data_preprocessing.ipynb

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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "id": "muKRVYW3evcG",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "07e308d7-d5eb-4289-face-0c121f186c8e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Column names are CaseID, married, sexual_orientation, gender, p_gender, hispanic, race, p_hispanic, p_race, age_when_met, time_from_met_to_rel, age_when_marry, sig_other, school, college, mil, church, vol_org, customer, bar_restaurant, party, public, blind_date, vacation, single_serve_nonint, business_trip, work_neighbors, met_online, met_through_family, met_through_friend, met_through_as_nghbrs, met_as_through_cowork\n",
            "[{'permutation': 'Female,Non-Hispanic,White,straight', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'White', 'sexual_orientation': 'straight', 'count': 647, 'Hispanic': 26, 'Non-Hispanic': 621, 'White': 617, 'American Indian, Aleut, or Eskimo': 1, 'Asian or Pacific Islander': 4, 'Black or African American': 8, 'Other': 17, 'agewhenmet': [21, 25, 15, 15, 40, 21, 17, 15, 17, 15, 25, 17, 19, 26, 19, 18, 32, 26, 36, 22, 18, 25, 29, 18, 34, 32, 29, 2, 19, 16, 42, 16, 28, 12, 23, 22, 51, 46, 26, 6, 36, 38, 28, 15, 18, 15, 19, 21, 21, 18, 26, 38, 14, 20, 19, 37, 21, 21, 18, 15, 31, 27, 19, 17, 46, 34, 18, 21, 16, 30, 16, 16, 18, 37, 24, 19, 24, 28, 18, 17, 26, 24, 23, 20, 19, 41, 39, 37, 13, 13, 22, 26, 16, 37, 19, 17, 22, 11, 18, 18, 42, 17, 16, 31, 23, 12, 29, 22, 35, 45, 19, 20, 27, 18, 26, 30, 16, 19, 19, 39, 29, 21, 19, 22, 16, 18, 17, 14, 20, 15, 23, 5, 20, 8, 28, 18, 28, 27, 20, 32, 27, 18, 40, 26, 19, 21, 9, 23, 16, 31, 21, 32, 23, 36, 17, 28, 19, 20, 16, 15, 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African American': 44, 'Other': 0, 'agewhenmet': [22, 29, 25, 27, 22, 19, 15, 44, 19, 23, 18, 40, 21, 15, 41, 34, 33, 18, 16, 22, 35, 17, 18, 24, 23, 16, 38, 19, 24, 31, 15, 47, 38, 35, 22, 29, 22, 43, 44, 18, 13, 15, 34, 14, 25, 22, 19, 41, 4, 20, 47], 'timefrommettorel': [0.833374, 0.0, 0.08325195, 1.666626, 2.083374, 0.08337402, 0.08325195, 0.0, 0.916626, 0.08337402, 0.33337402, 4.333252, 0.0, 2.333252, 0.08337402, 0.0, 0.08337402, 1.166626, 0.833374, 0.0, 0.25, 0.0, 0.916626, 0.16662598, 0.25, 0.25, 4.75, 0.41674805, 0.08325195, 0.0, 0.0, 0.25, 2.583252, 0.41662598, 11.0, 4.083374, 0.0, 1.75, 0.16662598, 18.916626, 2.0, 0.16674805, 0.41662598, 0.16662598, 0.0, 0.583374, 1.0, 0.33325195, 2.333374, 0.0, 0.08337402], 'agewhenmarry': [23, 31, 28, 41, 44, 26, 30, 49, 22, 45, 18, 45, 21, 19, 43, 35, 34, 32, 42, 22, 38, 25, 21, 26, 25, 23, 60, 32, 27, 32, 20, 49, 55, 44, 36, 39, 26, 46, 46, 42, 16, 18, 36, 18, 31, 26, 23, 55, 11, 21, 47]}, {'permutation': 'Female,Non-Hispanic,White,lesbian', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'White', 'sexual_orientation': 'lesbian', 'count': 21, 'Hispanic': 0, 'Non-Hispanic': 21, 'White': 18, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 2, 'Black or African American': 1, 'Other': 0, 'agewhenmet': [30, 18, 27, 24, 19, 48, 17, 27, 21, 32, 32, 31, 18, 43, 38, 18, 28, 16, 53, 29, 20], 'timefrommettorel': [0.25, 0.0, 0.0, 0.0, 0.0, 0.0, 0.25, 0.08337402, 0.41662598, 0.25, 2.583374, 0.583374, 1.25, 0.0, 0.75, 0.0, 