Pizza_sales.ipynb

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      "cell_type": "markdown",
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        "<a href=\"https://colab.research.google.com/github/AnnLivio/Pizza_sales_report/blob/main/Pizza_sales.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "markdown",
      "source": [
        "# Everybody loves Pizza 🍕\n",
        "## Pizza Sales Analysis\n",
        "\n",
        "### **Orders** Table\n",
        "\n",
        "|Field|Description|\n",
        "|---|---|\n",
        "|order\\_id|Unique identifier|\n",
        "|date|Date the order was placed|\n",
        "|time|Time the order was placed|\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "### **Order details** Table\n",
        "\n",
        "* **order\\_details\\_id:** Unique identifier for each pizza\n",
        "* **order\\_id:** Foreign key that ties the details in each order to the order itself\n",
        "* **pizza\\_id:** Foreign key that ties the pizza ordered to its details, like size and price\n",
        "* **quantity:** Quantity ordered for each pizza of the same type and size|\n",
        "\n",
        "---\n",
        "\n",
        "### **Pizza** Table\n",
        "* **pizza\\_id:** Unique identifier for each pizza \\(constituted by its type and size\\)\n",
        "* **pizza\\_type\\_id:** Foreign key that ties each pizza to its broader pizza type\n",
        "* **size:** Size of the pizza \\(Small, Medium, Large, X Large, or XX Large\\)\n",
        "* **price:** Price of the pizza in USD\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "### **Pizza_type** Table\n",
        "\n",
        "* **pizza_type_id**: Unique identifier for each pizza type\n",
        "* **name:** Name of the pizza as shown in the menu\n",
        "* **category:** Category in the menu (Classic, Chicken, Supreme, or Veggie)\n",
        "* **ingredients:** Comma-delimited ingredients as shown in the menu"
      ],
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    {
      "cell_type": "markdown",
      "source": [
        "## Import libraries"
      ],
      "metadata": {
        "id": "MrSMjISnqKJC"
      }
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    {
      "cell_type": "code",
      "execution_count": 1,
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        "id": "qqZuUPtggi4m"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "# Data visualitation\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create dictionary, key for name of dataframe, value for name of csv file\n",
        "path_dict = {'orders': 'orders.csv',\n",
        "             'order_details': 'order_details.csv',\n",
        "             'pizzas': 'pizzas.csv',\n",
        "             'pizza_types': 'pizza_types.csv'}\n",
        "# Path for files folder location\n",
        "path_folder = '/content/drive/MyDrive/Data Analysis/Simple_Projects/pizza_sales_data/'\n",
        "\n",
        "# Iterate path_dict to load data\n",
        "for key, value in path_dict.items():\n",
        "  exec(f'{key} = pd.read_csv(\"{path_folder}{value}\", encoding=\"latin-1\")')\n",
        "  print(eval(f'{key}.shape'))\n",
        "\n"
      ],
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        "id": "N8uPrwRlgqUV",
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      },
      "execution_count": 3,
      "outputs": [
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          "text": [
            "(21350, 3)\n",
            "(48620, 4)\n",
            "(96, 4)\n",
            "(32, 4)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Orders and Order_details tables"
      ],
      "metadata": {
        "id": "mfZzCBGyoAgy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Duplicated data: \", orders.duplicated().sum())\n",
        "orders.info()"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qWunQ5Iph4pH",
        "outputId": "1b70c479-4f63-414a-a7a2-54b22a36f725"
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      "execution_count": null,
      "outputs": [
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          "name": "stdout",
          "text": [
            "Duplicated data:  0\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 21350 entries, 0 to 21349\n",
            "Data columns (total 3 columns):\n",
            " #   Column    Non-Null Count  Dtype \n",
            "---  ------    --------------  ----- \n",
            " 0   order_id  21350 non-null  int64 \n",
            " 1   date      21350 non-null  object\n",
            " 2   time      21350 non-null  object\n",
            "dtypes: int64(1), object(2)\n",
            "memory usage: 500.5+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Duplicated data: \", order_details.duplicated().sum())\n",
        "order_details.info()"
      ],
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          "base_uri": "https://localhost:8080/"
        },
        "id": "7WRI3SD9iDOe",
        "outputId": "3c9b2b36-0c74-4c34-a522-7924695067b8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Duplicated data:  0\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 48620 entries, 0 to 48619\n",
            "Data columns (total 4 columns):\n",
            " #   Column            Non-Null Count  Dtype \n",
            "---  ------            --------------  ----- \n",
            " 0   order_details_id  48620 non-null  int64 \n",
            " 1   order_id          48620 non-null  int64 \n",
            " 2   pizza_id          48620 non-null  object\n",
            " 3   quantity          48620 non-null  int64 \n",
            "dtypes: int64(3), object(1)\n",
            "memory usage: 1.5+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Pizzas tables"
      ],
      "metadata": {
        "id": "LqREnZMHoamZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Duplicated data: \", pizzas.duplicated().sum())\n",
        "pizzas.info()"
      ],
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          "base_uri": "https://localhost:8080/"
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        "outputId": "b55e87ac-cc9d-4286-e1d7-1e84d940d546"
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      "execution_count": null,
      "outputs": [
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          "name": "stdout",
          "text": [
            "Duplicated data:  0\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 96 entries, 0 to 95\n",
            "Data columns (total 4 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   pizza_id       96 non-null     object \n",
            " 1   pizza_type_id  96 non-null     object \n",
            " 2   size           96 non-null     object \n",
            " 3   price          96 non-null     float64\n",
            "dtypes: float64(1), object(3)\n",
            "memory usage: 3.1+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Duplicated data: \", pizza_types.duplicated().sum())\n",
        "pizza_types.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yWqRmXZhnq8D",
        "outputId": "c6a9385f-7c45-4980-da09-fda794c0ce25"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Duplicated data:  0\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 32 entries, 0 to 31\n",
            "Data columns (total 4 columns):\n",
            " #   Column         Non-Null Count  Dtype \n",
            "---  ------         --------------  ----- \n",
