custumer_segmentation-2.ipynb

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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.cluster import KMeans\n",
        "import warnings\n",
        "warnings.simplefilter(action='ignore', category=FutureWarning)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "customer = pd.read_csv('/content/Mall_Customers.csv.csv')\n",
        "customer.head()"
      ],
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            "text/plain": [
              "   CustomerID   Genre  Age  Annual Income (k$)  Spending Score (1-100)\n",
              "0           1    Male   19                  15                      39\n",
              "1           2    Male   21                  15                      81\n",
              "2           3  Female   20                  16                       6\n",
              "3           4  Female   23                  16                      77\n",
              "4           5  Female   31                  17                      40"
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        "customer.shape"
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            "text/plain": [
              "(200, 5)"
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "CustomerID                0\n",
              "Genre                     0\n",
              "Age                       0\n",
              "Annual Income (k$)        0\n",
              "Spending Score (1-100)    0\n",
              "dtype: int64"
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            "text/plain": [
              "       CustomerID         Age  Annual Income (k$)  Spending Score (1-100)\n",
              "count  200.000000  200.000000          200.000000              200.000000\n",
              "mean   100.500000   38.850000           60.560000               50.200000\n",
              "std     57.879185   13.969007           26.264721               25.823522\n",
              "min      1.000000   18.000000           15.000000                1.000000\n",
              "25%     50.750000   28.750000           41.500000               34.750000\n",
              "50%    100.500000   36.000000           61.500000               50.000000\n",
              "75%    150.250000   49.000000           78.000000               73.000000\n",
              "max    200.000000   70.000000          137.000000               99.000000"
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              "      <th>mean</th>\n",
              "      <td>100.500000</td>\n",
              "      <td>38.850000</td>\n",
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              "      <td>1.000000</td>\n",
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              "      <th>25%</th>\n",
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              "      <th>75%</th>\n",
              "      <td>150.250000</td>\n",
              "      <td>49.000000</td>\n",
              "      <td>78.000000</td>\n",
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              "      <td>70.000000</td>\n",
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              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-39a70404-311b-4930-b6ef-fa62b364fce0 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-39a70404-311b-4930-b6ef-fa62b364fce0');\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": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set(style=\"whitegrid\")"
      ],
      "metadata": {
        "id": "0YyAVvWrdURx"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.distplot(customer['Age'],color= 'green',bins=20)\n",
        "plt.title('Age distribution plot', fontsize = 15)\n",
        "plt.xlabel('Age', fontsize = 12)\n",
        "plt.ylabel('Count', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "id": "Us1bvN5qdUUp",
        "outputId": "51207592-89e8-4c6e-b997-43ffa892bcdf"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-7-58abfaa5ee34>:1: 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(customer['Age'],color= 'green',bins=20)\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": [
        "sns.boxplot(customer['Age'])\n",
        "plt.title('Age box plot', fontsize = 15)\n",
        "plt.xlabel('Age', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "LYfDkE8rdUXS",
        "outputId": "6e34e561-e396-4c87-ec93-36de4ab62ae4"
      },
      "execution_count": 8,
      "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": [
        "sns.violinplot(y = 'Age' , x = 'Genre' , data = customer)\n",
        "plt.title('Age violin plot', fontsize = 15)\n",
        "plt.xlabel('Gender', fontsize = 12)\n",
        "plt.ylabel('Age', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "ZeAQB1XZdUaH",
        "outputId": "a368dae5-8769-470b-a996-d839cc6b426b"
      },
      "execution_count": 9,
      "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": [
        "sns.distplot(customer['Spending Score (1-100)'],color= 'orange',bins=20)\n",
        "plt.title('Spending Score distribution plot', fontsize = 15)\n",
        "plt.xlabel('Spending Score', fontsize = 12)\n",
        "plt.ylabel('Count', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 669
        },
        "id": "WS8mRiWedUc-",
        "outputId": "e5c8cc24-848e-4bab-8f81-5f08a8b41b0a"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-10-a0f1dd458806>:1: 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(customer['Spending Score (1-100)'],color= 'orange',bins=20)\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": [
        "sns.boxplot(customer['Spending Score (1-100)'])\n",
        "plt.title('Spending Score', fontsize = 15)\n",
        "plt.xlabel('Spending Score', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "9gnFHthrdUf2",
        "outputId": "18959176-43a8-4c7c-e8d9-eccfbf5d6460"
      },
      "execution_count": 11,
      "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": [
        "sns.violinplot(y = 'Spending Score (1-100)' , x = 'Genre' , data = customer)\n",
        "plt.title('Spending Score', fontsize = 15)\n",
        "plt.xlabel('Gender', fontsize = 12)\n",
        "plt.ylabel('Spending Score', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "Y4G1ucAndUi9",
        "outputId": "82ef68e3-be88-406b-9eea-8f8e115d3290"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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9+nD99ddz+eWXl7vfgAEDSEhI4IMPPmDdunUsWrSIsLAwGjVqxIgRI8r8TOvUqcM333zDzJkzWbJkCYsWLSIwMJAuXbpw5513nvWYhfOJjo7myy+/5Ouvv2b+/Pns3LmTv/76i1q1ahEbG8vtt9/OgAEDLvhxhfA0inq+iXAhhN/o2bMnR44cYffu3VpH8SqZmZn06tWLuLi4s67fEkJ4H1mDJIQQFbRr165yPddOnjzJmDFjsNvt1bIdXwihDZliE0KICnrllVfcDXlr1arFiRMn2LZtG0VFRSQnJ8vWdyF8iBRIQghRQUOGDAFg9+7d/PXXX+j1eho3bkyfPn244447znnAohDC+8gaJCGEEEKIM8gaJCGEEEKIM0iBJIQQQghxBlmDVEl//fUXqqpW+FA4IYQQQmjPZrOhKArt2rX719tJgVRJqqqet5eSEEIIITxLRd+7pUCqpNKRo+TkZI2TCCGEEKKitm7dWqHbyRokIYQQQogzSIEkhBBCCHEGKZCEEEIIIc4gBZIQQgghxBmkQBJCCCGEOIMUSEIIIYQQZ5ACSQghhBDiDFIgCSGEEEKcQQokIYQQQogzeOxJ2ocOHeKDDz5g8+bN7N27l/j4eH766Sf39QUFBXz44YcsX76cgwcPYjKZaNOmDY899hhJSUllHis/P5+pU6eyZMkSbDYb3bt3Z9y4ccTExNT0P0sIIYQQXsBjR5D27t3L8uXLadSoEQkJCeWuz8jI4KuvvqJr1668+eabTJ48mfz8fIYNG8b+/fvL3HbUqFGsXr2a5557jldffZXU1FTuvfde7HZ7Tf1zhBBCCOFFPHYEqWfPnlx11VUAjBkzhm3btpW5vmHDhixevJjAwED3ZZ07d6Znz558/vnnjB8/HoC//vqLVatW8cEHH9CtWzcAmjRpQv/+/Vm0aBH9+/evoX+REEIIIbyFx44g6XT/Hi0oKKhMcQQQHBxMXFwcx48fd1+2YsUKwsLC6Nq1q/uy+Ph4WrRowYoVK6o2tBBCCCF8gseOIFVGXl4ee/fu5bLLLnNfduDAAZo0aYKiKGVuGx8fz4EDBy7q+VRVpaio6KIeQ3i+oqIirFar++uwsLDzFvBCCCE8k6qq5WqCs/GpAumVV15BURRuvvlm92V5eXmEhoaWu214eHi5absLZbPZ2Llz50U9hvBsW7duZe7cuWUui4mJ4T//+Y8USUII4aVMJtN5b+MzBdLcuXP5+uuveemll6hbt26NPKfRaKRp06Y18lxCG4sXLy532fHjx4mKiqJevXoaJBJCCHEx9u3bV6Hb+USBtHz5ciZMmMCDDz7IddddV+a6sLAwMjMzy90nNzeX8PDwi3peRVEICgq6qMcQnu3IkSMABDbsjiG0AYWpv+C0ZHP8+PGz7q4UQgjh2SoyvQYevEi7ojZt2sSjjz7K4MGDefTRR8tdHx8fT2pqKqqqlrk8NTWV+Pj4moopvJDD4XAXSDqzq5jWmcIASE9P1yyXEEKI6ufVBdK+ffu4//776dy5M88///xZb9OjRw9yc3NZs2aN+7LU1FR27NhBjx49aiqq8EJHjhzBZrOBokcxBgOgM0cArt8hIYT3Kyoq4s8//2TdunUVnnoR/sFjp9iKi4tZvnw54HqjKigoYOHChQB07NgRVVW5++67MZvNjBgxosyC65CQEPfaoHbt2tGtWzeeeeYZnn76acxmM2+88QZJSUn07t275v9hwmvs3bsXAH1ApHtIVh8YWeY6IYR3e+ONN1i7dq3762nTptGkSRMNEwlP4bEF0qlTp8pNmZV+/cknnwC41xbdcccdZW7XsWNHPv30U/fXb775JlOnTmXChAnY7Xa6devGuHHjMBg89p8vPEBpEaQLjHZfpg+IAuDYsWNVso5NCKGt0uNe9Ao41L+PhhHCYyuEhg0bsnv37n+9zfmuLxUaGsqLL77Iiy++WBXRhJ/Ys2cP8HdRBKDoTSimUFRrPnv37qVDhw5axRNCXCSHw8HJkycBaBJhYl+2tcxBw8K/efUaJCGqS1FRkbunnz6oVpnr9IGury/2HC0hhLaysrJwOp3oFGgQagTgxIkTGqcSnkIKJCHOYvv27TidThRjMLrTC7RLGYJiANiyZYsW0YQQVSQjIwOACLOe6EB9mcuEkAJJiLMoLX4MwXXKXacPdhVI+/fvp7CwsEZzCSGqzuHDhwGoFaQnOtC14qT0aA8hpEAS4iw2bNgAgD6ofIGkMwajmEJxOp1s2rSphpMJIapKaTFUK9BArdMjSDk5ORQUFGgZS3gIKZCEOENGRsbpgyAVDCFnbydiCKkPUGZ7sBDCu5SeZ1Y7yIDZoCPcrCtzufBvUiAJcYY//vgDAH1QDIr+7A0NDaENAFi/fj0Oh6PGsgkhqobT6XRv8a8X6ppeqxfiWqhdukFD+DcpkIQ4w++//w78XQSdjT6wForeREFBgSzWFsILZWZmUlRUhF6B2oGlBZLr/6VAEiAFkhBlHD16lJ07dwIKhtDYc95OUXQYQuMA+O2332omnBCiyuzatQuAuiFG9DrXSfn1T48gVfSMPeHbpEAS4h9Kix19cB10xsB/va0xvDHgGnGyWCzVnEwIUZVKzzFrFG50XxYbZkTB9UHp1KlTGiUTnkIKJCFOczqd/Prrr8Dfxc+/0QVGoxhDsFgsZZohCyE8X2mB1Dj873WGAQYddU9Ps23dulWTXMJzSIEkxGmbNm3i6NGjoDNiCG143tsrioIxwtWzacGCBdUdTwhRRY4dO8bRo0dRgLgwY5nrSgsmOcJDSIEkxGk//fQTAMbwJii6irUpNEbEg6Jj165d7Nu3rzrjCSGqSOlO1bhwIwGGsm+DiVFmQHaoCimQhABcO1rWr18PgCmyaYXvpzMEuhdzlxZYQgjPVlogJZ0uhv4pLsyIWa+Qm5vrblgt/JMUSEIA3333Haqqog+ui84cdkH3NUU2A2D58uXuzuBCCM+Um5vrXl+UeJYCSa9TaHb68tIjP4R/kgJJ+L1Tp06xePFiAEzRLS74/vqgWuiDamO32/nuu++qOp4QogqtWrUKh8NBvRADtYLOPpXeurarQFq+fLlMs/kxKZCE35s3bx42mw19YC30QTGVegxTdCsAFi5cSHZ2dlXGE0JUodKdqm1iAs55m6aRZgINCtnZ2WzevLmmogkPIwWS8GtZWVn8/PPPAJhqtUJRlEo9jj64DrqAKKxWK99++21VRhRCVJFDhw6xe/dudEBy7XMXSAadQuvT1y9atKiG0glPIwWS8Guff/45JSUl6AKi0QfXrfTjKIqCuXYy4FqsfezYsaqKKISoIj/++CMASdFmQkz6f73tJfVcB8WuWbOGEydOVHs24XmkQBJ+Kz093b32yFynbaVHj0rpg+uiD4rBbrcze/bsqogohKgi+fn57um1Tg2Cznv7usFGGocbcTqdcs6Zn5ICSfitjz/+GKfTiSGkAYZKrj36J0VRMMekAK7FnXIukhCe4+eff8ZqtVIn2ECjMw6HPJdO9V2F1C+//EJRUVF1xhMeSAok4ZfWr1/PunXrAAVTTJsqe1x9YBSGsDhUVeW///0vTqezyh5bCFE5RUVFzJs3D4DLGgZVeLQ4KdpMVKCe/Px85s+fX40JhSeSAkn4HavVysyZMwEwRiWiN4dX6eObY1JAMbBr1y6WLVtWpY8thLhwP/74I/n5+UQH6v91cfaZdIrC5XHBAHz77bcyiuRnpEASfufbb7919WEyBGCu1brKH19nDMJc2/W4H374Ifn5+VX+HEKIisnPz3ePHl0RF4zuAtcaJtcOIDpQT0FBAd9//301JBSeSgok4VcOHz7M119/DYA5ph2KvmJrES6UMSoRnSmMvLw8Pvzww2p5DiHE+X3++ecUFBQQE2Sg1QWMHpXSKQpXNgoBYO7cuXJavh+RAkn4DafTybRp01yHQgbXxRAWV23PpSg6zPUuBWDx4sVs3Lix2p5LCHF2hw4dcu9A6xsfcsGjR6Va1TITF2akpKSEjz76qAoTCk8mBZLwG/Pnz2fnzp2gMxBQ79KL3tZ/Poag2hhP92l7++23KS4urtbnE0L8TVVVZs2ahdPppHm0mfjI8n3XKkpRFPomhKLg2qG6ffv2qgsqPJYUSMIvHD16lE8++QQAc0xbdMbgGnlec0wbFGMwx48fl6k2IWrQ0qVL2bx5MwYFejcJuejHqx9ipF1d1+GR06dPx2q1XvRjCs8mBZLweQ6Hg9deew2LxYI+KAZjRNMae25FZySgXkfAdQ7L+vXra+y5hfBXWVlZvP/++wBc0SiEqMCzN6W9UFc3DiHEqOPIkSN88cUXVfKYwnNJgSR83pw5c9i9ezfojATU71TtU2tnMgTXwRiVCMBbb71Fbm5ujT6/EP5EVVXeeecdCgsLqR9ioEvD85+aXVGBRh0Dm4UCrt2we/furbLHFp5HCiTh0/bs2eP+pBdQ95Iam1o7k7l2W3SmMHJycpgxYwaqqmqSQwhft2jRItatW4degWsTw9BX8Qei5tEBtKplxul08tprr8naQh8mBZLwWUVFRbz66quudiKhsRjCGmmWRdHpCWjQBRQda9euZeHChZplEcJXpaWluQ+B7dk4hDrB1XOMx4CmYYSZXFNtpc8nfI8USMInqarK22+/7ToQ0hhUI7vWzkcfEIm5dlsAZs2aRWpqqqZ5hPAlVquVV155BavVSkKEiS4VaEhbWUFGHUOSwlGAJUuWsGLFimp7LqEdKZCET1q6dOnpP1oKgfUvQ9GbtI4EnG5tElwPm83GK6+8gsVi0TqSEF5PVVXeffddDh48SLBRx+CksEqfeVRRjSNMdI91TdlPnz6dtLS0an0+UfOkQBI+Jy0tjffeew8AU+1k9EG1NE70N0VRXAvFDQGkp6fz3//+V+tIQni9hQsXsmTJEhRgSFIYoSZ9jTzv5Y2CaRxuxGKx8OKLL1JYWFgjzytqhscWSIcOHWLChAlce+21tGzZkoEDB571dnPmzKFPnz4kJyczaNAgfv3113K3yc/P55lnnqFjx460a9eORx55hOPHj1f3P0FowGKx8NJLL1FSUoI+uA6m6BZaRypHZwggoH4XQGHJkiUsXbpU60hCeK1du3Yxc6brg0avxiEkXMSBkBdKrygMbR5BmNm1HumNN97A6XTW2POL6uWxBdLevXtZvnw5jRo1IiEh4ay3mT9/PuPHj6dfv37MmjWLlJQUHnroITZt2lTmdqNGjWL16tU899xzvPrqq6SmpnLvvfdit9tr4F8iakrpMHt6ejrK6SJE63VH52IIroOpVisA3nnnHQ4dOqRxIiG8z/Hjx3nhhRew2x20iDbTtQq39FdUsEnHsBYR6BVYt24dn332WY1nENXDYwuknj17snz5cqZNm0arVq3Oeptp06YxYMAARo0aRefOnZk0aRLJycm8/fbb7tv89ddfrFq1ihdeeIH+/fvTq1cv3nrrLXbv3s2iRYtq6p8jasCSJUtYtmwZoBBQ/zJ0hgtvTFmTTLVaog+ug9Vq5f/+7/9ku7AQF6CoqIjJkyeTk5NDTJCBwYlhmn0gahBq5JpmYQB8/fXXMirsIzy2QNLp/j1aeno6Bw8epF+/fmUu79+/P2vWrHEfA79ixQrCwsLo2rWr+zbx8fG0aNFCdh74kNTU1H+sO2qNIThG40Tnpyg61yiXIZD09HTefvttOR9JiApwOBy88sorHDx4kBCjjltaRWA2aPt2llIn0L1oe8aM6Wzbtk3TPOLiVc356xo4cOAAAE2aNClzeUJCAjabjfT0dBISEjhw4ABNmjQp98kiPj7e/RiVpaoqRUVFF/UY4uIVFRXx4osvYrVa0QfXwxTdUutIFaYzBBDQ4DKKDy1j+fLlNGvWjKuvvlrrWEJ4LFVV+eCDD1i/fj1GncLNrSKICKiZRdnnc2WjYE4V29lxsoQpU6YwadIkGjZsqHUscQZVVSs02ui1BVJpu4awsLAyl5d+XXp9Xl4eoaGh5e4fHh5+0RW+zWZzdYcXmlFVla+//prMzEwUQxCB9Tt77LqjczEE1cYc04aS45v58MMP0el01K9fX+tYQnik5cuXuzfjDEkKo0Fo9RwGWRk6ReG6xHDySrI5nF/I888/zz333FPufUpoz2Q6/9EvXlsgeQKj0UjTpjXX+FSUt2DBAleRqugIbNgVxVBzO1iqkjGqOY6ik9gLjjBv3jymTp1KSMjFdyAXwpcsXbrUXRwNSAilRa2qWWdYOrVdFR+ujHqFW1pF8MHmLE7l5TFnzhyef/55goO1aXMkytu3b1+Fbue1BVJ4eDjg2sJfu3Zt9+V5eXllrg8LCyMzM7Pc/XNzc923qSxFUQgKqvldE8Jl165dzJ49GwBzTAr6wGiNE1Ve6flIham/cPz4cWbOnMmzzz7rdaNhQlSXNWvW8P6sWQB0jw3m0vpV87dXVVX+tyUbgLvaRFbJay7IqOP21pG8vzmL9PR0Xn31VZ5//nkCAjx744i/qOjP2GMXaZ9PfHw8QLl1RAcOHMBoNBIbG+u+XWpqarnFr6mpqe7HEN4nLy+Pl19+GYfDgSE0FmNkM60jXTRFbyKwQVdQdKxbt47vv/9e60hCeIRNmzbx8ssv41RV2tUJoGejqhuNsTkhPc9Gep4NWxUeYRQRoOe2VhGY9Qo7duzgpZdewmazVd0TiGrntQVSbGwsjRs3Ltf0c8GCBXTp0sU9v9ijRw9yc3NZs2aN+zapqans2LGDHj161GhmUTVUVeXNN9/kxIkTKMYQj+izVlX0gVGYY9oB8NFHH7Fr1y6NEwmhrV27dp0+68hOi2gzA5tpt53/QtUNMXJrqwiMOoUNGzbw+uuv43A4tI4lKshjp9iKi4tZvnw5AEeOHKGgoMBdDHXs2JGoqCgefvhhRo8eTVxcHJ06dWLBggVs2bLFPe0C0K5dO7p168YzzzzD008/jdls5o033iApKYnevXtr8m8TF+f777/nzz///HvdkYf0WasqxsimOIpPYM9L45VXXuGtt96S9UjCL6WmpvLcc89hsVhIiDBxffNw9F5SHJWKCzcxrGU4X2zPYdWqVQQGBvLQQw+d9ygboT1F9dCDVw4fPkyvXr3Oet0nn3xCp06dAFerkVmzZpGRkUGTJk14/PHHufLKK8vcPj8/n6lTp7J48WLsdjvdunVj3Lhx1KlTp9L5tm7dCkBycnKlH0NcuD179vDU00/jsNsx170EUw1NrVXlIs4KPZ/DRmHqL6i2Arp06cLYsWO95lOzEFUhLS2NsWPHkpeXR2yYkdtbR2LSV/1rwOpQefF3V+upZy6LqZbnANh+wsI3u3JRgYEDB3LffffJa1ojFX3/9tgCydNJgVTzCgsLefTRRzl27BiG0IYENOhaI39gVFWl6NBSFCCwUa8a+6PmKM6i6NASUJ385z//YcCAATXyvEJoLSMjg7Fjx5KVlUW9EAMjkiMJqKaDIGuqQALYdKyYeXtcG4muv/56RowYIUWSBir6/i1jfMJrvPfeexw7dgzFGExAvY4194dFdeAsPomj+CSoNbd+wLUeqS0AH3zwgfRrE37h+PHjjBs3jqysLGKCDNzeuvqKo5qWUieQgU1d5/LNnTuXL7/8UuNE4t/4xm+d8Hm//fYbv/32G6AQWL+Lz607OhdjZCL64HrYbDZeffVVdwsdIXzRyZMnefbZZzlx4gTRgXqGJ0cQZPStt6kO9YLoE+9aU/j5558zZ84cjROJc/Gt3zzhk44dO8a7774LnG7wGlRL40Q1x3U+UkcUvZmDBw/yySefaB1JiGqRlZXFuHHjyMzMJDJAz4jkSEJMntFCpKp1aRBMr8auIumTTz5h3rx52gYSZyUFkvBoTqeTt956i6KiInSB0ZhqtdI6Uo3TGQIJqNcRcO3g27Jli8aJhKhaubm5jBs3jiNHjhBu1jEiOZIws28WR6W6xwZzeZzrPKcPPviA+fPna5xInEkKJOHRfv75Z9eCOkV/us+af/7KGkIbYIxIAOCtt96iuLhY40RCVI38/HzGjRtHeno6oSZXceQpzWer2xVxwXRr6DoR/L333mPRokUaJxL/5J/vNsIrHD16lA8//BAAc0xbdKbyTYf9iTkmBcUYxPHjx93fFyG8WWFhIRMmTODgwYMEG13FUVSgxx7PV+UURaFX4xA6N3AVSTNmzHD3mhPakwJJeCRVVZk+fTolJSXog2J8opXIxVL0RvdU288//yxTbcKrFRUV8dxzz7Fv3z6CDAojkiOpFeQ/xVEpRVHo0ySES+sFuroEvPEGK1eu1DqWQAok4aGWLl3qnlqr0S39Hs4QXBdjRFMA3nnnHentJLySxWJh8uTJ7Nq1iwCDwvDkSGKC/a84KqUoCv0SQmlXJwCnqvLaa6/xxx9/aB3L70mBJDxObm4u//vf/wAw105GZ5I2G/9kjmmDog/gyJEjfPPNN1rHEeKC2Gw2pk6dyrZt2zDrFW5vHUndEKPWsTSnUxSuaRZGcu0AHA4HU6dOZdOmTVrH8mtSIAmP87///Y/8/Hx05giMUYlax/E4it6EuW57AL7++msOHz6scSIhKsbhcPDKK6+wceNGjDqFW1pF0CBUiqNSOkVhcFIYzaPN2O12pkyZwvbt27WO5bekQBIeZdeuXSxbtgyAgHod/HbX2vkYQmPRB9fDbrfz/vvvax1HiPNyOp1MmzaNNWvWYNDBTS3DaRTuHwe+Xgi9onBD83CaRpooKSlh0qRJ7N+/X+tYfknefYTHcDqd7jd7Y3gT9IH+cyDkhVIUhYC67UHRsWHDBjZs2KB1JCHOSVVVPvjgA5YtW4ZOgRuah5MQadY6lscy6BSGtYigUZiRoqIiJk6cyJEjR7SO5XekQBIeY8WKFezevRt0Bky122gdx+PpTKHu3X0ffPABDkfN9YkT4kJ89dVX/PDDDwBcmxhG8+gAjRN5PqNe4eZWEdQNNpCbm8v48eM5efKk1rH8ihRIwiNYrVY+/vhjAEzRLdAZAzVO5B3MtVqh6M2kp6fzyy+/aB1HiHJ+/vlnPvvsMwD6xofSNkZe2xUVYNBxW+tIogP1nDhxggkTJlBQUKB1LL8hBZLwCAsXLuTkyZMohkBMUUlax/Eait7kbr/y1VdfUVJSonEiIf62bt063jvdR/HyuGD3gYii4kJMOm5vHUmoSUd6ejpTpkyRptU1RAokoTmLxeLuaG2q1QpF57/noVSGMSIBxRBEVlYWP//8s9ZxhABcGy5efvllnKpKuzoBXHG675i4cBEBem5rHYFZr7B9+3Zef/11nE6n1rF8nhRIQnMLFiwgJycHxRiMMSJe6zheR9HpMdV2jSJ98803WCwWjRMJf3f06FEmT56M1WqlWaSJgc3C5LDXi1Qn2MhNLSPQK7B69WppN1QDpEASmrJarXz33XcAmGu1lm39lWQMb4JiDCE3N1caXgpNFRYWMnnyZPLy8qgfYmBoiwj0UhxViSYRJgYnhgMwb948WXdYzeTdSGhq6dKlrtEjQxCG8EZax/FaiqLDFN0ccP3htNvtGicS/sjhcPDyyy+Tnp5OqEnHza0iMOmlOKpKyTF/T1e+++67rpZMolpIgSQ043A43KNHpugkGT26SMbwJij6AE6cOMGKFSu0jiP80P/+978yp2SHmvRaR/JJl8cF07q22d2SJDMzU+tIPknekYRm/vjjD44ePQp6E8aIBK3jeD1Fp3e3Zpk3bx6qqmqcSPiT5cuXu886ui4pjHrSX63aKIrCtc3CaRBqID8/n6lTp8oO1mogBZLQzIIFCwAwRSTIzrUqYopsCoqe1NRUdu3apXUc4ScOHTrE9OnTAegeG0zLWnIQZHUz6hVubBFBkFHhwIEDvPvuu/KhqIpJgSQ0cfjwYXenamNkU23D+BBFb8IYFgfA/PnzNU4j/EFRUZF7BCM+wsSVjWQ7f00JN+u5oXkECq71nLJBo2pJgSQ0UXpejz6kPjqj/EGtSqXtR1avXk1OTo62YYTPmzlzJkeOHCHMrOP65uHoZMdajYqPMNGrcQjg+lmkp6drnMh3SIEkapzNZuPXX38FTk8JiSqlD4xCFxCF3W7nt99+0zqO8GErV65k6dKlKMD1SeEEG+UtRQuXNQwiIcKE1Wrl1VdfxWazaR3JJ8hvs6hxf/75J/n5+SiGQPTBdbWO45OMEU0A17C7rEsQ1eHEiRO8/fbbgGvdUaNwk8aJ/JdOURicFEagwbUe6dNPP9U6kk+QAknUuCVLlgBgDG8sW/uriTGsESg6Dh48yP79+7WOI3yMqqq88847FBYW0iDUwOXSRkRzoSY91yaGAa5drHv27NE4kfeTdydRo3Jzc9mwYQMAhvDG2obxYYrehCGkAYB7OlOIqrJq1SrWr1+PXoHBieHodbLuyBM0jw6gTUwAqqoyffp0OTD2IkmBJGrU77//jtPpRBcQid4crnUcn2Y8XYCuWrVKGluKKlNQUMDMmTMB19Ra7SA5osOT9GkSSqBB4eDBg8ybN0/rOF5NCiRRo1auXAmA4fRWdFF99MF1QWckKyuLHTt2aB1H+IgvvviCnJwcagXq6RYrU2ueJtiko098KOD6WZ06dUrjRN5LCiRRY7Kzs9m2bRsAxtBYjdP4PkWnxxDaEPi7MBXiYhw9etR9wGu/hFAMMrXmkdrGBBAbZsRqtfLZZ59pHcdrSYEkasyaNWtQVRVdQBQ6U4jWcfyCMcxViK5du1am2cRF++STT7Db7TSNNJEQadY6jjgHRVHo3cT1N3bp0iUcOnRI40TeSQokUWN+//13AAxhMnpUU/RBddzTbNJ6RFyM/fv3s2rVKhTgqibyAcfTxYaZaBFtxulUmT17ttZxvJIUSKJG5OXlsXXrVgCMp6d9RPVTdHoMIfWBvwtUISrj22+/BaBVbTN1g6URrTfoefqE7XXr1nH48GGN03gfKZBEjfjzzz9du9fMEehMoVrH8Sul65DWrl0rh0aKSjl27BirVq0CoGtDWZjtLWoHGUiKMqOqquxoqwSvL5CWLl3K0KFDadeuHd26dePRRx89ay+aOXPm0KdPH5KTkxk0aJCcDVPD1q5dC4AhtIHGSfyPIaQeKHqOHTvGwYMHtY4jvNCPP/6I0+kkPsJEvRAZPfImXRsGAa73ytzcXI3TeBevLpDWrVvHQw89RNOmTXn77bd55pln2LVrF3fddRcWi8V9u/nz5zN+/Hj69evHrFmzSElJ4aGHHnJ3kxfVy2KxsHHjRuDv0QxRcxSdAcPpli6lhaoQFfXPnn6dGwRpG0ZcsLhwE/VCDNjtdlasWKF1HK/i1QXS/PnzqV+/Pi+++CKXXXYZ/fv35/nnnyctLc29nRxg2rRpDBgwgFGjRtG5c2cmTZpEcnKyu4+QqF6bNm3CarWiGIPQmSO0juOXSkfupEASF2rjxo3k5uYSbNSRECn91rxRSkwgAMuWLdM4iXfx6gLJbrcTHByMovx9FkdoqGt9S+lai/T0dA4ePEi/fv3K3Ld///6sWbMGq9Vac4H9lHt6LaRhmZ+VqDn6kPqAq5Hl8ePHtY4jvEjpcoTkmAD08vr1Sq1rB6BTYN++fWddgiLOzqvPiB8yZAjff/89n332GYMGDSInJ4fXX3+dli1b0r59ewAOHDgAQJMmTcrcNyEhAZvNRnp6OgkJCZV6flVVKSoqurh/hI9zOBz88ccfgKw/0pLOEIA+qBaOohOsXLmy3AcGIc7Gbre7eye2rh2gcRpRWcEmHfERJvZlW1m9ejWDBg3SOpKmVFWt0Id1ry6QOnTowIwZM3jiiSeYNGkSAC1atOD9999Hr9cDuBelhYWFlblv6dcXs2jNZrOxc+fOSt/fH6SmppKfn4+iN6EPqq11HL9mCGmIo+gEv/32G40bN9Y6jvAChw4dori4mECDQv0Qr3678HtNI83sy7ayZs0amjVrpnUczZlM558u9urf+I0bN/LUU09x4403csUVV5CTk8M777zDfffdx+eff05AQPV+4jEajTRt2rRan8PblU6v6UMaoChePaPr9QyhDSg5/heHDh2iQYMG5T40CHGm0rPLEiJN6GR6zauVrh9LT08nPj4es9l/T0Lft29fhW7n1QXSlClT6Ny5M2PGjHFflpKSwhVXXMH333/PsGHDCA93dYzPz8+ndu2/RzDy8vIA3NdXhqIoBAXJro5zcTqd7uk1ORxSezpTCLqASJyWbDZv3kyfPn20jiQ8XOkbSZNwWZzt7WoF6gkx6Siw2jh69CgtW7bUOpJmKroW1qs/0u/fv5/mzZuXuaxu3bpERkaSlpYGQHx8PPD3WqRSBw4cwGg0EhsrbS+qy549e8jKygKdwdVZXmjOcLpJsJyqLc5HVVVSU1MB5OwjH6AoCvVOT5OW/lzFv/PqAql+/frs2LGjzGVHjhwhOzubBg1cC4JjY2Np3LgxCxcuLHO7BQsW0KVLlwrNQ4rKKe0gbwhpgKLTa5xGwN8jeZs3b5ZD48S/ysrKIi8vDwWoHezVkw3itNIWMVIgVYxX/9bfdNNNvPjii0yZMoWePXuSk5PDu+++S3R0dJldOg8//DCjR48mLi6OTp06sWDBArZs2SIN/KqRw+FwtyYwhsVpnEaU0pnD0JkjcZRk8/vvv8tuNnFOpdvBowL1GHWy/sgXxAS53vJLZ1jEv/PqAmn48OGYTCa++OIL5s6dS3BwMCkpKbz55ptERka6bzdw4ECKi4uZNWsWM2fOpEmTJsyYMYN27dppmN63bd++/fT0mgl9iEyveRJjeBwlx7NZsWKFFEjinE6ePAlAhFlGf31FeIBr0ujUqVMaJ/EOXl0gKYrCzTffzM0333ze2w4dOpShQ4fWQCoBuFsTGMMaoijyB9aTGMLiKDm+mW3btnH8+HFiYmK0jiQ8UOmbaKjZq1diiH8IM7n+FmdlZVX4LCB/Jr/5ospZLBZWrnRNrxnCGmsbRpSjMwajD3IVRdK0WZxLTk4OAKEm+YDjK0JMrrd8u91Ofn6+xmk8nxRIosr9/vvvWCzFKMYQORzSQxnDXSfLL1261N2WR4h/Ku0SYNbLKIOvMOgUDKff9f/Z0F2cnRRIosotWbIEAGNEExnC9VCGsFjQGTh69GiZxs5ClCp9AzVJgeRTTKcX3BcXF2ucxPNVukByOBzMnz+fCRMmMHLkSHbv3g24DmRctGiRe4Gf8C/p6emnT99VMIY31jqOOAdFZ3DvLjzzCAwh4O8CySgFkk8p/XmWlJRonMTzVapAysvL4+abb+aJJ57gp59+YtmyZa4dS0BQUBBTpkzhk08+qdKgwjssWLAAAENIfXTGYI3TiH9jjHT1Y1q9erX79StEKafTCYDs8PctpS1jSn++4twqVSC9+uqr7N27lw8++IAlS5aUWcOg1+vp06cPy5cvr7KQwjsUFRWxdOlSAIxR0gzR0+kDItEF1sLhcPDLL79oHUd4KF+uj6wOle92/31g6ne7c7E6/GNNnqw9PL9KFUhLly7l9ttvp2vXrmddY9K4cWOOHDly0eGEd1myZAnFxcXoTKHog+poHUdUgCnS1Wz5559/xmq1apxGeBJ/eAP9fk8uO0/9PdW081QJ3+/x7RPmS9+xZQTp/CpVIOXn59Ow4bmbj9rtdhwOR6VDCe9jt9uZN28eAMaoJFmc7SUMYbEohkCys7Nly78ow9dfwzanyu6s8utwdmeVYHP6bnFY+i/T6WSP1vlU6jsUFxfH9u3bz3n96tWrSUhIqHQo4X1WrFjBiRMnUPQB7i3kwvMpih5TlKvh87fffisfbIRbaYHkqwNJBVYn9rMMotidrut8VemP09cL4KpQqQLphhtuYO7cuSxYsMA9DKsoClarlTfeeIOVK1cybNiwKg0qPJfT6WTu3LkAGKMSpTGtlzFGxoPOREZGBmvWrNE6jvAQpW+gvlsq+KfS92wZQTq/SrUaGTFiBPv27ePxxx8nLCwMgNGjR5OTk4PdbmfYsGHS1sOPrF692tX8UGd0r2kR3kPRGTFFNcN6cjtffPEFXbp0Qa+XIle4yDiD8FeVKpAURWHKlCkMHjyYX375hUOHDuF0OomLi6Nfv35ceumlVZ1TeCiHw8Fnn30GgCkqCUVv0jiRqAxTVBLWrD2kpaWxatUqLr/8cq0jCY2VLuKVAsm3KLLNv8IuuEAqLi7mySefpHfv3gwaNIgOHTpURy7hJZYvX86RI0dQ9CZMUUlaxxGVpOhNmKKbYz2xlc8//5xu3brJKJKf+3v5hMZBRJUqnViTAun8LngSMjAw8HSvLenj4u9KSkqYPXs2AMboFih6o8aJqp7qtGPJWOv+2pKxFtVp1zBR9TFFJaLozWRkZLBo0SKt4wiNlR77YJCTIn1K6c9TjvU4v0qt0rrkkkv466+/qjqL8DLff/+9a+eaIQhTpG8eDGk5+gf2/MPur+35h7Ec/UPDRNVH0Rkx1WoNwGeffUZhYaHGiYSWCgoKAAgwyGJeXxJgcBVI8vo+v0r95k+YMIENGzbwxhtvkJmZWdWZhBfIzs5mzpw5AJhj2qDoKrWczaOpTgf2/PIHntrzj6A6fXM7vDEyAZ0pjNzcXPfPV/in0jfQ0jdU4RtKf56lBbA4t0q9qw0aNAiHw8HMmTOZOXMmer0ek6ns4lxFUdiwYUOVhBSe55NPPsFisaALiMIQ1kjrONVCtReDepZCSHWg2otRTCE1H6qaKYoOc0wKxYdX8P3339O7d2/q16+vdSxRwxwOB3l5eQAEyQiSTwkyun6e2dnZGifxfJUqkPr06SOHTPmxHTt2sGTJEgAC6rSX3wUfow+phz64LvbCTN577z2ef/55+Rn7mWPHjmG32zHoIMwsBZIviQ50ve1LO7Dzq1SB9NJLL1V1DuElHA4H7777LgDGiHj0QbU0TiSqmqIoBNS9hMIDP/PXX3/x+++/07VrV61jiRpU+uYZFWBwd38XviE60LU7VQqk85OPBuKC/Pjjjxw8eBBFb8Jcu63WcUQ10ZlCMUW3AGDWrFkUFRVpnEjUpAMHDgBQO0iOevA1tU6PIKWlpWGz2TRO49kqXSAVFBQwY8YMbrjhBi677DIuu+wybrjhBmbMmCGLv3xUZmYmn376KQCmmLYoBrPGiUR1MkW3RDGGcOrUKT766COt44gatHnzZgAahcvBr76mVpCeIKNCSUkJu3fv1jqOR6tUgXTs2DEGDx7MjBkzKCoqon379rRv357i4mJmzJjBddddx/Hjx6s6q9CQqqpMnz4dq9WKPigGY3i81pFENVN0egLquU7F//nnn9m6davGiURNsFgs7Ny5E4CESCmQfI1OUYiPcH243bRpk7ZhPFylCqRXX32VkydP8t///pcFCxYwY8YMZsyYwfz58/nvf//LyZMnee2116o6q9DQokWL2LJlCyiuN01ZtOsfDMF1MEYkADB9+nRKSko0TiSq24YNG7Db7YSbdUQFyBSbL4qPcBW+69atc5+YLsqrVIG0cuVKRowYcdZ+TZdffjm33347y5cvv+hwwjMcP36c//3vfwCYayejM4VqnEjUJHNMWxRDIEePHnVPsQrftXDhQgCSYwLkg5CPahFtxqCDgwcPsmvXLq3jeKxKFUjFxcVER0ef8/patWpRXFxc6VDCczidTt566y2KiorQBUZjjErUOpKoYYre5J5q++GHH2SqzYdlZGSwadMmFOCSukFaxxHVJNCoo3XtAMA1fS7OrlIFUkJCAvPnzz9rLxebzcb8+fNJSEi46HBCewsWLHBPrQXW74yiyMZHf2QIqY8xIh5VVXnzzTdlV5uPmjdvHgBNI01EyvSaT+tQz1UAr1y5UtYMn0Ol3u3uvfdeNm/ezNChQ/nqq69Yt24d69at48svv2To0KFs2bKF++67r6qzihp2+PBhPvzwQwDMMSkytebnzDHtUIzBHD9+nA8++EDrOKKKHTp0iF9+cU2vdW0YrHEaUd0ahBhoFG7Ebrfz8ccfax3HI1XqoMh+/fpRXFzMa6+9xsSJE93z1KqqEh0dzYsvvkjfvn2rNKioWXa7nddee+30rrU6GCObah1JaEzRGwmo14nitGUsWrSIjh070qlTJ61jiSryv//9D6dTpXm0mcYRsnvN1ymKQp/4UGb9lcWKFSu45ppraN68udaxPEqlO4wOGTKEQYMGsW3bNjIyMgCoX78+rVu3xmDwvcal/ubLL79k3759oDMSUL+TLNYUABiCYzBGNceWtYvp06eTmJhIZGSk1rHERfr999/ZuHEjegWubuJ7PQbF2dUPMdK2TgCbjll47733eOWVVzAajVrH8hgXtaDEYDCQkpJC//796d+/PykpKVIc+YBdu3bx9deuTu4B9S5FZ5TFmuJv5trJ6MwR5ObmMm3aNNkm7OVOnDjB9OnTAejSMMjdq0v4h16NQwgwKOzfv5/PPvtM6zgepVIF0k8//cSYMWPOef3YsWNZsGBBpUMJ7RQVFfHaa6+hqk4MYY0whsVpHUl4GEWnJ6B+Z1B0rF+/3r0tXHgfh8PBa6+9RkFBAfVDDFwRJ6NH/ibUpOfaZmEAzJ07l40bN2qcyHNUqkD66KOPMJnOPUdtNptl0ZeXev/998nMzEQxBBFQ9xKt4wgPpQ+IwBzj6sX3/vvvc/jwYY0TicqYPXs227dvx6RXuKF5OAadTKX7oxa1AuhQLxCA119/XXa1nVapAik1NZUWLVqc8/rmzZu7mx0K77FmzRoWL14MQECDzih6Wagpzs0YmYg+qA5Wq5XXXnsNu92udSRxARYuXMg333wDwMCmoUTJ1Jpf69MklDrBBnJzc3nuueekpyqVLJBUVSU/P/+c1+fl5ckfSy+TnZ3tXodgim6BIShG40TC0ymKQkD9TqAzsW/fPr788kutI4kK+uOPP3j3nXcAuDwumDYxgRonEloz6hVuaRVBqElHeno6L7zwAjabTetYmqpUgdSyZUt++umnsx4UabVa+fHHH/91hKmqfffddwwePJjk5GQ6derEPffcg8VicV+/bNkyBg0aRHJyMn369GHu3Lk1ls0bqKrKjBkzyM/PR2eOwFS7tdaRhJfQGYMIqNcBgDlz5rBnzx6NE4nz2bVrFy+//DJOVSWlTgBXxMmZR8Il3Kzn1tYRmPQK27Zt47XXXsPhcGgdSzOVPihy7969DB8+nGXLlpGenk56ejpLly7l9ttvZ9++fTV2UOS7777L5MmT6d+/Px988AGTJk2iYcOG7h/q+vXreeihh0hJSWHWrFn069ePZ599VhaW/sPSpUv5448/QNERUL8ziiIn6IqKM4bFYQiLw+l08vrrr0tDWw+2fft2xo8fT0lJCQmRJq5pGiZHeIgy6gYbualFOHoFVq9ezauvvuq3M0KKWsk9ut9++y0vvPBCmZYDqqoSHBzM2LFjueGGG6os5LkcOHCAa665hnfeeeesjXMB7r77bgoLC8sM/z/xxBPs3LnzonbalfajSk5OrvRjeILjx4/z0EMPUVxcjKl2W8y1am7kz9M5rQUU7v/prNcFJwxEZ5IdP6VURwmFB35GtVsYNGgQ9957r9aRxBm2bdvG888/j8VioUmEiZtbukYK/FW2xcFbf54863WPXlrL71ut7DplYc7OXBwqXHbZZTz55JM+c4xPRd+/L+qgyN69e7N69WrS0tIAiIuLo2vXroSE1Mwbx7fffkvDhg3PWRxZrVbWrVvH6NGjy1zev39/fvrpJw4fPkzDhg1rIqpHUlWVd955h+LiYnSBtTBFJ2kdSXgpRW8moF5HitNX8OOPP9K9e3c5ldeDbN68mcmTJ1NSUkL86eLI6MfFkTi/5tEBDGup8NWOHH7//XdeeuklnnrqqX/dwe5rLqocDAkJoU+fPlWV5YJt3ryZxMRE3nnnHT799FPy8/Np3bo1Y8eOpW3btqSlpWGz2YiPjy9zv9JGugcOHLioAklVVa9u2rly5Uo2bNjgmlqr11Ea0YqLYgipjyG8Mfbcg7z11lu89NJLciqvB1i9ejVvv/02DoeDppEmhrWQ4khUTGKUmZtaRvDVjhzWrVvHuHHjGD16dI0NglQXVVUrNLVcJeNla9as4ccff+TEiRPEx8czfPhwGjRoUBUP/a9OnDjBtm3b2LNnDxMnTiQwMJD33nuPu+66i0WLFpGbmwtAWFhYmfuVfl16fWXZbDZ27tx5UY+hlYKCAnfDUVOtVujNYee5hxDnFxDTjsKCoxw+fJhZs2Zx5ZVXah3Jr/3+++8sWrQIgJa1zAxJkrOOxIVpFmXm1taRfLkjh507dzJmzBhuu+02wsPDtY52USoyElbhAmn69Om8//77/Prrr0RFRbkvnzNnDhMmTHC3G1i5ciU//PADc+bMqfbpq9IRnLfeess9nN+2bVt69uzJ7Nmz6datW7U+v9FopGlT72zi6p5aM0dgipZ1R6JqKAYz5rqXYDnyO6tWreK6666jXr16WsfyO06nk9mzZ7uLo071g+gTH4JOFmSLSmgSYeLOtpF8ti2HEydO8PHHHzN27Fji4ryz08K+ffsqdLsKF0jr1q2jR48eZYoji8XC1KlTCQsLY/r06bRu3ZrffvuNsWPH8u677/LCCy9cePILEBYWRkRERJm1DhEREbRs2ZJ9+/YxYMAAgHJnNuXl5QFcdAWsKApBQd7Xp2z37t0sX74cgIB6HWRqTVQpQ2gs+uB6OAqPMnv2bCZOnKh1JL9SXFzMm2++ybp16wBX89nLGgTJbjVxUeoGG7m7bRSzt2VzMiuLCRMm8NRTT9GhQweto12wir4WKvzOePDgQVq2bFnmstWrV1NUVMTdd99Nx44dCQoKon///lx77bWsWbPmwhJXwr+N3pSUlBAXF4fRaCx3qnfp12euTfIHTqeT//73vwAYwpugD6ylcSLhaxRFIaBOO3evtj///FPrSH7j5MmTjBkzhnXr1mFQ4PqkMLo2DJbiSFSJiAA9d7WNolG4keLiYiZPmsQPP/zgsw2rK1wg5eXlUbt27TKXrVu3DkVRyq0zaNWqFSdOnKiahP/iyiuvJCcnp8w6oOzsbLZv306rVq0wmUx06tSJX375pcz9FixYQEJCgl/uYPvtt9/Yu3cv6AyYY9poHUf4KJ05DGNkIuDq1ebPh83VlL179/LEE09w4MABgo06RrSJJFlOyBZVLMio4/bWkbSrE4BTVZk1axbvvfeeT77GK1wg1alThyNHjpS57M8//yQsLOysIzmBgdX/wrzqqqtITk7mkUceYcGCBSxdupT//Oc/mEwmbrnlFgAeeOABNm3axHPPPce6deuYNm0aP/30Ew8//HC15/M0drudL774AnAtzNYZ5I+nqD7mWq1Q9GYyMjL49ddftY7j01auXMmYMWPIysoiJsjAPSlRxIb5z3ZsUbMMOoVBzcK4ukkICq5BB1/s31bhAqlDhw7MnTuXzMxMANauXcvOnTu54ooryg3f7t69m7p161Zt0rPQ6XTMnDmTlJQUJkyYwOOPP05ISAifffaZe7SrQ4cOTJ8+nQ0bNnD33Xfz008/MWXKFPr161ft+TzNsmXLyMzMRNGbMUU20zqO8HGK3ujeAPDll1/67Wm81cnpdPL555/z8ssvY7VaaRpp4q62kX5/yKGofoqi0LVhMDe2CMekU9i0aROjR48uN5DizSq8SPuhhx5iyZIlXHXVVdStW5fMzEwCAwN58MEHy9zObrezaNEi+vbtW+VhzyYqKopXXnnlX2/Tq1cvevXqVSN5PJXdbuerr74CXM1oFZ1vnIgqPJsxsinWUzs5duwYy5Yto3fv3lpH8hkWi4U333yT1atXA9ClQRBXN5GdaqJmtagVQGSAns935HDkyBGeeOIJxowZQ0pKitbRLlqFR5AaNGjA3LlzGTp0KI0bN2bIkCHMmTOHRo0albndpk2baN26NQMHDqzysKLy1q5dy/Hjx1H0ZoyR3nk0gfA+is7gHkX6/vvvfXYxZ03Lyspi7NixrF69Gr0Cg5qF0Sc+VIojoYm6IUbuS4miYaiRwsJCJk6cyM8//6x1rIt2QcMIcXFx592y26FDB6/c9ufrSpvzGiMSZPRI1ChjRDwlJ7aSlpbGzp07y+2GFRcmNTWVSZMmcfLkSQINCje1jKBRuKw3EtoKMem5o00kP+zNY8txC++88w4ZGRnccccd6PXeOeUrB+D4gYyMDDZv3gyAMTJB4zTC3yh6E4Yw14FypYW6qJz169fz1FNPcfLkSaID9dybEiXFkfAYBp3CdYlh9GwUDMC8efOYOnUqxcXFGierHCmQ/MCyZcsA0AfXQ2cM1jiN8Eem09O6q1at8to/llr75ZdfmDxpEhaLhcbhRu5pG0VUoIwGC8+iKAo94kK4Pikcg851HNAzzzxDTk6O1tEumBRIfmD9+vUAGMO881h44f10AVEoxmBsNhtbt27VOo5XUVWVr776ihkzZuBUVVLqBHBb60gCjfLnW3iu5JgARiRHEmRQ2LdvH08//TTHjh3TOtYFkVeYj8vOzmb//v0A6EOkJ5bQhqIoGIJdv38bN27UOI33cDqdzJo1i9mzZwPQPTaYa5uFScNZ4RViw0zc1TaKcLOOjIwMnnrqKQ4ePKh1rAqTAsnH/fXXXwDoAiLRGQI0TiP8mSFECqQL4XA4ePPNN/nxxx8B6BsfSq/GIdI2RHiVWkEG7m4bRe0gPVlZWYwZM8bVzcELSIHk40r7zumDap/nlkJUr9LfwaNHj1JUVKRxGs/mdDp5++23+fXXX9EpMCQpjM4NvK8xthAAYWY9d7aJIjbMdQzAhAkTyvVI9USVWuE3b968897GbDZTt25dd080oY3SU011pjCNkwh/p+hNKHozqqOEjIyMf2027c9UVeW9995j8eLFKMCQpHBa15bRX+Hdgow6bmsVwafbcjicX8D48eN58cUXy52l6EkqVSCNGTPGPcx75sFv/7xcURRCQkK47777uPfeey8yqqiMo0ePAqAzhWicRAjQmUJxFEuB9G8++ugjfv75ZxRgcFKYFEfCZ5gNOm5tHcEnW7M5mpfHuHHjeOWVV2qkNVllVGqKbd68eSQlJdGpUyemT5/O999/z/fff8+0adPo2LEjLVq04IsvvmD69Om0bNmS119/nc8//7yqs4sKOHHiBAA6oxRIQnvK6UK99PdSlLVs2TK+/fZbAAY2C6VtjDSUFr4l0KDj9taR1Ak2kJOTwwsvvIDFYtE61llVqkD6+OOPiY6O5qOPPuLqq68mKSmJpKQkevfuzUcffURkZCTffPMNV111FR9++CFt27Z1d5EXNcvpdLr+Q5HlZkJ7Cq4RZvfvpXDbu3cvM2bMAODyuGAuqStrjoRvCjLquLVVBMFGHQcPHuTNN9/0yDZElXrXXLJkyTmbvyqKQs+ePVm8eLHrCXQ6+vTpw6FDhyqfUlQBz/vlE/5HfgvPLicnhxdffBGbzUZilInL4+RAV+Hbwsx6hrUIR6/A6tWr+eabb7SOVE6lCiSn00lqauo5r09NTS3zCdFkMmE2myvzVOIiyZZg4VlcJZL8Xpb1/vvvc/LkSWoF6hmSFC5NZ4VfiAs30S8hFIDPPvuMtLQ0jROVVakCqWfPnnzxxRfMnj2bkpIS9+UlJSV8+umnfPnll1x55ZXuy//66y/i4uQUZy2Eh4cDoNqkvYPQnmp3/R5GRERoG8SDbNmyheXLl7t3rAUYZDpc+I8O9YJIijLjcDh47733PGqqrVKvxGeffZbWrVszZcoUOnToQM+ePenZsycdOnTghRdeoGXLljz77LOAq2gKCAjgzjvvrNLgomIaNmwIgNOap3ES79anTx/effdd+vTpg6IoOO1ScFaGs8T1e1j6e+nvbDYb7733HgAd6gVSP9SocSL/dObrO9/q0DqSX+mbEIpBp7B161aWL1+udRy3ShVIERERfPHFF0ybNo3rrruOJk2a0KRJE6677jqmTZvGl19+6f6EaDabmTJlCgMHDqzK3KKCSt+IHCVSIF2MwYMH07BhQwYPHoyqqqi2Qq0jeR3VYXOPIDVo0EDjNJ5hxYoVpKenE2RU6NlIdppq5czXd65FCqSaFBmgp0esa1PCZ5995jGbOCrdClpRFHr37k3v3r2rMo+oYqWHcDmKT2qcxLvNmzePwYMHM2/ePBRFQTHKItoLVfo7GBUVRWhoqMZpPEPpZpbO9YOk+ayGznx9hwfotY7kdzo3CGbV4SIyMzPZvn07ycnJWkeqfIEkvMMll1wCgLP4JE67RfqxVdKiRYv45ZdfUBQFVVXRGeR8mgtlL8gAoEOHDhon8QwZGRls374dBWhbR36ftHTm6zvUJAVSTTPpFZJrB7Ahs5jFixd7b4GkqipfffUV33zzDenp6eTllZ++URSFHTt2XHRAcXFq165NQkIC+/fvx1GQgS4iXutIXql04aAnLSD0JqqqYs93tb3p1KmTxmk8w8qVKwFIiDQRbpY3ZC3J69sztKsTyIbMYlavXs3DDz+M0ajtmrxKFUgvv/wyH330ES1atGDQoEHunVLCM3Xq1In9+/djyzuEUQokoQFH8UlUexFms5m2bdtqHccjlJ4NFx8hvSqFAGgQasCoU7BarRw7dkzzzRyVblbbu3dv3nrrrarOI6rBlVdeyRdffomj8BgOSw76gAitIwk/Y8vaDUCPHj3kTLTTShtJRwfKSgchwDXzFB2oJ7PQTkZGhuYFUqVWBVosFi677LKqziKqSd26del6+udlzdqlcRrhb5zWfOz5hwHXbiHhUtpIOipQpteEKBV9+vWQkZGhcZJKFkhdunRh69atVZ1FVKPrrrsOAHvuIZyyRV3UIOupnYBrcbYcGPu30tPE5cxsIcrzhNP2K1UgTZw4kc2bN/Pee++RnZ1d1ZlENUhMTDy99kOl5NgmreMIP+GwZGPLcbUluuGGGzRO41kiIyMBKLB6xpkvQniCApvr9VD6+tBSpSa/+/bti6qqvPXWW7z11luYzWZ0urK1lqIobNiwoUpCiqpx99138+ijo7Dnp2MvzMQQXFfrSMKHqapKSeZGQKVbt260atVK60geJSIigiNHjpAvBZIQbqUfGLy2QCo9jl14lyZNmjBgQH9++uknSjI3oo/vi6LI4XSietjzDuEoPoHZbOauu+7SOo7HiY2NZfv27RzMtZIcI+eTCZFX4uBUsesUc084bb9SBdJLL71U1TlEDbn11ltZsWIFeXl5WE9swxzTRutIwgc5bcWUHNsIwNChQ6ldu7bGiTxPly5dWLhwIbtOlTCgqYpOPnQKP7fzVAkALVq0ICoqSuM0lVyDJLxXSEgIDzzwAOBaPGsvOq5xIuFrVFXFcnQdqsNKfHw8Q4YM0TqSR2rTpg0hISEU2pwcyrVpHUcIzW0/YQHwmF3yFRpBmjdvHgDXXnstiqK4vz4f2dLrmbp168b69etZunQploy1BDfpi6KXw+pE1bBl78FRmInJZGL06NGan4brqQwGA127duWXX35hRVohjcONsnRB+K2DuVbS8mzodDrvKpDGjBmDoij0798fk8nEmDFjznsfRVGkQPJg9913H9u3byczMxPL0T8IaNBV/jiLi+YoPkXJ8c2Aa1NAbGysxok829ChQ1m6dCmpuVb2ZVtpFiWHaAr/o6oqi1MLAOjduzcxMTEaJ3KpUIG0dOlSAEwmU5mvhfcKCgpi9OjRPD1mDPb8w1hP7cBcS3YZicpz2ospPrwKVCedO3emX79+WkfyeHXq1GHgwIHMmzePJQcLiI80oZcPKsLP7DhZwpF8GwEBAdxyyy1ax3GrUIF05mpyT1hdLi5eUlISD/znP8yYMQPria3ozREYQuVnKy6c6nRQfHg1qr2Y2NhYHnvsMRmRrKChQ4eyePFijhUWsvxQIT0bh2gdSYgak1fiYP4+V8P7wYMHe8T2/lKySNvP9enTx/1JvzhjDY6SXI0TCW+jqiolxzbgLD5JUFAwzz77LEFBQVrH8hphYWE8+OCDAKxML+RAdonGiYSoGU5V5dvduRTZVeLj4xk6dKjWkcqo0AjS8OHDL/iBFUXh448/vuD7XYzCwkL69evHsWPH+Oabb0hOTnZfN2fOHN5//30yMjJo0qQJjz32GFdeeWWN5vNU9957L2lpaWzfvp3itOUENb4anTFQ61jCS1hP7cCWcwBFUXjyydEywlwJPXr0YPPmzSxatIhvd+dxf/soQk3So034thVphRzMdU2tPfXUU+5lPJ6iQiNIqqqW+9/Ro0f5448/2LlzJwUFBRQUFLBr1y7++OMPMjMzUVW1urOX88477+BwOMpdPn/+fMaPH0+/fv2YNWsWKSkpPPTQQ2zatKnGM3oio9HI2LFjqV+/Pqq9iOL0FagO2XYszs+WexDrCVdfxvvuu48OHTponMh