0.0, 8.916626, 0.0, 4.5, 4.0], 'agewhenmarry': [69, 53, 39, 32, 21, 58, 22, 34, 55, 33, 51, 33, 21, 54, 51, 25, 29, 43, 71, 38, 47]}, {'permutation': 'Male,Non-Hispanic,White,gay', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'White', 'sexual_orientation': 'gay', 'count': 37, 'Hispanic': 4, 'Non-Hispanic': 33, 'White': 32, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 3, 'Black or African American': 1, 'Other': 1, 'agewhenmet': [19, 35, 22, 24, 22, 28, 25, 30, 29, 32, 24, 47, 22, 30, 25, 27, 45, 31, 36, 35, 32, 24, 21, 23, 43, 18, 21, 21, 30, 40, 30, 36, 20, 25, 28, 42, 36], 'timefrommettorel': [0.08337402, 3.666748, 0.16674805, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 12.583374, 0.0, 0.0, 0.0, 0.0, 0.33337402, 0.16662598, 1.583252, 13.916626, 1.416626, 0.0, 0.0, 0.16662598, 0.0, 0.0, 4.0, 0.0, 0.5, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.16662598, 0.58325195, 0.0], 'agewhenmarry': [19, 44, 24, 37, 51, 33, 30, 60, 43, 33, 58, 50, 54, 57, 50, 29, 61, 38, 53, 46, 43, 25, 50, 32, 56, 28, 47, 50, 58, 50, 31, 56, 28, 28, 41, 60, 40]}, {'permutation': 'Male,Hispanic,White,straight', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'straight', 'count': 77, 'Hispanic': 42, 'Non-Hispanic': 35, 'White': 72, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 1, 'Black or African American': 2, 'Other': 2, 'agewhenmet': [36, 22, 22, 34, 16, 25, 36, 34, 28, 19, 24, 31, 20, 17, 20, 33, 32, 31, 25, 15, 22, 23, 24, 30, 22, 20, 19, 29, 22, 29, 25, 48, 32, 19, 18, 10, 33, 22, 25, 21, 20, 49, 42, 25, 22, 20, 45, 20, 27, 5, 28, 17, 24, 26, 21, 16, 30, 17, 22, 28, 18, 21, 23, 21, 22, 23, 24, 17, 44, 28, 21, 22, 19, 23, 5, 23, 20], 'timefrommettorel': [0.25, 0.5, 0.916626, 0.0, 3.416748, 0.08325195, 0.08337402, 1.0, 0.0, 0.0, 0.25, 0.08337402, 0.25, 0.33337402, 0.08337402, 2.0, 0.16662598, 5.25, 1.916748, 0.08337402, 0.08325195, 0.16662598, 1.0, 0.08337402, 0.25, 1.0, 0.08325195, 0.16674805, 0.25, 10.833252, 0.16674805, 0.0, 0.08337402, 0.0, 0.16674805, 8.166626, 1.083374, 0.5, 0.25, 0.0, 0.0, 2.0, 0.08337402, 0.16662598, 0.0, 0.0, 1.0, 0.33325195, 0.0, 12.75, 0.0, 0.33337402, 0.0, 0.33337402, 0.0, 7.0, 4.333252, 0.08337402, 0.16662598, 0.08337402, 0.16662598, 0.0, 0.25, 0.08337402, 3.25, 0.666626, 0.16674805, 0.0, 0.0, 0.41662598, 0.33337402, 0.0, 0.0, 0.0, 46.833374, 0.75, 6.833374], 'agewhenmarry': [37, 27, 25, 35, 22, 29, 36, 35, 29, 20, 25, 32, 24, 52, 24, 45, 33, 36, 28, 17, 23, 25, 25, 30, 25, 22, 21, 31, 24, 44, 26, 48, 38, 36, 20, 20, 34, 24, 27, 28, 20, 51, 44, 26, 24, 20, 46, 23, 29, 18, 29, 21, 27, 28, 23, 23, 37, 22, 31, 30, 22, 24, 24, 31, 31, 26, 24, 19, 46, 37, 22, 23, 20, 26, 53, 25, 28]}, {'permutation': 'Female,Non-Hispanic,American Indian, Aleut, or Eskimo,straight', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 28, 'Hispanic': 2, 'Non-Hispanic': 26, 'White': 20, 'American Indian, Aleut, or Eskimo': 3, 'Asian or Pacific Islander': 0, 'Black or African American': 4, 'Other': 1, 'agewhenmet': [16, 22, 29, 32, 15, 13, 20, 17, 21, 22, 14, 20, 16, 18, 27, 44, 14, 28, 27, 21, 40, 18, 16, 24, 16, 18, 21, 17], 'timefrommettorel': [0.0, 0.41662598, 0.08325195, 5.833374, 0.16662598, 1.0, 0.0, 0.33325195, 0.08337402, 0.0, 1.166626, 0.58325195, 0.916626, 0.0, 0.08337402, 