Pandas(Read_Write_CSV_files).ipynb

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      "cell_type": "markdown",
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        "<a href=\"https://colab.research.google.com/github/shuvookd/Machine_Learning/blob/main/Pandas(Read_Write_CSV_files).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "markdown",
      "source": [
        "# **Read CSV Files**"
      ],
      "metadata": {
        "id": "oFf8fYMp09Kf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Import Pandas**"
      ],
      "metadata": {
        "id": "HxX72ZV13eT9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd"
      ],
      "metadata": {
        "id": "ONoXgV7P3hvJ"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Load Dataset**"
      ],
      "metadata": {
        "id": "cb9WiedQ3Ipp"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 4,
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        "id": "0_UluD_n0vdP",
        "outputId": "08bb1d01-5f85-48ec-b8a1-363577c30c58"
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      "outputs": [
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Student ID  Class  Study hrs  Sleeping hrs  Social Media usage hrs  \\\n",
              "0        1001     10          2             9                       3   \n",
              "1        1002     10          6             8                       2   \n",
              "2        1003     10          3             8                       2   \n",
              "3        1004     11          0            10                       1   \n",
              "4        1005     11          4             7                       2   \n",
              "5        1006     11         10             7                       0   \n",
              "6        1007     12          4             6                       0   \n",
              "7        1008     12         10             6                       2   \n",
              "8        1009     12          2             8                       2   \n",
              "9        1010     12          6             9                       1   \n",
              "\n",
              "   Mobile Games hrs  Percantege  \n",
              "0                 5          50  \n",
              "1                 0          80  \n",
              "2                 4          60  \n",
              "3                 5          45  \n",
              "4                 0          75  \n",
              "5                 0          96  \n",
              "6                 0          80  \n",
              "7                 0          90  \n",
              "8                 4          60  \n",
              "9                 0          85  "
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              "      <td>75</td>\n",
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              "      <td>96</td>\n",
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              "      <td>90</td>\n",
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              "      <td>1009</td>\n",
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              "      <td>60</td>\n",
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              "      <th>9</th>\n",
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              "      <td>9</td>\n",
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              "      <td>85</td>\n",
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              "                                                     [key], {});\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
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          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "pd.read_csv('/content/student_results.csv')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pd.read_csv('/content/Top-10-IT-Companies-in-India.csv')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "NcnU2sKX1EXj",
        "outputId": "334dbefc-814e-46fa-8434-3434b5d2513a"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Top 10 IT Companies in India\n",
              "0                          TCS\n",
              "1                      Infosys\n",
              "2                Tech Mahindra\n",
              "3                        Wipro\n",
              "4             HCL Technologies\n",
              "5                 L&T Infotech\n",
              "6                     Mindtree\n",
              "7                      Mphasis\n",
              "8    Oracle Financial Services\n",
              "9                  Rotla India"
            ],
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              "      <td>Infosys</td>\n",
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              "      <td>Wipro</td>\n",
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              "      <td>HCL Technologies</td>\n",
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              "      <td>Mindtree</td>\n",
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              "      <td>Mphasis</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Oracle Financial Services</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Rotla India</td>\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
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            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **To Know where Stored Pandas File**"
      ],
      "metadata": {
        "id": "SiytdeaD3tHD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "print(os.getcwd())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kGw73eMc1MC6",
        "outputId": "974b46e6-5c0b-4c60-ca3c-653bef422c0d"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Write CSV Files**"
      ],
      "metadata": {
        "id": "DApLCv6A1QRD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/Fortune_10.csv')\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "arjuF_lj1OG_",
        "outputId": "1fb3e7b8-b305-4457-9f13-fc02b7a33867"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID             Name             Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone          IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation               Health       2012  $10,597,009    \n",
              "3   4         Mattouch          IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill               Health       2009  $10,573,990    \n",
              "5   6         Techline               Health       2006  $13,898,119    \n",
              "6   7          Cityace               Health       2010   $9,254,614    \n",
              "7   8   Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
              "9  5,635,276 Dollars   5453060     7%  "