73XvvvcTFxVFgc/LF9hxKHHLCtvBdW44X81uaqy/oAw884JEfrCpUIH366adl/vfoo4+Sm5vL5MmTWbNmDd9++y3ffvstv//+O5MmTSInJ4dHH320urOXsX//fj7//HMefvjhctdNmzaNAQMGMGrUKDp37sykSZNITk7m7bffrtGMniw8PJznnnuO8PBwnCXZFB/5HVWVP9Di3OyFx7Ac/QNwNUMeOHCgxom8W0BAAM888wxhYWFkFNj5ekcudmfNf9AUorrtyy7h+z2udUeDBg2iZ8+eGic6u0qtQXr55ZcZMmQIQ4cOxWD4e5bOYDBw4403MmTIkBo/bXvKlCncdNNNNGnSpMzl6enpHDx4sNyOmv79+7NmzRqsVmtNxvRo9erVY8KECZhMJhyFR7Ec/UOTkUDh+RzFWRQfXgmqk+7du3PHHXdoHcknNGjQgIkTJxIQEMD+HCvf78nDKa9B4UOO5Nv4akcuDtU1tXz33XdrHemcKlUg7d69+1/PN2nYsCF79uypdKgLtXDhQvbs2cPIkSPLXXfgwAGAcoVTQkICNpuN9PT0GsnoLRITExkzZgw6nQ577kFKjv0lRZIow1mSR3H6cnDaSU5OZtSoUeWaVYvKS0xMZOzYsej1eraesPDDXimShG84km/j023Z2JwqKSkpHv+3o1K92GJiYliwYAHDhg0rM4IEYLfbWbBgQY0d9FRcXMxLL73EY489RkhI+e2xubmuXVlhYWFlLi/9uvT6ylBVlaKiokrf31O1atWKBx98kBkzZmDL3oNiMMsZSQIAp62QorTfUB0lxMfH8/jjj2O327Hb7VpH8ynNmzdn5MiRzJgxg03HLNidcF1iGHqdHJ0gvFNarpXPtudQ4lBJTExk1KhR2Gw2bLaaX++qqmqFjiGpVIF0zz33MHHiRG688UZuvvlm4uLiADh06BBffvklO3fuZOLEiZV56Av27rvvEh0dzfXXX18jz/dPNpuNnTt31vjz1oRatWrRt29fFi5ciPXEVhSdCVNUM61jCQ057RaK05aj2ovcr7lDhw5pHctnRUVFccMNN/DNN9+w7YQFu1PlhubhGKRIEl4mNcfK59tzsDlVGjVqxPXXX8/Bgwc1zVSRHXOVKpCGDRuGTqfjzTffZPz48e5KTFVVoqKieP7557nxxhsr89AX5MiRI/zvf//j7bffJj8/H8A9olNUVERhYSHh4eEA5Ofnl+konpfnWiBWen1lGI1GmjZtWun7e7oWLVoQHBzM3LlzKTm2AUVvxBjeWOtYQgOqw0px+nKc1jyioqKYNGkStWrV0jqWz2vRogWNGzfm9ddfZ9epEj7fnsONLcIJMHjutIQQ/7TjpIVvd+did7oaNI8ePRqzWduWOvv27avQ7SpVIIHr9NfrrruObdu2kZGRAUD9+vVp3bp1uWm36nL48GFsNhv33XdfueuGDx9O27Ztee211wDXWqT4+Hj39QcOHMBoNF5UryhFUXz+QLwRI0ZQUlLCTz/9hCVjHegMGEMbah1L1CDVaac4fSVOSzbh4eG88MILNGwovwM1pXv37oSEhPDiiy9yIMfCh1uyubVVBGFmOSdJeLZ1R4pYeCAfFejUqZPHnHVU0VP+L6qSMRgMpKSkkJKScjEPU2ktWrTgk08+KXPZzp07mTp1Ks8//zzJycnExsbSuHFjFi5cyFVXXeW+3YIFC+jSpYtH/LA8maIo3HvvvRQXF7N06VIsR35Hie2BIbiu1tFEDVBVVwsRR/EJgoKCmTRpkhRHGmjXrp3779qxnBze35zFba0iiQmumQ+jQlwIp6qyJLWA34+4ZnT69evH/fffj17vXUX9Rb269u3bR3p6+jkXOg8ePPhiHv68wsLC6NSp01mva9WqFa1auRYWP/zww4wePZq4uDg6derEggUL2LJlC7Nnz67WfL5Cp9Px8MMPU1RUxJo1ayg+vIqguCvRB0ZrHU1UI1V1YslYh6PwKGazmYkTJ5QZhRU1q2nTprzyyis899xzruUFW7K4sXk48ZHaTlcI8U9Wh8q8PbnsOOlqmTN8+HBuuOEGr+zNWKkCKS0tjSeffJItW7accwu4oijVXiBV1MCBAykuLmbWrFnMnDmTJk2aMGPGDNq1a6d1NK+h1+t58sknmTRpEps2baI4fTmBjXqhN1d+DZfwXKqqUpK5EXteGnq9gWeeeYaWLVtqHcvv1a1bl5dffpkpU6awc+dOZm/PoX9CKB3q+fZUv/AO+VYHX2zPIaPAjsGg5+GHH/HYQyArQlErccjNHXfcwebNm3n88cfp0KFDuS30pTzx6PCqsnWrq73CP/u9+YPi4mLGjRvHnj17UAyBBDW+Cp0xWOtY1cJpLaBw/09nvS44YSA6k+92XS85vgXrqR2n+6s9Sffu3bWOJP7BarUybdo0li9fDkDn+kH0jg9B54Wf0rWSbXHw1p8nz3rdo5fWIjLAu6aDtHa0wMYX23PIszoJDQ1l7NixHvv+WNH370qNIG3cuJH777+f22+/vTJ3F14sMDCQiRMnMmbMGNLT0ylK+43gRlehGGSY31dYs/ZgPbUDcPVIkuLI85hMJp544gliY2OZPXs2azOKOFls54bmssNN1LydJy18uzsPm1OlYcOGjB8/nvr162sd66JV6pUUGRlJaGhoVWcRXiIsLIzJkydTu3ZtVGs+RYdXojrloEBfYMs7TMmxjQDcdttt5Vr0CM+hKArDhg3j6aefxmQysS/byvubssgqlteiqBmqqrIirZCvdua6T8d+5ZVXfKI4gkoWSDfddBM//PADDoejqvMILxEdHc3EiRMJDg7GWXwSS8ZaaW7r5RxFJ7FkrAGgb9++NXKWmbh43bp146WXXiIqKoqTxQ5mbcoiNUd6TIrqZXOozN2dx7JDBYBrre/EiRPP2tHCW1Vqiq1x48Y4nU6uvfZarr/+eurWrXvW7Xu9e/e+6IDCczVq1Ihnn32WCRMmYM8/TMnxTQTUaa91LFEJTms+xYdXgOrg0ksv5T//+Y9X7jrxV82aNeP111/nhRdeYO/evXy6LZt+CaFcKou3RTXIK3Hw5Q7XYmy9Xs/999/vk6PNlVqk3bx58/M/sKL4bBsO8N9F2mezcuVKXn75ZQAC6nXEGOEbW8H9ZZG26rBRdHAxTmsezZo148UXXyQgIEDrWKISSkpKmD59unvxdsd6gfRJCEUvxW45ski7cjLybXyxI4d8L1iMfS7Vukj7zMMZhX/r3r07hw8f5vPPP8eSuR6dOQx9oLSh8AaqqmLJWOtuITJu3DgpjryY2WzmiSeeIC4ujk8//ZQ/jhZzqtjBDS3CCZTF22WEmHQYdGA/Y2WAQee6TpS3/YSFeXtci7FjY2MZP3489erV0zpWtalUgdSxY8eqziG83LBhwzhw4ABr1651HSTZuA86Y6DWscR5WE9uw15wBIPBddZRVFSU1pHERVIUhRtvvJGGDRvy+uuvsz+nhPc3ZXFLqwiiA+Xk7VJGnUJSlJntpw80LJUUZcYoDYHLUFWVFemF/HqoEID27dvz1FNPERzsm0e8lLqoMtlqtfLXX3+xZMkSsrKyqiqT8EI6nY7HHnuMuLg4VLsFS8bvsmjbw9kLMrGe3A7AyJEjSUpK0jiRqEqXXXYZ//d//0etWrU4Vezg/U1ZpOXK4u1/ujYxnBbRfx9R0iLazLWJcvjtP9mdKvP25LmLo0GDBjFhwgSfL47gIgqkTz75hG7dunHLLbfw8MMPs3v3bgCysrLo1KkT33zzTZWFFN4hKCiIZ599loCAABxFJ7Ce2qV1JHEOTrsFy9G1gGvH2j/7FArfkZCQwOuvv07Tpk0ptqt8si2brcctWsfyGCa9wnVJfxdE1yWFY9LL6FGpIpuT2duy2Xzcgk6n48EHH+Tee+/1up5qlVWpAmnu3Lm8+OKLdO/enRdeeKFMu5GoqCg6d+7MggULqiyk8B7169fn/vvvB8B6YiuO4lMaJxJnUlUVy9E/UO0WYmNjufvuu7WOJKpRZGQkU6dOpVOnTtidMHd3LivSCs/ZJkoIgKxiOx9szuJgrs19QLAv7lT7N5UqkD788EN69erFa6+9xpVXXlnu+latWrF3796LDie8U69evejWrRugUnxkjRwi6WFsOQdwFGRgMBgYPXq0LMr2AwEBAYwdO5Zrr70WgGWHCliwPx+nFEniLI4W2Phgczanih3UqlWL//u//6N9e/87wqVSBdKhQ4fo0aPHOa+PiIggJyenspmEl1MUhZEjRxIVFYVqK5CpNg/itJdQcmIzALfffjvx8b5xJIM4P71ezz333MN9992Hoij8ebSYb3blYndKkST+lppj5cMt2RTanDRu3JhXX32VJk2aaB1LE5UqkMLCwsjOzj7n9fv27aN27dqVDiW8X0hICPfccw8A1lM7cFrzNU4kAKwnNoPDSuPGjd2jCcK/XHPNNTz55JMYDHp2nCzhs205WM7c6y780o6TFmZvy8bqUGndujUvvfQS0dHRWsfSTKUKpB49evD111+Tl5dX7rq9e/cyZ84cevbsedHhhHfr1q0bKSkpoDqxHPtL6zh+z1F8ClvOAQD+85//+M1CS1Fe9+7dmTjxOQICAkjNtfLptmyKbVIk+bNNx4qZszMXhwpdunTh+eef94udav+mUgXSqFGjcDgcDBw4kDfffBNFUZg3bx6jR4/m+uuvJyoqigcffLCqswovoygK999/PwaDAUdBBvaiE1pH8mslx7cA0LNnT1q1aqVxGqG1lJQUpk6dSmhoKEfy7XyyLZsiKZL80sbMYr7fk4eKq0VYaQNkf1epAqlOnTp8++23dO/enZ9//hlVVfn+++/59ddfGTBgAF9//bUcOCcAaNiwoXs00XrKd1vPeDpH8SkcRcfQ6/XceuutWscRHqJp06a8+OKLhIeHc7TAzsdbsymwSpHkT/7MKOKHva7iaMCAAYwcOVJGl0+r9DlI0dHRvPDCC/zxxx/8/vvvrFq1ij///JOpU6f69ZylKO/6669HUXQ4CjJwWM69dk1UH+vJHQBcfvnlxMTEaJxGeJLGjRszdepUoqKiOFZo55OtMpLkL9YfLWL+ftf60MGDB3P//fej00mblVIX/Z1QVRVVVVEURbp/i7OqX78+3bt3A8CatVvjNP7Hac3HXnAERVG44YYbtI4jPFBsbKy7SDpeZOez7dmUyMJtn7b1eDHz97mKo+uvv5677rpL3sPPUOkCad++fTzyyCO0b9+ebt260a1bN9q3b88jjzzCnj17qjKj8AHXXHMNAPb8w3IuUg2z5aUBrjUnsbGxGqcRnqp+/fpMnjzZvSbpix052OQIAJ+0+1QJ351ec9S/f39GjBghxdFZVKpAWr9+PUOHDmX58uVceeWVPPDAAzzwwANcccUVLF++nBtvvJH169dXdVbhxZKSklxHPzjt2AuOah3Hr9hPF0j/dnaZEABxcXE8//zzBAYGcjDXxje7cuUwSR9zKNfKnF05OFW44ooruP/++6U4OodKtXZ+8cUXiYqKYvbs2dSrV6/MdUePHuXWW29l6tSpzJ07t0pCCu+nKArdunXju+++w56XhjFMRjJqgqMkF2dJLgaDgc6dO2sdR3iBZs2aMX78eCZOnMjuUyUsTi2gT3yo1rFEFcgqtvPljhzsTujYsSOPPvqorDn6F5X6zuzbt49bbrmlXHEEUK9ePW6++Wb27dt30eGEb7nssssAcBQdkz5QNcRReAyANm3aEBISonEa4S2Sk5N57LHHAFhzpIj1R4s0TiQuVrHNyefbcyi2qzRt2vT0YaGVGiPxG5UqkOrXr4/Vaj3n9Tabjbp161Y6lPBNCQkJGAwGVIcV1VaodRy/4LBkAa4pTiEuRPfu3bntttsAWLA/nwPZJRonEpXlUFW+3pXLydO91caPHy89GCugUgXSyJEj+fTTT9m5s/y5Njt27GD27Nk8/PDDFx1O+Baj0Ujjxo2Bv9+4RfVyFru+z82aNdM4ifBGN954I1deeSVOFb7ZnUteiUPrSKISfjtUSGqOlYCAACZMmCDnFFZQpcbXNm/eTHR0NEOGDKFdu3Y0atQIgIMHD7Jp0yaaNWvGpk2b2LRpU5n7jRs37qIDC++WkJDAvn37cFpyICxO6zg+TXU6cFpd7YCaNm2qcRrhjUobTx86dIgDBw4wZ1cudyRHotfJol5vsSerhJXprhH7Rx55xG8bz1ZGpQqk2bNnu/9748aNbNy4scz1e/bsKbfVX1EUKZAEtWrVAkB1WDRO4vtUh2tKRKfTERERoW0Y4bXMZjNjxozhscdGkZ5XxJKDsmjbW+RYHHy7OxeAgQMH0r17d40TeZdKFUi7du2q6hzCT4SGuv6wqo5zr2ETVaP0exwWFibbeMVFqVevHo8+OooXX3yRNUeKaBZlJj5CenV5Mqeq8t2eXCx2lcTERO666y6tI3kd2d8nalRYWBjw9+iGqD6l3+PSolSIi9GlSxf69u0LwPd7crHISdsebV1GEYdybQQEBDB69GiMRqPWkbxOlezx279/PwsXLuTEiRM0adKE66+/XrYUi7Nyn7kh2/xrgOt7LI0nRVW566672LRpE5mZmSw8kM/gxHCtI4mzOFFkZ2lqAeD6mZ3tSB5xfhUeQZo9ezZ9+vQhK6vs7qNly5YxePBgpk+fzpdffsnUqVO57rrryt1OCICSktMjRzo5f6O6KYrre2yxyHovUTUCAwMZNWoUiqKw6ZiF/bL13+M4VZUf9+ZhV6F9+/buUT9x4SpcIC1btozY2Ngy2wPtdjvjxo1Dr9czdepUfvzxR5544gkyMjJ47733qiWw8G6lBZLiBQWSYggE5SyjL4redZ2n07myu4tSIapAq1atGDBgAADz9+dLvzYPs+mYhbQ819TayJEjZf3hRahwgbRv3z5SUlLKXLZu3TqysrIYMWIE1113Hc2aNePee++lb9++LF++vKqzCh+Qn+/qHu0NI0iKTo8htEG5yw2hDVB0nj9tpehcaw4KCgpwOmW9iKg6t912G1FRUWQVO1idLoe+eopCm5PFqa6/sbfccgsxMTEaJ/JuFS6QcnJyyp2OvWbNGhRF4eqrry5zefv27Tl6VBqSivIyMzMB0Bm9Y41aQL2OGEIbur82hDYkoF5HDRNVnGIMAhRsNptMeYsqFRwczD333APAqvRCsi1ygKQnWHawgGK7SuPGjbnmmmu0juP1Klwg1apVi5MnT5a5bP369QQEBNC8efMyl5tMJlkxL84qIyMDAJ3JOwokRWcgoP7fTV4D6nf2iulBAEXRoRiDAeQDi6hy3bp1o02bNthVWHqwQOs4fu94oZ2NmcUA3H///dJnrQpUuEBq3bo13333HQUFrhfC3r172bp1K927dy/3gzhw4ID0YhNn9XeBJFvPa0Lp9/nIkSMaJxG+RlEU7rrrLhRFYdsJC4fzbVpH8muLUvNRcR3H0Lp1a63j+IQKF0gjR44kIyODPn36MGLECG6++WYUReG+++4rd9vFixfTrl27Kg16Nj///DMPPPAAPXr0ICUlhWuvvZZvvvmmXKf4OXPm0KdPH5KTkxk0aBC//vprtWcT5Z06dYrs7GxAQWeW7cE1QR8QAbjWEApR1RISEujZsycAiw7kl/vbK2rGgRwr+7KtGAwG7rjjDq3j+IwKF0hJSUl8/PHHtGrViuPHj9O2bVtmzpxZrlJdt24