EDA_on_Supermarket_Dataset.ipynb

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        "outputId": "fa0188c6-32e1-4537-ab07-4e9681a34d52"
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          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.6.17)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0)\n",
            "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.8.30)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.32.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.66.6)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.4)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.2.3)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.2.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->kaggle) (0.5.1)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.4.0)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.10)\n"
          ]
        }
      ],
      "source": [
        "\tpip install kaggle"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "files.upload()\n"
      ],
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          "height": 89
        },
        "id": "VtcN3DX3nhQo",
        "outputId": "104f2244-f64f-46ee-b09a-1591f969dd56"
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      "outputs": [
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              "     <input type=\"file\" id=\"files-f68df777-c449-4ff3-bbd6-72ebc621217d\" name=\"files[]\" multiple disabled\n",
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              "      Upload widget is only available when the cell has been executed in the\n",
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              "      <script>// Copyright 2017 Google LLC\n",
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              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
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              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
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              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
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              "    return next.value.response;\n",
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              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
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              "  cancel.textContent = 'Cancel upload';\n",
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              "\n",
              "  // Wait for the user to pick the files.\n",
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              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
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              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
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              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
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              "      reader.onload = (e) => {\n",
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              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
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              "    // Wait for the data to be ready.\n",
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              "      promise: fileDataPromise,\n",
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              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
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              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
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              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'kaggle.json': b'{\"username\":\"alizazahid05\",\"key\":\"87adbbe5ce9b94ae0e183181f63bcf49\"}'}"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "os.environ['KAGGLE_CONFIG_DIR'] = \"/content\"\n"
      ],
      "metadata": {
        "id": "62FePAZDnxMy"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle datasets download -d aungpyaeap/supermarket-sales\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mkFNHJsjoJe3",
        "outputId": "ede1a902-4be9-4363-a3a9-8161f7a8515e"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /content/kaggle.json'\n",
            "Dataset URL: https://www.kaggle.com/datasets/aungpyaeap/supermarket-sales\n",
            "License(s): other\n",
            "Downloading supermarket-sales.zip to /content\n",
            "  0% 0.00/35.9k [00:00<?, ?B/s]\n",
            "100% 35.9k/35.9k [00:00<00:00, 2.78MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip supermarket-sales.zip\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "M5KM7eQ2oLCe",
        "outputId": "2364ed76-5929-4e98-ffb0-640ceb5e6ff2"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  supermarket-sales.zip\n",
