class: center, middle, inverse, title-slide # <br>.large[What do you need to know about R?] ## <br><br> .small[Tyson S. Barrett, PhD] <br> .small[EDUC 7610] --- class: center, middle <!-- background-image: url(figures/fig_dist_examples.png) background-position: 50% 90% background-size: 750px --> ## "R is the bomb." ### -- Essentially Everyone (eventually) --- # Why R? .pull-left[.huge[ Why Use `R`? ] .large[ - .coral[**Free**] - Almost always up-to-date - Best .bluer[data visualizations] - .nicegreen[Syntax oriented] (easy to reproduce analyses) - Gets updated regularly - You can make your .gray1[own functionality] (e.g., `table1()`) ]] .pull-right[.huge[ Any Issues? ] .large[ - Learning curve - Too extensive (people often focus on too much) - Advisor's sometimes don't use it ]] --- # Goals of Learning R in This Class .huge[ - Be able to use it as a tool to simplify your life - Not to become computer scientists or programmers - Only learn the stuff that you need to learn and nothing more - Be able to show off to your friends and family (only half-joking!) ] --- # How R Works .huge[ Uses Objects and Functions ] .large[.large[ - R sees data as an .nicegreen[**object**] - Uses .bluer[**functions**] to do stuff to those objects - Lots of functions are included in outside .salmon[**packages**] - The *tidyverse* is a group of packages that do awesome things simply ]] --- .pull-left[ ## .coral[Objects] .large[.large[ Virtual objects are like physical objects (e.g., a bed is good to sleep on, a table not so much) `R` uses virtual objects (`data.frame`, `vectors`) ]] ```r x <- c(5,3,4,1) ``` ] -- .pull-right[ ## .bluer[Vectors] and .nicegreen[Data Frames] .large[.large[ - a `vector` is a single variable (can be numeric, character, or factor) - a `data.frame` is a group of vectors (variables) ]] ```r df ``` ``` > x y > 1 5 1 > 2 3 1 > 3 4 0 > 4 1 0 ``` ] --- # Functions .huge[Its how we do stuff in `R`] .pull-left[.large[ The tidyverse way is basically like using: - verbs (end with `()`) - subjects, objects, adverbs, and adjectives (inside the parenthases) ]] -- .pull-right[ .large[We tie statements together with `%>%` (called a pipe): - It is read as "and then". - What is this fake R code doing? ]] -- ```r me %>% wake_up("8am") %>% shower("warm", 15) %>% eat_breakfast("fruit") ``` --- # Packages .pull-left[.large[  To install packages: 1. Click on the **Packages** tab in RStudio then click install 2. Write the name of the package you want to download (e.g., `tidyverse`) 3. Click install and wait for it to download and install. ]] -- .pull-right[.large[  To use the package: 1. Run `library(package_name)` at the beginning of your script or RMarkdown file ]] --- # Important first steps in `R` .large[.large[ 1. Read in Data 2. Quickly assess the data 3. Clean the data 4. Analyze the data ]] -- .large[We'll show each of these over the next few weeks starting with reading in, examining, and cleaning the data] --- # Read in the data .huge[Data comes in various files:] .pull-left[.large[ - CSV - tab-delimited - SPSS - Excel ]] .pull-right[.large[ - SAS - Stata - Mplus - etc. ]] -- .huge[`R` can read all types] -- .huge[Generally, it all works in a similar way] --- # Read in data - .large[If your data is called `my_data_file.csv`, then:] ```r my_data <- rio::import("my_data_file.csv") ``` -- - .large[If your data is called `my_data_file.xlsx`, then:] ```r my_data <- rio::import("my_data_file.xlsx") ``` -- - .large[If your data is an SPSS file, then:] ```r my_data <- rio::import("my_data_file.sav") ``` --- # Steps for .dcoral[Preparing] the Data for Analysis .large[.large[ 1. .coral[Get the data] 2. .nicegreen[Clean the data] - Variable Labels - Value Labels - Missing Values 3. .bluer[Compute] new variables and values (fill in missing codes, recode scores, categorize/group values, combine) 4. Get .dcoral[descriptives] using `tableF()` and `table1()` from the `furniture` package to check what is going on ]] --- # Step 1: Get the data ```r d <- rio::import("Data/GSS_reduced_example.csv") d ``` ``` V1 year age educ degree sex race hompop incom16 income06 1 1 2008 49 12 HS Male Other 2 Avg 7500 2 2 2008 48 20 Graduate Male Other 1 Avg 120000 3 3 2008 47 13 HS Male Black 2 Avg 45000 4 4 2008 32 10 HS Male Black 3 Far Above Avg 37500 5 5 2008 37 12 HS Female Black 3 Below Avg 32500 6 6 2008 72 16 Bachelors Male Black 2 Below Avg NA 7 7 2008 21 12 HS Female Black 5 Avg NA 8 8 2008 36 12 HS Female Black 5 Far Above Avg NA 9 9 2008 48 14 HS Female Black 1 Far