            " 0   pizza_type_id  32 non-null     object\n",
            " 1   name           32 non-null     object\n",
            " 2   category       32 non-null     object\n",
            " 3   ingredients    32 non-null     object\n",
            "dtypes: object(4)\n",
            "memory usage: 1.1+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "orders.info()"
      ],
      "metadata": {
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 21350 entries, 0 to 21349\n",
            "Data columns (total 3 columns):\n",
            " #   Column    Non-Null Count  Dtype \n",
            "---  ------    --------------  ----- \n",
            " 0   order_id  21350 non-null  int64 \n",
            " 1   date      21350 non-null  object\n",
            " 2   time      21350 non-null  object\n",
            "dtypes: int64(1), object(2)\n",
            "memory usage: 500.5+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Convert `date` column in datetime\n",
        "orders['date'] = pd.to_datetime(orders['date'])\n",
        "\n",
        "# Create column month\n",
        "orders['month'] = orders['date'].dt.month\n",
        "\n",
        "#Create column weekday\n",
        "orders['weekday'] = orders['date'].dt.weekday"
      ],
      "metadata": {
        "id": "_xqpslZist7H"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "orders.agg({'date':['min', 'max']})"
      ],
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              "          date\n",
              "min 2015-01-01\n",
              "max 2015-12-31"
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"orders\",\n  \"rows\": 2,\n  \"fields\": [\n    {\n      \"column\": \"date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"2015-01-01 00:00:00\",\n        \"max\": \"2015-12-31 00:00:00\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"2015-12-31 00:00:00\",\n          \"2015-01-01 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Sales per weekday\n",
        "sales_by_weekday = orders['weekday'].value_counts().reset_index()\n",
        "sns.barplot(x='weekday', y='count', data=sales_by_weekday)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "-yzo89djtrgy",
        "outputId": "fefbfdb3-2615-4b63-f607-8646cca936ac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Sales count per month\n",
        "sales_by_month = orders['month'].value_counts().reset_index()\n",
        "sns.barplot(x='month', y='count', data=sales_by_month)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "MH0xVnl_un3n",
        "outputId": "3ed86495-617f-4efa-ee9e-f59dcb70d605"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "month_revenue = orders.merge(order_details.groupby('order_id').agg({'revenue':'sum'}).reset_index(), on='order_id').groupby('month')['revenue'].sum().reset_index()\n",
        "sns.barplot(x='month', y='revenue', data=month_revenue)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "QPNVxxZkuGgb",
        "outputId": "77abd05c-d749-4f20-d1a5-82b56bd133d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Sales count per month\n",
        "sales_by_month = sales_by_month.merge(month_revenue, on='month')\n",
        "sales_by_month"
      ],
      "metadata": {
        "id": "_xc2peQAAYZ3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 425
        },
        "outputId": "85a37405-6c92-4bf4-b789-7af014523c02"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    month  count   revenue\n",
              "0       7   1935  72557.90\n",
              "1       5   1853  71402.75\n",
              "2       1   1845  69793.30\n",
              "3       8   1841  68278.25\n",
              "4       3   1840  70397.10\n",
              "5       4   1799  68736.80\n",
              "6      11   1792  70395.35\n",
              "7       6   1773  68230.20\n",
              "8       2   1685  65159.60\n",
              "9      12   1680  64701.15\n",
              "10      9   1661  64180.05\n",
              "11     10   1646  64027.60"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a2ff9ea3-cfe5-4a5d-a12d-835096ad9ab1\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>count</th>\n",
              "      <th>revenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7</td>\n",
              "      <td>1935</td>\n",
              "      <td>72557.90</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5</td>\n",
              "      <td>1853</td>\n",
              "      <td>71402.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1845</td>\n",
              "      <td>69793.30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8</td>\n",
              "      <td>1841</td>\n",
              "      <td>68278.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3</td>\n",
              "      <td>1840</td>\n",
              "      <td>70397.10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4</td>\n",
              "      <td>1799</td>\n",
              "      <td>68736.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>11</td>\n",
              "      <td>1792</td>\n",
              "      <td>70395.35</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6</td>\n",
              "      <td>1773</td>\n",
              "      <td>68230.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2</td>\n",
              "      <td>1685</td>\n",
              "      <td>65159.60</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>12</td>\n",
              "      <td>1680</td>\n",
              "      <td>64701.15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>9</td>\n",
              "      <td>1661</td>\n",
              "      <td>64180.05</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>10</td>\n",
              "      <td>1646</td>\n",
              "      <td>64027.60</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "\n",
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              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "    background-color: var(--disabled-bg-color);\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_564b7f3a-34c9-4152-9688-ee03b31aaf7e\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('sales_by_month')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_564b7f3a-34c9-4152-9688-ee03b31aaf7e button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('sales_by_month');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "sales_by_month",
              "summary": "{\n  \"name\": \"sales_by_month\",\n  \"rows\": 12,\n  \"fields\": [\n    {\n      \"column\": \"month\",\n      \"properties\": {\n        \"dtype\": \"int32\",\n        \"num_unique_values\": 12,\n        \"samples\": [\n          9,\n          12,\n          7\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 91,\n        \"min\": 1646,\n        \"max\": 1935,\n        \"num_unique_values\": 12,\n        \"samples\": [\n          1661,\n          1680,\n          1935\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2965.868138770159,\n        \"min\": 64027.6,\n        \"max\": 72557.9,\n        \"num_unique_values\": 12,\n        \"samples\": [\n          64180.05,\n          64701.15,\n          72557.9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.barplot(x='month', y='revenue', data=sales_by_month, label='Revenue')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "KpLJd10_vaTT",
        "outputId": "f7d9bd14-bbe8-4b68-8218-ad0bc122cd81"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Create revenue column in order_details table"