            "  inflating: supermarket_sales - Sheet1.csv  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "os.listdir('/content')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L-m8xevlo4EI",
        "outputId": "a2efe612-5314-461d-fcb5-14a90ed0854b"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['.config',\n",
              " 'supermarket_sales - Sheet1.csv',\n",
              " 'kaggle.json',\n",
              " 'supermarket-sales.zip',\n",
              " 'sample_data']"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#loading and inspecting the dataset\n",
        "import pandas as pd\n",
        "df= pd.read_csv('/content/supermarket_sales - Sheet1.csv')\n",
        "print(df.head())\n",
        "print(df.info())\n",
        "print(df.describe())\n",
        "print(df.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DNijUfjqoe4u",
        "outputId": "7f44f0cd-4ff7-4981-85e7-43de616d35c8"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    Invoice ID Branch       City Customer type  Gender  \\\n",
            "0  750-67-8428      A     Yangon        Member  Female   \n",
            "1  226-31-3081      C  Naypyitaw        Normal  Female   \n",
            "2  631-41-3108      A     Yangon        Normal    Male   \n",
            "3  123-19-1176      A     Yangon        Member    Male   \n",
            "4  373-73-7910      A     Yangon        Normal    Male   \n",
            "\n",
            "             Product line  Unit price  Quantity   Tax 5%     Total       Date  \\\n",
            "0       Health and beauty       74.69         7  26.1415  548.9715   1/5/2019   \n",
            "1  Electronic accessories       15.28         5   3.8200   80.2200   3/8/2019   \n",
            "2      Home and lifestyle       46.33         7  16.2155  340.5255   3/3/2019   \n",
            "3       Health and beauty       58.22         8  23.2880  489.0480  1/27/2019   \n",
            "4       Sports and travel       86.31         7  30.2085  634.3785   2/8/2019   \n",
            "\n",
            "    Time      Payment    cogs  gross margin percentage  gross income  Rating  \n",
            "0  13:08      Ewallet  522.83                 4.761905       26.1415     9.1  \n",
            "1  10:29         Cash   76.40                 4.761905        3.8200     9.6  \n",
            "2  13:23  Credit card  324.31                 4.761905       16.2155     7.4  \n",
            "3  20:33      Ewallet  465.76                 4.761905       23.2880     8.4  \n",
            "4  10:37      Ewallet  604.17                 4.761905       30.2085     5.3  \n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1000 entries, 0 to 999\n",
            "Data columns (total 17 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   Invoice ID               1000 non-null   object \n",
            " 1   Branch                   1000 non-null   object \n",
            " 2   City                     1000 non-null   object \n",
            " 3   Customer type            1000 non-null   object \n",
            " 4   Gender                   1000 non-null   object \n",
            " 5   Product line             1000 non-null   object \n",
            " 6   Unit price               1000 non-null   float64\n",
            " 7   Quantity                 1000 non-null   int64  \n",
            " 8   Tax 5%                   1000 non-null   float64\n",
            " 9   Total                    1000 non-null   float64\n",
            " 10  Date                     1000 non-null   object \n",
            " 11  Time                     1000 non-null   object \n",
            " 12  Payment                  1000 non-null   object \n",
            " 13  cogs                     1000 non-null   float64\n",
            " 14  gross margin percentage  1000 non-null   float64\n",
            " 15  gross income             1000 non-null   float64\n",
            " 16  Rating                   1000 non-null   float64\n",
            "dtypes: float64(7), int64(1), object(9)\n",
            "memory usage: 132.9+ KB\n",
            "None\n",
            "        Unit price     Quantity       Tax 5%        Total        cogs  \\\n",
            "count  1000.000000  1000.000000  1000.000000  1000.000000  1000.00000   \n",
            "mean     55.672130     5.510000    15.379369   322.966749   307.58738   \n",
            "std      26.494628     2.923431    11.708825   245.885335   234.17651   \n",
            "min      10.080000     1.000000     0.508500    10.678500    10.17000   \n",
            "25%      32.875000     3.000000     5.924875   124.422375   118.49750   \n",
            "50%      55.230000     5.000000    12.088000   253.848000   241.76000   \n",
            "75%      77.935000     8.000000    22.445250   471.350250   448.90500   \n",
            "max      99.960000    10.000000    49.650000  1042.650000   993.00000   \n",