0.5, 9.416626, 0.08337402, 0.0, 0.41662598, 0.08325195, 0.0, 0.41674805, 0.16662598, 7.0, 7.5, 1.166748, 0.0], 'agewhenmarry': [16, 23, 31, 38, 18, 18, 24, 22, 21, 22, 18, 22, 23, 18, 27, 45, 25, 30, 29, 26, 44, 18, 17, 54, 24, 31, 29, 21]}, {'permutation': 'Male,Hispanic,White,gay', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'gay', 'count': 5, 'Hispanic': 2, 'Non-Hispanic': 3, 'White': 5, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [36, 48, 36, 41, 42], 'timefrommettorel': [0.08337402, 0.0, 0.08325195, 0.0, 0.08337402], 'agewhenmarry': [46, 49, 40, 70, 43]}, {'permutation': 'Male,Non-Hispanic,American Indian, Aleut, or Eskimo,straight', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 18, 'Hispanic': 2, 'Non-Hispanic': 16, 'White': 11, 'American Indian, Aleut, or Eskimo': 4, 'Asian or Pacific Islander': 2, 'Black or African American': 1, 'Other': 0, 'agewhenmet': [39, 12, 1, 22, 26, 8, 1, 28, 38, 18, 28, 25, 28, 26, 29, 59, 17, 30], 'timefrommettorel': [0.25, 6.75, 1.916748, 0.08337402, 0.0, 40.333374, 5.25, 0.08337402, 0.25, 2.083252, 0.0, 0.16662598, 0.0, 0.833374, 0.0, 2.0, 0.33337402, 1.083374], 'agewhenmarry': [42, 22, 6, 24, 27, 49, 12, 29, 41, 20, 29, 27, 31, 27, 30, 62, 21, 32]}, {'permutation': 'Male,Non-Hispanic,Asian or Pacific Islander,straight', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'straight', 'count': 31, 'Hispanic': 2, 'Non-Hispanic': 29, 'White': 5, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 21, 'Black or African American': 0, 'Other': 5, 'agewhenmet': [27, 18, 52, 19, 17, 41, 36, 30, 12, 23, 27, 28, 21, 21, 28, 29, 28, 19, 27, 14, 29, 31, 29, 21, 30, 33, 12, 32, 30, 29, 27], 'timefrommettorel': [0.08337402, 3.5, 0.0, 3.25, 0.16662598, 1.833252, 0.41674805, 0.5, 4.416626, 0.0, 0.0, 0.08337402, 0.16674805, 2.0, 0.33325195, 3.5, 0.666626, 0.16662598, 0.33337402, 27.25, 1.166748, 0.25, 0.0, 1.25, 0.0, 0.33325195, 18.5, 0.66674805, 0.16674805, 0.16662598, 0.33337402], 'agewhenmarry': [28, 25, 52, 22, 22, 47, 37, 32, 28, 23, 27, 45, 23, 27, 29, 34, 28, 31, 29, 41, 40, 32, 30, 24, 33, 34, 31, 33, 30, 31, 28]}, {'permutation': 'Female,Hispanic,White,straight', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'straight', 'count': 56, 'Hispanic': 37, 'Non-Hispanic': 19, 'White': 47, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 3, 'Other': 6, 'agewhenmet': [31, 17, 31, 18, 19, 13, 21, 15, 41, 24, 19, 37, 47, 18, 17, 21, 37, 42, 16, 13, 14, 35, 26, 17, 23, 21, 16, 19, 16, 21, 14, 14, 39, 20, 15, 32, 18, 18, 20, 31, 24, 17, 22, 14, 30, 14, 20, 17, 26, 19, 13, 13, 21, 38, 17, 23], 'timefrommettorel': [1.833374, 0.25, 0.16662598, 0.08325195, 2.083252, 7.5, 1.083374, 1.083374, 0.0, 0.08337402, 0.0, 1.0, 0.16662598, 2.833374, 0.16662598, 0.08337402, 0.5, 0.08325195, 0.0, 0.83325195, 0.0, 0.08337402, 0.08337402, 0.08325195, 2.25, 0.83325195, 0.41662598, 0.08337402, 0.33337402, 0.916626, 0.16662598, 0.0, 0.08337402, 0.75, 0.08337402, 0.25, 0.16662598, 0.08337402, 0.5, 0.0, 0.0, 0.33325195, 0.08325195, 0.08337402, 0.16662598, 0.25, 0.0, 0.25, 0.0, 1.0, 8.25, 5.416626, 0.16662598, 1.083374, 0.0, 0.0], 'agewhenmarry': [34, 18, 33, 25, 26, 22, 23, 17, 56, 25, 24, 40, 49, 29, 17, 22, 42, 42, 20, 21, 15, 43, 33, 20, 28, 23, 17, 20, 20, 24, 20, 26, 