Customer_Segmentation_Data_Science_Project.ipynb

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      "source": [
        "\n",
        "##**Importing Libraries**\n"
      ],
      "metadata": {
        "id": "v7EK4iAq2tox"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.cluster import DBSCAN\n",
        "from sklearn.cluster import AgglomerativeClustering\n",
        "import scipy.cluster.hierarchy as sch\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "import pandas.api.types as ptypes\n",
        "from sklearn.cluster import KMeans\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
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        },
        "id": "Qldl18m92qvs",
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      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Collecting Data**"
      ],
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    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/drive/MyDrive/Customerdataset.csv')\n",
        "df.head()"
      ],
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          "height": 215
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            "text/plain": [
              "   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
              "0           1    Male   19                  15                      39\n",
              "1           2    Male   21                  15                      81\n",
              "2           3  Female   20                  16                       6\n",
              "3           4  Female   23                  16                      77\n",
              "4           5  Female   31                  17                      40"
            ],
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              "      <th></th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Gender</th>\n",
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              "      <th>Annual Income (k$)</th>\n",
              "      <th>Spending Score (1-100)</th>\n",
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              "      <td>1</td>\n",
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              "      <td>39</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Male</td>\n",
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              "      <td>81</td>\n",
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              "    <tr>\n",
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              "      <td>4</td>\n",
              "      <td>Female</td>\n",
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              "      <th>4</th>\n",
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      "cell_type": "markdown",
      "source": [
        "##**Data Preprocessing**"
      ],
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        "df.shape\n",
        "\n",
        "df.describe()\n",
        "\n",
        "df.isnull().sum()\n",
        "\n",
        "df.dtypes\n",
        "\n",
        "df.drop([\"CustomerID\"], axis=1, inplace=True)\n",
        "df.head()"
      ],
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          "height": 206
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        "outputId": "ff1a56d4-1837-45d0-cb70-f007ce347e14"
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      "execution_count": null,
      "outputs": [
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
              "0    Male   19                  15                      39\n",
              "1    Male   21                  15                      81\n",
              "2  Female   20                  16                       6\n",
              "3  Female   23                  16                      77\n",
              "4  Female   31                  17                      40"
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              "      <th>Gender</th>\n",
              "      <th>Age</th>\n",
              "      <th>Annual Income (k$)</th>\n",
              "      <th>Spending Score (1-100)</th>\n",
              "    </tr>\n",
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              "      <td>Male</td>\n",
              "      <td>19</td>\n",
              "      <td>15</td>\n",
              "      <td>39</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Male</td>\n",
              "      <td>21</td>\n",
              "      <td>15</td>\n",
              "      <td>81</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Female</td>\n",
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              "      <th>4</th>\n",
              "      <td>Female</td>\n",
              "      <td>31</td>\n",
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              "                                                     [key], {});\n",
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              "\n",
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Populate list of numerical and categorical variables**"
      ],
      "metadata": {
        "id": "xZoDSBDm4Bnx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "num_list = []\n",
