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      "metadata": {
        "id": "F3uaSDz_WJ44"
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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import os\n",
        "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
        "  for filename in filenames:\n",
        "    print(os.path.join(dirname, filename))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "csv_file = \"/content/Top 2000 Companies Financial Data 2024.csv\"\n",
        "\n",
        "df= pd.read_csv(csv_file)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 328
        },
        "id": "mDL-ZlgpWiMs",
        "outputId": "8e336998-a44c-4fc3-e72b-c8395d2b3b1e"
      },
      "execution_count": 2,
      "outputs": [
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              "   Unnamed: 0                                      Name        Country  \\\n",
              "0           0                             JPMorganChase  United States   \n",
              "1           1                        Berkshire Hathaway  United States   \n",
              "2           2  Saudi Arabian Oil Company (Saudi Aramco)   Saudi Arabia   \n",
              "3           3                                      ICBC          China   \n",
              "4           4                           Bank of America  United States   \n",
              "\n",
              "      Sales    Profit      Assets Market Value  \n",
              "0  $252.9 B     $50 B  $4,090.7 B     $588.1 B  \n",
              "1    $369 B   $73.4 B    $1,070 B     $899.1 B  \n",
              "2  $489.1 B  $116.9 B    $661.5 B   $1,919.3 B  \n",
              "3  $223.8 B   $50.4 B    $6,586 B     $215.2 B  \n",
              "4  $183.3 B     $25 B  $3,273.8 B     $307.3 B  "
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              "      <td>Berkshire Hathaway</td>\n",
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              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Saudi Arabian Oil Company (Saudi Aramco)</td>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>$489.1 B</td>\n",
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              "      <th>3</th>\n",
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              "      <td>ICBC</td>\n",
              "      <td>China</td>\n",
              "      <td>$223.8 B</td>\n",
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              "      <td>$6,586 B</td>\n",
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              "      <th>4</th>\n",
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              "      <td>$183.3 B</td>\n",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 2001,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 577,\n        \"min\": 0,\n        \"max\": 2000,\n        \"num_unique_values\": 2001,\n        \"samples\": [\n          1394,\n          353,\n          1334\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2001,\n        \"samples\": [\n          \"Murphy USA\",\n          \"Fannie Mae\",\n          \"Borouge\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Country\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 60,\n        \"samples\": [\n          \"United States\",\n          \"South Korea\",\n          \"Malaysia\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sales\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 631,\n        \"samples\": [\n          \"$6.3 B\",\n          \"$80.1 B\",\n          \"$35.2 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Profit\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1132,\n        \"samples\": [\n          \"$540 M\",\n          \"$253.1 M\",\n          \"$741 M\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Assets\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1049,\n        \"samples\": [\n          \"$239.2 B\",\n          \"$32.4 B\",\n          \"$189.8 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Market Value\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 777,\n        \"samples\": [\n          \"$19.5 B\",\n          \"$46.7 B\",\n          \"$5.9 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
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          "metadata": {},
          "execution_count": 2
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              "        Unnamed: 0\n",
              "count  2001.000000\n",
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              "      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-35737619-e660-4500-ad33-ed81570c3087 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-35737619-e660-4500-ad33-ed81570c3087');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-cdae1b40-5332-4fcf-9bd0-ef069470a01b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cdae1b40-5332-4fcf-9bd0-ef069470a01b')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
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              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cdae1b40-5332-4fcf-9bd0-ef069470a01b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 720.9511786480758,\n        \"min\": 0.0,\n        \"max\": 2001.0,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          2001.0,\n          1000.0,\n          1500.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.sort_values(\"Market Value\", ascending=False).head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 554
        },
        "id": "3QK58g9uWvlW",
        "outputId": "7c4df834-b235-4f85-cd2b-09ec4fce0d40"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Unnamed: 0                    Name        Country     Sales     Profit  \\\n",
              "34            34                     UBS    Switzerland   $81.3 B    $28.9 B   \n",
              "364          364             Freddie Mac  United States  $110.5 B    $11.3 B   \n",
              "275          275                     ABB    Switzerland   $32.3 B     $3.6 B   \n",
              "573          573                SK Hynix    South Korea   $30.4 B    $-3.5 B   \n",
              "94            94                   Cigna  United States  $204.1 B     $3.6 B   \n",
              "198          198  Mondelez International  United States   $36.1 B     $4.3 B   \n",
              "141          141              ICICI Bank          India   $28.5 B     $5.3 B   \n",
              "328          328               Richemont    Switzerland   $22.4 B     $2.6 B   \n",
              "1540        1540          Shengjing Bank          China    $5.7 B   $105.8 M   \n",
              "1670        1670                   BayWa        Germany   $24.8 B  $-106.1 M   \n",
              "\n",
              "          Assets Market Value  \n",