            "\n",
            "       gross margin percentage  gross income      Rating  \n",
            "count             1.000000e+03   1000.000000  1000.00000  \n",
            "mean              4.761905e+00     15.379369     6.97270  \n",
            "std               6.131498e-14     11.708825     1.71858  \n",
            "min               4.761905e+00      0.508500     4.00000  \n",
            "25%               4.761905e+00      5.924875     5.50000  \n",
            "50%               4.761905e+00     12.088000     7.00000  \n",
            "75%               4.761905e+00     22.445250     8.50000  \n",
            "max               4.761905e+00     49.650000    10.00000  \n",
            "(1000, 17)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#checking for missing values\n",
        "missing_values=df.isna().sum()\n",
        "print(missing_values)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BhX9J-s2pTyP",
        "outputId": "2ec427cb-ca37-4899-f8d0-113937986657"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Invoice ID                 0\n",
            "Branch                     0\n",
            "City                       0\n",
            "Customer type              0\n",
            "Gender                     0\n",
            "Product line               0\n",
            "Unit price                 0\n",
            "Quantity                   0\n",
            "Tax 5%                     0\n",
            "Total                      0\n",
            "Date                       0\n",
            "Time                       0\n",
            "Payment                    0\n",
            "cogs                       0\n",
            "gross margin percentage    0\n",
            "gross income               0\n",
            "Rating                     0\n",
            "dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BRhkz-3Up0Mj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#checking unique value counts\n",
        "df.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 681
        },
        "id": "nd2TzEdcs-jW",
        "outputId": "b52afbd3-3fd9-48c1-d43e-31bf1170f61a"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Invoice ID   Branch  City       Customer type  Gender  Product line         Unit price  Quantity  Tax 5%   Total     Date       Time   Payment      cogs    gross margin percentage  gross income  Rating\n",
              "101-17-6199  A       Yangon     Normal         Male    Food and beverages   45.79       7         16.0265  336.5565  3/13/2019  19:44  Credit card  320.53  4.761905                 16.0265       7.0       1\n",
              "641-62-7288  B       Mandalay   Normal         Male    Home and lifestyle   99.92       6         29.9760  629.4960  3/24/2019  13:33  Ewallet      599.52  4.761905                 29.9760       7.1       1\n",
              "633-91-1052  A       Yangon     Normal         Female  Home and lifestyle   12.03       2         1.2030   25.2630   1/27/2019  15:51  Cash         24.06   4.761905                 1.2030        5.1       1\n",
              "634-97-8956  A       Yangon     Normal         Male    Food and beverages   32.90       3         4.9350   103.6350  2/17/2019  17:27  Credit card  98.70   4.761905                 4.9350        9.1       1\n",
              "635-28-5728  A       Yangon     Normal         Male    Health and beauty    56.00       3         8.4000   176.4000  2/28/2019  19:33  Ewallet      168.00  4.761905                 8.4000        4.8       1\n",
              "                                                                                                                                                                                                            ..\n",
              "373-14-0504  A       Yangon     Member         Female  Sports and travel    71.63       2         7.1630   150.4230  2/12/2019  14:33  Ewallet      143.26  4.761905                 7.1630        8.8       1\n",
              "373-73-7910  A       Yangon     Normal         Male    Sports and travel    86.31       7         30.2085  634.3785  2/8/2019   10:37  Ewallet      604.17  4.761905                 30.2085       5.3       1\n",
              "373-88-1424  C       Naypyitaw  Member         Male    Home and lifestyle   35.81       5         8.9525   188.0025  2/6/2019   18:44  Ewallet      179.05  4.761905                 8.9525        7.9       1\n",
              "374-17-3652  B       Mandalay   Member         Female  Food and beverages   42.82       9         19.2690  404.6490  2/5/2019   15:26  Credit card  385.38  4.761905                 19.2690       8.9       1\n",
              "898-04-2717  A       Yangon     Normal         Male    Fashion accessories  76.40       9         34.3800  721.9800  3/19/2019  15:49  Ewallet      687.60  4.761905                 34.3800       7.5       1\n",