        "cat_list = []\n",
        "\n",
        "for column in df:\n",
        "    if ptypes.is_numeric_dtype(df[column]):\n",
        "        num_list.append(column)\n",
        "    elif ptypes.is_string_dtype(df[column]):\n",
        "        cat_list.append(column)\n",
        "\n",
        "print(\"numeric: \", num_list)\n",
        "print(\"categorical: \", cat_list)"
      ],
      "metadata": {
        "id": "sIRGC6Vb4Fw1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dcc6abd2-9384-42c3-b595-1b3731ad4e10"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "numeric:  ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']\n",
            "categorical:  ['Gender']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Distribution**"
      ],
      "metadata": {
        "id": "PNNreeZZ4Jha"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(1, figsize=(15, 6))\n",
        "n = 0\n",
        "for x in ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']:\n",
        "    n += 1\n",
        "    plt.subplot(1, 3, n)\n",
        "    plt.subplots_adjust(hspace=0.5, wspace=0.5)\n",
        "    sns.distplot(df[x], bins=20)\n",
        "    plt.title('Displot of {}'.format(x))\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "6egbbHQ-4N0f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "8b18b868-1d51-4078-dffd-e61ff8b2783d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-5-9036a9e90bf6>:7: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(df[x], bins=20)\n",
            "<ipython-input-5-9036a9e90bf6>:7: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(df[x], bins=20)\n",
            "<ipython-input-5-9036a9e90bf6>:7: UserWarning: \n",
            "\n",
            "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
            "\n",
            "Please adapt your code to use either `displot` (a figure-level function with\n",
            "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
            "\n",
            "For a guide to updating your code to use the new functions, please see\n",
            "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
            "\n",
            "  sns.distplot(df[x], bins=20)\n"
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              "<Figure size 1500x600 with 3 Axes>"
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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Transforming data into standard scale**"
      ],
      "metadata": {
        "id": "9XqpJP3Q4PuI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = MinMaxScaler()\n",
        "\n",
        "for var in ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']:\n",
        "    scaled_var = \"scaled_\" + var\n",
        "    smodel = scaler.fit(df[var].values.reshape(-1, 1))\n",
        "    df[scaled_var] = smodel.transform(df[var].values.reshape(-1, 1))\n",
        "\n",
        "    plt.figure(figsize=(5, 5))\n",
        "    print()\n",
        "    plt.title(scaled_var)\n",
        "    print()\n",
        "    df[scaled_var].plot(kind='hist')\n",
        "    print()\n",
        "    plt.show()\n",
        "\n",
        "columns = ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']\n",
        "sns.pairplot(df[columns])"
      ],
      "metadata": {
        "id": "DZGh6tVh4Tax",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9b3320b8-12d2-4e86-cca1-a15c39e849da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f31350a9be0>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 750x750 with 12 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Spending Score and Annual Income**"
      ],
      "metadata": {
        "id": "eoviDVn14XJt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15, 6))\n",
        "plt.subplot(1, 2, 1)\n",
        "sns.boxplot(y=df[\"Spending Score (1-100)\"], color=\"red\")\n",
        "plt.subplot(1, 2, 2)\n",
        "sns.boxplot(y=df[\"Annual Income (k$)\"])\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "E7mBg7944Z0O",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "outputId": "2e5d7bc7-3fe4-44b7-de95-b7ce27403f0f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Distribution of Male and Female Populaton**"
      ],
      "metadata": {
        "id": "L3cg25F64bdY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "genders = df.Gender.value_counts()\n",
        "sns.set_style(\"darkgrid\")\n",
        "plt.figure(figsize=(10, 4))\n",
        "sns.barplot(x=genders.index, y=genders.values)\n",
        "plt.show()\n",
        "plt.figure(1, figsize=(15, 6))\n",
        "n = 0\n",
        "for cols in ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']:\n",
        "    n += 1\n",
        "    plt.subplot(1, 3, n)\n",
        "    sns.set(style=\"whitegrid\")\n",
        "    plt.subplots_adjust(hspace=0.5, wspace=0.5)\n",
        "    sns.violinplot(x=cols, y='Gender', data=df)\n",
        "    plt.ylabel('Gender' if n == 1 else '')\n",
        "    plt.title('Violin Plot')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        },
        "id": "pVY8bkme4e9l",