              "34    $1,607.1 B      $97.4 B  \n",
              "364   $3,287.4 B       $962 M  \n",
              "275      $41.1 B      $96.7 B  \n",
              "573      $76.7 B      $96.5 B  \n",
              "94      $148.4 B      $96.2 B  \n",
              "198      $77.6 B      $95.5 B  \n",
              "141     $283.5 B      $95.3 B  \n",
              "328      $46.1 B      $94.4 B  \n",
              "1540    $152.3 B       $936 M  \n",
              "1670     $14.3 B       $932 M  "
            ],
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              "\n",
              "  <div id=\"df-a5313cf9-3d92-47db-a4e9-d733d0c0dcad\" class=\"colab-df-container\">\n",
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              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Name</th>\n",
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              "      <th>Market Value</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>34</td>\n",
              "      <td>UBS</td>\n",
              "      <td>Switzerland</td>\n",
              "      <td>$81.3 B</td>\n",
              "      <td>$28.9 B</td>\n",
              "      <td>$1,607.1 B</td>\n",
              "      <td>$97.4 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>364</td>\n",
              "      <td>Freddie Mac</td>\n",
              "      <td>United States</td>\n",
              "      <td>$110.5 B</td>\n",
              "      <td>$11.3 B</td>\n",
              "      <td>$3,287.4 B</td>\n",
              "      <td>$962 M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>275</th>\n",
              "      <td>275</td>\n",
              "      <td>ABB</td>\n",
              "      <td>Switzerland</td>\n",
              "      <td>$32.3 B</td>\n",
              "      <td>$3.6 B</td>\n",
              "      <td>$41.1 B</td>\n",
              "      <td>$96.7 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>573</th>\n",
              "      <td>573</td>\n",
              "      <td>SK Hynix</td>\n",
              "      <td>South Korea</td>\n",
              "      <td>$30.4 B</td>\n",
              "      <td>$-3.5 B</td>\n",
              "      <td>$76.7 B</td>\n",
              "      <td>$96.5 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>94</td>\n",
              "      <td>Cigna</td>\n",
              "      <td>United States</td>\n",
              "      <td>$204.1 B</td>\n",
              "      <td>$3.6 B</td>\n",
              "      <td>$148.4 B</td>\n",
              "      <td>$96.2 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>198</td>\n",
              "      <td>Mondelez International</td>\n",
              "      <td>United States</td>\n",
              "      <td>$36.1 B</td>\n",
              "      <td>$4.3 B</td>\n",
              "      <td>$77.6 B</td>\n",
              "      <td>$95.5 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>141</td>\n",
              "      <td>ICICI Bank</td>\n",
              "      <td>India</td>\n",
              "      <td>$28.5 B</td>\n",
              "      <td>$5.3 B</td>\n",
              "      <td>$283.5 B</td>\n",
              "      <td>$95.3 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>328</th>\n",
              "      <td>328</td>\n",
              "      <td>Richemont</td>\n",
              "      <td>Switzerland</td>\n",
              "      <td>$22.4 B</td>\n",
              "      <td>$2.6 B</td>\n",
              "      <td>$46.1 B</td>\n",
              "      <td>$94.4 B</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1540</th>\n",
              "      <td>1540</td>\n",
              "      <td>Shengjing Bank</td>\n",
              "      <td>China</td>\n",
              "      <td>$5.7 B</td>\n",
              "      <td>$105.8 M</td>\n",
              "      <td>$152.3 B</td>\n",
              "      <td>$936 M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1670</th>\n",
              "      <td>1670</td>\n",
              "      <td>BayWa</td>\n",
              "      <td>Germany</td>\n",
              "      <td>$24.8 B</td>\n",
              "      <td>$-106.1 M</td>\n",
              "      <td>$14.3 B</td>\n",
              "      <td>$932 M</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a5313cf9-3d92-47db-a4e9-d733d0c0dcad')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
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              "      height: 32px;\n",
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              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a5313cf9-3d92-47db-a4e9-d733d0c0dcad 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-a5313cf9-3d92-47db-a4e9-d733d0c0dcad');\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",
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              "\n",
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              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
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              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-bg-color: #DDD;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-fill-color: #666;\n",
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              "\n",
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              "    background-color: var(--bg-color);\n",
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              "\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
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              "    background-color: var(--disabled-bg-color);\n",
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              "\n",
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              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-392e104c-a0ac-4d64-90a3-df6e9315b61d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"Unnamed: 0\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 591,\n        \"min\": 34,\n        \"max\": 1670,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          1540,\n          364,\n          198\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"Shengjing Bank\",\n          \"Freddie Mac\",\n          \"Mondelez International\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Country\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 6,\n        \"samples\": [\n          \"Switzerland\",\n          \"United States\",\n          \"Germany\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sales\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"$5.7 B\",\n          \"$110.5 B\",\n          \"$36.1 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Profit\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"$105.8 M\",\n          \"$11.3 B\",\n          \"$5.3 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Assets\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"$152.3 B\",\n          \"$3,287.4 B\",\n          \"$77.6 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Market Value\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"$936 M\",\n          \"$962 M\",\n          \"$95.5 B\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        },
