class10_6.ipynb

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              "     duration  station_A_id  \\\n",
              "0  12 minutes            81   \n",
              "1  24 minutes             3   \n",
              "2   8 minutes            67   \n",
              "3   4 minutes            16   \n",
              "4  11 minutes            22   \n",
              "\n",
              "                                      station_A_name  station_B_id  \\\n",
              "0                                 Berry St at 4th St           323   \n",
              "1       Powell St BART Station (Market St at 4th St)           118   \n",
              "2  San Francisco Caltrain Station 2  (Townsend St...            23   \n",
              "3                            Steuart St at Market St            28   \n",
              "4                              Howard St at Beale St           350   \n",
              "\n",
              "                    station_B_name  bike_id  user_type  user_birth_year  \\\n",
              "0               Broadway at Kearny     5480          2             1959   \n",
              "1  Eureka Valley Recreation Center     5193          2             1965   \n",
              "2    The Embarcadero at Steuart St     3652          3             1993   \n",
              "3     The Embarcadero at Bryant St     1883          1             1979   \n",
              "4             8th St at Brannan St     4626          2             1994   \n",
              "\n",
              "  user_gender  tire_size  \n",
              "0        Male         26  \n",
              "1        Male         27  \n",
              "2        Male         29  \n",
              "3        Male         26  \n",
              "4        Male         27  "
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            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv('https://ds1002-resources.s3.amazonaws.com/data/ride_sharing.csv')\n",
        "df.head()"
      ]
    },
    {
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        "df.sort_values(by='station_A_id', ascending=True)"
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        "id": "uq4Vbak3UhW9",
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      "execution_count": 6,
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            "text/plain": [
              "         duration  station_A_id                                station_A_name  \\\n",
              "10280   7 minutes             3  Powell St BART Station (Market St at 4th St)   \n",
              "18724  10 minutes             3  Powell St BART Station (Market St at 4th St)   \n",
              "3333    6 minutes             3  Powell St BART Station (Market St at 4th St)   \n",
              "18738   4 minutes             3  Powell St BART Station (Market St at 4th St)   \n",
              "18739   7 minutes             3  Powell St BART Station (Market St at 4th St)   \n",
              "...           ...           ...                                           ...   \n",
              "8645   18 minutes            81                            Berry St at 4th St   \n",
              "8646   21 minutes            81                            Berry St at 4th St   \n",
              "8648   11 minutes            81                            Berry St at 4th St   \n",
              "8619   16 minutes            81                            Berry St at 4th St   \n",
              "0      12 minutes            81                            Berry St at 4th St   \n",
              "\n",
              "       station_B_id                                  station_B_name  bike_id  \\\n",
              "10280            42   San Francisco City Hall (Polk St at Grove St)     5559   \n",
              "18724            81                              Berry St at 4th St     4625   \n",
              "3333             37                             2nd St at Folsom St     5284   \n",
              "18738            13                  Commercial St at Montgomery St     4980   \n",
              "18739            30  San Francisco Caltrain (Townsend St at 4th St)     5547   \n",
              "...             ...                                             ...      ...   \n",
              "8645            381                           20th St at Dolores St     5082   \n",
              "8646            380                          Masonic Ave at Turk St     5305   \n",
              "8648            355                         23rd St at Tennessee St     4657   \n",
              "8619              8                   The Embarcadero at Vallejo St     3164   \n",
              "0               323                              Broadway at Kearny     5480   \n",
              "\n",
              "       user_type  user_birth_year user_gender  tire_size  \n",
              "10280          1             1996        Male         29  \n",
              "18724          2             1986        Male         26  \n",
              "3333           2             1972        Male         26  \n",
              "18738          2             1990        Male         27  \n",
              "18739          2             1996        Male         27  \n",
              "...          ...              ...         ...        ...  \n",
              "8645           3             1982        Male         26  \n",
              "8646           2             1991        Male         27  \n",
              "8648           3             1988        Male         29  \n",
              "8619           1             1988        Male         26  \n",
              "0              2             1959        Male         26  \n",
              "\n",