Below Avg NA 10 10 2008 56 9 <HS Female Black 1 Below Avg NA 11 11 2008 62 17 Graduate Male Black 2 Below Avg 160000 12 12 2008 40 19 Graduate Male Black 1 Far Below Avg 120000 13 13 2008 62 18 Bachelors Female White 2 Below Avg 21250 14 14 2008 71 16 HS Male Black 2 Avg 37500 15 15 2008 58 16 Bachelors Female Black 1 Avg NA 16 16 2008 34 18 Graduate Female Other 6 <NA> NA 17 17 2008 26 15 HS Male White 2 Avg 82500 18 18 2008 33 13 HS Female White 6 Avg 67500 19 19 2008 36 16 Bachelors Male White 1 Avg 160000 20 20 2008 37 14 Associates Male Other 4 Above Avg 55000 21 21 2008 52 12 HS Male White 2 Above Avg 160000 22 22 2008 61 12 <HS Female White 3 Avg 45000 23 23 2008 63 12 HS Female White 2 Avg 67500 24 24 2008 74 13 HS Female White 4 Below Avg NA 25 25 2008 70 13 HS Female White 1 Below Avg NA 26 26 2008 38 12 HS Female White 4 Avg NA 27 27 2008 32 14 HS Male Black 2 Below Avg 37500 28 28 2008 42 18 Graduate Male Other 2 Avg 160000 29 29 2008 41 14 Associates Male Black 1 Far Below Avg 55000 30 30 2008 45 18 Graduate Male White 1 Above Avg 82500 31 31 2008 78 18 Graduate Female White 1 Below Avg 82500 32 32 2008 54 12 HS Female Other 3 Below Avg NA 33 33 2008 49 10 <HS Male Other 3 Below Avg NA 34 34 2008 66 12 HS Female White 1 <NA> 21250 35 35 2008 43 16 Bachelors Male White 1 Avg NA 36 36 2008 37 16 Bachelors Female White 1 Above Avg 82500 37 37 2008 30 16 Bachelors Female Other 3 Avg NA 38 38 2008 53 14 Associates Female White 4 Above Avg NA 39 39 2008 78 16 Bachelors Female White 2 Above Avg NA 40 40 2008 38 16 Bachelors Female Other 2 Below Avg 82500 41 41 2008 64 14 HS Female Other 2 Avg NA 42 42 2008 60 10 HS Female White 2 Avg NA 43 43 2008 55 13 HS Female White 2 Above Avg NA 44 44 2008 28 16 Bachelors Female White 2 Avg NA 45 45 2008 46 15 HS Female Black 6 Far Below Avg NA 46 46 2008 38 18 Graduate Male Other 4 Below Avg 120000 47 47 2008 55 20 Graduate Female White 1 Avg 100000 48 48 2008 39 16 Bachelors Female White 4 Avg 160000 49 49 2008 39 14 HS Female White 3 Far Below Avg 27500 50 50 2008 44 18 Graduate Male White 1 Avg 82500 51 51 2008 60 16 Bachelors Female White 2 Above Avg 67500 52 52 2008 34 14 Associates Female White 4 Avg 160000 53 53 2008 53 16 Bachelors Female White 2 Far Above Avg 160000 54 54 2008 22 15 HS Male White 1 Far Above Avg 11250 55 55 2008 42 16 Graduate Female White 3 Avg 67500 56 56 2008 25 17 HS Male Black 2 Avg 82500 57 57 2008 50 16 Bachelors Male Black 3 Avg 140000 58 58 2008 24 12 HS Male Black 2 Below Avg 32500 59 59 2008 67 16 Bachelors Female Black 1 Avg 27500 60 60 2008 27 14 HS Male Black 4 Avg 55000 61 61 2008 65 20 Graduate Male White 3 <NA> 100000 62 62 2008 43 20 Graduate Male White 2 Above Avg 160000 63 63 2008 26 12 HS Male Black 2 Below Avg 11250 64 64 2008 43 9 HS Male Other 1 Below Avg 23250 65 65 2008 62 19 Graduate Female White 1 <NA> NA 66 66 2008 43 14 Associates Male White 1 Avg NA 67 67 2008 50 12 HS Male Other 1 Below Avg 8500 68 68 2008 65 12 HS Female White 2 Avg NA 69 69 2008 38 16 Bachelors Male White 4 Below Avg 140000 70 70 2008 40 18 Graduate Female White 3 Above Avg 82500 71 71 2008 45 12 HS Female White 1 Far Below Avg 16250 72 72 2008 58 12 HS Male White 2 Avg 37500 73 73 2008 56 16 Bachelors Female White 2 Avg 160000 74 74 2008 61 12 HS Male White 1 Avg 45000 75 75 2008 28 12 HS Female White 4 Avg NA 76 76 2008 64 12 HS Female White 2 Below Avg 100000 77 77 2008 68 14 Associates Male White 1 Avg NA 78 78 2008 35 12 HS Female White 2 Below Avg 67500 79 79 2008 39 14 HS Female White 3 Above Avg 45000 80 80 2008 47 15 HS Female White 2 Avg NA 81 81 2008 46 19 Graduate Male White 1 Avg NA 82 82 2008 50 16 Bachelors Female White 1 Below Avg NA 83 83 2008 50 16 Bachelors Male Black 2 Avg 67500 84 84 2008 19 13 HS Female Black 6 Below Avg 67500 85 85 2008 60 11 <HS Male Other 5 Avg 11250 86 86 2008 51 14 Associates Female White 3 Above Avg 140000 87 87 2008 70 15 Associates Male White 1 Avg 160000 88 88 2008 40 13 HS Male White 2 Avg NA 89 89 2008 54 12 HS Male White 5 Far Below Avg 160000 90 90 2008 43 16 Bachelors Male White 4 Avg 160000 91 91 2008 33 15 Associates Male White 3 Avg 37500 92 92 2008 63 12 HS Female White 2 Below Avg NA 93 93 2008 60 13 HS Female White 3 Avg 100000 94 94 2008 57 15 HS Male White 2 Below Avg 160000 95 95 2008 29 16 Bachelors Male White 2 Avg 120000 96 96 2008 57 20 Graduate Female White 1 Below Avg 67500 97 97 2008 48 18 Graduate Female White 4 Above Avg 140000 98 98 2008 27 8 <HS Female Other 4 Below Avg 55000 99 99 2008 89 12 