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              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
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              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
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              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
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              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
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              "      <th>7</th>\n",
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              "      <td>Kayelectronics</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **To Know Columns**"
      ],
      "metadata": {
        "id": "jgn0Anl-4FKP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MxdJNjyi2PYq",
        "outputId": "19bea1e0-0e90-4f41-ccbe-4ee85be27e74"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['ID', 'Name', 'Industry', 'Inception', 'Revenue', 'Expenses', 'Profit',\n",
              "       'Growth'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **To read specific first 2 Rows**"
      ],
      "metadata": {
        "id": "DwLi7_m54Q40"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df1 = pd.read_csv('/content/Fortune_10.csv', nrows = 2)\n",
        "df1"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 112
        },
        "id": "7xN1tKDj2Q7h",
        "outputId": "75f931be-373e-4963-9c22-a95cbdc93fca"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID       Name            Industry  Inception       Revenue  \\\n",
              "0   1    Lamtone         IT Services       2009  $11,757,018    \n",
              "1   2  Stripfind  Financial Services       2010  $12,329,371    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  "
            ],
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              "            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",
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              "  "
            ]
          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **To read specific Single/Multiple Columns**"
      ],
      "metadata": {
        "id": "TqBSvwIq4Y8w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df2 = pd.read_csv('/content/Fortune_10.csv', usecols= [2])\n",
        "df2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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        "id": "juNJ0ZLF2TNx",
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      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Industry\n",
              "0          IT Services\n",
              "1   Financial Services\n",
              "2               Health\n",
              "3          IT Services\n",
              "4               Health\n",
              "5               Health\n",
              "6               Health\n",
              "7               Health\n",
              "8          IT Services\n",
              "9  Government Services"
            ],
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Health</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Health</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>IT Services</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Government Services</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b36a4e64-e9c8-46ac-b182-351122718ddc')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [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-b36a4e64-e9c8-46ac-b182-351122718ddc 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-b36a4e64-e9c8-46ac-b182-351122718ddc');\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": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df3 = pd.read_csv('/content/Fortune_10.csv', usecols= [2,4,7])\n",
        "df3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "bpx4Jy_B2VCX",
        "outputId": "0b7c4979-4456-4aab-fe51-b0883307b1e9"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Industry       Revenue Growth\n",
              "0          IT Services  $11,757,018     30%\n",
              "1   Financial Services  $12,329,371     20%\n",
              "2               Health  $10,597,009      7%\n",
              "3          IT Services  $14,026,934     26%\n",
              "4               Health  $10,573,990      8%\n",
              "5               Health  $13,898,119     23%\n",
              "6               Health   $9,254,614      6%\n",
              "7               Health   $9,451,943      4%\n",
              "8          IT Services  $14,001,180     18%\n",
              "9  Government Services  $11,088,336      7%"
            ],
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              "\n",
              "  <div id=\"df-bbf7b5d2-ca3e-4f67-a7ab-43ce2b916c1b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Industry</th>\n",
              "      <th>Revenue</th>\n",
              "      <th>Growth</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>IT Services</td>\n",
              "      <td>$11,757,018</td>\n",
              "      <td>30%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Financial Services</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>20%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Health</td>\n",
              "      <td>$10,597,009</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>IT Services</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Health</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Health</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Health</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Health</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>IT Services</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Government Services</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bbf7b5d2-ca3e-4f67-a7ab-43ce2b916c1b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [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-bbf7b5d2-ca3e-4f67-a7ab-43ce2b916c1b 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-bbf7b5d2-ca3e-4f67-a7ab-43ce2b916c1b');\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": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **To Skip Specific single/Multiple Rows by adding []**"
      ],
      "metadata": {
        "id": "OZXV1bav4mQ9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df4 = pd.read_csv('/content/Fortune_10.csv', skiprows= 0)\n",
        "df4"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "iwb4Azxq2XRi",
        "outputId": "7df31c6a-5e07-4729-fd71-6e524a470fe7"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID             Name             Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone          IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation               Health       2012  $10,597,009    \n",
