL5ERERCVGbHwKOiomBtba2TeUVERGDx4sWoUqWKTuZHREQkdMaaNpw8ebLK4yNHjuDJkycF2uXk5CAuLg4XLlxAly5dSl1gVlYWAgIC4O3tDU9PT+zdu7fU8yQiIhI6jQM8/zFvkUiE27dv4/bt22rbikQiNGnSBIsXLy51gcuXL8e9e/dw+vRprFmzptTzIyIiqgg0DvCbN28CyD3+3bhxYwQEBGDixIkF2hkZGcHGxkYnu7tv3LiBFStWYM6cOahXr16JXpuZmVnq9y8JmUym8pPUq+z9JJVKIVcoIJfLIc/JKbKtXCH/92fRTXPnp1BAKpWW+7JfVthXmimrfgLYV8qf5bhMmZmZadxW4wB3d3dX/n/9+vVo2LChynO6JpVKlbvOp0+fXuLXx8fHI6eYX1BZSEpKKvf3FKLK2k8JCQnIkskglUqRoeEXXSotfmVHKpUiSyZDQkICjIyMSlumQWBfaaas+im3HfuqPJcpIyMjeHp6atxe4wDPb+TIkdq8rES+++47REVF4dSpU1p1iIuLSxlUVTiZTIakpCQ4OjrC1NS0XN9bSCp7P+Xk5MDE1BQSiQTmxaxpyxVySKUySCSmEIuKHm8qkUhgYmoKZ2dnuLm56bJkvWFfaaas+glgXxn6MqVVgOfJzMzEtWvXkJiYCKlUqrbNiBEjSjzfy5cvY+3atfjiiy/g5eWlVW0l2Q2hS6ampnp7byGprP0kkUggFokgFoshLm7F9H87kMSi4tuKxWKIRSJIJJIK06/sK82UVT8B7CvAsJcprQP8p59+wrfffovU1FS10xUKBUQiUYkDPDs7GwEBAahfvz4+/vhjbcsjIiKq0LQK8MOHD2PWrFnw8vLCZ599hq+++gq9e/dGs2bNcOHCBYSGhqJv377o3r17ief9+vVrREVFAQDs7e3VtunatSsAYOfOnejTp482H4GIiEjQtArwjRs3wt7eHqGhobCwsMBXX30Fb29vzJgxAzNmzMC+ffsQEBCADz74oMTzlkgk8PPzUzvtwoULiIqKQs+ePWFnZ1emg+iIiIgMmVYBfvfuXQwYMAAWFhbK5/KP+B4yZAiCgoKwbNky+Pj4lGje5ubmWLt2rdppAQEBiIqKwsyZM9G8eXNtSiciIqoQtLqUanZ2Nuzs7JSPzc3N8erVK5U2DRo0UJ47TkRERLqlVYA7OTkhMTFR+djNzQ23bt1SaRMTEwNj41INciciIqJCaBXgTZo0Udm67ty5My5duoSVK1fi77//xtatWxESEoImTZrorFAg99h7SkoKd58TEVGlp1WA9+vXDzKZDI8fPwYAzJw5Ey4uLli0aBHatGmDmTNnokqVKpg/f75OiyUiIqJcWu3j9vX1ha+vr/KxnZ0dzp07h+3bt+PRo0dwc3PDsGHDyv1qaERERJWFzg5S29jYYNq0abqaHRERERVBq13oq1evxrNnz3RdCxEREWlIqwCfP38+6tevjzFjxuDPP//UdU1ERERUDK0C/IcffkCjRo0QEhKCIUOGwNvbG8uWLUNcXJyu6yMiIiI1tApwPz8/hIaGIjw8HB999BHS09OxePFiNGrUCMOGDcPRo0chl8t1XSsRERH9j1YBnqdevXpYvHgx7t27hy1btqBt27YIDQ3F6NGjUb9+fSxatAiPHj3SUalERESUp1QBnsfExAQDBw7EoUOHcOzYMeWV2lasWIGmTZtiyJAhuHr1qi7eioiIiKCjAFcoFPjjjz8watQo9OnTBwkJCXBzc8Onn36KLl264M8//0T37t0RFBSki7cjIiKq9Ep1HnhMTAx27NiBX375BfHx8RCLxejWrRvGjRuHLl26QCQSAQDu3buHYcOGYdmyZRgxYoROCiciIqrMtArw4OBgbN++HadOnYJcLoeLiwtmzZqFMWPGqL36Wr169TBs2DCsXLmy1AUTERGRlgE+duxYiMVidO7cGePGjUP37t0hFhe9N75u3bpo2bKlVkUSERGRKq0C/JNPPoG/vz/c3Nw0fs3gwYMxePBgbd6OiIiI/kOrAP/qq690XQcJXHJyMtLS0optJ5VKkZCQgJycHEgkEo3mbWVlBTs7u9KWSERUoejsZiZUeSUnJ+OT6TMgy8gotq1coUCWTAYTU1OI/zfIsTim5uZYsWY1Q5yIKB+NArxRo0YQiUQ4dOgQatWqhUaNGmk0c5FIhBs3bpSmPhKAtLQ0yDIyMHO4H1wdnYpsK5fLIZVKIZFIih03AQCxSYlYuXsH0tLSGOBERPloFOByuVx5Spi6x4VRKBTaV0aC4+rohLfc3ItsI8/JQUZmJszNzCA2MiqnyoiIKh6NAvz27dtFPiYiIqLypfGV2H788Uf89ddfZVkLERERaUjjAJ89ezZOnDih8tzWrVvRrl07nRdFRERERSvVtdCTkpJw584dXdVCREREGtLJzUyIiIiofDHAiYiIBIgBTkREJEAluhJbeno6nj17pnz85s0bALlX4irsnG97e/tSlEdERETqlCjA165di7Vr16o8p1AoULduXbXtRSIRnj9/rn11REREpJbGAd66dWuNrr5GREREZU/jAD9y5EhZ1kFEREQlwEFsREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgEp0KdX/yszMxLVr15CYmAipVKq2zYgRI0rzFkRERKSG1gH+008/4dtvv0Vqaqra6QqFAiKRiAFORERUBrTahX748GHMmjULNWrUwMKFC6FQKNCrVy98/fXX6NKlCxQKBfr27Yt169bpul4iIiKClgG+ceNG2NvbIzQ0FJMnTwYAeHt7Y8aMGdi7dy82b96MI0eOwM3NTafFEhERUS6tAvzu3bvo2bMnLCwslM/l5OQo/z9kyBC0a9cOy5YtK32FREREVIBWAZ6dnQ07OzvlY3Nzc7x69UqlTYMGDXDz5s3SVUdERERqaRXgTk5OSExMVD52c3PDrVu3VNrExMTA2LhUg9yJiIioEFoFeJMmTVS2rjt37oxLly5h5cqV+Pvvv7F161aEhISgSZMmOiuUiIiI/qVVgPfr1w8ymQyPHz8GAMycORMuLi5YtGgR2rRpg5kzZ6JKlSqYP3++ToslIiKiXFrt4/b19YWvr6/ysZ2dHc6dO4ft27fj0aNHcHNzw7Bhw+Di4qKzQomIiOhfOjtIbWNjg2nTpulqdkRERFQEXgudiIhIgLTeAlcoFDhy5Aju3LmDxMREZGVlFWgjEol4NTYiIqIyoFWAP3z4EMOGDUNUVBQUCkWh7RjgREREZUOrAP/000/x4MEDjB8/HoMGDYKTkxOMjIx0UlBmZiYWLFiA69evIzo6Gi9fvkTVqlXh4eEBPz8/DBs2DCYmJjp5LyIiIqHSKsDDw8PRs2dPLF++XNf14M2bN/j555/RpEkTdOvWDXZ2dkhJSUFoaCimTJmCAwcOYP/+/RCLefieiIgqL60C3NLSEp6enrquBQBQrVo1PHnyBKampirPZ2dno3///ggLC0NoaCi6d+9eJu9PREQkBFptxnbs2BGXL1/WdS0AALFYXCC8AcDY2Bh9+vQBkHsMnoiIqDLTKsAXLFiAhIQEzJ07F5mZmbquSS25XI4///wTAODl5VUu70lERGSotNqF7uTkhAMHDqBr164IDAyEp6cnrKysCrQTiUQ4fPiwVoXJZDKsWLECCoUCL1++xOnTpxEZGYlRo0ahffv2xb6+vFYs8shkMpWflYlUKoVcoYBcLoc8321l1ZEr5P/+LLppbju5HHKFAlKptNx/p2WhrPqqovUTwL7SFL9/mhPCMmVmZqZxW60C/ObNmxgwYIDyFqKF3TZUJBJpM3sAuUG4dOlSlXlNnToV33zzjUavj4+PV7lHeXlJSkoq9/fUt4SEBGTJZJBKpcjQcOGVSjVb0ZFKpciSyZCQkKCzMx30qaz6qqL1E8C+0hS/f5oz9GXKyMioROPLtArw2bNn49WrV5g/f77OTyPLY2lpiZSUFMjlciQkJODYsWNYsGABrly5gr1798La2rrI15f3ddhlMhmSkpLg6Oio9hh+RZaTkwMTU1NIJBKYF7P2KFfIIZXKIJGYQiwq/giORCKBiakpnJ2d4ebmpquS9aas+qqi9RPAvtIUv3+aq2jLlNZb4AMHDiyXa5+LxWLUqFED48ePh62tLcaOHYsVK1YUe6ezkuyG0CVTU1O9vbe+SCQSiEUiiMViiItbkfvfThGxSIO2yP39i0UiSCSSCtGvZdVXFa2fAPaVpvj901xFW6a0GsRmZWUFe3t7XddSrI4dOwIAzp07V+7vTUREZEi0CvBevXrhzJkzkMvluq6nSImJiQDAK7EREVGlp1WAz5s3DxKJBB9++CHi4+N1WtC9e/eQnp5e4Pn09HR8+eWXAICuXbvq9D2JiIiERqtj4D4+PsjKysL169dx8OBB2NjYFHoa2Y0bN0o074MHD2LDhg1o2bIl3N3dYWVlhfj4eJw4cQIvXrxAq1atMGnSJG3KJiIiqjC0CnC5XA5jY2O4uroqn1N3V7Ki7lRWmB49eiAxMRGXL1/G5cuX8ebNG1hbW6N+/foYNGgQRo8eDWNjre+CSkREVCFolYS3b9/WdR1K7777Lt59990ymz8REVFFwFt6ERERCRADnIiISIBKdTD58uXLOHXqFBITEyGVSgtMF4lEWLduXWnegoiIiNTQKsCzs7Mxfvx4hISEQKFQQCQSqQxYy3vMACciIiobWu1CX7duHQ4fPoxRo0bh5MmTUCgUCAgIQGhoKObPn4+qVauif//+uH79uq7rJSIiImi5Bb5371688847WLt2rfK5qlWrolmzZmjWrBm6du2Kzp07o127dhg3bpzOiiUiIqJcWm2BR0dHo23btsrHIpEIWVlZysfvvPMOevTogS1btpS+QiIiIipAqwA3MTGBhYWF8rGlpSWSk5NV2ri5ueHhw4elq46IiIjU0irAXV1dERcXp3xcp04dXLhwQWUg25UrV1CtWrXSV0hEREQFaHUMvE2bNjh69KhypPmAAQMwd+5cDBs2DF27dsXFixdx8eJFjB49Wtf1lrvk5GSkpaUV204qlSIhIQE5OTmQSCTFtreysoKdnZ0uSiQiokpIqwAfNWoUcnJyEB8fjxo1auCjjz7CuXPncPz4cYSGhgIAmjZtinnz5umy1nKXnJyMT6bPgCwjo9i2coUCWTIZTExNIRaJim1vam6OFWtWM8SJiEgrWgV448aN0bhxY+VjExMT7N69G9evX0d0dDTc3NzQtGlTiMXCvtBbWloaZBkZmDncD66OTkW2lcvlkEqlkEgkxX7u2KRErNy9A2lpaQxwIiLSik5v61VRb0Ti6uiEt9zci2wjz8lBRmYmzM3MIDYyKqfKiIioshL2JjIREVElpdEW+OTJk7WaOS+lSkREVDY0CvBffvlFq5kzwImIiMqGRgF+8+bNsq6DiIiISkCjAHd3L3oAFxEREZUvDmIjIiISoFKfRhYbG4vExERIpVK109u0aVPatyAiIqL/0DrAf//9d3z99deIiooqst2LFy+0fQsiIiIqhFa70M+ePYvRo0fjzZs3+PDDD6FQKNC6dWuMHTsW9erVg0KhQLdu3TBr1ixd10tERETQMsBXr16NKlWq4NSpU1i6dCkAwMfHBytXrsSFCxcwd+5cnDlzBr169dJpsURERJRLqwC/du0aevfuDQcHB+Vzcrlc+f+ZM2eiYcOG+O6770pfIRERERWgVYBnZGTAxcVF+VgikRS45WazZs1w6dKl0lVHREREamkV4A4ODkhOTlY+dnZ2xr1791TavHjxAjk5OaWrjoiIiNTSKsAbNGiAv//+W/nYx8cHZ8+exf79+/HmzRv8+eefOHToEOrXr6+zQomIiOhfWgV4z549cfv2bTx58gRA7jHvKlWqYMKECXBzc8OQIUOQnZ2Nr776SqfFEhERUS6tzgP38/ODn5+f8nGtWrVw8uRJrF+/Ho8ePYKbmxvGjRuHhg0b6qxQIiIi+lepr8SWx8PDA8uXL9fV7IiIiKgIWu1Cnzx5Mo4ePVpkm2PHjml9H3EiIiIqmlYB/ssvv+D27dtFtrlz5w6CgoK0KoqIiIiKVmZ3I8vMzISxsc720BMREVE+WiesSCRS+7xCoUBsbCxOnDgBJycnrQsjIiKiwmkc4NWqVVMJ7SVLlmDJkiWFtlcoFJgxY0apiiMiIiL1NA7w1q1bKwP8/PnzcHV1hbu7e4F2RkZGqFatGtq1awd/f3/dVUpERERKGgf4kSNHlP+vVq0aRo0ahc8//7xMiiIiIqKiaXUMfP369XB0dNR1LURERKQhrUahT58+HSdOnNB1LURERKQhrQLc0dER2dnZuq6FiIiINKT1zUxOnToFqVSq63qIiIhIA1oF+FdffQULCwv4+fmp3FaUiIiIyodWg9jatWsHmUyG27dv48SJEzAzM4OdnV2Bi7uIRCLcuHFDF3USERFRPloFuFwuh4mJCVxdXVWeVygURT4mIiIi3dAqwIu7kQkRERGVrTK7mQkRERGVnVLdLiw+Ph5JSUkAck8tc3Fx0UlRREREVLQSB/jr16+xdu1a7Nq1C/Hx8SrTXFxcMHr0aEyZMgWWlpY6K5KIiIhUlSjAo6OjMXjwYERHR0OhUMDZ2Rk1atQAAMTFxSEuLg7Lli3D/v37sX//ftSqVassaiYiIqr0ND4GLpVKMXToUDx8+BCDBw/G5cuXERERgdDQUISGhiIiIgKXL1/G4MGDERUVhaFDh/JCL0RERGVE4wDfsmULHjx4gM8//xybN29GnTp1CrSpU6cONm/ejNmzZ+Off/7Bzz//rNNiiYiIKJfGAR4SEgJPT0+NbiH62Wef4a233kJwcHCJC4qPj8eGDRswYMAANGjQAPb29qhbty78/Pxw9erVEs+PiIioItI4wO/du4dOnToVuNqaOiKRCB07dsT9+/dLXNDmzZsxZ84cPHr0CB07dsSUKVPQsmVLHD16FN26dcOBAwdKPE8iIqKKRuNBbOnp6bC2ttZ4xtbW1khPTy9xQU2aNMFvv/2Gtm3bqjx/4cIF9OvXDzNnzkTv3r0hkUhKPG8iIqKKQuMtcHt7ezx8+FDjGUdHR8POzq7EBfXt27dAeANA69at4ePjg5SUFERERJR4vkRERBWJxgHevHlznDhxQnnhlqIkJSXhjz/+QIsWLUpV3H+ZmJgAAIyMjHQ6XyIiIqHReBf6uHHjcOjQIYwePRq7d++Gra2t2nYvXrzA6NGjkZ6eDn9/f50VGhMTg1OnTsHJyQn169cvtn1mZmap31MqlUKuUEAul0Oek1NkW7lC/u/Popvmzk+hgFQq1Umd+lZW/QSwr5Q/K9kyBbCvNMXvn+aEsEyZmZlp3FbjAG/Xrh38/f0RGBiI9957D+PGjYOPj4/yjmSxsbE4c+YMAgMD8fz5c/j5+aF9+/Ylr16NrKwsfPTRR5BKpZg3b55GW+Dx8fHIKeYXVJyEhARkyWSQSqXI0PCXIpXKNGgjRZZMhoSEhAqxN6Gs+im3HfuqMi5TAPtKU/z+ac7QlykjIyN4enpq3L5EV2JbsWIFrKyssGHDBqxcuRIrV65Uma5QKCAWizFp0iQsWLCgJLMulFwux6RJk3DhwgX4+/tj+PDhGr1OF9dlz8nJgYmpKSQSCcyLWSuSK+SQSmWQSEwhFhV9ZEIikcDE1BTOzs5wc3MrdZ36Vlb9BLCvKusyBbCvNMXvn+Yq2jJVogA3MjLCwoULMXbsWPzyyy+4fPkynj59CgBwcHBAixYtMHz4cNSuXVsnxcnlckyePBn79u3D0KFDsWrVKo1fW5LdEIWRSCQQi0QQi8UQF7dW9b+NfbGo+LZisRhikQgSiUQndepbWfUTwL4CKucyBbCvNMXvn+Yq2jKl1d3I3nrrLcydO1fXtajI2/LevXs3Bg8ejI0bN0Is5t1PiYiIAAO9H3j+8B44cCA2bdpUIY6/EBER6YrBBXjebvPdu3ejf//+2Lx5M8ObiIjoP7TahV6Wli5diqCgIFhaWqJ27dr4/vvvC7Tp3bs3GjZsqIfqiIiIDIPBBfiTJ08AAK9fv8by5cvVtnF3d2eAExFRpWZwAb5x40Zs3LhR32UQEREZNIM7Bk5ERETFY4ATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAmSQAb5nzx7MmDEDHTp0gIODA2xsbLBr1y59l0VERGQwjPVdgDqLFi1CTEwMbG1t4ejoiJiYGH2XREREZFAMcgt87dq1uHXrFqKiovD+++/ruxwiIiKDY5Bb4B06dNB3CURERAbNIANcFzIzM0s9D6lUCrlCAblcDnlOTpFt5Qr5vz+Lbpo7P4UCUqlUJ3XqW1n1E8C+Uv6sZMsUwL7SFL9/mhPCMmVmZqZx2wob4PHx8cgp5hdUnISEBGTJZJBKpcjQ8Jcilco0aCNFlkyGhIQEGBkZlapGQ1BW/ZTbjn1VGZcpgH2lKX7/NGfoy5SRkRE8PT01bl9hA9zFxaXU88jJyYGJqSkkEgnMi1krkivkkEplkEhMIRYVPbRAIpHAxNQUzs7OcHNzK3Wd+lZW/QSwryrrMgWwrzTF75/mKtoyVWEDvCS7IQojkUggFokgFoshLm6t6n8b+2JR8W3FYjHEIhEkEolO6tS3suongH0FVM5lCmBfaYrfP81VtGXKIEehExERUdEY4ERERALEACciIhIgBjgREZEAGeQgtu3btyM8PBwAEBERAQDYsWMHzp07BwBo1aoVxowZo7f6iIiI9M0gAzw8PBxBQUEqz128eBEXL15UPmaAExFRZWaQAb5x40Zs3LhR32UQEREZLB4DJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiATIYAP82rVrGDJkCNzd3eHi4oIuXbrg4MGD+i6LiIjIIBjruwB1zpw5g0GDBsHMzAwDBw6EpaUlDh8+jHHjxiE2NhZTp07Vd4lERER6ZXABnp2djenTp0MsFuPIkSNo2LAhAGDWrFno3LkzFi5ciH79+sHd3V3PlRIREemPwe1CP3PmDKKjozF48GBleANA1apVMXPmTMhkMgQFBZVLLWKxGFbW1hCbGEMhFhf9z0gMGBlBYVRMO7EYYhPj3PmKDa77tVJW/cS+qrzLFMC+0hS/f5qraMuUKCUlRVGu71iMBQsWYOXKldiyZQsGDRqkMi0pKQlvv/022rVrh8OHD+upQiIiIv0zuNWqqKgoAMBbb71VYJqjoyMsLS3x8OHD8i6LiIjIoBhcgKempgIArK2t1U63srJStiEiIqqsDC7AiYiIqHgGF+B5W96FbWWnpaUVunVORERUWRhcgOcd+847Fp5fUlISXr9+DU9Pz/Iui4iIyKAYXIC3adMGABAWFlZg2p9//qnShoiIqLIyuNPIsrOz0axZMyQkJCA0NFR5LvirV6/QuXNnPHnyBFeuXEHNmjX1XCkREZH+GNwWuLGxMX744QfI5XL07t0b06dPx5dffom2bdviwYMHmDt3rsGE9549ezBjxgx06NABDg4OsLGxwa5du/RdlsGJj4/Hhg0bMGDAADRo0AD29vaoW7cu/Pz8cPXqVX2XZzAyMzMxZ84c9OzZE/Xq1YOjoyPq1q2L7t27Y+fOncjKytJ3iQZt9erVsLGxgY2NDa5cuaLvcgyKt7e3sm/++6937976Ls/ghISEoH///vDw8ICjoyMaNmyI8ePHIzY2Vt+lqTC4S6kCQLt27XDs2DEsXrwYBw8eRFZWFry8vDB//nwMHDhQ3+UpLVq0CDExMbC1tYWjoyNiYmL0XZJB2rx5M1avXg0PDw907NgRdnZ2iIqKwpEjR3DkyBH83//9n0H9XvXlzZs3+Pnnn9GkSRN069YNdnZ2SElJQWhoKKZMmYIDBw5g//79FeaqWLoUERGBxYsXo0qVKnjz5o2+yzFI1tbWCAgIKPA8L0v9L4VCgY8//hjbtm2Dh4cHBg0aBEtLSyQkJOD8+fOIiYmBq6urvstUMrhd6EJy6tQpeHp6wt3dHatWrcL8+fOxfv16jBo1St+lGZTDhw+jevXqaNu2rcrzFy5cQL9+/VClShXcv38fEolETxUaBrlcjuzsbJiamqo8n52djf79++PcuXPYs2cPunfvrqcKDVNWVha6dOkCExMTeHp6Yu/evQgNDUXz5s31XZrB8Pb2BgDcvn1bz5UYto0bN2L27Nn44IMPsHTpUhgZGalMz87OhrGx4Wz3clW+FDp06MC1Vw307du3QHgDQOvWreHj44OUlBRERETooTLDIhaLC4Q3kHtYqU+fPgDAqxCqsXz5cty7dw/r1q0r8AeXSFMZGRlYunQpatWqhSVLlqhdlgwpvAED3YVOlYeJiQkA8A9vEeRyufIMDC8vLz1XY1hu3LiBFStWYM6cOahXr56+yzFoMpkMu3btQmJiIqysrNCkSRM0a9ZM32UZjLCwMKSkpGDUqFHIycnB0aNHERUVhapVq6JDhw4GefoyA5z0JiYmBqdOnYKTkxPq16+v73IMhkwmw4oVK6BQKPDy5UucPn0akZGRGDVqFNq3b6/v8gyGVCpFQEAAvL29MX36dH2XY/CSkpIwefJkleeaNGmCLVu2wMPDQ09VGY4bN24AyN2YaNOmDR48eKCcJhaLMWnSJCxatEhP1anHACe9yMrKwkcffQSpVIp58+ZxCzwfmUyGpUuXKh+LRCJMnToV33zzjR6rMjzfffcdoqKicOrUKS4/xRg1ahRatWoFLy8vVKlSBQ8ePMD69euxZ88e9O3bFxcuXICVlZW+y9Sr5ORkAMD69evRqFEjhIWFoW7durh16xZmzJiBdevWwcPDA+PHj9dzpf/iMXAqd3K5HJMmTcKFCxfg7++P4cOH67skg2JpaYmUlBS8ePECd+/exfLly7F9+3b06dOHN/L5n8uXL2Pt2rX49NNPeVhBA1988QXat28Pe3t7WFhYoGHDhti0aROGDRuGmJgYBAYG6rtEvZPL5QAAU1NT7Nq1C02aNIGlpSVat26Nbdu2QSwWY926dXquUhUDnMqVXC7H5MmTsW/fPgwdOhSrVq3Sd0kGSywWo0aNGhg/fjzWrFmDixcvYsWKFfouS++ys7MREBCA+vXr4+OPP9Z3OYI2btw4AMClS5f0XIn+5d1jo3HjxnB2dlaZ5uXlhVq1aiE6OhopKSl6qE497kKncpO35b17924MHjwYGzdu5DnNGurYsSMA4Ny5c3quRP9ev36tvFeCvb292jZdu3YFAOzcuVM5gp8KsrW1BQCkp6fruRL9q1OnDgCgatWqaqfnPZ+ZmVluNRWHAU7lIn94Dxw4EJs2beJxyxJITEwE8O+o/cpMIpHAz89P7bQLFy4gKioKPXv2hJ2dHU/zLEbelRDZT4CPjw8AIDIyssC0rKwsPHz4EFWqVIGdnV15l1YoBjiVubzd5rt370b//v2xefNmhrca9+7dg7u7OywsLFSeT09Px5dffgng3y3Lyszc3Bxr165VOy0gIABRUVGYOXMmL+TyP5GRkXB1dS2wXEVGRmLevHkAgMGDB+uhMsPi4eGBTp06ISwsDNu3b8eYMWOU01atWoVXr15h6NChBnUuuOFUIkDbt29HeHg4ACgvRLJjxw7lbs5WrVqpLASV1dKlSxEUFARLS0vUrl0b33//fYE2vXv3Vt64prI6ePAgNmzYgJYtW8Ld3R1WVlaIj4/HiRMn8OLFC7Rq1QqTJk3Sd5kkML/++is2bNiA1q1bw83NDRYWFnjw4AFCQ0ORlZWFmTNn8g6P/7NixQp069YN06ZNw5EjR1CnTh3cunULZ86cgZubGxYuXKjvElUwwEshPDwcQUFBKs9dvHgRFy9eVD5mgANPnjwBkHvscvny5WrbuLu7V/oA79GjBxITE3H58mVcvnwZb968gbW1NerXr49BgwZh9OjRBrX2T8Lg4+ODyMhI3Lp1C+Hh4UhPT4etrS26du2KDz74AJ06ddJ3iQbDw8MDJ0+exHfffYc///wTYWFhcHR0xIcffohZs2YVOuZCX3gtdCIiIgHiEGAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRADHAiIiIBYoATVQC9e/eGjY2NvssgonLECysT6cGZM2ewdetWXL58Gc+ePYOFhQXq1asHX19fjB8/HmZmZvouUcWLFy/www8/4NixY3j8+DGA3HtJe3p6onXr1nj//ffh4OCg5yqJKhdeC52oHGVnZ+PTTz/Ftm3bUKVKFXTp0gWenp5ITU1FWFgYoqOjUbt2bezduxeenp4az7d37944f/48UlJSdF5zXFwcunfvjtjYWHh7e6NFixaoWrWq8sYr//zzDw4dOoQOHTro/L2JqHDcAicqR/Pnz8e2bdvQpEkT7Ny5Ey4uLsppOTk5WLp0KZYtW4ZBgwbh9OnTsLa21mO1uRYvXozY2FjMmTMHs2bNKjD97t27qFq1qh4qI6rceAycqJw8ePAA69evR7Vq1bB7926V8AYAIyMjzJkzB0OGDEF0dDTWrl1bYB7h4eHo1asXXFxc4OHhgXHjxiE2Nlbt+yUkJOC7775Dly5dULt2bTg4OMDb2xuffPIJnj17pnHdV65cAQBMmDBB7fT69evD1dVV5bmQkBCMHz8e7777LpydneHu7o6ePXsiODhYpV1UVBSqVauGIUOGqJ13WloaatSogebNmyufW7x4MWxsbHD27FmVtmfOnMHgwYNRr149ODg4oE6dOujZsye2bdum0s7b2xve3t4afXYiQ8YAJyonQUFBkMvlGDt2bJHHiz/77DMAwK5du1SeP336NPr27Yu//voLffv2xdixY/H48WP06NFD7a7zCxcuYP369bC3t8egQYMwYcIEeHh4YMuWLejatStevXqlUd3Vq1cHkBu2mlqwYAH+/vtvtGzZEhMnTkS/fv3wzz//wN/fH5s2bVK2e+utt+Dj44M///xT7YrI/