              "Name: count, Length: 1000, dtype: int64"
            ],
            "text/html": [
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              "    .dataframe tbody tr th {\n",
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              "        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></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Invoice ID</th>\n",
              "      <th>Branch</th>\n",
              "      <th>City</th>\n",
              "      <th>Customer type</th>\n",
              "      <th>Gender</th>\n",
              "      <th>Product line</th>\n",
              "      <th>Unit price</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>Tax 5%</th>\n",
              "      <th>Total</th>\n",
              "      <th>Date</th>\n",
              "      <th>Time</th>\n",
              "      <th>Payment</th>\n",
              "      <th>cogs</th>\n",
              "      <th>gross margin percentage</th>\n",
              "      <th>gross income</th>\n",
              "      <th>Rating</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>101-17-6199</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Food and beverages</th>\n",
              "      <th>45.79</th>\n",
              "      <th>7</th>\n",
              "      <th>16.0265</th>\n",
              "      <th>336.5565</th>\n",
              "      <th>3/13/2019</th>\n",
              "      <th>19:44</th>\n",
              "      <th>Credit card</th>\n",
              "      <th>320.53</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>16.0265</th>\n",
              "      <th>7.0</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>641-62-7288</th>\n",
              "      <th>B</th>\n",
              "      <th>Mandalay</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Home and lifestyle</th>\n",
              "      <th>99.92</th>\n",
              "      <th>6</th>\n",
              "      <th>29.9760</th>\n",
              "      <th>629.4960</th>\n",
              "      <th>3/24/2019</th>\n",
              "      <th>13:33</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>599.52</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>29.9760</th>\n",
              "      <th>7.1</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>633-91-1052</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Female</th>\n",
              "      <th>Home and lifestyle</th>\n",
              "      <th>12.03</th>\n",
              "      <th>2</th>\n",
              "      <th>1.2030</th>\n",
              "      <th>25.2630</th>\n",
              "      <th>1/27/2019</th>\n",
              "      <th>15:51</th>\n",
              "      <th>Cash</th>\n",
              "      <th>24.06</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>1.2030</th>\n",
              "      <th>5.1</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>634-97-8956</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Food and beverages</th>\n",
              "      <th>32.90</th>\n",
              "      <th>3</th>\n",
              "      <th>4.9350</th>\n",
              "      <th>103.6350</th>\n",
              "      <th>2/17/2019</th>\n",
              "      <th>17:27</th>\n",
              "      <th>Credit card</th>\n",
              "      <th>98.70</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>4.9350</th>\n",
              "      <th>9.1</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>635-28-5728</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Health and beauty</th>\n",
              "      <th>56.00</th>\n",
              "      <th>3</th>\n",
              "      <th>8.4000</th>\n",
              "      <th>176.4000</th>\n",
              "      <th>2/28/2019</th>\n",
              "      <th>19:33</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>168.00</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>8.4000</th>\n",
              "      <th>4.8</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>373-14-0504</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Member</th>\n",
              "      <th>Female</th>\n",
              "      <th>Sports and travel</th>\n",
              "      <th>71.63</th>\n",
              "      <th>2</th>\n",
              "      <th>7.1630</th>\n",
              "      <th>150.4230</th>\n",
              "      <th>2/12/2019</th>\n",
              "      <th>14:33</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>143.26</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>7.1630</th>\n",
              "      <th>8.8</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>373-73-7910</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Sports and travel</th>\n",
              "      <th>86.31</th>\n",
