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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install litellm==1.67.2 -q"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "lBcTL-cV2pbC",
        "outputId": "3f65af38-8ffe-4ee9-9082-d5f24c320fa6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[?25l   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/7.6 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K   \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━\u001b[0m \u001b[32m6.9/7.6 MB\u001b[0m \u001b[31m208.3 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.6/7.6 MB\u001b[0m \u001b[31m114.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def enrich_df_with_duration_in_minutes(df, col_name, output_name):\n",
        "    \"\"\"Creates a map from duration strings to approximate minutes.\"\"\"\n",
        "    duration_map = {}\n",
        "    minute = 1\n",
        "    hour = 60 * minute\n",
        "    day = 8 * hour\n",
        "    week = 5 * day\n",
        "    month = 4 * week  # Approximation\n",
        "    year = 12 * month # Approximation\n",
        "\n",
        "    duration_map[\"10 minutes\"] = 10 * minute\n",
        "    duration_map[\"30 minutes\"] = 30 * minute\n",
        "    duration_map[\"1 hour\"] = 1 * hour\n",
        "    duration_map[\"2 hours\"] = 2 * hour\n",
        "    duration_map[\"4 hours\"] = 4 * hour\n",
        "    duration_map[\"8 hours\"] = 8 * hour\n",
        "    duration_map[\"16 hours\"] = 16 * hour\n",
        "    duration_map[\"3 days\"] = 3 * day\n",
        "    duration_map[\"1 week\"] = 1 * week\n",
        "    duration_map[\"3 weeks\"] = 3 * week\n",
        "    duration_map[\"6 weeks\"] = 6 * week\n",
        "    duration_map[\"3 months\"] = 3 * month\n",
        "    duration_map[\"6 months\"] = 6 * month\n",
        "    duration_map[\"1 year\"] = 1 * year\n",
        "    duration_map[\"3 years\"] = 3 * year\n",
        "    duration_map[\"6 years\"] = 6 * year\n",
        "    duration_map[\"10 years\"] = 10 * year\n",
        "\n",
        "    df[output_name] = df[col_name].map(duration_map)\n",
        "\n",
        "    assert df[output_name].isna().sum() == 0\n",
        "\n",
        "    return df\n",
        "\n",
        "duration_map = {}\n",
        "minute = 1\n",
        "hour = 60 * minute\n",
        "day = 8 * hour\n",
        "week = 5 * day\n",
        "month = 4 * week  # Approximation\n",
        "year = 12 * month # Approximation\n",
        "\n",
        "duration_map[\"10 minutes\"] = 10 * minute\n",
        "duration_map[\"30 minutes\"] = 30 * minute\n",
        "duration_map[\"1 hour\"] = 1 * hour\n",
        "duration_map[\"2 hours\"] = 2 * hour\n",
        "duration_map[\"4 hours\"] = 4 * hour\n",
        "duration_map[\"8 hours\"] = 8 * hour\n",
        "duration_map[\"16 hours\"] = 16 * hour\n",
        "duration_map[\"3 days\"] = 3 * day\n",
        "duration_map[\"1 week\"] = 1 * week\n",
        "duration_map[\"3 weeks\"] = 3 * week\n",
        "duration_map[\"6 weeks\"] = 6 * week\n",
        "duration_map[\"3 months\"] = 3 * month\n",
        "duration_map[\"6 months\"] = 6 * month\n",
        "duration_map[\"1 year\"] = 1 * year\n",
        "duration_map[\"3 years\"] = 3 * year\n",
        "duration_map[\"6 years\"] = 6 * year\n",
        "duration_map[\"10 years\"] = 10 * year\n",
        "\n",
        "duration_map\n"
      ],
      "metadata": {
        "id": "U5hXnJs4z2DI"
      },
      "execution_count": null,
      "outputs": []
    },
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          "height": 1000
        },
        "collapsed": true,
        "outputId": "3f524189-cae9-4911-a28c-82f584412ca4"
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                 Task  \\\n",
              "0   Research equipment or component needs, sources...   \n",
              "1   Prepare documentation or presentations, includ...   \n",
              "2   Review material and labor requirements to deci...   \n",
              "3   Perform administrative duties, such as authori...   \n",
              "4   Write grant proposals to procure external rese...   \n",
              "5   Maintain regularly scheduled office hours to a...   \n",
              "6   Compile, administer, and grade examinations, o...   \n",
              "7   Maintain regularly scheduled office hours to a...   \n",
              "8   Compile, administer, and grade examinations, o...   \n",
              "9   Maintain regularly scheduled office hours to a...   \n",
              "10  Meet with parents and guardians to discuss the...   \n",
              "11  Maintain regularly scheduled office hours to a...   \n",
              "12  Maintain regularly scheduled office hours to a...   \n",
              "13  Maintain regularly scheduled office hours to a...   \n",
              "14  Write grant proposals to procure external rese...   \n",
              "15  Prepare technical and research reports, such a...   \n",
              "16  Collaborate with colleagues to address teachin...   \n",
              "17  Compile, administer, and grade examinations, o...   \n",
              "18  Maintain student attendance records, grades, a...   \n",
              "19  Maintain regularly scheduled office hours to a...   \n",
              "20  Initiate, facilitate, and moderate classroom d...   \n",
              "21  Evaluate data processing proposals to assess p...   \n",
              "22  Maintain regularly scheduled office hours to a...   \n",
              "23  Manage subcontractor activities, reviewing pro...   \n",
              "24  Participate in student recruitment, registrati...   \n",
              "25  Conduct research in a particular field of know...   \n",
              "26  Serve on academic or administrative committees...   \n",
              "27  Locate suppliers, using sources such as catalo...   \n",
              "28  Consult with institutions or associations rega...   \n",
              "29  Compile bibliographies of specialized material...   \n",
              "30  Maintain student attendance records, grades, a...   \n",
              "31  Prepare course materials, such as syllabi, hom...   \n",
              "32                          Supervise loan personnel.   \n",
              "33  Prepare nanotechnology-related invention discl...   \n",
              "34  Provide professional consulting services to go...   \n",
              "35  Prepare course materials, such as syllabi, hom...   \n",
              "36  Assess or propose sustainability initiatives, ...   \n",
              "37  Create debt management plans, spending plans, ...   \n",
              "38  Maintain student attendance records, grades, a...   \n",
              "39  Compile bibliographies of specialized material...   \n",
              "40  Recommend or execute personnel actions, such a...   \n",
              "41  Compile and prepare documentation related to p...   \n",
              "42  Maintain student attendance records, grades, a...   \n",
              "43  Attend meetings or seminars or read current li...   \n",
              "44          Research the target audience of projects.   \n",
              "\n",
              "                                           Occupation  \\\n",
              "0   Electrical and Electronic Engineering Technolo...   \n",
              "1                          Remote Sensing Technicians   \n",
              "2                                     Cost Estimators   \n",
              "3   First-Line Supervisors of Landscaping, Lawn Se...   \n",
              "4          Biological Science Teachers, Postsecondary   \n",
              "5   Area, Ethnic, and Cultural Studies Teachers, P...   \n",
              "6   Family and Consumer Sciences Teachers, Postsec...   \n",
              "7                 Engineering Teachers, Postsecondary   \n",
              "8                 Social Work Teachers, Postsecondary   \n",
              "9   Family and Consumer Sciences Teachers, Postsec...   \n",
              "10       Special Education Teachers, Secondary School   \n",
              "11  Anthropology and Archeology Teachers, Postseco...   \n",
              "12               Architecture Teachers, Postsecondary   \n",
              "13  Family and Consumer Sciences Teachers, Postsec...   \n",
              "14    Philosophy and Religion Teachers, Postsecondary   \n",
              "15                              Industrial Ecologists   \n",
              "16             Communications Teachers, Postsecondary   \n",
              "17  Anthropology and Archeology Teachers, Postseco...   \n",
              "18                   Business Teachers, Postsecondary   \n",
              "19  Anthropology and Archeology Teachers, Postseco...   \n",
              "20                  Sociology Teachers, Postsecondary   \n",
              "21          Computer and Information Systems Managers   \n",
              "22  Anthropology and Archeology Teachers, Postseco...   \n",
              "23                                       Logisticians   \n",
              "24      Agricultural Sciences Teachers, Postsecondary   \n",
              "25                Engineering Teachers, Postsecondary   \n",
              "26                Engineering Teachers, Postsecondary   \n",
              "27                                 Procurement Clerks   \n",
              "28                                  Registered Nurses   \n",
              "29  Criminal Justice and Law Enforcement Teachers,...   \n",
              "30  Foreign Language and Literature Teachers, Post...   \n",
              "31  Atmospheric, Earth, Marine, and Space Sciences...   \n",
              "32                                      Loan Officers   \n",
              "33                              Nanosystems Engineers   \n",
              "34                    Physics Teachers, Postsecondary   \n",
              "35                    History Teachers, Postsecondary   \n",