              "3   4         Mattouch          IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill               Health       2009  $10,573,990    \n",
              "5   6         Techline               Health       2006  $13,898,119    \n",
              "6   7          Cityace               Health       2010   $9,254,614    \n",
              "7   8   Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
              "9  5,635,276 Dollars   5453060     7%  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-352189ec-2ab1-467d-88e4-41fbac09dd72\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "\n",
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              "      <th>ID</th>\n",
              "      <th>Name</th>\n",
              "      <th>Industry</th>\n",
              "      <th>Inception</th>\n",
              "      <th>Revenue</th>\n",
              "      <th>Expenses</th>\n",
              "      <th>Profit</th>\n",
              "      <th>Growth</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Lamtone</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2009</td>\n",
              "      <td>$11,757,018</td>\n",
              "      <td>6,482,465 Dollars</td>\n",
              "      <td>5274553</td>\n",
              "      <td>30%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Stripfind</td>\n",
              "      <td>Financial Services</td>\n",
              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
              "      <td>20%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Canecorporation</td>\n",
              "      <td>Health</td>\n",
              "      <td>2012</td>\n",
              "      <td>$10,597,009</td>\n",
              "      <td>7,591,189 Dollars</td>\n",
              "      <td>3005820</td>\n",
              "      <td>7%</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-352189ec-2ab1-467d-88e4-41fbac09dd72')\"\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 0 24 24\"\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-352189ec-2ab1-467d-88e4-41fbac09dd72');\n",
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              "            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",
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              "  "
            ]
          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df5 = pd.read_csv('/content/Fortune_10.csv', skiprows= [1,2,3])\n",
        "df5"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "cEgn5FVe2bFh",
        "outputId": "be1c64d0-17a6-468a-cd00-918a1503c2be"
      },
      "execution_count": 13,
      "outputs": [
        {
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            "text/plain": [
              "   ID            Name             Industry  Inception       Revenue  \\\n",
              "0   4        Mattouch          IT Services       2013  $14,026,934    \n",
              "1   5       Techdrill               Health       2009  $10,573,990    \n",
              "2   6        Techline               Health       2006  $13,898,119    \n",
              "3   7         Cityace               Health       2010   $9,254,614    \n",
              "4   8  Kayelectronics               Health       2009   $9,451,943    \n",
              "5   9         Ganzlax          IT Services       2011  $14,001,180    \n",
              "6  10     Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  7,429,377 Dollars   6597557    26%  \n",
              "1  7,435,363 Dollars   3138627     8%  \n",
              "2  5,470,303 Dollars   8427816    23%  \n",
              "3  6,249,498 Dollars   3005116     6%  \n",
              "4  3,878,113 Dollars   5573830     4%  \n",
              "5                NaN  11901180    18%  \n",
              "6  5,635,276 Dollars   5453060     7%  "
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              "      <td>$9,451,943</td>\n",
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              "      <td>2011</td>\n",
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              "      <td>5453060</td>\n",
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              "                                                     [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",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 13
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Making Any column as index**"
      ],
      "metadata": {
        "id": "InslSeiu44ht"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#trick 1\n",
        "df6 = pd.read_csv('/content/Fortune_10.csv', index_col = ['ID'])\n",
        "df6"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "lZ1pLL112dFX",
        "outputId": "f39a664c-9727-4b83-afc8-60ca95246100"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Name             Industry  Inception       Revenue  \\\n",
              "ID                                                                  \n",
              "1           Lamtone          IT Services       2009  $11,757,018    \n",
              "2         Stripfind   Financial Services       2010  $12,329,371    \n",
              "3   Canecorporation               Health       2012  $10,597,009    \n",
              "4          Mattouch          IT Services       2013  $14,026,934    \n",
              "5         Techdrill               Health       2009  $10,573,990    \n",
              "6          Techline               Health       2006  $13,898,119    \n",
              "7           Cityace               Health       2010   $9,254,614    \n",
              "8    Kayelectronics               Health       2009   $9,451,943    \n",
              "9           Ganzlax          IT Services       2011  $14,001,180    \n",
              "10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "             Expenses    Profit Growth  \n",
              "ID                                      \n",
              "1   6,482,465 Dollars   5274553    30%  \n",
              "2     916,455 Dollars  11412916    20%  \n",
              "3   7,591,189 Dollars   3005820     7%  \n",
              "4   7,429,377 Dollars   6597557    26%  \n",
              "5   7,435,363 Dollars   3138627     8%  \n",
              "6   5,470,303 Dollars   8427816    23%  \n",
              "7   6,249,498 Dollars   3005116     6%  \n",
              "8   3,878,113 Dollars   5573830     4%  \n",
              "9                 NaN  11901180    18%  \n",
              "10  5,635,276 Dollars   5453060     7%  "
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              "      <td>20%</td>\n",
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              "      <th>3</th>\n",
              "      <td>Canecorporation</td>\n",