        "id": "9y0TIATcW1zo",
        "outputId": "85ded5ac-9c18-4326-e41f-3e07aa333363"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Unnamed: 0       int64\n",
              "Name            object\n",
              "Country         object\n",
              "Sales           object\n",
              "Profit          object\n",
              "Assets          object\n",
              "Market Value    object\n",
              "dtype: object"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <td>int64</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Name</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sales</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Profit</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Assets</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Market Value</th>\n",
              "      <td>object</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> object</label>"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columns_to_clean = ['Sales', 'Profit', 'Assets', 'Market Value']\n",
        "\n",
        "def clean_numeric_column(column):\n",
        "  def convert_value(value):\n",
        "    if 'B' in value:\n",
        "      return float(value.replace('$', '').replace('B', '').replace(',','')) * 1e9\n",
        "    elif 'M' in value:\n",
        "      return float(value.replace('$', '').replace('M', '').replace(',','')) * 1e6\n",
        "    else:\n",
        "      return float(value.replace('$', '').replace(',', ''))\n",
        "  return column.apply(convert_value)\n",
        "\n",
        "for col in columns_to_clean:\n",
        "  df[col] = clean_numeric_column(df[col])\n",
        "\n",
        "print(df.dtypes)\n",
        "print(df.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7D12HDWqW5I7",
        "outputId": "d8e41e1e-b67c-4e37-d3d0-7ee4373f13ec"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Unnamed: 0        int64\n",
            "Name             object\n",
            "Country          object\n",
            "Sales           float64\n",
            "Profit          float64\n",
            "Assets          float64\n",
            "Market Value    float64\n",
            "dtype: object\n",
            "   Unnamed: 0                                      Name        Country  \\\n",
            "0           0                             JPMorganChase  United States   \n",
            "1           1                        Berkshire Hathaway  United States   \n",
            "2           2  Saudi Arabian Oil Company (Saudi Aramco)   Saudi Arabia   \n",
            "3           3                                      ICBC          China   \n",
            "4           4                           Bank of America  United States   \n",
            "\n",
            "          Sales        Profit        Assets  Market Value  \n",
            "0  2.529000e+11  5.000000e+10  4.090700e+12  5.881000e+11  \n",
            "1  3.690000e+11  7.340000e+10  1.070000e+12  8.991000e+11  \n",
            "2  4.891000e+11  1.169000e+11  6.615000e+11  1.919300e+12  \n",
            "3  2.238000e+11  5.040000e+10  6.586000e+12  2.152000e+11  \n",
            "4  1.833000e+11  2.500000e+10  3.273800e+12  3.073000e+11  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "top_market_value = df.sort_values(\"Market Value\", ascending=False).head(30)\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_market_value['Name'], top_market_value['Market Value'], color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Market Value (in billions)')\n",
        "plt.ylabel('Company')\n",
        "plt.title('Top 30 Companies by Market Value')\n",
        "plt.gca().invert_yaxis()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "a_aqqxjtYAxw",
        "outputId": "1fa8812d-5ad3-48ee-c3f9-5302648a79f3"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_assets = df.sort_values(\"Assets\", ascending=False).head(30)\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_assets['Name'], top_assets['Assets'], color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Assets (in billions)')\n",
        "plt.ylabel('Company')\n",
        "plt.title('Top 30 Companies by Assets')\n",
        "plt.gca().invert_yaxis()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "nsuZDpn2Yhcm",
        "outputId": "36026fc6-9d08-42b3-a362-079a0bd5c23e"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_profit = df.sort_values(\"Profit\", ascending=False).head(30)\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_profit['Name'], top_profit['Profit'], color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Profit (in billions)')\n",
        "plt.ylabel('Company')\n",
        "plt.title('Top 30 Companies by Profit')\n",
        "plt.gca().invert_yaxis()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "Q_fuCO9nZH5G",
        "outputId": "338e5f74-e15e-4f5c-b06d-2dfbc1aa5862"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_sales = df.sort_values(\"Sales\", ascending=False).head(30)\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_sales['Name'], top_sales['Sales'], color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Sales (in billions)')\n",
        "plt.ylabel('Company')\n",
        "plt.title('Top 30 Companies by Sales')\n",
        "plt.gca().invert_yaxis()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "Ej0t4eaaZjy8",
        "outputId": "95ca8afb-8776-4b86-f27b-d906e355d762"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_countries = df['Country'].value_counts()\n",
        "top_countries.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 429
        },
        "id": "un-N0kPgaIMh",
        "outputId": "37e0fa2a-b8f1-4e56-b9d9-65ccf4399116"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country\n",
              "United States     621\n",
              "China             280\n",
              "Japan             181\n",
              "India              71\n",
              "United Kingdom     66\n",
              "South Korea        61\n",
              "Canada             59\n",
              "Germany            50\n",
              "France             49\n",
              "Switzerland        46\n",
              "Name: count, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>United States</th>\n",
              "      <td>621</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>China</th>\n",