        "outputId": "2cb4c13a-04bc-4f2d-f8d9-b6e163fe7b22"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Distribution of number of customers in each age group**"
      ],
      "metadata": {
        "id": "veYoCX7A4owO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "age18_25 = df.Age[(df.Age <= 25) & (df.Age >= 18)]\n",
        "age26_35 = df.Age[(df.Age <= 35) & (df.Age >= 26)]\n",
        "age36_45 = df.Age[(df.Age <= 45) & (df.Age >= 36)]\n",
        "age46_55 = df.Age[(df.Age <= 55) & (df.Age >= 46)]\n",
        "age55above = df.Age[df.Age >= 56]\n",
        "\n",
        "x = [\"18-25\", \"26-35\", \"36-45\", \"46-55\", \"55+\"]\n",
        "y = [len(age18_25.values), len(age26_35.values), len(\n",
        "    age36_45.values), len(age46_55.values), len(age55above.values)]\n",
        "\n",
        "plt.figure(figsize=(15, 6))\n",
        "sns.barplot(x=x, y=y, palette=\"rocket\")\n",
        "plt.title(\"Number of Customer and Ages\")\n",
        "plt.xlabel(\"Age\")\n",
        "plt.ylabel(\"Number of Customer\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "fpAwRigv4s5F",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "outputId": "a673799e-06b7-4e40-a0c4-0159c0e585af"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Number of customers according to their spending scores**"
      ],
      "metadata": {
        "id": "HZZv4J974vY6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ss1_20 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"]\n",
        "                                       >= 1) & (df[\"Spending Score (1-100)\"] <= 20)]\n",
        "ss21_40 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"]\n",
        "                                        >= 21) & (df[\"Spending Score (1-100)\"] <= 40)]\n",
        "ss41_60 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"]\n",
        "                                        >= 41) & (df[\"Spending Score (1-100)\"] <= 60)]\n",
        "ss61_80 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"]\n",
        "                                        >= 61) & (df[\"Spending Score (1-100)\"] <= 80)]\n",
        "ss81_100 = df[\"Spending Score (1-100)\"][(df[\"Spending Score (1-100)\"]\n",
        "                                         >= 81) & (df[\"Spending Score (1-100)\"] <= 100)]\n",
        "\n",
        "ssx = [\"1-20\", \"21-40\", \"41-60\", \"61-80\", \"81-100\"]\n",
        "ssy = [len(ss1_20.values), len(ss21_40.values), len(\n",
        "    ss41_60.values), len(ss61_80.values), len(ss81_100.values)]\n",
        "\n",
        "plt.figure(figsize=(15, 6))\n",
        "sns.barplot(x=ssx, y=ssy, palette=\"nipy_spectral_r\")\n",
        "plt.title(\"Spending Scores\")\n",
        "plt.xlabel(\"Score\")\n",
        "plt.ylabel(\"Number of Customer Having the Score\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "iKsplTe_40BI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "outputId": "bdddbb45-d72c-429d-a812-a85828f3e7ce"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Number of customers according to their annual income**"
      ],
      "metadata": {
        "id": "1gZG0ppY405X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ai0_30 = df[\"Annual Income (k$)\"][(df[\"Annual Income (k$)\"] >= 0) & (\n",
        "    df[\"Annual Income (k$)\"] <= 30)]\n",
        "ai31_60 = df[\"Annual Income (k$)\"][(\n",
        "    df[\"Annual Income (k$)\"] >= 31) & (df[\"Annual Income (k$)\"] <= 60)]\n",
        "ai61_90 = df[\"Annual Income (k$)\"][(\n",
        "    df[\"Annual Income (k$)\"] >= 61) & (df[\"Annual Income (k$)\"] <= 90)]\n",
        "ai91_120 = df[\"Annual Income (k$)\"][(\n",
        "    df[\"Annual Income (k$)\"] >= 91) & (df[\"Annual Income (k$)\"] <= 120)]\n",
        "ai121_150 = df[\"Annual Income (k$)\"][(\n",
        "    df[\"Annual Income (k$)\"] >= 121) & (df[\"Annual Income (k$)\"] <= 150)]\n",
        "\n",
        "aix = [\"$ 0 - 30,000\", \"$ 30,001 - 60,000\", \"$ 60,001 - 90,000\",\n",
        "       \"$ 90,001 - 120,000\", \"$ 120,001 - 150,000\"]\n",
        "aiy = [len(ai0_30.values), len(ai31_60.values), len(\n",
        "    ai61_90.values), len(ai91_120.values), len(ai121_150.values)]\n",
        "\n",
        "plt.figure(figsize=(15, 6))\n",
        "sns.barplot(x=aix, y=aiy, palette=\"Set2\")\n",
        "plt.title(\"Annual Incomes\")\n",
        "plt.xlabel(\"Income\")\n",
        "plt.ylabel(\"Number of Customer Having the Score\")\n",
        "plt.show()\n",
        "\n",
        "sns.relplot(x='Annual Income (k$)', y='Spending Score (1-100)', data=df)"
      ],
      "metadata": {
        "id": "BDMcSxU5437_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "33e03433-176e-491f-dd79-cf249bf34ef6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f312fc81f70>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Clustering of Age, Annual Income and Spending Score**"
      ],
      "metadata": {
        "id": "DseZ82nl48eX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X3 = df.iloc[:, 1:]\n",
        "\n",
        "wcss = []\n",
        "for k in range(1, 11):\n",
        "    kmeans = KMeans(n_clusters=k, init=\"k-means++\")\n",