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              "      <td>3005820</td>\n",
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              "      <th>4</th>\n",
              "      <td>Mattouch</td>\n",
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              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
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              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
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              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Ganzlax</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>18%</td>\n",
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              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
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              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b5ecfa2a-f16d-4209-8e9e-feb2ad7f962e')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [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-b5ecfa2a-f16d-4209-8e9e-feb2ad7f962e 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-b5ecfa2a-f16d-4209-8e9e-feb2ad7f962e');\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": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##trick 2\n",
        "df7 = pd.read_csv('/content/Fortune_10.csv', index_col = [2])\n",
        "df7"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "z3ZIUfXP2fgH",
        "outputId": "04ecfa26-f241-4807-e885-ca1e63872217"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     ID             Name  Inception       Revenue  \\\n",
              "Industry                                                            \n",
              "IT Services           1          Lamtone       2009  $11,757,018    \n",
              "Financial Services    2        Stripfind       2010  $12,329,371    \n",
              "Health                3  Canecorporation       2012  $10,597,009    \n",
              "IT Services           4         Mattouch       2013  $14,026,934    \n",
              "Health                5        Techdrill       2009  $10,573,990    \n",
              "Health                6         Techline       2006  $13,898,119    \n",
              "Health                7          Cityace       2010   $9,254,614    \n",
              "Health                8   Kayelectronics       2009   $9,451,943    \n",
              "IT Services           9          Ganzlax       2011  $14,001,180    \n",
              "Government Services  10      Trantraxlax       2011  $11,088,336    \n",
              "\n",
              "                              Expenses    Profit Growth  \n",
              "Industry                                                 \n",
              "IT Services          6,482,465 Dollars   5274553    30%  \n",
              "Financial Services     916,455 Dollars  11412916    20%  \n",
              "Health               7,591,189 Dollars   3005820     7%  \n",
              "IT Services          7,429,377 Dollars   6597557    26%  \n",
              "Health               7,435,363 Dollars   3138627     8%  \n",
              "Health               5,470,303 Dollars   8427816    23%  \n",
              "Health               6,249,498 Dollars   3005116     6%  \n",
              "Health               3,878,113 Dollars   5573830     4%  \n",
              "IT Services                        NaN  11901180    18%  \n",
              "Government Services  5,635,276 Dollars   5453060     7%  "
            ],
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              "      <th>ID</th>\n",
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              "      <th>Inception</th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th>IT Services</th>\n",
              "      <td>1</td>\n",
              "      <td>Lamtone</td>\n",
              "      <td>2009</td>\n",
              "      <td>$11,757,018</td>\n",
              "      <td>6,482,465 Dollars</td>\n",
              "      <td>5274553</td>\n",
              "      <td>30%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Financial Services</th>\n",
              "      <td>2</td>\n",
              "      <td>Stripfind</td>\n",
              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
              "      <td>20%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health</th>\n",
              "      <td>3</td>\n",
              "      <td>Canecorporation</td>\n",
              "      <td>2012</td>\n",
              "      <td>$10,597,009</td>\n",
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              "      <td>3005820</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IT Services</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Health</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>IT Services</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Government Services</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-76f2b77c-e264-4583-840e-f95f8aaeed3a')\"\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 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
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              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      border: none;\n",
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              "      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-76f2b77c-e264-4583-840e-f95f8aaeed3a 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-76f2b77c-e264-4583-840e-f95f8aaeed3a');\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": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Get any Column as Header 0,1,2...n**"
      ],
      "metadata": {
        "id": "K2IXVYX_5I7i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df8 = pd.read_csv('/content/Fortune_10.csv', header = 1)\n",
        "df8"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 332
        },
        "id": "vPC4NV272ho3",
        "outputId": "e0925b5c-2b7f-4d2c-d76d-0865297152c1"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    1          Lamtone          IT Services  2009  $11,757,018   \\\n",
              "0   2        Stripfind   Financial Services  2010  $12,329,371    \n",
              "1   3  Canecorporation               Health  2012  $10,597,009    \n",
              "2   4         Mattouch          IT Services  2013  $14,026,934    \n",
              "3   5        Techdrill               Health  2009  $10,573,990    \n",
              "4   6         Techline               Health  2006  $13,898,119    \n",
              "5   7          Cityace               Health  2010   $9,254,614    \n",
              "6   8   Kayelectronics               Health  2009   $9,451,943    \n",
              "7   9          Ganzlax          IT Services  2011  $14,001,180    \n",