41, 21, 25, 34, 27, 19, 23, 32, 24, 19, 27, 17, 31, 18, 28, 32, 44, 20, 32, 20, 22, 39, 17, 24]}, {'permutation': 'Male,Non-Hispanic,Black or African American,straight', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'straight', 'count': 61, 'Hispanic': 7, 'Non-Hispanic': 54, 'White': 12, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 2, 'Black or African American': 41, 'Other': 6, 'agewhenmet': [1, 26, 27, 14, 23, 14, 41, 38, 31, 22, 17, 27, 43, 20, 21, 47, 57, 51, 28, 25, 13, 26, 25, 21, 29, 27, 24, 22, 30, 24, 40, 17, 29, 20, 28, 20, 29, 26, 23, 20, 15, 12, 15, 18, 24, 31, 17, 29, 37, 26, 24, 33, 28, 15, 11, 33, 18, 29, 20, 18, 28], 'timefrommettorel': [0.0, 0.08325195, 0.5, 2.916626, 0.25, 0.16674805, 0.583374, 0.666626, 0.25, 10.25, 0.25, 0.08337402, 0.41674805, 1.0, 0.41674805, 2.0, 0.0, 0.08325195, 0.916626, 1.083374, 0.0, 0.666626, 0.0, 0.25, 0.5, 4.5, 0.91674805, 0.08337402, 6.166748, 0.666626, 0.583374, 0.833374, 0.16662598, 0.0, 1.5, 5.916626, 1.333252, 0.0, 0.16662598, 0.0, 34.833252, 9.0, 0.16674805, 0.583374, 0.08337402, 0.0, 22.5, 0.0, 0.0, 0.08325195, 0.916626, 0.41674805, 0.41662598, 2.583252, 27.666748, 0.25, 0.08337402, 0.0, 0.0, 0.25, 0.0], 'agewhenmarry': [1, 28, 31, 20, 23, 18, 50, 39, 32, 34, 38, 30, 46, 21, 23, 49, 57, 53, 35, 44, 17, 30, 25, 26, 34, 33, 25, 23, 39, 27, 47, 31, 40, 20, 31, 28, 41, 27, 24, 24, 51, 24, 25, 24, 28, 31, 48, 35, 38, 32, 29, 33, 29, 24, 39, 38, 23, 29, 22, 20, 33]}, {'permutation': 'Female,Hispanic,White,bisexual', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'bisexual', 'count': 6, 'Hispanic': 1, 'Non-Hispanic': 5, 'White': 5, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [17, 15, 24, 25, 38, 34], 'timefrommettorel': [0.08337402, 3.25, 0.0, 0.0, 0.41662598, 0.0], 'agewhenmarry': [19, 20, 27, 26, 42, 35]}, {'permutation': 'Female,Non-Hispanic,Asian or Pacific Islander,straight', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'straight', 'count': 30, 'Hispanic': 0, 'Non-Hispanic': 30, 'White': 10, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 18, 'Black or African American': 1, 'Other': 1, 'agewhenmet': [19, 12, 25, 22, 26, 23, 25, 16, 25, 10, 20, 18, 20, 26, 32, 16, 26, 31, 24, 25, 36, 24, 19, 19, 18, 20, 21, 62, 14, 34], 'timefrommettorel': [1.0, 12.333374, 0.16674805, 5.916748, 0.0, 0.25, 1.25, 2.666748, 0.0, 5.0, 0.25, 1.666626, 1.75, 3.25, 0.16662598, 0.16662598, 0.25, 0.0, 2.083252, 0.0, 2.583374, 0.0, 0.0, 2.25, 0.5, 1.0, 0.41662598, 0.16662598, 1.25, 2.166748], 'agewhenmarry': [24, 40, 29, 30, 30, 30, 30, 27, 27, 24, 27, 20, 27, 31, 34, 17, 30, 33, 27, 27, 43, 26, 23, 26, 24, 24, 23, 63, 22, 38]}, {'permutation': 'Male,Non-Hispanic,Other,straight', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Other', 'sexual_orientation': 'straight', 'count': 8, 'Hispanic': 0, 'Non-Hispanic': 8, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 1, 'Black or African American': 1, 'Other': 5, 'agewhenmet': [23, 25, 42, 33, 16, 22, 22, 29], 'timefrommettorel': [0.33337402, 0.08325195, 1.916626, 0.08325195, 2.916748, 0.0, 0.25, 0.0], 'agewhenmarry': [25, 25, 44, 36, 20, 24, 25, 35]}, {'permutation': 'Female,Hispanic,Asian or Pacific Islander,straight', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'straight', 