HS Male White 3 Avg NA 100 100 2008 44 15 HS Female White 6 Below Avg 160000 101 101 2008 63 12 HS Female White 1 Below Avg 67500 102 102 2008 99 12 HS Female White 1 Avg NA 103 103 2008 35 19 Graduate Female White 5 Above Avg 120000 104 104 2008 19 11 <HS Male White 2 Below Avg NA 105 105 2008 83 12 HS Male White 2 Avg 32500 106 106 2008 76 10 <HS Female White 1 <NA> 18250 107 107 2008 21 11 <HS Male Other 4 Far Above Avg 18250 108 108 2008 41 18 Associates Female White 3 Far Below Avg 140000 109 109 2008 66 12 HS Male White 4 Below Avg 160000 110 110 2008 60 12 HS Female White 1 Above Avg 120000 111 111 2008 25 18 Bachelors Male White 3 Above Avg 160000 112 112 2008 34 18 Graduate Female White 5 Avg 82500 113 113 2008 34 16 Bachelors Female White 4 Above Avg 160000 114 114 2008 71 17 Bachelors Male White 2 Below Avg NA 115 115 2008 56 13 HS Male White 5 Below Avg 160000 116 116 2008 48 16 Bachelors Female White 4 Avg 160000 117 117 2008 27 16 Bachelors Male White 3 Avg 160000 118 118 2008 81 13 HS Female White 1 Avg 21250 119 119 2008 73 18 Graduate Male White 3 Avg 160000 120 120 2008 62 20 Graduate Female White 2 Avg 160000 121 121 2008 48 16 Bachelors Female White 1 Above Avg 500 122 122 2008 52 18 Graduate Female White 2 Avg 120000 123 123 2008 34 16 Bachelors Female Other 1 Above Avg 82500 124 124 2008 27 18 Graduate Male White 2 Above Avg 100000 125 125 2008 58 12 HS Male Other 1 Avg 13250 126 126 2008 24 11 <HS Male Other 5 Below Avg 27500 127 127 2008 20 11 <HS Male White 4 Avg 27500 128 128 2008 68 12 HS Male Other 2 Far Below Avg 8500 129 129 2008 41 12 HS Male White 4 Far Below Avg 82500 130 130 2008 24 15 Associates Female White 4 Above Avg 120000 131 131 2008 39 16 Bachelors Female Other 3 <NA> NA 132 132 2008 47 12 HS Male White 3 Below Avg 23250 133 133 2008 40 12 HS Male White 2 Below Avg 100000 134 134 2008 47 18 Bachelors Female White 4 Avg 160000 135 135 2008 27 16 Bachelors Male White 2 Above Avg 82500 136 136 2008 61 18 Graduate Male White 2 Above Avg 160000 137 137 2008 47 14 HS Male White 2 Avg 100000 138 138 2008 23 16 Bachelors Female White 2 Above Avg 2000 139 139 2008 45 16 Graduate Female White 5 Avg 67500 140 140 2008 33 11 <HS Female Other 4 Avg 8500 141 141 2008 27 14 HS Female Other 1 Above Avg 45000 142 142 2008 18 15 Associates Male Black 5 Far Above Avg 67500 143 143 2008 61 12 HS Male White 2 Above Avg 8500 144 144 2008 79 14 Associates Male White 1 Avg 37500 145 145 2008 36 13 HS Female White 7 Avg 120000 146 146 2008 30 16 Bachelors Female Other 2 Avg 82500 147 147 2008 60 14 HS Male White 2 Avg 67500 148 148 2008 46 12 HS Female White 2 Below Avg 55000 149 149 2008 37 9 <HS Female Other 4 Avg 8500 150 150 2008 28 13 HS Male Other 4 Avg 45000 151 151 2008 22 12 <HS Female White 4 Far Below Avg 27500 152 152 2008 47 13 HS Female White 3 Below Avg 16250 153 153 2008 34 6 <HS Female White 9 Avg 27500 154 154 2008 20 15 HS Female White 3 Avg NA 155 155 2008 63 11 <HS Female Black 1 Avg 500 156 156 2008 47 12 HS Female Other 4 Avg 67500 157 157 2008 25 12 HS Male Other 3 Avg NA 158 158 2008 21 10 <HS Male Other 3 Below Avg 21250 159 159 2008 40 6 <HS Male White 4 Far Below Avg 13250 160 160 2008 20 14 HS Male White 4 Avg 55000 161 161 2008 49 9 <HS Female Other 4 Avg 45000 162 162 2008 50 3 <HS Male White 4 Avg 32500 163 163 2008 24 16 Bachelors Male White 4 Below Avg 100000 164 164 2008 69 14 Associates Male White 3 Avg 100000 165 165 2008 57 14 Associates Male Black 3 Avg 55000 166 166 2008 74 0 <HS Female Other 1 Below Avg 11250 167 167 2008 25 16 Bachelors Female White 1 Above Avg 82500 168 168 2008 27 15 Associates Female Other 3 Avg 67500 169 169 2008 31 12 HS Female White 4 Far Below Avg 13250 170 170 2008 69 9 <HS Female White 1 Avg 21250 171 171 2008 99 17 Associates Male White 1 Avg 500 172 172 2008 60 14 HS Male Black 1 Far Below Avg 11250 173 173 2008 20 12 HS Female Other 2 Below Avg 37500 174 174 2008 30 13 HS Male White 3 Far Below Avg 13250 175 175 2008 50 18 Graduate Male White 1 Below Avg 82500 176 176 2008 69 16 HS Female White 1 Avg 160000 177 177 2008 53 19 Graduate Male White 1 Far Below Avg 100000 178 178 2008 46 19 Graduate Female Black 1 Avg 23250 179 179 2008 26 13 HS Male White 3 Below Avg NA 180 180 2008 27 14 HS Female White 3 Avg NA 181 181 2008 40 13 HS Female White 4 Avg 82500 182 182 2008 56 13 HS Female White 3 Below Avg 45000 183 183 2008 37 13 HS Male White 4 Far Below Avg 67500 184 184 2008 69 0 <HS Female White 1 Below Avg 7500 185 185 2008 50 15 HS Male White 