              "8  10      Trantraxlax  Government Services  2011  $11,088,336    \n",
              "\n",
              "   6,482,465 Dollars   5274553  30%  \n",
              "0    916,455 Dollars  11412916  20%  \n",
              "1  7,591,189 Dollars   3005820   7%  \n",
              "2  7,429,377 Dollars   6597557  26%  \n",
              "3  7,435,363 Dollars   3138627   8%  \n",
              "4  5,470,303 Dollars   8427816  23%  \n",
              "5  6,249,498 Dollars   3005116   6%  \n",
              "6  3,878,113 Dollars   5573830   4%  \n",
              "7                NaN  11901180  18%  \n",
              "8  5,635,276 Dollars   5453060   7%  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-cbc9301b-fd13-43ce-a309-7ea24e2b482b\">\n",
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              "      <div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "      <th>1</th>\n",
              "      <th>Lamtone</th>\n",
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              "      <th>2009</th>\n",
              "      <th>$11,757,018</th>\n",
              "      <th>6,482,465 Dollars</th>\n",
              "      <th>5274553</th>\n",
              "      <th>30%</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2</td>\n",
              "      <td>Stripfind</td>\n",
              "      <td>Financial Services</td>\n",
              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
              "      <td>20%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3</td>\n",
              "      <td>Canecorporation</td>\n",
              "      <td>Health</td>\n",
              "      <td>2012</td>\n",
              "      <td>$10,597,009</td>\n",
              "      <td>7,591,189 Dollars</td>\n",
              "      <td>3005820</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cbc9301b-fd13-43ce-a309-7ea24e2b482b')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [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-cbc9301b-fd13-43ce-a309-7ea24e2b482b 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-cbc9301b-fd13-43ce-a309-7ea24e2b482b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Remove header by  **header = None**"
      ],
      "metadata": {
        "id": "qYfri2hx5TMc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df9 = pd.read_csv('/content/Fortune_10.csv', header = None)\n",
        "df9"
      ],
      "metadata": {
        "id": "iDvRT3Kc2kQA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "outputId": "b91178fd-4b38-4fd3-baf2-bd644e557da1"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     0                1                    2          3             4  \\\n",
              "0   ID             Name             Industry  Inception       Revenue   \n",
              "1    1          Lamtone          IT Services       2009  $11,757,018    \n",
              "2    2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "3    3  Canecorporation               Health       2012  $10,597,009    \n",
              "4    4         Mattouch          IT Services       2013  $14,026,934    \n",
              "5    5        Techdrill               Health       2009  $10,573,990    \n",
              "6    6         Techline               Health       2006  $13,898,119    \n",
              "7    7          Cityace               Health       2010   $9,254,614    \n",
              "8    8   Kayelectronics               Health       2009   $9,451,943    \n",
              "9    9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "10  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "                    5         6       7  \n",
              "0            Expenses    Profit  Growth  \n",
              "1   6,482,465 Dollars   5274553     30%  \n",
              "2     916,455 Dollars  11412916     20%  \n",
              "3   7,591,189 Dollars   3005820      7%  \n",
              "4   7,429,377 Dollars   6597557     26%  \n",
              "5   7,435,363 Dollars   3138627      8%  \n",
              "6   5,470,303 Dollars   8427816     23%  \n",
              "7   6,249,498 Dollars   3005116      6%  \n",
              "8   3,878,113 Dollars   5573830      4%  \n",
              "9                 NaN  11901180     18%  \n",
              "10  5,635,276 Dollars   5453060      7%  "
            ],
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              "      <td>$11,757,018</td>\n",
              "      <td>6,482,465 Dollars</td>\n",
              "      <td>5274553</td>\n",
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              "      <td>Stripfind</td>\n",
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              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
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              "      <th>3</th>\n",
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              "      <td>Canecorporation</td>\n",
              "      <td>Health</td>\n",
              "      <td>2012</td>\n",
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              "      <td>7,591,189 Dollars</td>\n",
              "      <td>3005820</td>\n",
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              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      padding: 0 0 0 0;\n",
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              "    }\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-e466eaea-4e9a-435b-abcc-406738ac901d 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-e466eaea-4e9a-435b-abcc-406738ac901d');\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",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Make a sequence header by addind **prefix = 'name'**"
      ],
      "metadata": {
        "id": "mMAUXPe95pEX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df10 = pd.read_csv('/content/Fortune_10.csv', header = None, prefix = 'Data')\n",
        "df10"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "r5Jw2mC62ncz",
        "outputId": "698b30a9-dd0c-4106-ff99-4205dd140d74"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Data0            Data1                Data2      Data3         Data4  \\\n",
              "0     ID             Name             Industry  Inception       Revenue   \n",
              "1      1          Lamtone          IT Services       2009  $11,757,018    \n",
              "2      2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "3      3  Canecorporation               Health       2012  $10,597,009    \n",
              "4      4         Mattouch          IT Services       2013  $14,026,934    \n",
              "5      5        Techdrill               Health       2009  $10,573,990    \n",
              "6      6         Techline               Health       2006  $13,898,119    \n",