'count': 2, 'Hispanic': 2, 'Non-Hispanic': 0, 'White': 2, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [29, 24], 'timefrommettorel': [0.33325195, 0.33325195], 'agewhenmarry': [32, 25]}, {'permutation': 'Female,Hispanic,Black or African American,straight', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'straight', 'count': 3, 'Hispanic': 2, 'Non-Hispanic': 1, 'White': 2, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 1, 'Other': 0, 'agewhenmet': [27, 16, 30], 'timefrommettorel': [0.08325195, 0.0, 0.0], 'agewhenmarry': [39, 17, 47]}, {'permutation': 'Male,Hispanic,White,bisexual', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'bisexual', 'count': 7, 'Hispanic': 4, 'Non-Hispanic': 3, 'White': 4, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 1, 'Black or African American': 0, 'Other': 2, 'agewhenmet': [39, 20, 27, 17, 34, 33, 46], 'timefrommettorel': [2.0, 0.08325195, 0.75, 0.0, 0.0, 1.333252, 4.75], 'agewhenmarry': [45, 27, 28, 20, 36, 36, 64]}, {'permutation': 'Female,Hispanic,Other,straight', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'Other', 'sexual_orientation': 'straight', 'count': 11, 'Hispanic': 6, 'Non-Hispanic': 5, 'White': 5, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 1, 'Black or African American': 1, 'Other': 4, 'agewhenmet': [28, 33, 25, 28, 21, 21, 19, 23, 16, 11, 20], 'timefrommettorel': [1.833374, 0.0, 0.16662598, 0.0, 2.083374, 0.33337402, 1.083374, 0.916626, 1.166626, 0.33337402, 0.08337402], 'agewhenmarry': [38, 34, 26, 28, 35, 28, 21, 47, 18, 13, 21]}, {'permutation': 'Male,Non-Hispanic,Black or African American,bisexual', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'bisexual', 'count': 3, 'Hispanic': 0, 'Non-Hispanic': 3, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 3, 'Other': 0, 'agewhenmet': [26, 19, 6], 'timefrommettorel': [0.0, 0.0, 19.583374], 'agewhenmarry': [26, 19, 31]}, {'permutation': 'Female,Non-Hispanic,American Indian, Aleut, or Eskimo,bisexual', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 5, 'Hispanic': 1, 'Non-Hispanic': 4, 'White': 3, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 1, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [20, 35, 20, 28, 23], 'timefrommettorel': [0.0, 1.583374, 0.0, 0.08337402, 0.41662598], 'agewhenmarry': [27, 38, 22, 30, 24]}, {'permutation': 'Male,Non-Hispanic,Asian or Pacific Islander,bisexual', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'bisexual', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [25], 'timefrommettorel': [0.0], 'agewhenmarry': [25]}, {'permutation': 'Male,Hispanic,Other,straight', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'Other', 'sexual_orientation': 'straight', 'count': 12, 'Hispanic': 5, 'Non-Hispanic': 7, 'White': 7, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 2, 'Black or African American': 1, 'Other': 2, 'agewhenmet': [30, 30, 44, 18, 21, 16, 28, 22, 19, 17, 19, 30], 'timefrommettorel': [3.166748, 0.0, 0.0, 1.333374, 0.16662598, 1.583374, 0.916626, 0.0, 0.5, 0.08325195, 0.0, 0.0], 'agewhenmarry': [35, 31, 49, 39, 22, 30, 31, 24, 22, 20, 27, 31]}, {'permutation': 'Male,Hispanic,American Indian, Aleut, or Eskimo,straight', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 6, 'Hispanic': 3, 