carscraping.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMOwc+OZWf7ZRDZ9wFyfpsp",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rodgersxy/Web-Scraping/blob/main/carscraping.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "rzYN5MleEOSV"
      },
      "outputs": [],
      "source": [
        "from bs4 import BeautifulSoup\n",
        "import requests\n",
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "website = 'https://www.cars.com/shopping/results/?stock_type=all&makes%5B%5D=mercedes_benz&models%5B%5D=&zip='\n",
        "response = requests.get(website)\n",
        "print(response.status_code)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gcj2ruVMEcSB",
        "outputId": "14a59323-9fa8-4130-bf8d-22ed58c58fe7"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "200\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "soup = BeautifulSoup(response.content, 'html.parser')\n",
        "results = soup.find_all('div', class_='vehicle-card')\n",
        "print(len(results))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pTsq2qDREx5b",
        "outputId": "83b6520d-8004-4104-fa98-c3c684aaf893"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "21\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize lists to store data\n",
        "name, mileage, dealer_name, rating, rating_count, price = [], [], [], [], [], []\n",
        "# Extract data from each vehicle card\n",
        "for result in results:\n",
        "\n",
        "    # name\n",
        "    try:\n",
        "        name.append(result.find('h2').get_text())\n",
        "    except:\n",
        "        name.append('NULL')\n",
        "\n",
        "    # mileage\n",
        "    try:\n",
        "        mileage.append(result.find('div', {'class' : 'mileage'}).get_text())\n",
        "    except:\n",
        "        mileage.append('NULL')\n",
        "\n",
        "    # dealer name\n",
        "    try:\n",
        "        dealer_name.append(result.find('div', {'class' : 'dealer-name'}).get_text().strip())\n",
        "    except:\n",
        "        dealer_name.append('NULL')\n",
        "\n",
        "    # rating\n",
        "    try:\n",
        "        rating.append(result.find('span', {'class' :'sds-rating__count'}).get_text())\n",
        "    except:\n",
        "        rating.append('NULL')\n",
        "\n",
        "    # rating count\n",
        "    try:\n",
        "        rating_count.append(result.find('span', {'class' :'test1 sds-rating__link sds-button-link'}).get_text())\n",
        "    except:\n",
        "        rating_count.append('NULL')\n",
        "\n",
        "    # price\n",
        "    try:\n",
        "        price.append(result.find('span', {'class' :'primary-price'}).get_text())\n",
        "    except:\n",
        "        price.append('NULL')\n",
        "\n",
        "# Create a DataFrame from the extracted data\n",
        "car_dealer = pd.DataFrame({'Name': name, 'Mileage': mileage, 'Dealer Name': dealer_name, 'Rating': rating,\n",
        "                           'Rating Count': rating_count, 'Price': price})"
      ],
      "metadata": {
        "id": "9fk9cc-dFI31"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Data Cleaning\n",
        "car_dealer['Rating Count'] = car_dealer['Rating Count'].str.extract(r'(\\d+)').astype(float)\n",
        "# Replace non-numeric values with NaN\n",
        "car_dealer['Price'] = car_dealer['Price'].str.replace('$', '').str.replace(',', '')\n",
        "car_dealer['Price'] = pd.to_numeric(car_dealer['Price'], errors='coerce')\n",
        "car_dealer['Price'] = car_dealer['Price'].astype(str).str.replace('$', '').str.replace(',', '').astype(float)"
      ],
      "metadata": {
        "id": "ZY5Nt-irFl_9"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Average Price by Dealer\n",
        "avg_price_by_dealer = car_dealer.groupby('Dealer Name')['Price'].mean()\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=avg_price_by_dealer.index, y=avg_price_by_dealer.values)\n",