              "7      7          Cityace               Health       2010   $9,254,614    \n",
              "8      8   Kayelectronics               Health       2009   $9,451,943    \n",
              "9      9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "10    10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "                Data5     Data6   Data7  \n",
              "0            Expenses    Profit  Growth  \n",
              "1   6,482,465 Dollars   5274553     30%  \n",
              "2     916,455 Dollars  11412916     20%  \n",
              "3   7,591,189 Dollars   3005820      7%  \n",
              "4   7,429,377 Dollars   6597557     26%  \n",
              "5   7,435,363 Dollars   3138627      8%  \n",
              "6   5,470,303 Dollars   8427816     23%  \n",
              "7   6,249,498 Dollars   3005116      6%  \n",
              "8   3,878,113 Dollars   5573830      4%  \n",
              "9                 NaN  11901180     18%  \n",
              "10  5,635,276 Dollars   5453060      7%  "
            ],
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              "      <td>ID</td>\n",
              "      <td>Name</td>\n",
              "      <td>Industry</td>\n",
              "      <td>Inception</td>\n",
              "      <td>Revenue</td>\n",
              "      <td>Expenses</td>\n",
              "      <td>Profit</td>\n",
              "      <td>Growth</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Lamtone</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2009</td>\n",
              "      <td>$11,757,018</td>\n",
              "      <td>6,482,465 Dollars</td>\n",
              "      <td>5274553</td>\n",
              "      <td>30%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Stripfind</td>\n",
              "      <td>Financial Services</td>\n",
              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
              "      <td>20%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Canecorporation</td>\n",
              "      <td>Health</td>\n",
              "      <td>2012</td>\n",
              "      <td>$10,597,009</td>\n",
              "      <td>7,591,189 Dollars</td>\n",
              "      <td>3005820</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3f36729c-ac17-4191-8362-9fd5e3a5922b')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [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-3f36729c-ac17-4191-8362-9fd5e3a5922b 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-3f36729c-ac17-4191-8362-9fd5e3a5922b');\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": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Add specific column name**"
      ],
      "metadata": {
        "id": "21dgNaYW5yCc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df11 = pd.read_csv('/content/Fortune_10.csv', names = ['ID','Names', 'Industry','Inception', 'Revenue', 'Expenses', 'Profit', 'Growth'])\n",
        "df11"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "X2M-cCep2p4C",
        "outputId": "86e226cf-40fc-460e-d2ef-56dfbbbaaa18"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    ID            Names             Industry  Inception       Revenue  \\\n",
              "0   ID             Name             Industry  Inception       Revenue   \n",
              "1    1          Lamtone          IT Services       2009  $11,757,018    \n",
              "2    2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "3    3  Canecorporation               Health       2012  $10,597,009    \n",
              "4    4         Mattouch          IT Services       2013  $14,026,934    \n",
              "5    5        Techdrill               Health       2009  $10,573,990    \n",
              "6    6         Techline               Health       2006  $13,898,119    \n",
              "7    7          Cityace               Health       2010   $9,254,614    \n",
              "8    8   Kayelectronics               Health       2009   $9,451,943    \n",
              "9    9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "10  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "             Expenses    Profit  Growth  \n",
              "0            Expenses    Profit  Growth  \n",
              "1   6,482,465 Dollars   5274553     30%  \n",
              "2     916,455 Dollars  11412916     20%  \n",
              "3   7,591,189 Dollars   3005820      7%  \n",
              "4   7,429,377 Dollars   6597557     26%  \n",
              "5   7,435,363 Dollars   3138627      8%  \n",
              "6   5,470,303 Dollars   8427816     23%  \n",
              "7   6,249,498 Dollars   3005116      6%  \n",
              "8   3,878,113 Dollars   5573830      4%  \n",
              "9                 NaN  11901180     18%  \n",
              "10  5,635,276 Dollars   5453060      7%  "
            ],
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              "\n",
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              "    <div class=\"colab-df-container\">\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "      <th>ID</th>\n",
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              "      <th>Revenue</th>\n",
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              "      <td>Expenses</td>\n",
              "      <td>Profit</td>\n",
              "      <td>Growth</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>Lamtone</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2009</td>\n",
              "      <td>$11,757,018</td>\n",
              "      <td>6,482,465 Dollars</td>\n",
              "      <td>5274553</td>\n",
              "      <td>30%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>Stripfind</td>\n",
              "      <td>Financial Services</td>\n",
              "      <td>2010</td>\n",
              "      <td>$12,329,371</td>\n",
              "      <td>916,455 Dollars</td>\n",
              "      <td>11412916</td>\n",
              "      <td>20%</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>Canecorporation</td>\n",
              "      <td>Health</td>\n",
              "      <td>2012</td>\n",
              "      <td>$10,597,009</td>\n",
              "      <td>7,591,189 Dollars</td>\n",
              "      <td>3005820</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>Mattouch</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2013</td>\n",
              "      <td>$14,026,934</td>\n",
              "      <td>7,429,377 Dollars</td>\n",
              "      <td>6597557</td>\n",
              "      <td>26%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>Techdrill</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$10,573,990</td>\n",
              "      <td>7,435,363 Dollars</td>\n",
              "      <td>3138627</td>\n",