              "      <th>7</th>\n",
              "      <th>30.2085</th>\n",
              "      <th>634.3785</th>\n",
              "      <th>2/8/2019</th>\n",
              "      <th>10:37</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>604.17</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>30.2085</th>\n",
              "      <th>5.3</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>373-88-1424</th>\n",
              "      <th>C</th>\n",
              "      <th>Naypyitaw</th>\n",
              "      <th>Member</th>\n",
              "      <th>Male</th>\n",
              "      <th>Home and lifestyle</th>\n",
              "      <th>35.81</th>\n",
              "      <th>5</th>\n",
              "      <th>8.9525</th>\n",
              "      <th>188.0025</th>\n",
              "      <th>2/6/2019</th>\n",
              "      <th>18:44</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>179.05</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>8.9525</th>\n",
              "      <th>7.9</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>374-17-3652</th>\n",
              "      <th>B</th>\n",
              "      <th>Mandalay</th>\n",
              "      <th>Member</th>\n",
              "      <th>Female</th>\n",
              "      <th>Food and beverages</th>\n",
              "      <th>42.82</th>\n",
              "      <th>9</th>\n",
              "      <th>19.2690</th>\n",
              "      <th>404.6490</th>\n",
              "      <th>2/5/2019</th>\n",
              "      <th>15:26</th>\n",
              "      <th>Credit card</th>\n",
              "      <th>385.38</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>19.2690</th>\n",
              "      <th>8.9</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>898-04-2717</th>\n",
              "      <th>A</th>\n",
              "      <th>Yangon</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Male</th>\n",
              "      <th>Fashion accessories</th>\n",
              "      <th>76.40</th>\n",
              "      <th>9</th>\n",
              "      <th>34.3800</th>\n",
              "      <th>721.9800</th>\n",
              "      <th>3/19/2019</th>\n",
              "      <th>15:49</th>\n",
              "      <th>Ewallet</th>\n",
              "      <th>687.60</th>\n",
              "      <th>4.761905</th>\n",
              "      <th>34.3800</th>\n",
              "      <th>7.5</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1000 rows × 1 columns</p>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  Format columns (e.g., date format or categorical data).\n",
        "#  Remove duplicates if necessary.\n",
        "#formatting col (DAte)\n",
        "df['Date']= pd.to_datetime(df['Date'],format=\"%m/%d/%Y\")\n",
        "print(df['Date'].dtype)\n",
        "#fixing case Sensitivity\n",
        "df['Gender']=df['Gender'].str.title()\n",
        "df['Payment']=df['Payment'].str.title()\n",
        "df['Product line']=df['Product line'].str.title()\n",
        "#fixiing speeling issues\n",
        "df['Payment']=df['Payment'].replace('Ewallet','E-Wallet')\n",
        "print(df.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qABIVa_7tcNH",
        "outputId": "d3afb161-b2f1-4a44-b201-84d86958e1e9"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "datetime64[ns]\n",
            "    Invoice ID Branch       City Customer type  Gender  \\\n",
            "0  750-67-8428      A     Yangon        Member  Female   \n",
            "1  226-31-3081      C  Naypyitaw        Normal  Female   \n",
            "2  631-41-3108      A     Yangon        Normal    Male   \n",
            "3  123-19-1176      A     Yangon        Member    Male   \n",
            "4  373-73-7910      A     Yangon        Normal    Male   \n",
            "\n",
            "             Product line  Unit price  Quantity   Tax 5%     Total       Date  \\\n",
            "0       Health And Beauty       74.69         7  26.1415  548.9715 2019-01-05   \n",
            "1  Electronic Accessories       15.28         5   3.8200   80.2200 2019-03-08   \n",
            "2      Home And Lifestyle       46.33         7  16.2155  340.5255 2019-03-03   \n",
            "3       Health And Beauty       58.22         8  23.2880  489.0480 2019-01-27   \n",
            "4       Sports And Travel       86.31         7  30.2085  634.3785 2019-02-08   \n",
            "\n",
            "    Time      Payment    cogs  gross margin percentage  gross income  Rating  \n",
            "0  13:08     E-Wallet  522.83                 4.761905       26.1415     9.1  \n",
            "1  10:29         Cash   76.40                 4.761905        3.8200     9.6  \n",
            "2  13:23  Credit Card  324.31                 4.761905       16.2155     7.4  \n",
            "3  20:33     E-Wallet  465.76                 4.761905       23.2880     8.4  \n",