'Non-Hispanic': 3, 'White': 5, 'American Indian, Aleut, or Eskimo': 1, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [15, 19, 39, 17, 20, 26], 'timefrommettorel': [2.5, 0.16662598, 1.166626, 0.0, 0.16662598, 0.0], 'agewhenmarry': [22, 25, 41, 22, 21, 30]}, {'permutation': 'Female,Hispanic,Black or African American,lesbian', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'lesbian', 'count': 1, 'Hispanic': 1, 'Non-Hispanic': 0, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 1, 'Other': 0, 'agewhenmet': [32], 'timefrommettorel': [3.833374], 'agewhenmarry': [45]}, {'permutation': 'Male,Hispanic,Black or African American,gay', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'gay', 'count': 1, 'Hispanic': 1, 'Non-Hispanic': 0, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [32], 'timefrommettorel': [0.0], 'agewhenmarry': [32]}, {'permutation': 'Female,Hispanic,White,lesbian', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'White', 'sexual_orientation': 'lesbian', 'count': 2, 'Hispanic': 1, 'Non-Hispanic': 1, 'White': 2, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [30, 47], 'timefrommettorel': [0.833374, 0.25], 'agewhenmarry': [39, 75]}, {'permutation': 'Female,Hispanic,American Indian, Aleut, or Eskimo,straight', 'gender': 'Female', 'hispanic': 'Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 5, 'Hispanic': 2, 'Non-Hispanic': 3, 'White': 4, 'American Indian, Aleut, or Eskimo': 1, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [17, 23, 15, 20, 9], 'timefrommettorel': [0.41674805, 0.25, 0.08325195, 0.0, 9.0], 'agewhenmarry': [21, 32, 22, 25, 19]}, {'permutation': 'Male,Hispanic,Asian or Pacific Islander,straight', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'straight', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [0], 'timefrommettorel': [23.0], 'agewhenmarry': [26]}, {'permutation': 'Male,Non-Hispanic,Black or African American,gay', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'gay', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [30], 'timefrommettorel': [0.0], 'agewhenmarry': [41]}, {'permutation': 'Female,Non-Hispanic,Asian or Pacific Islander,bisexual', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'bisexual', 'count': 2, 'Hispanic': 1, 'Non-Hispanic': 1, 'White': 2, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [19, 16], 'timefrommettorel': [0.16674805, 2.416626], 'agewhenmarry': [28, 24]}, {'permutation': 'Female,Non-Hispanic,White,gay', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'White', 'sexual_orientation': 'gay', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [26], 'timefrommettorel': [6.0], 'agewhenmarry': [49]}, {'permutation': 'Female,Non-Hispanic,Black or African American,bisexual', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'bisexual', 'count': 2, 'Hispanic': 0, 'Non-Hispanic': 2, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [10, 19], 'timefrommettorel': [3.083374, 0.08337402], 'agewhenmarry': [18, 19]}, {'permutation': 'Male,Non-Hispanic,Asian or Pacific Islander,gay', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Asian or Pacific Islander', 'sexual_orientation': 'gay', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [26], 'timefrommettorel': [1.25], 'agewhenmarry': [34]}, {'permutation': 