              "      <td>8%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>Techline</td>\n",
              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9a5d13b0-9704-419e-96a4-59fa8d9c28fa')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        \n",
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              "  </svg>\n",
              "      </button>\n",
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              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      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-9a5d13b0-9704-419e-96a4-59fa8d9c28fa 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-9a5d13b0-9704-419e-96a4-59fa8d9c28fa');\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",
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              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "id": "sWmlAUC92tVc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "outputId": "fd2ac8f4-ddad-491c-eecc-2739bf84b266"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
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            "text/plain": [
              "   ID             Name             Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone          IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation               Health       2012  $10,597,009    \n",
              "3   4         Mattouch          IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill               Health       2009  $10,573,990    \n",
              "5   6         Techline               Health       2006  $13,898,119    \n",
              "6   7          Cityace               Health       2010   $9,254,614    \n",
              "7   8   Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
              "9  5,635,276 Dollars   5453060     7%  "
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              "      <th>6</th>\n",
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              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
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              "\n",
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              "          const element = document.querySelector('#df-5fe0d89b-2420-4667-9088-2daaba93a729');\n",
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              "            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",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 20
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Print first 5 row **.head()** & any number row **.head(n)**"
      ],
      "metadata": {
        "id": "zJyW7d136ACr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
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        "id": "Ecezqtoo2u4m",
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          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "d53f9d0d-171b-42f7-bff1-55c38f3d779c"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID             Name            Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone         IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind  Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation              Health       2012  $10,597,009    \n",
              "3   4         Mattouch         IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill              Health       2009  $10,573,990    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  "
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              "      <th>2</th>\n",
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              "      <td>Canecorporation</td>\n",
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              "          const element = document.querySelector('#df-078f82d7-6fd1-4521-83ea-d2182ca3d7a9');\n",
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              "                                                     [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",
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    {
      "cell_type": "code",
      "source": [
        "df.head(7)"
      ],
      "metadata": {
        "id": "bsq4z3Cm2wvp",
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          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "4eb4ba61-4503-4aac-cb13-c83f7c340cf3"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID             Name            Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone         IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind  Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation              Health       2012  $10,597,009    \n",
              "3   4         Mattouch         IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill              Health       2009  $10,573,990    \n",
              "5   6         Techline              Health       2006  $13,898,119    \n",
              "6   7          Cityace              Health       2010   $9,254,614    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
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    {
      "cell_type": "markdown",
      "source": [
        "### Print last 5 row **.tail()** & any number row **.tail(n)**"
      ],
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        "id": "IQgqm5Gi6bE7"
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      "execution_count": 23,
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              "   ID            Name             Industry  Inception       Revenue  \\\n",
              "5   6        Techline               Health       2006  $13,898,119    \n",
              "6   7         Cityace               Health       2010   $9,254,614    \n",
              "7   8  Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9         Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10     Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
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              "   ID         Name             Industry  Inception       Revenue  \\\n",
              "8   9      Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10  Trantraxlax  Government Services       2011  $11,088,336    \n",
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              "\n",
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              "    }\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-0aeb0f9e-9de9-48ab-b5c8-fe40f6bbcd31 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-0aeb0f9e-9de9-48ab-b5c8-fe40f6bbcd31');\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": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Changing any column to any type**"
      ],
      "metadata": {
        "id": "NbYI5RiU6rDw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/Fortune_10.csv', dtype = {'ID': 'float64'})\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "gVzC0HFa22Mk",