      ],
      "metadata": {
        "id": "TUgsQm4xBu6k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pizzas_full = pizzas.merge(pizza_types[['pizza_type_id', 'name', 'category']], on='pizza_type_id')\n",
        "pizzas_full.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "eLqh4pjNrhdN",
        "outputId": "2553e4af-d015-4cc8-e711-068680fd6b67"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     pizza_id pizza_type_id size  price                          name category\n",
              "0   bbq_ckn_s       bbq_ckn    S  12.75    The Barbecue Chicken Pizza  Chicken\n",
              "1   bbq_ckn_m       bbq_ckn    M  16.75    The Barbecue Chicken Pizza  Chicken\n",
              "2   bbq_ckn_l       bbq_ckn    L  20.75    The Barbecue Chicken Pizza  Chicken\n",
              "3  cali_ckn_s      cali_ckn    S  12.75  The California Chicken Pizza  Chicken\n",
              "4  cali_ckn_m      cali_ckn    M  16.75  The California Chicken Pizza  Chicken"
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        vertical-align: top;\n",
              "    }\n",
              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>pizza_id</th>\n",
              "      <th>pizza_type_id</th>\n",
              "      <th>size</th>\n",
              "      <th>price</th>\n",
              "      <th>name</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>bbq_ckn_s</td>\n",
              "      <td>bbq_ckn</td>\n",
              "      <td>S</td>\n",
              "      <td>12.75</td>\n",
              "      <td>The Barbecue Chicken Pizza</td>\n",
              "      <td>Chicken</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>bbq_ckn_m</td>\n",
              "      <td>bbq_ckn</td>\n",
              "      <td>M</td>\n",
              "      <td>16.75</td>\n",
              "      <td>The Barbecue Chicken Pizza</td>\n",
              "      <td>Chicken</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>bbq_ckn_l</td>\n",
              "      <td>bbq_ckn</td>\n",
              "      <td>L</td>\n",
              "      <td>20.75</td>\n",
              "      <td>The Barbecue Chicken Pizza</td>\n",
              "      <td>Chicken</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>cali_ckn_s</td>\n",
              "      <td>cali_ckn</td>\n",
              "      <td>S</td>\n",
              "      <td>12.75</td>\n",
              "      <td>The California Chicken Pizza</td>\n",
              "      <td>Chicken</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>cali_ckn_m</td>\n",
              "      <td>cali_ckn</td>\n",
              "      <td>M</td>\n",
              "      <td>16.75</td>\n",
              "      <td>The California Chicken Pizza</td>\n",
              "      <td>Chicken</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b99e19a1-3adb-4911-84d8-67618bc27bca')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-b99e19a1-3adb-4911-84d8-67618bc27bca button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-b99e19a1-3adb-4911-84d8-67618bc27bca');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
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              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-47b24aa0-ab74-48c2-b2b3-9a39c7f3f4ad button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "pizzas_full",
              "summary": "{\n  \"name\": \"pizzas_full\",\n  \"rows\": 96,\n  \"fields\": [\n    {\n      \"column\": \"pizza_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 96,\n        \"samples\": [\n          \"ital_veggie_l\",\n          \"green_garden_l\",\n          \"four_cheese_m\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pizza_type_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"spin_pesto\",\n          \"calabrese\",\n          \"four_cheese\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"size\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"M\",\n          \"XXL\",\n          \"L\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.090266446732189,\n        \"min\": 9.75,\n        \"max\": 35.95,\n        \"num_unique_values\": 27,\n        \"samples\": [\n          16.5,\n          12.5,\n          11.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"name\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"The Spinach Pesto Pizza\",\n          \"The Calabrese Pizza\",\n          \"The Four Cheese Pizza\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Classic\",\n          \"Veggie\",\n          \"Chicken\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "order_details = order_details.merge(pizzas_full[['pizza_id','price', 'category']], on='pizza_id')\n",
        "order_details['revenue'] = order_details['quantity'] * order_details['price']\n",
        "order_details.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "_BsaMHgBA9d0",
        "outputId": "783525cb-8df2-4a40-de88-d57d527f528b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   order_details_id  order_id       pizza_id  quantity  price category  \\\n",
              "0                 1         1     hawaiian_m         1  13.25  Classic   \n",
              "1                 2         2  classic_dlx_m         1  16.00  Classic   \n",
              "2                 3         2  five_cheese_l         1  18.50   Veggie   \n",
              "3                 4         2    ital_supr_l         1  20.75  Supreme   \n",
              "4                 5         2     mexicana_m         1  16.00   Veggie   \n",
              "\n",
              "   revenue  \n",
              "0    13.25  \n",
              "1    16.00  \n",
              "2    18.50  \n",
              "3    20.75  \n",
              "4    16.00  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-fe7545d5-46f9-4750-a889-7be5efca1834\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>order_details_id</th>\n",
              "      <th>order_id</th>\n",
              "      <th>pizza_id</th>\n",
              "      <th>quantity</th>\n",
              "      <th>price</th>\n",
              "      <th>category</th>\n",
              "      <th>revenue</th>\n",
              "    </tr>\n",
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              "      <th>0</th>\n",
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              "      <td>hawaiian_m</td>\n",
              "      <td>1</td>\n",
              "      <td>13.25</td>\n",
              "      <td>Classic</td>\n",
              "      <td>13.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>classic_dlx_m</td>\n",
              "      <td>1</td>\n",
              "      <td>16.00</td>\n",
              "      <td>Classic</td>\n",
              "      <td>16.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
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              "      <td>five_cheese_l</td>\n",
              "      <td>1</td>\n",
              "      <td>18.50</td>\n",
              "      <td>Veggie</td>\n",
              "      <td>18.50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>ital_supr_l</td>\n",
              "      <td>1</td>\n",
              "      <td>20.75</td>\n",
              "      <td>Supreme</td>\n",
              "      <td>20.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>mexicana_m</td>\n",
              "      <td>1</td>\n",
              "      <td>16.00</td>\n",