              "36                         Sustainability Specialists   \n",
              "37                                  Credit Counselors   \n",
              "38      Art, Drama, and Music Teachers, Postsecondary   \n",
              "39  Family and Consumer Sciences Teachers, Postsec...   \n",
              "40  First-Line Supervisors of Production and Opera...   \n",
              "41        Production, Planning, and Expediting Clerks   \n",
              "42      Environmental Science Teachers, Postsecondary   \n",
              "43        Remote Sensing Scientists and Technologists   \n",
              "44                                  Graphic Designers   \n",
              "\n",
              "                               Occupation Description Lower bound Upper bound  \\\n",
              "0   Apply electrical and electronic theory and rel...  30 minutes      3 days   \n",
              "1   Apply remote sensing technologies to assist sc...     2 hours      1 week   \n",
              "2   Prepare cost estimates for product manufacturi...     4 hours      1 week   \n",
              "3   Directly supervise and coordinate activities o...     2 hours     8 hours   \n",
              "4   Teach courses in biological sciences. Includes...      1 week    6 months   \n",
              "5   Teach courses pertaining to the culture and de...  30 minutes    3 months   \n",
              "6   Teach courses in childcare, family relations, ...      1 hour     2 hours   \n",
              "7   Teach courses pertaining to the application of...  30 minutes    3 months   \n",
              "8   Teach courses in social work. Includes both te...      1 hour     2 hours   \n",
              "9   Teach courses in childcare, family relations, ...  30 minutes    3 months   \n",
              "10  Teach academic, social, and life skills to sec...     4 hours    6 months   \n",
              "11  Teach courses in anthropology or archeology. I...  30 minutes    3 months   \n",
              "12  Teach courses in architecture and architectura...  30 minutes    3 months   \n",
              "13  Teach courses in childcare, family relations, ...  30 minutes    3 months   \n",
              "14  Teach courses in philosophy, religion, and the...      1 week    6 months   \n",
              "15  Apply principles and processes of natural ecos...      1 week    6 months   \n",
              "16  Teach courses in communications, such as organ...     2 hours     8 hours   \n",
              "17  Teach courses in anthropology or archeology. I...      1 hour     2 hours   \n",
              "18  Teach courses in business administration and m...  30 minutes     4 hours   \n",
              "19  Teach courses in anthropology or archeology. I...  30 minutes     2 hours   \n",
              "20  Teach courses in sociology. Includes both teac...      1 week     3 weeks   \n",
              "21  Plan, direct, or coordinate activities in such...      1 hour     2 hours   \n",
              "22  Teach courses in anthropology or archeology. I...  30 minutes     2 hours   \n",
              "23  Analyze and coordinate the ongoing logistical ...     8 hours    3 months   \n",
              "24  Teach courses in the agricultural sciences. In...     2 hours     8 hours   \n",
              "25  Teach courses pertaining to the application of...     6 weeks    10 years   \n",
              "26  Teach courses pertaining to the application of...     2 hours     8 hours   \n",
              "27  Compile information and records to draw up pur...      1 hour     8 hours   \n",
              "28  Assess patient health problems and needs, deve...      1 week     6 weeks   \n",
              "29  Teach courses in criminal justice, corrections...     4 hours      1 week   \n",
              "30  Teach languages and literature courses in lang...      1 hour     8 hours   \n",
              "31  Teach courses in the physical sciences, except...     2 hours      3 days   \n",
              "32  Evaluate, authorize, or recommend approval of ...  30 minutes     8 hours   \n",
              "33  Design, develop, or supervise the production o...      3 days    6 months   \n",
              "34  Teach courses pertaining to the laws of matter...      1 week    3 months   \n",
              "35  Teach courses in human history and historiogra...     2 hours      3 days   \n",
              "36  Address organizational sustainability issues, ...     8 hours     6 weeks   \n",
              "37  Advise and educate individuals or organization...     8 hours     3 weeks   \n",
              "38  Teach courses in drama, music, and the arts in...  30 minutes     2 hours   \n",
              "39  Teach courses in childcare, family relations, ...     4 hours      1 week   \n",
              "40  Directly supervise and coordinate the activiti...      1 hour      1 week   \n",
              "41  Coordinate and expedite the flow of work and m...     4 hours      3 days   \n",
              "42  Teach courses in environmental science. Includ...  30 minutes     2 hours   \n",
              "43  Apply remote sensing principles and methods to...      1 week    6 months   \n",
              "44  Design or create graphics to meet specific com...     8 hours      1 week   \n",
              "\n",
              "                                                 dwas  \n",
              "0   ['Estimate technical or resource requirements ...  \n",
              "1   ['Prepare scientific or technical reports or p...  \n",
              "2            ['Estimate costs of goods or services.']  \n",
              "3              ['Document work hours or activities.']  \n",
              "4                          ['Write grant proposals.']  \n",
              "5   ['Advise students on academic or career matter...  \n",
              "6   ['Administer tests to assess educational needs...  \n",
              "7   ['Advise students on academic or career matter...  \n",
              "8   ['Administer tests to assess educational needs...  \n",
              "9   ['Advise students on academic or career matter...  \n",
              "10  ['Discuss student progress with parents or gua...  \n",
              "11  ['Advise students on academic or career matter...  \n",
              "12  ['Advise students on academic or career matter...  \n",
              "13  ['Advise students on academic or career matter...  \n",
              "14                         ['Write grant proposals.']  \n",
              "15  ['Prepare research or technical reports on env...  \n",
              "16          ['Research topics in area of expertise.']  \n",
              "17  ['Administer tests to assess educational needs...  \n",
              "18  ['Advise students on academic or career matter...  \n",
              "19  ['Advise students on academic or career matter...  \n",
              "20                       ['Guide class discussions.']  \n",
              "21  ['Analyze data to determine project feasibilit...  \n",
              "22  ['Advise students on academic or career matter...  \n",
              "23                           ['Supervise employees.']  \n",
              "24  ['Promote educational institutions or programs...  \n",
              "25  ['Research topics in area of expertise.', 'Wri...  \n",
              "26  ['Serve on institutional or departmental commi...  \n",
              "27    ['Obtain information about goods or services.']  \n",
              "28  ['Advise communities or institutions regarding...  \n",
              "29  ['Compile specialized bibliographies or lists ...  \n",
              "30                      ['Maintain student records.']  \n",
              "31               ['Develop instructional materials.']  \n",
              "32                           ['Supervise employees.']  \n",
              "33  ['Prepare contracts, disclosures, or applicati...  \n",
              "34  ['Advise educators on curricula, instructional...  \n",
              "35               ['Develop instructional materials.']  \n",
              "36  ['Assess the cost effectiveness of products, p...  \n",
              "37           ['Develop financial plans for clients.']  \n",
              "38                      ['Maintain student records.']  \n",
              "39  ['Compile specialized bibliographies or lists ...  \n",
              "40            ['Perform human resources activities.']  \n",
              "41  ['Compile data or documentation.', 'Record per...  \n",
              "42                      ['Maintain student records.']  \n",
              "43  ['Review professional literature to maintain p...  \n",
              "44  ['Conduct market research.', 'Collect data abo...  "
            ],
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              "      <th></th>\n",
              "      <th>Task</th>\n",
              "      <th>Occupation</th>\n",
              "      <th>Occupation Description</th>\n",
              "      <th>Lower bound</th>\n",
              "      <th>Upper bound</th>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Research equipment or component needs, sources...</td>\n",
              "      <td>Electrical and Electronic Engineering Technolo...</td>\n",
              "      <td>Apply electrical and electronic theory and rel...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 days</td>\n",
              "      <td>['Estimate technical or resource requirements ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Prepare documentation or presentations, includ...</td>\n",
              "      <td>Remote Sensing Technicians</td>\n",
              "      <td>Apply remote sensing technologies to assist sc...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Prepare scientific or technical reports or p...</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Review material and labor requirements to deci...</td>\n",
              "      <td>Cost Estimators</td>\n",