2 Above Avg 100000 186 186 2008 37 16 Bachelors Female White 2 Avg 21250 187 187 2008 53 18 Graduate Male White 2 Above Avg 120000 188 188 2008 51 16 Bachelors Male White 1 Below Avg 45000 189 189 2008 43 14 HS Male White 1 Above Avg 45000 190 190 2008 49 15 HS Female White 2 Above Avg 67500 191 191 2008 55 16 Bachelors Female Other 3 Avg 120000 192 192 2008 29 16 Bachelors Female White 3 Avg 160000 193 193 2008 31 16 Bachelors Male White 2 Avg 82500 194 194 2008 59 6 <HS Female Other 2 Below Avg 27500 195 195 2008 67 13 HS Female Black 3 Below Avg 16250 196 196 2008 41 16 Bachelors Female Black 5 Below Avg 32500 197 197 2008 87 14 HS Female Other 1 Below Avg 16250 198 198 2008 47 12 HS Female Black 4 Below Avg 18250 199 199 2008 71 11 <HS Female Black 3 Far Above Avg 21250 200 200 2008 62 12 HS Female Black 2 Below Avg 45000 201 201 2008 25 11 <HS Female Black 6 Far Below Avg 37500 202 202 2008 33 12 HS Female Other 4 Below Avg NA 203 203 2008 54 9 HS Male Other 4 Avg 2000 204 204 2008 54 16 Bachelors Female White 2 Avg NA 205 205 2008 45 9 <HS Female Black 2 Below Avg 13250 206 206 2008 23 8 <HS Male Other 2 Below Avg 18250 207 207 2008 20 13 HS Female Other 4 Avg 37500 208 208 2008 34 9 HS Female White 2 Below Avg NA 209 209 2008 69 12 HS Male Black 1 <NA> 37500 210 210 2008 57 11 <HS Male Black 2 Below Avg 32500 211 211 2008 29 20 Bachelors Female White 1 Avg 13250 212 212 2008 33 16 Bachelors Female White 1 Below Avg 82500 213 213 2008 83 17 Graduate Female White 1 Avg 23250 214 214 2008 37 19 Graduate Male White 3 Above Avg 160000 215 215 2008 20 13 HS Female White 6 Avg 23250 216 216 2008 59 14 Bachelors Male White 1 Below Avg 120000 217 217 2008 73 12 HS Female White 2 Avg 21250 218 218 2008 53 16 Bachelors Female White 3 Avg 120000 219 219 2008 36 16 Bachelors Female Black 2 Avg NA 220 220 2008 56 12 HS Male White 2 <NA> 100000 221 221 2008 43 12 HS Male White 1 Above Avg 55000 222 222 2008 55 19 Graduate Male White 2 Below Avg 100000 223 223 2008 60 14 HS Male White 1 Avg 32500 224 224 2008 66 12 HS Male White 2 Avg 45000 225 225 2008 36 11 <HS Male Black 5 Above Avg 21250 226 226 2008 89 4 <HS Female Other 1 Above Avg NA 227 227 2008 40 14 Associates Male White 3 Avg 160000 228 228 2008 69 16 Graduate Female White 2 Above Avg 120000 229 229 2008 70 12 HS Female White 2 Avg NA 230 230 2008 80 14 HS Male Other 2 Avg 45000 231 231 2008 45 15 HS Male White 4 Avg 160000 232 232 2008 27 14 HS Female White 2 Avg 160000 233 233 2008 57 8 <HS Male White 1 Below Avg 45000 234 234 2008 55 14 Associates Female Black 1 Avg 67500 235 235 2008 54 12 HS Male White 5 Far Below Avg 100000 236 236 2008 63 12 HS Male White 2 Avg 55000 237 237 2008 60 12 HS Female Black 1 Avg 67500 238 238 2008 87 8 <HS Male Black 1 Avg 32500 239 239 2008 54 12 HS Female Black 1 Avg 11250 240 240 2008 49 14 Associates Male Black 2 Avg 82500 241 241 2008 66 16 Bachelors Male White 2 Avg 32500 242 242 2008 29 12 HS Female White 2 Below Avg 100000 243 243 2008 57 12 HS Female White 2 Avg 82500 244 244 2008 37 15 HS Male White 2 Avg 120000 245 245 2008 35 12 HS Male White 2 Avg 67500 246 246 2008 45 10 <HS Male White 2 Avg 27500 247 247 2008 50 11 <HS Male White 2 Below Avg NA 248 248 2008 79 12 HS Male White 2 Far Below Avg 23250 249 249 2008 87 13 HS Female White 1 Avg NA 250 250 2008 47 13 HS Male Black 6 Below Avg 120000 251 251 2008 63 12 HS Male White 2 Far Above Avg NA 252 252 2008 48 16 Bachelors Male White 2 Below Avg 160000 253 253 2008 42 16 Bachelors Male Other 5 Far Below Avg 160000 254 254 2008 37 13 HS Male White 5 Above Avg NA 255 255 2008 39 16 Bachelors Female Other 4 <NA> 120000 256 256 2008 49 12 HS Male White 3 Below Avg 120000 257 257 2008 33 13 Associates Male Other 4 Far Above Avg 160000 258 258 2008 43 16 Bachelors Male White 2 Above Avg 160000 259 259 2008 99 14 Associates Male Other 2 Far Above Avg NA 260 260 2008 77 98 <HS Female White 2 <NA> 27500 261 261 2008 47 13 HS Female Other 2 Above Avg 120000 262 262 2008 47 12 HS Male White 5 Avg 82500 263 263 2008 26 6 <HS Male White 3 Far Below Avg 13250 264 264 2008 46 12 HS Male White 3 Below Avg 27500 265 265 2008 55 10 HS Female White 3 Below Avg 2000 266 266 2008 50 14 HS Female White 4 Avg 45000 267 267 2008 39 16 Bachelors Male Other 3 Above Avg 100000 268 268 2008 58 18 Graduate Male White 2 Above Avg 160000 269 269 2008 74 18 Bachelors Female White 1 Above Avg 120000 270 270 2008 41 17 Bachelors Male Other 4 Far Above Avg 160000 271 271 2008 19 13 HS Male Other 5 Above Avg 67500 272 