              "      <td>Veggie</td>\n",
              "      <td>16.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fe7545d5-46f9-4750-a889-7be5efca1834')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-fe7545d5-46f9-4750-a889-7be5efca1834 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-fe7545d5-46f9-4750-a889-7be5efca1834');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
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              "\n",
              "\n",
              "<div id=\"df-f435cccc-4d6a-4a82-8aa8-243a6b8ac3ab\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f435cccc-4d6a-4a82-8aa8-243a6b8ac3ab')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f435cccc-4d6a-4a82-8aa8-243a6b8ac3ab button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "order_details",
              "summary": "{\n  \"name\": \"order_details\",\n  \"rows\": 48620,\n  \"fields\": [\n    {\n      \"column\": \"order_details_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14035,\n        \"min\": 1,\n        \"max\": 48620,\n        \"num_unique_values\": 48620,\n        \"samples\": [\n          42519,\n          39006,\n          12784\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"order_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6180,\n        \"min\": 1,\n        \"max\": 21350,\n        \"num_unique_values\": 21350,\n        \"samples\": [\n          19270,\n          4635,\n          5413\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pizza_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 91,\n        \"samples\": [\n          \"southw_ckn_s\",\n          \"cali_ckn_l\",\n          \"spin_pesto_s\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"quantity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 1,\n        \"max\": 4,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          2,\n          4,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.6217891586575077,\n        \"min\": 9.75,\n        \"max\": 35.95,\n        \"num_unique_values\": 25,\n        \"samples\": [\n          20.5,\n          17.5,\n          13.25\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"category\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"Veggie\",\n          \"Chicken\",\n          \"Classic\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"revenue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.4373975811805755,\n        \"min\": 9.75,\n        \"max\": 83.0,\n        \"num_unique_values\": 56,\n        \"samples\": [\n          13.25,\n          12.75,\n          37.5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Categorías más vendidas"
      ],
      "metadata": {
        "id": "yaykNWLUx09O"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "category_revenue = order_details.groupby('category').agg({'revenue':'sum'}).sort_values('revenue', ascending=False)\n",
        "sns.barplot(x=category_revenue.index, y='revenue', data=category_revenue)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "dENMM23zAvPN",
        "outputId": "cfabfad8-5a94-419d-b821-8e7f86b7958f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Top ten ordered pizzas\n",
        "top_ten_pizzas = order_details['pizza_id'].value_counts().head(10).reset_index()\n",
        "sns.barplot(x='pizza_id', y='count', data=top_ten_pizzas)\n",
        "plt.xticks(rotation=90)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 530
        },
        "id": "O9gKma1bvC-5",
        "outputId": "b552195e-2ea9-4729-f119-87c7fa7687a0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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RESkeCxEREREpHgsRERERKR4LERERESkeCxEREREpHgsRERERKR4LERERESkeCxEREREpHgsRERERKR4LERERESkeCxEREREpHgsRERERKR7vdk9EVIDG/uuljvBGMXOHSB2BqEzhESIiIiJSPBYiIiIiUjwWIiIiIlI8FiIiIiJSPBYiIiIiUjwWIiIiIlI8FiIiIiJSPBYiIiIiUjwWIiIiIlK8YhWijz76CCkpKRrLU1NT8dFHH71rJiIiIqJSVaxCdPjwYWRlZWksf/HiBY4ePfrOoYiIiIhKU5HuZXbhwgXx4ytXriA5OVl8npubi71796JSpUrvLx0RERFRKShSIWrQoAFUKhVUKlWBp8aMjY2xePHi9xaOiIiIqDQU6ZRZQkIC4uPjIQgCTp06hYSEBPHxzz//IDU1FcOHDy/01zty5Ai6desGBwcHqFQq7Ny5U229IAgICgqCvb09jI2N0b59e9y4cUNtm8ePH2PgwIGwsLBAuXLl4O3tjbS0NLVtLly4gFatWsHIyAiOjo6YM2dOUXabiIiIyrgiFSInJydUrVoVeXl5aNKkCZycnMSHvb09dHV1i/Ti6enpqF+/PpYsWVLg+jlz5mDRokVYtmwZTp48CVNTU3h5eeHFixfiNgMHDsTly5exb98+7N69G0eOHMGoUaPE9ampqejYsSOcnJwQExODuXPnIjg4GCtWrChSViIiIiq7inTK7FU3btzAoUOH8ODBA+Tl5amtCwoKKtTX6Ny5Mzp37lzgOkEQEB4ejm+++QY9evQAAKxfvx62trbYuXMn+vXrh6tXr2Lv3r04ffo0mjRpAgBYvHgxunTpgnnz5sHBwQEbN25EVlYWVq9eDQMDA9StWxexsbFYsGCBWnF6VWZmJjIzM8XnqamphdofIiIi0k7FKkQ//vgjxowZgwoVKsDOzg4qlUpcp1KpCl2I3iQhIQHJyclo3769uMzS0hLNmjVDdHQ0+vXrh+joaJQrV04sQwDQvn176Ojo4OTJk+jZsyeio6PRunVrGBgYiNt4eXnhu+++w5MnT2BlZaXx2qGhoQgJCXnnfSAiklpj//VSR3ijmLlDpI5ABKCYhWjmzJn49ttvERAQ8L7ziPKvYLO1tVVbbmtrK65LTk6GjY2N2no9PT2UL19ebRtnZ2eNr5G/rqBCFBgYCD8/P/F5amoqHB0d33GPiIiISK6KVYiePHmCTz755H1nkQ1DQ0MYGhpKHYOIiP4/OR/p4lGusqFYEzN+8skniIiIeN9Z1NjZ2QEA7t+/r7b8/v374jo7Ozs8ePBAbX1OTg4eP36stk1BX+PV1yAiIiJlK9YRourVq2Pq1Kk4ceIE3NzcoK+vr7Z+/Pjx7xzM2dkZdnZ2OHDgABo0aADg5amrkydPYsyYMQAADw8PpKSkICYmBo0bNwYAHDx4EHl5eWjWrJm4zddff43s7Gwx5759+1CrVq0CT5cRERGR8hSrEK1YsQJmZmaIjIxEZGSk2jqVSlXoQpSWloa4uDjxeUJCAmJjY1G+fHlUqVIFEydOxMyZM1GjRg04Oztj6tSpcHBwwMcffwwAqFOnDjp16oSRI0di2bJlyM7OxtixY9GvXz84ODgAAAYMGICQkBB4e3sjICAAly5dwsKFCxEWFlacXSciIqIyqFiFKCEh4b28+JkzZ9C2bVvxef5A5qFDh2Lt2rWYPHky0tPTMWrUKKSkpKBly5bYu3cvjIyMxM/ZuHEjxo4di3bt2kFHRwe9e/fGokWLxPWWlpaIiIiAj48PGjdujAoVKiAoKOi1l9wTERGR8hR7HqL3wdPTE4IgvHa9SqXC9OnTMX369NduU758eWzatOmNr+Pu7s6bzhIRkaTkPDAc4ODwYhWit92eY/Xq1cUKQ0RERCSFYl92/6rs7GxcunQJKSkpBd70lYiIiEjOilWIfv31V41leXl5GDNmDKpVq/bOoYiIiIhKU7HmISrwC+nowM/Pj1dvERERkdZ5b4UIAOLj45GTk/M+vyQRERFRiSvWKbNX7/MFvLwzfVJSEvbs2YOhQ4e+l2BEREREpaVYhejcuXNqz3V0dFCxYkXMnz//rVegEREREclNsQrRoUOH3ncOIiIi0gJynk/pXeZSeqeJGR8+fIhr164BAGrVqoWKFSu+y5cjIiIikkSxBlWnp6dj+PDhsLe3R+vWrdG6dWs4ODjA29sbGRkZ7zsjERERUYkqViHy8/NDZGQkfv/9d6SkpCAlJQW7du1CZGQkJk2a9L4zEhEREZWoYp0y++WXX7B9+3Z4enqKy7p06QJjY2N8+umnWLp06fvKR0RERFTiinWEKCMjA7a2thrLbWxseMqMiIiItE6xCpGHhwemTZuGFy9eiMueP3+OkJAQeHh4vLdwRERERKWhWKfMwsPD0alTJ1SuXBn169cHAJw/fx6GhoaIiIh4rwGJiIiISlqxCpGbmxtu3LiBjRs34u+//wYA9O/fHwMHDoSxsfF7DUhERERU0opViEJDQ2Fra4uRI0eqLV+9ejUePnyIgICA9xKOiIiIqDQUawzR8uXLUbt2bY3ldevWxbJly945FBEREVFpKlYhSk5Ohr29vcbyihUrIikp6Z1DEREREZWmYhUiR0dHREVFaSyPioqCg4PDO4ciIiIiKk3FGkM0cuRITJw4EdnZ2fjoo48AAAcOHMDkyZM5UzURERFpnWIVIn9/fzx69AhffPEFsrKyAABGRkYICAhAYGDgew1IREREVNKKVYhUKhW+++47TJ06FVevXoWxsTFq1KgBQ0PD952PiIiIqMQVqxDlMzMzwwcffPC+shARERFJoliDqomIiIjKEhYiIiIiUjwWIiIiIlI8FiIiIiJSPBYiIiIiUjwWIiIiIlI8FiIiIiJSPBYiIiIiUjwWIiIiIlI8FiIiIiJSPBYiIiIiUjwWIiIiIlI8FiIiIiJSPNkXoqpVq0KlUmk8fHx8AACenp4a6z7//HO1r5GYmIiuXbvCxMQENjY28Pf3R05OjhS7Q0RERDKkJ3WAtzl9+jRyc3PF55cuXUKHDh3wySefiMtGjhyJ6dOni89NTEzEj3Nzc9G1a1fY2dnh+PHjSEpKwpAhQ6Cvr49Zs2aVzk4QERGRrMm+EFWsWFHt+ezZs1GtWjW0adNGXGZiYgI7O7sCPz8iIgJXrlzB/v37YWtriwYNGmDGjBkICAhAcHAwDAwMSjQ/ERERyZ/sT5m9KisrCz/99BOGDx8OlUolLt+4cSMqVKiAevXqITAwEBkZGeK66OhouLm5wdbWVlzm5eWF1NRUXL58ucDXyczMRGpqqtqDiIiIyi7ZHyF61c6dO5GSkoLPPvtMXDZgwAA4OTnBwcEBFy5cQEBAAK5du4YdO3YAAJKTk9XKEADxeXJycoGvExoaipCQkJLZCSIiIpIdrSpEq1atQufOneHg4CAuGzVqlPixm5sb7O3t0a5dO8THx6NatWrFep3AwED4+fmJz1NTU+Ho6Fj84ERERCRrWlOIbt++jf3794tHfl6nWbNmAIC4uDhUq1YNdnZ2OHXqlNo29+/fB4DXjjsyNDSEoaHhe0hNRERE2kBrxhCtWbMGNjY26Nq16xu3i42NBQDY29sDADw8PHDx4kU8ePBA3Gbfvn2wsLCAq6trieUlIiIi7aEVR4jy8vKwZs0aDB06FHp6/xc5Pj4emzZtQpcuXWBtbY0LFy7A19cXrVu3hru7OwCgY8eOcHV1xeDBgzFnzhwkJyfjm2++gY+PD48CEREREQAtKUT79+9HYmIihg8frrbcwMAA+/fvR3h4ONLT0+Ho6IjevXvjm2++EbfR1dXF7t27MWbMGHh4eMDU1BRDhw5Vm7eIiIiIlE0rClHHjh0hCILGckdHR0RGRr71852cnPDHH3+URDQiIiIqA7RmDBERERFRSWEhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsWTdSEKDg6GSqVSe9SuXVtc/+LFC/j4+MDa2hpmZmbo3bs37t+/r/Y1EhMT0bVrV5iYmMDGxgb+/v7Iyckp7V0hIiIiGdOTOsDb1K1bF/v37xef6+n9X2RfX1/s2bMH27Ztg6WlJcaOHYtevXohKioKAJCbm4uuXbvCzs4Ox48fR1JSEoYMGQJ9fX3MmjWr1PeFiIiI5En2hUhPTw92dnYay58+fYpVq1Zh06ZN+OijjwAAa9asQZ06dXDixAk0b94cERERuHLlCvbv3w9bW1s0aNAAM2bMQEBAAIKDg2FgYFDau0NEREQyJOtTZgBw48YNODg4wMXFBQMHDkRiYiIAICYmBtnZ2Wjfvr24be3atVGlShVER0cDAKKjo+Hm5gZbW1txGy8vL6SmpuLy5cuvfc3MzEykpqaqPYiIiKjsknUhatasGdauXYu9e/di6dKlSEhIQKtWrfDs2TMkJyfDwMAA5cqVU/scW1tbJCcnAwCSk5PVylD++vx1rxMaGgpLS0vx4ejo+H53jIiIiGRF1qfMOnfuLH7s7u6OZs2awcnJCT///DOMjY1L7HUDAwPh5+cnPk9NTWUpIiIiKsNkfYTov8qVK4eaNWsiLi4OdnZ2yMrKQkpKito29+/fF8cc2dnZaVx1lv+8oHFJ+QwNDWFhYaH2ICIiorJLqwpRWloa4uPjYW9vj8aNG0NfXx8HDhwQ11+7dg2JiYnw8PAAAHh4eODixYt48OCBuM2+fftgYWEBV1fXUs9PRERE8iTrU2ZffvklunXrBicnJ9y7dw/Tpk2Drq4u+vfvD0tLS3h7e8PPzw/ly5eHhYUFxo0bBw8PDzRv3hwA0LFjR7i6umLw4MGYM2cOkpOT8c0338DHxweGhoYS7x0RERHJhawL0d27d9G/f388evQIFStWRMuWLXHixAlUrFgRABAWFgYdHR307t0bmZmZ8PLywg8//CB+vq6uLnbv3o0xY8bAw8MDpqamGDp0KKZPny7VLhEREZEMyboQbdmy5Y3rjYyMsGTJEixZsuS12zg5OeGPP/5439GIiIioDNGqMUREREREJYGFiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBSPhYiIiIgUj4WIiIiIFI+FiIiIiBRP1oUoNDQUH3zwAczNzWFjY4OPP/4Y165dU9vG09MTKpVK7fH555+rbZOYmIiuXbvCxMQENjY28Pf3R05OTmnuChEREcmYntQB3iQyMhI+Pj744IMPkJOTg6+++godO3bElStXYGpqKm43cuRITJ8+XXxuYmIifpybm4uuXbvCzs4Ox48fR1JSEoYMGQJ9fX3MmjWrVPeHiIiI5EnWhWjv3r1qz9euXQsbGxvExMSgdevW4nITExPY2dkV+DUiIiJw5coV7N+/H7a2tmjQoAFmzJiBgIAABAcHw8DAQONzMjMzkZmZKT5PTU19T3tEREREciTrU2b/9fTpUwBA+fLl1ZZv3LgRFSpUQL169RAYGIiMjAxxXXR0NNzc3GBraysu8/LyQmpqKi5fvlzg64SGhsLS0lJ8ODo6lsDeEBERkVzI+gjRq/Ly8jBx4kS0aNEC9erVE5cPGDAATk5OcHBwwIULFxAQEIBr165hx44dAIDk5GS1MgRAfJ6cnFzgawUGBsLPz098npqaylJERERUhmlNIfLx8cGlS5dw7NgxteWjRo0SP3Zzc4O9vT3atWuH+Ph4VKtWrVivZWhoCENDw3fKS0RERNpDK06ZjR07Frt378ahQ4dQuXLlN27brFkzAEBcXBwAwM7ODvfv31fbJv/568YdERERkbLIuhAJgoCxY8fi119/xcGDB+Hs7PzWz4mNjQUA2NvbAwA8PDxw8eJFPHjwQNxm3759sLCwgKura4nkJiIiIu0i61NmPj4+2LRpE3bt2gVzc3NxzI+lpSWMjY0RHx+PTZs2oUuXLrC2tsaFCxfg6+uL1q1bw93dHQDQsWNHuLq6YvDgwZgzZw6Sk5PxzTffwMfHh6fFiIiICIDMjxAtXboUT58+haenJ+zt7cXH1q1bAQAGBgbYv38/OnbsiNq1a2PSpEno3bs3fv/9d/Fr6OrqYvfu3dDV1YWHhwcGDRqEIUOGqM1bRERERMom6yNEgiC8cb2joyMiIyPf+nWcnJzwxx9/vK9YREREVMbI+ggRERERUWlgISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVjISIiIiLFYyEiIiIixWMhIiIiIsVTVCFasmQJqlatCiMjIzRr1gynTp2SOhIRERHJgGIK0datW+Hn54dp06bh7NmzqF+/Pry8vPDgwQOpoxEREZHEFFOIFixYgJEjR2LYsGFwdXXFsmXLYGJigtWrV0sdjYiIiCSmJ3WA0pCVlYWYmBgEBgaKy3R0dNC+fXtER0drbJ+ZmYnMzEzx+dOnTwEAqampatvlZj4vocTvx3/zvg73o+SVhX0AysZ+lIV9ALgfclIW9gEoG/vx333Ify4Iwts/WVCAf/75RwAgHD9+XG25v7+/0LRpU43tp02bJgDggw8++OCDDz7KwOPOnTtv7QqKOEJUVIGBgfDz8xOf5+Xl4fHjx7C2toZKpSqR10xNTYWjoyPu3LkDCwuLEnmN0lAW9qMs7APA/ZCTsrAPQNnYj7KwDwD3o7AEQcCzZ8/g4ODw1m0VUYgqVKgAXV1d3L9/X235/fv3YWdnp7G9oaEhDA0N1ZaVK1euJCOKLCwstPqbO19Z2I+ysA8A90NOysI+AGVjP8rCPgDcj8KwtLQs1HaKGFRtYGCAxo0b48CBA+KyvLw8HDhwAB4eHhImIyIiIjlQxBEiAPDz88PQoUPRpEkTNG3aFOHh4UhPT8ewYcOkjkZEREQSU0wh6tu3Lx4+fIigoCAkJyejQYMG2Lt3L2xtbaWOBuDlabpp06ZpnKrTNmVhP8rCPgDcDzkpC/sAlI39KAv7AHA/SoJKEApzLRoRERFR2aWIMUREREREb8JCRERERIrHQkRERESKx0JEREREisdCRERERIrHQkRERESKp5h5iLRFbm4uLl68CCcnJ1hZWUkdp0ANGzYs9D3dzp49W8Jpiu/ChQuF3tbd3b0EkxTfq/fce5sFCxaUYJL378GDB3jw4AHy8vLUlsv1/wIoG99TZUVh79wOoEzc+oLeHQuRxCZOnAg3Nzd4e3sjNzcXbdq0wfHjx2FiYoLdu3fD09NT6ogaPv74Y6kjvBcNGjSASqXC66biyl+nUqmQm5tbyukK59y5c4XarqRuSlwSYmJiMHToUFy9elX8v9GG/wugbHxP/de6detQoUIFdO3aFQAwefJkrFixAq6urti8eTOcnJwkTliwcuXKvfX7Xhv+L3r16lXobXfs2FGCSd6ve/fu4dixYwW+6Rk/frwkmTgxo8QqV66MnTt3okmTJti5cyd8fHxw6NAhbNiwAQcPHkRUVJTUEd+LzZs3o3v37jA1NZU6iuj27duF3lauv/SL4+7du3BwcICOjjzPmNevXx/VqlVDQEAAbG1tNf6oyfn/oix+T9WqVQtLly7FRx99hOjoaLRv3x5hYWHYvXs39PT0ZPtHODIystDbtmnTpgSTvJui3F5qzZo1JZjk/Vm7di1Gjx4NAwMDWFtbq/2Mq1Qq3Lx5U5pgAknK0NBQuHPnjiAIgjBy5EhhwoQJgiAIws2bNwVzc3MJk71f5ubmQnx8vNQx3lmXLl2Ee/fuSR3jncj9/8LMzEy4ceOG1DFKjdy/p4yNjYXbt28LgiAIkydPFgYPHiwIgiBcunRJqFChgpTR3rsxY8YIDx8+lDrGOzt27Jjw4sULqWO8VuXKlYWZM2cKubm5UkdRI8+3iApia2uLK1euIDc3F3v37kWHDh0AABkZGdDV1ZU43fsjlJEDkUeOHMHz58+ljvFO5P5/0a5dO5w/f17qGKVG7t9TZmZmePToEQAgIiJC/B1lZGQk69zF8dNPPxVp7JFcde7cGf/884/UMV4rIyMD/fr1k91Rao4hktiwYcPw6aefwt7eHiqVCu3btwcAnDx5ErVr15Y4HVHpW7lyJYYOHYpLly6hXr160NfXV1vfvXt3iZIpU4cOHTBixAg0bNgQ169fR5cuXQAAly9fRtWqVaUN957J/c1CYcl9P7y9vbFt2zZMmTJF6ihqWIgkFhwcjHr16uHOnTv45JNPxDv+6urqyu6bhag0REdHIyoqCn/++afGOrkPgC2LlixZgm+++QZ37tzBL7/8AmtrawAvB7/3799f4nSkjUJDQ/G///0Pe/fuhZubm8abHqmuiGUhkoE+ffpoLBs6dKjaczc3N/zxxx9wdHQsrVhEkhg3bhwGDRqEqVOnwtbWVuo4ileuXDl8//33GstDQkLUnn/xxReYPn06KlSoUFrRSEuFhobir7/+Qq1atQBAY1C1VFiItMStW7eQnZ0tdQwqA+R+Cf6jR4/g6+vLMqRlfvrpJ3z55ZcsRPRW8+fPx+rVq/HZZ59JHUWNvEY0UZnl5OSkcViUpCH38QW9evXCoUOHpI5BRST37yslkfubHkNDQ7Ro0ULqGBp4hIjei6ysrAIn2KpSpQoA4NKlS1LEeu+++uorlC9fXuoYbxQXF4f4+Hi0bt0axsbG4uRz+a5cuQIHBwcJE75ZzZo1ERgYiGPHjhU4vkCqSdtKijZ8TynFoEGDysSs1XIvpxMmTMDixYuxaNEiqaOo4cSMWsLc3Bznz5+Hi4uL1FHU3LhxA8OHD8fx48fVlgtaMAPsf23YsAHLli1DQkICoqOj4eTkhPDwcDg7O6NHjx5Sx3urR48eoW/fvjh48CBUKhVu3LgBFxcXDB8+HFZWVpg/f77UEQvF2dn5tesknbStEH777bdCb1vWrpaT6++ofCkpKTh16lSBb9yGDBkiUSpl6tmzJw4ePAhra2vUrVtX402PVJN98ggRvZPPPvsMenp62L17tzh1gDZaunQpgoKCMHHiRHz77bdikStXrhzCw8O1ohD5+vpCT08PiYmJqFOnjri8b9++8PPz05pClJCQIHWEYivsbW207c2Ctvv9998xcOBApKWlwcLCQmMQr7YUovv37+PLL7/EgQMH8ODBA40jQdryPVWuXLki3ZKktPAIkZaQ67svU1NTxMTEaP2cSa6urpg1axY+/vhjtX/rS5cuwdPTE//++6/UEd/Kzs4Of/31F+rXr6+2Dzdv3oS7uzvS0tKkjvheWVhYIDY2VnY/E0ol199RwMvTsF26dMGsWbNgYmIidZxi69y5MxITEzF27NgC34Bqwxu3ooiKikKTJk3E6WhKGo8QSWz9+vXo27evxn94VlYWtmzZIr5zWb58uSyvunF1ddWKsvA2CQkJaNiwocZyQ0NDpKenS5Co6NLT0wv8Zf/48eNS+4VSmvheTl7kPP7mn3/+wfjx47W6DAHAsWPHcPToUTRo0EDqKKWic+fOpfqmh4VIYsOGDUOnTp1gY2OjtvzZs2cYNmyYWIgGDBggRby3+u677zB58mTMmjWrwAGwcv0F+V/Ozs6IjY3VuOHm3r171U4/yVmrVq2wfv16zJgxA8DLUwF5eXmYM2cO2rZtK3E6ZUpPT0dkZCQSExORlZWltk6bBocXZvzN0qVLpYhWKF5eXjhz5owsj14VhaOjo6LeCJT2vrIQSey/VwDlu3v3LiwtLSVIVDT5txpp166d2nJtG1Tt5+cHHx8fvHjxAoIg4NSpU9i8eTNCQ0OxcuVKqeMVypw5c9CuXTucOXMGWVlZmDx5Mi5fvozHjx8jKipK6niKc+7cOXTp0gUZGRlIT09H+fLl8e+//8LExAQ2NjZaU4jKwvibrl27wt/fH1euXCnwjZu2DHAPDw/HlClTsHz58jJ32xQ54BgiiTRs2BAqlQrnz59H3bp1oaf3f900NzcXCQkJ6NSpE37++WcJU75dZGTkG9e3adOmlJK8u40bNyI4OBjx8fEAAAcHB4SEhMDb21viZIX39OlTfP/99zh//jzS0tLQqFEj+Pj4wN7eXupo752cx6wAgKenJ2rWrIlly5bB0tIS58+fh76+PgYNGoQJEybIclBpQcrC+Js33URUm964WVlZISMjAzk5OTAxMdEodo8fP5YoWcko7Z9xFiKJ5E97HxISgkmTJsHMzExcZ2BggKpVq6J3794wMDCQKmKhZGdnv3bCxX///VcrZ63NyMhAWlqaxmlMkhe5D6ouV64cTp48iVq1aqFcuXKIjo5GnTp1cPLkSQwdOhR///231BELxdTUFBcvXpTtv7OSrF279o1X8v73lk/arrQLEU+ZSWTatGkAgKpVq6Jv374wMjKSOFHx9OvXD9u3b9f4Ib1//z7atWunNRMyPn/+HIIgwMTEBCYmJnj48CHCw8Ph6uqKjh07Sh2vUPbu3QszMzO0bNkSwMubcv74449wdXXFkiVLYGVlJXHC90vu7+X09fXFIxM2NjbidAiWlpa4c+eOxOkKryyMv7l79y4qV65c4LoTJ06gefPmpZyoeN50q4vnz5+XXpBSUtrTuPDWHRIbOnSo1pYhAEhMTMSIESPUliUlJcHT01OrLsXv0aMH1q9fD+DlANKmTZti/vz56NGjh6wHi77K398fqampAICLFy/Cz88PXbp0QUJCAvz8/CROV3gvXrx47bqkpCTx4z///BOVKlUqjUjF0rBhQ5w+fRrAy1PHQUFB2LhxIyZOnIh69epJnK7w8sffBAcH45dffsFvv/2m9tAGHTt2LPB0UlRUFDp16iRBouJ53biz9PR0dOnSpZTTlLxSf9MjkKRycnKEuXPnCh988IFga2srWFlZqT3k7sGDB0Lt2rUFX19fQRAE4Z9//hFq1qwpfPLJJ0Jubq7E6QrP2tpauHTpkiAIgvDjjz8K7u7uQm5urvDzzz8LtWvXljhd4ZiamgoJCQmCIAjCtGnThN69ewuCIAgxMTGCra2thMmKpk6dOsK5c+c0lm/fvl2oUKFC6QcqptOnTwsHDx4UBEEQ7t+/L3h5eQnm5uZCo0aNCtw/uVKpVK996OjoSB2vUIYNGyY0btxYSE1NFZdFRkYKFhYWwoIFCyRMVjQuLi5CUFCQ2rK0tDShZcuWQsuWLSVKVXawEEls6tSpgr29vTBv3jzByMhImDFjhuDt7S1YW1sLCxculDpeoSQmJgpVqlQRfH19hRo1agh9+/YVcnJypI5VJMbGxsLt27cFQRCETz75RAgODhYE4eW+GRsbSxmt0KysrITLly8LgiAILVq0EJYvXy4IgiAkJCRozT4IgiCMGTNGMDQ0FGbPni0Iwstf+EOHDhWMjY216o8XyUdubq7Qs2dPoU2bNsKLFy+EgwcPCmZmZkJ4eLjU0YokLi5OsLe3F8LCwgRBEITU1FTBw8NDaNWqlZCWliZtuCJITk4WBg0aJNjb2wu6urqCjo6O2kMqLEQSc3FxEXbv3i0IgiCYmZkJcXFxgiAIwsKFC4X+/ftLGa1Irl27JtjY2AgDBw4U8vLypI5TZG5ubsLChQuFxMREwcLCQjh+/LggCIJw5swZrTm60q1bN8HLy0uYPn26oK+vL9y9e1cQBEH466+/hBo1akicrmh2794t2NnZCS1bthSqVasm1K9fX7h48aLUsYqkbdu2wpMnTzSWP336VGjbtm3pB1K4zMxMoX379sKHH34omJmZCYsXL5Y6UrGcP39eKF++vLBw4UKhefPmQps2bbSqDAmCIHTq1ElwdXUVfvjhB+HXX38Vdu7cqfaQCq8yk5ipqSmuXr2KKlWqwN7eHnv27EGjRo1w8+ZNNGzYEE+fPpU6ogYrK6sCB7tlZGTA0NAQurq64jJtuQx0+/btGDBgAHJzc/HRRx9h3759AIDQ0FAcOXIEf/75p8QJ3y4xMRFffPEF7ty5g/Hjx4vTBfj6+iI3N1d2d5Z+k7y8PIwbNw5Lly6Fnp4efv/9d3h5eUkdq0h0dHSQnJyscbXigwcPUKlSJWRnZ0uUrOi0cYLJCxcuaCx79uwZ+vfvj65du2LMmDHicnd399KM9s6io6PRoUMHNGvWDLt374axsbHUkYrE3NxcljNu8yoziVWuXBlJSUmoUqUKqlWrhoiICDRq1AinT5+W7e0WwsPDpY7w3vXp0wctW7ZEUlIS6tevLy5v164devbsKWGywqtSpQp2796tsTwsLEyCNMUXHx+PAQMGIDk5GX/99RciIyPRvXt3TJgwAd9+++1rp3mQi1f/EF+5cgXJycni89zcXOzdu1fWg8H/S1snmGzQoAFUKpXawNz858uXL8eKFSu0YgLZ/Dnr/svQ0BD37t1DixYtxGVnz54tzWjFJtcZt3mESGJTpkyBhYUFvvrqK2zduhWDBg1C1apVkZiYCF9fX8yePVvqiIoSFxeH+Ph4tG7dGsbGxq+dSVyu4uPjsWbNGsTHx2PhwoWwsbHBn3/+iSpVqqBu3bpSxysUc3NzdO3aFcuWLUO5cuUAAMePH8eQIUNgbm6Oc+fOSRvwLXR0dMTvmYJ+vRobG2Px4sUYPnx4aUcrFm2dYPL27duF3va/t+yRk/w56wojfzoXuYuIiMD8+fNlN+M2C5HMREdHIzo6GjVq1EC3bt2kjvNWf/zxB3R1dTVOZ0RERCA3NxedO3eWKFnRPHr0CJ9++ikOHToElUqFGzduwMXFBcOHD4eVlRXmz58vdcS3ioyMROfOndGiRQscOXIEV69ehYuLC2bPno0zZ85g+/btUkcslA0bNmDw4MEay589e4aJEydi1apVEqQqvNu3b0MQBLi4uODUqVOoWLGiuM7AwAA2NjZqp5XlrqxMMEnyIdcZt3nKTGY8PDzg4eEhdYxCmzJlSoFHsfLy8jBlyhStKUS+vr7Q19cXJ8/L17dvX/j5+WlFIZoyZQpmzpwJPz8/mJubi8s/+ugjfP/99xImK5qCyhDw8siR3MsQ8H9HG/57E1RtVRYmmAwNDYWtra3GUbnVq1fj4cOHCAgIkChZ0Zw+fRp5eXlo1qyZ2vKTJ09CV1cXTZo0kShZ0YSFhcnyyDsLkQxs2LABy5YtQ0JCAqKjo+Hk5ITw8HA4OzujR48eUsd7oxs3bsDV1VVjee3atREXFydBouKJiIjAX3/9pTGbbY0aNYp06F1KFy9exKZNmzSW29jY4N9//5UgUeEVdoI/lUol6yOnv/32Gzp37gx9ff237pO23FA0f4LJGjVqiBNM/vvvv9iwYYPWTDC5fPnyAn826tati379+mlNIfLx8cHkyZM1CtE///yD7777DidPnpQoWdHIdsZtSa5tI9EPP/wgVKhQQZg5c6ZgbGwsxMfHC4IgCGvWrBE8PT0lTvd2tra2woEDBzSW79u3T6hYsaIEiYrHzMxMuH79uvhx/v/D6dOnhfLly0sZrdAqVaokREVFCYKgvg87duwQXFxcpIz2Vm+a/E+bJgJUqVTC/fv3xY+1dT9e9aYJJmNjYyVOVziGhobCzZs3NZbHx8cLhoaGEiQqHlNTU/Hn+lU3b94UzMzMJEhUPOPGjStweVpamqR/93jrDoktXrwYP/74I77++mu1cQVNmjTBxYsXJUxWOD169MDEiRPFO8QDLwcmT5o0SWveAQNAq1atxFt3AC+PROTl5WHOnDlo27athMkKL/+dbnJyspg/KioKX375JYYMGSJ1vDfKy8sr1EPOVwMBL/cj/zJ7bd6PVzVp0kT8GbCxscHevXuRmpqKmJgYtSsy5czR0RFRUVEay6OiouDg4CBBouIxNDTE/fv3NZYnJSVBT097Tvjs2bNHYwB4eno6OnXqhJycHIlSgUeIpGZkZCTcunVLEAT1d/XXr18XjIyMpIxWKCkpKULz5s0FPT09oWrVqkLVqlUFPT29105KJ1cXL14UbGxshE6dOgkGBgZCnz59hDp16gi2trbiZJlyl5mZKYwYMULQ09MTVCqVoK+vL+jo6AiDBg3SupnDlaRevXpCYmKi1DHKtO+++06wtrYWVq9eLdy6dUu4deuWsGrVKsHa2lqYNWuW1PEKrV+/fkKbNm2ElJQUcdmTJ0+ENm3aCJ988omEyYpGrjNua0+lLKOcnZ0RGxurcdnn3r171Qb3ypWlpSWOHz+Offv24fz58zA2Noa7uztat24tdbQiqVevHq5fv47FixfD3NwcaWlp6NWrF3x8fGBvby91vEIxMDDAjz/+iKlTp+LSpUtIS0tDw4YNUaNGDamjvVVRJo2U67w3xXXr1i3ZTdLYqFEjHDhwAFZWVq+dByefNsx94+/vj0ePHuGLL74QJ5Y0MjJCQEAAAgMDJU5XePPmzUPr1q3h5OSEhg0bAgBiY2Nha2uLDRs2SJyu8KpVq4a9e/eibdu20NHRwebNm2FoaIg9e/bA1NRUsly87F5iK1euRHBwMObPnw9vb2+sXLkS8fHxCA0NxcqVK9GvXz+pI74Xbm5u+OOPP+Do6Ch1lDIvKysLCQkJqFatmtYcRnd2dlZ7/vDhQ2RkZIjzEKWkpIgTAd68eVOChCXH3Nwc58+fh4uLi9RRRCEhIfD394eJiclb58HRlrlvACAtLQ1Xr16FsbExatSooTH57d27d+Hg4CBeVSdH6enp2Lhxo9ob0P79+8t+wtKCyG3GbRYiGdi4cSOCg4PFcTgODg4ICQkRb71QFsjxl/5/HT16FMuXL8fNmzexbds2VKpUCRs2bICzszNatmwpdby3ysjIwLhx47Bu3ToAwPXr1+Hi4oJx48ahUqVKmDJlisQJC2fTpk344YcfsGrVKtSqVQsAcO3aNYwcORKjR4/GwIEDJU74fmnDz4ZSWFhYIDY2Vuv/L7p27YqVK1fK6uj264403r59GzY2NmplSKqjjtrx9rGMGzhwIAYOHIiMjAykpaVp3PuISt4vv/yCwYMHY+DAgTh79iwyMzMBAE+fPsWsWbPwxx9/SJzw7QIDA3H+/HkcPnwYnTp1Epe3b98ewcHBWlOIpk6diu3bt4tlCABq1aqFsLAw9OnTp8wVIpKPsnJ84MiRI9Jevl6Ajz/+WOoIb8VCJCMmJiYwMTGROoYizZw5E8uWLcOQIUOwZcsWcXmLFi0wc+ZMCZMV3s6dO7F161Y0b95c7Z1Y3bp11a4ClLukpKQCrzTJzc0t8Aobev/Kly+P69evo0KFCq+9mXM+bbmBM0lLG06tshBJ7NGjRwgKCsKhQ4fw4MEDjdlt+cumdFy7dq3AgeCWlpZISUkp/UDF8PDhwwKPLqanp8tyVtjXadeuHUaPHo2VK1eiUaNGAICYmBiMGTMG7du3lzidMoSFhYmznZfFmzmTtOQ64zYLkcQGDx6MuLg4eHt7w9bWVqv+cJUldnZ2iIuL07jR4LFjx7RmPEGTJk2wZ88ejBs3DgDE76WVK1dq1e1gVq9ejaFDh6JJkybiQNGcnBx4eXlh5cqVEqcrvJs3bxbqe2f58uWwtbUthUSFN3To0AI/Jnof5DrjNguRxI4ePYpjx45pzQRnZdXIkSMxYcIErF69GiqVCvfu3UN0dDS+/PJLTJ06Vep4hTJr1ix07twZV65cQU5ODhYuXIgrV67g+PHjiIyMlDpeoVWsWBF//PEHbty4gatXrwJ4eSuYmjVrSpysaKpXr442bdrA29sbffr0gZGRUYHbDRgwoJSTFd+LFy/Ey9bzWVhYSJTm/eMb0tJx5coV8ejvqxo2bIgrV65IkOgl+V5bqBC1a9eW3eC3kiDHd8GvmjJlCgYMGIB27dohLS0NrVu3xogRIzB69GjxiIvctWzZErGxscjJyYGbmxsiIiJgY2OD6OhoNG7cWOp4RVajRg10794d3bt3L7AMWVhYyPoS/LNnz8Ld3R1+fn6ws7PD6NGjcerUKaljFVl6ejrGjh0LGxsbmJqawsrKSu1RlpSVQdVyJ9cZt3nZvcROnz6NKVOmICgoCPXq1dOYS0KO774WLVqEUaNGwcjI6K0T6mnbJHpZWVmIi4tDWloaXF1dYWZmJnUkeg1tuVw9JycHv/32G9auXYu9e/eiZs2aGD58OAYPHoyKFStKHe+tfHx8cOjQIcyYMQODBw/GkiVL8M8//2D58uWYPXu2Vlz1d/DgQXz44YevPUqX786dO3BwcFC7jZI2Cg0NxZgxY8R5vOSmf//+SEpKwq5du2BpaQng5VxjH3/8MWxsbPDzzz9LkouFSGI3btzAgAEDNOZdEAQBKpVKlvc8cnZ2xpkzZ2Btba0xod6rVCqVrN/Bl0V5eXmIi4srcIC+ts0e/jbaUojyZWZm4ocffkBgYCCysrJgYGCATz/9FN99952s5ov5rypVqmD9+vXw9PSEhYUFzp49i+rVq2PDhg3YvHmzVkxJYWZmhpycHHzwwQfw9PREmzZt0KJFC8knAiyq3377rdDbyvlekv/88w9at26NR48eacy4vW/fPskm8GUhkljTpk2hp6eHCRMmFDiouk2bNhIlU5b09HTMnj0bBw4cKLBMaEOxO3HiBAYMGIDbt29rHPqXa7l+F9pSiM6cOYPVq1djy5YtMDU1xdChQ+Ht7Y27d+8iJCQEqampsj6VZmZmhitXrqBKlSqoXLkyduzYgaZNmyIhIQFubm5IS0uTOuJbZWdn49SpU4iMjERkZCSOHz+OrKws8ca12jK1ho6ODlQqVYE/368u04afdznOuM1CJDETExOcO3dObRI6Kn39+/dHZGQkBg8eDHt7e41iOmHCBImSFV6DBg1Qs2ZNhISEFLgP+Yemywq5F6IFCxZgzZo1uHbtGrp06YIRI0agS5cuareFuHv3LqpWrSrtHb7fwt3dHYsXL0abNm3Qvn17NGjQAPPmzcOiRYswZ84c3L17V+qIRXb58mXMnTsXGzduRF5enuzLQ779+/cjICAAs2bNEq8cjY6OxjfffINZs2ahQ4cOEid8v0p7xm1eZSaxJk2a4M6dO1pdiO7evYvffvsNiYmJGlegLFiwQKJURfPnn39iz549aNGihdRRiu3GjRvYvn07qlevLnWUUiH3K4KWLl2K4cOH47PPPnvtL3QbGxusWrWqlJMVzbBhw3D+/Hm0adMGU6ZMQbdu3fD9998jOztba36+r1+/jsOHD+Pw4cOIjIxEZmYmWrVqhXnz5sHT01PqeIU2ceJELFu2TO1WQl5eXjAxMcGoUaPEqzLLitKecZuFSGLjxo3DhAkT4O/vDzc3N43Dhe7u7hIlK5wDBw6ge/fucHFxwd9//4169erh1q1bEAShwMsq5crKygrly5eXOsY7adasGeLi4hRTiOR+cPvGjRtv3cbAwED28/z4+vqKH7dv3x5///03YmJiUL16ddn/fspXu3ZtVKxYERMmTMCUKVPg5uYm+0JdkPj4+AIHSltaWuLWrVulnqes4SkziRV0V+X888HacB64adOm6Ny5M0JCQsRTGDY2Nhg4cCA6deqEMWPGSB2xUH766Sfs2rUL69at06rbp1y4cEH8OD4+Ht98843WluuiOnbsGD744AONO5bLxZo1a2BmZoZPPvlEbfm2bduQkZEh+yKU78WLF2+9OkvuJk6ciCNHjojz33h6esLT0xMtW7bUqp/31q1bw8jICBs2bBCnMbl//z6GDBmCFy9eaNV8Y4VR2qfFWYgkdvv27Teud3JyKqUkxWNubo7Y2FhUq1YNVlZWOHbsGOrWrYvz58+jR48esn7X8t+7L8fFxUEQBFStWlWjTEh19+W3ed0gy3zaVK7z9e7dG02bNkVAQIDa8jlz5uD06dPYtm2bRMmKpmbNmli+fDnatm2rtjwyMhKjRo3CtWvXJEpWNEZGRmjatCnatGkDT09PfPjhh1p3dVa+lJQUHD16VBxcffnyZTRs2BBRUVFSRyuUuLg49OzZE9evXxevxLpz5w5q1KiBnTt3lrmjw6VdiHjKTGKFLTylPbissExNTcVxQ/b29oiPj0fdunUBAP/++6+U0d5KG+6+/DYJCQlSR3jvjhw5guDgYI3lnTt3xvz580s/UDElJiYWOC2Fk5MTEhMTJUhUPPv378eRI0dw+PBhhIWFIScnB02aNBELkjYN5M3NzUV2djYyMzPx4sULZGZmak0xBV7Ofn7hwgXs27cPf//9NwCgTp06aN++vVaeApQbFiItUdqDywqrefPmOHbsGOrUqYMuXbpg0qRJuHjxInbs2IHmzZtLHe+NtOHuy28j9yOIxZGWlgYDAwON5fr6+khNTZUgUfHY2NjgwoULGvfHO3/+PKytraUJVQwtW7ZEy5Yt8dVXXyEnJwenT5/G8uXLMWfOHMyePVsrjjyOHz8ehw8fxpUrV2BlZYXWrVtj5MiR8PT0hJubm9TxikSlUqFjx47o2LGj1FHKHBYieicLFiwQ5yEJCQlBWloatm7diho1amjNFSiAfO++XBShoaGwtbXF8OHD1ZavXr0aDx8+1DgFJVdubm7YunUrgoKC1JZv2bIFrq6uEqUquv79+2P8+PEwNzcXJ8WMjIzEhAkT0K9fP4nTFc2rV2kdPnwYmZmZ+N///qc1V2glJSVh1KhR8PT0RL169aSO804OHDiAsLAw8YqyOnXqYOLEiWjfvr3Eyd6/r776qlQvduEYIi0h9zlXtF3Tpk0xefJk9OnTR235jh07JL37clFUrVoVmzZtwocffqi2/OTJk+jXr5/WnF77/fff0atXLwwYMAAfffQRgJd/BDZv3oxt27ZpzanOrKwsDB48GNu2bRPvz5SXl4chQ4Zg2bJlBR4Fk6NKlSrh+fPn4kDkNm3awN3dnadoJPDDDz9gwoQJ6NOnjzgP0YkTJ7B9+3aEhYXBx8dH4oSFI9cZt1mItITcC1FWVlaBMzxXqVJFokRFY2ZmhgsXLmj8+yYkJMDd3R3Pnj2TKFnhGRkZ4erVqxrjVm7evAlXV1e8ePFComRFt2fPHsyaNQuxsbHiLLbTpk3Typnbr1+/Ls7G6+bmpnWnORs0aIC///5bq6/OAl5Og3Do0KECf0/992ikXFWuXBlTpkzB2LFj1ZYvWbIEs2bNwj///CNRsqKR7YzbAmkFMzMzIT4+XuoYGq5duya0bNlS0NHRUXuoVCpBR0dH6niFVr58eeH48eMay6OiooRy5cpJkKjoqlevLmzYsEFj+fr16wVnZ2cJElFZ8eTJE2HXrl2Cn5+f0LhxY8HY2Fjw8PAQvvrqK6mjFcqKFSsEXV1dwdbWVqhfv77QoEED8dGwYUOp4xWaqampcOPGDY3l169fF0xNTSVIVDz79u0TGjVqJOzdu1d4+vSp8PTpU2Hv3r1CkyZNhIiICMly8QiRlpDrEaIWLVpAT08PU6ZMKfB2EfXr15coWdHI9e7LRTFnzhzMmTMHc+fOVTvVNHnyZEyaNAmBgYESJyz7/Pz8MGPGDJiamsLPz++N22rTGLt8jx49wuHDh7Fr1y5s3rxZa2574eTkhC+++EJrxtG9zoABA9CwYUP4+/urLZ83bx7OnDmDLVu2SJSsaOrVq6cx4zYAHD16VNIZtzmoWkuU9uCywoqNjUVMTAxq164tdZR3Mm/ePLRu3RpOTk4ad1/esGGDxOkKx9/fH48ePcIXX3whToVgZGSEgIAA2Zeh8uXL4/r166hQoQKsrKzeOD7l8ePHpZisaM6dO4fs7Gzx49fRpvE3O3bsEAdTX7lyBeXLl0fLli0xf/58rTmF+eTJE40JMrXFokWLxI9dXV3x7bff4vDhw2pjiKKiojBp0iSpIhaZXGfc5hEiib1ucJlKpYKRkRGqV69e4FwmcvHBBx8gLCxMo+lrIznefbk40tLScPXqVRgbG6NGjRoaMznfvXsXDg4OBc6SLpV169ahX79+MDQ0xNq1a99YGLRlhueywsbGBq1btxYHVGvbZeoA4O3tjQ8++ACff/651FGKrLC//1UqFW7evFnCad4Puc64zUIksbcNLlOpVGjZsiV27twJKysriVKqe3UumDNnzoh3Wi7odhEWFhalHa9EyXWCzKKwsLBAbGys7E6/lmV37twBAHF2YSp5rx5ZSU9Px4IFC9C1a9cCf0+NHz++tOO9s/y/Gdp0tDGfXGfcZiGS2IEDB/D111/j22+/RdOmTQEAp06dwtSpU/HNN9/A0tISo0ePRrNmzWRzV+z8Epcvv7i9StCy20UUllzHchWF3Pfh7Nmz0NfXF49E7Nq1C2vWrIGrqyuCg4O15nL1nJwchISEYNGiReJcXWZmZhg3bhymTZumdUcegZf3Ncs/HZtPrm96yuKRFQBYtWoVwsLCxJsH16hRAxMnTsSIESMkTlY0giDIbsZtjiGS2IQJE7BixQq1uWPatWsHIyMjjBo1CpcvX0Z4eLjGZHtSOnTokPjxrVu34OjoCF1dXbVt8vLytOr2BCQfo0ePFu9IfvPmTfTt2xe9evUSb4oaHh4udcRCGTduHHbs2IE5c+aI4z2io6MRHByMR48eYenSpRInLJz09HQEBATg559/xqNHjzTWy/VNj7bMu1UUQUFBWLBgAcaNG6f2PeXr64vExERMnz5d4oSFJ8sZt6W4tI3+j5GRkXDx4kWN5RcuXBCMjIwEQRCEW7duCcbGxqUdrVB0dHSE+/fvayz/999/teqy+8KS6/QHRSH3fbCwsBDi4uIEQRCE2bNnCx07dhQEQRCOHTsmVK5cWcpoRWJhYSH88ccfGsv37NkjWFhYSJCoeL744guhTp06wvbt2wVjY2Nh9erVwowZM4TKlSsLP/30k9TxCiUkJERIT0/XWJ6RkSGEhIRIkKh4KlSoIGzatElj+aZNmwRra2sJEhXf/v37ha5duwouLi6Ci4uL0LVrV2Hfvn2SZpLPqEqFaty4Mfz9/fHw4UNx2cOHDzF58mR88MEHAF5OKCbXsQdCAafLgJcDe42MjCRIRNpOEARx4rz9+/ejS5cuAF6Ov5H7DYNfZWhoqHEfM+DlqRxtOe0HvJw5/IcffkDv3r2hp6eHVq1aieMGN27cKHW8Qsm/rdB/ZWRkICQkRIJExZOdnV3gbYQaN26MnJwcCRIVzw8//IBOnTrB3NwcEyZMwIQJE2BhYYEuXbpgyZIlkuXiKTOJrVq1Cj169EDlypXVBpe5uLhg165dAF6Wi2+++UbKmBry51hRqVSYOnWq2qy1ubm5OHnyJBo0aCBROnoTuQ/CbNKkCWbOnIn27dsjMjJSPLWUkJAgXpGiDcaOHYsZM2ZgzZo14pV+mZmZ+PbbbzVmGpazx48fi+PNLCwsxGkPWrZsiTFjxkgZrdBe98bt/PnzspzO5HUGDx6MpUuXasxhtWLFCgwcOFCiVEU3a9YshIWFqf0cjB8/Hi1atMCsWbMkuwUJC5HEatWqhStXriAiIgLXr18Xl3Xo0EG8LFqO927Kn2NFEARcvHhR7R2vgYEB6tevjy+//FKqePQGgsyvowgPD8fAgQOxc+dOfP311+IVJ9u3b9e4T5ucnTt3DgcOHEDlypXFCUrPnz+PrKwstGvXDr169RK33bFjh1Qx38rFxQUJCQmoUqUKateujZ9//hlNmzbF77//XuBcMnKSP6eVSqVCzZo11UpRbm4u0tLSZH8p/qsTfKpUKqxcuRIRERFo3rw5gJf3KkxMTMSQIUOkilhkKSkp6NSpk8byjh07Sjp5Jq8yo3cybNgwLFy4ULZXmrxvoaGhGDNmjOz+EGRnZ8PY2BixsbFvvZv3nTt34ODgoDEQXu5evHgBXV1drbk6a9iwYYXeds2aNSWY5N2EhYVBV1cX48ePx/79+9GtWzcIgoDs7GwsWLAAEyZMkDria61btw6CIGD48OEIDw8XZ6EHXr5xq1q1qjg4Wa7atm1bqO1UKhUOHjxYwmneD7nOuM1CJIFFixZh1KhRMDIyUpsroyDaOD+GttqwYQOWLVuGhIQEREdHw8nJCeHh4XB2dkaPHj2kjvdWLi4u+PXXX7Xmdimvc+fOHahUKlSuXBnAy2koNm3aBFdXV4waNUridIX3/Plz5OXlwdTUFMDLKzJ37tyJOnXqwMvLS+J0xXf79m3ExMSgevXqcHd3lzpOoURGRuLDDz/UmjJdFr36ty41NRXz5s1DixYtCpxxW6ohIixEEnB2dsaZM2dgbW39xrkytG1+DG22dOlSBAUFYeLEifj2229x6dIluLi4YO3atVi3bp3aVANytWrVKuzYsQMbNmzQqnER/9WqVSuMGjUKgwcPRnJyMmrVqoW6devixo0bGDdunNbcmbxjx47o1asXPv/8c6SkpKB27drQ19fHv//+iwULFmjN+Bvg5XxpBw4cKPBO8atXr5YoVeG9bQqQKlWqlFIS5dKGeaFYiGRE0OKZR7Wdq6srZs2ahY8//lht4sJLly7B09NTK65uatiwIeLi4pCdnQ0nJyfxyES+s2fPSpSsaKysrHDixAnUqlULixYtwtatWxEVFYWIiAh8/vnnWvMmoUKFCoiMjETdunWxcuVKLF68GOfOncMvv/yCoKAgyW5gWVQhISGYPn06mjRpUuANnH/99VeJkhXefyeT/S+5zqWkBHL6u8dB1TJQVmYe1WYJCQniTV1fZWhoiPT0dAkSFZ0cB98XR3Z2tnhV1v79+9G9e3cAQO3atZGUlCRltCLJyMiAubk5ACAiIgK9evWCjo4Omjdvjtu3b0ucrvCWLVuGtWvXYvDgwVJHKbb/3mg3Ozsb586dw4IFC/Dtt99KlErZ5Ph3j4VIYmVp5lFt5uzsjNjYWDg5Oakt37t3L+rUqSNRqqKZNm2a1BHei7p162LZsmXo2rUr9u3bhxkzZgAA7t27B2tra4nTFV716tWxc+dO9OzZE3/99Rd8fX0BAA8ePNCqixCysrK06uq+ghQ0rq5JkyZwcHDA3Llz1a74o5In2797pT4VJKkpSzOParMff/xRqFSpkrBlyxbB1NRU2Lx5szBz5kzxYyo9hw4dEsqVKyfo6OgIw4YNE5cHBgYKPXv2lDBZ0Wzbtk3Q19cXdHR0hA4dOojLZ82aJXTq1EnCZEUzefJkYfr06VLHKBE3btwQTExMpI6hOHL9u8cxRBIrV64cTp8+jRo1aqgtv379Opo2bYqUlBRpginQxo0bERwcjPj4eACAg4MDQkJC4O3tLXGywilL4yRyc3ORmpoKKysrcdmtW7dgYmICGxsbCZMVTXJyMpKSklC/fn1xXrFTp07BwsICtWvXljjd6706901eXh7WrVsHd3d3uLu7a1yp9d9JAuUoNTVV7bkgCEhKSkJwcDD+/vtvxMbGShNMoeT6d4+FSGLjxo2Dvr6+xi+VL7/8Es+fP5d0GnOlysjIQFpamlb94QUgzmyeL3+cxLp167Sq2JH0ytrcNwW9WRAEAY6OjtiyZYvs5yIqa+T6d4+FSAKvvvvKycnB2rVrUaVKlQJnHl28eLFUMRVl5syZGDhwYKEvDdUmmzZtwtatWzUKk5xt374dP//8MxITE5GVlaW2TluuliP5iIyMVHuuo6ODihUronr16tDT41Da0qANf/dYiCRQ1t59lQX169fHpUuX0KxZMwwaNAiffvopKlSoIHWs9+LmzZtwd3cv8OaWcrRo0SJ8/fXX+Oyzz7BixQoMGzYM8fHxOH36NHx8fHhVEJEW0oa/eyxERP/f5cuXsXHjRmzZsgV3795Fhw4dMHDgQHz88cdqN6/VJs+fP0dgYCD+/PNPXLt2Teo4hVK7dm1MmzYN/fv3V5sTKigoCI8fP8b3338vdUTSQvHx8QgPDxfnf3J1dcWECRNQrVo1iZORXLAQERUgKioKmzZtwrZt2/DixQuNQZlylH8jy3yCIODZs2cwMTHBTz/9JM7nI3cmJia4evUqnJycYGNjg3379qF+/fq4ceMGmjdvjkePHkkdkbTMX3/9he7du6NBgwZo0aIFgJc/4+fPn8fvv/+ODh06SJyQ5IAnT4kKYGpqCmNjYxgYGODZs2dSxymU8PBwtef54ySaNWumdrWW3NnZ2eHx48dwcnJClSpVcOLECdSvXx8JCQng+zcqjilTpsDX1xezZ8/WWB4QEMBCRAB4hIhIlJCQgE2bNmHTpk24du0a2rRpgwEDBqBPnz5qd8mmkjVixAg4Ojpi2rRpWLJkCfz9/dGiRQucOXMGvXr1wqpVq6SOSFrGyMgIFy9eLPAyb3d3d7x48UKiZCQnPEJEBKB58+Y4ffo03N3dMWzYMPTv3x+VKlWSOlaRpaSkYNWqVeI4ibp162L48OFaVehWrFgh3kDUx8cH1tbWOH78OLp3747Ro0dLnI60UcWKFREbG6tRiGJjY7Vueg0qOTxCRATg66+/xsCBA+Hq6ip1lGI7c+YMvLy8YGxsjKZNmwIATp8+jefPnyMiIgKNGjWSOCGRNKZPn46wsDBMmTJFvA1JVFQUZs+ejUmTJmHq1KkSJyQ5YCEiKiNatWqF6tWr48cffxTnVsnJycGIESNw8+ZNHDlyROKEr3fhwoVCb+vu7l6CSagsEgQB4eHhmD9/Pu7duwcAqFSpEr788kuMHz9eFndaJ+mxEJFi+fn5YcaMGTA1NVWbNKwg2nB7AmNjY5w7d07jlhBXrlxBkyZNkJGRIVGyt8ufSfhtv45UKpVW3YKE5OH58+cQBAEmJiZ49uwZEhIScODAAbi6usLLy0vqeCQTHENEirV27Vp89dVXMDU1xblz5167nba8e7SwsEBiYqJGIbpz5w7Mzc0lSlU4CQkJUkegMqxHjx7o1asXPv/8c+Tm5qJjx47Q19fHv//+iwULFmDMmDFSRyQZYCEixUpJSREH796+fRunT5+GtbW1xKmKr2/fvvD29sa8efPUxkn4+/ujf//+Eqd7MycnJ/Hj0NBQ2NraYvjw4WrbrF69Gg8fPkRAQEBpxyMtd/bsWYSFhQF4eVsYW1tbnDt3Dr/88guCgoJYiAgAoCN1ACKpWFlZiUcmbt26JZYjbXLhwgUx97x589CrVy8MGTIEVatWRdWqVfHZZ5+hT58++O677yROWnjLly8v8E7wdevWxbJlyyRIRNouIyNDPEoaERGBXr16QUdHB82bN8ft27clTkdywSNEpFi9e/dGmzZtYG9vD5VKhSZNmkBXV7fAbW/evFnK6QqnYcOGSEpKgo2NDWrXro3Tp08jNDQU8fHxAIBq1app3W1HkpOTYW9vr7G8YsWKSEpKkiARabvq1atj586d6NmzJ/766y/4+voCAB48eAALCwuJ05FcsBCRYq1YsQK9evVCXFwcxo8fj5EjR8p+rM1/lStXDgkJCbCxsRGPcpmYmMDNzU3qaMXm6OiIqKgoODs7qy2PioqCg4ODRKlImwUFBWHAgAHw9fVFu3bt4OHhAeDl0aKGDRtKnI7kgoWIFK1Tp04AgJiYGEyYMEHrClFZOMr1XyNHjsTEiRORnZ2Njz76CABw4MABTJ48GZMmTZI4HWmjPn36oGXLlkhKSkL9+vXF5e3atUPPnj0lTEZywsvuibTc3r17xaNc06dPf22pmzBhQiknKx5BEDBlyhQsWrQIWVlZAF7eeiEgIABBQUESpyOisoqFiKiMGDZsGBYtWqR1R7leJy0tDVevXoWxsTFq1KgBQ0NDqSMRURnGQkRERESKx8vuiYiISPFYiIiIiEjxWIiIiIhI8ViIiIiISPFYiIhIa1WtWhXh4eFSx8Bnn32Gjz/++I3beHp6YuLEiaWSh4iKjhMzEpHWOn36NExNTaWOgYULF4IX7BJpNxYiItJaFStWlDoCAMDS0lLqCET0jnjKjIhky9PTE2PHjsXYsWNhaWmJChUqYOrUqeLRmFdPma1duxYqlUrjERwcDAAFrqtatSoAIDc3F97e3nB2doaxsTFq1aqFhQsXFjrnf0+ZpaenY8iQITAzM4O9vT3mz5//Pv45iKgEsRARkaytW7cOenp6OHXqFBYuXIgFCxZg5cqVGtv17dsXSUlJ4mPz5s3Q09NDixYtAEBtXVxcHKpXr47WrVsDAPLy8lC5cmVs27YNV65cQVBQEL766iv8/PPPxcrs7++PyMhI7Nq1CxERETh8+DDOnj1b/H8EIipxPGVGRLLm6OiIsLAwqFQq1KpVCxcvXkRYWBhGjhyptp2xsTGMjY0BAPHx8fDx8cGsWbPQoUMHAICdnR2Al/dK6927NywtLbF8+XIAgL6+PkJCQsSv5ezsjOjoaPz888/49NNPi5Q3LS0Nq1atwk8//YR27doBeFnqKleuXLx/ACIqFTxCRESy1rx5c6hUKvG5h4cHbty4gdzc3AK3f/r0Kf73v/+ha9eu8Pf311j/1VdfITo6Grt27RILFAAsWbIEjRs3RsWKFWFmZoYVK1YgMTGxyHnj4+ORlZWFZs2aicvKly+PWrVqFflrEVHpYSEiojIjNzcXffv2hYWFBVasWKGx/qeffkJYWBh+/fVXVKpUSVy+ZcsWfPnll/D29kZERARiY2MxbNgwZGVllWZ8IpIQT5kRkaydPHlS7fmJEydQo0YN6Orqamzr6+uLixcv4syZMzAyMlJbFx0djREjRmD58uVo3ry52rqoqCh8+OGH+OKLL8Rl8fHxxcpbrVo16Ovr4+TJk6hSpQoA4MmTJ7h+/TratGlTrK9JRCWPhYiIZC0xMRF+fn4YPXo0zp49i8WLFxd41daaNWvwww8/4Ndff4VKpUJycjIAwMzMDGlpaejZsyf69esHLy8vcZ2uri4qVqyIGjVqYP369fjrr7/g7OyMDRs24PTp03B2di5yXjMzM3h7e8Pf3x/W1tawsbHB119/DR0dHpAnkjMWIiKStSFDhuD58+do2rQpdHV1MWHCBIwaNUpju8jISOTm5qJ79+5qy6dNmwZPT0/cv38f69atw7p168R1Tk5OuHXrFkaPHo1z586hb9++UKlU6N+/P7744gv8+eefxco8d+5cpKWloVu3bjA3N8ekSZPw9OnTYn0tIiodKoHTqxKRTHl6eqJBgwayuD0HEZVtPIZLREREisdCRET0FmZmZq99HD16VOp4RPQe8JQZEdFbxMXFvXZdpUqV1OYzIiLtxEJEREREisdTZkRERKR4LERERESkeCxEREREpHgsRERERKR4LERERESkeCxEREREpHgsRERERKR4/w9SJlyehIhKwQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_pizzas = order_details.groupby('pizza_id').agg({'quantity':'sum'}).sort_values('quantity', ascending=False).reset_index()\n",