              "      <td>Prepare cost estimates for product manufacturi...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Estimate costs of goods or services.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Perform administrative duties, such as authori...</td>\n",
              "      <td>First-Line Supervisors of Landscaping, Lawn Se...</td>\n",
              "      <td>Directly supervise and coordinate activities o...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Document work hours or activities.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Write grant proposals to procure external rese...</td>\n",
              "      <td>Biological Science Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in biological sciences. Includes...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Write grant proposals.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Area, Ethnic, and Cultural Studies Teachers, P...</td>\n",
              "      <td>Teach courses pertaining to the culture and de...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Social Work Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in social work. Includes both te...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Meet with parents and guardians to discuss the...</td>\n",
              "      <td>Special Education Teachers, Secondary School</td>\n",
              "      <td>Teach academic, social, and life skills to sec...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Discuss student progress with parents or gua...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Architecture Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in architecture and architectura...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Write grant proposals to procure external rese...</td>\n",
              "      <td>Philosophy and Religion Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in philosophy, religion, and the...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Write grant proposals.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Prepare technical and research reports, such a...</td>\n",
              "      <td>Industrial Ecologists</td>\n",
              "      <td>Apply principles and processes of natural ecos...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Prepare research or technical reports on env...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Collaborate with colleagues to address teachin...</td>\n",
              "      <td>Communications Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in communications, such as organ...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Research topics in area of expertise.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Maintain student attendance records, grades, a...</td>\n",
              "      <td>Business Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in business administration and m...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Initiate, facilitate, and moderate classroom d...</td>\n",
              "      <td>Sociology Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in sociology. Includes both teac...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>3 weeks</td>\n",
              "      <td>['Guide class discussions.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Evaluate data processing proposals to assess p...</td>\n",
              "      <td>Computer and Information Systems Managers</td>\n",
              "      <td>Plan, direct, or coordinate activities in such...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Analyze data to determine project feasibilit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Manage subcontractor activities, reviewing pro...</td>\n",
              "      <td>Logisticians</td>\n",
              "      <td>Analyze and coordinate the ongoing logistical ...</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Supervise employees.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Participate in student recruitment, registrati...</td>\n",
              "      <td>Agricultural Sciences Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in the agricultural sciences. In...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Promote educational institutions or programs...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Conduct research in a particular field of know...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>6 weeks</td>\n",
              "      <td>10 years</td>\n",
              "      <td>['Research topics in area of expertise.', 'Wri...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Serve on academic or administrative committees...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Serve on institutional or departmental commi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Locate suppliers, using sources such as catalo...</td>\n",
              "      <td>Procurement Clerks</td>\n",
              "      <td>Compile information and records to draw up pur...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Obtain information about goods or services.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Consult with institutions or associations rega...</td>\n",
              "      <td>Registered Nurses</td>\n",
              "      <td>Assess patient health problems and needs, deve...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 weeks</td>\n",
              "      <td>['Advise communities or institutions regarding...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Compile bibliographies of specialized material...</td>\n",
              "      <td>Criminal Justice and Law Enforcement Teachers,...</td>\n",
              "      <td>Teach courses in criminal justice, corrections...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Compile specialized bibliographies or lists ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Maintain student attendance records, grades, a...</td>\n",
              "      <td>Foreign Language and Literature Teachers, Post...</td>\n",
              "      <td>Teach languages and literature courses in lang...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Maintain student records.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Prepare course materials, such as syllabi, hom...</td>\n",
              "      <td>Atmospheric, Earth, Marine, and Space Sciences...</td>\n",
              "      <td>Teach courses in the physical sciences, except...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>3 days</td>\n",
              "      <td>['Develop instructional materials.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Supervise loan personnel.</td>\n",
              "      <td>Loan Officers</td>\n",
              "      <td>Evaluate, authorize, or recommend approval of ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Supervise employees.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Prepare nanotechnology-related invention discl...</td>\n",
              "      <td>Nanosystems Engineers</td>\n",
              "      <td>Design, develop, or supervise the production o...</td>\n",
              "      <td>3 days</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Prepare contracts, disclosures, or applicati...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Provide professional consulting services to go...</td>\n",
              "      <td>Physics Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the laws of matter...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise educators on curricula, instructional...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Prepare course materials, such as syllabi, hom...</td>\n",
              "      <td>History Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in human history and historiogra...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>3 days</td>\n",
              "      <td>['Develop instructional materials.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Assess or propose sustainability initiatives, ...</td>\n",
              "      <td>Sustainability Specialists</td>\n",
              "      <td>Address organizational sustainability issues, ...</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>6 weeks</td>\n",
              "      <td>['Assess the cost effectiveness of products, p...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Create debt management plans, spending plans, ...</td>\n",
              "      <td>Credit Counselors</td>\n",
              "      <td>Advise and educate individuals or organization...</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>3 weeks</td>\n",
              "      <td>['Develop financial plans for clients.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Maintain student attendance records, grades, a...</td>\n",
              "      <td>Art, Drama, and Music Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in drama, music, and the arts in...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Maintain student records.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>Compile bibliographies of specialized material...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Compile specialized bibliographies or lists ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Recommend or execute personnel actions, such a...</td>\n",
              "      <td>First-Line Supervisors of Production and Opera...</td>\n",
              "      <td>Directly supervise and coordinate the activiti...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Perform human resources activities.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Compile and prepare documentation related to p...</td>\n",
              "      <td>Production, Planning, and Expediting Clerks</td>\n",
              "      <td>Coordinate and expedite the flow of work and m...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>3 days</td>\n",
              "      <td>['Compile data or documentation.', 'Record per...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Maintain student attendance records, grades, a...</td>\n",