        "plt.xticks(rotation=45)\n",
        "plt.title('Average Price by Dealer')\n",
        "plt.xlabel('Dealer Name')\n",
        "plt.ylabel('Average Price')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 725
        },
        "id": "MbtrHYyqFtKs",
        "outputId": "7b97f061-baf4-46b0-dd40-f7df5176876e"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check the unique values in the Mileage column\n",
        "unique_values = car_dealer['Mileage'].unique()\n",
        "\n",
        "# Print the unique values\n",
        "print(unique_values)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KfEOHyEoHeVC",
        "outputId": "a120554c-2c61-49bf-d54b-8e0cb6961d3c"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['NULL']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Replace \"NULL\" values with NaN\n",
        "car_dealer['Mileage'].replace(\"NULL\", np.nan, inplace=True)\n",
        "\n",
        "# Convert the Mileage column to a numeric data type\n",
        "car_dealer['Mileage'] = pd.to_numeric(car_dealer['Mileage'])\n",
        "\n",
        "# Calculate the correlation between Mileage and Price\n",
        "correlation = car_dealer['Mileage'].corr(car_dealer['Price'])\n",
        "\n",
        "# Print the correlation\n",
        "print(f'Correlation between Mileage and Price: {correlation}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "05WW9wp5HodI",
        "outputId": "db3852c0-55bd-4986-d52c-5e6797fea954"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation between Mileage and Price: nan\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Price Distribution\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.histplot(car_dealer['Price'], bins=20, kde=True)\n",
        "plt.title('Price Distribution')\n",
        "plt.xlabel('Price')\n",
        "plt.ylabel('Frequency')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "JLrLXs9hHxQh",
        "outputId": "03a85dbf-9d42-4ad3-e428-95edb7ff6ae6"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Number of Ratings vs. Rating\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.scatterplot(x=car_dealer['Rating Count'], y=car_dealer['Rating'])\n",
        "plt.title('Number of Ratings vs. Rating')\n",
        "plt.xlabel('Rating Count')\n",
        "plt.ylabel('Rating')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "MYk403gyIHDW",
        "outputId": "a7457e55-dfb2-4210-e5f3-347e4a569d43"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAIjCAYAAADiPcb9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABJdklEQVR4nO3deVyVZf7/8fcBBGQ5BwQUwR33hVzIRittiokcp9QxLTOXtmmx0laXLLUmwSlntOxrZo02jWVWZpvVmEumlZpKaeVaCrmGCwdEQOD6/dGPUyeQTeBwvF/Px+N+POS6rvu+PzfnBt5eXOfGZowxAgAAACzEx9MFAAAAALWNEAwAAADLIQQDAADAcgjBAAAAsBxCMAAAACyHEAwAAADLIQQDAADAcgjBAAAAsBxCMAAAACyHEAzAa61Zs0Y2m01vvvmmp0upkCNHjujaa69VRESEbDabZs2a5emSJEn79u2TzWbTwoULPV2KZU2dOlU2m83TZQCWQggGUKaFCxfKZrMpMDBQBw4cKNF/2WWXqXPnzh6ozPvcd999+vjjjzVx4kS98soruuqqq8461mazuW12u119+/bVBx98UOXzv/rqq3UmeNd1xfd98ebn56fY2FiNHj261K+DisjJydHUqVO1Zs2a6i0WQJX4eboAAN4hLy9PKSkpevbZZz1ditdatWqVBgwYoAcffLBC4//0pz9p5MiRMsZo//79mjt3rq6++mp9+OGHSkpKqvT5X331VW3fvl3jxo1za2/evLlOnz6tevXqVfqY57vHH39cLVu2VG5urr788kstXLhQ69at0/bt2xUYGFipY+Xk5GjatGmSfvnP429NnjxZEyZMqK6yAVQAIRhAhXTt2lXz58/XxIkTFRMT4+lyatWpU6cUHBx8zsc5evSowsLCKjy+bdu2uvHGG10fDx48WB07dtTs2bOrFILPpnimHyX169dPCQkJkqRbb71VkZGRmjFjht59910NHTq02s7j5+cnPz9+JAO1ieUQACpk0qRJKiwsVEpKSpnjylpfarPZNHXqVNfHxesgd+3apRtvvFEOh0NRUVF69NFHZYxRenq6BgwYILvdrujoaM2cObPUcxYWFmrSpEmKjo5WcHCwrrnmGqWnp5cYt2HDBl111VVyOBwKCgpS3759tX79ercxxTV99913uuGGGxQeHq5LLrmkzGv+4YcfNGTIEDVo0EBBQUH6wx/+4LZsofhX68YYPffcc65fsVdWhw4dFBkZqb1797q1v/POO+rfv79iYmIUEBCguLg4PfHEEyosLHSNueyyy/TBBx9o//79rvO3aNFCUumv2ejRoxUSEqIDBw5o4MCBCgkJUVRUlB588EG340rSsWPHNGLECNntdoWFhWnUqFH6+uuvSxzz8OHDuummm9SkSRMFBASocePGGjBggPbt23fWa3766adls9m0f//+En0TJ06Uv7+/Tpw4IUnavXu3Bg8erOjoaAUGBqpJkya6/vrrlZmZWcHPcPkuvfRSSXJ7DfLz8/XYY4+pR48ecjgcCg4O1qWXXqrVq1e7xuzbt09RUVGSpGnTprleg+Kvh9LWBNtsNt19991atmyZOnfurICAAHXq1EkfffRRibrWrFmjhIQEBQYGKi4uTvPmzWOdMVAO/tsJoEJatmypkSNHav78+ZowYUK1zgZfd9116tChg1JSUvTBBx/o73//uxo0aKB58+bp8ssv14wZM7Ro0SI9+OCDuvDCC9WnTx+3/Z988knZbDaNHz9eR48e1axZs5SYmKjU1FTVr19f0i9LEfr166cePXpoypQp8vHx0YIFC3T55Zfrs88+U8+ePd2OOWTIELVp00bTp0+XMeastR85ckS9e/dWTk6O7r33XkVEROjll1/WNddcozfffFODBg1Snz599Morr2jEiBGuJQ5VkZmZqRMnTiguLs6tfeHChQoJCdH999+vkJAQrVq1So899picTqeeeuopSdIjjzyizMxM/fTTT/rXv/4lSQoJCSnzfIWFhUpKStJFF12kp59+Wp988olmzpypuLg43XnnnZKkoqIiXX311dq4caPuvPNOtW/fXu+8845GjRpV4niDBw/Wt99+q3vuuUctWrTQ0aNHtWLFCqWlpbkC+e8NHTpUDz/8sJYsWaKHHnrIrW/JkiW68sorFR4ervz8fCUlJSkvL0/33HOPoqOjdeDAAb3//vs6efKkHA5HhT7H5SkO7OHh4a42p9OpF198UcOGDdNtt92mrKwsvfTSS0pKStLGjRvVtWtXRUVFae7cubrzzjs1aNAg/fWvf5UkxcfHl3m+devWaenSpbrrrrsUGhqqZ555RoMHD1ZaWpoiIiIkSVu3btVVV12lxo0ba9q0aSosLNTjjz/uCt0AzsIAQBkWLFhgJJlNmzaZvXv3Gj8/P3Pvvfe6+vv27Ws6derk+vjHH380ksyCBQtKHEuSmTJliuvjKVOmGEnmb3/7m6utoKDANGnSxNhsNpOSkuJqP3HihKlfv74ZNWqUq2316tVGkomNjTVOp9PVvmTJEiPJzJ492xhjTFFRkWnTpo1JSkoyRUVFrnE5OTmmZcuW5k9/+lOJmoYNG1ahz8+4ceOMJPPZZ5+52rKyskzLli1NixYtTGFhodv1jxkzpkLHlWRuueUW8/PPP5ujR4+ar776ylx11VVGknnqqafcxubk5JTY//bbbzdBQUEmNzfX1da/f3/TvHnzEmNLe81GjRplJJnHH3/cbWy3bt1Mjx49XB+/9dZbRpKZNWuWq62wsNBcfvnlbsc8ceJEqbVXRK9evdzOaYwxGzduNJLMf/7zH2OMMVu3bjWSzBtvvFHp45em+L7/5JNPzM8//2zS09PNm2++aaKiokxAQIBJT093jS0oKDB5eXlu+584ccI0atTI3Hzzza62n3/+ucTXQLHi++63JBl/f3+zZ88eV9vXX39tJJlnn33W1Xb11VeboKAgc+DAAVfb7t27jZ+fX4ljAvgVyyEAVFirVq00YsQIvfDCCzp06FC1HffWW291/dvX11cJCQkyxuiWW25xtYeFhaldu3b64YcfSuw/cuRIhYaGuj6+9tpr1bhxYy1fvlySlJqaqt27d+uGG27QsWPHlJGRoYyMDJ06dUpXXHGF1q5dq6KiIrdj3nHHHRWqffny5erZs6fbkomQkBD97W9/0759+/Tdd99V7JNQipdeeklRUVFq2LChEhIStHLlSj388MO6//773cYVz3ZLUlZWljIyMnTppZcqJydHO3bsqPL5pZKfh0svvdTtNfjoo49Ur1493Xbbba42Hx8fjRkzpkSN/v7+WrNmjWv5QkVdd9112rx5s9sShNdff10BAQEaMGCAJLlmej/++GPl5ORU6vhlSUxMVFRUlJo2baprr71WwcHBevfdd9WkSRPXGF9fX/n7+0v6ZWb8+PHjKigoUEJCgrZs2XLO5//tzH98fLzsdrvrNSgsLNQnn3yigQMHuv12pnXr1urXr985nRs43xGCAVTK5MmTVVBQUO7a4Mpo1qyZ28cOh0OBgYGKjIws0V5agGrTpo3bxzabTa1bt3b96nr37t2SpFGjRikqKspte/HFF5WXl1di3WjLli0rVPv+/fvVrl27Eu0dOnRw9VfVgAEDtGLFCn3wwQeu9Z05OTny8XH/1v3tt99q0KBBcjgcstvtioqKcr2h7lzWwwYGBpb4lXp4eLjba7B//341btxYQUFBbuNat27t9nFAQIBmzJihDz/8UI0aNVKfPn30j3/8Q4cPHy63jiFDhsjHx0evv/66JMkYozfeeEP9+vWT3W6X9Mvrdf/99+vFF19UZGSkkpKS9Nxzz53zeuDnnntOK1as0Jtvvqk///nPysjIUEBAQIlxL7/8suLj4xUYGKiIiAhFRUXpgw8+OOfz//5rQ3J/DY4eParTp0+X+HxLJV8DAO4IwQAqpVWrVrrxxhvPOht8tjfi/P7NVL/l6+tboTZJZa7PPZviWd6nnnpKK1asKHX7/frY386uekqTJk2UmJioP//5z5oyZYr++c9/as6cOVq6dKlrzMmTJ9W3b199/fXXevzxx/Xee+9pxYoVmjFjhiSVmOGujLO9BlU1btw47dq1S8nJyQoMDNSjjz6qDh06aOvWrWXuFxMTo0svvVRLliyRJH355ZdKS0vTdddd5zZu5syZ+uabbzRp0iSdPn1a9957rzp16qSffvqpyjX37NlTiYmJGjx4sN5991117txZN9xwg7Kzs11j/vvf/2r06NGKi4vTSy+9pI8++kgrVqzQ5Zdffk6ff6l6vw4AuCMEA6i04tng4qD1W8VvGDp58qRb+7nMiJaneKa3mDFGe/bscb3ZqvjXyXa7XYmJiaVuVX1GbvPmzbVz584S7cXLEJo3b16l45bm9ttvV1xcnCZPnuwKQWvWrNGxY8e0cOFCjR07Vn/5y1+UmJjo9satYjXxpIDmzZvr0KFDJZYg7Nmzp9TxcXFxeuCBB/S///1P27dvV35+/lmf+vFb1113nb7++mvt3LlTr7/+uoKCgnT11VeXGNelSxdNnjxZa9eu1WeffaYDBw7o+eefr9rF/Y6vr6+Sk5N18OBBzZkzx9X+5ptvqlWrVlq6dKlGjBihpKQkJSYmKjc3123/mvj8N2zYUIGBgaV+vs/2GgD4BSEYQKXFxcXpxhtv1Lx580r8OttutysyMlJr1651a/+///u/GqvnP//5j7Kyslwfv/nmmzp06JBrTWSPHj0UFxenp59+2m0Gr9jPP/9c5XP/+c9/1saNG/XFF1+42k6dOqUXXnhBLVq0UMeOHat87N/z8/PTAw88oO+//17vvPOOpF9nCn87M5ifn1/q5zs4OLhaHxcmSUlJSTpz5ozmz5/vaisqKtJzzz3nNi4nJ6dEKIyLi1NoaKjy8vLKPc/gwYPl6+ur1157TW+88Yb+8pe/uD272el0qqCgwG2fLl26yMfHx+34aWlp57RO+rLLLlPPnj01a9Ys1/WU9hps2LDB7Z6Q5Foy8vv/IJ4LX19fJSYmatmyZTp48KCrfc+ePfrwww+r7TzA+YhHpAGokkceeUSvvPKKdu7cqU6dOrn13XrrrUpJSdGtt96qhIQErV27Vrt27aqxWho0aKBLLrlEN910k44cOaJZs2apdevWrjdr+fj46MUXX1S/fv3UqVMn3XTTTYqNjdWBAwe0evVq2e12vffee1U694QJE/Taa6+pX79+uvfee9WgQQO9/PLL+vHHH/XWW2+VWL97rkaPHq3HHntMM2bM0MCBA9W7d2+Fh4dr1KhRuvfee2Wz2fTKK6+U+uvyHj166PXXX9f999+vCy+8UCEhIaXOplbGwIED1bNnTz3wwAPas2eP2rdvr3fffVfHjx+X9Ovs565du3TFFVdo6NCh6tixo/z8/PT222/ryJEjuv7668s9T8OGDfXHP/5R//znP5WVlVViKcSqVat09913a8iQIWrbtq0KCgr0yiuvyNfXV4MHD3aNGzlypD799NNzWk7w0EMPaciQIVq4cKHuuOMO/eUvf9HSpUs1aNAg9e/fXz/++KOef/55dezY0e0/XfXr11fHjh31+uuvq23btmrQoIE6d+58zn92fOrUqfrf//6niy++