272 2008 36 16 Bachelors Male White 4 Above Avg 160000 273 273 2008 27 11 HS Female Other 4 Far Below Avg 11250 274 274 2008 28 6 <HS Male White 3 Below Avg 82500 275 275 2008 22 13 HS Female Other 2 Avg 18250 276 276 2008 39 15 Bachelors Male Other 2 Below Avg 67500 277 277 2008 44 12 HS Female White 5 Above Avg 140000 278 278 2008 39 14 HS Female White 3 Above Avg 160000 279 279 2008 30 16 Bachelors Female White 1 Avg 67500 280 280 2008 46 14 Associates Male White 4 Avg 140000 281 281 2008 99 16 Bachelors Female Other 1 Avg 27500 282 282 2008 33 20 Graduate Female White 1 Far Below Avg 37500 283 283 2008 61 20 Graduate Male White 4 Above Avg 160000 284 284 2008 20 14 HS Male Other 6 Above Avg 21250 285 285 2008 29 11 HS Female White 2 Above Avg 13250 286 286 2008 20 13 HS Male Other 2 Avg 7500 287 287 2008 27 9 <HS Female White 6 Below Avg 3500 288 288 2008 40 14 HS Male Other 2 Avg NA 289 289 2008 18 12 HS Female Black 3 Above Avg 82500 290 290 2008 53 14 HS Male White 2 Avg 120000 291 291 2008 44 6 <HS Male White 5 Far Below Avg 67500 292 292 2008 30 12 HS Male White 1 Avg 67500 293 293 2008 52 4 <HS Female White 6 Far Below Avg 32500 294 294 2008 36 14 HS Female Other 2 Far Below Avg 100000 295 295 2008 33 14 Associates Male White 6 Below Avg 27500 296 296 2008 44 14 HS Female White 5 Above Avg 45000 297 297 2008 78 8 <HS Female White 2 Avg NA 298 298 2008 47 14 HS Male White 1 Avg 120000 299 299 2008 42 14 Associates Male White 2 Above Avg 27500 300 300 2008 32 16 Bachelors Male White 1 Above Avg 55000 301 301 2008 35 10 HS Female White 2 Avg 32500 302 302 2008 63 13 HS Male White 2 Avg 82500 303 303 2008 36 14 Associates Female Black 4 Avg 55000 304 304 2008 26 11 <HS Female Black 3 Avg 11250 305 305 2008 32 14 Associates Female Black 3 Far Below Avg 45000 306 306 2008 71 14 Associates Male Black 2 Avg 27500 307 307 2008 19 11 <HS Female Black 3 Avg 45000 308 308 2008 52 14 Associates Female Black 1 Below Avg NA 309 309 2008 36 14 HS Female Black 2 Far Below Avg 5500 310 310 2008 57 12 HS Female Black 2 Below Avg 120000 311 311 2008 24 11 <HS Female Black 3 Above Avg 23250 312 312 2008 42 13 HS Female Black 4 Far Below Avg 37500 313 313 2008 28 12 HS Female White 6 Below Avg 6500 314 314 2008 19 13 HS Male White 3 Avg 55000 315 315 2008 46 16 Bachelors Male Other 5 Avg 100000 316 316 2008 43 18 Graduate Female Black 1 Above Avg 67500 317 317 2008 75 14 Associates Male White 2 Far Below Avg 27500 318 318 2008 40 14 HS Female Black 2 Below Avg 6500 319 319 2008 38 4 <HS Female Other 3 Below Avg 18250 320 320 2008 63 12 HS Female White 2 Above Avg 120000 321 321 2008 79 12 HS Female White 3 Far Below Avg 32500 322 322 2008 40 16 Bachelors Female Black 2 Above Avg NA 323 323 2008 49 20 Graduate Female White 3 Avg NA 324 324 2008 72 13 HS Male White 2 Avg NA 325 325 2008 38 11 HS Male Other 3 Below Avg 100000 326 326 2008 23 13 HS Female White 2 Above Avg 16250 327 327 2008 50 16 Bachelors Female White 4 Above Avg 160000 328 328 2008 89 17 Bachelors Male White 1 Avg 100000 329 329 2008 48 15 HS Female Black 3 Below Avg 100000 330 330 2008 71 16 Bachelors Female White 2 Far Below Avg NA 331 331 2008 19 12 HS Female Other 5 Avg NA 332 332 2008 30 13 HS Female White 1 Below Avg 27500 333 333 2008 55 12 HS Male Black 2 Far Below Avg NA 334 334 2008 62 6 <HS Female Other 1 Avg 32500 335 335 2008 43 4 <HS Female Other 4 Far Below Avg 11250 336 336 2008 66 16 Bachelors Male White 2 Avg 120000 337 337 2008 56 16 Bachelors Male Other 2 Avg 67500 338 338 2008 56 18 Bachelors Male White 2 Above Avg 55000 339 339 2008 78 12 HS Female White 1 Below Avg 27500 340 340 2008 89 12 HS Female White 1 Avg 3500 341 341 2008 51 16 Bachelors Male White 3 Below Avg 100000 342 342 2008 52 18 Graduate Female White 1 Avg 45000 343 343 2008 40 14 HS Female Black 6 Far Below Avg 45000 344 344 2008 57 10 HS Male Black 4 Avg 3500 345 345 2008 61 11 <HS Female Black 1 Far Below Avg 11250 346 346 2008 25 14 HS Female Black 3 Avg NA 347 347 2008 44 10 <HS Female Black 2 <NA> 21250 348 348 2008 21 13 HS Male Black 3 Avg 16250 349 349 2008 66 17 Graduate Male White 2 Far Below Avg 67500 350 350 2008 50 12 HS Male White 1 Far Below Avg 23250 351 351 2008 45 14 Associates Female White 2 Avg 55000 352 352 2008 52 13 HS Female Black 4 Below Avg 55000 353 353 2008 45 16 Bachelors Male Black 4 Avg 45000 354 354 2008 24 12 HS Male Black 3 Avg 3500 355 355 2008 70 6 <HS Male Black 3 Below Avg 21250 356 356 2008 72 3 <HS Female Other 3 Far Below Avg NA 357 357 2008 28 12 HS