|
| 1 | +.. _datasets_main: |
| 2 | + |
| 3 | +======== |
| 4 | +Datasets |
| 5 | +======== |
| 6 | +Here we cover the realistic simulated datasets, which are analogous to 'real world' administrative records such as tax documents |
| 7 | +and census surveys, that users can generate using :code:`pseudopeople` for developing and testing Entity Resolution algorithms |
| 8 | +and software. |
| 9 | + |
| 10 | +The below table offers a list of the datasets that can be generated. Each row of a given dataset represents |
| 11 | +an individual simulant, with the columns representing different simulant attributes, such as name, age, sex, et cetera. |
| 12 | + |
| 13 | + |
| 14 | +.. contents:: |
| 15 | + :depth: 2 |
| 16 | + :local: |
| 17 | + :backlinks: none |
| 18 | + |
| 19 | + |
| 20 | +.. list-table:: **Available Datasets** |
| 21 | + :header-rows: 1 |
| 22 | + :widths: 20 |
| 23 | + |
| 24 | + * - Name |
| 25 | + * - | US Decennial Census |
| 26 | + * - | American Communities Survey (ACS) |
| 27 | + * - | Current Population Survey (CPS) |
| 28 | + * - | Women, Infants, and Children (WIC) Administrative Data |
| 29 | + * - | Social Security Administration (SSA) Data |
| 30 | + * - | Tax W2 and 1099 Forms |
| 31 | + * - | Tax 1040 Form |
| 32 | + |
| 33 | + |
| 34 | +US Decennial Census |
| 35 | +------------------- |
| 36 | +The Decennial Census dataset is a simulated enumeration of the US Census Bureau's Decennial Census Survey. The years |
| 37 | +that have been simulated are 2020, 2030, and 2040. |
| 38 | + |
| 39 | +The following simulant attributes are included in this dataset: |
| 40 | + |
| 41 | +.. list-table:: **Simulant attributes** |
| 42 | + :header-rows: 1 |
| 43 | + |
| 44 | + * - Attribute Name |
| 45 | + - Column Name |
| 46 | + - Notes |
| 47 | + * - Unique simulant ID |
| 48 | + - :code:`simulant_id` |
| 49 | + - Not affected by noise functions; intended use is 'ground truth' for PRL tracking. |
| 50 | + * - First name |
| 51 | + - :code:`first_name` |
| 52 | + - |
| 53 | + * - Middle initial |
| 54 | + - :code:`middle_initial` |
| 55 | + - |
| 56 | + * - Last name |
| 57 | + - :code:`last_name` |
| 58 | + - |
| 59 | + * - Age |
| 60 | + - :code:`age` |
| 61 | + - Rounded down to an integer. |
| 62 | + * - Date of birth |
| 63 | + - :code:`date_of_birth` |
| 64 | + - Formatted as MM/DD/YYYY. |
| 65 | + * - Physical address street number |
| 66 | + - :code:`street_number` |
| 67 | + - |
| 68 | + * - Physical address street name |
| 69 | + - :code:`street_name` |
| 70 | + - |
| 71 | + * - Physical address unit |
| 72 | + - :code:`unit_number` |
| 73 | + - |
| 74 | + * - Physical address city |
| 75 | + - :code:`city` |
| 76 | + - |
| 77 | + * - Physical address state |
| 78 | + - :code:`state` |
| 79 | + - |
| 80 | + * - Physical address ZIP code |
| 81 | + - :code:`zipcode` |
| 82 | + - |
| 83 | + * - Relationship to person 1 (head of household) |
| 84 | + - :code:`relationship_to_household_head` |
| 85 | + - 'Person 1', 'head of household', and 'Reference person' are all synonymous in this context. Possible values for this indicator include: |
| 86 | + Reference person; Biological child; Adopted child; Stepchild; Sibling; Parent; Grandchild; Parent-in-law; Child-in-law; Other relative; |
| 87 | + Roommate; Foster child; and Other nonrelative. |
| 88 | + * - Sex |
| 89 | + - :code:`sex` |