dgYGBNbK18KOPPiIwMJAxY8bw7rvv0qNHD8aPH8/bb7/tvs38+fMZP348/fr1Y9asWaSkpPDQQw+V6xMnqt/u3bsB0JnDvWaaytvpAqKBv7/3QlS122+/HZPJRFqejf05ckJ+TVNV1T3F2bdvX+rXr69xIt9xQe9S7du3Z+bMmf96m06dOvHjjz9eVKiKevfdd8scO9ClSxdycnL48MMPefDBB9HpdEybNo0BAwYwatQoADp37syePXt4++23mTVrVo3kFC6l/fn0gdEaJ/Efpd/rtLQ0iouLCQz0guMJhFeJjo6mf//+zJs3j2UHC0iIMMnW8hq0J8vKkXwbZrOZG2+8Ues4PsWrW438szgq1aJFCwoKCigqKiI9PZ2DBw/Sr1+/Mrfp378/a9aswWqVTzs1adu2bYAUSDVJZwxEMQbhdDrZuXOn1nGEj7rhhhsICAggo8DOrlNy7lZNcaoqyw65Ro+uueYaIiMjNU7kW3xunmPDhg3UqVOHkJAQNmzYAECTJk3K3CYhIQGbzUZ6ejoJCQmVfi5VVSkqKrqovP6iqKjo7xGk4Doap/Ev+qA62HNTWb9+fbkdp0JUBaPRSL9+/fjuu+9YnlZI82izjCLVgN2nSjhWaCcwMJB+/frJ+1EFqapaod9PnyqQ1q9fz4IFC3j66acByM3NBf5ukFqq9OvS6yvLZrPJp/IK2rVrl+uX0hSK7vTWc1EzDMF/F0iXXHKJ1nGEj2rWrBkmk4nMQiu7s0poHh2gdSSfpqoqy9Nch3R26NCB9PR0jRN5F5PJdN7b+EyBlJmZyWOPPUanTp0YPnx4jTyn0WikadOmNfJc3m7t2rUAGIJk9KimlY7YZWZm0qBBg3IfGISoKv369eP7779neVohSVEyilSd9mRZySy0YzabGTFiBKGhcnRKRVV0V69PFEh5eXnce++9REREMH36dHfH+PBw11by/Px8ateuXeb2/7y+shRFISgo6KIew19s2bIFAH2InI9V03SGQHTmCJwlOezevZvLL79c60jCRw0dOpSFCxdytKCEfdlWmkWZtY7kk1yjR661RwMHDqROHfngeSEqWrh79SJtcHUqv//++8nPz+f9998vU0XHx8cDroMr/+nAgQMYjUZiY2NrNKu/Onr06OkDIhUZQdKI4XRhunHjRo2TCF8WHh7u3hSzPK1QzkWqJvtzrGQU2DGZTAwePFjrOD7Lqwsku93OqFGjOHDgAO+//365Kjo2NpbGjRuzcOHCMpcvWLCALl26VGgOUly80jdlfVAtFL20oNGCPrge4PpZSONaUZ2uu+46jEYjh/NtpObK6dpVTVVVVpxee9S3b18iIiK0DeTDvHqK7fnnn+fXX39lzJgxFBQUlDn8sWXLlphMJh5++GFGjx5NXFwcnTp1YsGCBWzZsoXZs2drF9zPlP5c9MEyvaYVfVAtUPTk5ORw6NChcjs7hagqUVFR9OnTh59++okVaQXER5Q/jkVU3sFcG2l5NgwGA0OGDNE6jk/z6gJp9erVALz00kvlrlu6dCkNGzZk4MCBFBcXM2vWLGbOnEmTJk2YMWNGjbRCEeBwONzrjwxSIGlGUfTog2JwFB5l06ZNUiCJajVkyBAWLlzIwVwbh3KtNAqX0fqqUjp61Lt3b6Kj5Uy56uTVBdKyZcsqdLuhQ4cydOjQak4jzmbv3r2uszl0RnQBcoiZlgzBddwF0nXXXad1HOHDateuzVVXXcXChQtZnlbI8GQpkKrCoVwrqbmunmvXX3+91nF8nlevQRKeb+vWrYDrzVlR5NdNS6Xb/Xfs2IHD4dA4jfB1N9xwA3q9ngM5Vg7lSteCqvDb6dGjXr16ERMTo3Ea3yfvWKJalTZJ1QfW0jiJ0JnDQWfAYrGQlpamdRzh4+rUqcNVV10FwG+HCjVO4/0O5lhJzXGNHknPtZohBZKoNqqqSoHkQRRF5+6Dt2vXLo3TCH9w4403YjAYSM11vbmLylFVlV9P91y7+uqrZfSohkiBJKrN8ePHycnJAXSy/shDlBaqpYWrENUpJiaG3r17A7D0YIGci1RJ+3OsHDq9c01Gj2qOFEii2pT2BtKZQ1F0eo3TCACdOQKAw4cPaxtE+I0bb7wRk8nE4Xwbu7NKtI7jdZyqypJU1+hR//79qVVLRuNrihRIotocOXIEAJ1JegR5itKfxeHDh+XTvKgR0dHRXHvttYBrFMkhv3cXZPsJC5mFdoKCgmT0qIZJgSSqzd8FkjRH9RQ6UwgAhYWF5ObmapxG+IshQ4YQGhrKiSIHmzKLtY7jNWxOlaWnF7gPGTLkovuHigsjBZKoNllZWQAoRmno6ykUnQFFHwDAqVOnNE4j/EVISAjDhg0DYOmhAix2aXdTEWuPFJFjcZQZhRM1RwokUW2KiooAUPRySJwnKe2HV1wsn+RFzRkwYAANGjSgyKayIl22/Z9PvtXBytPfpxEjRhAQEKBxIv8jBZKoNu4CSefVB7b7Hp2rQCr9+QhREwwGA3fffTcA644UcbLIrnEiz7YktQCrQyUxMZHLL79c6zh+SQokUW1KSk7vWFFkB5snKd1R6P75CFFDOnTowCWXXIJDhQX782WjwDkczLWy+bgFRVG477770OnkrVoL8l0X1cY9JOyUthaeRHW6PrkHBgZqnET4G0VRuP/++zGZTBzIsbLthBTpZ3I4VebvywNcDWmTkpI0TuS/pEAS1SY4OBgA1Skn6HoS1WEDIChIFs+LmlevXj138/BfDuRTbJMF2//0+5EiThQ5CA8PZ8SIEVrH8WtSIIlqU/oGrDqkQPIkpQVraQErRE27/vrradCgAQU2J4tS87WO4zFOFtlZfrqlyJ133kloqJwhpyUpkES1qVPH1T3eaZU/gJ7CaS+B0wVr7dq1NU4j/JXRaOSRRx5BURT+OmZhf7ZMtTlVlR/25mFXoX379vTs2VPrSH5PCiRRbZo0aQKA05KjbRDh5izJBlzTHDLFJrTUsmVLBgwYAMAPe/Mo8fOzkf7MKCYtz0ZgQAAjR45EURStI/k9KZBEtYmPjwfAUZItu1U8RGmxWlq8CqGl4cOHExMTQ26Jk4UH/Hek+WSRnSUHXVNrI+64g5iYGI0TCZACSVSjhg0bYjabwWnHacnWOo4A7EXHAWjatKnGSYRw7aR87LHH3FNtu05ZtI5U4xxOlW9352JzqqSkpNCvXz+tI4nTpEAS1cZgMHDJJZcAYM9P1ziNUB02HIWZAHTs2FHjNEK4tG7dmsGDBwPw4958Cqz+NdW2Mr2QjAI7wcHBjBo1Ss488iDykxDV6rLLLgPAli/d47VmLzgCqpMGDRoQFxendRwh3G677TYaNWpEoc3J93ty/eZvRVqu1d125YEHHiA6OlrjROKfpEAS1erSSy/FYDCgWvNlmk1jttxDgKtolQWgwpOYTCZGjx6N0Whkb7aVdRm+3yew2O5k7u5cnCpcccUV0k7EA0mBJKpVUFAQ3bp1A8CatUvjNP7LUZKLo/AoiqLQq1cvreMIUU7jxo3dvdoWp+ZztMCmcaLqo6oqP+7NI7fESb169XjggQe0jiTOQgokUe2GDBkCgD0vHae1QOM0/sl2ylWcdu7cmQYNGmicRoiz69+/P506dcKhwpxduVh8dOv/+sxidpwsQa/XM3r0aDlyw0NJgSSqXZMmTUhJSQFUrFm7tY7jd5y2Imx5rum10mJVCE+kKAqPPPIItWrVIqvYwY9783xuPdLRAhu/nD7SYPjw4SQmJmqcSJyLFEiiRpT2XrJl78NRkqtxGv9ScnwzqE5atWpF8+bNtY4jxL8KCwvj6aefRq/Xs/1kCeszfWc9ksXuZM7OXOxO107S6667TutI4l9IgSRqRJs2bejUqROgUnJso899KvRU9qIT2PMOoSgK99xzj9ZxhKiQ5s2bM3z4cMDV0DbDB9YjqadbiWRZHNSuXZtRo0bJZgkPJwWSqDH33HMPRqMRR+Ex7PlHtI7j81TVSUnmBgB69+4th0MKrzJ48GA6duyI3Qlf78yl2Obd65HWZfy97uipp56SRrReQAokUWPq1q3rHlIuObYe1S4NKquT9dQunCU5BAcHc/vtt2sdR4gLotPpeOyxx4iJiSHH4uC7Pbk4vXTkOT3PyqJU17qju+66S6a6vYQUSKJGDR06lIYNG6LaLVgy/5SptmriKM7CemIrAPfeey/h4eEaJxLiwoWEhDB27FgMBgN7sqz8frioyp/DqIPYMCOxYUaM1fCOWGh1rTtyqtCtWzeuueaaqn8SUS2kQBI1KiAggCeeeAK9Xo89/zD23INaR/I5qtOOJWMtoHLZZZfRs2dPrSMJUWlNmzbl/vvvB2DpwQJSc6xV+viKonBXm0juahNZ5WuCnKrK3N255FldJ9g//PDDsu7Ii0iBJGpc06ZNufXWWwGwHNuAoyRP40S+Q1Vdi+Cd1jyioqIYOXKk/EEWXq9Pnz707NkTFfhmVy75VkeVPr6iKNXyOvntUCEHcqyYzWbGjh0r5x15GSmQhCaGDBlC69atwWmn+PBKVEfVfir0V7ac/dhyDqAoCqNGjSIsLEzrSEJcNEVReOCBB2jcuDGFNteUlcPDp+f3ZpW4+6w99NBDNGrUSONE4kJJgSQ0odfrefrpp6lVqxaqNZ/ijLWyHuki2YtOUHJsIwC333477dq10ziREFUnICCAMWPGEBgYSFqejWUHPfdU/hyLg293u85769evH1dccYW2gUSlSIEkNBMREcEzzzzj2vpfkOFeVCwunNNWhOXwalCddO3alRtuuEHrSEJUuQYNGvDoo48CsPpwEbtOWTROVJ7dqTJnVy7FdpWmTZty7733ah1JVJLfFEj79+/nzjvvJCUlha5du/Lyyy9jtcq0jtaaNWvGyJEjAbCe2oEt54DGibyP6rBSnL4c1WGhcePGPProo7LuSPisrl27uneCzduTR7alatcjXawlqQUcybcRHBzM008/jdFo1DqSqCS/KJByc3MZMWIENpuN6dOn89hjj/H111/z0ksvaR1NAL169XK3IrEc/RN7wVGNE3kPVXVQfHg1zpJcIiMjGT9+PIGBgVrHEqJa3XnnnSQlJWGxq3yzKwe70zOm53eetLA2w3UUwWOPPUbdunU1TiQuhl8USF9++SWFhYXMmDGD7t27c8MNN/Dkk0/y5ZdfcuzYMa3jCVxrZlzz9CrFR1bjsGRrHcnjqaqK5eifOIqOERAQwMSJE4mJidE6lhDVzmg08uSTTxIcHMyRfLtHrEfKsTj4fq9rR+7gwYNPt1YS3swvCqQVK1bQpUsXIiIi3Jf169cPp9PJ6tWrtQsm3Eq7eLdp08a1sy1tOU5rvtaxXBQ9+sBa6ANrgaLXOg1wejv/8U3Ycw+i0+kYM2YMCQkJWscSosbUqVPHvR7p9yNF7MnS7mR+h6ryza5cLHaVZs2aufvICe/mFwXSgQMHiI+PL3NZWFgYtWvX5sABWfPiKYxGI2PHjqVx48aoDgtFab/itFX9ybkXSlEUAhv1IrBRL49Z22M9tQNb1m4AHn74YS655BKNEwlR87p06cLAgQMBmLcnl4IqPh+polakFXI430ZwcBBPPfWUrDvyEQatA9SEvLy8s54HEx4eTm5ubqUfV1VVioq0fwP3JTqdjrFjxzJx4kQyMzMpTvuNwEa90BnMmubylMIIwJq1173jb/jw4Vx22WXyeyj81rBhw9iyZQtpaWnM25PHra0iavT1mpZrZUWa67yju+++h7CwMHk9ejhVVSv0O+IXBVJ1sdls7Ny5U+sYPummm27igw8+ID8/j+L03wiKuxJFb9I6luZsuamUHNsAQI8ePYiPj5ffQeH3BgwYwMyZM9mXbeWPo8V0ql8zJ1Zb7E6+3Z2LCrRp04aoqCh5PXoJk+n87yd+USCFhYWRn19+PUtubu5FNfE0Go00bdr0YqKJfxEbG8tzzz1Hfn42RekrCIq7HEXnv0PXtrw0LBl/ANC3b1/uuOMOjxrZEkIrLVq0oLi4mI8++ojFqQU0jTQRHVj9b2+LUgvIKXFSu3ZtHnvsMWkl4iX27dtXodv5RYEUHx9fbq1Rfn4+J06cKLc26UIoiiIviGqUmJjIlClTeOaZZygsPElx+koCY3ug6Pzi17YMW/5hLEfWACpXX301DzzwADqdXywhFKJChgwZwl9//cXmzZuZtyePO9tEoqvGDxD7skvYmFkMwOOPP06tWrWq7blE1aroB0u/+Avbo0cPfv/9d/Ly/m6KunDhQnQ6HV27dtUwmTif+Ph4Jk2aRGBgII6i4xQfXoXq9KyD4aqbveAoliO/AypXXHEFI0eOlOJIiDOU7oQNDAggPc/GuozqWwdksTv5YY/r/eSaa65x9ZUUPscv/sredNNNBAcHM3LkSFatWsXcuXN5+eWXuemmm6hTp47W8cR5JCYmMnHiRMxmM47CTIqPrEZV/aNIshdmUnx4lbuFyKhRo9DrPeOoASE8TUxMDHfedRcASw8WVtsp20sOFpBndVKvXj3Z0u/D/KJACg8P5+OPP0av1zNy5Ehee+01brjhBsaMGaN1NFFBrVq1YsKECZhMJhwFGViOrEFVnVrHqlb2ouMUp68E1UHHjh154oknpDgS4jz69u1L69atsTtVFuzPq/Im2IfzbGw46ppae+ihhwgICKjSxxeeQ1GlhXqlbN3q2madnJyscRL/snHjRiZPnozdbscQFkdA/c4oiu/V+Y6ikxSl/wZOO+3bt2fcuHFytooQFZSens4jjzyC3W5nWItwWtSqmiLGoarM+iuLzEI7PXv25LHHHquSxxU1q6Lv3773ziJ8Wvv27Rk7dix6gwF7XhqWo39U+SdErTmKsyhKXw5OO23btuWZZ56R4kiICxAbG8uQIUMA+PlAPjZH1fyN2HC0mMxCOyEhIdx5551V8pjCc0mBJLxOx44defqpp9DpdNhzD1KSud5niiSHJYfi9N/AaaNVq1aMGzcOs1nbQzKF8EY33ngjtWvXJq/EyZojF79gu9ju5NdDrp5vt99+e5nWVcI3SYEkvFKXLl14/PHHURQFW85+So7/5fVFkrMkj+K0X1EdVpKSkpgwYYKsbxCiksxms3sB9arDheRfZBuSlWmFFNtVYmNj6dOnT1VEFB5OCiThtS6//HIefvhhAGxZe9ztN7yR01pAUdqvqI4S4uPjee655+SMLSEuUo8ePUhMTMTqUFl+qLDSj5NjcbiPDbjrrrtks4SfkAJJeLWrr76a//znP4Crgav11G6NE104p91CUdpvqPZiYmNjmTRpEiEhIVrHEsLr6XQ691qhv44Vk1PJbf8r0wtxqK52ItIY2n9IgSS83oABA7j99tsBKDn+F7acVI0TVZzqsFKc9huqrYCYmBgmT558Ue1vhBBltW7dmjZt2uBQYVX6hY8i5VgcbDrm2tZ/yy23SHsfPyIFkvAJQ4cOZfDgwQBYjv6BLf+wtoEqQHXaKU5fgbMkh4iICCZPnkx0dLTWsYTwOTfffDPgGkXKLbmwUaRVp0eP2rZtS6tWraojnvBQUiAJn6AoCnfddRe9evUCVCxH1uAoOql1rHNSVacrY/FJgoKCmTRpEvXr19c6lhA+qXXr1iQnJ+NQ4Y8LaEFSZHOy6bhr9GjYsGHVFU94KCmQhM9QFIWHH36Yjh07guqg+PAKnNZ8rWOVo6oqJcf+wl5wBKPRyIQJ42nSpInWsYTwaddeey0AGzKLsVbwXKQNmcXYnZCQkCD91vyQFEjCp+j1ep588kmaNWuG6rBSlLYcp92idawybFl7sGXvBVxdwGXYXojq16FDB+rVq4fFrrL59KjQv3E4Vfdo06BBg2TtkR+SAkn4nICAAMaPH0+dOnVQbQUUH16J6vSM5ra2/MOUHP8LcG0X7tatm8aJhPAPer2eAQMGALAx8/wF0r5sK/lWJ+Hh4XTv3r264wkPJAWS8EmRkZE899xzhISE4Cw+hcUDTtt2WHKwZKwFXDvvSheVCyFqxhVXXIHBYOBogZ1jhbZ/vW3pzrUrr7xSWv34KSmQhM9q2LAhTz31FIqiw56bii17j2ZZVHsJxYdXgtNOmzZtuPfee2XIXogaFh4ezqWXXgrApmPnnnovtDnZnVUCcHrjh/BHUiAJn9auXTvuust1UFzJsU3YCzNrPIOqOik+shrVVkidOnV4+umn5SReITRSWvBsO2HBeY5R5Z0nLThViI+Pp3HjxjWYTngSKZCEz7v22mvp2bMnpdv/nbbzrz+oStYT23AUHScgIIBx48YRFhZWo88vhPhbu3btCAwMJN/qJKPAftbb7DrlGj2SNYL+TQok4fMURWHkyJE0btwY1VGCJWMNquqskee2F2ZiPbUDgIceekg+jQqhMZPJ5G4XsutU+Wk2i93JgRwrAJ07d67RbMKzSIEk/ILJZOKpp54iICAAR9FxrCd3VPtzOu0WLEdci7L79OnD5ZdfXu3PKYQ4v9LCZ88pa7nrDuRYcarQoEEDYmNjazqa8CBSIAm/ERsbywMPPACA9eT2aj1pW1VVLBnrUB0WGjVqxD333FNtzyWEuDApKSkAHC+yU2AtewRI6ehR+/btazqW8DBSIAm/0rNnT6644gpAxXJ0Harz7GsQLpY9NxVH4VGMRiNPPvkkAQEB1fI8QogLFx4eTnx8PACpOWW3+6eeLpDatm1b47mEZ5ECSfid+++/n6ioKJzWfKwnt1X54zttRViOuQ6DvPXWW2nUqFGVP4cQ4uK0adMGgIO5f0+z5ZU4OFXsQKfTyQn3Qgok4X9CQkJ48MEHAbCe2o2j+FSVPbaqqlgy14PTRrNmzeQwSCE8VIsWLQA4kv/3CFLpf8fFxRESEqJJLuE5pEASfqlTp06nF02rWDI3VNkp246CDBwFGRgMBh599FE570gID5WYmAjAsUK7u3ntkQJbmeuEf5MCSfitu+++m8DAQJyWLOy5qRf9eKrT4Z5au/baa2VqTQgPFh0dTVRUFCqQebrtSEa+a01is2bNNEwmPIUUSMJvRUZGctNNNwFQcnwLquPfezOdjzVrD6qtgKioKG688caqiCiEqCaKorjPJTte6CqMjp3+/9IF3MK/SYEk/No111xDgwYNUB0WrKd2VvpxVEcJ1lPbARgxYgRBQUFVFVEIUU3i4uIA19qjY4V2Cm2uA2Tl/CMBUiAJP2c0GhkxYgQA1uw9qPaSSj2O9dRucNqJj48/fYyAEMLTlU6D/3XMwrsbXZs1YmJiCAwM1DKW8BBSIAm/17lzZ9eQutOONWvXBd/faS/BmrUHgJtvvhmdTl5WQniD9u3bU69ePUwmEyaTiYCAAHr37q11LOEhDFoHEEJriqJwyy23MGXKFKxZezFFNUcxmCt8f1vWLlDtJCQk0KlTp2pMKoSoSlFRUcycOVPrGMJDyUddIYCOHTu6RpFUO9bcAxW+n+q0Y83eD8BNN92EoijVFVEIIUQNkgJJCFyjSNdccw0Atqy9qKqzQvez5R7i/9u7/6iq6zuO408uXuTquPxwKWo4Muu6FNQ0FFBB82fhH3aStLIaaXVC20i3UbrcnB4zXU5ppeUvirXKtJbiMEetH25zrWNba60hTgMMEUEQLr/vd38w77rfi4WhcIHX4xzP6X4+7/v9vu+1Cy8/38+9F1c94eHh3HDDDZezRRERaUcKSCL/M3HiROx2O0ajk8ZzRV9bbxgGDeXNe49uvvlmfSikiEgXooAk8j8BAQFMnz4dgIazX3+ZzVV7BlddBT179mTKlCmXuz0REWlHCkgiX3I+6DRVF+NqrPnK2oaK4wDExcXpe5tERLoYBSSRLxkwYAAOhwMwaKz8/IJ1htHkntfnHomIdD0KSCImkyZNAv63AfsCmqpOYTTVExoayogRI9qrNRERaSedNiA1NTXx3HPPcccddzB27FhiYmKYP38+f/3rX71q6+vrWbt2LfHx8YwcOZLvfe97HDvW+rdyS/cSFxcHgKu2DFdDy5fZGquaN3GPGzdOm7NFRLqgThuQamtrefbZZxk2bBhr165l/fr1BAcHc9ddd/GnP/3Jo3bVqlXs2rWLtLQ0MjIyqK+v55577uHcuXMd1L34stDQUPe3eTdWn/SaNwyDxqrm8ZiYmHbtTURE2ken/STtwMBAfv/73xMcHOwei4+PJykpiczMTGJjYwEoLi7m1VdfZcWKFdx6660AREVFMWnSJF566SUWLlzYIf2Lb7vhhhvIy8uj6dxJCLnaY85VdxajsYaePXsSHR3dQR2KiMjl1GlXkPz9/T3C0fkxh8NBSUmJe+z999/H5XIxY8YM91hISAjx8fG8++677davdC5jxowBoNFZ4vWhkU3Vp4DmoB0QENDuvYmIyOXXaVeQWtLY2Mjf/vY3Ro8e7R47duwYffr08QpTV199Na+++mqbzmcYBk6ns03HEN8UHh6OzWajpqYGV10F/oGh7rkm52kAhg4dqr9/EZFOxjCMVn0tVJcKSFu3buXUqVPcc8897rHKykqCgoK8au12OxUVFW06X0NDA59++mmbjiG+a+DAgRw9epQm52l3QDIMg8aa5oAUGBiov38RkU6oNav/PhWQzp0753F57EIiIiK8HtyhQ4fIyMjgwQcfZPjw4ZerRQ9Wq5UhQ4a0y7mk/Y0ZM8YdkAi7FgBXfSU01dOzZ08mTZpEjx4+9RISEZGvcfTo0VbV+dRP95ycHJYvX/61dfv37+fqq/+/cfaTTz5h8eLFJCUlsWjRIo9au91OVVWV1zEqKyu9LrtdLD8/P3r16tWmY4jv+u53vwtAU91Z95irthyAwYMHY7fbO6ItERFpg9ZcXgMfC0hz5sxhzpw5F3WfEydOsHDhQkaNGsWqVau85gcPHkxpaSkVFRUegejYsWMMHjy4zT1L13U+hBv153DVV4GlB001pQD6f0dEpIvrtO9iAygpKSElJYX+/fuzadMmrFarV8348eOxWCy8+eab7rGKigref/99Jk6c2J7tSicTHBxMnz59AKjO30d13us0lDcvzSogiYh0bT61gnQxamtrWbhwIeXl5Sxbtoy8vDz3XEBAANdddx3Q/G6kW2+9lSeeeAKLxUK/fv3YsmULQUFBzJ07t6Pal05i+vTpvPzyy7hc/3+rf58+fdwfAyAiIl2Tn2EYRkc38U0UFhZy4403tjg3cOBA3nrrLfft+vp6NmzYwG9/+1uqq6u5/vrrWb58ucc+pov18ccfA82fhSMiIiKdQ2t/f3fagNTRFJBEREQ6n9b+/u7Ue5BERERELgcFJBERERETBSQREREREwUkERERERMFJBERERETBSQREREREwUkERERERMFJBERERETBSQREREREwUkERERERMFJBERERETBSQRERERkx4d3UBn1dDQgGEY7i+9ExEREd9XX1+Pn5/f19YpIH1DrXlyRURExLf4+fm16ne4n2EYRjv0IyIiItJpaA+SiIiIiIkCkoiIiIiJApKIiIiIiQKSiIiIiIkCkoiIiIiJApKIiIiIiQKSiIiIiIkCkoiIiIiJApKIiIiIiQKSiIiIiIkCkoiIiIiJApKIiIiIiQKSdAsZGRk4HA4mTJiAy+Xymp87dy4Oh4P09PRWH7OwsBCHw0FOTs6lbFVEvuT8a9f8JykpqaNbc3M4HGzbtq2j25BLrEdHNyDSXqxWK+Xl5XzwwQeMHTvWPV5UVMRHH31Er169OrA7EbmQwMBAMjMzvcZELicFJOk2rFYrsbGxZGdnewSk7OxsrrnmGiwWLaiK+CKLxcLIkSM7ug3pZvQbQbqVpKQkDhw4QENDg3ts3759Xsv1+fn5pKWlkZCQwIgRI7jpppvYvn17i5fnzPbs2cOsWbOIiopiwoQJbNiwgaampkv+WEQE/vCHPzBnzhyio6MZN24cK1aswOl0uucPHz6Mw+Hgvffe4/vf/z6jRo0iMTGRvXv3AvD888+TmJhITEwMy5Yto76+3n3fkpISHnnkEW688Uaio6OZNm0aTz75pEfNN+1LfJ9WkKRbmTRpEsuWLePQoUMkJiZy9OhRPvvsM371q1+xf/9+d11JSQlXXXUVs2bNonfv3nz66adkZGTgdDpZtGjRBY+/Y8cO1q1bx9133016ejr5+fnugLR06dL2eIgiXVJjY6PHbX9/fw4cOEBaWhq33HILixcv5vTp0/ziF7+gsrKSDRs2eNT/9Kc/Zfbs2SQnJ/PKK6/wox/9iH/961/k5eXxs5/9jIKCAh5//HEiIiJ44IEHACgvLyckJIRHHnkEu93O8ePHycjI4PTp06xZs+aCvebk5LS6L/FdCkjSrdhsNiZPnkx2djaJiYns27ePUaNGERER4VEXGxtLbGwsAIZhMHr0aGpra8nKyrpgQKqqqmLTpk0sWLCAhx9+GID4+HisViuPP/449957L6GhoZf3AYp0QU6nk2HDhnmMrV27lk2bNnHTTTexevVq9/gVV1zBfffdx4MPPsg111zjHp8xY4b7tRsdHc3BgwfJzs7m4MGDWK1WAP7yl7+Qk5PjDkgOh4Mf//jH7mNcf/312Gw20tPTeeyxx7DZbF69GobBE0880eq+xHcpIEm3k5SUxJIlS6itrWX//v3Mnz/fq6auro4tW7awd+9evvjiC49LctXV1fTu3dvrPkeOHMHpdDJjxgyPf+3GxcVRW1tLXl4eMTExl+dBiXRhgYGBZGVleYy5XC6Kiop49NFHPV5vMTExWCwW/vGPf3gEkfj4ePd/BwUFERYWxpgxY9zhCCAyMpLDhw+7bxuGQWZmJq+88gqFhYXU1dW55woKCrj22mu9ev3Pf/5zUX2J71JAkm5n/PjxWK1WNm7cSGFhITNnzvSqWbduHbt27SI1NZXhw4cTFBREbm4uzzzzDHV1dS0GpPLycgBmz57d4nm/+OKLS/tARLoJi8VCVFSUx9iHH34IQGpqaov3Mb/egoKCPG4HBARgt9s9xqxWq8f+oszMTNauXcuCBQsYO3Ysdrudjz/+mJUrV3qEpS87/3OgtX2J71JAkm7HarUybdo0du7cSWxsLN/+9re9anJycrjtttu477773GPvvPPOVx43ODgYgKeeeorw8HCv+SuvvLKNnYvIeSEhIQA89thjREdHe8337du3zefIyclh8uTJLFmyxD2Wn5/f4X1J+1BAkm5pzpw5nDlzhuTk5Bbn6+rqPJbem5qayM7O/spjjho1CpvNRnFxMVOnTr2k/YqIp8GDBxMeHk5BQQF33HHHZTlHbW2tx88BwP3ut47sS9qHApJ0S9HR0Tz99NMXnI+Li2PXrl0MGTKE0NBQXnzxxa99a6/dbuehhx5i3bp1FBcXExMTg7+/PwUFBeTm5pKRkdHipk4RuXh+fn6kp6ezdOlSnE4niYmJ2Gw2Tp48yTvvvENaWhpXXXVVm84RFxfH888/T1ZWFpGRkbzxxhucOHGiw/uS9qGAJNKCn/zkJ6xYsYKf//zn2Gw2Zs+ezdSpU1m+fPlX3i8lJYV+/fqxY8cOsrKy6NGjB4MGDSIxMdHrX6Ii0jYzZ87EbrezefNm98rOwIEDmTBhQouXzi9Wamoq5eXlbNq0CYDp06ezfPly97vcOqovaR9+hmEYHd2EiIiIiC/RJ2mLiIiImCggiYiIiJgoIImIiIiYKCCJiIiImCggiYiIiJgoIImIiIiYKCCJiIiImCggiYiIiJgoIImItMHkyZNJT0/v6DZE5BLTV42ISKdRUFDAjh07OHToEMXFxUDzVziMHTuW2267jaFDh3ZwhyLSVSggiUin8Pbbb5OWloa/vz+zZs1i6NChWCwWjh07xptvvslvfvMbcnNzGThwYEe3KiJdgAKSiPi8zz//nIcffpgBAwawc+dO+vbt6zG/dOlSXnzxRSyWzr1roLGxEZfLRUBAQEe3ItLtde6fJiLSLWzduhWn08maNWu8whFAjx49uOuuu+jfv797LD8/n4ceeoiYmBiioqK45ZZbyM3N9bjfnj17cDgcfPjhh6xZs4Zx48YxcuRIUlNTKSsr86g1DIOnn36aiRMnMmLECObPn09eXl6L/VZWVrJ69WoSEhIYPnw4U6dO5dlnn8XlcrlrCgsLcTgcbNu2jZ07dzJlyhSioqLIz89vy1MlIpeIVpBExOe9/fbbfOc732HEiBGtqs/Ly2PevHn069ePhQsX0qtXL373u9+RmppKRkYGU6dO9ahftWoVdrudRYsWUVRURGZmJitXruSXv/ylu2bjxo0888wzJCQkkJCQwCeffEJKSgoNDQ0ex6qpqeHOO+/k1KlTzJ07l/79+3PkyBGefPJJTp8+zbJlyzzq9+zZQ11dHcnJyQQEBBAcHPzNniQRuaQUkETEp1VVVVFSUsKUKVO85iorK2lsbHTf7tWrF4GBgaxevZr+/fuze/du9+Wq22+/nXnz5rF+/XqvgBQSEsL27dvx8/MDwOVy8cILL3Du3DmCgoIoKytj69atJCYmsnnzZnfdhg0b2Lx5s8exduzYQUFBAa+99hqRkZEAzJ07l759+7Jt2zZSUlI8VrqKi4s5ePAgYWFhbX+yROSS0SU2EfFpVVVVQHP4MZs/fz6xsbHuP7/+9a85e/Ysf/7zn5k5cyZVVVWUlZVRVlZGeXk548eP5/jx45w6dcrjOMnJye7QAzBmzBiampooKioC4I9//CMNDQ3ceeedHnV33323V085OTmMHj0au93uPndZWRlxcXE0NTXxwQcfeNRPmzZN4UjEB2kFSUR8Wu/evQFwOp1ecytXrqS6uprS0lJ++MMfAs0bug3DYOPGjWzcuLHFY545c4Z+/fq5bw8YMMBj3m63A80rVAAnT54EcK8InRcWFuZ1SezEiRN89tlnxMbGtnhu896mK6+8ssU6EelYCkgi4tOCgoK44oorWtwQfX5PUmFhoXvs/EbolJQUJkyY0OIxBw0a5HH7Qu9+Mwzjovt1uVzEx8ezYMGCFufNISswMPCizyEil58Ckoj4vMTERHbt2sXf//53oqOjv7I2IiICAKvVSlxc3CU5//kVpuPHj7uPD82rQRUVFR61gwYNwul0XrJzi0jH0B4kEfF5CxYswGaz8eijj1JaWuo1/+WVnj59+hATE8PLL79MSUmJV635EldrxMXFYbVaycrK8jhXZmamV+3MmTM5cuQI7733nteceVO5iPgurSCJiM+LjIxk/fr1LFmyhBkzZrg/SdswDAoLC9m3bx8Wi4Xw8HAAVqxYwe23386sWbNITk4mIiKC0tJSPvroI4qLi3njjTcu6vxhYWGkpKSwZcsW7r//fhISEvjnP//Ju+++S2hoqEftvffey1tvvcUDDzzA7NmzGTZsGDU1Nfz73//mwIED5ObmalO2SCeggCQincKUKVPYu3cv27dv59ChQ+zevRs/Pz8GDBhAQkIC8+bNc38X25AhQ9i9ezdPPfUUr732GmfPniUsLIzrrruO1NTUb3T+H/zgBwQEBPDSSy9x+PBhoqOj2b59O/fff79Hnc1m44UXXmDLli3k5OTw+uuv861vfYvIyEgWL15MUFBQm58LEbn8/IxvsgtRREREpAvTHiQREREREwUkERERERMFJBERERETBSQREREREwUkERERERMFJBERERETBSQREREREwUkERERERMFJBERERETBSQREREREwUkERERERMFJBERERGT/wKqZiLkIloiKwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(x='Genre', data=customer)\n",