              "      <td>280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Japan</th>\n",
              "      <td>181</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>India</th>\n",
              "      <td>71</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>66</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>South Korea</th>\n",
              "      <td>61</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Canada</th>\n",
              "      <td>59</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Germany</th>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>France</th>\n",
              "      <td>49</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Switzerland</th>\n",
              "      <td>46</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "threshold = 0.025\n",
        "total_count = top_countries.sum()\n",
        "\n",
        "top_countries_with_others = top_countries[top_countries / total_count > threshold]\n",
        "others_count = total_count - top_countries_with_others.sum()\n",
        "top_countries_with_others['Others'] = others_count\n",
        "\n",
        "plt.figure(figsize=(6, 6))\n",
        "plt.pie(\n",
        "    top_countries_with_others,\n",
        "    labels=top_countries_with_others.index,\n",
        "    autopct='%1.1f%%',\n",
        "    startangle=140\n",
        ")\n",
        "\n",
        "plt.title(\"Country Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "TxgSazQyaOwy",
        "outputId": "b09d4bf3-5ed8-4ded-8211-4a4ea5525f87"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 8))\n",
        "plt.scatter(df['Assets'], df['Market Value'], color='green', s=100)\n",
        "for i, txt in enumerate(df['Name']):\n",
        "    plt.annotate(txt, (df['Assets'][i], df['Market Value'][i]), fontsize=10)\n",
        "plt.xlabel('Assets (in billions)', fontsize=12)\n",
        "plt.ylabel('Market Value (in billions)', fontsize=12)\n",
        "plt.title('Assets vs. Market Value Comparison', fontsize=14)\n",
        "plt.grid(alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        },
        "id": "Zy1XAkQ7a8Sk",
        "outputId": "70115f35-9710-49e7-e6de-c7def5ff8a9d"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"Profit Margin, %\"] = df[\"Profit\"]/df[\"Sales\"]\n",
        "top_profit_margin_30 = df.sort_values(\"Profit Margin, %\", ascending=False).head(30)\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.barh(top_profit_margin_30['Name'], top_profit_margin_30['Profit Margin, %'], color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Profit Margin, (%)', fontsize=12)\n",
        "plt.ylabel('Company', fontsize=12)\n",
        "plt.title('Profit Margin (%) by Company', fontsize=14)\n",
        "plt.gca().invert_yaxis()\n",
        "plt.grid(axis='x', linestyle='--', alpha=0.7)\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "d_mb-HTkcGyZ",
        "outputId": "98b34885-47a0-4a80-86c1-effc2bf5c641"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.cluster import KMeans\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "scaler = StandardScaler()\n",
        "financial_data_scaled = scaler.fit_transform(df[['Sales', 'Profit', 'Assets']])\n",
        "\n",
        "kmeans = KMeans(n_clusters=3, random_state=42)\n",
        "df['Cluster'] = kmeans.fit_predict(financial_data_scaled)\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "for cluster in df['Cluster'].unique():\n",
        "  cluster_data = df[df['Cluster'] == cluster]\n",
        "  plt.scatter(cluster_data['Sales'], cluster_data['Profit'], label=f'Cluster {cluster}')\n",
        "  plt.xlabel('Sales')\n",
        "  plt.ylabel('Profit')\n",
        "  plt.title('Clusters of Companies Based on Financial Metrics')\n",
        "  plt.legend()\n",
        "  plt.grid(True)\n",
        "  plt.tight_layout()\n",
        "  plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "NvXqkU-qc8V9",
        "outputId": "68495894-84a1-4866-cafe-5ca47cd7ebb8"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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bpp9++klvvPGGKioq9MYbb/gdWt7Q9tMQvj4rj7dhwwZVVFTo9ttv95rn7nq9XD3Z69ev19GjRxv8+ADgS8iE7g8++ECZmZnq3Llzk/aSrays1OzZs9WvXz+1atVKF110kc/z3n//fQ0aNEjR0dHq1asX21YAASQ+Pl5S7ZdYs5133nmaMmWKsrOz1bFjR1144YVavny5qqqq6r3tl19+KcMwdNddd6lTp04ef1lZWZJqh/Qe6/jh0lLt/PWCggKlpqZqyJAhWrRoUb1hYv/+/Tp69KhOPfVUr+tOO+00OZ1OffPNN/U+h+PFx8c3+HV3hQ9fNfTp08cjnEi1iz+55se7JCQkqEuXLl6BIiEhwWsOsSSdcsopHpdjY2OVkpLiMcdzx44duvjii5WQkKD4+Hh16tTJHXaOn8Pp67Hbt2/v87FdGvO+/+EPf9ChQ4fUu3dv9evXT7feeqv+85//+L3v4/Xr10+jR4/W6NGjNW3aNK1cuVKTJ0/W7bff7jG/+KOPPtLo0aPVtm1btWvXTp06ddLvf/97j+fckLa+a9culZWVKSkpyeu5HT582P28XO/t8e9Hp06d1L59+3qf19dff63OnTt7/cBz2mmnedy/S9euXb3uo7736VinnHKK+3V0/dVX5/GP6Tr/2Mds7ra2e/dunXrqqY1emfynn37S3Xff7Z4f37FjR3Xq1EmHDh064XnLnTp10ujRo7Vq1Sq9+uqrcjgcHov7Hauh7achfH1WHs81zz0jI6PO+1m4cKH+/Oc/q2PHjho3bpwef/xx5nMDaJKQmdN95MgRDRgwQFdddZV77mRjOBwOxcTE6IYbbtArr7zi85yioiJNmjRJ1113nZ577jm98847uvrqq5WSkqJx48ad6FMAcILi4+PVuXNnFRQUNPk+/PUKHb/Akc1m08svv6zNmzdr7dq1Wr9+va666irdf//92rx5c53zn51OpyTplltu8fvZ0atXL4/Lx/ZIuUybNk3nnnuuXnvtNb311lu67777tGzZMr366qt1zis2Q58+ffTJJ5/om2++UWpqarPet79eK3/HjeMW1GqIQ4cO6bzzzlN8fLz+8Ic/qGfPnrLb7crPz9fvfvc793t2Io/dmPd9xIgR2r17t9asWaO33npLf/7zn/Xggw/qySef9Oj1b4wLLrhAb7zxhvLy8jRp0iTt3r1bF1xwgfr06aMHHnhAqampat26tf75z3/qwQcfdNfbkLbudDqVlJTkdy/w4380aSnN2Uaa6zFboq011PXXX6/ly5drwYIFGjp0qBISEmSz2XTZZZd51dEUl19+ua655hrt27dPEyZM8LsTQnO2H1+flU11//33a/bs2e5/hzfccIOWLl2qzZs3uxdpA4CGCJnQPWHChDq/ZFZVVenOO+/U888/r0OHDikjI0PLli1zr3rZtm1b94qtH330kQ4dOuR1H08++aTS0tJ0//33S6r9Zf3DDz/Ugw8+SOgGAsTkyZP19NNPa9OmTRo6dGijb+/qlTp06JDHF8Tje9Bczj77bJ199tlasmSJVq1apRkzZuiFF17Q1Vdf7TfAu4Z1R0VFafTo0Y2u8VgpKSmaO3eu5s6dq5KSEg0aNEhLlizx+3nYqVMntWnTRjt37vS67osvvlBERESTQnNmZqaef/55rVy5UnfccUed57pWRd+5c6fOP/98j+t27tzpvr457dq1S6NGjXJfPnz4sIqLi917ML///vs6ePCgXn31VY0YMcJ9XlFRUbPV0Nj3PTExUVdeeaWuvPJKHT58WCNGjNCiRYuaHLp//vlnSbXPXapddLCqqkqvv/66R++sv6G8dbX1nj176u2339awYcPqDD2u93bXrl0e0xv279/foN7nbt266e2331ZFRYVHb7drSLYZbae5mdHWevbsqX//+9+qqalp1L7wL7/8smbNmuX+XiPVjvzz9R2oKS6++GJde+212rx5s8dCcsdraPuR6h4u31CuKQcFBQVeP3Aer1+/furXr5/+93//Vx9//LGGDRumJ598UosXLz7hOgCEj5AZXl6f+fPna9OmTXrhhRf0n//8R1OnTtX48eMbNV9u06ZNXl+Uxo0bp02bNjV3uQCa6LbbblPbtm119dVX64cffvC6fvfu3V7zWo/l+jL2wQcfuI8dOXJEzz77rMd5P/74o1dP0+mnny5J7mG3rpV/j/8Cm5SUpJEjR+qpp55ScXGxVw3Hby/ki8Ph8BrmmJSUpM6dO9c5xD0yMlJjx47VmjVrPIZW//DDD1q1apWGDx/uHqbfGJdeeqn69eunJUuW+PxMrKiocK82fMYZZygpKUlPPvmkR63r1q3T559/rkmTJjX68evz9NNPe8xHzsnJ0c8//+z+ccLVm3jse1pdXa0nnnii2WpozPt+8OBBj+tiY2PVq1evBk1f8OeNN96QJPecZF/PuaysTMuXL/e4XUPa+rRp0+RwOPTHP/7R63F//vln97+B0aNHKyoqSo8++qjHfT700EMNeg4TJ06Uw+HQY4895nH8wQcflM1ma/ERHk1hRlubMmWKDhw44PW6HP84vmo5/vpHH33Ua2RPU8XGxionJ0eLFi1SZmam3/Ma2n6k2k6SE/1RYOzYsYqLi9PSpUtVWVnpcZ3r9SgvL3f/UOXSr18/RUREnNC/QwDhKWR6uuuyd+9eLV++XHv37lXnzp0l1Q7vy83N1fLly/WnP/2pQfezb98+r