            "4  10:37     E-Wallet  604.17                 4.761905       30.2085     5.3  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#checking for duplicacy\n",
        "checking_duplicacy=df.duplicated()\n",
        "print(checking_duplicacy.sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aHbAcyB-yUZ5",
        "outputId": "5aeb60d0-20d7-4a36-f56c-6b62744a280f"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#checking the data types\n",
        "datatype=df.dtypes\n",
        "print(datatype)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JXJokyLPvnsV",
        "outputId": "aaaff2f6-4528-4682-aa2f-27652053062a"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Invoice ID                         object\n",
            "Branch                             object\n",
            "City                               object\n",
            "Customer type                      object\n",
            "Gender                             object\n",
            "Product line                       object\n",
            "Unit price                        float64\n",
            "Quantity                            int64\n",
            "Tax 5%                            float64\n",
            "Total                             float64\n",
            "Date                       datetime64[ns]\n",
            "Time                               object\n",
            "Payment                            object\n",
            "cogs                              float64\n",
            "gross margin percentage           float64\n",
            "gross income                      float64\n",
            "Rating                            float64\n",
            "dtype: object\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Analyze sales by gender, product category, branch, and payment method.\n",
        "#analyze sales by gender\n",
        "import matplotlib.pyplot as plt\n",
        "group_by_gender=df.groupby('Gender')['Total'].sum()\n",
        "print(group_by_gender)\n",
        "group_by_gender.plot(kind='bar')\n",
        "plt.title(\"analyzing sales by gender \")\n",
        "plt.ylabel('Total Sales')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "0_tkD_y1y0GY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "outputId": "b8de359b-166c-474e-d1b3-24b7559905f9"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gender\n",
            "Female    167882.925\n",
            "Male      155083.824\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#analyze sales by product category\n",
        "group_by_product_category=df.groupby('Product line')['Total'].sum()\n",
        "print(group_by_product_category)\n",
        "group_by_product_category.plot(kind='bar')\n",
        "plt.title('Analyzing sales by Product Category')\n",
        "plt.ylabel('Total Sales by Products Category')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 751
        },
        "id": "AGcvz9MvvUio",
        "outputId": "d6b510e4-126b-4dd1-c255-2079d4f75b93"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Product line\n",
            "Electronic Accessories    54337.5315\n",
            "Fashion Accessories       54305.8950\n",
            "Food And Beverages        56144.8440\n",
            "Health And Beauty         49193.7390\n",
            "Home And Lifestyle        53861.9130\n",
            "Sports And Travel         55122.8265\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#analyze sales by Branch\n",
        "group_by_branch=df.groupby('Branch')['Total'].sum()\n",
        "print(group_by_branch)\n",
        "group_by_branch.plot(kind='bar')\n",
        "plt.title('Analyzing sales by Branch')\n",
        "plt.ylabel('Total Sales by Branch')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "qKKVUJlpwZLg",
        "outputId": "6d269abc-63d3-4c8f-9605-e95c8b2e20a8"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Branch\n",
            "A    106200.3705\n",
            "B    106197.6720\n",
            "C    110568.7065\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#analyze sales by payment method\n",
        "group_by_payment = df.groupby('Payment')['Total'].sum()\n",
        "print(group_by_payment)\n",
        "group_by_payment.plot(kind='bar')\n",
        "plt.title('Analyzing sales by Payment')\n",
        "plt.ylabel('Total Sales by Payment Method')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "3O8HpRdKw3pY",
        "outputId": "58f538f8-b566-4a79-b168-4833f262e05e"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Payment\n",
            "Cash           112206.570\n",
            "Credit Card    100767.072\n",
            "E-Wallet       109993.107\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#Study customer demographics (e.g., gender, age group) and their spending behavior.\n",