        "plt.title('Spending Score count plot', fontsize = 15)\n",
        "plt.xlabel('Genre', fontsize = 12)\n",
        "plt.ylabel('Count', fontsize = 12)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "rX9teXWDdUl1",
        "outputId": "e382fc2b-98b1-434d-d00b-247797e314a8"
      },
      "execution_count": 13,
      "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": [
        "sns.heatmap(customer.corr(), annot = True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 623
        },
        "id": "fgRc0TOMgwAF",
        "outputId": "70d406b8-a76c-4871-c33f-2557e08569e0"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15, 8))\n",
        "sns.scatterplot(x='Annual Income (k$)', y='Spending Score (1-100)', data=customer, hue='Genre', palette=['red', 'green'], alpha=0.6)\n",
        "plt.title('Distribution of Annual Income and Spending Score')\n",
        "plt.xlabel('Annual Income (k$)', fontsize=12)\n",
        "plt.ylabel('Spending Score (1-100)', fontsize=12)\n",
        "plt.legend(title='Gender')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "TedqNtOOgwCh",
        "outputId": "3fc7e92d-b5fc-47c4-e3ec-2b3b4def143b"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "Income_Spend = customer[['Annual Income (k$)', 'Spending Score (1-100)']]\n",
        "\n",
        "wcss = []\n",
        "for i in range(1, 11):\n",
        "    km = KMeans(n_clusters=i, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
        "    km.fit(Income_Spend)\n",
        "    wcss.append(km.inertia_)\n",
        "\n",
        "plt.figure(figsize=(15, 8))\n",
        "plt.plot(range(1, 11), wcss, marker='o')\n",
        "plt.title('The Elbow Method', fontsize=15)\n",
        "plt.xlabel('Number of Clusters', fontsize=12)\n",
        "plt.ylabel('WCSS (Within-Cluster Sum of Squares)', fontsize=12)\n",
        "plt.xticks(range(1, 11))\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "id": "aIZL8ONrgwFb",
        "outputId": "a8ed2da4-430e-4b6d-fbda-c83638a5bdfb"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "Income_Spend = customer[['Annual Income (k$)', 'Spending Score (1-100)']]\n",
        "\n",
        "km = KMeans(n_clusters=5, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
        "y_means = km.fit_predict(Income_Spend)\n",
        "\n",
        "plt.figure(figsize=(15, 8))\n",
        "plt.scatter(Income_Spend.loc[y_means == 0, 'Annual Income (k$)'], Income_Spend.loc[y_means == 0, 'Spending Score (1-100)'], s=50, c='red', label='Cluster 1')\n",
        "plt.scatter(Income_Spend.loc[y_means == 1, 'Annual Income (k$)'], Income_Spend.loc[y_means == 1, 'Spending Score (1-100)'], s=50, c='blue', label='Cluster 2')\n",
        "plt.scatter(Income_Spend.loc[y_means == 2, 'Annual Income (k$)'], Income_Spend.loc[y_means == 2, 'Spending Score (1-100)'], s=50, c='green', label='Cluster 3')\n",
        "plt.scatter(Income_Spend.loc[y_means == 3, 'Annual Income (k$)'], Income_Spend.loc[y_means == 3, 'Spending Score (1-100)'], s=50, c='cyan', label='Cluster 4')\n",
        "plt.scatter(Income_Spend.loc[y_means == 4, 'Annual Income (k$)'], Income_Spend.loc[y_means == 4, 'Spending Score (1-100)'], s=50, c='magenta', label='Cluster 5')\n",
        "\n",
        "\n",
        "plt.scatter(km.cluster_centers_[:, 0], km.cluster_centers_[:, 1], s=200, c='yellow', label='Centroids')\n",
        "\n",
        "plt.title('Customer Segmentation using Annual Income and Spending Score')\n",
        "plt.xlabel('Annual Income')\n",
        "plt.ylabel('Spending Score')\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "dD2gg5_BgwIf",
        "outputId": "30fd6b23-6050-4543-85ed-b3c71e10319a"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "plt.figure(figsize=(15, 8))\n",
        "sns.scatterplot(x='Age', y='Spending Score (1-100)', hue='Genre', data=customer)\n",
        "plt.title('Distribution of Gender based on Age and Spending Score', fontsize=15)\n",
        "plt.xlabel('Age', fontsize=12)\n",
        "plt.ylabel('Spending Score', fontsize=12)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597
        },
        "id": "fNnwkfAcgwOB",
        "outputId": "6d76fcbc-80e0-4cbf-f09c-7d535768d9c2"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "Age_Spend = customer[['Age', 'Spending Score (1-100)']].iloc[:, :]\n",
        "\n",
        "wcss = []\n",
        "for i in range(1, 11):\n",
        "    km = KMeans(n_clusters=i, init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
        "    km.fit(Age_Spend)\n",
        "    wcss.append(km.inertia_)\n",
        "\n",
        "plt.figure(figsize=(15, 8))\n",
        "plt.plot(range(1, 11), wcss, marker='o')\n",
        "plt.title('The Elbow Method', fontsize=15)\n",
        "plt.xlabel('Number of Clusters', fontsize=12)\n",
        "plt.ylabel('WCSS (Within-Cluster Sum of Squares)', fontsize=12)\n",
        "plt.xticks(range(1, 11))\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 584
        },
        "id": "kHHpsYTjgwLX",
        "outputId": "c90062c1-b0f1-435b-86b5-00d6481003b6"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "'''ymeans = km.fit_predict(Age_Spend)\n",
        "plt.figure(figsize=(15, 8))\n",
        "plt.scatter(Age_Spend.loc[y_means == 0, ], Age_Spend.loc[y_means == 0, ], s=50, c='red', label='Old Targets 1')\n",
        "plt.scatter(Age_Spend.loc[y_means == 1, ], Age_Spend.loc[y_means == 1, ], s=50, c='blue', label='Usual Customer 2')\n",
        "plt.scatter(Age_Spend.loc[y_means == 2, ], Age_Spend.loc[y_means == 2, ], s=50, c='green', label='Regular Customers 3')\n",
        "plt.scatter(Age_Spend.loc[y_means == 3, ], Age_Spend.loc[y_means == 3, ], s=50, c='cyan', label='Young Targets 4')\n",
        "'''\n",
        "km = KMeans(n_clusters=4, init='k-means++', max_iter=300, n_init=10)\n",
        "\n",
        "ymeans = km.fit_predict(Age_Spend)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "SMGD_EomgwQ5"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(15, 8))\n",
        "\n",
        "plt.scatter(Age_Spend.loc[y_means == 0, 'Age'], Age_Spend.loc[y_means == 0, 'Spending Score (1-100)'], s=100, c='red', label='Usual Customers')\n",
        "plt.scatter(Age_Spend.loc[y_means == 1, 'Age'], Age_Spend.loc[y_means == 1, 'Spending Score (1-100)'], s=100, c='blue', label='Old Targets')\n",
        "plt.scatter(Age_Spend.loc[y_means == 2, 'Age'], Age_Spend.loc[y_means == 2, 'Spending Score (1-100)'], s=100, c='green', label='Regular Customers ')\n",
        "plt.scatter(Age_Spend.loc[y_means == 3, 'Age'], Age_Spend.loc[y_means == 3, 'Spending Score (1-100)'], s=100, c='orange', label='Young Targets 4')\n",
        "\n",
        "\n",
        "plt.scatter(km.cluster_centers_[:, 0], km.cluster_centers_[:, 1], s=50, c='black', label='Cluster Centers')\n",
        "plt.legend()\n",
        "plt.title('Customer Segmentation using Annual Income and Spending Score')\n",
        "plt.xlabel('Age', fontsize=12)\n",
        "plt.ylabel('Spending Score', fontsize=12)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "Q06YMhN1dUof",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "outputId": "52822166-eef1-407e-d388-391ebe39989b"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x800 with 1 Axes>"
            ],
            "image/png": 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}