Female Black 4 Far Below Avg 32500 358 358 2008 25 11 <HS Female Other 3 Avg 11250 359 359 2008 58 14 HS Male White 6 Above Avg 100000 360 360 2008 62 15 HS Male White 3 Avg 55000 361 361 2008 60 15 HS Female Black 2 Avg 45000 362 362 2008 49 14 HS Male Other 3 Below Avg 67500 363 363 2008 47 14 Associates Female Black 2 Below Avg 82500 364 364 2008 34 8 <HS Female White 5 Far Below Avg NA 365 365 2008 31 12 HS Female Black 3 Below Avg 45000 366 366 2008 38 12 HS Female Other 4 Avg 37500 367 367 2008 44 12 HS Male White 4 Avg 27500 368 368 2008 24 12 HS Male White 3 Avg 27500 369 369 2008 77 12 HS Female White 2 Avg 6500 370 370 2008 45 14 HS Female White 3 Avg 55000 371 371 2008 31 16 Associates Female Other 3 Far Below Avg 23250 372 372 2008 37 9 HS Male White 4 Below Avg NA 373 373 2008 38 15 HS Female Other 3 Avg 100000 374 374 2008 24 14 HS Female Black 2 Avg NA 375 375 2008 56 12 HS Male White 3 Avg NA 376 376 2008 40 13 HS Female Black 1 Avg 7500 377 377 2008 43 16 Bachelors Male Black 1 Avg 55000 378 378 2008 48 17 Bachelors Male White 1 Far Above Avg 67500 379 379 2008 30 99 <HS Female Black 1 Avg NA 380 380 2008 50 14 Associates Male Black 1 Above Avg 100000 381 381 2008 49 20 Graduate Female Black 4 Avg NA 382 382 2008 32 12 HS Female White 6 Above Avg 67500 383 383 2008 37 18 Graduate Female Other 3 Above Avg NA 384 384 2008 45 13 HS Male Black 2 Avg 32500 385 385 2008 64 16 Bachelors Male White 2 Above Avg NA 386 386 2008 43 13 HS Male White 2 Avg 27500 387 387 2008 19 14 HS Female White 4 Avg NA 388 388 2008 53 16 Bachelors Male White 1 Above Avg 55000 389 389 2008 84 12 HS Male White 1 Below Avg NA 390 390 2008 63 17 Bachelors Female White 1 Avg 45000 391 391 2008 57 13 HS Male White 1 Avg NA 392 392 2008 74 15 HS Female White 1 Avg 45000 393 393 2008 89 13 HS Female Black 1 Avg 8500 394 394 2008 20 11 <HS Female Black 2 Avg 2000 395 395 2008 28 12 HS Female Black 3 Avg 37500 396 396 2008 84 12 HS Female White 1 Avg 8500 397 397 2008 60 18 Graduate Male White 2 Avg 120000 398 398 2008 25 15 HS Female White 2 Avg 55000 399 399 2008 25 13 HS Female Black 3 Avg NA 400 400 2008 53 11 HS Female White 3 Below Avg NA 401 401 2008 58 15 HS Male White 2 Above Avg 55000 402 402 2008 80 8 <HS Male White 2 Below Avg NA 403 403 2008 45 14 HS Male White 1 Far Above Avg 82500 404 404 2008 33 14 Associates Male White 4 Avg 18250 405 405 2008 64 16 HS Male White 1 Avg 67500 406 406 2008 44 16 Bachelors Female White 4 Avg 67500 407 407 2008 41 12 HS Female White 4 Above Avg 23250 408 408 2008 68 18 Graduate Male White 2 Avg 120000 409 409 2008 28 11 HS Male White 2 Below Avg 32500 410 410 2008 35 6 <HS Male White 5 Avg 13250 411 411 2008 33 11 <HS Male Other 7 Far Below Avg 23250 412 412 2008 57 4 <HS Male White 2 Far Below Avg 120000 413 413 2008 49 18 Graduate Female White 2 Below Avg 100000 414 414 2008 33 11 <HS Female Black 7 Below Avg 55000 415 415 2008 24 14 Associates Female White 2 Avg 18250 416 416 2008 28 12 HS Male White 6 Avg 45000 417 417 2008 56 15 Graduate Female White 1 Below Avg 45000 418 418 2008 49 15 Associates Male White 3 Far Below Avg 27500 419 419 2008 72 16 Graduate Male White 2 Below Avg 45000 420 420 2008 38 12 HS Male White 1 Below Avg 27500 421 421 2008 44 15 HS Male Black 5 Avg 55000 422 422 2008 22 9 HS Male White 5 Below Avg 32500 423 423 2008 20 12 HS Female White 2 Above Avg 32500 424 424 2008 23 12 HS Male Black 2 Avg 13250 425 425 2008 89 8 <HS Female White 2 Far Below Avg 21250 426 426 2008 23 11 HS Male White 2 Avg 23250 427 427 2008 43 10 <HS Female Other 2 Above Avg 32500 428 428 2008 39 12 HS Male White 4 Below Avg 45000 429 429 2008 62 12 HS Female Black 2 Far Below Avg 67500 430 430 2008 36 11 HS Male Black 4 Below Avg 32500 431 431 2008 22 12 HS Male Other 5 Avg 55000 432 432 2008 33 12 HS Male Black 1 Avg 45000 433 433 2008 56 7 <HS Male Black 2 Far Below Avg 32500 434 434 2008 36 11 <HS Female Black 1 Avg 500 435 435 2008 31 6 <HS Female Black 2 Far Below Avg 16250 436 436 2008 24 16 Bachelors Male White 1 Above Avg 23250 437 437 2008 53 19 Graduate Male White 2 Far Below Avg 140000 438 438 2008 35 16 Bachelors Male White 1 Avg 120000 439 439 2008 68 12 HS Male Black 2 Far Below Avg 32500 440 440 2008 29 16 Bachelors Male White 2 Above Avg 120000 441 441 2008 30 12 HS Male White 3 Above Avg 140000 442 442 2008 31 20 Graduate Female Other 2 Avg NA 443 443 2008 68 16 Bachelors Female White 1 Avg NA 444 444 2008 57 18 Graduate Female White 2 Avg 120000 445 445 2008 62 16 Bachelors Female White 