| 90 | + - Binary; 'male' or 'female'. |
| 91 | + * - Race/ethnicity |
| 92 | + - :code:`race_ethnicity` |
| 93 | + - The exhaustive and mutually exclusive categories for the single composite 'race/ethnicity' indicator are as follows: |
| 94 | + White; Black; Latino; American Indian and Alaskan Native (AIAN); Asian; Native Hawaiian and Other Pacific Islander (NHOPI); and |
| 95 | + Multiracial or Some Other Race. |
| 96 | + |
| 97 | +Household Surveys: ACS and CPS |
| 98 | +------------------------------ |
| 99 | +There are two simulated household survey datasets that can be used: the American |
| 100 | +Communities Survey (ACS) and the Current Population Survey (CPS). |
| 101 | + |
| 102 | + |
| 103 | +.. list-table:: **Simulant attributes** |
| 104 | + :header-rows: 1 |
| 105 | + |
| 106 | + * - Attribute Name |
| 107 | + - Column Name |
| 108 | + - Notes |
| 109 | + * - Unique simulant ID |
| 110 | + - simulant_id |
| 111 | + - Not affected by noise functions; intended use is 'ground truth' for PRL tracking. |
| 112 | + * - Household ID |
| 113 | + - :code:`household_id` |
| 114 | + - Not affected by noise functions; intended use is 'ground truth' for PRL tracking. |
| 115 | + * - First name |
| 116 | + - :code:`first_name` |
| 117 | + - |
| 118 | + * - Middle initial |
| 119 | + - :code:`middle_initial` |
| 120 | + - |
| 121 | + * - Last name |
| 122 | + - :code:`last_name` |
| 123 | + - |
| 124 | + * - Age |
| 125 | + - :code:`age` |
| 126 | + - Rounded to nearest integer. |
| 127 | + * - Date of birth |
| 128 | + - :code:`date_of_birth` |
| 129 | + - Formatted as MM/DD/YYYY. |
| 130 | + * - Physical address street number |
| 131 | + - :code:`street_number` |
| 132 | + - |
| 133 | + * - Physical address street name |
| 134 | + - :code:`street_name` |
| 135 | + - |
| 136 | + * - Physical address unit |
| 137 | + - :code:`unit_number` |
| 138 | + - |
| 139 | + * - Physical address city |
| 140 | + - :code:`city` |
| 141 | + - |
| 142 | + * - Physical address state |
| 143 | + - :code:`state` |
| 144 | + - |
| 145 | + * - Physical address ZIP code |
| 146 | + - :code:`zipcode` |
| 147 | + - |
| 148 | + * - Relationship to person 1 |
| 149 | + - :code:`relationship_to_household_head` |
| 150 | + - 'Person 1', 'head of household', and 'Reference person' are all synonymous in this context. Possible values for this indicator include: |
| 151 | + Reference person; Biological child; Adopted child; Stepchild; Sibling; Parent; Grandchild; Parent-in-law; Child-in-law; Other relative; |
| 152 | + Roommate; Foster child; and Other nonrelative. |
| 153 | + * - Sex |
| 154 | + - :code:`sex` |
| 155 | + - Binary; 'male' or 'female' |
| 156 | + * - Race/ethnicity |
| 157 | + - :code:`race_ethnicity` |
| 158 | + - The following exhaustive and mutually exclusive categories for the single composite 'race/ethnicity' indicator are as follows: |
| 159 | + White; Black; Latino; American Indian and Alaskan Native (AIAN); Asian; Native Hawaiian and Other Pacific Islander (NHOPI); and |
| 160 | + Multiracial or Some Other Race. |
| 161 | + |
| 162 | + |
| 163 | +WIC |
| 164 | +--- |
| 165 | + |
| 166 | + |
| 167 | +Social Security |
| 168 | +--------------- |
| 169 | + |
| 170 | + |
| 171 | +Tax W-2 & 1099 |
| 172 | +-------------- |
| 173 | + |
| 174 | + |
| 175 | +Tax 1040 |
| 176 | +-------- |
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