              "      <td>Environmental Science Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in environmental science. Includ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Maintain student records.']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>Attend meetings or seminars or read current li...</td>\n",
              "      <td>Remote Sensing Scientists and Technologists</td>\n",
              "      <td>Apply remote sensing principles and methods to...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Review professional literature to maintain p...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Research the target audience of projects.</td>\n",
              "      <td>Graphic Designers</td>\n",
              "      <td>Design or create graphics to meet specific com...</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Conduct market research.', 'Collect data abo...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d8787f5e-0426-4e7f-9c9e-f3603aa666b2')\"\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-d8787f5e-0426-4e7f-9c9e-f3603aa666b2 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-d8787f5e-0426-4e7f-9c9e-f3603aa666b2');\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-a8d3c9aa-273d-4dd5-b24f-26a124df54f6\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a8d3c9aa-273d-4dd5-b24f-26a124df54f6')\"\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-a8d3c9aa-273d-4dd5-b24f-26a124df54f6 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "  <div id=\"id_97330dfa-28bf-4d97-acbd-b13a9a04df89\">\n",
              "    <style>\n",
              "      .colab-df-generate {\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-generate: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-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate: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",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('dataset')\"\n",
              "            title=\"Generate code using this dataframe.\"\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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              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_97330dfa-28bf-4d97-acbd-b13a9a04df89 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('dataset');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "dataset",
              "summary": "{\n  \"name\": \"dataset\",\n  \"rows\": 45,\n  \"fields\": [\n    {\n      \"column\": \"Task\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 30,\n        \"samples\": [\n          \"Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders.\",\n          \"Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.\",\n          \"Provide professional consulting services to government or industry.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Occupation\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"Computer and Information Systems Managers\",\n          \"Industrial Ecologists\",\n          \"Biological Science Teachers, Postsecondary\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Occupation Description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 37,\n        \"samples\": [\n          \"Plan, direct, or coordinate activities in such fields as electronic data processing, information systems, systems analysis, and computer programming.\",\n          \"Apply principles and processes of natural ecosystems to develop models for efficient industrial systems. Use knowledge from the physical and social sciences to maximize effective use of natural resources in the production and use of goods and services. Examine societal issues and their relationship with both technical systems and the environment.\",\n          \"Teach courses in biological sciences. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Lower bound\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 8,\n        \"samples\": [\n          \"2 hours\",\n          \"8 hours\",\n          \"30 minutes\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Upper bound\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"10 years\",\n          \"1 week\",\n          \"2 hours\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dwas\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 29,\n        \"samples\": [\n          \"['Review professional literature to maintain professional knowledge.', 'Attend conferences or workshops to maintain professional knowledge.']\",\n          \"['Obtain information about goods or services.']\",\n          \"['Supervise employees.']\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 120
        }
      ],
      "source": [
        "\n",
        "import pandas as pd\n",
        "import math\n",
        "import litellm\n",
        "import json\n",
        "import os\n",
        "import wandb\n",
        "from google.colab import userdata\n",
        "\n",
        "os.environ['OPENAI_API_KEY'] = userdata.get('OPENAI_API_KEY')\n",
        "os.environ['GEMINI_API_KEY'] = userdata.get('GEMINI_API_KEY')\n",
        "\n",
        "# Download here: https://docs.google.com/spreadsheets/d/1IUgj9GKNpiRheiaoK1nu6nuXbQJfEfwLOmrl-mRD400/edit?gid=1131861571#gid=1131861571\n",
        "# Then run in Untilted0.ipynb to add the DWAs\n",
        "# OR fix the problem forever by adding DWAs in the ground truth\n",
        "dataset = pd.read_csv(\"groundtruth_with_dwas.csv\")\n",
        "\n",
        "train_dataset = dataset.iloc[:30].copy()\n",
        "#test_dataset = dataset.iloc[30:]\n",
        "\n",
        "train_dataset = enrich_df_with_duration_in_minutes(train_dataset, 'Lower bound', 'golden_lower')\n",
        "train_dataset = enrich_df_with_duration_in_minutes(train_dataset, 'Upper bound', 'golden_upper')\n",
        "\n",
        "def calc_loss(df):\n",
        "  df['loss_lower'] = (df['pred_lower'] / df['golden_lower']).map(lambda x: math.log(x)).abs()\n",
        "  df['loss_upper'] = (df['pred_lower'] / df['golden_upper']).map(lambda x: math.log(x)).abs()\n",
        "\n",
        "  loss = df['loss_lower'].mean() + df['loss_upper'].mean()\n",
        "  loss = loss / 2\n",
        "  loss = math.exp(loss)\n",
        "\n",
        "  return loss\n",
        "\n",
        "dataset"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "laU3PJgP3Hlz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "wandb.login()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 213
        },
        "id": "zQNFgBOaRgEJ",
        "outputId": "ada84882-af0a-499c-9b51-e1a382a2f9c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: Using wandb-core as the SDK backend.  Please refer to https://wandb.me/wandb-core for more information.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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            "application/javascript": [
              "\n",
              "        window._wandbApiKey = new Promise((resolve, reject) => {\n",
              "            function loadScript(url) {\n",
              "            return new Promise(function(resolve, reject) {\n",
              "                let newScript = document.createElement(\"script\");\n",
              "                newScript.onerror = reject;\n",
              "                newScript.onload = resolve;\n",
              "                document.body.appendChild(newScript);\n",
              "                newScript.src = url;\n",
              "            });\n",
              "            }\n",
              "            loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n",
              "            const iframe = document.createElement('iframe')\n",
              "            iframe.style.cssText = \"width:0;height:0;border:none\"\n",
              "            document.body.appendChild(iframe)\n",
              "            const handshake = new Postmate({\n",
              "                container: iframe,\n",
              "                url: 'https://wandb.ai/authorize'\n",
              "            });\n",
              "            const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n",
              "            handshake.then(function(child) {\n",
              "                child.on('authorize', data => {\n",
              "                    clearTimeout(timeout)\n",
              "                    resolve(data)\n",
              "                });\n",
              "            });\n",
              "            })\n",
              "        });\n",
              "    "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: Logging into wandb.ai. (Learn how to deploy a W&B server locally: https://wandb.me/wandb-server)\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: You can find your API key in your browser here: https://wandb.ai/authorize\n",
            "wandb: Paste an API key from your profile and hit enter:"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " ··········\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m If you're specifying your api key in code, ensure this code is not shared publicly.\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m Consider setting the WANDB_API_KEY environment variable, or running `wandb login` from the command line.\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: No netrc file found, creating one.\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mfelixdorn\u001b[0m (\u001b[33mfelixdorn-forevue\u001b[0m) to \u001b[32mhttps://api.wandb.ai\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ALLOWED_DURATIONS = [\n",
        "    \"10 minutes\",\n",
        "    \"30 minutes\",\n",
        "    \"1 hour\",\n",
        "    \"4 hours\",\n",
        "    \"8 hours\",\n",
        "    \"16 hours\",\n",
        "    \"3 days\",\n",
        "    \"1 week\",\n",
        "    \"3 weeks\",\n",
        "    \"6 weeks\",\n",
        "    \"3 months\",\n",
        "    \"6 months\",\n",
        "    \"1 year\",\n",
        "    \"3 years\",\n",
        "    \"6 years\",\n",
        "    \"10 years\",\n",
        "]\n",
        "\n",
        "SCHEMA = {\n",