              "[25760 rows x 10 columns]"
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              "      <th>10280</th>\n",
              "      <td>7 minutes</td>\n",
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              "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
              "      <td>42</td>\n",
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              "      <td>81</td>\n",
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              "      <td>4625</td>\n",
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              "      <th>3333</th>\n",
              "      <td>6 minutes</td>\n",
              "      <td>3</td>\n",
              "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
              "      <td>37</td>\n",
              "      <td>2nd St at Folsom St</td>\n",
              "      <td>5284</td>\n",
              "      <td>2</td>\n",
              "      <td>1972</td>\n",
              "      <td>Male</td>\n",
              "      <td>26</td>\n",
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              "      <th>18738</th>\n",
              "      <td>4 minutes</td>\n",
              "      <td>3</td>\n",
              "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
              "      <td>13</td>\n",
              "      <td>Commercial St at Montgomery St</td>\n",
              "      <td>4980</td>\n",
              "      <td>2</td>\n",
              "      <td>1990</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18739</th>\n",
              "      <td>7 minutes</td>\n",
              "      <td>3</td>\n",
              "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
              "      <td>30</td>\n",
              "      <td>San Francisco Caltrain (Townsend St at 4th St)</td>\n",
              "      <td>5547</td>\n",
              "      <td>2</td>\n",
              "      <td>1996</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8645</th>\n",
              "      <td>18 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>381</td>\n",
              "      <td>20th St at Dolores St</td>\n",
              "      <td>5082</td>\n",
              "      <td>3</td>\n",
              "      <td>1982</td>\n",
              "      <td>Male</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8646</th>\n",
              "      <td>21 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>380</td>\n",
              "      <td>Masonic Ave at Turk St</td>\n",
              "      <td>5305</td>\n",
              "      <td>2</td>\n",
              "      <td>1991</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8648</th>\n",
              "      <td>11 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>355</td>\n",
              "      <td>23rd St at Tennessee St</td>\n",
              "      <td>4657</td>\n",
              "      <td>3</td>\n",
              "      <td>1988</td>\n",
              "      <td>Male</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8619</th>\n",
              "      <td>16 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>8</td>\n",
              "      <td>The Embarcadero at Vallejo St</td>\n",
              "      <td>3164</td>\n",
              "      <td>1</td>\n",
              "      <td>1988</td>\n",
              "      <td>Male</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>12 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>323</td>\n",
              "      <td>Broadway at Kearny</td>\n",
              "      <td>5480</td>\n",
              "      <td>2</td>\n",
              "      <td>1959</td>\n",
              "      <td>Male</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>25760 rows × 10 columns</p>\n",
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              "          + ' to learn more about interactive tables.';\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
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              "\n",
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              "\n",
              "  @keyframes spin {\n",
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              "\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZvrxKeW6Vspu",
        "outputId": "84947a12-4a1f-441f-f52e-f9c672680191"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(25760, 10)"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.query('user_gender == \"Female\"')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 545
        },
        "id": "79bocfEmVvP1",
        "outputId": "1fa524cc-5ac4-4389-a1dc-d7979ade94e6"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          duration  station_A_id  \\\n",
              "8       21 minutes            81   \n",
              "13     187 minutes            15   \n",
              "18      16 minutes            16   \n",
              "25       3 minutes            81   \n",
              "30       6 minutes            21   \n",
              "...            ...           ...   \n",
              "25716    4 minutes            81   \n",
              "25726   13 minutes             3   \n",
              "25732   24 minutes             5   \n",
              "25733   21 minutes             5   \n",
              "25736   13 minutes            21   \n",
              "\n",
              "                                          station_A_name  station_B_id  \\\n",
              "8                                     Berry St at 4th St            16   \n",
              "13     San Francisco Ferry Building (Harry Bridges Pl...           355   \n",
              "18                               Steuart St at Market St            42   \n",
              "25                                    Berry St at 4th St            93   \n",