        "top_pizzas = top_pizzas.merge(pizzas, on='pizza_id')\n",
        "top_pizzas = top_pizzas.merge(pizza_types[['pizza_type_id', 'name', 'category']], on='pizza_type_id')\n",
        "\n",
        "\n",
        "#top_ten = top_pizzas.groupby('pizza_type_id').agg({'quantity':'sum'}).sort_values('quantity', ascending=False).reset_index()\n"
      ],
      "metadata": {
        "id": "BksLP1eN1Jya"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pizza_types.query('pizza_type_id == \"classic_dlx\"')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "UjWWQrGM3tyE",
        "outputId": "f9521f10-9091-455b-c4e2-19e0490f9ab4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  pizza_type_id                      name category  \\\n",
              "7   classic_dlx  The Classic Deluxe Pizza  Classic   \n",
              "\n",
              "                                         ingredients  \n",
              "7  Pepperoni, Mushrooms, Red Onions, Red Peppers,...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4fe70f7b-f323-420f-9a3b-e213f14e49c3\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>pizza_type_id</th>\n",
              "      <th>name</th>\n",
              "      <th>category</th>\n",
              "      <th>ingredients</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>classic_dlx</td>\n",
              "      <td>The Classic Deluxe Pizza</td>\n",
              "      <td>Classic</td>\n",
              "      <td>Pepperoni, Mushrooms, Red Onions, Red Peppers,...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4fe70f7b-f323-420f-9a3b-e213f14e49c3')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-4fe70f7b-f323-420f-9a3b-e213f14e49c3 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4fe70f7b-f323-420f-9a3b-e213f14e49c3');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"pizza_types\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"pizza_type_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"classic_dlx\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"The Classic Deluxe Pizza\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"category\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Classic\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ingredients\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Pepperoni, Mushrooms, Red Onions, Red Peppers, Bacon\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_ten = top_pizzas.groupby('name').agg({'quantity':'sum'}).sort_values('quantity', ascending=False).reset_index()"
      ],
      "metadata": {
        "id": "oivt4hel7ixp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Top 10 pizzas most sale\n",
        "sns.barplot(y='name', x='quantity', data=top_ten.iloc[:15,])\n",
        "plt.xticks(rotation=90)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "id": "iZvLa9OEvK_k",
        "outputId": "1c5337ab-a126-4a2e-cb7f-286f4c7d3dab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from wordcloud import WordCloud"
      ],
      "metadata": {
        "id": "_Aav_x_fAHJY"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ingredients = ' '.join(word for word in pizza_types['ingredients'].astype(str))\n",
        "ingredients"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123
        },
        "id": "rofBr9VN77GB",
        "outputId": "4ea3b3f7-00ea-4504-cb67-04cb7a1220ed"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Barbecued Chicken, Red Peppers, Green Peppers, Tomatoes, Red Onions, Barbecue Sauce Chicken, Artichoke, Spinach, Garlic, Jalapeno Peppers, Fontina Cheese, Gouda Cheese Chicken, Red Onions, Red Peppers, Mushrooms, Asiago Cheese, Alfredo Sauce Chicken, Tomatoes, Red Peppers, Spinach, Garlic, Pesto Sauce Chicken, Tomatoes, Red Peppers, Red Onions, Jalapeno Peppers, Corn, Cilantro, Chipotle Sauce Chicken, Pineapple, Tomatoes, Red Peppers, Thai Sweet Chilli Sauce Bacon, Pepperoni, Italian Sausage, Chorizo Sausage Pepperoni, Mushrooms, Red Onions, Red Peppers, Bacon Sliced Ham, Pineapple, Mozzarella Cheese Capocollo, Red Peppers, Tomatoes, Goat Cheese, Garlic, Oregano Tomatoes, Anchovies, Green Olives, Red Onions, Garlic Pepperoni, Mushrooms, Green Peppers Mozzarella Cheese, Pepperoni Kalamata Olives, Feta Cheese, Tomatoes, Garlic, Beef Chuck Roast, Red Onions Brie Carre Cheese, Prosciutto, Caramelized Onions, Pears, Thyme, Garlic \\x91Nduja Salami, Pancetta, Tomatoes, Red Onions, Friggitello Peppers, Garlic Calabrese Salami, Capocollo, Tomatoes, Red Onions, Green Olives, Garlic Genoa Salami, Capocollo, Pepperoni, Tomatoes, Asiago Cheese, Garlic Prosciutto di San Daniele, Arugula, Mozzarella Cheese Coarse Sicilian Salami, Tomatoes, Green Olives, Luganega Sausage, Onions, Garlic Soppressata Salami, Fontina Cheese, Mozzarella Cheese, Mushrooms, Garlic Capocollo, Tomatoes, Goat Cheese, Artichokes, Peperoncini verdi, Garlic Spinach, Red Onions, Pepperoni, Tomatoes, Artichokes, Kalamata Olives, Garlic, Asiago Cheese Mozzarella Cheese, Provolone Cheese, Smoked Gouda Cheese, Romano Cheese, Blue Cheese, Garlic Ricotta Cheese, Gorgonzola Piccante Cheese, Mozzarella Cheese, Parmigiano Reggiano Cheese, Garlic Spinach, Mushrooms, Tomatoes, Green Olives, Feta Cheese Eggplant, Artichokes, Tomatoes, Zucchini, Red Peppers, Garlic, Pesto Sauce Spinach, Artichokes, Kalamata Olives, Sun-dried Tomatoes, Feta Cheese, Plum Tomatoes, Red Onions Tomatoes, Red Peppers, Jalapeno Peppers, Red Onions, Cilantro, Corn, Chipotle Sauce, Garlic Spinach, Artichokes, Tomatoes, Sun-dried Tomatoes, Garlic, Pesto Sauce Spinach, Mushrooms, Red Onions, Feta Cheese, Garlic Mushrooms, Tomatoes, Red Peppers, Green Peppers, Red Onions, Zucchini, Spinach, Garlic'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a WordCloud object #f4e194ff\n",
        "wordcloud = WordCloud(height = 540, width =900, max_font_size = 100, background_color='#fffcf0', colormap='viridis_r')\n",
        "\n",
        "plt.figure(figsize = (15,12))\n",
        "plt.imshow(wordcloud.generate(ingredients), interpolation='bilinear')\n",
        "plt.axis('off')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 734
        },
        "id": "wikAmS1u7kqL",
        "outputId": "a54ff998-3232-44b7-d289-2d96a560a081"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1200 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "lTwkPftUA-C5"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}