        "    kmeans.fit(X3)\n",
        "    wcss.append(kmeans.inertia_)\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.grid()\n",
        "plt.plot(range(1, 11), wcss, linewidth=2, color=\"red\", marker=\"8\")\n",
        "plt.xlabel(\"K Value\")\n",
        "plt.xticks(np.arange(1, 11, 1))\n",
        "plt.ylabel(\"WCSS\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "eG3cJEYe4_XB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 897
        },
        "outputId": "5fd96b70-6b3b-440e-ad49-0b76e339b61a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Fitting KMeans Clustering to the dataset and predict the Cluster label**"
      ],
      "metadata": {
        "id": "WVYX0BaW5Ci6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "km = KMeans(n_clusters=5)\n",
        "clusters = km.fit_predict(X3)\n",
        "print(clusters)\n",
        "\n",
        "print(kmeans.cluster_centers_)"
      ],
      "metadata": {
        "id": "KO430l7S5EYp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "97ba089b-1eb8-4653-ac14-4cdb96b89c9a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3 4 3\n",
            " 4 3 4 3 4 3 0 3 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
            " 0 0 0 0 0 0 0 0 0 0 0 0 2 1 2 0 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 0 2 1 2 1 2\n",
            " 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2 1\n",
            " 2 1 2 1 2 1 2 1 2 1 2 1 2 1 2]\n",
            "[[2.44482759e+01 5.63793103e+01 5.07241379e+01 1.24005305e-01\n",
            "  3.39174675e-01 5.07389163e-01]\n",
            " [4.26363636e+01 1.08181818e+02 2.12727273e+01 4.73776224e-01\n",
            "  7.63785395e-01 2.06864564e-01]\n",
            " [3.24545455e+01 1.08181818e+02 8.27272727e+01 2.77972028e-01\n",
            "  7.63785395e-01 8.33951763e-01]\n",
            " [3.82307692e+01 3.03846154e+01 3.50769231e+01 3.89053254e-01\n",
            "  1.26103405e-01 3.47723705e-01]\n",
            " [6.14444444e+01 5.11851852e+01 5.04444444e+01 8.35470085e-01\n",
            "  2.96599879e-01 5.04535147e-01]\n",
            " [2.52727273e+01 2.57272727e+01 7.93636364e+01 1.39860140e-01\n",
            "  8.79284650e-02 7.99628942e-01]\n",
            " [4.61600000e+01 6.13200000e+01 4.63600000e+01 5.41538462e-01\n",
            "  3.79672131e-01 4.62857143e-01]\n",
            " [3.93636364e+01 7.91363636e+01 1.33636364e+01 4.10839161e-01\n",
            "  5.25707899e-01 1.26159555e-01]\n",
            " [3.27857143e+01 7.80357143e+01 8.18928571e+01 2.84340659e-01\n",
            "  5.16686183e-01 8.25437318e-01]\n",
            " [4.87500000e+01 2.45833333e+01 9.58333333e+00 5.91346154e-01\n",
            "  7.85519126e-02 8.75850340e-02]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Clustering Using KMeans Clustering**"
      ],
      "metadata": {
        "id": "CqcgqLgC5HO-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "clusters = kmeans.fit_predict(X3)\n",
        "df[\"label\"] = clusters\n",
        "\n",
        "\n",
        "fig = plt.figure(figsize=(20, 10))\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "ax.scatter(df[\"Age\"][df.label == 0], df[\"Annual Income (k$)\"][df.label ==\n",
        "           0], df[\"Spending Score (1-100)\"][df.label == 0], c='blue', s=60)\n",
        "ax.scatter(df[\"Age\"][df.label == 1], df[\"Annual Income (k$)\"][df.label ==\n",
        "           1], df[\"Spending Score (1-100)\"][df.label == 1], c='red', s=60)\n",
        "ax.scatter(df[\"Age\"][df.label == 2], df[\"Annual Income (k$)\"][df.label == 2],\n",
        "           df[\"Spending Score (1-100)\"][df.label == 2], c='green', s=60)\n",
        "ax.scatter(df[\"Age\"][df.label == 3], df[\"Annual Income (k$)\"][df.label == 3],\n",
        "           df[\"Spending Score (1-100)\"][df.label == 3], c='orange', s=60)\n",
        "ax.scatter(df[\"Age\"][df.label == 4], df[\"Annual Income (k$)\"][df.label == 4],\n",
        "           df[\"Spending Score (1-100)\"][df.label == 4], c='purple', s=60)\n",
        "ax.view_init(30, 185)\n",
        "\n",
        "plt.xlabel(\"Age\")\n",
        "plt.ylabel(\"Annual Income (k$)\")\n",
        "ax.set_zlabel('Spending Score (1-100)')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "VEC44Tcv5KAI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 842
        },
        "outputId": "90e1e381-016d-4e63-a500-d3a4aa4c5c1a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Hierarchical** **Clustering** **Algorithm** **Loading** **Data**"
      ],
      "metadata": {
        "id": "HfsTqvwc5UxF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features = df.iloc[:, 2:5]\n",
        "features.head()"
      ],
      "metadata": {
        "id": "ihPbIpHY5YbD",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "cdb53f98-bcd8-4231-82ff-ae85e51aab99"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Annual Income (k$)  Spending Score (1-100)  scaled_Age\n",
              "0                  15                      39    0.019231\n",
              "1                  15                      81    0.057692\n",