60pTjrpJJWXl+unn35q1iFNAJqmZ8+eWrVqlf7nf/5Hp512mq644gplZGSourpaH3/8sV566SWPvXWPN3bsWHXt2lW/+c1vdOuttyoyMlJ//etf1alTJ+3du9d93rPPPqsnnnhCF198sXr27KmKigo988wzio+Pd/eexsTEKD09XS+++KJ69+6txMREZWRkKCMjQ48//riGDx+ufv366ZprrlGPHj30ww8/aNOmTfr222/16aef1vk8Kyoq1KVLF1166aUaMGCAYmNj9fbbb2vLli0evVa+LF68WBs2bNDw4cM1d+5ctWrVSk899ZSqqqp87v/bEFFRUXr11Vc1evRojRgxQtOmTdOwYcMUFRWlHTt2aNWqVWrfvr2WLFmiqKgoLVu2TFdeeaXOO+88TZ8+3b1lWPfu3XXTTTc1qYa6VFdX64ILLtC0adO0c+dOPfHEExo+fLh+9atfSZLOOecctW/fXrNmzdINN9wgm82mv//9780+DLmh73t6erpGjhypwYMHKzExUVu3bnVvD9cQ//rXv9xhorS0VK+//ro2btyoyy67TH369JFU29Zbt26tzMxMXXvttTp8+LCeeeYZJSUlefwo0JC2ft555+naa6/V0qVLtX37do0dO1ZRUVHatWuXXnrpJT388MO69NJL1alTJ91yyy1aunSpJk+erIkTJ+qTTz7RunXr1LFjx3qfV2ZmpkaNGqU777xTe/bs0YABA/TWW29pzZo1WrBggd+tsQKJGW3tiiuu0N/+9jctXLhQeXl5Ovfcc3XkyBG9/fbbmjt3ri688EKft5s8ebL+/ve/KyEhQenp6dq0aZPefvvtBm2n1lCzZs2q95yGth9JGjx4sHJycrR48WL16tVLSUlJXiNm6hMfH68HH3xQV199tc4880xdfvnlat++vT799FMdPXpUzz77rN59913Nnz9fU6dOVe/evfXzzz/r73//uyIjIzVlypQmvRYAwlgLr5beIiQZr732mvuyaxuatm3bevy1atXKmDZtmtftZ82a5XPLoVNOOcVj2xrDMIw333zTkORz2w0A1vnvf/9rXHPNNUb37t2N1q1bG3FxccawYcOMRx991GNLnuO3/TEMw9i2bZtx1llnGa1btza6du1qPPDAA15bzuTn5xvTp083unbtakRHRxtJSUnG5MmTja1bt3rc18cff2wMHjzYaN26tdd2Pbt37zauuOIKIzk52YiKijJOPvlkY/LkycbLL7/sPufYLXiOVVVVZdx6663GgAEDjLi4OKNt27bGgAEDjCeeeKJBr09+fr4xbtw4IzY21mjTpo0xatQo4+OPP/Y4pzFbhrn8+OOPxt13323069fPaNOmjWG3242MjAzjjjvuMIqLiz3OffHFF42BAwca0dHRRmJiojFjxgzj22+/9Thn1qxZRtu2bb0e57zzzjP69u3rdfz4rYhcr9/GjRuN3/72t0b79u2N2NhYY8aMGcbBgwc9bvvRRx8ZZ599thETE2N07tzZuO2224z169d7bZXk77FnzZpldOvWzX3Z15ZhhtGw933x4sXGkCFDjHbt2hkxMTFGnz59jCVLlnhse+aLry3DWrdu7ff2r7/+utG/f3/Dbrcb3bt3N5YtW+befqqxbd0wDOPpp582Bg8ebMTExBhxcXFGv379jNtuu834/vvv3ec4HA4jOzvbSElJMWJiYoyRI0caBQUFPv8t+lJRUWHcdNNNRufOnY2oqCjjlFNOMe677z6PrbEMo/a7gK8t9RryOA1p+/62DDv+36qv7baau60ZRu32X3feeaeRlpZmREVFGcnJycall17qsTXg8Z9BP/74o3HllVcaHTt2NGJjY41x48YZX3zxhddza8qWYXU5/t+pS0Paz759+4xJkyYZcXFxhiT39mF1Pfbxn98ur7/+unHOOecYMTExRnx8vDFkyBDj+eefNwzDML766ivjqquuMnr27GnY7XYjMTHRGDVqlPH222/X+dwAwBebYZi4mohFbDabXnvtNfcK5C+++KJmzJihHTt2eC1IEhsbq+TkZI9js2fP1qFDh7xWQB8xYoQGDRrkMQzOtQAJq1kCQOBZsWKFrrzySm3ZskVnnHGG1eUAAIAwFBbDywcOHCiHw6GSkhKde+65Tb6foUOHeuzpKtXu9diUxZoAAAAAAKEvZEL34cOH9eWXX7ovFxUVafv27UpMTFTv3r01Y8YMXXHFFbr//vs1cOBA7d+/X++884769+/vXrSnsLBQ1dXVKi0tVUVFhbZv3y7plwVjrrvuOj322GO67bbbdNVVV+ndd9/VP/7xD7355pst/XQBAAAAAEEgZEL31q1bPbaDWbhwoaTaBTxWrFih5cuXa/Hixbr55pv13XffqWPHjjr77LM1efJk920mTpzosS3QwIEDJf2ykmVaWprefPNN3XTTTXr44YfVpUsX/fnPf2a7MAAAAACATyE5pxsAAAAAgEAQNvt0AwAAAADQ0gjdAAAAAACYJKjndDudTn3//feKi4uTzWazuhwAAAAAQJgwDEMVFRXq3LmzIiL892cHdej+/vvvlZqaanUZAAAAAIAw9c0336hLly5+rw/q0B0XFyep9knGx8dbXA0CSU1Njd566y2NHTtWUVFRVpeDAEP7gD+0DfhD20BdaB/wh7YR2srLy5WamurOpf4Edeh2DSmPj48ndMNDTU2N2rRpo/j4eD7g4IX2AX9oG/CHtoG60D7gD20jPNQ31ZmF1AAAAAAAMAmhGwAAAAAAkxC6AQAAAAAwSVDP6QYAAACAYOB0OlVdXW11GWiEqKgoRUZGnvD9ELoBAAAAwETV1dX69ttv5XQ6rS4FjdSuXTslJyfXu1haXQjdAAAAAGCikpISRUZGKjU1VRERzPANBoZh6OjRoyopKZEkpaSkNPm+CN0AAAAAYJKIiAj99NNPOvnkk9WmTRury0EjxMTESKr90SQpKanJQ835mQUAAAAATOLq2W7durXFlaApXD+U1NTUNPk+CN0AAAAAYLITmRMM6zTH+0boBgAAAADAJIRuAAAAAECT2Gw2rV692uoyAhqhGwAAAADgZd++fbr++uvVo0cPRUdHKzU1VZmZmXrnnXdMebz3339fNptNhw4dMuX+JWnJkiU655xz1KZNG7Vr1860xzkWq5cDAAAAQIBzOA3lFZWqpKJSSXF2DUlLVGSEefPE9+zZo2HDhqldu3a677771K9fP9XU1Gj9+vWaN2+evvjiC9Me+0QZhiGHw6FWrbzjbnV1taZOnaqhQ4fqL3/5S4vUQ083AAAAAASw3IJiDV/2rqY/s1k3vrBd05/ZrOHL3lVuQbFpjzl37lzZbDbl5eVpypQp6t27t/r27auFCxdq8+bNPm/jq6d6+/btstls2rNnjyTp66+/VmZmptq3b6+2bduqb9+++uc//6k9e/Zo1KhRkqT27dvLZrNp9uzZkiSn06mlS5cqLS1NMTExGjBggF5++WWvx123bp0GDx6s6Ohoffjhhz5rzM7O1k033aR+/fqd+IvUQPR0AwAAAECAyi0o1pyV+TKOO76vrFJzVuYrZ+Ygjc9IadbHLC0tVW5urpYsWaK2bdt6XX8iw7LnzZun6upqffDBB2rbtq0KCwsVGxur1NRUvfLKK5oyZYp27typ+Ph49z7ZS5cu1cqVK/Xkk0/qlFNO0QcffKCZM2eqU6dOOu+889z3ffvtt+v//u//1KNHD7Vv377JNTY3QjcAtKCWHhoGAACCl8NpKHttoVfgliRDkk1S9tpCjUlPbtbvE19++aUMw1CfPn2a7T5d9u7dqylTprh7mnv06OG+LjExUZKUlJTkDvZVVVX605/+pLfffltDhw513+bDDz/UU0895RG6//CHP2jMmDHNXvOJInQDQAvJLShW9tpCFZdVuo+lJNiVlZne7L9QAwCA4JdXVOrxveF4hqTiskrlFZVqaM8Ozfa4huEr5jePG264QXPmzNFbb72l0aNHa8qUKerfv7/f87/88ksdPXrUK0xXV1dr4MCBHsfOOOMMU2o+UczpBoAW4Boadvz/OF1Dw8yckwUAAIJTSYX/wN2U8xrqlFNOkc1ma/RiaRERtfHy2NBeU1Pjcc7VV1+tr776Sr/+9a/12Wef6YwzztCjjz7q9z4PHz4sSXrzzTe1fft2919hYaHHvG5JPofCBwJCNwCYrL6hYVLt0DCH07xflQEAQPBJirM363kNlZiYqHHjxunxxx/XkSNHvK73t6VXp06dJEnFxb90Jmzfvt3rvNTUVF133XV69dVXdfPNN+uZZ56RJLVu3VqS5HA43Oemp6crOjpae/fuVa9evTz+UlNTm/oUWxShGwBM1pihYVZyOA1t2n1Qa7Z/p027D/IjAAAAFhuSlqiUBLv8zda2qXaq2pC0xGZ/7Mcff1wOh0NDhgzRK6+8ol27dunzzz/XI4884p5bfTxXEF60aJF27dqlN998U/fff7/HOQsWLND69etVVFSk/Px8vffeezrttNMkSd26dZPNZtMbb7yh/fv36/Dhw4qLi9Mtt9yim266Sc8++6x2796t/Px8Pfroo3r22Wcb/bz27t2r7du3a+/evXI4HO6ec1ePuhksDd2LFi2SzWbz+DNjsj4AWMmqoWGNYcVWJAAAoG6RETZlZaZLklfwdl3Oykw3ZVHWHj16KD8/X6NGjdLNN9+sjIwMjRkzRu+8845ycnJ83iYqKkrPP/+8vvjiC/Xv31/Lli3T4sWLPc5xOByaN2+eTjvtNI0fP169e/fWE088IUk6+eSTlZ2drdtvv10nnXSS5s+fL0n64x//qLvuuktLly513+7NN99UWlpao5/X3XffrYEDByorK0uHDx/WwIEDNXDgQG3durXR99VQli+k1rdvX7399tvuy742MAeAYGbV0LCGsmIrEgAA0DDjM1KUM3OQ12KsyS2wGGtKSooee+wxPfbYY37POX7RtWHDhuk///mP33Pqmr8tSXfddZfuuusuj2M2m0033nijbrzxRp+3GTlyZIMXf1uxYoVWrFjRoHObi+UJt1WrVkpOTra6DAAwjWto2L6ySp/zum2q/R+nGUPD6mPVViQAAKDhxmekaEx6MtuOBinLQ/euXbvUuXNn2e12DR06VEuXLlXXrl19nltVVaWqqir35fLyckm1K+IdvyoewpurPdAu4IsV7ePuSafqphe3S5JHwLUdc73T8bOcjuNvaa68olKVHv5J0ZH+zyk9/JM2f1liyY8CLY3PDvhD20BdaB/wx9UmDMOQ0+mU0+ls8n3ZJJ2V1v6YI4acrL9iOqfTKcMwVFNTo8hIzy9MDf03bzPM3IStHuvWrdPhw4d16qmnqri4WNnZ2fruu+9UUFCguLg4r/MXLVqk7Oxsr+OrVq1SmzZtWqJkAAAAAGgw18je1NRU9+rcCB7V1dX65ptvtG/fPv38888e1x09elSXX365ysrKFB8f7/c+LA3dxzt06JC6deumBx54QL/5zW+8rvfV052amqoDBw7U+SQRfmpqarRhwwaNGTNGUVFRVpeDAGNl+3A4DW37+kcdOFyljrHRGtytvaVDw/KKSnXVs1vqPe+vs84Mm55uPjvgC20DdaF9wJ+amhq999576t69u9LS0mS3W7N+C5qusrJSe/bsUWpqqtf7V15ero4dO9Ybui0fXn6sdu3aqXfv3vryyy99Xh8dHa3o6Giv41FRUXzAwSfaBupiRfuIkjSs90kt+ph1ObtXkhJjY+qdb352r6SwmjfGZwf8oW2gLrQP+GOz2RQREaGICHZsDjYRERGy2Ww+/3039N97QL3rhw8f1u7du5WSwiq5ANASrNyKBACAcBJAA4zRCCcyD9/F0p7uW265RZmZmerWrZu+//57ZWVlKTIyUtOnT7eyLAAIK1ZuRQIAQKhzOByy2Wzav3+/OnXqJJuNH7KDgWEYqq6u1v79+xUREXFC8/EtDd3ffvutpk+froMHD6pTp04aPny4Nm/erE6dOllZFgCEHbYiAQDAHIZhKCUlRfv27dOePXusLgeN1KZNG3Xt2vWEpgZYGrpfeOEFKx8eAHCMyAibhvbsYHUZAACEnLZt2+qUU05hW7kgExkZqVatWp3w6ISAWkgNAAAAAEJRZGSk1z7PCA8BtZAaAAAAAAChhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJikldUFAEBLcTgN5RWVqqTsiPtylMU1AQAAILQRugGEhdyCYmWvLVRxWaWiIw3dO0Qa99AHumNSX43PSLG6PAAAAIQohpcDCHm5BcWaszJfxWWVHsd/KK/UnJX5yi0otqgyAAAAhDpCN4CQ5nAayl5bKMPHda5j2WsL5XD6OgMAAAA4MYRuACEtr6jUq4f7WIak4rJK5RWVtlxRAAAACBuEbgAhraTCf+BuynkAAABAYxC6AYS0pDh7s54HAAAANAahG0BIG5KWqJQEu2x+rrdJSkmwa0haYkuWBQAAgDBB6AYQ0iIjbMrKTJckr+DtupyVma7ICH+xHAAAAGg6QjeAkDc+I0U5MwcpOcFzCPlJ8XblzBzEPt0AAAAwTSurCwCAljA+I0Vj0pOVV1SqkrIj0jefaP2CEbJHt7a6NAAAAIQweroBhI3ICJuG9uygif1S3JcBAAAAM9HTDQQph9Oo7bWtqFRSXO1CYIRIAAAAILAQuoEglFtQrOy1hSou+2Vv6ZQEu7Iy05mfDAAAAAQQhpcDQSa3oFhzVuZ7BG5J2ldWqTkr85VbUGxRZQAAAACOR+gGgojDaSh7baEMH9e5jmWvLZTD6esMAAAAAC2N0A0EkbyiUq8e7mMZkorLKpVXVNpyRQEAAADwi9ANBJGSCv+BuynnAQAAADAXoRsIIklx9mY9DwAAAIC5CN1AEBmSlqiUBLv8bQxmU+0q5kPSEluyLAAAAAB+ELqBIBIZYVNWZrokeQVv1+WszHT26wYAAAACBKEbCDLjM1KUM3OQkhM8h5AnJ9iVM3MQ+3QDAAAAAaSV1QUAaLzxGSkak56svKJSlVRUKimudkg5PdwAAABAYCF0A0EqMsKmoT07WF0GAAAAgDowvBwAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMETOi+5557ZLPZtGDBAqtLAQAAAACgWQRE6N6yZYueeuop9e/f3+pSAAAAAABoNpaH7sOHD2vGjBl65pln1L59e6vLAQAAAACg2VgeuufNm6dJkyZp9OjRVpcCAAAAAECzamXlg7/wwgvKz8/Xli1bGnR+VVWVqqqq3JfLy8slSTU1NaqpqTGlRgQnV3ugXcAX2gf8oW3AH9oG6kL7gD+0jdDW0PfVZhiGYXItPn3zzTc644wztGHDBvdc7pEjR+r000/XQw895PM2ixYtUnZ2ttfxVatWqU2bNmaWCwAAAACA29GjR3X55ZerrKxM8fHxfs+zLHSvXr1aF198sSIjI93HHA6HbDabIiIiVFVV5XGd5LunOzU1VQcOHKjzSSL81NTUaMOGDRozZoyioqKsLgcBhvYBf2gb8Ie2gbrQPuAPbSO0lZeXq2PHjvWGbsuGl19wwQX67LPPPI5deeWV6tOnj373u995BW5Jio6OVnR0tNfxqKgoGjF8om2gLrQP+EPbgD+0DdSF9gF/aBuhqaHvqWWhOy4uThkZGR7H2rZtqw4dOngdBwAAAAAgGFm+ejkAAAAAAKHK0tXLj/f+++9bXQIAAAAAAM2Gnm4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJK2sLgAAAAAAApnDaSivqFQlFZVKirNrSFqiIiNsVpeFIEHoBgAAAAA/cguKlb22UMVlle5jKQl2ZWWma3xGioWVIVgwvBwAAAAAfMgtKNaclfkegVuS9pVVas7KfOUWFFtUGYIJoRtAyHA4DW3afVBrtn+nTbsPyuE0rC4JAAAEKYfTUPbaQvn6NuE6lr22kO8bqBfDywGEBIZ+AQCA5pRXVOrVw30sQ1JxWaXyiko1tGeHlisMQYeebgBBj6FfAACguZVU+A/cTTkP4YvQDSCoMfQLAACYISnO3qznIXwRugEEtcYM/QIAAGioIWmJSkmwy9/GYDbVTmUbkpbYkmUhCBG6AQQ1hn4BAAAzREbYlJWZLklewdt1OSsznf26US9CN4CgxtAvAABglvEZKcqZOUjJCZ7fI5IT7MqZOYjFWtEgrF4OIKi5hn7tK6v0Oa/bptr/MTL0CwAANMX4jBSNSU9WXlGpSioqlRRX+72CHm40FKEbQFBzDf2aszJfNskjeDP0CwAANIfICBvbgqHJGF4OIOgx9AsAAACBip5uACGBoV8AAAAIRIRuACGDoV8AAAAINAwvBwAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATNLK6gIAAAgFDqehvKJSlVRUKinOriFpiYqMsFldFgAAsBihGwCAE5RbUKzstYUqLqt0H0tJsCsrM13jM1IsrAwAAFiN4eUAAJyA3IJizVmZ7xG4JWlfWaXmrMxXbkGxRZUBAIBAQOgGAKCJHE5D2WsLZfi4znUse22hHE5fZwAAgHBA6AYAoInyikq9eriPZUgqLqtUXlFpyxUFAAACCqEbAIAmKqnwH7ibch4AAAg9hG4AAJooKc7erOcBAIDQQ+gGAKCJhqQlKiXBLn8bg9lUu4r5kLTEliwLAAAEEEI3AABNFBlhU1ZmuiR5BW/X5azMdPbrBgAgjBG6AQA4AeMzUpQzc5CSEzyHkCcn2JUzcxD7dAMAEOZaWV0AAADBbnxGisakJyuvqFQlFZVKiqsdUk4PNwAAIHQDANAMIiNsGtqzg9VlAACAAMPwcgAAAAAATELoBgAAAADAJAwvBwAgyDicBvPHAQAIEoRuAACCSG5BsbLXFqq4rNJ9LCXBrqzMdFZKBwAgADG8HACAIJFbUKw5K/M9Arck7Sur1JyV+cotKLaoMgAA4A+hO0A4nIY27T6oNdu/06bdB+VwGlaXBAAIIA6noey1hfL1fwfXsey1hfz/AwCAAMPw8gDAUEEAQH3yikq9eriPZUgqLqtUXlEpW5cBABBA6Om2GEMFAQANUVLhP3A35TwAANAyCN0WYqggQh3TJoDmkxRnb9bzAABAy2B4uYUYKohQxrQJoHkNSUtUSoJd+8oqff5Ya5OUnFC7fRgAAAgc9HRbiKGCCFVMmwCaX2SETVmZ6ZJqA/axXJezMtPZrxsAgABD6LYQQwURipg2AZhnfEaKcmYOUnKC5/8XkhPsypk5iFEkAAAEIIaXW4ihgghFTJsAzDU+I0Vj0pOVV1SqkopKJcXV/n+CHm4AAAITodtCrqGCc1bmyyZ5BG+GCiJYMW0CMF9khI0frQAACBIML7cYQwURapg2AQAAAPyCnu4AwFBBhBKmTQAAAAC/IHQHCIYKIlQwbQIAAAD4BcPLATQ7pk0AAAAAtejpBmAKpk0AAAAAhG4AJmLaBAAAAMIdw8sBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMImloTsnJ0f9+/dXfHy84uPjNXToUK1bt87KkgAAAAAAaDaWhu4uXbronnvu0bZt27R161adf/75uvDCC7Vjxw4rywIAAAAAoFm0svLBMzMzPS4vWbJEOTk52rx5s/r27WtRVQAAAAAANA9LQ/exHA6HXnrpJR05ckRDhw71eU5VVZWqqqrcl8vLyyVJNTU1qqmpaZE6ERxc7YF2AV9oH/CHtgF/aBuoC+0D/tA2QltD31ebYRiGybXU6bPPPtPQoUNVWVmp2NhYrVq1ShMnTvR57qJFi5Sdne11fNWqVWrTpo3ZpQIAAAAAIEk6evSoLr/8cpWVlSk+Pt7veZaH7urqau3du1dlZWV6+eWX9ec//1kbN25Uenq617m+erpTU1N14MCBOp8kwk9NTY02bNigMWPGKCoqyupyEGBoH/CHtgF/aBuoC+0D/tA2Qlt5ebk6duxYb+i2fHh569at1atXL0nS4MGDtWXLFj388MN66qmnvM6Njo5WdHS01/GoqCgaMXyibaAutA/4Q9uAP7QN1IX2AX9oG6Gpoe9pwO3T7XQ6PXqzAQAAAAAIVpb2dN9xxx2aMGGCunbtqoqKCq1atUrvv/++1q9fb2VZAAAAAAA0C0tDd0lJia644goVFxcrISFB/fv31/r16zVmzBgrywIAAAAAoFlYGrr/8pe/WPnwsIDDaSivqFQlFZVKirNrSFqiIiNsVpcFAAAAAKawfCE1hI/cgmJlry1UcVml+1hKgl1Zmekan5FiYWUAAAAAYI6AW0gNoSm3oFhzVuZ7BG5J2ldWqTkr85VbUGxRZQAAAABgHkI3TOdwGspeWyhfG8K7jmWvLZTDaemW8QAAAADQ7AjdMF1eUalXD/exDEnFZZXKKyptuaIAAAAAoAUQumG6kgr/gbsp5wEAAABAsCB0w3RJcfZmPQ8AAAAAggWhG6YbkpaolAS7/G0MZlPtKuZD0hJbsiwAAAAAMB2hG6aLjLApKzNdkryCt+tyVmY6+3UDAAAACDmEbrSI8Rkpypk5SMkJnkPIkxPsypk5iH26AQAAAISkVlYXgPAxPiNFY9KTlVdUqpKKSiXF1Q4pp4cbAAAAQKgidKNFRUbYNLRnB6vLAAAAAIAWwfByAAAAAABMQugGAAAAAMAkhG4AAAAAAEzSpNC9d+9eGYbhddwwDO3du/eEiwIAAAAAIBQ0KXSnpaVp//79XsdLS0uVlpZ2wkUBAAAAABAKmhS6DcOQzea9zdPhw4dlt9t93AIAAAAAgPDTqC3DFi5cKEmy2Wy666671KZNG/d1DodD//73v3X66ac3a4EAAAAAAASrRoXuTz75RFJtT/dnn32m1q1bu69r3bq1BgwYoFtuuaV5KwQAAAAAIEg1KnS/9957kqQrr7xSDz/8sOLj400pCgAAAACAUNCo0O2yfPny5q4DAAAAAICQ0+DQfckll2jFihWKj4/XJZdcUue5r7766gkXBgAAAABAsGtw6E5ISHCvWB4fH+9z9XIAAAAAAPCLBofuiy++2L0d2IoVK8yqBwAAAACAkNHgfbovvvhiHTp0SJIUGRmpkpISs2oCAAAAACAkNDh0d+rUSZs3b5ZUu2UYw8sBAAAAAKhbg4eXX3fddbrwwgtls9lks9mUnJzs91yHw9EsxQEAAAAAEMwaHLoXLVqkyy67TF9++aV+9atfafny5WrXrp2JpQEAAAAAENwatU93nz591KdPH2VlZWnq1Klq06aNWXUBAAAAABD0GhW6XbKysiRJ+/fv186dOyVJp556qjp16tR8lQEAAAAAEOQavJDasY4ePaqrrrpKnTt31ogRIzRixAh17txZv/nNb3T06NHmrhEAAAAAgKDUpNB90003aePGjXr99dd16NAhHTp0SGvWrNHGjRt18803N3eNAAAAAAAEpSYNL3/llVf08ssva+TIke5jEydOVExMjKZNm6acnJzmqg8AAAAAgKDV5OHlJ510ktfxpKQkhpcDAAAAAPD/NSl0Dx06VFlZWaqsrHQf++mnn5Sdna2hQ4c2W3EAAAAAAASzJg0vf+ihhzR+/Hh16dJFAwYMkCR9+umnstvtWr9+fbMWCCD8OJyG8opKVVJRqaQ4u4akJSoywmZ1WQAAAECjNSl09+vXT7t27dJzzz2nL774QpI0ffp0zZgxQzExMc1aIIDwkltQrOy1hSou+2UkTUqCXVmZ6RqfkWJhZQAAAEDjNTp019TUqE+fPnrjjTd0zTXXmFETgDCVW1CsOSvzZRx3fF9ZpeaszFfOzEEEbwAAAASVRs/pjoqK8pjLDQDNweE0lL220CtwS3Ify15bKIfT1xkAAABAYGrSQmrz5s3TsmXL9PPPPzd3PQDCVF5RqceQ8uMZkorLKpVXVNpyRQEAAAAnqElzurds2aJ33nlHb731lvr166e2bdt6XP/qq682S3EAwkdJRcNG0DT0PAAAACAQNCl0t2vXTlOmTGnuWgCEsaQ4e7OeBwAAAASCRoVup9Op++67T//9739VXV2t888/X4sWLWLFcgAnbEhaolIS7NpXVulzXrdNUnJC7fZhAAAAQLBo1JzuJUuW6Pe//71iY2N18skn65FHHtG8efPMqg1AGImMsCkrM11SbcA+lutyVmY6+3UDAAAgqDQqdP/tb3/TE088ofXr12v16tVau3atnnvuOTmdTrPqAxBGxmekKGfmICUneA4hT06ws10YAAAAglKjhpfv3btXEydOdF8ePXq0bDabvv/+e3Xp0qXZiwMQfsZnpGhMerLyikpVUlGppLjaIeX0cAMAACAYNSp0//zzz7LbPXugoqKiVFNT06xFAQhvkRE2De3ZweoyAAAAgBPWqNBtGIZmz56t6Oho97HKykpdd911HtuGsWUYAAAAAACNDN2zZs3yOjZz5sxmKwYAAAAAgFDSqNC9fPlys+oAAAAAACDkNGr1cgAAAAAA0HCEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSN2qcbAAAgnDichvKKSlVSdsR9OcrimgAAwYXQDQAA4ENuQbGy1xaquKxS0ZGG7h0ijXvoA90xqa/GZ6RYXR4AIEgwvBwAAOA4uQXFmrMyX8VllR7Hfyiv1JyV+cotKLaoMgBAsCF0AwAAHMPhNJS9tlCGj+tcx7LXFsrh9HUGAACeCN0AAADHyCsq9erhPpYhqbisUnlFpS1XFAAgaDGnGwgB7oV+KiqVFGfXkLRERUbYrC4LAIJSSYX/wN2U8wAA4Y3QDQS5Yxf6cUlJsCsrM52FfgCgCZLi7M16HgAgvDG8HAhi/hb62VfGQj8A0FRD0hKVkmCXv/FCNtX+uDkkLbElywIABClCNxCkWOgHAMwRGWFTVma6JHkFb9flrMx0pvEAABqE0A0EKRb6AQDzjM9IUc7MQUpO8BxCflK8XTkzBzF9BwDQYMzpBoIUC/0AgLnGZ6RoTHpy7UKVZUekbz7R+gUjZI9ubXVpAIAgQugGghQL/ViH1eKB8BEZYdPQnh1UUxOvf37zCf/WAQCNRugGgpRroZ99ZZU+53XbJCWz0E+zY7V4AAAANAZzuoEgxUI/LY/V4gEAANBYhG4giPlb6Cc5gYV+mhurxQMAAKApGF4OBDmPhX6YY2yaxqwWP7Rnh5YrDAAAAAGN0A2EANdCPzAPq8UDAACgKRheDgANwGrxAAAAaApCNwA0gGu1eH+D9m2qXcWc1eIBAABwLEI3ADQAq8UDAACgKQjdANBArBYPAACAxmIhNQBoBFaLBwAAQGMQugGgkVgtHgAAAA1F6EajOZwGvXwIaLRRAAAABApCNxolt6BY2WsLVVz2y17EKQl2ZWWmM58VAYE2CgAAgEDCQmposNyCYs1Zme8RZiRpX1ml5qzMV25BsUWVAbVOpI06nIY27T6oNdu/06bdB+VwGmaXCwAAgDBgaeheunSpzjzzTMXFxSkpKUkXXXSRdu7caWVJ8MPhNJS9tlC+YojrWPbaQoIKLHMibTS3oFjDl72r6c9s1