        "    \"name\": \"get_time_estimate\",\n",
        "    \"strict\": True,\n",
        "    \"schema\": {\n",
        "        \"type\": \"object\",\n",
        "        \"properties\": {\n",
        "            \"thinking\": {\"type\": \"string\"},\n",
        "            \"lower_bound_estimate\": {\"type\": \"string\", \"enum\": ALLOWED_DURATIONS},\n",
        "            \"upper_bound_estimate\": {\"type\": \"string\", \"enum\": ALLOWED_DURATIONS},\n",
        "        },\n",
        "        \"additionalProperties\": False,\n",
        "        \"required\": [\"thinking\", \"lower_bound_estimate\", \"upper_bound_estimate\"],\n",
        "    },\n",
        "}\n",
        "\n",
        "def run_llm(df, model, system_prompt, user_message_template):\n",
        "   messages = [[\n",
        "        {\"role\": \"system\", \"content\": system_prompt},\n",
        "        {\"role\": \"user\", \"content\": user_message_template.format(row=row[1])},\n",
        "    ] for row in df.iterrows()]\n",
        "   responses = litellm.batch_completion(\n",
        "            model=model,\n",
        "            messages=[messages[0]],\n",
        "            response_format={\"type\": \"json_schema\", \"json_schema\": SCHEMA},\n",
        "   )\n",
        "\n",
        "   lb_estimates = []\n",
        "   ub_estimates = []\n",
        "   for response in responses:\n",
        "      lb_estimate = None\n",
        "      ub_estimate = None\n",
        "\n",
        "      if (\n",
        "        hasattr(response, \"choices\")\n",
        "        and response.choices\n",
        "        and hasattr(response.choices[0], \"message\")\n",
        "        and response.choices[0].message\n",
        "        and hasattr(response.choices[0].message, \"content\")\n",
        "        and response.choices[0].message.content\n",
        "      ):\n",
        "        raw_estimate = response.choices[0].message.content\n",
        "        estimate = json.loads(raw_estimate)\n",
        "        print(estimate)\n",
        "        lb_estimate = estimate.get(\"lower_bound_estimate\")\n",
        "        ub_estimate = estimate.get(\"upper_bound_estimate\")\n",
        "      else:\n",
        "        print(f\"Warning: Received non-standard or error response. Response: {response}\")\n",
        "\n",
        "\n",
        "   df[\"pred_lower_text\"] = lb_estimate\n",
        "   df[\"pred_upper_text\"] = ub_estimate\n",
        "\n",
        "   df = enrich_df_with_duration_in_minutes(df, \"pred_lower_text\", \"pred_lower\")\n",
        "   df = enrich_df_with_duration_in_minutes(df, \"pred_upper_text\", \"pred_upper\")\n",
        "\n",
        "   return df"
      ],
      "metadata": {
        "id": "l1oimXx62N6m"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "datasets = {}\n",
        "\n",
        "def run(fn, **kwargs):\n",
        "  run_data = wandb.init(\n",
        "      project=\"sprint-econtain\",\n",
        "      config=kwargs,\n",
        "  )\n",
        "\n",
        "  try:\n",
        "    dataset = train_dataset.copy()\n",
        "\n",
        "    print(f\"Running {run_data.name}\")\n",
        "    fn(df=dataset, **kwargs)\n",
        "    print(f\"Finished {run_data.name}\")\n",
        "    loss = calc_loss(dataset)\n",
        "\n",
        "    print(f\"Loss {run_data.name}:\", loss)\n",
        "    wandb.summary[\"loss\"] = loss\n",
        "\n",
        "    datasets[run_data.name] = dataset\n",
        "    return dataset\n",
        "  except Exception as e:\n",
        "    wandb.log({\"error\": str(e)})\n",
        "    raise e\n",
        "  finally:\n",
        "    wandb.finish()"
      ],
      "metadata": {
        "id": "_L2eZgnQRNBR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "SYSTEM_PROMPT = \"\"\"\n",
        "You are an expert assistant evaluating the time required for job tasks. Your goal is to estimate the 'effective time' range needed for a skilled human to complete the following job task **remotely**, without supervision[cite: 2, 8, 44].\n",
        "\n",
        "'Effective time' is the active, focused work duration required to complete the task[cite: 2]. Crucially, **exclude all waiting periods, delays, or time spent on other unrelated activities**[cite: 2, 3]. Think of it as the continuous, productive time investment needed if the worker could pause and resume instantly without cost[cite: 3]. This duration serves as a proxy for the level of 'agency' or sustained, coherent effort the task demands[cite: 11, 44].\n",
        "\n",
        "Provide a lower and upper bound estimate for the 'effective time'. These bounds should capture the time within which approximately 80% of instances of performing this specific task are typically completed by a qualified individual[cite: 2].\n",
        "\n",
        "- A **job task** is an occupation-specific unit of work.\n",
        "- **Detailed work activities (DWAs)** are the specific actions comprising the task.\n",
        "\n",
        "You MUST select your lower and upper bound estimates **only** from the following discrete durations:\n",
        "['10 minutes', '30 minutes', '1 hour', '2 hours', '4 hours', '8 hours', '16 hours', '3 days', '1 week', '3 weeks', '6 weeks', '3 months', '6 months', '1 year', '3 years', '10 years']\n",
        "\n",
        "Base your estimate on the provided task description, its associated activities, and the occupational context.\n",
        "\"\"\"\n",
        "\n",
        "USER_MESSAGE_TEMPLATE = \"\"\"\n",
        "Please estimate the effective time range for the following remote task:\n",
        "\n",
        "**Occupation Category:** {row[Occupation]}\n",
        "**Occupation Description:** {row[Occupation Description]}\n",
        "\n",
        "**Task Description:** {row[Task]}\n",
        "**Detailed Work Activities (DWAs):**\n",
        "{row[dwas]}\n",
        "\n",
        "Consider the complexity, required focus, and the typical steps involved as described in the DWAs when determining the active work duration.\n",
        "\"\"\"\n",
        "\n",
        "run(run_llm, model=\"openai/gpt-4.1-mini\", system_prompt=SYSTEM_PROMPT, user_message_template=USER_MESSAGE_TEMPLATE)"
      ],
      "metadata": {
        "id": "bTBfhLqN2EAv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7e4a6e19-ff48-4572-bc6e-260ead9cded4",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "Tracking run with wandb version 0.19.9"
            ]
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              "<IPython.core.display.HTML object>"
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              "Run data is saved locally in <code>/content/wandb/run-20250427_220954-ejfc7r5l</code>"
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            "text/html": [
              "Syncing run <strong><a href='https://wandb.ai/felixdorn-forevue/sprint-econtain/runs/ejfc7r5l' target=\"_blank\">clean-waterfall-29</a></strong> to <a href='https://wandb.ai/felixdorn-forevue/sprint-econtain' target=\"_blank\">Weights & Biases</a> (<a href='https://wandb.me/developer-guide' target=\"_blank\">docs</a>)<br>"
            ]
          },
          "metadata": {}
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          "output_type": "display_data",
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            "text/plain": [
              "<IPython.core.display.HTML object>"
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            "text/html": [
              " View project at <a href='https://wandb.ai/felixdorn-forevue/sprint-econtain' target=\"_blank\">https://wandb.ai/felixdorn-forevue/sprint-econtain</a>"
            ]
          },
          "metadata": {}
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          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
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            "text/html": [
              " View run at <a href='https://wandb.ai/felixdorn-forevue/sprint-econtain/runs/ejfc7r5l' target=\"_blank\">https://wandb.ai/felixdorn-forevue/sprint-econtain/runs/ejfc7r5l</a>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Running clean-waterfall-29\n",
            "{'thinking': 'The task involves researching equipment or component needs, including sourcing information such as competitive prices, delivery times, and operational costs, as well as estimating technical or resource requirements. This requires focused research, data gathering from multiple sources (like suppliers and technical databases), comparative analysis, and calculation of requirements likely documented for engineering review. For an experienced engineering technologist doing this remotely, the task can vary in complexity depending on how many components or pieces of equipment need evaluation. Typically, this kind of detailed research and estimation could be accomplished in a concentrated span ranging from a half hour (for simpler or single-item research) to up to 4 hours (for more involved multiple component analysis and detailed resource estimation). Thus, an effective time range of 30 minutes to 4 hours best captures typical variation in effort and complexity encountered during such tasks.', 'lower_bound_estimate': '30 minutes', 'upper_bound_estimate': '4 hours'}\n",
            "Finished clean-waterfall-29\n",
            "Loss clean-waterfall-29: 2.448567831499293\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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              "<IPython.core.display.HTML object>"
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              "<br>    <style><br>        .wandb-row {<br>            display: flex;<br>            flex-direction: row;<br>            flex-wrap: wrap;<br>            justify-content: flex-start;<br>            width: 100%;<br>        }<br>        .wandb-col {<br>            display: flex;<br>            flex-direction: column;<br>            flex-basis: 100%;<br>            flex: 1;<br>            padding: 10px;<br>        }<br>    </style><br><div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>loss</td><td>24.4857</td></tr></table><br/></div></div>"