v378ebNG4wZM6bI9zt+/Dj69euHq1evolOnTpgyZQp69uwJqVSKPXv2aFw3kZBwFzpRObl06RIAoH379kW2q1u3LpydnREfH4/Y2Fi4urpCLpdj+vTpyM7OxtGjR9GqVSsAgEKhwIQJE7Bv374C82nXrh3u378PS0tLleeDgoIQEBCAn376CZ9++mmxdffv3x/h4eEYPnw4xo0bBx8fHzRq1KjI3fv79u1DrVq1VJ57/fo1unXrhm+//RZ+fn6wsLAAAIwbNw5nzpzBzp078cUXX6i8Zvv27TA1NcWIESOKrHHnzp1QKBQICQkpsHX94sWLYj8jkRBxC5yonDx9+hQAUKNGjWLb5rVJSkoCkLvr/NGjR+jevbsyvAFAJBJh7ty5MDIyKjAPe3v7AuENAMOHD4e1tTVOnTqlUd0TJkzAtGnT8OrVKyxbtgy+vr6oWbMmWrZsiXnz5iExMbHAa/4b3gBgaWmJkSNHIjU1FdeuXVM+36dPHzg4OGDXrl2Qy+XK5+/cuYPr16+jV69esLOz06hWc3PzAs/l7UEgqmgY4EQCcOfOHQBA69atC0xzd3cvdKXg8OHDGDhwIN566y3Y2trCxsYG1apVQ2pqqtrgVUckEil3iW/cuFF5bDsyMhKrV69GixYtcPXqVZXXPHv2DHPmzMF7770HZ2dn2NjYwMbGBl999RUAqLy3iYkJRo0ahZiYGISFhSmfDwwMBAD4+/sXW+OgQYMAAF26dMFnn32GkJAQPH/+XKPPRyRUDHCicpJ33DsuLq7YtnltHB0dAQCpqakAUOiWqLpj6mvXrsWYMWNw69Yt5XHhzz//HJ9//jmsra0hlUpLVL+trS1GjBiBFStWICwsDH///Tf69u2LV69eYfr06cp2L1++RMeOHbFhwwZUr14do0ePxqefforPP/8cvXr1AoAC7+3v7w+RSITt27cDADIzM7Fv3z7UrFlTo9PT+vfvj127dsHLyws///wz/Pz8ULt2bfTt2xe3bt0q0eckEgoeAycqJy1atMC5c+dw+vTpIkMpMjISCQkJcHFxUY7uzjvenJycrPY1ebvn82RnZ+P777+Hk5MTzp49C3t7e+U0hUKBH374oZSfJnflYtOmTTh+/Dju3r2LFy9eoHr16tixYwdiY2Px5ZdfKgfk5Vm1ahWOHj1aYF61atVCp06d8Pvvv+PZs2c4efIkUlJSMGXKFIhEIo3q6d27N3r37o20tDRcunQJISEh2LFjBwYPHozLly/zSnVU4XALnKicDB8+HGKxGIGBgYUGMQAsX74cADBq1Cjlcw0aNACQO7L8v548eVJgq/758+dITU1F8+bNVcIbAK5fv46MjAytP0d+EokEJiYmKs9FR0cDgHJrO7/w8PBC5zV27FhkZWUhKCgI27dvh5GRkUofaMrKygpdunTBmjVrMHLkSDx9+hR//fVXiedDZOgY4ETlpE6dOpg4cSJevHiB4cOHFzgGLZfLsWzZMuzduxceHh6YOnWqclqrVq1Qs2ZNHD9+XCUEFQoFFi5ciJycHJV52dvbw9zcHDdv3kR6erry+ZSUFLUXYynK2rVrERkZqXba5s2b8fr1a9StW1c5WMzNzQ0AcPHiRZW2+/btwx9//FHo+/Ts2RPOzs7YsGEDzp8/j27dusHZ2VmjGs+fP1+gDwAoz3eXSCQazYdISLgLnagcLViwAKmpqdi5cyeaNm2Kbt26wcPDA2lpaQgLC0NUVBTeeust7Nu3T+U0LbFYjDVr1mDIkCHo378/BgwYAGdnZ5w5cwZJSUmoX78+7t69q9J+/PjxWLduHdq2bYsePXogLS0NJ06cgJubm8bBCAB79uzB3Llz4eXlhWbNmsHe3h6vXr3ClStXcPPmTZibm2PFihXK9sOGDcPq1asxa9YsnD17Fm5ubrhz5w5Onz4NX19fhISEqH0fY2NjjB49Gt9//z0AzQav5fn888+RmJiIli1bwt3dHSKRCBcvXsRff/2F5s2bq4zcJ6oouAVOVI6MjY2xbt06HDp0CF27dsXFixexdu1a7N27F7a2tli0aBHOnTun9jroHTp0QHBwMJo2bYrg4GBs27YNbm5u+P3339Ue3/3mm28wd+5ciEQibNmyBSdPnsSgQYNw4MABGBtrvu6+fv16zJ49G9WqVUNYWBjWrl2LXbt2ISMjA+PHj8e5c+fg4+OjbF+jRg0cOXIE7du3x6lTp7Bt2zbIZDIcPHgQPXr0KPK9Ro4cCQBwcXFB165dNa5x5syZ8PHxwd27d7Ft2zbs2LEDUqkU8+fPx8GDB9WeZkckdLyZCREZjODgYPj7++Ozzz7Dl19+qe9yiAwat8CJyCAoFAqsW7cOxsbGJdp9TlRZ8Rg4EenV3bt3cfz4cVy6dAlXrlzBuHHjCtwchYgKYoATkV7duHEDCxYsgLW1NYYNG4aFCxfquyQiQeAxcCIiIgHiMXAiIiIBYoATEREJEAOciIhIgBjgREREAsQAJyIiEiAGOBERkQAxwImIiASIAU5ERCRA/w/78Jp2+wBztwAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["ortalama_fiyat = df.groupby('stories')['price'].mean() #dataframedeki verileri stories e göre gruplar ve sadece price dikkate alınır. mean ise price sütunundaki değerlerin ortalamasını hesaplar.\n","\n","plt.figure(figsize=(5, 5))\n","\n","plt.bar(ortalama_fiyat.index, ortalama_fiyat.values, color='red', alpha=0.7, width=0.3, edgecolor='black', linewidth=1)\n","plt.title('Kat Sayısına Göre Ortalama Fiyat', fontsize=18)\n","plt.xlabel('Kat Sayısı', fontsize=14)\n","plt.ylabel('Ortalama Fiyat', fontsize=14)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":536},"id":"yN18VivIrE6X","executionInfo":{"status":"ok","timestamp":1727383873997,"user_tz":-180,"elapsed":680,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"f7431e61-100f-41ae-eed3-a5bd14f91450"},"execution_count":367,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 500x500 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["bathrooms_price = df.groupby('bathrooms')['price'].mean() #dataframedeki verileri bathrooms a göre gruplar ve sadece price dikkate alınır. mean ise price sütunundaki değerlerin ortalamasını hesaplar.\n","\n","plt.figure(figsize=(5, 5))\n","\n","plt.bar(bathrooms_price.index, bathrooms_price.values, color='cyan', alpha=0.7, width=0.3, edgecolor='black', linewidth=1)\n","plt.title('Lavabo Sayısına Göre Ortalama Fiyat', fontsize=18)\n","plt.xlabel('Lavabo Sayısı', fontsize=14)\n","plt.ylabel('Ortalama Fiyat', fontsize=14)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":536},"id":"P-y7CKjLrfDJ","executionInfo":{"status":"ok","timestamp":1727382892795,"user_tz":-180,"elapsed":729,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"0d108227-e235-4276-81d1-b3c020c4e165"},"execution_count":340,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 500x500 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAhEAAAIHCAYAAAAhEQ6UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABji0lEQVR4nO3dd1hTZ/8G8DussIkTRUHqFrdWq4IT617FLSqO+rZqXVi11qq1DqpVa8XRWifOKi4U9yqCOPq6RYsiKCigqAxRwkh+f/DLeYkECCdRAt6f6+ISznjyTc4xufOc55wjSUxMVIKIiIiokIyKugAiIiIqnhgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiSigfHx/IZDJ07969qEshKtD58+chk8kgk8lw/vx5AP/bh2UyWdEW9xHbvn07ZDIZ6tevX9SlFHv169eHTCbD9u3bi7oUvTIp6gI+JB8fHyxevBgAkJiYWLTFEO7du4eNGzciJCQE0dHRePv2LcqUKYNy5cqhdu3aaNmyJdq0aYPq1asXdamUj5iYGOzYsQPnz59HREQEXr58CQAoVaoUatasiWbNmqFnz55o2LBhnm2YmZmhfPnywu8AYG1tLUwrTo4ePYoDBw7gypUrePbsGbKyslC2bFk0btwY3bt3R79+/WBsbKzz45w/fx7BwcFwcnKCp6enHionbW3fvh3jx4/XatkbN26gSpUq77kicXx8fAAAQ4YMEV3jRxUiyHCsXLkSP/30EzIzM4VpdnZ2SEpKQlxcHG7duoU9e/bA1dUVgYGBRVgp5SU9PR1z587F+vXrkZGRIUy3tLSEqakp4uLiEBsbi7///htLly5Fy5Yt8ccff8DJySlXW5999hnCw8PVpk2YMAETJkx4789DX6KiovDll1/in3/+EaZZWFjAxMQE0dHRiI6ORkBAAJYuXYr169fnG6q0ERwcjMWLF8PV1ZUhogiVKVMm31ComvfJJ5/A3Nwctra2H6q0Aqm+VLu5uTFEUPEREBCAOXPmAABatWqFadOmoWXLljA3NwcAPH36FKGhoQgICEBycnJRlkp5SEtLg4eHBy5cuAAA6NChA8aMGYNWrVrBzs4OAJCZmYlbt27h1KlT2Lx5M0JDQxEeHq4xRBR34eHh6N69O54/fw4LCwtMmDABQ4YMgbOzMwDg+fPn2Lt3LxYvXoz79++jW7du2LNnD1q1alW0hZPOzpw5o9UHcEBAwAeo5sNjiKAPbvXq1QAAFxcXBAQEwMREfTd0cHBA37590bdvX7x9+7YoSqQCTJs2TQgQS5YswX/+859cy5iYmKBx48Zo3LgxpkyZglWrVglBsSR5+/YtvLy88Pz5c9ja2mL//v1o2rSp2jLlypXD119/jS5duqBHjx6IiYnByJEjERISgrJlyxZR5US648BKLSQmJsLPzw8jRoxAq1at4OzsDHt7e9SrVw9ffvklrly5onE9V1dXyGQyfP/99/m2//fff0Mmk6FUqVKIjo7W+XE12b9/P7p16wZnZ2c4ODigbdu2WLduHbKysvJd78aNG/jqq69Qr1492Nvbo0qVKujUqRPWrFkDuVyu9ePndOvWLQDA559/nitAvMvCwiLXtIyMDBw5cgSTJk1Cu3btUKtWLZQrVw7Vq1eHh4cH/P39oVTmvsP9jz/+CJlMhhYtWuT7mMnJyahUqVKuQVAFDTL7559/MGbMGDRo0AD29vZwcHBAvXr10K1bNyxZsgRPnjxRWz7nYMJ3vftY169fx4gRI1CrVi2UL18eDRs2xPfff5/n2B6xr5E27ty5g23btgEARo8erTFAvMvExASTJ0+Gm5ubxvlZWVnYunUrevbsiapVq6J8+fKoU6cOvLy8hIGWmnTv3h0ymQw+Pj7IyMiAr68v2rVrBycnJ7VBmiphYWGYNGkSmjRpgooVK6JSpUpo1aoV5s+fjxcvXhTiVfgfPz8/3L17FwDw888/5woQOTk7O+OPP/4AAMTHx+O3337LtUzOAXivX7/GwoUL0apVK1SuXBkymQyPHj2CTCYTuqJDQkKE/Uj1k3O/1ef7SE667GPv7vu3b9/G6NGjUbt2bVSoUAHNmzeHr6+v2uHOixcvYsiQIahVqxbs7e3RsmVL/Pnnn3k+Rnx8PP744w8MHjwYzZs3h5OTEypUqIDGjRtjwoQJwjb7UDQNrDx16hRkMhnKlCmD2NjYfNfv2rUrZDIZxo4dqzb9ypUrmDt3Lrp27Sq8Tzs5OaFjx45YsWIFXr9+nautsWPHqr3v9OzZU23/KdRA2sTEROXH8jNjxgwlACUA0esZGxsrZTKZUiqVCtMkEony559/zrXe/PnzlQCU9vb2yhcvXuTZ/pAhQ5QAlG5ubnp53Jzrurq6KidNmiQsL5PJlEZGRkIb7u7uyvj4eI1tLFy4UCmRSIRlbW1tlaampsLfdevWVd67d6/Q28HS0lIJQNm/f39R2/HQoUNCDaq6bGxs1Kb16dNH+fLlS7X1rl+/Ljyfo0eP5tn+8uXLhXZjY2OF6atXr1YCUDo6OuZaZ82aNWqvlVQqVdra2qrVtHr16jyfx7vt5XysP//8U3jdbW1t1bZfnTp1lDExMXp7jbT5GTVqlBKA0sTERBkWFqbz/8tHjx4p3dzc1PZ1Ozs7tddzwoQJGtd1dXVVAlBOnjxZ+dlnnwl1yWQypUQiUR46dEhYdt68eWqvnaWlpdLMzEz4u0KFCsq///670PXXrFlTCUDp7OysfPXqlVbrtG7dWtguCQkJavMcHR2VAJTz589XVq9eXQlAaWZmprSzs1MCUB45ckRZvnx5pZWVlRKA0tTUVFm+fHm1n40bN+rlfSS/fV6XfSznunv27FGam5sLbeTc7n379lUmJiYqV65cqTQ2NlZKJJJc/68mT56ssfbBgwcLy5iYmChLlSqlNDExUfs/umXLFlH7rOp1AaC8ceOGVuuotmvO94FXr14pq1SpogSgnDVrVp7rXr58WXi848ePq83L+VpYWloqZTKZ2rTatWsr79+/r7bOV199pSxfvrywjEwmU9t/GjdurPVrwZ4ILVSsWBEzZszAuXPnEBsbi6ioKMTFxeH69ev4+uuvAQCzZs3CjRs31Nbr378/jI2NER8fj7Nnz2ps++3btzh06BAAYNCgQXp53Jxu3bqF3377DWPGjMH9+/cRFRWFqKgozJo1CxKJBKdPn8a8efNyrXfs2DHMmjULSqUS3bp1w/Xr1/H48WM8efIEv//+O2xsbHDnzh14eXkV2JvxriZNmgDI7h3Zs2cPFApFoda3tLTEyJEjceDAATx+/BiPHz9GdHQ0IiMj8fPPP8PW1hYHDhzAunXr1NZzdnaGu7s7AGDLli15tq+aN3DgQI09Ie968+YNZsyYAaVSiQEDBuDatWuIj48XXq9z585h4sSJKFeuXKGeJwC8ePEC33zzDQYPHozbt2/j8ePHiImJwS+//AJTU1PcvXtX47dZsa+RNv7++28AQMOGDeHg4FDo9d81YcIEBAcHw8zMDIsXL0Z0dDQePXqEe/fuYejQoQAAX19fbNy4Mc821q9fjzt37mD16tWIjo5GVFQUIiIiUK9ePQDZvQVz586FpaUlZs+ejX///RdPnz5FbGwszp07hzZt2iAuLg5DhgzR+M0tL3FxccKA0B49ekAikWi1Xs+ePQFk93pdv35d4zKLFy9GSkoKtm3bhidPnuDRo0e4c+cOGjVqhPDwcHzzzTcAgObNmyM8PFztx8PDQ2hHH+8jmuhrH/vyyy/RrVs33Lp1S2jH29sbALB37178+uuvmDp1KkaPHo3w8HA8fvwYUVFRGDJkCIDsQdoPHjzI1W7VqlUxf/58XLhwAXFxcYiMjMSzZ88QGhqKAQMGQC6XY9y4cQX2ALxPEokEI0eOBABs3bo1z14V1XuSi4sLPvvsM7V5Xbp0waZNm4R9OioqCrGxsdi6dStq1KiBe/fuYcqUKWrrLF68WG0g89atW9X2n7w+rzRhiNDCiBEjMHPmTDRq1Eg4/UwikcDZ2Rk///wzvvzyS2RlZWH9+vVq61WoUAHt2rUDAOzatUtj24GBgUhJSYGFhQV69+6tl8fNKTk5GQMHDsQvv/wiHHu1tbXFtGnTMHXqVADAunXrcv1Hmjt3LgCgZcuW2Lp1qzBAzMzMDIMGDRLeGC5duoTDhw/n+/q967vvvoOJiQkyMzMxZswY1KlTByNHjsTKlSsRFBSE1NTUfNdv2rQpfv31V7Rr105tpHOpUqXw9ddfw9fXFwCEbuOcVP9hDx48iEQNhwKuX78uvJmOGDFCq+dz9+5dpKSkwMrKCmvWrMEnn3wizLOyskKjRo3w008/oVOnTlq1l9ObN2/g4eGBlStXonLlygCy37zHjBkjHEbYu3dvrvV0eY3yk5GRgYiICADQy7UD/vnnH2HA2ZIlS/DVV1/B0tISAGBvb49Vq1ahV69eAICFCxciLS1NYzuvX7/Gn3/+CU9PTyH4lS5dGqVKlUJKSgpmz54NIPvNeOrUqbC3tweQPXK+UaNG2LdvHxo1aoQnT57Az89P6/rv3bsn/N6gQQOt18v52oWFhWlc5u3bt9i9ezd69OgBU1NTAEClSpWE10db+ngf0URf+1iTJk2wYcMGODo6AgBsbGwwZ84ctGzZEgAwb948DB48GEuWLBGCuEwmg6+vL6pUqQKFQoH9+/fnanfatGmYMGECXFxchMOmRkZGqFOnDtatW4fOnTsjNTVVODQnVocOHVCzZk2NP6dOnSpw/aFDh8LMzAyPHz/GmTNncs2Xy+XC54eXl1eu+bt27cIXX3wh7NNA9mHgnj174uDBg5BKpQgMDFQ7VK5PDBF6oPpwuHjxYq55AwcOBPC/sPCuv/76C0D2sV0bGxu9PW5OM2bM0Dh94sSJsLCwQGZmptrI4du3b+Pff/8FkP0fUdPpS127dhWO/fr7+xeqbjc3N+zduxc1atQAkH3scv/+/ZgzZw569eoFZ2dnDBgwACEhIYVqV0X1ukRGRiI+Pl5tXpcuXVCpUiW8fftWeO1zUiX+5s2bo27dulo9nupshPT0dOEaCfo0bdo0jdO7desGAHj48CHevHlTqDbze43y8+rVK+H3UqVK5bnclClTNL6pqnoWVPbt2wcg+8Nx+PDhGtuaNWsWgOxemby+IdWpUwddu3bVOC8gIABJSUlo0KCB0BP1LhMTE/Tt2xcANL6R5yXn9i5durTW65UpU0b4PedrmlPHjh11Pg1UG9q+j4htt6B9bPLkyRp7cHJuK1XPRE7GxsZo27YtgOxxOmLr0/V5v3jxAs+ePdP4k1fozals2bJCUN68eXOu+YcPH8aLFy9gYWEhfJ5oSzUuS6lU4vLly4VaV1s8O0NLUVFRWL9+Pc6fP4/IyEi8fv06Vzf806dPc63Xo0cP2NjYICUlBQEBAWrncz979kx4w3r3UIauj6tSuXJlVK1aVeM8W1tbNGrUCKGhobh27ZowXfW7iYkJXF1d82y7ffv2+O9//6u2rrbatm2LS5cu4cKFCzhz5gz++ecf3Lp1C69evUJGRgZOnDiBEydOYNq0acKHSE4pKSnYtGkTjh07hvDwcCQlJaldq0Dl6dOnagnd2NgYw4cPh4+PD7Zs2YKvvvpKmJeamioEIk2JPy+ffPIJatasifDwcLi7u2P06NHo0KED6tatq/NFhUqVKpXn9qtYsaLwe2JiYq5vqGJfI31ISkrCs2fPck1/9wNTte+4ubnByEjzd5patWrBwcEBT58+xbVr1zSGhXe7eHO6dOkSgOzTMGvWrJnncqo3/Pf1ja2w8ntOhaXr+0he9LGPqQ5vvkt1obFSpUoJPaF5LaOpVxHIPpyrOr04Ojoar1+/znXIQMzzzkkfF5MaOXIk/P39cezYMTx79kztImuqLzZ9+vTROAhboVBg79692Lt3L27fvo2EhASN4UXX55kXhggtHDp0CF9++aXa2Qi2traQSqWQSCRIT09HYmKixm54S0tL9OzZEzt27MBff/2lFiL8/f2RlZUFe3t7tG/fXq+Pq5Lzgya/+QkJCcI01e9lypSBVCrNc13V8fCc6xaGkZER3Nzc1Ebsh4eHw9/fH6tXr0Zqaip++eUXNG3aFF26dBGWefDgAXr37q12toOlpSXs7OyEDyLVB5im12b48OH45ZdfEBYWhitXrqBZs2YAsg8LpKSkwM7OTu2YckGMjY2xYcMGDB06FI8ePcKPP/6IH3/8EZaWlmjevDl69uyJwYMHF7obGsi+amN+j6vy7hu3rq9RXnL2PuT1DRoANm7cqDaGYezYsdi5c2eu5VT7TkFjK1QhIq99Lb/TJOPi4gBkhwRtvhkWplcnZ+9DYXqhcp4JklePjr5O/dTH+4gm+trH8uqBVe3f2vwf0BRc1q1bh++++04ISxKJRHjeQPb+kJycXOjn/T64urqidu3auHfvHrZv3y6MYXj48KFwhpHqUGxOb968wcCBA9XOQjIzM0OpUqWEQ2CqL2bv63nycEYBXr58ifHjx0Mul6NNmzY4fPgwYmNj8fjxY9y/fx/h4eH5DtID/tfLEBwcjJiYGGG6qjtd02Vw9fG4xVHNmjXx/fffY8eOHUIX57vHqMePH48nT57AyckJW7ZsQWRkJJ4+fYoHDx4gPDxc7dQtTQOVKlasKHybzdl9qHqcAQMGaDWgMqf69evjypUrwql0Li4uePv2Lc6dO4epU6eiefPmorpcxdL1NcqLqakpqlWrBuB/p+oagvx6fFQDfz08PJCYmFjgT2GeV61atYTfCzMw8ebNm8LvderU0biMPi6N/T7fR97XPqYP//77L2bOnAmFQoE+ffrgzJkziI+Px6NHj4TBgwsWLCiS2vKiCgl+fn5CTarfXVxc0Lx581zrLFu2DOfPn4eFhQUWLVqEW7duIT4+HpGRkcLz/PTTTwG8v+fJEFGAEydOIDk5GTKZDLt27YKbm1uuD5iCjim3bt0alStXhkKhwJ49ewBkD8hSveloOpShj8cFUODIY9X8nN96VL+/ePEi32tBqLrH3sfFctq2bSt04+cceR0TEyN0T2/YsAG9e/fO9U1Om9dl1KhRAIADBw4gOTkZd+7cES5XrCnxa8PMzAy9evXCihUrcOHCBURERODXX39FqVKlEBMTk+v87vdFX69RXlTHoW/cuKFzF6lq33n3Ghrv0mVfU3UNv4/DFBUrVhQOkRw+fFjrN2rVGVm2trZo3Lix3utS0df7yLve9z6mq4MHDyIrKwu1atXCxo0b0aRJE2FQqYqmw21FadCgQbC0tERkZCSCgoKQkZGBHTt2AMh7kLdqUPX06dMxbtw4ODo65hpf8r63A0NEAVRvbjVq1MizO/rcuXP5tiGRSDBgwAAA/+t9UP1bt25djaPc9fG4QPZ/9sjISI3zUlJShNPLcr6RqX7PzMzMd3Cj6vHzOqapKysrKwBQ+8+f88Mmr9Hw2rwu7dq1Q9WqVZGamoo9e/aoDah0cXHRoer/KV26NEaOHCmcQnvz5s33MvDyXfp6jfIyevRoSCQSZGZmYtmyZaLbAf63rwUHB+d5qm94eLgQIsTsa6qLi12/fl04tKFPqkD66NEjjYds3hUSEoLg4GAA2YfWCrrgWl5UhwzyCy76eh/Jq13g/exjulLVV69evTzH2hRlfZrY2dkJg3s3b96Mo0eP4tmzZ7CwsBA+P96lep55bYNHjx7h4cOHeT6mKnDo0kvBEFEA1alLDx480Hg89ebNm1qdnaDqbbh37x6uXbsm9EjkNaBSX48LZJ86p8mqVavw9u1bmJiYCKODgez/eLVr1wYA/PLLLxqvA3HixAnhm7tqx9fWmTNnCtxpb926hdu3bwOA2gj1nKeSqebnlJKSgqVLlxZYQ87zszds2IDdu3cDKNyASpWCrtyZ81LPeb2h6ZO+XqO81K1bVzjLYsOGDaKuNaGi2neePn2a56mVixYtApA9Rkd1ynRh9O7dG3Z2dsjIyBCufZIXhUKR5yC9vHh5eQm9Ed999x2uXr2a57JRUVHCYN7y5ctj0qRJhXqsnFRjCZKSkvJcRp/vI5raBd7PPqYrVX1hYWEat/fJkyeFIGdIVIE0MDAQK1euBJD3gErgf89T0zYAoPEaQDlpsw8V5KMNES9evMj3R/VG0qFDBxgZGeHVq1cYM2aM8I0oPT0d+/fvh4eHR74Df1Rq1qwpfOvy9vZGTEwMjI2N0b9/f43L6+txbW1tsXPnTsyYMUMYzJWSkoJly5YJ4eLLL7/MNQDzxx9/BACEhoZi+PDhiIqKApA9gGn37t348ssvAWSPIO/Ro0eBdeT05ZdfolmzZliyZAmuXr2K9PR0YV58fDxWr16NPn36QKFQwMTERLggDpB9DFp1vYRvvvlG7UI9ly9fRo8ePbT+EPD09IRUKkVYWBgSExMLPaBSZe/evejcuTM2bdokvE5A9rH4nBfzat68eZ5vBvqkz9coL7/88otw86jp06fDw8MDR48eVXszUigUePDgAX777TecOHFCYztNmzYVAuz06dOxbt06YWBjfHw8Jk6ciAMHDgDIPtVTzL03VJfFBrK31YABA/DPP/8IPR8KhQL//vsvfH190aJFCxw/frxQ7VtYWMDPzw9lypRBcnIyunfvDh8fHzx+/FhY5vnz5/j999/RoUMHxMTEwNLSEhs2bBB1ATIVVY/ZvXv3hEML79LX+8i7PsQ+pouOHTsCyL6Gy7fffisMAk5NTcWmTZvg5eVVqFNyP5TGjRujUaNGSE9P1+rwquo02KVLlyIgIEC4TLjqjrL79+/P9z1HtQ/t2bOn0KeJq3y0Z2eoBoflpV69eggODka1atUwceJErFixAocOHcKhQ4dga2uLt2/fIiMjA1WqVMEPP/yAMWPGFPiYgwYNwrVr14TT2tq1a4cKFSrkWZ8+Hrd+/fr49NNP8dtvv2HdunWws7NDSkqK0LvQrl07ITDk1KVLFyxcuBA//PADAgMDERgYCDs7O7x9+1b40HdxccHmzZsLPQDM1NQUDx48wKJFi7Bo0SIYGRkJzy3nt3obGxusWrVK7XCPkZERli5diqFDh+Lu3bto166d0E375s0bWFlZYceOHbku3KVJ6dKl0bt3b6EXQsyASiC7K/DSpUvCG7lUKoWVlRUSExOFD6qKFSti1apVhW5bDH2+RnkxNzfHgQMHMGfOHGzYsAFnzpwRTle2srKCubk5UlJS1AJiy5YthcFsOfn6+uLFixcICQnB9OnT8f3338Pa2hpJSUnCt8gJEyYI39LEGDJkCNLS0vDdd9/h5MmTOHnypLCdUlJS1Eb3a3vVyZxq166NU6dOYdSoUbh27RoWL16MxYsXw9LSEiYmJmp3o61WrRrWr1+v81gINzc31KhRA/fv30fnzp0hk8mEb5YLFixA79699fr+ldOH2Md00bZtW/Tt2xd79+7Fhg0bsGHDBtjZ2eH169fIyspCo0aNMGTIEEyfPr1I6svPqFGjMHHiRADIc0Clyg8//IBz587h2bNnwqExS0tLYX+bM2cOTp8+nedh6ZEjR+LixYsICAjA0aNHUa5cORgbG6NSpUo4duyYVvV+tD0RhfHjjz/i999/R9OmTYWLM1WtWhVTp05FUFBQnkHgXf369RNOuwHyPpSh78edN28eNm7ciBYtWkCpVMLMzAz169fHzz//jL179+b57W78+PE4e/YsBgwYgMqVK+Pt27cwNzdHs2bNsGjRIpw9e7bAU0g1+eeff7BlyxahR6J06dLC+dvly5eHm5sbZs+ejf/+978a34S6dOmCI0eOoHPnzrCzs0NmZiZKly4NT09PnDt3Thj4p40+ffoIv4sdUNmtWzf8/vvv8PT0RL169WBra4vk5GRYW1ujadOmmDVrFkJDQ/O9RoG+6fM1youZmRl+/vlnXL16FTNnzkTr1q1RsWJFZGZmIjU1FaVLl0br1q3h7e2N4OBgHD16VOMHp52dHQICAuDr6ws3NzdYW1sjNTUV9vb26NWrFw4dOoT58+frXO+oUaNw5coVTJgwAfXq1YNUKkVSUhKsrKzQuHFj/Oc//8GBAwfQr18/Ue1/8sknOHPmDLZv344BAwbgk08+EU6hrFy5Mnr06IG1a9fi0qVLehlMaWJigoMHD2L48OGoUqUK3rx5g+joaOF6CCr6eh9514fYx3Tx559/wsfHB3Xr1oVUKoVCoYCLiwvmzp2L48ePC2OuDE3v3r2FIFvQVXOdnJxw9uxZDBs2THgvNjc3R+fOnbFv3z6NF+nKaeDAgfjjjz/QsmVLWFhYIC4uDtHR0QUOdM5J8v838CD6KE2bNg1//vknmjdvnmeXOxHRh3Lw4EF4eXnBwsICd+/e/SCHQHXBngj6aCUnJwtnyejSVU5EpC+qgcp9+/Y1+AABMETQR0oul+O7775DcnIyKleuLGpAJRGRPm3evBkhISEwMjLC+PHji7ocrXy0Ayvp47RmzRqsXbsWCQkJePv2LYDsu0O+eyEaIqIP4cqVKxg1ahSSk5OFs5tGjx6d55VMDQ1DBH1UkpKSEB0dDXNzc9SvXx/e3t5FNoKciCgtLQ3R0dEwNjaGs7MzBg8ejKlTpxZ1WVrjwEoiIiIShWMiiIiISBSGCCIiIhKFIYKIiIhE4cBKLfz1118IDQ3F9evXERYWhvT0dKxevRqenp46t63NecC3b98WrlNPRERkKBgitLBgwQJER0ejTJkysLe3R3R0tN7anjFjhsbpkZGR2L17N2rXrs0AQUREBokhQgu+vr6oWrUqnJyc8OuvvxZ4e9XCmDlzpsbp06ZNAwDhlstERESGhmMitNCuXTs4OTlpvfzz588xc+ZMNG7cGOXLl0fVqlUxbNgwhIWFabV+Wloa9uzZAzMzswJv0kVERFRU2BOhZ5GRkejRoweePHmCDh06oHv37nj+/DkOHTqEM2fO4ODBg/j000/zbePQoUNITExE7969UbZs2Q9UORERUeEwROjZ119/jbi4OOzduxfu7u7C9GnTpqF9+/aYOHEiLly4kG8bW7duBQAMHz78vdZKRESkCx7O0KMbN27g0qVLGDx4sFqAAIDq1atj+PDhCAsLy/ewRlRUFM6fP4/KlSujffv277tkIiIi0dgToUf//PMPgOwxET4+Prnm379/X/jXxcVFYxvbtm2DUqmEp6cnjIyY8YiIyHAxROjRq1evAADHjx/H8ePH81wuNTVV43SFQoGdO3fCyMiIZ2UQEZHBY4jQIxsbGwDAkiVL8J///KfQ6586dQpPnjyBu7s7HB0d9V0eERGRXrG/XI9UZ11cuXJF1PocUElERMUJQ4QeNW3aFJ9++in8/f2xb9++XPMVCgWCg4M1rpuQkIBjx46hbNmy6Nq16/sulYiISGc8nKEFPz8/hIaGAoBwZsXWrVuFQNCyZUuh92D9+vXo2bMnRo0ahbVr16Jhw4YwNzdHTEwMrly5goSEBMTHx+d6jJ07dyIjIwMDBw6EmZnZB3pmRERE4kkSExOVRV2EoRs7dix27tyZ5/zBgwdj7dq1wt+JiYlYtWoVjhw5gsjISBgbG8Pe3h5NmjRBr1690LNnz1xtfPbZZ/j3339x6dIl1KpV6708DyIiIn1iiCAiIiJROCaCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIKEbS0tLw8OFDpKWlFXUp9B5w+5Zs3L4l28e6fRkiipmsrKyiLoHeI27fko3bt2T7GLcvQwQRERGJwhBBREREojBEEBERkSgMEURERCQKQwQRERGJwhBBREREojBEEBERkSgMEURERCQKQwQRERGJwhBBREREojBEEBERkSgMEURERCQKQwQRERGJwhBBREREopgUdQFERERFKSEhASkpKTq1IZfLERsbi6ysLEilUp3asrGxQdmyZXVq40NhiCAioo9WQkICvpw6FS/T03VqR6FQICMjA6ampjAy0q2Tv7SZGdYvW1YsggRDBBERfbRSUlLwMj0dUm9vmFeuLLodhUKBNLkc5lKpTiEiLSYGL5cvR0pKCkOEWH/99RdCQ0Nx/fp1hIWFIT09HatXr4anp6fWbYSGhuLw4cMIDg7G48eP8ebNGzg5OaFbt26YMmUKZDLZ+3sCRERUrJhXrgzLatVEr69QKCB5+xYWFhY690TIdVr7wzLIELFgwQJER0ejTJkysLe3R3R0dKHb8PLywosXL9CiRQsMGjQIEokEwcHB+O2333Dw4EGcOHEC5cuXfw/VExERfRwM8uwMX19f3Lx5ExERERg1apSoNsaNG4fbt28jMDAQPj4+WLRoEf7++2+MHj0aUVFRWLJkiZ6rJiIi+rgYZIho164dnJycdGpj8uTJqFixoto0iUSCadOmAQBCQkJ0ap+IiOhjZ5Ah4n0yNTUFABgbGxdxJURERMWbQY6JeJ+2bdsGAOjQoYNWy6elpb3Pcgol/f9PQUrX8VQkMkzcviUbt69hksvlUCgUwo9YqnV1aUO1vkKhgFwu1+nzx9zcXKc6tPVRhYibN29i8eLFKFeuHCZNmqTVOk+fPkVWVtZ7rqxw4uPji7oEeo+4fUs2bl/DEhsbi4yMDKTJ5ZC8fatze3K5budWpMnlyMjIQGxsrOgec2NjY1StWlWnOrT10YSIqKgoDBw4EFlZWdiwYQPKlCmj1XoODg7vuTLtpaenIz4+Hvb29jAzMyvqckjPuH1LNm5fw5SVlQVTU1OYS6WwsLAQ3Y6q90Cq43UilFIp5KamqFixIhwdHUW386F8FCEiKioKPXr0wIsXL+Dn54c2bdpove6H6hIqDDMzM4Osi/SD27dk4/Y1LKoPfdWPrnRtR7W+VCotFvtJiQ8RqgARHx+PzZs3o0uXLkVdEhERUYlQos/OyBkgNm7ciO7duxd1SURERCVGse+JePHiBV68eIEyZcqojXNQBYi4uDhs3LgRPXv2LMIqiYiISh6DDBF+fn4IDQ0FAISFhQEAtm7diuDgYABAy5YtMXz4cADAunXrsHjxYsyYMQMzZ84U2ujZsydiYmLQrFkz3LlzB3fu3Mn1ODmXJyIiosIxyBARGhqKnTt3qk27ePEiLl68KPytChF5Ud1v48qVK7hy5YrGZRgiiIiIxDPIELF27VqsXbtWq2VnzpypMQwkJibquSoiIiLKqUQPrCQiIqL3hyGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUgwwRf/31FyZPnox27dqhfPnykMlk2L59e6HbUSgU+OOPP9CqVStUqFAB1apVw+jRoxEVFaX/oomIiD4yJkVdgCYLFixAdHQ0ypQpA3t7e0RHR4tqZ/LkyfDz80OdOnXw1VdfITY2FgcOHMCZM2dw6tQpVKtWTc+VExERfTwMsifC19cXN2/eREREBEaNGiWqjaCgIPj5+aFVq1b4+++/MW/ePKxbtw7bt2/Hq1evMG3aND1XTURE9HExyJ6Idu3a6dyGn58fAGDWrFkwMzMTpn/++edwc3PDmTNnEB0dDUdHR50fi4iI6GNkkD0R+hAcHAwrKyu0aNEi1zx3d3cAQEhIyIcui4iIqMQwyJ4IXaWmpiIuLg4uLi4wNjbONb9q1aoAgIiIiALbSktL03t9YqWnp6v9SyULt2/Jxu1rmORyORQKhfAjlmpdXdpQra9QKCCXy3X6/DE3N9epDm2VyBCRnJwMALC1tdU4XzVdtVx+nj59iqysLP0Vpwfx8fFFXQK9R9y+JRu3r2GJjY1FRkYG0uRySN6+1bk9uVyu0/ppcjkyMjIQGxur8UuwNoyNjYUvy+9biQwR+uTg4FDUJQjS09MRHx8Pe3t7tXEeVDJw+5Zs3L6GKSsrC6ampjCXSmFhYSG6HVXvgVQqhZGR+JECSqkUclNTVKxYsViM2SuRIaKgnoaCeipy+lBdQoVhZmZmkHWRfnD7lmzcvoZF9aGv+tGVru2o1pdKpcViPymRAyutrKxQoUIFPHr0SOOhiIcPHwIArxNBRESkgxIZIgDA1dUVqampuHjxYq55p0+fBgC0atXqQ5dFRERUYhT7EPHixQuEh4fjxYsXatO9vLwAAAsXLlQbDX3y5EkEBwejQ4cOcHJy+qC1EhERlSQGOSbCz88PoaGhAICwsDAAwNatWxEcHAwAaNmyJYYPHw4AWLduHRYvXowZM2Zg5syZQhtt2rTB8OHD4efnh7Zt26JTp06Ii4vD/v37UapUKSxZsuQDPysiIqKSxSBDRGhoKHbu3Kk27eLFi2qHJlQhIj8rVqyAi4sLtmzZgt9//x1WVlbo0aMHZs+ejU8++UTvdRMREX1MDDJErF27FmvXrtVq2ZkzZ6r1QORkZGSEr7/+Gl9//bU+yyMiIiKUgDERREREVDQYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlFEhYiQkBBER0fnu0xMTAxCQkJEFUVERESGT1SI6NmzJ3bs2JHvMrt27ULPnj1FFUVERESGT1SIUCqVBS6jUCggkUjENE9ERETFwHsbExEREQFbW9v31TwREREVMRNtFxw/frza34GBgXj8+HGu5bKysvDkyRNcuHABHTt21L1CIiIiMkhah4icYyAkEglu3bqFW7duaVxWIpGgSZMm8PHx0b1CIiIiMkhah4gbN24AyB4P0ahRI4wdOxZff/11ruWMjY0hk8lgZWWlvyqJiIjI4GgdIpycnITfV69ejQYNGqhNIyIioo+L1iEipyFDhui7DiIiIipmRIUIlbS0NFy9ehVxcXGQy+Ualxk8eLAuD0FEREQGSnSI+PPPP7Fw4UIkJydrnK9UKiGRSBgiiIiISihR14kICAjA9OnTUalSJcyfPx9KpRLdunXDnDlz0LFjRyiVSvTq1QurVq3Sd71ERERkIESFiLVr16JcuXI4efKkcP2I+vXrY/Lkydi9ezfWrVuHwMBAODo66rVYIiIiMhyiQsSdO3fQtWtXWFpaCtOysrKE3/v37482bdpgyZIluldIREREBklUiMjMzETZsmWFvy0sLJCUlKS2TL169YRrSxAREVHJIypEVKhQAXFxccLfjo6OuHnzptoy0dHRMDERf/LH1atX0b9/fzg5OcHBwQEdO3bE/v37C9VGbGwsZsyYgc8++wwODg6oUaMGunTpgl27dqn1