WHfeeacKCws1Z84cde7cWampqed0bOC85qnHUgDwDr99RNrvFT9G67ePSDPml0d23XLLLcbhcJjQ0FAzdOhQc/To0bM+Iu3nn38ucdzg4OAS5/v949iKH5H22muvmYkTJ5qGDRua+vXrm/79+5v9+/eX2H/r1q3mr3/9q4mIiDABAQGmefPmZujQoWblypXl1lSWvXv3mmuvvdaEhYWZwMBA07NnT/P++++XGKdKPiLtbGOnTp1qJJnVq1cbY4xZv369+cMf/mDq169vYmJizMMPP2w+/vhjtzHGGJOdnW1uuOEGExYWZiS5Hpd2tkeklfYalPYor59//tnccMMNJjQ01DgcDjN69Gizfv16I8ksXrzYGGNMRkaGGTNmjGnfvr0JDg42DofDXHTRRWbJkiUV+nwYY8z8+fONJBMaGmpOnz7t1vfDDz+Ym2++2cTFxZnAwEDToEED88c//tF88sknbuP69u1boceGlXXfFxYWmri4OBMXF2cKCgpMUVGRmT59umnevLkJCAgw3bp1M++//74ZNWpUiUfSff7556ZHjx7G39/f7evhbI9IK+0eaN68udujAo0xZuXKlaZbt27G39/fxMXFmRdffNE88MADJjAwsNxrBazKZgyr6wEA1WvZsmUaNGiQ1q1bp4svvtjT5VjSwIED9e2335ZYMw/gF6wJBgCck9OnT7t9XFhYqGeffVZ2u13du3f3UFXW8vvXYPfu3Vq+fLkuu+wyzxQEeAHWBAMAzsk999yj06dPq1evXsrLy9PSpUv1+eefa/r06XXiUXNW0KpVK40ePVqtWrXS/v37NXfuXPn7++vhhx/2dGlAncVyCADAOXn11Vc1c+ZM7dmzR7m5uWrdurXuvPNO3X333Z4uzTJuuukmrV69WocPH1ZAQIB69eql6dOnMxMPlIEQDAAAAMthTTAAAAAshxAMAAAAy+GNcRVUVFSkgwcPKjQ0tEb+9CUAAADOjTFGWVlZiomJKfePFRGCK+jgwYNq2rSpp8sAAABAOdLT09WkSZMyxxCCKyg0NFTSL59Uu93u4WoAAADwe06nU02bNnXltrIQgiuoeAmE3W4nBAMAANRhFVm6yhvjAAAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFiO14fglJQU2Ww2jRs37qxjLrvsMtlsthJb//79a6/QSsrMydfeo9namnZCe3/OVmZOvqdLAgAAOG/4ebqAc7Fp0ybNmzdP8fHxZY5bunSp8vN/DZHHjh3TBRdcoCFDhtR0iVVy8ORpjX/rG322O8PV1qdNpFIGxysmrL4HKwMAADg/eO1McHZ2toYPH6758+crPDy8zLENGjRQdHS0a1uxYoWCgoLqZAjOzMkvEYAlae3uDE146xtmhAEAAKqB14bgMWPGqH///kpMTKz0vi+99JKuv/56BQcHn3VMXl6enE6n21YbMrLzSwTgYmt3ZygjmxAMAABwrrxyOcTixYu1ZcsWbdq0qdL7bty4Udu3b9dLL71U5rjk5GRNmzatqiVWmTP3TJn9WeX0AwAAoHxeNxOcnp6usWPHatGiRQoMDKz0/i+99JK6dOminj17ljlu4sSJyszMdG3p6elVLblS7IH1yuwPLacfAAAA5fO6ELx582YdPXpU3bt3l5+fn/z8/PTpp5/qmWeekZ+fnwoLC8+676lTp7R48WLdcsst5Z4nICBAdrvdbasNkSH+6tMmstS+Pm0iFRniXyt1AAAAnM+8LgRfccUV2rZtm1JTU11bQkKChg8frtTUVPn6+p513zfeeEN5eXm68cYba7HiynEE+StlcHyJINynTaRmDI6XI4gQDAAAcK68bk1waGioOnfu7NYWHBysiIgIV/vIkSMVGxur5ORkt3EvvfSSBg4cqIiIiFqrtypiwurr2WHdlJGdr6zcMwoNrKfIEH8CMAAAQDXxuhBcEWlpafLxcZ/k3rlzp9atW6f//e9/HqqqchxBhF4AAICaYjPGGE8X4Q2cTqccDocyMzNrbX0wAAAAKq4yec3r1gQDAAAA54oQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALIcQDAAAAMshBAMAAMByCMEAAACwHEIwAAAALMfrQ3BKSopsNpvGjRtX5riTJ09qzJgxaty4sQICAtS2bVstX768dooEgDoqMydfe49ma2vaCe39OVuZOfmeLqlcB0+e1veHnNrwwzHtOOTUwZOnPV0SgFLU9e8vfp4u4Fxs2rRJ8+bNU3x8fJnj8vPz9ac//UkNGzbUm2++qdjYWO3fv19hYWG1UygA1EEHT57W+Le+0We7M1xtfdpEKmVwvGLC6nuwsrPbf+yUJr29Tev3HHO1XdI6Qk8O6qLmEcEerAzAb3nD9xevnQnOzs7W8OHDNX/+fIWHh5c59t///reOHz+uZcuW6eKLL1aLFi3Ut29fXXDBBbVULQDULZk5+SV+QEnS2t0ZmvDWN3Vuxkb65Yfq7wOwJK3bc0yPvL2NGWGgjvCW7y9eG4LHjBmj/v37KzExsdyx7777rnr16qUxY8aoUaNG6ty5s6ZPn67CwsKz7pOXlyen0+m2AcD5IiM7v8QPqGJrd2coI7tu/JD6rczTZ0oE4GLr9hxT5ukztVwRgNJ4y/cXr1wOsXjxYm3ZskWbNm2q0PgffvhBq1at0vDhw7V8+XLt2bNHd911l86cOaMpU6aUuk9ycrKmTZtWnWUDQJ3hzC07MGaV0+8JznJCbl2sGbAib/n+4nUzwenp6Ro7dqwWLVqkwMDACu1TVFSkhg0b6oUXXlCPHj103XXX6ZFHHtHzzz9/1n0mTpyozMxM15aenl5dlwAAHmcPrFdmf2g5/Z5gr+99NQNW5C3fX7wuBG/evFlHjx5V9+7d5efnJz8/P3366ad65pln5OfnV+oSh8aNG6tt27by9fV1tXXo0EGHDx9Wfn7pU/IBAQGy2+1uGwCcLyJD/NWnTWSpfX3aRCoyxL+WKyqfo349XdI6otS+S1pHyFFOSAZQO7zl+4vXheArrrhC27ZtU2pqqmtLSEjQ8OHDlZqa6hZ0i1188cXas2ePioqKXG27du1S48aN5e9fN14IAKhNjiB/pQyOL/GDqk+bSM0YHC9HUN373hgTVl9PDupSIggXPx2irrzjHLA6b/n+YjPGGE8Xca4uu+wyde3aVbNmzZIkjRw5UrGxsUpOTpb0yxKKTp06adSoUbrnnnu0e/du3Xzzzbr33nv1yCOPVOgcTqdTDodDmZmZzAoDOG9k5uQrIztfWblnFBpYT5Eh/nXmB9TZHDx5Wpmnz7hqdtSvRwAG6iBPfH+pTF7zyjfGlSctLU0+Pr9Ocjdt2lQff/yx7rvvPsXHxys2NlZjx47V+PHjPVglAHieI6juh97fiwmrT+gFvEBd//5yXswE1wZmggEAAOq2yuQ1r1sTDAAAAJwrQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcj4bg0aNHy2azKSUlxa192bJlstlskqSFCxcqLCys1P1tNpuWLVsmSdq3b59sNptSU1NLHVvWcawoMydfe49ma2vaCe39OVuZOfmeLgkAAKDW+Hm6gMDAQM2YMUO33367wsPDPV2OJRw8eVrj3/pGn+3OcLX1aROplMHxigmr78HKAAAAaofHl0MkJiYqOjpaycnJni7FEjJz8ksEYElauztDE976hhlhAABgCR4Pwb6+vpo+fbqeffZZ/fTTT54uxyUvL09Op9NtOx9kZOeXCMDF1u7OUEY2IRgAAJz/PB6CJWnQoEHq2rWrpkyZ4ulSXJKTk+VwOFxb06ZNPV1StXDmnimzP6ucfgAAgPNBnQjBkjRjxgy9/PLL+v777z1diiRp4sSJyszMdG3p6emeLqla2APrldkfWk4/AADA+aDOhOA+ffooKSlJEydOdGu32+06deqUioqK3NpPnjwpSXI4HDVST0BAgOx2u9t2PogM8VefNpGl9vVpE6nIEP9arggAAKD21ZkQLEkpKSl677339MUXX7ja2rVrp4KCghKPPtuyZYskqW3btrVZotdzBPkrZXB8iSDcp02kZgyOlyOIEAwAAM5/Hn9E2m916dJFw4cP1zPPPONq69Spk6688krdfPPNmjlzplq1aqWdO3dq3Lhxuu666xQbG+t2jJ07d5Y4bqdOnSRJhYWFJcJ0QECAOnToUP0XU4fFhNXXs8O6KSM7X1m5ZxQaWE+RIf4EYAAAYBl1KgRL0uOPP67XX3/dre3111/XlClTdPvtt+vgwYNq0qSJBg0apEcffbTE/tdff32JtuL1vNnZ2erWrZtbX1xcnPbs2VONV+AdHEGEXgAAYF02Y4zxdBHewOl0yuFwKDMz87xZHwwAAHA+qUxeq1NrggEAAIDaQAgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACW4/UhOCUlRTabTePGjavQ+MWLF8tms2ngwIE1Wte5OHAiR98fcmrDD8f0/SGn0o+dUmZOvqfLcpOZk6+9R7O1Ne2E9v6cXefqA4odceZqxyGnNv54XDsOO3XEmevpkgAAdYCfpws4F5s2bdK8efMUHx9fofH79u3Tgw8+qEsvvbSGK6u6/cdOadLb27R+zzFX2yWtI/T3gV2Um1+oRmH1PVjdLw6ePK3xb32jz3ZnuNr6tIlUyuB4xdSB+oBiacdOaWIpX0/TB3VRs4hgD1YGAPA0r50Jzs7O1vDhwzV//nyFh4eXO76wsFDDhw/XtGnT1KpVq1qosPIOnMgpEYAlad2eY5q8bJuOnz7j8RnXzJz8EgFYktbuztCEt77xeH1AsSPO3BIBWPrl62nS29uYEQYAi/PaEDxmzBj1799fiYmJFRr/+OOPq2HDhrrlllsqND4vL09Op9Ntq2nO3IISP7CLrdtzTEZSRrZnQ2ZGdn6JAFxs7e4Mj9cHFDtxKr/Mr6cTp7hXAcDKvHI5xOLFi7VlyxZt2rSpQuPXrVunl156SampqRU+R3JysqZNm1bFCqvGefpMmf1Zp88o38+z/29x5pZTYzn9QG1x5hacUz8A4PzmdTPB6enpGjt2rBYtWqTAwMByx2dlZWnEiBGaP3++IiMjK3yeiRMnKjMz07Wlp6efS9kVYq9fr8z+0Pr1FBpY9piaZi/n/J6uDyhmDyz7//jl9QMAzm9e91Ng8+bNOnr0qLp37+5qKyws1Nq1azVnzhzl5eXJ19fX1bd3717t27dPV199tautqKhIkuTn56edO3cqLi6uxHkCAgIUEBBQg1dSkj3QT5e0jtC6Un6Fe0nrCNkkRYb412pNvxcZ4q8+bSK1tpQlEX3aRHq8PqBYeLB/mV9P4cHcqwBgZTZjjPF0EZWRlZWl/fv3u7XddNNNat++vcaPH6/OnTu79eXm5mrPnj1ubZMnT1ZWVpZmz56ttm3byt+//B+GTqdTDodDmZmZstvt534hZ7H/2Ck98vY2tx/cxU+HCPLzUcM68PSFgydPa8Jb37gF4T5tIjVjcLwa14H6gGJp//9pK7//euLpEABwfqpMXvO6meDQ0NASQTc4OFgRERGu9pEjRyo2NlbJyckKDAwsMT4sLEySSrTXBc0jgjVjcLycuQXKyj2j0MB6CvH3lb1+PTmC6sbMVUxYfT07rJsysvNdNUaG+NeZ+oBizSKCNXNoV504lS9nboHsgX4KD/ZXI3v5S6kAAOc3rwvBFZGWliYfH69b7uwSGx6kWE8XUQ5HEKEX3qGRPZDQCwAoweuWQ3hKbS2HAAAAQNVUJq9573QpAAAAUEWEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDlVekTaoEGDZLPZSrTbbDYFBgaqdevWuuGGG9SuXbtzLhAAAACoblWaCXY4HFq1apW2bNkim80mm82mrVu3atWqVSooKNDrr7+uCy64QOvXr6/uegEAAIBzVqWZ4OjoaN1www2aM2eO649SFBUVaezYsQoNDdXixYt1xx13aPz48Vq3bl21FgwAAACcqyr9sYyoqCitX79ebdu2dWvftWuXevfurYyMDG3btk2XXnqpTp48WV21ehR/LAMAAKBuq/E/llFQUKAdO3aUaN+xY4cKCwslSYGBgaWuGwYAAAA8rUrLIUaMGKFbbrlFkyZN0oUXXihJ2rRpk6ZPn66RI0dKkj799FN16tSp+ioFAAAAqkmVQvC//vUvNWrUSP/4xz905MgRSVKjRo103333afz48ZKkK6+8UldddVX1VQoAAABUkyqtCf4tp9MpSef9OlnWBAMAANRtlclrVZoJ/i0CIQAAALxNld4Yd+TIEY0YMUIxMTHy8/OTr6+v2wYAAADUZVWaCR49erTS0tL06KOPqnHjxjwFAgAAAF6lSiF43bp1+uyzz9S1a9dqLgcAAACoeVVaDtG0aVOd4/vpAAAAAI+pUgieNWuWJkyYoH379lVzOQAAAEDNq9JyiOuuu045OTmKi4tTUFCQ6tWr59Z//PjxaikOAAAAqAlVCsGzZs2q5jIAAACA2lOlEDxq1KjqrgMAAACoNRUOwU6n0/WHMYr/StzZ8Ac0AAAAUJdVOASHh4fr0KFDatiwocLCwkp9NrAxRjabTYWFhdVaJAAAAFCdKhyCV61apQYNGkiSVq9eXWMFAQAAADWtwiG4b9++rn+3bNlSTZs2LTEbbIxRenp69VUHAAAA1IAqPSe4ZcuW+vnnn0u0Hz9+XC1btjznogAAAICaVKUQXLz29/eys7MVGBh4zkUBAAAANalSj0i7//77JUk2m02PPvqogoKCXH2FhYXasGGDunbtWq0FAgAAANWtUiF469atkn6ZCd62bZv8/f1dff7+/rrgggv04IMPVm+FAAAAQDWrVAgufirETTfdpNmzZ/M8YAAAAHilKv3FuAULFlR3HQAAAECtqVIIlqSvvvpKS5YsUVpamvLz8936li5des6FAQAAADWlSk+HWLx4sXr37q3vv/9eb7/9ts6cOaNvv/1Wq1atksPhqO4aAQAAgGpVpRA8ffp0/etf/9J7770nf39/zZ49Wzt27NDQoUPVrFmz6q4RAAAAqFZVCsF79+5V//79Jf3yVIhTp07JZrPpvvvu0wsvvFCtBQIAAADVrUohODw8XFlZWZKk2NhYbd++XZJ08uRJ5eTkVF91AAAAQA2o0hvj+vTpoxUrVqhLly4aMmSIxo4dq1WrVmnFihW6/PLLq7tGAAAAoFpVKQTPmTNHubm5kqRHHnlE9erV0+eff67BgwfzxzIAAABQ51VpOUSDBg0UExPzywF8fDRhwgQtWbJEMTEx6tatW7UWCAAAAFS3SoXgvLw8TZw4UQkJCerdu7eWLVsm6Zc/nhEXF6fZs2frvvvuq4k6AQAAgGpTqeUQjz32mObNm6fExER9/vnnGjJkiG666SZ9+eWXmjlzpoYMGSJfX9+aqhUAAACoFpUKwW+88Yb+85//6JprrtH27dsVHx+vgoICff3117LZbDVVIwAAAFCtKrUc4qefflKPHj0kSZ07d1ZAQIDuu+8+AjAAAAC8SqVCcGFhofz9/V0f+/n5KSQkpNqLAgAAAGpSpZZDGGM0evRoBQQESJJyc3N1xx13KDg42G3c0qVLq69CAAAAoJpVKgSPGjXK7eMbb7yxWosBAAAAakOlQvCCBQtqqg4AAACg1lTpj2UAAAAA3szrQ3BKSopsNpvGjRt31jELFy6UzWZz2wIDA2uvyEo64szVjkNObfzxuHYcduqIM9fTJQEAAJxXKrUcoq7ZtGmT5s2bp/j4+HLH2u127dy50/VxXX2sW9qxU5r49jat33PM1XZJ6whNH9RFzSKCy9gTAAAAFeW1M8HZ2dkaPny45s+fr/Dw8HLH22w2RUdHu7ZGjRrVQpWVc8SZWyIAS9K6Pcc06e1tzAgDAABUE68NwWPGjFH//v2VmJhYofHZ2dlq3ry5mjZtqgEDBujbb78tc3xeXp6cTqfbVtNOnMovEYCLrdtzTCdO5dd4DQAAAFbglSF48eLF2rJli5KTkys0vl27dvr3v/+td955R//9739VVFSk3r1766effjrrPsnJyXI4HK6tadOm1VX+WTlzC86pHwAAABXjdSE4PT1dY8eO1aJFiyr85rZevXpp5MiR6tq1q/r27aulS5cqKipK8+bNO+s+EydOVGZmpmtLT0+vrks4K3tg2Uu0y+sHAABAxXhdqtq8ebOOHj2q7t27u9oKCwu1du1azZkzR3l5efL19S3zGPXq1VO3bt20Z8+es44JCAhw/WW82hIe7K9LWkdoXSlLIi5pHaHwYP9S9gIAAEBled1M8BVXXKFt27YpNTXVtSUkJGj48OFKTU0tNwBLv4Tmbdu2qXHjxrVQccU1sgdq+qAuuqR1hFt78dMhGtnr7mPdAAAAvInXzQSHhoaqc+fObm3BwcGKiIhwtY8cOVKxsbGuNcOPP/64/vCHP6h169Y6efKknnrqKe3fv1+33nprrddfnmYRwZo5tKtOnMqXM7dA9kA/hQf7E4ABAACqkdeF4IpIS0uTj8+vk9wnTpzQbbfdpsOHDys8PFw9evTQ559/ro4dO3qwyrNrZA8k9AIAANQgmzHGeLoIb+B0OuVwOJSZmSm73e7pcgAAAPA7lclrXrcmGAAAADhXhGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5XhmCp06dKpvN5ra1b9++zH3eeOMNtW/fXoGBgerSpYuWL19eS9UCgLvMnHztPZqtrWkntPfnbGXm5Hu6JACwHD9PF1BVnTp10ieffOL62M/v7Jfy+eefa9iwYUpOTtZf/vIXvfrqqxo4cKC2bNmizp0710a5ACBJOnjytMa/9Y0+253hauvTJlIpg+MVE1bfg5UBgLV45Uyw9EvojY6Odm2RkZFnHTt79mxdddVVeuihh9ShQwc98cQT6t69u+bMmVOLFQOwusyc/BIBWJLW7s7QhLe+YUYYAGqR14bg3bt3KyYmRq1atdLw4cOVlpZ21rFffPGFEhMT3dqSkpL0xRdfnHWfvLw8OZ1Otw0AzkVGdn6JAFxs7e4MZWQTggGgtnhlCL7ooou0cOFCffTRR5o7d65+/PFHXXrppcrKyip1/OHDh9WoUSO3tkaNGunw4cNnPUdycrIcDodra9q0abVeAwDrceaeKbM/q5x+AED18coQ3K9fPw0ZMkTx8fFKSkrS8uXLdfLkSS1ZsqTazjFx4kRlZma6tvT09Go7NgBrsgfWK7M/tJx+AED18do3xv1WWFiY2rZtqz179pTaHx0drSNHjri1HTlyRNHR0Wc9ZkBAgAICAqq1TgDWFhnirz5tIrW2lCURfdpEKjLE3wNVAYA1eeVM8O9lZ2dr7969aty4can9vXr10sqVK93aVqxYoV69etVGeQAgSXIE+StlcLz6tHF/I2+fNpGaMThejiBCMADUFq+cCX7wwQd19dVXq3nz5jp48KCmTJkiX19fDRs2TJI0cuRIxcbGKjk5WZI0duxY9e3bVzNnzlT//v21ePFiffXVV3rhhRc8eRkALCgmrL6eHdZNGdn5yso9o9DAeooM8ScAA0At88oQ/NNPP2nYsGE6duyYoqKidMkll+jLL79UVFSUJCktLU0+Pr9Ocvfu3VuvvvqqJk+erEmTJqlNmzZatmwZzwgG4BGOIEIvAHiazRhjPF2EN3A6nXI4HMrMzJTdbvd0OQAAAPidyuS182JNMAAAAFAZhGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5Xh+CU1JSZLPZNG7cuLOOmT9/vi699FKFh4crPDxciYmJ2rhxY+0VCQBAJR1x5mrHIac2/nhcOw47dcSZ6+mSgPOKn6cLOBebNm3SvHnzFB8fX+a4NWvWaNiwYerdu7cCAwM1Y8YMXXnllfr2228VGxtbS9UCAFAxacdOaeLb27R+zzFX2yWtIzR9UBc1iwj2YGXA+cNrZ4Kzs7M1fPhwzZ8/X+Hh4WWOXbRoke666y517dpV7du314svvqiioiKtXLmylqoFAKBijjhzSwRgSVq355gmvb2NGWGgmnhtCB4zZoz69++vxMTESu+bk5OjM2fOqEGDBmcdk5eXJ6fT6bYBAFDTTpzKLxGAi63bc0wnTuXXckXA+ckrl0MsXrxYW7Zs0aZNm6q0//jx4xUTE1NmgE5OTta0adOqWiIAAFXizC04p34AFeN1M8Hp6ekaO3asFi1apMDAwErvn5KSosWLF+vtt98uc/+JEycqMzPTtaWnp59L2QAAVIg9sOz5qfL6AVSM130lbd68WUePHlX37t1dbYWFhVq7dq3mzJmjvLw8+fr6lrrv008/rZSUFH3yySflvpkuICBAAQEB1Vo7AADlCQ/21yWtI7SulCURl7SOUHiwvweqAs4/XjcTfMUVV2jbtm1KTU11bQkJCRo+fLhSU1PPGoD/8Y9/6IknntBHH32khISEWq4aAICKaWQP1PRBXXRJ6wi39uKnQzSyV/63oABK8rqZ4NDQUHXu3NmtLTg4WBEREa72kSNHKjY2VsnJyZKkGTNm6LHHHtOrr76qFi1a6PDhw5KkkJAQhYSE1O4FAABQjmYRwZo5tKtOnMqXM7dA9kA/hQf7E4CBauR1Ibgi0tLS5OPz6yT33LlzlZ+fr2uvvdZt3JQpUzR16tRarg4AgPI1sgcSeoEaZDPGGE8X4Q2cTqccDocyMzNlt9s9XQ4AAAB+pzJ5zevWBAMAAADnihAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAsxytD8Ny5cxUfHy+73S673a5evXrpww8/POv4pUuXKiEhQWFhYQoODlbXrl31yiuv1GLFKE1mTr72Hs3W1rQT2vtztjJz8j1dEgAAsAg/TxdQFU2aNFFKSoratGkjY4xefvllDRgwQFu3blWnTp1KjG/QoIEeeeQRtW/fXv7+/nr//fd10003qWHDhkpKSvLAFeDgydMa/9Y3+mx3hqutT5tIpQyOV0xYfQ9WBgAArMBmjDGeLqI6NGjQQE899ZRuueWWCo3v3r27+vfvryeeeKJC451OpxwOhzIzM2W328+lVMvLzMnX3a9tdQvAxfq0idSzw7rJEeTvgcoAAIA3q0xe88rlEL9VWFioxYsX69SpU+rVq1e5440xWrlypXbu3Kk+ffqcdVxeXp6cTqfbhuqRkZ1fagCWpLW7M5SRzbIIAABQs7xyOYQkbdu2Tb169VJubq5CQkL09ttvq2PHjmcdn5mZqdjYWOXl5cnX11f/93//pz/96U9nHZ+cnKxp06bVROmW58w9U2Z/Vjn9AAAA58prZ4LbtWun1NRUbdiwQXfeeadGjRql77777qzjQ0NDlZqaqk2bNunJJ5/U/fffrzVr1px1/MSJE5WZmena0tPTa+AqrMkeWK/M/tBy+gEAAM7VebMmODExUXFxcZo3b16Fxt96661KT0/Xxx9/XKHxrAmuPpk5+brnta1ay5pgAABQjSy1JrhYUVGR8vLyamw8qo8jyF8pg+PVp02kW3ufNpGaMTieAAwAAGqcV64Jnjhxovr166dmzZopKytLr776qtasWeOa1R05cqRiY2OVnJws6Zf1vQkJCYqLi1NeXp6WL1+uV155RXPnzvXkZVhaTFh9PTusmzKy85WVe0ahgfUUGeJPAAYAALXCK0Pw0aNHNXLkSB06dEgOh0Px8fH6+OOPXW90S0tLk4/Pr5Pcp06d0l133aWffvpJ9evXV/v27fXf//5X1113nacuAfplRpjQCwAAPOG8WRNc01gTDAAAULdZck0wAAAAUFGEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDmEYAAAAFgOIRgAAACWQwgGAACA5RCCAQAAYDl+ni7AWxhjJElOp9PDlQAAAKA0xTmtOLeVhRBcQVlZWZKkpk2bergSAAAAlCUrK0sOh6PMMTZTkagMFRUV6eDBgwoNDZXNZqvx8zmdTjVt2lTp6emy2+01fj54F+4PlId7BGXh/kB5vPUeMcYoKytLMTEx8vEpe9UvM8EV5OPjoyZNmtT6ee12u1fdfKhd3B8oD/cIysL9gfJ44z1S3gxwMd4YBwAAAMshBAMAAMByCMF1VEBAgKZMmaKAgABPl4I6iPsD5eEeQVm4P1AeK9wjvDEOAAAAlsNMMAAAACyHEAwAAADLIQQDAADAcgjBAAAAsBxCcB303HPPqUWLFgoMDNRFF12kjRs3erok1ILk5GRdeOGFCg0NVcOGDTVw4EDt3LnTbUxubq7GjBmjiIgIhYSEaPDgwTpy5IjbmLS0NPXv319BQUFq2LChHnroIRUUFNTmpaAWpKSkyGazady4ca427g8cOHBAN954oyIiIlS/fn116dJFX331lavfGKPHHntMjRs3Vv369ZWYmKjdu3e7HeP48eMaPny47Ha7wsLCdMsttyg7O7u2LwXVrLCwUI8++qhatmyp+vXrKy4uTk888YR++3wEy90fBnXK4sWLjb+/v/n3v/9tvv32W3PbbbeZsLAwc+TIEU+XhhqWlJRkFixYYLZv325SU1PNn//8Z9OsWTOTnZ3tGnPHHXeYpk2bmpUrV5qvvvrK/OEPfzC9e/d29RcUFJjOnTubxMREs3XrVrN8+XITGRlpJk6c6IlLQg3ZuHGjadGihYmPjzdjx451tXN/WNvx48dN8+bNzejRo82GDRvMDz/8YD7++GOzZ88e15iUlBTjcDjMsmXLzNdff22uueYa07JlS3P69GnXmKuuuspccMEF5ssvvzSfffaZad26tRk2bJgnLgnV6MknnzQRERHm/fffNz/++KN54403TEhIiJk9e7ZrjNXuD0JwHdOzZ08zZswY18eFhYUmJibGJCcne7AqeMLRo0eNJPPpp58aY4w5efKkqVevnnnjjTdcY77//nsjyXzxxRfGGGOWL19ufHx8zOHDh11j5s6da+x2u8nLy6vdC0CNyMrKMm3atDErVqwwffv2dYVg7g+MHz/eXHLJJWftLyoqMtHR0eapp55ytZ08edIEBASY1157zRhjzHfffWckmU2bNrnGfPjhh8Zms5kDBw7UXPGocf379zc333yzW9tf//pXM3z4cGOMNe8PlkPUIfn5+dq8ebMSExNdbT4+PkpMTNQXX3zhwcrgCZmZmZKkBg0aSJI2b96sM2fOuN0f7du3V7NmzVz3xxdffKEuXbqoUaNGrjFJSUlyOp369ttva7F61JQxY8aof//+bveBxP0B6d1331VCQoKGDBmihg0bqlu3bpo/f76r/8cff9Thw4fd7hGHw6GLLrrI7R4JCwtTQkKCa0xiYqJ8fHy0YcOG2rsYVLvevXtr5cqV2rVrlyTp66+/1rp169SvXz9J1rw//DxdAH6VkZGhwsJCtx9QktSoUSPt2LHDQ1XBE4qKijRu3DhdfPHF6ty5syTp8OHD8vf3V1hYmNvYRo0a6fDhw64xpd0/xX3wbosXL9aWLVu0adOmEn3cH/jhhx80d+5c3X///Zo0aZI2bdqke++9V/7+/ho1apTrNS7tHvjtPdKwYUO3fj8/PzVo0IB7xMtNmDBBTqdT7du3l6+vrwoLC/Xkk09q+PDhkmTJ+4MQDNRBY8aM0fbt27Vu3TpPl4I6Ij09XWPHjtWKFSsUGBjo6XJQBxUVFSkhIUHTp0+XJHXr1k3bt2/X888/r1GjRnm4OnjakiVLtGjRIr366qvq1KmTUlNTNW7cOMXExFj2/mA5RB0SGRkpX1/fEu/mPnLkiKKjoz1UFWrb3Xffrffff1+rV69WkyZNXO3R0dHKz8/XyZMn3cb/9v6Ijo4u9f4p7oP32rx5s44eParu3bvLz89Pfn5++vTTT/XMM8/Iz89PjRo14v6wuMaNG6tjx45ubR06dFBaWpqkX1/jsn7GREdH6+jRo279BQUFOn78OPeIl3vooYc0YcIEXX/99erSpYtGjBih++67T8nJyZKseX8QgusQf39/9ejRQytXrnS1FRUVaeXKlerVq5cHK0NtMMbo7rvv1ttvv61Vq1apZcuWbv09evRQvXr13O6PnTt3Ki0tzXV/9OrVS9u2bXP7JrVixQrZ7fYSPxzhXa644gpt27ZNqampri0hIUHDhw93/Zv7w9ouvvjiEo9V3LVrl5o3by5JatmypaKjo93uEafTqQ0bNrjdIydPntTmzZtdY1atWqWioiJddNFFtXAVqCk5OTny8XGPfb6+vioqKpJk0fvD0+/Mg7vFixebgIAAs3DhQvPdd9+Zv/3tbyYsLMzt3dw4P915553G4XCYNWvWmEOHDrm2nJwc15g77rjDNGvWzKxatcp89dVXplevXqZXr16u/uJHYF155ZUmNTXVfPTRRyYqKopHYJ2nfvt0CGO4P6xu48aNxs/Pzzz55JNm9+7dZtGiRSYoKMj897//dY1JSUkxYWFh5p133jHffPONGTBgQKmPwOrWrZvZsGGDWbdunWnTpo3XPgILvxo1apSJjY11PSJt6dKlJjIy0jz88MOuMVa7PwjBddCzzz5rmjVrZvz9/U3Pnj3Nl19+6emSUAsklbotWLDANeb06dPmrrvuMuHh4SYoKMgMGjTIHDp0yO04+/btM/369TP169c3kZGR5oEHHjBnzpyp5atBbfh9COb+wHvvvWc6d+5sAgICTPv27c0LL7zg1l9UVGQeffRR06hRIxMQEGCuuOIKs3PnTrcxx44dM8OGDTMhISHGbrebm266yWRlZdXmZaAGOJ1OM3bsWNOsWTMTGBhoWrVqZR555BG3xyNa7f6wGfObPxUCAAAAWABrggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggEAAGA5hGAAAABYDiEYAAAAlkMIBgAAgOUQggHAS6xZs0Y2m00nT570dCkA4PUIwQBQjUaPHi2bzSabzaZ69eqpZcuWevjhh5Wbm1up41x22WUaN26cW1vv3r116NAhORyOaqy4dMYYvfDCC7rooosUEhKisLAwJSQkaNasWcrJyanx8//W6NGjNXDgwFo9J4Dzn5+nCwCA881VV12lBQsW6MyZM9q8ebNGjRolm82mGTNmnNNx/f39FR0dXU1Vlm3EiBFaunSpJk+erDlz5igqKkpff/21Zs2apRYtWhBKAXg9ZoIBoJoFBAQoOjpaTZs21cCBA5WYmKgVK1a4+o8dO6Zhw4YpNjZWQUFB6tKli1577TVX/+jRo/Xpp59q9uzZrlnlffv2lVgOsXDhQoWFhenjjz9Whw4dFBISoquuukqHDh1yHaugoED33nuvwsLCFBERofHjx2vUqFFlhtglS5Zo0aJFeu211zRp0iRdeOGFatGihQYMGKBVq1bpj3/8oySpqKhIjz/+uJo0aaKAgAB17dpVH330kes4pS3fSE1NdV1PRa5h6tSpevnll/XOO++4Phdr1qyp4isDAL8iBANADdq+fbs+//xz+fv7u9pyc3PVo0cPffDBB9q+fbv+9re/acSIEdq4caMkafbs2erVq5duu+02HTp0SIcOHVLTpk1LPX5OTo6efvppvfLKK1q7dq3S0tL04IMPuvpnzJihRYsWacGCBVq/fr2cTqeWLVtWZs2LFi1Su3btNGDAgBJ9NpvNtRxj9uzZmjlzpp5++ml98803SkpK0jXXXKPdu3dX6nNU1jU8+OCDGjp0qCsYHzp0SL17967U8QGgNCyHAIBq9v777yskJEQFBQXKy8uTj4+P5syZ4+qPjY11C6r33HOPPv74Yy1ZskQ9e/aUw+GQv7+/goKCyl3+cObMGT3//POKi4uTJN199916/PHHXf3PPvusJk6cqEGDBkmS5syZo+XLl5d5zN27d6tdu3blXufTTz+t8ePH6/rrr5f0S+BevXq1Zs2apeeee67c/StyDSEhIapfv77y8vJqbSkIAGsgBANANfvjH/+ouXPn6tSpU/rXv/4lPz8/DR482NVfWFio6dOna8mSJTpw4IDy8/OVl5enoKCgSp8rKCjIFR4lqXHjxjp69KgkKTMzU0eOHFHPnj1d/b6+vurRo4eKiorOekxjTLnndTqdOnjwoC6++GK39osvvlhff/11tV0DANQUlkMAQDULDg5W69atdcEFF+jf//63NmzYoJdeesnV/9RTT2n27NkaP368Vq9erdTUVCUlJSk/P7/S56pXr57bxzabrUIhtixt27bVjh07zukYkuTj88uPmN/Wc+bMmRLjauIaAKA8hGAAqEE+Pj6aNGmSJk+erNOnT0uS1q9frwEDBujGG2/UBRdcoFatWmnXrl1u+/n7+6uwsPCczu1wONSoUSNt2rTJ1VZYWKgtW7aUud8NN9ygXbt26Z133inRZ4xRZmam7Ha7YmJitH79erf+9evXq2PHjpKkqKgoSXJ7o15qamqlr6M6PhcA8HuEYACoYUOGDJGvr69rnWybNm20YsUKff755/r+++91++2368iRI277tGjRQhs2bNC+ffuUkZFR5vKFstxzzz1KTk7WO++8o507d2rs2LE6ceKEbDbbWfcZOnSorrvuOg0bNkzTp0/XV199pf379+v9999XYmKiVq9eLUl66KGHNGPGDL3++uvauXOnJkyYoNTUVI0dO1aS1Lp1azVt2lRTp07V7t279cEHH2jmzJmVvoYWLVrom2++0c6dO5WRkVHqbDIAVBYhGABqmJ+fn+6++2794x//0KlTpzR58mR1795dSUlJuuyyyxQdHV3ikWUPPvigfH191bFjR0VFRSktLa1K5x4/fryGDRumkSNHqlevXgoJCVFSUpICAwPPuo/NZtOrr76qf/7zn1q2bJn69u2r+Ph4TZ06VQMGDFBSUpIk6d5779X999+vBx54QF26dNFHH32kd999V23atJH0yzKH1157TTt27FB8fLxmzJihv//975W+httuu03t2rVTQkKCoqKiSsw+A0BV2AwLrwDAMoqKitShQwcNHTpUTzzxhKfLAQCP4ekQAHAe279/v/73v/+pb9++ysvL05w5c/Tjjz/qhhtu8HRpAOBRLIcAgPOYj4+PFi5cqAsvvFAXX3yxtm3bpk8++UQdOnTwdGkA4FEshwAAAIDlMBMMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAshxAMAAAAyyEEAwAAwHIIwQAAALAcQjAAAAAs5/8BjB/DSLPzfyQAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Top Models by Frequency\n",
        "top_models = car_dealer['Name'].value_counts().head(10)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=top_models.values, y=top_models.index)\n",
        "plt.title('Top Car Models by Frequency')\n",
        "plt.xlabel('Frequency')\n",
        "plt.ylabel('Car Model')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "TT8-jO0IIbsE",
        "outputId": "0c12d6ae-762f-487b-8ba5-a4f613f6e177"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Price Distribution by Car Model\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.boxplot(x='Name', y='Price', data=car_dealer)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('Price Distribution by Car Model')\n",
        "plt.xlabel('Car Model')\n",
        "plt.ylabel('Price')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 897
        },
        "id": "0ZPzTpXbI5gz",
        "outputId": "3d228f36-c1c9-41ee-e924-1b1ed37e8c97"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Price vs. Dealer Scatter Plot\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.scatterplot(x='Dealer Name', y='Price', data=car_dealer)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('Price vs. Dealer')\n",
        "plt.xlabel('Dealer Name')\n",
        "plt.ylabel('Price')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 784
        },
        "id": "-hnazD3BJLT4",
        "outputId": "e7868b65-1656-4488-a2ac-3ab0bd073b16"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Average Mileage by Car Model\n",
        "average_mileage_by_model = car_dealer.groupby('Name')['Mileage'].mean()\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=average_mileage_by_model.index, y=average_mileage_by_model.values)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('Average Mileage by Car Model')\n",
        "plt.xlabel('Car Model')\n",
        "plt.ylabel('Average Mileage')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 897
        },
        "id": "SpDbybP9JU9U",
        "outputId": "6a238510-1ddb-451b-b3a6-fe5261f44cc6"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a directory named 'data' if it doesn't exist\n",
        "data_dir = 'data'\n",
        "if not os.path.exists(data_dir):\n",
        "    os.makedirs(data_dir)\n",
        "\n",
        "# Specify the path to the Excel file in the 'data' folder\n",
        "excel_file_path = os.path.join(data_dir, 'car_data.xlsx')\n",
        "\n",
        "# Save the DataFrame to an Excel file\n",
        "car_dealer.to_excel(excel_file_path, index=False)"
      ],
      "metadata": {
        "id": "FVX2o-1LKAPT"
      },
      "execution_count": 19,
      "outputs": []
    }
  ]
}