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              " View run <strong style=\"color:#cdcd00\">clean-waterfall-29</strong> at: <a href='https://wandb.ai/felixdorn-forevue/sprint-econtain/runs/ejfc7r5l' target=\"_blank\">https://wandb.ai/felixdorn-forevue/sprint-econtain/runs/ejfc7r5l</a><br> View project at: <a href='https://wandb.ai/felixdorn-forevue/sprint-econtain' target=\"_blank\">https://wandb.ai/felixdorn-forevue/sprint-econtain</a><br>Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
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              "Find logs at: <code>./wandb/run-20250427_220954-ejfc7r5l/logs</code>"
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              "                                                 Task  \\\n",
              "0   Research equipment or component needs, sources...   \n",
              "1   Prepare documentation or presentations, includ...   \n",
              "2   Review material and labor requirements to deci...   \n",
              "3   Perform administrative duties, such as authori...   \n",
              "4   Write grant proposals to procure external rese...   \n",
              "5   Maintain regularly scheduled office hours to a...   \n",
              "6   Compile, administer, and grade examinations, o...   \n",
              "7   Maintain regularly scheduled office hours to a...   \n",
              "8   Compile, administer, and grade examinations, o...   \n",
              "9   Maintain regularly scheduled office hours to a...   \n",
              "10  Meet with parents and guardians to discuss the...   \n",
              "11  Maintain regularly scheduled office hours to a...   \n",
              "12  Maintain regularly scheduled office hours to a...   \n",
              "13  Maintain regularly scheduled office hours to a...   \n",
              "14  Write grant proposals to procure external rese...   \n",
              "15  Prepare technical and research reports, such a...   \n",
              "16  Collaborate with colleagues to address teachin...   \n",
              "17  Compile, administer, and grade examinations, o...   \n",
              "18  Maintain student attendance records, grades, a...   \n",
              "19  Maintain regularly scheduled office hours to a...   \n",
              "20  Initiate, facilitate, and moderate classroom d...   \n",
              "21  Evaluate data processing proposals to assess p...   \n",
              "22  Maintain regularly scheduled office hours to a...   \n",
              "23  Manage subcontractor activities, reviewing pro...   \n",
              "24  Participate in student recruitment, registrati...   \n",
              "25  Conduct research in a particular field of know...   \n",
              "26  Serve on academic or administrative committees...   \n",
              "27  Locate suppliers, using sources such as catalo...   \n",
              "28  Consult with institutions or associations rega...   \n",
              "29  Compile bibliographies of specialized material...   \n",
              "\n",
              "                                           Occupation  \\\n",
              "0   Electrical and Electronic Engineering Technolo...   \n",
              "1                          Remote Sensing Technicians   \n",
              "2                                     Cost Estimators   \n",
              "3   First-Line Supervisors of Landscaping, Lawn Se...   \n",
              "4          Biological Science Teachers, Postsecondary   \n",
              "5   Area, Ethnic, and Cultural Studies Teachers, P...   \n",
              "6   Family and Consumer Sciences Teachers, Postsec...   \n",
              "7                 Engineering Teachers, Postsecondary   \n",
              "8                 Social Work Teachers, Postsecondary   \n",
              "9   Family and Consumer Sciences Teachers, Postsec...   \n",
              "10       Special Education Teachers, Secondary School   \n",
              "11  Anthropology and Archeology Teachers, Postseco...   \n",
              "12               Architecture Teachers, Postsecondary   \n",
              "13  Family and Consumer Sciences Teachers, Postsec...   \n",
              "14    Philosophy and Religion Teachers, Postsecondary   \n",
              "15                              Industrial Ecologists   \n",
              "16             Communications Teachers, Postsecondary   \n",
              "17  Anthropology and Archeology Teachers, Postseco...   \n",
              "18                   Business Teachers, Postsecondary   \n",
              "19  Anthropology and Archeology Teachers, Postseco...   \n",
              "20                  Sociology Teachers, Postsecondary   \n",
              "21          Computer and Information Systems Managers   \n",
              "22  Anthropology and Archeology Teachers, Postseco...   \n",
              "23                                       Logisticians   \n",
              "24      Agricultural Sciences Teachers, Postsecondary   \n",
              "25                Engineering Teachers, Postsecondary   \n",
              "26                Engineering Teachers, Postsecondary   \n",
              "27                                 Procurement Clerks   \n",
              "28                                  Registered Nurses   \n",
              "29  Criminal Justice and Law Enforcement Teachers,...   \n",
              "\n",
              "                               Occupation Description Lower bound Upper bound  \\\n",
              "0   Apply electrical and electronic theory and rel...  30 minutes      3 days   \n",
              "1   Apply remote sensing technologies to assist sc...     2 hours      1 week   \n",
              "2   Prepare cost estimates for product manufacturi...     4 hours      1 week   \n",
              "3   Directly supervise and coordinate activities o...     2 hours     8 hours   \n",
              "4   Teach courses in biological sciences. Includes...      1 week    6 months   \n",
              "5   Teach courses pertaining to the culture and de...  30 minutes    3 months   \n",
              "6   Teach courses in childcare, family relations, ...      1 hour     2 hours   \n",
              "7   Teach courses pertaining to the application of...  30 minutes    3 months   \n",
              "8   Teach courses in social work. Includes both te...      1 hour     2 hours   \n",
              "9   Teach courses in childcare, family relations, ...  30 minutes    3 months   \n",
              "10  Teach academic, social, and life skills to sec...     4 hours    6 months   \n",
              "11  Teach courses in anthropology or archeology. I...  30 minutes    3 months   \n",
              "12  Teach courses in architecture and architectura...  30 minutes    3 months   \n",
              "13  Teach courses in childcare, family relations, ...  30 minutes    3 months   \n",
              "14  Teach courses in philosophy, religion, and the...      1 week    6 months   \n",
              "15  Apply principles and processes of natural ecos...      1 week    6 months   \n",
              "16  Teach courses in communications, such as organ...     2 hours     8 hours   \n",
              "17  Teach courses in anthropology or archeology. I...      1 hour     2 hours   \n",
              "18  Teach courses in business administration and m...  30 minutes     4 hours   \n",
              "19  Teach courses in anthropology or archeology. I...  30 minutes     2 hours   \n",
              "20  Teach courses in sociology. Includes both teac...      1 week     3 weeks   \n",
              "21  Plan, direct, or coordinate activities in such...      1 hour     2 hours   \n",
              "22  Teach courses in anthropology or archeology. I...  30 minutes     2 hours   \n",
              "23  Analyze and coordinate the ongoing logistical ...     8 hours    3 months   \n",
              "24  Teach courses in the agricultural sciences. In...     2 hours     8 hours   \n",
              "25  Teach courses pertaining to the application of...     6 weeks    10 years   \n",
              "26  Teach courses pertaining to the application of...     2 hours     8 hours   \n",
              "27  Compile information and records to draw up pur...      1 hour     8 hours   \n",
              "28  Assess patient health problems and needs, deve...      1 week     6 weeks   \n",
              "29  Teach courses in criminal justice, corrections...     4 hours      1 week   \n",
              "\n",
              "                                                 dwas  golden_lower  \\\n",
              "0   ['Estimate technical or resource requirements ...            30   \n",
              "1   ['Prepare scientific or technical reports or p...           120   \n",
              "2            ['Estimate costs of goods or services.']           240   \n",
              "3              ['Document work hours or activities.']           120   \n",
              "4                          ['Write grant proposals.']          2400   \n",
              "5   ['Advise students on academic or career matter...            30   \n",
              "6   ['Administer tests to assess educational needs...            60   \n",
              "7   ['Advise students on academic or career matter...            30   \n",
              "8   ['Administer tests to assess educational needs...            60   \n",
              "9   ['Advise students on academic or career matter...            30   \n",
              "10  ['Discuss student progress with parents or gua...           240   \n",
              "11  ['Advise students on academic or career matter...            30   \n",
              "12  ['Advise students on academic or career matter...            30   \n",
              "13  ['Advise students on academic or career matter...            30   \n",