nBAREVHhifqUb9KkiVovg7u7O37//XcsX74cXbt2xcWLF3Ho0CG0a9dOVFFBQUHo27cvzM3N4eHhAWtrawQEBGDkyJGIiYnBhAkTCmwjKioK7u7uePnyJdzd3dGlSxekpKQgMDAQX3/9NYKCgrBmzRpR9REREZHInojevXsjPT0djx49AgB4e3vDwcEBCxYsgKurK7y9vWFlZYV58+YVuu3MzExMmjQJRkZGCAwMxG+//YaFCxciODgY1atXx/z58zXe+Otdvr6+ePHiBRYtWgR/f3/MmzcPy5cvx6VLl1C5cmXs2LFDq3aIiIhIM1EhomfPnrh8+TKqVKkCAChbtiyCg4Px448/YsSIEZgzZw5CQ0NRt27dQrcdFBSEyMhI9OvXDw0aNBCm29nZwdvbG+np6di5c2eB7URFRQEAOnXqpDZdJpOhZcuWAICXL18Wuj4iIiLKptMVK3OSyWSYOHGizu0EBwcDADp06JBrnru7OwAgJCSkwHbq1KmD06dP48SJExg7dqwwPTExERcvXoS9vT1q1aqlc71EREQfK1EhYsWKFfD09ES5cuX0XQ8iIiIAANWqVcs1z97eHtbW1nj48GGB7UycOBHHjh3D999/j9OnT6Nu3brCmAgLCwts27YNFhYWBbaTlpZW+CfxnqSnp6v9SyULt2/Jxu1rmORyORQKhfAjlmpdXdpQra9QKCCXy3X6/DE3N9epDm2JChHz5s3DokWL0KVLF3h5eQk9BPqguoy2ra2txvk2NjZ5Xmo7p/Lly+PkyZP4z3/+g5MnT+LUqVMAsk9HHTlyJOrVq6dVPU+fPjW4Mzni4+OLugR6j7h9SzZuX8MSGxuLjIwMpMnlkLx9q3N7ed1HSltpcjkyMjIQGxsLY2NjUW0YGxujatWqOtWhLVEhYuXKlfDz88OhQ4dw+PBhVKpUCcOGDYOnpycqVaqk7xpFefjwIQYNGgQrKyscPXoU9evXR1JSEnbv3o0FCxbgzJkzOHr0aIEbycHB4QNVXLD09HTEx8fD3t4eZmZmRV0O6Rm3b8nG7WuYsrKyYGpqCnOpVKve6byoeg+kUimMjEQNNwQAKKVSyE1NUbFixWJx1WdRIWLYsGEYNmwY7t27hy1btmD37t3w8fHBkiVL4O7uDi8vL3Tp0kXUC6nqgcirtyElJQUymazAdsaNG4fo6Ghcv34d9vb2AABra2tMmTIFz549w9q1a7F3714MGDAg33Y+VJdQYZiZmRlkXaQf3L4lG7evYVF96Kt+dKVrO6r1pVJpsdhPdHrFateuDR8fH9y7dw8bNmyAm5sbTp48iaFDh6Ju3bpYsGCBcJaEtlRjIVRjI3KKj4/H69evC+ymSUlJwcWLF1GzZk0hQOTUunVrAMh1gSwiIiLSnu6xC4CpqSk8PDxw4MABHDt2TLii5bJly9C0aVP0798f//zzj1Ztubq6AgDOnDmTa97p06fVlslLRkYGAODFixca5yckJADITqBEREQkjl5ChFKpxIkTJ+Dp6YkePXogNjYWjo6O+Pbbb9GxY0ecPn0anTt31ur6Dm3btoWzszP8/f3VegqSkpKwfPlymJmZYdCgQcL0uLg4hIeHq927o3Tp0qhRowZiYmLg5+en1n5iYqJwi3JVjwQREREVnk7XiYiOjsbWrVuxY8cOPH36FEZGRujUqRNGjhyJjh07QiKRAADu3buHgQMHYsmSJRg8eHD+BZmYYOXKlejbty+6d++udtnr6OhozJ8/X7jIFZB9psjOnTuxevVqeHp6CtMXLVqEwYMHY+LEidi7dy8aNGiAxMREHD16FAkJCejVq5foy3ITERGRyBBx8OBB+Pn54dy5c1AoFHBwcMD06dMxfPhwjWcz1K5dGwMHDsTy5cu1ar9NmzY4duwYfHx8sH//fmRkZMDFxQXz5s2Dh4eHVm18/vnnOHHiBFauXImLFy8iJCQE5ubmqFmzJqZPn47Ro0cX6jkTERGROlEhYsSIETAyMoK7uztGjhyJzp07FzgatWbNmmjRooXWj9G0aVP4+/sXuNzatWuxdu1ajfOaNGmCzZs3a/2YREREpD1RIWLq1Knw8vIq1Dms/fr1Q79+/cQ8HBERERkgUSHihx9+0HcdREREVMzo5ewMIiIi+vho1RPRsGFDSCQSHDhwAM7OzmjYsKFWjUskEly/fl2X+oiIiMhAaRUiFAqFcLqmpr/zolQqxVdGREREBk2rEHHr1q18/yYiIqKPj9ZjIn7//Xf897//fZ+1EBERUTGidYiYOXMmTp06pTZt06ZNaNOmjd6LIiIiIsOn09kZ8fHxuH37tr5qISIiomKEp3gSERGRKAwRREREJApDBBEREYlSqMtev3nzBs+fPxf+Tk1NBQAkJCTkeU2IcuXK6VAeEVHRS0hIQEpKik5tyOVyxMbGIisrC1KpVKe2bGxsULZsWZ3aINKHQoUIX19f+Pr6qk1TKpWoWbOmxuUlEglevHghvjoioiKWkJCAL6dOxcv0dJ3aUSgUyMjIgKmpaYF3PS5IaTMzrF+2jEGCipzWIaJVq1ZaXaWSiKgkSUlJwcv0dEi9vWFeubLodhQKBdLkcphLpTqFiLSYGLxcvhwpKSkMEVTktA4RgYGB77MOIiKDZl65MiyrVRO9vkKhgOTtW1hYWOjcEyHXaW0i/eHASiIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISJRCXfb6XWlpabh69Sri4uIgl2u+/MngwYN1eQgiIiIyUKJDxJ9//omFCxciOTlZ43ylUgmJRMIQQUREVEKJOpwREBCA6dOno1KlSpg/fz6USiW6deuGOXPmoGPHjlAqlejVqxdWrVql73qJiIjIQIgKEWvXrkW5cuVw8uRJjB8/HgBQv359TJ48Gbt378a6desQGBgIR0dHvRZLREREhkNUiLhz5w66du0KS0tLYVpWVpbwe//+/dGmTRssWbJE9wqJiIjIIIkKEZmZmWq3oLWwsEBSUpLaMvXq1cONGzd0q46IiIgMlqgQUaFCBcTFxQl/Ozo64ubNm2rLREdHw8REp5M/iIiIyICJChFNmjRR62Vwd3fHpUuXsHz5cty9exebNm3CoUOH0KRJE70VSkRERIZFVIjo3bs30tPT8ejRIwCAt7c3HBwcsGDBAri6usLb2xtWVlaYN2+eXoslIiIiwyHqeEPPnj3Rs2dP4e+yZcsiODgYfn5+iIqKgqOjIwYOHAgHBwe9FUpERESGRW+DFmQyGSZOnKiv5oiIiMjA8d4ZREREJIrongilUonAwEDcvn0bcXFxyMjIyLWMRCLhVSuJiIhKKFEh4uHDhxg4cCAiIiKgVCrzXI4hgoiIqOQSFSK+/fZbPHjwAKNHj0bfvn1RoUIFGBsb67s2IiIiMmCiQkRoaCi6du2KpUuX6rseIiIiKiZEDay0trZG1apV9V0LERERFSOiQkT79u1x+fJlfddCRERExYioEPHTTz8hNjYWs2fPRlpamr5rIiIiomJA1JiIChUqYN++ffj888+xZcsWVK1aFTY2NrmWk0gkCAgI0LlIIiIiMjyiQsSNGzfwxRdfCLf/zuuW3xKJRHxlREREZNBEhYiZM2ciKSkJ8+bN4ymeREREHynRPREeHh68VwbR/0tISEBKSopObcjlcsTGxiIrKwtSqVSntmxsbFC2bFmd2iAiKoioEGFjY4Ny5crpuxaiYikhIQFfTp2Kl+npOrWjUCiQkZEBU1NTGBnpdlub0mZmWL9sGYMEEb1XokJEt27dEBQUBIVCofObXV6uXr0KHx8fXLp0CZmZmXBxccH48ePxxRdfFKqd58+fY/ny5Th+/DiePHkCS0tLVK9eHYMGDcLo0aPfS+30cUlJScHL9HRIvb1hXrmy6HYUCgXS5HKYS6U6/b9Ki4nBy+XLkZKSwhBBRO+VqBDx448/4osvvsCYMWMwf/58ODg46LWooKAg9O3bF+bm5vDw8IC1tTUCAgIwcuRIxMTEYMKECVq1c/PmTXh4eCAxMRGdOnVC79698fr1a4SHh+PYsWMMEaRX5pUrw7JaNdHrKxQKSN6+hYWFhc7hXK7T2kRE2hEVIlq3bo2MjAxcu3YN+/fvh0wmy/MUz+vXrxeq7czMTEyaNAlGRkYIDAxEgwYNAADTp0+Hu7s75s+fj969e8PJySnfdpKTkzFkyBAAwLlz51CvXr1cj0NERETiifq6o1AoYGJigsqVK6Ny5cqwtraGUqnM9aNQKArddlBQECIjI9GvXz8hQACAnZ0dvL29kZ6ejp07dxbYzoYNGxATE4O5c+fmChAAYGIi+i7oREREBJE9Ebdu3dJ3HYLg4GAAQIcOHXLNc3d3BwCEhIQU2M6+ffsgkUjQq1cv3L9/H2fOnEFaWhpq1KiBjh07wszMTL+FExERfWQM7ut4REQEAKCahmPL9vb2sLa2xsOHD/NtIz09HWFhYShbtizWrVsHHx8ftV4RZ2dnbN++HXXr1i2wHkO6rHf6/4/+T9fxLADSL7lcDoVCIfyIpVpXlzZU6ysUCsjlcoPaf4srbt+SraRuX3Nzc53q0JbBhYjk5GQAgK2trcb5NjY2wjJ5efXqFbKysvDy5UssWbIE8+bNw6BBg5CRkYFNmzZh6dKlGDRoEK5cuVLgC/306VNkZWWJezLvSXx8fFGXQDnExsYiIyMDaXI5JG/f6tyeXK7bsMg0uRwZGRmIjY3lReD0gNu3ZCuJ29fY2PiD3WlbpxBx+fJlnDt3DnFxcRpfOIlEglWrVunyEKKokmBWVhbGjBmjdjbHrFmz8ODBA+zfvx8HDx7EwIED821L32ee6CI9PR3x8fGwt7fn4RgDkpWVBVNTU5hLpbCwsBDdjurbh1THUzyVUinkpqaoWLEiHB0dRbdD2bh9SzZuX92IChGZmZkYPXo0Dh06BKVSCYlEAqVSKcxX/S0mRKh6IPLqbUhJSYFMJtOqDQDo2rVrrvldu3bF/v37ce3atQJDxIfqEioMMzMzg6zrY6V601D96ErXdlTrS6VS7id6wO1bsnH76kbUM121ahUCAgLg6emJs2fPQqlUYuzYsTh58iTmzZsHOzs79OnTB9euXSt026qxEKqxETnFx8fj9evXBXbTWFlZCT0IdnZ2uearpvF4IhERkXiiQsTu3btRp04d+Pr6olGjRgCyP5g//fRTTJw4EUeOHMHx48dx5syZQrft6uoKABrXPX36tNoy+WndujUA4N9//801TzWtoGtNEBERUd5EhYjIyEi4ubkJf0skEmRkZAh/16lTB126dMGGDRsK3Xbbtm3h7OwMf39/3Lx5U5ielJSE5cuXw8zMDIMGDRKmx8XFITw8XLgtucqoUaMAACtWrEBiYqIwPT4+Hr///juMjIzQq1evQtdHRERE2USFCFNTU1haWgp/W1tbIyEhQW0ZR0fHAk/F1MTExAQrV66EQqFA9+7dMWnSJMyaNQtubm548OABZs+ejSpVqgjLz5s3D82bN8fhw4fV2vnss88wfvx43L17F25ubvj2228xadIkuLm54enTp/jhhx9QvXr1QtdHRERE2UQNrKxcuTKePHki/F2jRg1cuHBBGEwJAFeuXEGpUqVEFdWmTRscO3YMPj4+2L9/PzIyMuDi4oJ58+bBw8ND63YWLlwIFxcXrF+/Hjt27IBEIkGDBg2wfPly9OzZU1RtRERElE1UiHB1dcWRI0eE0PDFF19g9uzZGDhwID7//HNcvHgRFy9exNChQ0UX1rRpU/j7+xe43Nq1a7F27do853t6esLT01N0HURERKSZqBDh6emJrKwsPH36FJUqVcJXX32F4OBgHD9+HCdPngSQHQJ+/PFHfdZKREREBkRUiGjUqJFwVgaQPUZi165duHbtGiIjI+Ho6IimTZvq5ZxbIiIiMkx6vex148aN0bhxY302SURERAaKXQVEREQkilY9EePHjxfVeFHdO4OIiIjeP61CxI4dO0Q1zhBBRERUcmkVIm7cuPG+6yAiIqJiRqsQwXtMEBER0bs4sJKIiIhE0fkUz5iYGMTFxUEul2ucr80dN4mIiKj4ER0ijh49ijlz5iAiIiLf5V6+fCn2IYiIiMiAiTqccf78eQwdOhSpqakYM2YMlEolWrVqhREjRqB27dpQKpXo1KkTpk+fru96iYiIyECIChErVqyAlZUVzp07h8WLFwMAWrdujeXLl+PChQuYPXs2goKC0K1bN70WS0RERIZDVIi4evUqunfvjvLlywvTFAqF8Lu3tzcaNGiARYsW6V4hERERGSRRIeLt27dwcHAQ/pZKpUhJSVFb5tNPP8WlS5d0q46IiIgMlqgQUb58eSQkJAh/V6xYEffu3VNb5uXLl8jKytKtOiIiIjJYokJEvXr1cPfuXeHv1q1b4/z58/D390dqaipOnz6NAwcOoG7dunorlIiIiAyLqBDRtWtX3Lp1C48fPwaQPQbCysoK//nPf+Do6Ij+/fsjMzMTP/zwg16LJSIiIsMh6joRw4YNw7Bhw4S/nZ2dcfbsWaxevRpRUVFwdHTEyJEj0aBBA70VSkRERIZF5ytWqnzyySdYunSpvpojIiIiAyfqcMb48eNx5MiRfJc5duwYxo8fL6ooIiIiMnyiQsSOHTtw69atfJe5ffs2du7cKaooIiIiMnzv7S6eaWlpMDHR29ESIiIiMjCiP+UlEonG6UqlEjExMTh16hQqVKggujAiIiIybFqHiFKlSqkFh59//hk///xznssrlUpMnjxZp+KIiIjIcGkdIlq1aiWEiJCQEFSuXBlOTk65ljM2NkapUqXQpk0beHl56a9SIiIiMihah4jAwEDh91KlSsHT0xMzZsx4L0URERGR4RM1JmL16tWwt7fXdy1ERERUjIg6O2PSpEk4deqUvmshIiKiYkRUiLC3t0dmZqa+ayEiIqJiRPQNuM6dOwe5XK7veoiIiKiYEBUifvjhB1haWmLYsGFqtwQnIiKij4eogZVt2rRBeno6bt26hVOnTsHc3Bxly5bNdQEqiUSC69ev66NOIiIiMjCiQoRCoYCpqSkqV66sNl2pVOb7NxEREZUcokJEQTffIiIiopLvvd2Ai4iIiEo2nW6z+fTpU8THxwPIPu3TwcFBL0URERGR4St0iHj9+jV8fX2xfft2PH36VG2eg4MDhg4dim+++QbW1tZ6K5KIiIgMT6FCRGRkJPr164fIyEgolUpUrFgRlSpVAgA8efIET548wZIlS+Dv7w9/f384Ozu/j5qJiIjIAGg9JkIul2PAgAF4+PAh+vXrh8uXLyMsLAwnT57EyZMnERYWhsuXL6Nfv36IiIjAgAEDeDEqIiKiEkzrELFhwwY8ePAAM2bMwLp161CjRo1cy9SoUQPr1q3DzJkzcf/+fWzcuFGvxRIREZHh0DpEHDp0CFWrVtXq9t/Tpk1DtWrVcPDgQZ2KIyIiIsOldYi4d+8eOnTokOuqlJpIJBK0b98e//77r07FERERkeHSOkS8efMGtra2Wjdsa2uLN2/eiCqKiIiIDJ/WIaJcuXJ4+PCh1g1HRkaibNmyoooiIiIiw6d1iGjWrBlOnTolXFwqP/Hx8Thx4gQ+++wznYojIiIiw6X1dSJGjhyJAwcOYOjQodi1axfKlCmjcbmXL19i6NChePPmDby8vPRWaHGXkJCAlJQUndqQy+WIjY1FVlYWpFKpTm3Z2Niwp4iIiHSidYho06YNvLy8sGXLFjRv3hwjR45E69athTt5xsTEICgoCFu2bMGLFy8wbNgwtG3b9r0VXpwkJCTgy6lT8TI9Xad2FAoFMjIyYGpqCiMj3W57UtrMDOuXLWOQICIi0Qp1xcply5bBxsYGa9aswfLly7F8+XK1+UqlEkZGRhg3bhx++uknnQq7evUqfHx8cOnSJWRmZsLFxQXjx4/HF198Iaq9xMREtGzZErGxsXB3d8fevXt1qq8wUlJS8DI9HVJvb5i/c/v0wlAoFEiTy2EuleoUItJiYvBy+XKkpKQwRBARkWiFChHGxsaYP38+RowYgR07duDy5ct49uwZAKB8+fL47LPPMGjQIFSvXl2nooKCgtC3b1+Ym5vDw8MD1tbWCAgIwMiRIxETE4MJEyYUus1p06YhOTlZp7p0ZV65MiyrVRO9vkKhgOTtW1hYWOjcE8FriRIRka5E3cWzWrVqmD17tr5rAQBkZmZi0qRJMDIyQmBgIBo0aAAAmD59Otzd3TF//nz07t0bTk5OWrd58OBB7NmzB7/88gumTZv2XuomIiL62Oj2dfY9CAoKEm70pQoQAGBnZwdvb2+kp6dj586dWreXkJCAqVOnYuDAgejUqdP7KJmIiOijZHAhIjg4GADQoUOHXPPc3d0BACEhIVq3N2XKFBgbG2Px4sX6KZCIiIgAiDyc8T5FREQAyD5k8i57e3tYW1trfdGrv/76C4cOHcL27dshk8mQlJRU6HrS0tIKvc675HI5FAqF8COWal1d2lCtr1AoIJfL9fL8PnbcviUbt2/JVlK3r7m5uU51aMvgQoRq8GNel9i2sbHRaoBkbGwsZsyYgX79+qF79+6i63n69CmysrJEr6+qJSMjA2lyOSRv3+rUFgCdb7GeJpcjIyMDsbGxMDY21rmejx23b8nG7VuylcTta2xsjKpVq+pUh7YMLkToy8SJE2FqaqrzYQwHBweda8nKyoKpqSnMpVJYWFiIbkeVTqU6nuKplEohNzVFxYoV4ejoKLodysbtW7Jx+5Zs3L66MbgQoeqByKu3ISUlBTKZLN82duzYgZMnT2LLli15XllTW/roElLtVKofXenajmp9qVT6wbq8SjJu35KN27dk4/bVjcENrFSNhVCNjcgpPj4er1+/LrCb5ubNmwAALy8vyGQy4adhw4YAgNOnT0Mmk8HNzU3P1RMREX08DK4nwtXVFcuXL8eZM2fQt29ftXmnT58WlslP8+bNkZqammt6amoq9u3bh0qVKqFDhw7CJbuJiIio8AwuRLRt2xbOzs7w9/fHV199JVwrIikpCcuXL4eZmRkGDRokLB8XF4fk5GTY29vDzs4OAODh4QEPD49cbT969Aj79u1D7dq14evr+2GeEBERUQllcIczTExMsHLlSigUCnTv3h2TJk3CrFmz4ObmhgcPHmD27NmoUqWKsPy8efPQvHlzHD58uAirJiIi+vgYXE8EkH3H0GPHjsHHxwf79+9HRkYGXFxcMG/ePI09DERERPThGWSIAICmTZvC39+/wOXWrl2LtWvXatVmlSpVkJiYqGNlREREBBjg4QwiIiIqHhgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEYYggIiIiURgiiIiISBSGCCIiIhKFIYKIiIhEMdgQcfXqVfTv3x9OTk5wcHBAx44dsX//fq3WVSqVOHnyJLy9vdGqVSs4OTmhYsWKcHV1xbJly5CWlvaeqyciIir5TIq6AE2CgoLQt29fmJubw8PDA9bW1ggICMDIkSMRExODCRMm5Lu+XC5H//79IZVK4ebmBnd3d6SlpeHMmTOYP38+AgMDcfjwYVhaWn6gZ0RERFTyGFyIyMzMxKRJk2BkZITAwEA0aNAAADB9+nS4u7tj/vz56N27N5ycnPJsw9jYGD/88AO+/PJLyGQyYXpGRgaGDRuGY8eOYf369Zg4ceL7fjpEREQllsEdzggKCkJkZCT69esnBAgAsLOzg7e3N9LT07Fz58582zA1NcW3336rFiBU0729vQEAISEheq+diIjoY2JwISI4OBgA0KFDh1zz3N3dAegWAExNTQFk91YQERGReAZ3OCMiIgIAUK1atVzz7O3tYW1tjYcPH4puf9u2bQA0hxRN9DEIUy6XQ6FQCD9iqdbVpQ3V+gqFAnK5nINM9YDbt2Tj9i3ZSur2NTc316kObRlciEhOTgYA2NraapxvY2MjLFNYJ0+exKZNm1CrVi0MGzZMq3WePn2KrKwsUY+nEhsbi4yMDKTJ5ZC8fatTW0D2Tq+LNLkcGRkZiI2NZY+MHnD7lmzcviVbSdy+xsbGqFq1qk51aMvgQsT7cvXqVYwaNQq2trbYvHkzpFKpVus5ODjo/NhZWVkwNTWFuVQKCwsL0e2o0qlUKoWRkfgjUUqpFHJTU1SsWBGOjo6i26Fs3L4lG7dvycbtqxuDCxGqHoi8ehtSUlJyDZgsyLVr1/DFF19AIpFg3759qFOnjtbr6qNLSLVTqX50pWs7qvWlUukH6/Iqybh9SzZu35KN21c3BjewUjUWQjU2Iqf4+Hi8fv26UN00165dQ58+faBUKrFv3z40adJEb7USERF9zAwuRLi6ugIAzpw5k2ve6dOn1ZYpiCpAKBQK+Pv749NPP9VfoURERB85gwsRbdu2hbOzM/z9/XHz5k1helJSEpYvXw4zMzMMGjRImB4XF4fw8HAkJSWptXP9+nX06dMHWVlZ2LNnD5o3b/7BngMREdHHwODGRJiYmGDlypXo27cvunfvrnbZ6+joaMyfPx9VqlQRlp83bx527tyJ1atXw9PTEwDw6tUr9OnTB0lJSejYsSPOnj2Ls2fPqj2OnZ0dxo0b90GfGxERUUlicCECANq0aYNjx47Bx8cH+/fvR0ZGBlxcXDBv3jx4eHgUuH5ycjISExMBAKdOncKpU6dyLePo6MgQQUREpAODDBEA0LRpU/j7+xe43Nq1a7F27Vq1aVWqVBFCBBEREb0fBjcmgoiIiIoHhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEYIoiIiEgUhggiIiIShSGCiIiIRGGIICIiIlEMNkRcvXoV/fv3h5OTExwcHNCxY0fs37+/UG3I5XIsXrwYTZo0gb29PWrXro1Jkybh+fPn76lqIiKij4dJURegSVBQEPr27Qtzc3N4eHjA2toaAQEBGDlyJGJiYjBhwoQC21AoFBgyZAhOnz6NZs2aoVevXoiIiICfnx/+/vtvnDp1CmXLlv0Az4aIiKhkMrgQkZmZiUmTJsHIyAiBgYFo0KABAGD69Olwd3fH/Pnz0bt3bzg5OeXbzo4dO3D69Gn069cPf/75JyQSCQBg48aN8Pb2xoIFC7BixYr3/XSIiIhKLIMLEUFBQYiMjISnp6cQIADAzs4O3t7eGDduHHbu3IkZM2bk246fnx8AYM6cOUKAAICRI0di5cqV2LNnD3x8fGBhYfF+nkgORkZGsLOxga2RESyUStHtKJVKmAKwUCoh0aEdEyMjwMYGRkYGezSrWOH2Ldm4fUs2bl/dSBITE8U/2/fgp59+wvLly7Fhwwb07dtXbV58fDxq1aqFNm3aICAgIM820tLS4ODggGrVquHKlSu55k+ZMgWbNm3CkSNH0KpVK70/ByIioo+BwUWdiIgIAEC1atVyzbO3t4e1tTUePnyYbxuRkZFQKBSoWrWqxvmq6arHIiIiosIzuBCRnJwMALC1tdU438bGRlimoDbs7Ow0zle1XVA7RERElDeDCxFERERUPBhciCiolyAlJSXPXop320hKStI4v6DeDiIiIiqYwYUI1VgITeMV4uPj8fr16zzHOqg4OzvDyMgoz7ETqumaxl0QERGRdgwuRLi6ugIAzpw5k2ve6dOn1ZbJi4WFBZo2bYr79+/j8ePHavOUSiXOnj0LKysrNG7cWE9VExERfXwMLkS0bdsWzs7O8Pf3x82bN4XpSUlJWL58OczMzDBo0CBhelxcHMLDw3MduvDy8gKQfcqoMsc5u5s2bUJUVBT69+//Qa4RQUREVFIZ3HUigLwvex0dHY358+erXfZ67Nix2LlzJ1avXg1PT09hukKhQP/+/YXLXru6uuLhw4c4dOgQnJyccPr06WJx2eu//voLoaGhuH79OsLCwpCenp7ruVLx9PTpUxw4cAAnT57E/fv3ER8fj1KlSuGzzz7DpEmT8OmnnxZ1iaSDtLQ0/PTTT7h27RoiIyPx6tUr2NnZ4ZNPPsGwYcMwcOBAmJqaFnWZpEcrVqzAjz/+CAA4efIkmjVrVrQFfQAG1xMBAG3atMGxY8fw2WefYf/+/di4cSPKly+PjRs3anXfDCD7KmQ7duzAd999h4SEBKxZswaXLl3CsGHDcPLkyWIRIABgwYIF2Lx5M6Kjo2Fvb1/U5ZAerVu3Dt9//z2ioqLQvn17fPPNN2jRogWOHDmCTp06Yd++fUVdIukgNTUVGzduhEQiQadOnTB+/Hj06NEDT58+xTfffIOBAwdCoVAUdZmkJ2FhYfDx8YGVlVVRl/JBGWRPBP3PuXPnULVqVTg5OeHXX3/FvHnz2BNRQgQEBKB06dJwc3NTm37hwgX07t0bVlZW+PfffyGVSouoQtKFQqFAZmYmzMzM1KZnZmaiT58+CA4Oxl9//YXOnTsXUYWkLxkZGejYsSNMTU1RtWpV7N69mz0RZBjatWtX4M3GqHjq1atXrgABAK1atULr1q2RmJiIsLCwIqiM9MHIyChXgAAAExMT9OjRAwAKvPouFQ9Lly7FvXv3sGrVKhgbGxd1OR8UQwSRAVIdK//Y3pA+BgqFQjjTzMXFpYirIV1dv34dy5Ytw4wZM1C7du2iLueDM7i7eBJ97KKjo3Hu3DlUqFABdevWLepySEfp6elYtmwZlEolXr16hb///hvh4eHw9PRE27Zti7o80oFcLsfYsWNRv359TJo0qajLKRIMEUQGJCMjA1999RXkcjl+/PFH9kSUAOnp6Vi8eLHwt0QiwYQJEzB37twirIr0YdGiRYiIiMC5c+c+2v+rPJxBZCAUCgXGjRuHCxcuwMvLS+16KFR8WVtbIzExES9fvsSdO3ewdOlS+Pn5oUePHrwJYDF2+fJl+Pr64ttvv/2oD0sxRBAZAIVCgfHjx2PPnj0YMGAAfv3116IuifTMyMgIlSpVwujRo/Hbb7/h4sWLWLZsWVGXRSJkZmZi7NixqFu3LqZMmVLU5RQpHs4gKmKqHohdu3ahX79+WLt2LYyMmO9Lsvbt2wMAgoODi7gSEuP169fC/Z3KlSuncZnPP/8cALBt2zbhbJySiCGCqAjlDBAeHh74448/Ptpjqx+TuLg4AOAVK4spqVSKYcOGaZx34cIFREREoGvXrihbtmyJP0WfIYKoiKgOYezatQt9+vTBunXrGCBKkHv37sHJyQmWlpZq09+8eYNZs2YB+N+3VSpeLCws4Ovrq3He2LFjERERAW9v74/iYlMMEQbOz88PoaGhACBceGjr1q1CN2jLli0xfPjwIquPxFu8eDF27twJa2trVK9eHb/88kuuZbp3744GDRoUQXWkq/3792PNmjVo0aIFnJycYGNjg6dPn+LUqVN4+fIlWrZsiXHjxhV1mUQ6YYgwcKGhodi5c6fatIsXL+LixYvC3wwRxZPqNvWvX7/G0qVLNS7j5OTEEFFMdenSBXFxcbh8+TIuX76M1NRU2Nraom7duujbty+GDh0KExO+BVPxxntnEBERkSgcAk5ERESiMEQQERGRKAwRREREJApDBBEREYnCEEFERESiMEQQERGRKAwRREREJApDBBEREYnCEEFERESiMEQQkdYePXoEmUyGsWPHFnUpRGQAGCKIioDqw7hv375FXUqxEh0djalTp6JJkyawt7dHpUqV0KBBAwwYMAArVqxAampqUZdI9FHh3V+IqFi4desWevTogaSkJLRo0QIdO3aEtbU1YmJicOHCBZw4cQK9evVC1apVi7pUoo8GQwQRFQuzZs1CUlISfv/9dwwaNCjX/MuXL6N06dJFUBnRx4uHM4gMXFJSElasWIFu3bqhdu3aKFeuHGrXro2vvvoKkZGRassuWbIEMpks1+3jVQICAiCTyTB//nxh2qFDhzB69Gg0btwYFStWhJOTE7p27YqDBw/mW9fdu3cxYMAAODk5oVKlSvjiiy9w/fp1jcs+fvwY33zzDerUqYNy5crBxcUF33zzDaKjo7V+Ha5cuQI7OzuNAQIAmjdvDplMpjZt69atGDx4MOrXrw97e3s4OzvDw8MDQUFBasudO3cOMpkMU6dO1dh2ZGQkSpUqBQ8PD2Ha2LFjIZPJ8OjRI7VlDx48iG7duqF69eqwt7dH7dq10bt371yvp0wmQ/fu3bV9+kQGiSGCyMCFh4dj0aJFsLCwQI8ePTB27Fg0atQI/v7+6NChAx4/fiwsO2DAAEgkEuzevVtjW3/99RcAYODAgcK0n376CXfv3kWLFi3w9ddfo3fv3rh//z68vLzwxx9/aGwnKioKnTt3xtu3bzF69Gh07doV58+fR7du3fDPP/+oLfvgwQN06NAB27ZtQ8OGDfHNN9+gfv362LZtG9q3b48HDx5o9TqULl0aqampiI2N1Wp5AJg2bRqeP3+Odu3aYdy4cejcuTOuXLmCPn36IDAwUFiubdu2+OSTT7Bnzx68efMmVzt+fn5QKpXw8vLK9/E2bNgALy8vPHz4ED169MD48ePh7u6OZ8+eqT0eUUnBwxlEBq5mzZr4999/UapUKbXpQUFB6NOnD5YuXYqVK1cCAJydndGiRQsEBQUhLi4OFSpUEJZ/9eoVTp48icaNG6NmzZrC9D179sDZ2Vmt7devX6NTp05YuHAhhg0bBktLS7X5oaGhmDJlCubOnStMGzx4MPr27YuJEyfiwoULwvQpU6YgISEBK1aswIgRI4Tp69evx7fffgtvb28EBAQU+Dr06dMHq1evRpcuXTBq1Ci0bNkS9erVy1VbThcvXsz13OLi4tC+fXvMmTNH6AmQSCQYMWIE5s6diwMHDmDIkCHC8pmZmdi5cyfKlSuHbt265Vujn58fzMzMcP78eZQrV05t3suXLwt8jkTFDXsiiAycnZ1drgABAG3atEHt2rVx7tw5tekDBw5EVlYW/P391abv27cP6enpGDBggNr0dz9kAcDa2hpDhgxBcnIyrl69qrGmd7v+3d3d0bZtW4SFhQmHNaKjo3H+/HnUrl0717f4UaNGoWbNmggKCkJMTExeT18we/ZsDBkyBNHR0Zg7dy46deoER0dHtG3bFr/88gsSExNzraPpuVWoUAE9e/ZERESEWi+Op6cnzMzMsHXrVrXljx8/jri4OAwePBimpqYF1mlqaqpxOY7XoJKIIYKoGDh//jyGDBmCWrVqoWzZspDJZJDJZAgLC0NcXJzasn369IFUKhUOXajs3r0bJiYm6Nevn9r058+f4/vvv0fz5s1RsWJFoe0ffvgBAHK1DwANGjSAtbV1ruktW7YEANy8eRNA9hkVAODq6gqJRKK2rJGREVq1aqW2XH7Mzc2xZs0a3Lp1CytWrMCwYcNQq1Yt3LhxAwsXLoSrqyuioqLU1omKisLEiRPRqFEj2NvbC89t3bp1uZ5b2bJl0bNnT4SGhiI8PFyY7ufnBwAYPnx4gTX27dsXqampaNmyJWbPno0TJ04gOTm5wPWIiiseziAycAcOHMDIkSNhbW2NDh06wMnJCRYWFpBIJNixY0euwYkymQydO3dGQEAA7t27h9q1ayMyMhKXLl1Cp06d1LrZX716hfbt2yMmJgYtWrRA27ZtYWdnB2NjY9y6dQtHjhyBXC7PVVP58uU11qqanpSUBABISUkBgFxd+yr29vZqy2mjUqVKGDFihHBoJDIyEuPHj8eFCxcwc+ZMYVDpw4cP0aFDB6SkpKB169bo0qULbGxsYGRkhODgYISEhOR6biNGjMDevXvh5+eHBQsWIDY2FqdOnYKrqyuqV69eYG0TJkxAqVKlsHHjRqxatQq+vr4wMTFBp06dsGjRIo09I0TFGUMEkYH7+eefYW5ujnPnzqFatWpq8/bt26dxnYEDByIgIAB//fUX5s6dq3FAJZB99kJMTAxmzZqFadOmqc379ddfceTIEY3tP3v2LN/pdnZ2AAAbGxsA2b0d+S2vWk6MTz75BGvWrEGjRo1w/vx5YfqaNWuQmJiIP/74I9fznjJlCkJCQnK11bp1a9SsWRO7du3CnDlzsH37dmRlZRU4oFJFIpFg2LBhGDZsGF6+fIkLFy5g79692L9/Px4+fIiQkBAYGxuLfq5EhoaHM4gMXGRkJGrWrJkrQMTFxeXqvlfp1KkTSpcujT179kChUGDPnj2wsbHJNTBQdYqopgGDoaGhedZ08+ZNvH79Os91GjRoAACoX78+AODChQtQKpVqyyqVSmEApmo5sTQdWsnruSmVSly6dCnPtry8vJCQkIDAwEBs27YNMpkMvXr1KnRNpUuXRo8ePbBp0ya0adMG9+7dw8OHDwvdDpEhY4ggMnCOjo6IjIxU+/aflpYGb29vZGRkaFzH1NQUHh4eiImJwW+//YaIiAj07NkTFhYWudoGss9iyGnPnj04ceJEnjUlJSVh2bJlatNOnz6Nv//+Gy4uLmjUqJHQfuvWrXH37t1cAxY3b96Mf//9F23atEHlypXzfxEALF68WOMATKVSiV9//RUA0KJFiwKf26+//oqwsLA8H2fIkCEwNzfH999/j6ioKAwcOBDm5uYF1gdkj115NyxlZGTg1atXAACpVKpVO0TFhSQxMVFZ8GJEpE+PHj1Cw4YNUbFiRbRr107jMjVr1sSUKVOwbt06TJ8+HRUqVECvXr2QlZWFs2fPQqlUwsrKCrdv39Z4ZsKVK1fw+eefw9TUFBkZGTh48CDatm2rtsyTJ0/QsmVLpKamomfPnnB0dMTt27fx999/o3v37jh06BBWr14NT09PtbpbtmyJO3fuoGHDhmjWrBkeP36MAwcOwNTUFIcOHcKnn34qPMb9+/fRpUsXvHz5El27dkXt2rVx9+5dHD16FGXLlsWxY8e0Gm/g5OSElJQUNG7cGI0aNUKpUqXw8uVLnD9/Hg8ePEDp0qVx5MgR1K5dGwBw48YNdOzYESYmJujTpw9Kly6Nf/75Bzdu3EDbtm1x/PhxHDp0CK1bt871WF999ZVwCOjChQtwcXHJtczYsWOxc+dO3LhxA1WqVBFqtLW1xaeffgpHR0dkZGTg3LlzuHfvHnr37o0tW7YI68tkMri6uvL6EVSssSeCqAjFxsZi586dGn9OnToFABgzZgx+/fVXlCpVCn5+fjh8+DBcXV1x8uRJYeyBJs2aNUO1atWQkZGBSpUqafywrFSpEgIDA9G2bVucO3cOmzdvRnp6Ovbv348uXbrk2bazszOOHz8OCwsLrF+/HkePHoWbmxuOHj2qFiAAoEaNGjh79iyGDBmCq1evYuXKlbh27Ro8PT1x5swZrQIEAOzatQuTJ0+GiYkJjh49ipUrV2LPnj2QSqWYMGECLly4IAQIAGjYsCH27duHhg0b4vDhw9i2bRvs7Oxw7NgxoackL6rrRDRr1kxjgMjL3LlzUb9+ffz3v//Fn3/+id27d8PKygrLly/H+vXrtW6HqLhgTwQR0Tt8fX0xe/Zs+Pr6YtiwYUVdDpHBYoggIsohLS0NzZo1Q0pKCsLCwvK9IibRx46neBIRIfvMkpCQEJw+fVq4KiYDBFH+GCKIiJB9J8/FixejTJkyGDduHCZMmFDUJREZPB7OICIiIlF4dgYRERGJwhBBREREojBEEBERkSgMEURERCQKQwQRERGJwhBBREREojBEEBERkSgMEURERCTK/wHQ5iz5oyXTKAAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["furnishingstatus = df.groupby('furnishingstatus')['price'].mean() #dataframedeki verileri furnishingstatus a göre gruplar ve sadece price dikkate alınır. mean ise price sütunundaki değerlerin ortalamasını hesaplar.\n","\n","plt.figure(figsize=(5, 5))\n","\n","plt.bar(furnishingstatus.index, furnishingstatus.values, color='yellow', alpha=0.7, width=0.3, edgecolor='black', linewidth=1)\n","plt.title('Furnishingstatus Durumuna Göre Ortalama Fiyat', fontsize=18)\n","plt.xlabel('Furnishingstatus Durumu', fontsize=14)\n","plt.ylabel('Ortalama Fiyat', fontsize=14)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":536},"id":"Ow6U38cIBS4L","executionInfo":{"status":"ok","timestamp":1727382901722,"user_tz":-180,"elapsed":761,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"76d35269-2408-4206-95f2-54408851b2f8"},"execution_count":341,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 500x500 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["import seaborn as sns\n","correlation_matrix = df.corr(numeric_only=True) #korelasyon matriksini hesaplamamızı sağlar.\n","\n","plt.figure(figsize=(10, 6))\n","sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='viridis', square=True, cbar_kws={\"shrink\": .8}) #annot hücreler içine korelasyon değerinin yazılmasını sağlar. fmt sayıların formatını belirler. cmap renk paletini belirler. square şeklini ayarlar. renk çubuğunun boyutunu ayarlar.\n","plt.title('Korelasyon Matrisi', fontsize=16)\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":657},"id":"yTWH5W9TtTto","executionInfo":{"status":"ok","timestamp":1727384107150,"user_tz":-180,"elapsed":1533,"user":{"displayName":"Nilay Karamustafaoğlu","userId":"10090618164948141245"}},"outputId":"a32406b6-9e5c-4e5b-d1b0-c403fd4b3f08"},"execution_count":374,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]}]}