        "#by gender\n",
        "group_by_gender=df.groupby('Gender')['Total'].mean()\n",
        "print(group_by_gender)\n",
        "group_by_gender.plot(kind='bar')\n",
        "plt.title(\"Analyzing Avg sales by gender \")\n",
        "plt.ylabel('Avg Sales by Gender')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "id": "p-4Vbfj9xVRm",
        "outputId": "6f11b274-fb14-4cbf-f70a-d00cc9fadb69"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gender\n",
            "Female    335.095659\n",
            "Male      310.789226\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#by Payment\n",
        "group_by_Payment=df.groupby('Payment')['Total'].mean()\n",
        "print(group_by_Payment)\n",
        "group_by_Payment.plot(kind='bar')\n",
        "plt.title(\"analyzing sales by Payment \")\n",
        "plt.ylabel('Avg Sales by Payment')\n",
        "plt.xticks(rotation=0)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "ht5TLrrw1dSO",
        "outputId": "5d5d4b9c-011b-4f6b-9c01-b2d60aaaa614"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Payment\n",
            "Cash           326.181890\n",
            "Credit Card    324.009878\n",
            "E-Wallet       318.820600\n",
            "Name: Total, dtype: float64\n"
          ]
        },
        {
          "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": [
        "#Total Sales vs. Branches\n",
        "import seaborn as sns\n",
        "sns.boxplot(x='Branch',y='Total',data=df,hue='Branch')\n",
        "plt.title(\"Total Sales Vs Branches\")\n",
        "plt.xlabel(\"Branches\")\n",
        "plt.ylabel(\"Total Sales\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "PP__K64S6OGN",
        "outputId": "1cc34f54-7dd3-4d70-8a88-817176b2b608"
      },
      "execution_count": 55,
      "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 vs. Payment Method\n",
        "sns.boxplot(x='Payment',y='Total',data=df,hue='Payment')\n",
        "plt.title(\"Sales vs. Payment Method\")\n",
        "plt.xlabel(\"Payment\")\n",
        "plt.ylabel(\"Sales\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "PuEnBjxn7Eps",
        "outputId": "fe49b736-1559-45d7-fac0-da55c16a9db2"
      },
      "execution_count": 54,
      "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": [
        "#Ratings  vs. Sales\n",
        "sns.scatterplot(x='Rating',y='Total',data=df)\n",
        "plt.title(\"Ratings vs. Total Sales\")\n",
        "plt.xlabel(\"Rating\")\n",
        "plt.ylabel(\"Total Sales\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "fILMIh4m1_Of",
        "outputId": "75eaf207-c6cf-4025-e95b-9aae3ef063d9"
      },
      "execution_count": 56,
      "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": [
        "#Pie chart: Sales distribution by branch.\n",
        "plt.pie(\n",
        "    group_by_branch,\n",
        "    labels=group_by_branch.index,\n",
        "    autopct='%1.1f%%',\n",
        "    startangle=90,\n",
        "    colors=['#ff9999','#66b3ff','#99ff99']\n",
        ")\n",
        "plt.title('Sales distribution by branch.')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "3vDAnrGj7-N5",
        "outputId": "e3eebff2-1bfd-4b8d-fcdc-6d6118794e32"
      },
      "execution_count": 61,
      "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": [
        "#Bar chart: Payment methods vs. total sales.\n",
        "sales_by_payment = df.groupby('Payment')['Total'].sum().reset_index()\n",
        "sns.barplot(x='Payment',y='Total',data=sales_by_payment)\n",
        "plt.title('Payment methods vs. total sales')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "P_VxIKfR_ZOV",
        "outputId": "3d070927-8016-4655-ba0e-bec42bc9f702"
      },
      "execution_count": 64,
      "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": [
        "#Boxplot: Sales distribution by customer gender\n",
        "sns.boxplot(x='Gender',y='Total',data=df)\n",
        "plt.title(\"Sales distribution by customer gender\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "949XiBf1DXrr",
        "outputId": "00ca4ee1-1098-4ca6-8ca0-e53e81c4f3e6"
      },
      "execution_count": 67,
      "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": [
        "#Heatmap: Correlation between numerical features.\n",
        "# Select numerical columns for correlation\n",
        "numerical_cols = ['Unit price', 'Quantity', 'Tax 5%', 'Total', 'cogs', 'gross margin percentage', 'gross income', 'Rating']\n",
        "correlation_matrix= df[numerical_cols].corr()\n",
        "sns.heatmap(correlation_matrix,cmap='coolwarm')\n",
        "plt.title('Correlation Heatmap between Numerical Features')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 612
        },
        "id": "xem6hQNYD_LT",
        "outputId": "820d8276-a968-4ab0-a030-87ed34206d79"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}