o0vbNf0ZzZr+LJ3+SEJAAAAJ8zS0L1x40bNmzdPmzdv1oYNG1RTU6OxY8fqyJEjVpYFH/KKSr16D49lSCouq1ReUWnLFQUco6ltlBEcAAAAMJOlc7pzc3M9Lq9YsUJJSUnatm2bRowYYVFV8KWkwn+Yacp5QHNrXBuNl1R/77hNtb3jY9KTWYgNAAAATRJQc7rLysokSYmJiRZXguMlxdmb9TyguTWljW77+kdGcAAAAMBUAbN6udPp1IIFCzRs2DBlZGT4PKeqqkpVVVXuy+Xl5ZKkmpoa1dTUtEid4Wpglzh1ax+tH8orffYK2iSdFG/XwC5xAfFeuGoIhFrQMprSRg+UH1V0ZP3rEJSUHVFNTXzzFoyAxGcH/KFtoC60D/hD2whtDX1fbYZhBMTKV3PmzNG6dev04YcfqkuXLj7PWbRokbKzs72Or1q1Sm3atDG7RAAAAAAAJElHjx7V5ZdfrrKyMsXH+++gCYjQPX/+fK1Zs0YffPCB0tLS/J7nq6c7NTVVBw4cqPNJovm8/fkPumfdF9pX/suQ3OR4u26f0EejTzvJwso81dTUaMOGDRozZoyioqKsLgctqCFt1NU+Lhg9WpMe21Rv7/j6BSOY0x0m+OyAP7QN1IX2AX9oG6GtvLxcHTt2rDd0Wzq83DAMXX/99Xrttdf0/vvv1xm4JSk6OlrR0dFex6OiomjELWRC/y4am3Gy8opKVVJRqaQ4u4akJQZsIKFthJ/GtNHo1q11x6S+mrMyX5I8grfr7Dsm9ZU9urX5hSOg8NkBf2gbqAvtA/7QNkJTQ99TS0P3vHnztGrVKq1Zs0ZxcXHat2+fJCkhIUExMTFWloY6REbYNLRnB6vLAPxqTBsdn5GinJmDlL220GNRteQEu7Iy0zU+I8WsMgEAABAGLA3dOTk5kqSRI0d6HF++fLlmz57d8gUBCEvjM1I0Jj05aEZwAAAAIHhYPrwcAAIBIzgAAACs53AaIdcREjBbhgHBKBQ/FAAAAAAr5BYUe035SwmBKX+EbqCJrP5QIPADAAAgVOQWFGvOynyvHWX2lVVqzsp85cwcFLTBm9ANNIHVHwpWB34AAACguTichrLXFvrcwtVQ7a4y2WsLNSY9OSg7mSKsLgAINvV9KEi1HwoOpzlrFrgC/7GBW/ol8OcWFJvyuAAAAIAZ8opKvb7bHsuQVFxWqbyi0pYrqhkRuoFGsvJDwerADwAAADS3kgr/362bcl6gIXQDjWTlh0Ko/woIAACA8JMUZ2/W8wINoRtoJCs/FEL9V0AAAACEnyFpiUpJsMvfbG2batcvGpKW2JJlNRtCN9BIVn4ohPqvgAAAAAg/kRE2ZWWmS5LXd2zX5azM9KBcRE0idAONZuWHQn2BXwruXwEBAAAQnsZnpChn5iAlJ3h2HiUn2IN6uzCJLcOAJnF9KBy/bVeyydt2uQL/nJX5fs/51YCUoP0VEGgO7GEPAEBwGp+RojHpySH3/3FCN9BEVn0ojM9I0W9HpOmpD4p8Xv/0B0Ua2LV9UP8aCDQVe9gDABDcIiNsGtqzg9VlNCuGlwMnwPWhcOHpJ2tozw4t8iucw2no9U/r3oubbcMQjtjDHgAABCJCNxBk2DYM8MYe9gAAIFARuoEgw7ZhgDd+jAIAAIGK0A0EGbYNA7zxYxQAAAhUhG4gyFi5TzgQqPgxCgAABCpCNxBkrNwnHAhU/BgFAAACFaEbCEKufcKTEzx77ZIT7MqZOYitkRB2+DEKAAAEKvbpBoKUVfuEA4HK9WPU8ft0J7NPNwAAsBChGwhirn3CAdTixygAABBoCN0AgJDCj1EAACCQMKcbAAAAAACTELoBAAAAADAJoRsAAAAAAJMwpxsAALg5nAYL0QEA0IwI3QAAQJKUW1DsteVaCluuAQBwQhheDgAAlFtQrDkr8z0CtyTtK6vUnJX5yi0otqgyAACCG6EbAIAw53Aayl5bKMPHda5j2WsL5XD6OgMAANSF0A0AQJjLKyr16uE+liGpuKxSeUWlLVcUAAAhgtANAECYK6nwH7ibch4AAPgFoRsAgDCXFGdv1vMAAMAvCN0AAIS5IWmJSkmwy9/GYDbVrmI+JC2xJcsCACAkELoBAAhzkRE2ZWWmS5JX8HZdzspMD6j9uh1OQ5t2H9Sa7d9p0+6DLPIGAAhY7NMNAAA0PiNFOTMHee3TnRyA+3SznzgAIJgQugEAgKTa4D0mPVl5RaUqqahUUlztkPJA6uF27Sd+fL+2az/xnJmDCN4AgIBC6AYAAG6RETYN7dnB6jJ8qm8/cZtq9xMfk54cUD8UAADCG3O6AQBAUGA/cQBAMKKnG0DYcjgNbd19MGCH0QLwxH7iAIBgROgGELbGPfSBvv6xyn2ZhZiAwMZ+4gCAYMTwcgBh5+3Pf5Ak7Sv37A1zLcSUW1BsRVkA6sF+4gCAYEToBhBWHE5D96z7wud1rsWZstcWsucvEICCcT9xAAAI3QDCSl5RqVcP97FYiAkIbK79xJMTPIeQJyfY2S4MABCQmNMNoMEcTiOg9+9tCBZiAoJfMOwnDgCAC6EbQIPkFhQre22hx3Y9wbjwGAsxAaEhkPcTBwDgWAwvB1Cv3IJizVmZ77U/bjAuPDYkLVHJ8f4DNQsxAQAAoDkRugHUyeE0lL22UL6WFQvGhcciI2y6fUIfSSzEBAAAAPMRugHUKa+o1KuH+1jBuPDY6NNOkiSdFM9CTAAAADAXc7oB1CmUFx5bv2CEPvm2goWYAAAAYBpCN4A6hfLCYyzEBAAAALMxvBxAnYakJSolwe41/9mFhccAAAAA/wjdAOoUGWFTVma6JBYeAwAAABqL0A2gXuMzUpQzc5CSE1h4DAAAAGgM5nQDaJDxGSkak56svKJSFh4DAAAAGojQDaDBWHgMAAAAaBxCN0zncBr0jgIAAAAIS4RumCq3oFjZawtVXPbLHs4pCXZlZaYzDxgAAABAyGMhNZgmt6BYc1bmewRuSdpXVqk5K/OVW1BsUWUAAAAA0DII3TCFw2koe22hDB/XuY5lry2Uw+nrDAAAAAAIDYRumCKvqNSrh/tYhqTiskrlFZW2XFEAAAAA0MII3TBFSYX/wN2U8wAAAAAgGBG6YYqkOHuzngcAAAAAwYjVy2GKIWmJSkmwa19Zpc953TZJyQm124ehadiKDQAAAAh8hG6YIjLCpqzMdM1ZmS+b5BG8XbEwKzOdkNhEbMUGAAAABAeGl8M04zNSlDNzkJITPIeQJyfYlTNzEOGwidiKDQAAAAge9HTDVOMzUjQmPZlh0M2kvq3YbKrdim1MejKvMQAAABAACN0wXWSETUN7drC6jJDQmK3YeM0BAAAA6xG6gQDkb5E0tmIDAAAAgguhGwgwdS2SxlZsAAAAQHBhITUggNS3SNqPR6qUkmCXv9naNtUGdLZiAwAAAAIDoRsIEPUtkiZJf3zzc901KV2SvII3W7EBAAAAgYfQDQSIhi6S1r5ta7ZiAwAAAIIEc7rRYvwtDtbct2nJ+ppTYxZJu/D0k9mKDQAAAAgChG60iLoWB/PXM9uU27Rkfc2tsYuksRUbAAAAEPgYXg7T1bc4WG5BcbPcpiXrM8OQtERLF0lzOA1t2n1Qa7Z/p027D8rh9DW7HAAAAEBjELphqoYsDpa9ttAj4DXlNi1Zn1kiI2zKyrRmkbTcgmINX/aupj+zWTe+sF3Tn9ms4cvebbEfHAAAAIBQReiGqRq6OFheUekJ3aYl6zPT+IyUFl8kLVB6+gEAAIBQxJxumKoxi4OdyG2aqiUfq6HGZ6S02CJp9fX021Tb0z8mPZlF2gAAAIAmIHTDVI1dHKypt2mqlnysxmipRdIa09PPom0AAABA4zG8PEy11KJZTVkcrCUXFLN68TKrBWJPPwAAABBKCN1hqCUXzWrK4mAtuaCYlYuXBYJA7ekHAAAAQgWhO8yYtWhWXT3nTVkcrCUXFLNi8bJAEe49/QAAAIDZmNMdRsxaNCu3oFjZaws9gnxKgl1ZmenuwNqUxcFackGxlnysQOLq6Z+zMl82yaNthENPPwAAAGA2QncYMWPRLFfP+fFB3tVzfmxPcVMWB2upBcVa+rECiaun//gfTpKP++EEAAAAQOMRusNIcy+axXZToSNce/oBAAAAs1k6p/uDDz5QZmamOnfuLJvNptWrV1tZTshr7kWzGtNzjsDn6um/8PSTNbRnBwI3AAAA0AwsDd1HjhzRgAED9Pjjj1tZRtho7kWz2G4KAAAAAOpm6fDyCRMmaMKECVaWEFaae9EstpsKXA6nwVBxAAAAIAAE1ZzuqqoqVVVVuS+Xl5dLkmpqalRTU2NVWUHlglM76onLB+iedV9oX/kxi2bF23X7hD664NSODX4tB3aJU7f20fqhvNLnvG6bpJPi7RrYJa7F3x/X44Vju3j78x/8vr+jTzvJwsoCRzi3D9SNtgF/aBuoC+0D/tA2QltD31ebYRi+8lKLs9lseu2113TRRRf5PWfRokXKzs72Or5q1Sq1adPGxOoAAAAAAPjF0aNHdfnll6usrEzx8fF+zwuq0O2rpzs1NVUHDhyo80mGK4fT0Lavf9SBw1XqGButwd3amzLEOJB6Vl21/Hj4J/3xDKfu2hqh9rExzVZLS72mTeFwGhr30Ace78OxXCMP1i8YETA1W6WmpkYbNmzQmDFjFBUVZXU5CCC0DfhD20BdaB/wh7YR2srLy9WxY8d6Q3dQDS+Pjo5WdHS01/GoqCga8XFyC4q99l1OMWnf5Qn9u2hsxsmWzyHOLSjW3FWfypAUHVn72FVOm/b+WKW5qz712DO8qfffUq9pU2zdfVBf/1gl+V0qT/r6xyp98m1FWO5H7gufHfCHtgF/aBuoC+0D/tA2QlND31NLVy+HOXILijVnZb7Xdl77yio1Z2W+cguKm/0xrd5uqr49w6XaPcMdzqYN7LDiNW0sVpNvPIfT0KbdB7Vm+3fatPtgk9sHAAAA4I+lPd2HDx/Wl19+6b5cVFSk7du3KzExUV27drWwsuBVX/i0qTZ8jklPDqkhxo3ZM7yxvbzB8pqymnzjjXvog/8/OqBWII1cAAAAQGiwtKd769atGjhwoAYOHChJWrhwoQYOHKi7777byrKCWmPCZygxs5c3WF7T5t6HPZS9/fkPkuQ1/z2QRi4AAAAgNFgaukeOHCnDMLz+VqxYYWVZQS1QhxibPYzXzF7eQH1Nj+fah13yntXdlH3YQ5XDaeiedV/4vK45piIAAAAAxwqqhdRQv0AcYtwSC5C5enn3lfnfMzy5ib28gfia+jM+I0U5Mwd5vd7JDJt2yysq9bvCu3RiUxEAAACA4xG6Q4yZ4bMpXAuQHV+Laxjvia4o7uLq5Z2zMr/Ze3kD7TWtz/iMFI1JT7Z8NflAFSwjFwAAABAaWL08xATSEGOzVxQ/nquXNznBs8c5OcF+QuE+kF7ThrJ6NflAFkwjFwCELnZPAIDwQU93CAqUIcZmrijuj6uXd/OXJTrw+Wb9ddaZOrtX0gmHzkB5TXHihqQlKjneLumIz+sDbeQCgNDTEtOuAACBg9AdogJhiLFVw3gjI2wakpaof36uZn3OgfCa4sRFRth0+4Q+qi7aFjQjFwCEjpaadgUACByE7hDmGmJslVAcxmv1a4rmMfq0k/TPIumkeLvHPt2MXABgpvqmXdlUO+1qTHoyP/wBQAghdMM0LbEAmcNp0POMJlu/YIQ++baC9gOgRVgx7QoAYD1CN0xz/Irixwbv5hjGW9ecuAtO7djkuhE+GLkAoCWxewIAhCdWL4epzFpR3DUn7vgeA9ecuLc//6HJNQMAYIZQnHYFAKgfPd0wXXMvQNaQOXH3rPtCC/ucSNXwheH8ANB0LTHtCgAQeAjdaBHNOYy3IXPi9pUzNK+5scUNAJwYs6ddAQACE8PLEXSY69by6hvOn1tQbFFlQPBwOA1t2n1Qa7Z/p027D8rh9NXXiVBn1rQrAEDgoqcbQYe5bi2LLW6AE8dIERyruaddAQACGz3dCDquOXH+vprYJCXHE8ybS2O2uAHgjZEi8MU17erC00/W0J4dCNwAEMII3Qg6rjlxkryCt+vy7RNYRa25sMUN0HT1jRSRakeKhNpQc4bSAwDwC4aXIyi55sQdP1wz+Zh9uv9ZZGGBIYQtboCma8xIkVDZM56h9AAAeCJ0I2jVNSeupqbG6vJCBlvcAE0XbiNFXEPpj/+scA2lZ6EwAEA4Yng5ghpz4szXkOH8bHED+BZOI0XCdSg9AAD1IXQDqBdb3IQe5ty2jIYs/JgSIiNFWHQRAADfGF4OOZwG25agXmxxEzqYc9tyXCNF5qzMl03y6AUOtZEi4TaUHgCAhiJ0hzm+fKMxXMP5EbyYc9vy6lv4MVRe73AaSg8AQGMQusMYX76B8FLfnFubaufcjklPDome10ASDiNFWHQRAADfmNMdpsJ5wRvmsiJcMefWWqG+8COLLgIA4Bs93WEqHPeOlRhOj/DGnFuYLVyG0gMA0BiE7jAVjl++GU6PcMecW7SEcBhKDwBAYxC6w1S4fflmLivAnFu0HBZdBADgF8zpDlPhtHesxFxWQGLOLQAAgBUI3WEq3L58h+NwesAX15zb5ATPUSzJCXamWAAAAJiA4eVhLJwWvAm34fRAXZhzCwAA0HII3WEuXL58M5cV8MScWwAAgJZB6EZYfPl2DaefszJfNskjeIficHoAAAAAgYE53QgbzGUFAAAA0NLo6UZYCZfh9AAAAAACA6EbYScchtMDAAAACAwMLwcAAAAAwCT0dLcAh9NgODMAAAAAhCFCt8lyC4q99sFOCcJ9sPnhAAAAAAAaj9BtotyCYs1Zme+1L/S+skrNWZkfNCtmh8oPBwAAAADQ0pjTbRKH01D22kKvwC39skd09tpCOZy+zmjeOjbtPqg127/Tpt0HG/14rh8Ojg3c0i8/HOQWFDdnuQAAAAAQUujpNkleUalXUD2WIam4rFJ5RaWmraR9oj3U9f1wYFPtDwdj0pMZag4AAAAAPtDTbZKSCv+BuynnNVZz9FA35ocDAAAAAIA3QrdJkuLszXpeYzTX0HarfzgAAAAAgGBH6DbJkLREpSTY5W/QtU21Q72HpCU2+2M3Vw+1lT8cAAAAAEAoIHSbJDLCpqzMdEnyCt6uy1mZ6abMhW6uHmorfzgAAAAAgFBA6DbR+IwU5cwcpOQEz57g5AS7qduFNVcPtZU/HAAAAABAKGD1cpONz0jRmPRk5RWVqqSiUklxtT3DZgZVVw/1vrJKn/O6baoN/g3poXb9cHD8KujJ7NMNAAAAAPUidLeAyAibaduC+Xu8rMx0zVmZL5vkEbyb0kNtxQ8HAAAAABAKCN0hqrl7qFv6hwMAAAAACAWE7hBGDzUAAAAAWIvQHeLooQYAAAAA67B6OQAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASFlIDAKAJHE6D3SEAAEC9CN0AADRSbkGxstcWqris0n0sJcGurMx0jc9IsbAyAAAQaBheDgBAI+QWFGvOynyPwC1J+8oqNWdlvnILii2qDAAABCJCNwAADeRwGspeWyjDx3WuY9lrC+Vw+joDAACEI0I3AAANlFdU6tXDfSxDUnFZpfKKSluuKAAAENAI3QAANFBJhf/A3ZTzAABA6CN0AwDQQElx9mY9DwAAhD5CNwAADTQkLVEpCXb52xjMptpVzIekJbZkWQAAIIARugEAaKDICJuyMtMlySt4uy5nZaazXzcAAHAjdAMA0AjjM1KUM3OQkhM8h5AnJ9iVM3MQ+3QDAAAPrawuAACAYDM+I0Vj0pOVV1SqkopKJcXVDimnhxsAAByP0I0W5XAaHl9SB3drr21f/8iXVgBenw+B/nkQGWHT0J4drC4DAAAEOEI3WkxuQbGy1xZ67HEbYZOcxi/npCTYlZWZzvBMIMz4+nzg8wAAAIQC5nSjReQWFGvOynyPL9SSZ+CWpH1llZqzMl+5BcUtWB0AK/n7fODzAAAAhAJCN0zncBrKXlsoo/5T3edkry2U4/hEDiDk1PX5wOcBAAAIBYRumC6vqNSrB6suhqTiskrlFZWaVxSAgFDf5wOfBwAAINgRumG6koqGB+7muB2A4NHQf+d8HgAAgGBF6IbpkuLs9Z/UjLcDEDwa+u+czwMAABCsCN0w3ZC0RKUk2NXQjX9sql21eEhaopllAQgA9X0+8HkAAACCHaEbpouMsCkrM12S6g3eruuzMtMDen9eAM2jrs8HPg8AAEAoIHSjRYzPSFHOzEFKTvAcInr89+jkBLtyZg5iX14gjPj7fODzAAAAhIJWVheA8DE+I0Vj0pOVV1SqkopKJcXZNbhbe237+kf35SFpifRoAWHI1+cDnwcAACAUELrRoiIjbBras4PHseMvAwhPvj4fAAAAgh3DywEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMEROh+/PHH1b17d9ntdp111lnKy8uzuiQAAAAAAE6Y5aH7xRdf1MKFC5WVlaX8/HwNGDBA48aNU0lJidWlAQAAAABwQiwP3Q888ICuueYaXXnllUpPT9eTTz6pNm3a6K9//avVpQEAAAAAcEIsDd3V1dXatm2bRo8e7T4WERGh0aNHa9OmTRZWBgAAAADAiWtl5YMfOHBADodDJ510ksfxk046SV988YXX+VVVVaqqqnJfLi8vlyTV1NSopqbG3GIRVFztgXYBX2gf8Ie2AX9oG6gL7QP+0DZCW0PfV0tDd2MtXbpU2dnZXsffeusttWnTxoKKEOg2bNhgdQkIYLQP+EPbgD+0DdSF9gF/aBuh6ejRow06z9LQ3bFjR0VGRuqHH37wOP7DDz8oOTnZ6/w77rhDCxcudF8uLy9Xamqqxo4dq/j4eNPrRfCoqanRhg0bNGbMGEVFRVldDgIM7QP+0DbgD20DdaF9wB/aRmhzjbyuj6Whu3Xr1ho8eLDeeecdXXTRRZIkp9Opd955R/Pnz/c6Pzo6WtHR0V7Ho6KiaMTwibaButA+4A9tA/7QNlAX2gf8oW2Epoa+p5YPL1+4cKFmzZqlM844Q0OGDNFDDz2kI0eO6Morr7S6NAAAAAAATojloft//ud/tH//ft19993at2+fTj/9dOXm5notruaLYRiSGt6tj/BRU1Ojo0ePqry8nF8V4YX2AX9oG/CHtoG60D7gD20jtLlyqCuX+mMz6jsjgH377bdKTU21ugwAAAAAQJj65ptv1KVLF7/XB3Xodjqd+v777xUXFyebzWZ1OQggrkX2vvnmGxbZgxfaB/yhbcAf2gbqQvuAP7SN0GYYhioqKtS5c2dFRET4Pc/y4eUnIiIios5fFID4+Hg+4OAX7QP+0DbgD20DdaF9wB/aRuhKSEio9xz/cRwAAAAAAJwQQjcAAAAAACYhdCMkRUdHKysry+e+7gDtA/7QNuAPbQN1oX3AH9oGpCBfSA0AAAAAgEBGTzcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0I6R88MEHyszMVOfOnWWz2bR69WqrS0KAWLp0qc4880zFxcUpKSlJF110kXbu3Gl1WQgQOTk56t+/v3sf1aFDh2rdunVWl4UAdM8998hms2nBggVWlwKLLVq0SDabzeOvT58+VpeFAPLdd99p5syZ6tChg2JiYtSvXz9t3brV6rJgAUI3QsqRI0c0YMAAPf7441aXggCzceNGzZs3T5s3b9aGDRtUU1OjsWPH6siRI1aXhgDQpUsX3XPPPdq2bZu2bt2q888/XxdeeKF27NhhdWkIIFu2bNFTTz2l/v37W10KAkTfvn1VXFzs/vvwww+tLgkB4scff9SwYcMUFRWldevWqbCwUPfff7/at29vdWmwQCurCwCa04QJEzRhwgSry0AAys3N9bi8YsUKJSUladu2bRoxYoRFVSFQZGZmelxesmSJcnJytHnzZvXt29eiqhBIDh8+rBkzZuiZZ57R4sWLrS4HAaJVq1ZKTk62ugwEoGXLlik1NVXLly93H0tLS7OwIliJnm4AYamsrEySlJiYaHElCDQOh0MvvPCCjhw5oqFDh1pdDgLEvHnzNGnSJI0ePdrqUhBAdu3apc6dO6tHjx6aMWOG9u7da3VJCBCvv/66zjjjDE2dOlVJSUkaOHCgnnnmGavLgkXo6QYQdpxOpxYsWKBhw4YpIyPD6nIQID777DMNHTpUlZWVio2N1Wuvvab09HSry0IAeOGFF5Sfn68tW7ZYXQoCyFlnnaUVK1bo1FNPVXFxsbKzs3XuueeqoKBAcXFxVpcHi3311VfKycnRwoUL9fvf/15btmzRDTfcoNatW2vWrFlWl4cWRugGEHbmzZungoIC5t7Bw6mnnqrt27errKxML7/8smbNmqWNGzcSvMPcN998oxtvvFEbNmyQ3W63uhwEkGOns/Xv319nnXWWunXrpn/84x/6zW9+Y2FlCAROp1NnnHGG/vSnP0mSBg4cqIKCAj355JOE7jDE8HIAYWX+/Pl644039N5776lLly5Wl4MA0rp1a/Xq1UuDBw/W0qVLNWDAAD388MNWlwWLbdu2TSUlJRo0aJBatWqlVq1aaePGjXrkkUfUqlUrORwOq0tEgGjXrp169+6tL7/80upSEABSUlK8frQ97bTTmIIQpujpBhAWDMPQ9ddfr9dee03vv/8+i5mgXk6nU1VVVVaXAYtdcMEF+uyzzzyOXXnllerTp49+97vfKTIy0qLKEGgOHz6s3bt369e//rXVpSAADBs2zGtr0v/+97/q1q2bRRXBSoRuhJTDhw97/MJcVFSk7du3KzExUV27drWwMlht3rx5WrVqldasWaO4uDjt27dPkpSQkKCYmBiLq4PV7rjjDk2YMEFdu3ZVRUWFVq1apffff1/r16+3ujRYLC4uzmvth7Zt26pDhw6sCRHmbrnlFmVmZqpbt276/vvvlZWVpcjISE2fPt3q0hAAbrrpJp1zzjn605/+pGnTpikvL09PP/20nn76aatLgwUI3QgpW7du1ahRo9yXFy5cKEmaNWuWVqxYYVFVCAQ5OTmSpJEjR3ocX758uWbPnt3yBSGglJSU6IorrlBxcbESEhLUv39/rV+/XmPGjLG6NAAB6ttvv9X06dN18OBBderUScOHD9fmzZvVqVMnq0tDADjzzDP12muv6Y477tAf/vAHpaWl6aGHHtKMGTOsLg0WsBmGYVhdBAAAAAAAoYiF1AAAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAIYytWrFC7du2sLgMAgEb54IMPlJmZqc6dO8tms2n16tWNun1lZaVmz56tfv36qVWrVrrooou8zikuLtbll1+u3r17KyIiQgsWLGhSrYRuAACC2P79+zVnzhx17dpV0dHRSk5O1rhx4/TRRx9ZXRoAAKY5cuSIBgwYoMcff7xJt3c4HIqJidENN9yg0aNH+zynqqpKnTp10v/+7/9qwIABTa61VZNvCQAALDdlyhRVV1fr2WefVY8ePfTDDz/onXfe0cGDB60uDQAA00yYMEETJkzwe31VVZXuvPNOPf/88zp06JAyMjK0bNkyjRw5UpLUtm1b5eTkSJI++ugjHTp0yOs+unfvrocffliS9Ne//rXJtdLTDQBAkDp06JD+9a9/admyZRo1apS6deumIUOG6I477tCvfvUrSdIDDzygfv36qW3btkpNTdXcuXN1+PDhOu93zZo1GjRokOx2u3r06KHs7Gz9/PPPkiTDMLRo0SJ3z3rnzp11ww03mP5cAQBojPnz52vTpk164YUX9J///EdTp07V+PHjtWvXrhavhdANAECQio2NVWxsrFavXq2qqiqf50REROiRRx7Rjh079Oyzz+rdd9/Vbbfd5vc+//Wvf+mKK67QjTfeqMLCQj311FNasWKFlixZIkl65ZVX9OCDD+qpp57Srl27tHr1avXr18+U5wcAQFPs3btXy5cv10svvaRzzz1XPXv21C233KLhw4dr+fLlLV4Pw8sBAAhSrVq10ooVK3TNNdfoySef1KBBg3TeeefpsssuU//+/SXJY9GX7t27a/Hixbruuuv0xBNP+LzP7Oxs3X777Zo1a5YkqUePHvrjH/+o2267TVlZWdq7d6+Sk5M1evRoRUVFqWvXrhoyZIjpzxUAgIb67LPP5HA41Lt3b4/jVVVV6tChQ4vXQ+gGACCITZkyRZMmTdK//vUvbd68WevWrdO9996rP//5z5o9e7befvttLV26VF988YXKy8v1888/q7KyUkePHlWbNm287u/TTz/VRx995O7ZlmoXm3HdZurUqXrooYfUo0cPjR8/XhMnTlRmZqZateIrBQAgMBw+fFiRkZHatm2bIiMjPa6LjY1t8XoYXg4AQJCz2+0aM2aM7rrrLn388ceaPXu2srKytGfPHk2ePFn9+/fXK6+8om3btrlXea2urvZ5X4cPH1Z2dra2b9/u/vvss8+0a9cu2e12paamaufOnXriiScUExOjuXPnasSIEaqpqWnJpwwAgF8DBw6Uw+FQSUmJevXq5fGXnJzc4vXwszQAACEmPT1dq1ev1rZt2+R0OnX//fcrIqL2d/Z//OMfdd520KBB2rlzp3r16uX3nJiYGGVmZiozM1Pz5s1Tnz599Nlnn2nQoEHN+jwAAPDn8OHD+vLLL92Xi4qKtH37diUmJqp3796aMWOGrrjiCt1///0aOHCg9u/fr3feeUf9+/fXpEmTJEmFhYWqrq5WaWmpKioqtH37dknS6aef7r5f17HDhw9r//792r59u1q3bq309PQG10roBgAgSB08eFBTp07VVVddpf79+ysuLk5bt27VvffeqwsvvFC9evVSTU2NHn30UWVmZuqjjz7Sk08+Wed93n333Zo8ebK6du2qSy+9VBEREfr0009VUFCgxYsXa8WKFXI4HDrrrLPUpk0brVy5UjExMerWrVsLPWsAAKStW7dq1KhR7ssLFy6UJM2aNUsrVqzQ8uXLtXjxYt1888367rvv1LFjR5199tmaPHmy+zYTJ07U119/7b48cOBASbU7dRx/TJK2bdumVatWqVu3btqzZ0+Da7UZx94jAAAIGlVVVVq0aJHeeust7d69WzU1NUpNTdXUqVP1+9//XjExMXrwwQd133336dChQxoxYoT7l/8ff/xR7dq104oVK7RgwQKP/UnXr1+vP/zhD/rkk08UFRWlPn366Oqrr9Y111yj1atX65577tHnn38uh8Ohfv36afHixbrggguseyEAAAhghG4AAAAAAEzCQmoAAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJ/h9vDe6yXmwZ4gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "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": [],
      "metadata": {
        "id": "Zv8eie-fbyt8"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}