'Male,Non-Hispanic,American Indian, Aleut, or Eskimo,gay', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'American Indian', 'sexual_orientation': ' Aleut', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 0, 'American Indian, Aleut, or Eskimo': 1, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [27], 'timefrommettorel': [0.0], 'agewhenmarry': [50]}, {'permutation': 'Male,Hispanic,Black or African American,straight', 'gender': 'Male', 'hispanic': 'Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'straight', 'count': 1, 'Hispanic': 1, 'Non-Hispanic': 0, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [24], 'timefrommettorel': [0.08337402], 'agewhenmarry': [25]}, {'permutation': 'Female,Non-Hispanic,Other,straight', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Other', 'sexual_orientation': 'straight', 'count': 2, 'Hispanic': 0, 'Non-Hispanic': 2, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 1, 'agewhenmet': [24, 28], 'timefrommettorel': [0.0, 0.0], 'agewhenmarry': [26, 29]}, {'permutation': 'Female,Non-Hispanic,Black or African American,lesbian', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Black or African American', 'sexual_orientation': 'lesbian', 'count': 2, 'Hispanic': 0, 'Non-Hispanic': 2, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 2, 'Other': 0, 'agewhenmet': [34, 39], 'timefrommettorel': [2.5, 0.0], 'agewhenmarry': [45, 58]}, {'permutation': 'Male,Non-Hispanic,Other,bisexual', 'gender': 'Male', 'hispanic': 'Non-Hispanic', 'race': 'Other', 'sexual_orientation': 'bisexual', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 0, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 1, 'Other': 0, 'agewhenmet': [24], 'timefrommettorel': [0.0], 'agewhenmarry': [24]}, {'permutation': 'Female,Non-Hispanic,Other,bisexual', 'gender': 'Female', 'hispanic': 'Non-Hispanic', 'race': 'Other', 'sexual_orientation': 'bisexual', 'count': 1, 'Hispanic': 0, 'Non-Hispanic': 1, 'White': 1, 'American Indian, Aleut, or Eskimo': 0, 'Asian or Pacific Islander': 0, 'Black or African American': 0, 'Other': 0, 'agewhenmet': [14], 'timefrommettorel': [3.083374], 'agewhenmarry': [18]}]\n",
            "42\n",
            "Processed 1917 lines.\n"
          ]
        }
      ],
      "source": [
        "import csv\n",
        "import numpy\n",
        "\n",
        "with open('/content/values.csv', 'r') as csv_file:\n",
        "    csv_reader = csv.reader(csv_file)\n",
        "\n",
        "    line_count = 0\n",
        "    map = {}\n",
        "\n",
        "    for row in csv_reader:\n",
        "        if line_count == 0:\n",
        "            print(f'Column names are {\", \".join(row)}')\n",
        "            line_count += 1\n",
        "        else:\n",
        "            gender = row[3]\n",
        "            hispanic = row[5]\n",
        "            race = row[6]\n",
        "            sexual_orientation = row[2]\n",
        "            feats = [gender, hispanic, race, sexual_orientation]\n",
        "            permutation = ','.join(feats)\n",
        "\n",
        "            if permutation not in map:\n",
        "              map[permutation] = {\n",
        "                  \"count\": 0,\n",
        "                  # hispanic\n",