2 Above Avg 160000 446 446 2008 80 19 Graduate Female White 1 Below Avg 82500 447 447 2008 21 13 HS Male Black 3 Avg 2000 448 448 2008 46 7 <HS Female White 7 Avg 13250 449 449 2008 40 6 <HS Male Other 6 Far Below Avg 13250 450 450 2008 20 6 <HS Male Other 6 Far Below Avg 13250 451 451 2008 35 18 Graduate Female White 3 Above Avg 100000 452 452 2008 73 16 Bachelors Male White 1 Below Avg 82500 453 453 2008 51 18 Bachelors Female White 2 Far Above Avg 160000 454 454 2008 60 16 Bachelors Male White 2 Above Avg 160000 455 455 2008 58 12 HS Female White 2 Avg 120000 456 456 2008 19 13 HS Male Other 4 Avg 120000 457 457 2008 64 16 Bachelors Female White 2 Avg 67500 458 458 2008 39 17 Graduate Male Other 3 Avg 160000 459 459 2008 31 16 Bachelors Female White 2 Avg 160000 460 460 2008 44 18 Graduate Male White 3 Avg NA 461 461 2008 47 12 HS Female White 1 Avg NA 462 462 2008 36 13 HS Female White 5 Avg 67500 463 463 2008 19 12 HS Female White 4 Far Above Avg 160000 464 464 2008 31 17 Bachelors Male White 4 Avg 82500 465 465 2008 51 9 <HS Male White 4 Below Avg 160000 466 466 2008 37 9 HS Male White 4 Far Below Avg 27500 467 467 2008 23 13 HS Female White 5 Avg 45000 468 468 2008 56 16 Bachelors Male White 3 Avg 160000 469 469 2008 56 16 Bachelors Male White 5 Below Avg 160000 470 470 2008 31 17 Bachelors Male White 2 Above Avg 100000 471 471 2008 29 18 Bachelors Male White 1 Above Avg 100000 472 472 2008 62 2 <HS Female White 4 Below Avg 27500 473 473 2008 52 6 <HS Female White 2 Far Above Avg 7500 474 474 2008 64 16 Bachelors Female Other 2 Above Avg 55000 475 475 2008 76 14 Associates Female White 1 Below Avg NA 476 476 2008 60 16 Associates Male White 1 Avg 37500 477 477 2008 38 9 HS Female Other 3 Avg 3500 478 478 2008 33 13 HS Male Other 1 Avg 23250 479 479 2008 73 16 Bachelors Male White 2 Avg NA 480 480 2008 54 14 HS Female White 2 Below Avg NA 481 481 2008 28 6 <HS Male White 4 Below Avg 13250 482 482 2008 40 15 Bachelors Male Other 3 Below Avg 32500 483 483 2008 20 12 HS Female Black 1 Avg 2000 484 484 2008 22 12 <HS Female Black 1 Avg 500 485 485 2008 23 11 <HS Female Black 1 Far Above Avg 2000 486 486 2008 31 13 HS Female Black 1 Avg 23250 487 487 2008 50 12 HS Female White 2 Avg 45000 488 488 2008 28 16 Bachelors Female Black 1 Avg 27500 489 489 2008 39 16 Bachelors Male White 4 Avg 160000 490 490 2008 48 13 HS Female White 2 Avg 100000 491 491 2008 37 16 Bachelors Female White 5 Above Avg 82500 492 492 2008 65 12 HS Male White 2 Below Avg 100000 493 493 2008 43 16 Bachelors Female White 4 Avg 160000 494 494 2008 52 19 Graduate Female White 4 Below Avg NA 495 495 2008 29 16 Bachelors Male White 1 Below Avg 37500 496 496 2008 24 17 Bachelors Female White 1 Above Avg 3500 497 497 2008 71 16 Bachelors Male White 1 Above Avg 500 498 498 2008 42 11 <HS Female Other 1 Far Below Avg 23250 499 499 2008 42 18 Graduate Female White 4 Far Above Avg 67500 500 500 2008 20 12 HS Male White 2 Above Avg 120000 501 501 2008 74 16 Bachelors Female White 1 Avg 8500 502 502 2008 42 8 <HS Female Other 3 Far Below Avg 82500 503 503 2008 39 6 <HS Female White 3 Far Below Avg 13250 504 504 2008 71 18 Graduate Male White 3 Avg 160000 505 505 2008 62 12 HS Female White 2 Avg 100000 506 506 2008 42 12 HS Female White 4 Avg NA 507 507 2008 20 13 HS Female White 3 Avg NA 508 508 2008 47 16 Associates Male White 4 Avg 82500 509 509 2008 46 15 Associates Male White 2 Below Avg 45000 510 510 2008 46 16 Graduate Male White 4 Avg 160000 511 511 2008 31 14 HS Male Other 5 Below Avg 120000 512 512 2008 40 14 HS Female White 4 Above Avg NA 513 513 2008 57 9 <HS Female White 1 Avg 11250 514 514 2008 57 16 Graduate Female White 1 Below Avg 55000 515 515 2008 38 18 Graduate Female White 2 Above Avg 120000 516 516 2008 45 14 HS Female White 4 Above Avg 160000 517 517 2008 48 12 HS Female White 2 Far Below Avg 140000 518 518 2008 54 16 Bachelors Female White 3 Avg 82500 519 519 2008 45 18 Graduate Female White 11 Above Avg 160000 520 520 2008 65 20 Graduate Male White 1 Avg 67500 521 521 2008 37 20 Graduate Female Other 3 Avg 160000 522 522 2008 35 16 Bachelors Female Other 4 Avg 160000 523 523 2008 71 12 HS Female White 6 Below Avg 16250 524 524 2008 54 14 Associates Female White 3 Avg 100000 525 525 2008 23 11 HS Female Black 2 Avg 16250 526 526 2008 24 12 HS Female Black 2 Avg 3500 527 527 2008 22 16 Bachelors Female Black 2 Avg 67500 528 528 2008 50 12 HS Male White 1 <NA> NA 529 529 2008 27 16 Bachelors Female Black 3 Below Avg 55000 530 530 2008 50 16 Graduate