        "outputId": "d19c6d8a-a17f-4cbf-9763-8ca5bc120349"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     ID             Name             Industry  Inception       Revenue  \\\n",
              "0   1.0          Lamtone          IT Services       2009  $11,757,018    \n",
              "1   2.0        Stripfind   Financial Services       2010  $12,329,371    \n",
              "2   3.0  Canecorporation               Health       2012  $10,597,009    \n",
              "3   4.0         Mattouch          IT Services       2013  $14,026,934    \n",
              "4   5.0        Techdrill               Health       2009  $10,573,990    \n",
              "5   6.0         Techline               Health       2006  $13,898,119    \n",
              "6   7.0          Cityace               Health       2010   $9,254,614    \n",
              "7   8.0   Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9.0          Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10.0      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
              "9  5,635,276 Dollars   5453060     7%  "
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              "      <th>4</th>\n",
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              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7.0</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8.0</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
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              "      <th>8</th>\n",
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              "      <td>Ganzlax</td>\n",
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              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
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              "      <td>Trantraxlax</td>\n",
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              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-74f769ae-b560-4c68-9ab3-4389ff1fd9bc');\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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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Changing any values as True/False**"
      ],
      "metadata": {
        "id": "LvcRiO9P6y_i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/Fortune_10.csv', true_values=['Yes'], false_values=['No'])\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "3bgJbHVY25w_",
        "outputId": "ced750b6-2034-4bdb-d78b-ae1d50df2121"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   ID             Name             Industry  Inception       Revenue  \\\n",
              "0   1          Lamtone          IT Services       2009  $11,757,018    \n",
              "1   2        Stripfind   Financial Services       2010  $12,329,371    \n",
              "2   3  Canecorporation               Health       2012  $10,597,009    \n",
              "3   4         Mattouch          IT Services       2013  $14,026,934    \n",
              "4   5        Techdrill               Health       2009  $10,573,990    \n",
              "5   6         Techline               Health       2006  $13,898,119    \n",
              "6   7          Cityace               Health       2010   $9,254,614    \n",
              "7   8   Kayelectronics               Health       2009   $9,451,943    \n",
              "8   9          Ganzlax          IT Services       2011  $14,001,180    \n",
              "9  10      Trantraxlax  Government Services       2011  $11,088,336    \n",
              "\n",
              "            Expenses    Profit Growth  \n",
              "0  6,482,465 Dollars   5274553    30%  \n",
              "1    916,455 Dollars  11412916    20%  \n",
              "2  7,591,189 Dollars   3005820     7%  \n",
              "3  7,429,377 Dollars   6597557    26%  \n",
              "4  7,435,363 Dollars   3138627     8%  \n",
              "5  5,470,303 Dollars   8427816    23%  \n",
              "6  6,249,498 Dollars   3005116     6%  \n",
              "7  3,878,113 Dollars   5573830     4%  \n",
              "8                NaN  11901180    18%  \n",
              "9  5,635,276 Dollars   5453060     7%  "
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              "      <th>2</th>\n",
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              "      <td>Canecorporation</td>\n",
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              "      <td>2012</td>\n",
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              "      <td>3005820</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>Techdrill</td>\n",
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              "      <td>Health</td>\n",
              "      <td>2006</td>\n",
              "      <td>$13,898,119</td>\n",
              "      <td>5,470,303 Dollars</td>\n",
              "      <td>8427816</td>\n",
              "      <td>23%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>Cityace</td>\n",
              "      <td>Health</td>\n",
              "      <td>2010</td>\n",
              "      <td>$9,254,614</td>\n",
              "      <td>6,249,498 Dollars</td>\n",
              "      <td>3005116</td>\n",
              "      <td>6%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>Kayelectronics</td>\n",
              "      <td>Health</td>\n",
              "      <td>2009</td>\n",
              "      <td>$9,451,943</td>\n",
              "      <td>3,878,113 Dollars</td>\n",
              "      <td>5573830</td>\n",
              "      <td>4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>Ganzlax</td>\n",
              "      <td>IT Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$14,001,180</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11901180</td>\n",
              "      <td>18%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>Trantraxlax</td>\n",
              "      <td>Government Services</td>\n",
              "      <td>2011</td>\n",
              "      <td>$11,088,336</td>\n",
              "      <td>5,635,276 Dollars</td>\n",
              "      <td>5453060</td>\n",
              "      <td>7%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b052c7be-d9ec-4567-922d-281363f21b47')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
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              "\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",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b052c7be-d9ec-4567-922d-281363f21b47 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-b052c7be-d9ec-4567-922d-281363f21b47');\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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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    }
  ]
}