              "30      Montgomery St BART Station (Market St at 2nd St)           323   \n",
              "...                                                  ...           ...   \n",
              "25716                                 Berry St at 4th St           104   \n",
              "25726       Powell St BART Station (Market St at 4th St)           365   \n",
              "25732       Powell St BART Station (Market St at 5th St)           285   \n",
              "25733       Powell St BART Station (Market St at 5th St)           285   \n",
              "25736   Montgomery St BART Station (Market St at 2nd St)            60   \n",
              "\n",
              "                                      station_B_name  bike_id  user_type  \\\n",
              "8                            Steuart St at Market St     2124          1   \n",
              "13                           23rd St at Tennessee St      674          2   \n",
              "18     San Francisco City Hall (Polk St at Grove St)     5000          2   \n",
              "25                      4th St at Mission Bay Blvd S     2409          3   \n",
              "30                                Broadway at Kearny     5218          1   \n",
              "...                                              ...      ...        ...   \n",
              "25716                              4th St at 16th St     4570          2   \n",
              "25726                         Turk St at Fillmore St     2609          1   \n",
              "25732                     Webster St at O'Farrell St     5404          3   \n",
              "25733                     Webster St at O'Farrell St     5159          3   \n",
              "25736                           8th St at Ringold St     1202          1   \n",
              "\n",
              "       user_birth_year user_gender  tire_size  \n",
              "8                 1982      Female         29  \n",
              "13                1987      Female         27  \n",
              "18                2000      Female         26  \n",
              "25                1990      Female         27  \n",
              "30                1988      Female         27  \n",
              "...                ...         ...        ...  \n",
              "25716             1998      Female         27  \n",
              "25726             1968      Female         26  \n",
              "25732             1997      Female         26  \n",
              "25733             1988      Female         26  \n",
              "25736             1985      Female         29  \n",
              "\n",
              "[6027 rows x 10 columns]"
            ],
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              "      <th></th>\n",
              "      <th>duration</th>\n",
              "      <th>station_A_id</th>\n",
              "      <th>station_A_name</th>\n",
              "      <th>station_B_id</th>\n",
              "      <th>station_B_name</th>\n",
              "      <th>bike_id</th>\n",
              "      <th>user_type</th>\n",
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              "      <th>tire_size</th>\n",
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              "      <th>8</th>\n",
              "      <td>21 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>16</td>\n",
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              "      <th>13</th>\n",
              "      <td>187 minutes</td>\n",
              "      <td>15</td>\n",
              "      <td>San Francisco Ferry Building (Harry Bridges Pl...</td>\n",
              "      <td>355</td>\n",
              "      <td>23rd St at Tennessee St</td>\n",
              "      <td>674</td>\n",
              "      <td>2</td>\n",
              "      <td>1987</td>\n",
              "      <td>Female</td>\n",
              "      <td>27</td>\n",
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              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>16 minutes</td>\n",
              "      <td>16</td>\n",
              "      <td>Steuart St at Market St</td>\n",
              "      <td>42</td>\n",
              "      <td>San Francisco City Hall (Polk St at Grove St)</td>\n",
              "      <td>5000</td>\n",
              "      <td>2</td>\n",
              "      <td>2000</td>\n",
              "      <td>Female</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>3 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>93</td>\n",
              "      <td>4th St at Mission Bay Blvd S</td>\n",
              "      <td>2409</td>\n",
              "      <td>3</td>\n",
              "      <td>1990</td>\n",
              "      <td>Female</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>6 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>323</td>\n",
              "      <td>Broadway at Kearny</td>\n",
              "      <td>5218</td>\n",
              "      <td>1</td>\n",
              "      <td>1988</td>\n",
              "      <td>Female</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25716</th>\n",
              "      <td>4 minutes</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>104</td>\n",
              "      <td>4th St at 16th St</td>\n",
              "      <td>4570</td>\n",
              "      <td>2</td>\n",
              "      <td>1998</td>\n",
              "      <td>Female</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25726</th>\n",
              "      <td>13 minutes</td>\n",
              "      <td>3</td>\n",
              "      <td>Powell St BART Station (Market St at 4th St)</td>\n",
              "      <td>365</td>\n",
              "      <td>Turk St at Fillmore St</td>\n",
              "      <td>2609</td>\n",
              "      <td>1</td>\n",
              "      <td>1968</td>\n",
              "      <td>Female</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25732</th>\n",
              "      <td>24 minutes</td>\n",
              "      <td>5</td>\n",
              "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
              "      <td>285</td>\n",
              "      <td>Webster St at O'Farrell St</td>\n",
              "      <td>5404</td>\n",
              "      <td>3</td>\n",
              "      <td>1997</td>\n",
              "      <td>Female</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25733</th>\n",
              "      <td>21 minutes</td>\n",
              "      <td>5</td>\n",
              "      <td>Powell St BART Station (Market St at 5th St)</td>\n",
              "      <td>285</td>\n",
              "      <td>Webster St at O'Farrell St</td>\n",
              "      <td>5159</td>\n",
              "      <td>3</td>\n",
              "      <td>1988</td>\n",
              "      <td>Female</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25736</th>\n",
              "      <td>13 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>60</td>\n",
              "      <td>8th St at Ringold St</td>\n",
              "      <td>1202</td>\n",
              "      <td>1</td>\n",
              "      <td>1985</td>\n",
              "      <td>Female</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6027 rows × 10 columns</p>\n",
              "</div>\n",
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              "        document.querySelector('#df-553f2099-d7dd-41de-b6e2-5e87f18ab0d3 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-553f2099-d7dd-41de-b6e2-5e87f18ab0d3');\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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              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "\n",
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              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --hover-bg-color: #E2EBFA;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "    display: none;\n",
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              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
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              "\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e900f5a2-79d7-4a3e-be0a-935c000a1ab8 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.query('station_A_id == 21')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597
        },
        "id": "Jks-M0AbWj7J",
        "outputId": "1d66ecad-ecfa-4c72-c6a7-cc7424c9bb73"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         duration  station_A_id  \\\n",
              "14     13 minutes            21   \n",
              "30      6 minutes            21   \n",
              "49      9 minutes            21   \n",
              "50     11 minutes            21   \n",
              "52     13 minutes            21   \n",
              "...           ...           ...   \n",
              "25746   4 minutes            21   \n",
              "25747  31 minutes            21   \n",
              "25748  31 minutes            21   \n",
              "25753   9 minutes            21   \n",
              "25754   9 minutes            21   \n",
              "\n",
              "                                         station_A_name  station_B_id  \\\n",
              "14     Montgomery St BART Station (Market St at 2nd St)            74   \n",
              "30     Montgomery St BART Station (Market St at 2nd St)           323   \n",
              "49     Montgomery St BART Station (Market St at 2nd St)            81   \n",
              "50     Montgomery St BART Station (Market St at 2nd St)            78   \n",
              "52     Montgomery St BART Station (Market St at 2nd St)            78   \n",
              "...                                                 ...           ...   \n",
              "25746  Montgomery St BART Station (Market St at 2nd St)           324   \n",
              "25747  Montgomery St BART Station (Market St at 2nd St)            44   \n",
              "25748  Montgomery St BART Station (Market St at 2nd St)            44   \n",
              "25753  Montgomery St BART Station (Market St at 2nd St)            58   \n",
              "25754  Montgomery St BART Station (Market St at 2nd St)            58   \n",
              "\n",
              "                                          station_B_name  bike_id  user_type  \\\n",
              "14                                 Laguna St at Hayes St     5487          2   \n",
              "30                                    Broadway at Kearny     5218          1   \n",
              "49                                    Berry St at 4th St     2125          3   \n",
              "50                                   Folsom St at 9th St     5374          2   \n",
              "52                                   Folsom St at 9th St     2531          2   \n",
              "...                                                  ...      ...        ...   \n",
              "25746                Union Square (Powell St at Post St)     4749          2   \n",
              "25747  Civic Center/UN Plaza BART Station (Market St ...     5423          1   \n",
              "25748  Civic Center/UN Plaza BART Station (Market St ...     4838          3   \n",
              "25753                               Market St at 10th St     4800          2   \n",
              "25754                               Market St at 10th St     5105          1   \n",
              "\n",
              "       user_birth_year user_gender  tire_size  \n",