              "2                  16                       6    0.038462\n",
              "3                  16                      77    0.096154\n",
              "4                  17                      40    0.250000"
            ],
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              "      <th>Annual Income (k$)</th>\n",
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              "          const element = document.querySelector('#df-d977169f-dbc7-42cc-a63b-d33dbeadb93c');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Dendrogram**"
      ],
      "metadata": {
        "id": "SaFZFsDS5aUB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dendrogram = sch.dendrogram(sch.linkage(features, method='ward'))\n",
        "plt.title('Dendrogram', fontsize=20)\n",
        "plt.xlabel('Customers')\n",
        "plt.ylabel('Ecuclidean Distance')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "xcKr8NNG5cM7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "c47131ad-ddf0-408f-9b3b-cf2f365ac211"
      },
      "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": [
        "##**Fitting Hierarchical Clustering to the dataset and predict the Cluster label**"
      ],
      "metadata": {
        "id": "EDMDj2755d40"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cluster = AgglomerativeClustering(\n",
        "    n_clusters=3, affinity='euclidean', linkage='ward')\n",
        "cluster.fit_predict(features)"
      ],
      "metadata": {
        "id": "rD6M9aDH5fZ-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "90e1a2c0-5326-4871-d5cb-2671e4279bff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/cluster/_agglomerative.py:983: FutureWarning: Attribute `affinity` was deprecated in version 1.2 and will be removed in 1.4. Use `metric` instead\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 0, 2, 1, 2, 1, 2,\n",
              "       0, 2, 1, 2, 1, 2, 1, 2, 1, 2, 0, 2, 1, 2, 0, 2, 1, 2, 1, 2, 1, 2,\n",
              "       1, 2, 1, 2, 1, 2, 0, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2,\n",
              "       1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2,\n",
              "       1, 2])"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Clustering Using Hierarchical Clustering**"
      ],
      "metadata": {
        "id": "f-JbIHnN5i_W"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "plt.scatter(features['Annual Income (k$)'],\n",
        "            features['Spending Score (1-100)'], c=cluster.labels_)\n",
        "plt.xlabel(\"Annual Income\", fontsize=15)\n",
        "plt.ylabel(\"Spending Score\", fontsize=15)"
      ],
      "metadata": {
        "id": "6y3Yewcn5lv3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 646
        },
        "outputId": "bb3e2c01-8c99-42c5-f252-b55e15e21843"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Spending Score')"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Fitting DBSCAN to the dataset and predict the Cluster label**"
      ],
      "metadata": {
        "id": "pWlqev_g5o-i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dbscan = DBSCAN(eps=3, min_samples=4)\n",
        "labels = dbscan.fit_predict(df.iloc[:, 2:5])\n",
        "np.unique(labels)"
      ],
      "metadata": {
        "id": "flDgk9tp5q5J",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "610edfd4-aeeb-4688-eb24-aaa559884760"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([-1,  0,  1,  2,  3,  4,  5,  6,  7,  8])"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##**Visualising the clusters**"
      ],
      "metadata": {
        "id": "AaSCIdMI5soT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 0],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 0], c='blue', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 1],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 1], c='red', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 2],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 2], c='green', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 3],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 3], c='orange', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 4],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 4], c='purple', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 5],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 5], c='pink', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 6],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 6], c='yellow', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 7],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 7], c='silver', s=10)\n",
        "plt.scatter(df[\"Annual Income (k$)\"][df.label == 8],\n",
        "            df[\"Spending Score (1-100)\"][df.label == 8], c='black', s=10)\n",
        "plt.xlabel('Annual Income (k$)')\n",
        "plt.ylabel('Spending Score(1-100)')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "yPnQsioG5xG2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "96fdfcb4-dca3-4054-d762-a92541054f62"
      },
      "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": {}
        }
      ]
    }
  ]
}