        "                  \"Hispanic\": 0,\n",
        "                  \"Non-Hispanic\": 0,\n",
        "                  # race\n",
        "                  \"White\": 0,\n",
        "                  \"American Indian, Aleut, or Eskimo\": 0,\n",
        "                  \"Asian or Pacific Islander\": 0,\n",
        "                  \"Black or African American\": 0,\n",
        "                  \"Other\": 0,\n",
        "                  # other\n",
        "                  \"agewhenmet\": [],\n",
        "                  \"timefrommettorel\": [],\n",
        "                  \"agewhenmarry\": [],\n",
        "              }\n",
        "\n",
        "            p_hispanic = row[7]\n",
        "            p_race = row[8]\n",
        "            age_when_met = int(row[9])\n",
        "            time_from_met_to_rel = float(row[10])\n",
        "            age_when_marry = int(row[11])\n",
        "            map[permutation][\"count\"] += 1\n",
        "            map[permutation][p_hispanic] += 1\n",
        "            map[permutation][p_race] += 1\n",
        "            map[permutation][\"agewhenmet\"].append(age_when_met)\n",
        "            map[permutation][\"timefrommettorel\"].append(time_from_met_to_rel)\n",
        "            map[permutation][\"agewhenmarry\"].append(age_when_marry)\n",
        "\n",
        "        line_count += 1\n",
        "\n",
        "    maps = []\n",
        "    for k in map:\n",
        "      items = k.split(',')\n",
        "      gender = items[0]\n",
        "      hispanic = items[1]\n",
        "      race = items[2]\n",
        "      sexual_orientation = items[3]\n",
        "      map_final = { \"permutation\": k, \"gender\": gender, \"hispanic\": hispanic, \"race\": race, \"sexual_orientation\": sexual_orientation, **map[k] }\n",
        "      maps.append(map_final)\n",
        "    print(maps)\n",
        "    print(len(maps))\n",
        "\n",
        "    field_names = [\"permutation\",\n",
        "                  \"gender\",\n",
        "                  \"hispanic\",\n",
        "                  \"race\",\n",
        "                  \"sexual_orientation\",\n",
        "                  # from map\n",
        "                  \"count\",\n",
        "                  # hispanic\n",
        "                  \"Hispanic\",\n",
        "                  \"Non-Hispanic\",\n",
        "                  # race\n",
        "                  \"White\",\n",
        "                  \"American Indian, Aleut, or Eskimo\",\n",
        "                  \"Asian or Pacific Islander\",\n",
        "                  \"Black or African American\",\n",
        "                  \"Other\",\n",
        "                  # other\n",
        "                  \"agewhenmet\",\n",
        "                  \"timefrommettorel\",\n",
        "                  \"agewhenmarry\"]\n",
        "    \n",
        "    with open('outputs.csv', 'w') as csvfile:\n",
        "      writer = csv.DictWriter(csvfile, fieldnames=field_names)\n",
        "      writer.writeheader()\n",
        "      writer.writerows(maps)\n",
        "\n",
        "    print(f'Processed {line_count} lines.')"
      ]
    }
  ]
}