              "14                         ['Write grant proposals.']          2400   \n",
              "15  ['Prepare research or technical reports on env...          2400   \n",
              "16          ['Research topics in area of expertise.']           120   \n",
              "17  ['Administer tests to assess educational needs...            60   \n",
              "18  ['Advise students on academic or career matter...            30   \n",
              "19  ['Advise students on academic or career matter...            30   \n",
              "20                       ['Guide class discussions.']          2400   \n",
              "21  ['Analyze data to determine project feasibilit...            60   \n",
              "22  ['Advise students on academic or career matter...            30   \n",
              "23                           ['Supervise employees.']           480   \n",
              "24  ['Promote educational institutions or programs...           120   \n",
              "25  ['Research topics in area of expertise.', 'Wri...         14400   \n",
              "26  ['Serve on institutional or departmental commi...           120   \n",
              "27    ['Obtain information about goods or services.']            60   \n",
              "28  ['Advise communities or institutions regarding...          2400   \n",
              "29  ['Compile specialized bibliographies or lists ...           240   \n",
              "\n",
              "    golden_upper pred_lower_text pred_upper_text  pred_lower  pred_upper  \\\n",
              "0           1440      30 minutes         4 hours          30         240   \n",
              "1           2400      30 minutes         4 hours          30         240   \n",
              "2           2400      30 minutes         4 hours          30         240   \n",
              "3            480      30 minutes         4 hours          30         240   \n",
              "4          57600      30 minutes         4 hours          30         240   \n",
              "5          28800      30 minutes         4 hours          30         240   \n",
              "6            120      30 minutes         4 hours          30         240   \n",
              "7          28800      30 minutes         4 hours          30         240   \n",
              "8            120      30 minutes         4 hours          30         240   \n",
              "9          28800      30 minutes         4 hours          30         240   \n",
              "10         57600      30 minutes         4 hours          30         240   \n",
              "11         28800      30 minutes         4 hours          30         240   \n",
              "12         28800      30 minutes         4 hours          30         240   \n",
              "13         28800      30 minutes         4 hours          30         240   \n",
              "14         57600      30 minutes         4 hours          30         240   \n",
              "15         57600      30 minutes         4 hours          30         240   \n",
              "16           480      30 minutes         4 hours          30         240   \n",
              "17           120      30 minutes         4 hours          30         240   \n",
              "18           240      30 minutes         4 hours          30         240   \n",
              "19           120      30 minutes         4 hours          30         240   \n",
              "20          7200      30 minutes         4 hours          30         240   \n",
              "21           120      30 minutes         4 hours          30         240   \n",
              "22           120      30 minutes         4 hours          30         240   \n",
              "23         28800      30 minutes         4 hours          30         240   \n",
              "24           480      30 minutes         4 hours          30         240   \n",
              "25       1152000      30 minutes         4 hours          30         240   \n",
              "26           480      30 minutes         4 hours          30         240   \n",
              "27           480      30 minutes         4 hours          30         240   \n",
              "28         14400      30 minutes         4 hours          30         240   \n",
              "29          2400      30 minutes         4 hours          30         240   \n",
              "\n",
              "    loss_lower  loss_upper  \n",
              "0     0.000000    3.871201  \n",
              "1     1.386294    4.382027  \n",
              "2     2.079442    4.382027  \n",
              "3     1.386294    2.772589  \n",
              "4     4.382027    7.560080  \n",
              "5     0.000000    6.866933  \n",
              "6     0.693147    1.386294  \n",
              "7     0.000000    6.866933  \n",
              "8     0.693147    1.386294  \n",
              "9     0.000000    6.866933  \n",
              "10    2.079442    7.560080  \n",
              "11    0.000000    6.866933  \n",
              "12    0.000000    6.866933  \n",
              "13    0.000000    6.866933  \n",
              "14    4.382027    7.560080  \n",
              "15    4.382027    7.560080  \n",
              "16    1.386294    2.772589  \n",
              "17    0.693147    1.386294  \n",
              "18    0.000000    2.079442  \n",
              "19    0.000000    1.386294  \n",
              "20    4.382027    5.480639  \n",
              "21    0.693147    1.386294  \n",
              "22    0.000000    1.386294  \n",
              "23    2.772589    6.866933  \n",
              "24    1.386294    2.772589  \n",
              "25    6.173786   10.555813  \n",
              "26    1.386294    2.772589  \n",
              "27    0.693147    2.772589  \n",
              "28    4.382027    6.173786  \n",
              "29    2.079442    4.382027  "
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Task</th>\n",
              "      <th>Occupation</th>\n",
              "      <th>Occupation Description</th>\n",
              "      <th>Lower bound</th>\n",
              "      <th>Upper bound</th>\n",
              "      <th>dwas</th>\n",
              "      <th>golden_lower</th>\n",
              "      <th>golden_upper</th>\n",
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              "      <th>pred_upper_text</th>\n",
              "      <th>pred_lower</th>\n",
              "      <th>pred_upper</th>\n",
              "      <th>loss_lower</th>\n",
              "      <th>loss_upper</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Research equipment or component needs, sources...</td>\n",
              "      <td>Electrical and Electronic Engineering Technolo...</td>\n",
              "      <td>Apply electrical and electronic theory and rel...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 days</td>\n",
              "      <td>['Estimate technical or resource requirements ...</td>\n",
              "      <td>30</td>\n",
              "      <td>1440</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>3.871201</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Prepare documentation or presentations, includ...</td>\n",
              "      <td>Remote Sensing Technicians</td>\n",
              "      <td>Apply remote sensing technologies to assist sc...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Prepare scientific or technical reports or p...</td>\n",
              "      <td>120</td>\n",
              "      <td>2400</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>4.382027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Review material and labor requirements to deci...</td>\n",
              "      <td>Cost Estimators</td>\n",
              "      <td>Prepare cost estimates for product manufacturi...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Estimate costs of goods or services.']</td>\n",
              "      <td>240</td>\n",
              "      <td>2400</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>2.079442</td>\n",
              "      <td>4.382027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Perform administrative duties, such as authori...</td>\n",
              "      <td>First-Line Supervisors of Landscaping, Lawn Se...</td>\n",
              "      <td>Directly supervise and coordinate activities o...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Document work hours or activities.']</td>\n",
              "      <td>120</td>\n",
              "      <td>480</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>2.772589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Write grant proposals to procure external rese...</td>\n",
              "      <td>Biological Science Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in biological sciences. Includes...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Write grant proposals.']</td>\n",
              "      <td>2400</td>\n",
              "      <td>57600</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>4.382027</td>\n",
              "      <td>7.560080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Area, Ethnic, and Cultural Studies Teachers, P...</td>\n",
              "      <td>Teach courses pertaining to the culture and de...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "      <td>60</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Social Work Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in social work. Includes both te...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "      <td>60</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Meet with parents and guardians to discuss the...</td>\n",
              "      <td>Special Education Teachers, Secondary School</td>\n",
              "      <td>Teach academic, social, and life skills to sec...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Discuss student progress with parents or gua...</td>\n",
              "      <td>240</td>\n",
              "      <td>57600</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>2.079442</td>\n",