              "14                1997        Male         29  \n",
              "30                1988      Female         27  \n",
              "49                1991        Male         27  \n",
              "50                1999      Female         29  \n",
              "52                1999      Female         26  \n",
              "...                ...         ...        ...  \n",
              "25746             1992        Male         27  \n",
              "25747             1958        Male         27  \n",
              "25748             1990        Male         29  \n",
              "25753             1989        Male         27  \n",
              "25754             1989        Male         29  \n",
              "\n",
              "[2998 rows x 10 columns]"
            ],
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              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>duration</th>\n",
              "      <th>station_A_id</th>\n",
              "      <th>station_A_name</th>\n",
              "      <th>station_B_id</th>\n",
              "      <th>station_B_name</th>\n",
              "      <th>bike_id</th>\n",
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              "      <th>user_birth_year</th>\n",
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              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>13 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>74</td>\n",
              "      <td>Laguna St at Hayes St</td>\n",
              "      <td>5487</td>\n",
              "      <td>2</td>\n",
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              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>6 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>323</td>\n",
              "      <td>Broadway at Kearny</td>\n",
              "      <td>5218</td>\n",
              "      <td>1</td>\n",
              "      <td>1988</td>\n",
              "      <td>Female</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>9 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>81</td>\n",
              "      <td>Berry St at 4th St</td>\n",
              "      <td>2125</td>\n",
              "      <td>3</td>\n",
              "      <td>1991</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>11 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>78</td>\n",
              "      <td>Folsom St at 9th St</td>\n",
              "      <td>5374</td>\n",
              "      <td>2</td>\n",
              "      <td>1999</td>\n",
              "      <td>Female</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>13 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>78</td>\n",
              "      <td>Folsom St at 9th St</td>\n",
              "      <td>2531</td>\n",
              "      <td>2</td>\n",
              "      <td>1999</td>\n",
              "      <td>Female</td>\n",
              "      <td>26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25746</th>\n",
              "      <td>4 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>324</td>\n",
              "      <td>Union Square (Powell St at Post St)</td>\n",
              "      <td>4749</td>\n",
              "      <td>2</td>\n",
              "      <td>1992</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25747</th>\n",
              "      <td>31 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>44</td>\n",
              "      <td>Civic Center/UN Plaza BART Station (Market St ...</td>\n",
              "      <td>5423</td>\n",
              "      <td>1</td>\n",
              "      <td>1958</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25748</th>\n",
              "      <td>31 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>44</td>\n",
              "      <td>Civic Center/UN Plaza BART Station (Market St ...</td>\n",
              "      <td>4838</td>\n",
              "      <td>3</td>\n",
              "      <td>1990</td>\n",
              "      <td>Male</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25753</th>\n",
              "      <td>9 minutes</td>\n",
              "      <td>21</td>\n",
              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>58</td>\n",
              "      <td>Market St at 10th St</td>\n",
              "      <td>4800</td>\n",
              "      <td>2</td>\n",
              "      <td>1989</td>\n",
              "      <td>Male</td>\n",
              "      <td>27</td>\n",
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              "    <tr>\n",
              "      <th>25754</th>\n",
              "      <td>9 minutes</td>\n",
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              "      <td>Montgomery St BART Station (Market St at 2nd St)</td>\n",
              "      <td>58</td>\n",
              "      <td>Market St at 10th St</td>\n",
              "      <td>5105</td>\n",
              "      <td>1</td>\n",
              "      <td>1989</td>\n",
              "      <td>Male</td>\n",
              "      <td>29</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2998 rows × 10 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a805a09d-7f57-4050-ae26-5c60bebb3e87')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a805a09d-7f57-4050-ae26-5c60bebb3e87 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-a805a09d-7f57-4050-ae26-5c60bebb3e87');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-883db13b-ff29-47ba-957b-46228e9f7e28\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-883db13b-ff29-47ba-957b-46228e9f7e28')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-883db13b-ff29-47ba-957b-46228e9f7e28 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    }
  ]
}