              "      <td>7.560080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Architecture Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in architecture and architectura...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Family and Consumer Sciences Teachers, Postsec...</td>\n",
              "      <td>Teach courses in childcare, family relations, ...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Write grant proposals to procure external rese...</td>\n",
              "      <td>Philosophy and Religion Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in philosophy, religion, and the...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Write grant proposals.']</td>\n",
              "      <td>2400</td>\n",
              "      <td>57600</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>4.382027</td>\n",
              "      <td>7.560080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Prepare technical and research reports, such a...</td>\n",
              "      <td>Industrial Ecologists</td>\n",
              "      <td>Apply principles and processes of natural ecos...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 months</td>\n",
              "      <td>['Prepare research or technical reports on env...</td>\n",
              "      <td>2400</td>\n",
              "      <td>57600</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>4.382027</td>\n",
              "      <td>7.560080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Collaborate with colleagues to address teachin...</td>\n",
              "      <td>Communications Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in communications, such as organ...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Research topics in area of expertise.']</td>\n",
              "      <td>120</td>\n",
              "      <td>480</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>2.772589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Compile, administer, and grade examinations, o...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Administer tests to assess educational needs...</td>\n",
              "      <td>60</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Maintain student attendance records, grades, a...</td>\n",
              "      <td>Business Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in business administration and m...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.079442</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Initiate, facilitate, and moderate classroom d...</td>\n",
              "      <td>Sociology Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in sociology. Includes both teac...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>3 weeks</td>\n",
              "      <td>['Guide class discussions.']</td>\n",
              "      <td>2400</td>\n",
              "      <td>7200</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>4.382027</td>\n",
              "      <td>5.480639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Evaluate data processing proposals to assess p...</td>\n",
              "      <td>Computer and Information Systems Managers</td>\n",
              "      <td>Plan, direct, or coordinate activities in such...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Analyze data to determine project feasibilit...</td>\n",
              "      <td>60</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Maintain regularly scheduled office hours to a...</td>\n",
              "      <td>Anthropology and Archeology Teachers, Postseco...</td>\n",
              "      <td>Teach courses in anthropology or archeology. I...</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>['Advise students on academic or career matter...</td>\n",
              "      <td>30</td>\n",
              "      <td>120</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.386294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Manage subcontractor activities, reviewing pro...</td>\n",
              "      <td>Logisticians</td>\n",
              "      <td>Analyze and coordinate the ongoing logistical ...</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>3 months</td>\n",
              "      <td>['Supervise employees.']</td>\n",
              "      <td>480</td>\n",
              "      <td>28800</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>2.772589</td>\n",
              "      <td>6.866933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Participate in student recruitment, registrati...</td>\n",
              "      <td>Agricultural Sciences Teachers, Postsecondary</td>\n",
              "      <td>Teach courses in the agricultural sciences. In...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Promote educational institutions or programs...</td>\n",
              "      <td>120</td>\n",
              "      <td>480</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>2.772589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Conduct research in a particular field of know...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>6 weeks</td>\n",
              "      <td>10 years</td>\n",
              "      <td>['Research topics in area of expertise.', 'Wri...</td>\n",
              "      <td>14400</td>\n",
              "      <td>1152000</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>6.173786</td>\n",
              "      <td>10.555813</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Serve on academic or administrative committees...</td>\n",
              "      <td>Engineering Teachers, Postsecondary</td>\n",
              "      <td>Teach courses pertaining to the application of...</td>\n",
              "      <td>2 hours</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Serve on institutional or departmental commi...</td>\n",
              "      <td>120</td>\n",
              "      <td>480</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>2.772589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Locate suppliers, using sources such as catalo...</td>\n",
              "      <td>Procurement Clerks</td>\n",
              "      <td>Compile information and records to draw up pur...</td>\n",
              "      <td>1 hour</td>\n",
              "      <td>8 hours</td>\n",
              "      <td>['Obtain information about goods or services.']</td>\n",
              "      <td>60</td>\n",
              "      <td>480</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>2.772589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Consult with institutions or associations rega...</td>\n",
              "      <td>Registered Nurses</td>\n",
              "      <td>Assess patient health problems and needs, deve...</td>\n",
              "      <td>1 week</td>\n",
              "      <td>6 weeks</td>\n",
              "      <td>['Advise communities or institutions regarding...</td>\n",
              "      <td>2400</td>\n",
              "      <td>14400</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>4.382027</td>\n",
              "      <td>6.173786</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Compile bibliographies of specialized material...</td>\n",
              "      <td>Criminal Justice and Law Enforcement Teachers,...</td>\n",
              "      <td>Teach courses in criminal justice, corrections...</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>1 week</td>\n",
              "      <td>['Compile specialized bibliographies or lists ...</td>\n",
              "      <td>240</td>\n",
              "      <td>2400</td>\n",
              "      <td>30 minutes</td>\n",
              "      <td>4 hours</td>\n",
              "      <td>30</td>\n",
              "      <td>240</td>\n",
              "      <td>2.079442</td>\n",
              "      <td>4.382027</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-058b9ff5-6d58-473c-8f24-3457bb3df8b6')\"\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-058b9ff5-6d58-473c-8f24-3457bb3df8b6 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-058b9ff5-6d58-473c-8f24-3457bb3df8b6');\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-aa4522fe-424f-41a2-9cfd-5db59a5e56ad\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-aa4522fe-424f-41a2-9cfd-5db59a5e56ad')\"\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",
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              "\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-aa4522fe-424f-41a2-9cfd-5db59a5e56ad button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"run(run_llm, model=\\\"openai/gpt-4\",\n  \"rows\": 30,\n  \"fields\": [\n    {\n      \"column\": \"Task\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 20,\n        \"samples\": [\n          \"Research equipment or component needs, sources, competitive prices, delivery times, or ongoing operational costs.\",\n          \"Locate suppliers, using sources such as catalogs and the internet, and interview them to gather information about products to be ordered.\",\n          \"Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Occupation\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"Business Teachers, Postsecondary\",\n          \"Special Education Teachers, Secondary School\",\n          \"Electrical and Electronic Engineering Technologists and Technicians\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Occupation Description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 23,\n        \"samples\": [\n          \"Teach courses in business administration and management, such as accounting, finance, human resources, labor and industrial relations, marketing, and operations research. 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            }
          },
          "metadata": {},
          "execution_count": 137
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "datasets = {}"
      ],
      "metadata": {
        "id": "gww4dpDC4Wsd",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}