Female Black 1 Far Below Avg NA 531 531 2008 19 12 HS Female White 2 Above Avg 82500 532 532 2008 51 16 Bachelors Male White 1 Avg 100000 533 533 2008 51 15 HS Female White 2 Avg 82500 534 534 2008 25 13 HS Male White 2 Above Avg 37500 535 535 2008 39 99 <HS Male Other 4 Far Below Avg NA 536 536 2008 29 14 HS Female White 2 Below Avg 37500 537 537 2008 53 12 HS Male White 2 Avg 55000 538 538 2008 26 8 <HS Male White 2 Below Avg 23250 539 539 2008 37 18 Bachelors Female White 1 Below Avg NA 540 540 2008 62 12 HS Male White 2 Below Avg 82500 541 541 2008 30 12 HS Female White 3 Avg 37500 542 542 2008 19 10 <HS Male Black 4 Avg NA 543 543 2008 99 16 Bachelors Male White 4 Below Avg 160000 544 544 2008 19 12 <HS Female White 3 Above Avg NA 545 545 2008 32 14 Associates Female Other 2 <NA> 16250 546 546 2008 44 11 <HS Female White 2 Far Below Avg NA 547 547 2008 63 12 HS Female White 1 Below Avg 82500 548 548 2008 49 13 <HS Male Black 1 Avg 55000 549 549 2008 33 12 HS Female White 1 Avg 27500 550 550 2008 62 12 HS Female White 1 Above Avg 11250 551 551 2008 50 12 HS Female Other 1 Below Avg 32500 552 552 2008 81 12 HS Female White 1 Avg NA 553 553 2008 56 12 HS Female White 2 Avg 67500 554 554 2008 62 14 HS Female White 2 Avg NA 555 555 2008 78 13 HS Male White 2 Below Avg 82500 556 556 2008 86 16 Bachelors Male White 1 Below Avg 140000 557 557 2008 65 18 Graduate Male White 2 Far Below Avg 67500 558 558 2008 65 14 HS Male White 1 Above Avg 18250 559 559 2008 58 13 HS Male White 2 Below Avg 45000 560 560 2008 26 14 HS Female Other 1 Avg 45000 561 561 2008 68 16 Bachelors Female White 1 Avg 27500 562 562 2008 20 14 HS Female White 2 Avg 100000 563 563 2008 23 12 HS Male Other 3 Below Avg 37500 564 564 2008 29 12 HS Male White 1 Above Avg 27500 565 565 2008 73 13 HS Female White 1 Above Avg NA 566 566 2008 37 17 Bachelors Female White 1 Below Avg 23250 567 567 2008 61 18 Bachelors Male White 2 Above Avg 82500 568 568 2008 36 9 HS Female White 5 Avg 16250 569 569 2008 53 12 HS Male Black 5 Avg 82500 570 570 2008 64 12 HS Male Black 2 Below Avg 18250 571 571 2008 28 14 Associates Female White 3 Below Avg 120000 572 572 2008 64 16 Bachelors Female White 2 Below Avg 160000 573 573 2008 75 10 <HS Female Other 1 Far Above Avg 7500 574 574 2008 19 11 <HS Female White 3 Avg 32500 575 575 2008 52 17 Graduate Female White 1 Far Below Avg 82500 576 576 2008 44 12 HS Female White 3 <NA> 37500 577 577 2008 44 16 Graduate Male White 1 Far Above Avg 160000 578 578 2008 26 11 HS Male White 4 Above Avg 67500 579 579 2008 20 13 HS Female Black 4 Above Avg 37500 580 580 2008 33 15 Associates Male Black 5 Avg 55000 581 581 2008 23 12 <HS Female White 5 Avg 2000 582 582 2008 70 12 HS Male White 2 Avg 120000 583 583 2008 36 16 Bachelors Male White 3 Below Avg 67500 584 584 2008 51 11 <HS Female Black 1 <NA> NA 585 585 2008 25 16 Bachelors Male White 2 Avg 2000 586 586 2008 61 16 Bachelors Male White 1 Above Avg 37500 587 587 2008 35 18 Graduate Female White 4 Below Avg 140000 588 588 2008 35 17 Bachelors Male White 5 Avg 37500 589 589 2008 70 19 Graduate Female White 1 Below Avg 67500 590 590 2008 47 12 HS Female White 4 Below Avg 160000 591 591 2008 23 12 HS Female White 2 Above Avg NA 592 592 2008 82 12 HS Male White 2 Above Avg 27500 593 593 2008 51 15 Associates Male White 1 Avg 55000 594 594 2008 69 13 HS Female White 1 Above Avg 32500 595 595 2008 52 16 Bachelors Male White 4 Avg 160000 596 596 2008 53 12 HS Male White 2 Below Avg 45000 597 597 2008 67 15 HS Female White 2 Below Avg 160000 598 598 2008 50 18 Graduate Male White 5 Avg 140000 599 599 2008 53 16 Bachelors Female White 2 Below Avg 100000 600 600 2008 57 12 HS Male White 2 Avg 45000 601 601 2008 46 19 Graduate Male White 4 Above Avg 160000 602 602 2008 23 14 Associates Male White 2 Below Avg 67500 603 603 2008 75 12 HS Female White 1 Avg 27500 604 604 2008 62 16 Bachelors Male White 2 Avg NA 605 605 2008 23 16 HS Female Black 1 Above Avg 21250 606 606 2008 34 5 <HS Male Other 3 Avg 55000 607 607 2008 26 12 HS Male White 1 Above Avg 18250 608 608 2008 61 12 HS Male White 2 Below Avg 37500 609 609 2008 54 14 Associates Male White 2 Above Avg NA 610 610 2008 47 12 HS Female White 3 Below Avg 55000 611 611 2008 41 12 HS Female White 3 Below Avg 67500 612 612 2008 67 15 HS Male White 2 Below Avg NA 613 613 2008 59 13 HS Female White 2 Avg 11250 614 614 2008 34 16 Bachelors Male White 3 Avg 55000 615 615 2008 71 16 Bachelors Male White 1 <NA> 45000 616 616 2008 74 12 HS Female White 2 Far Below Avg 100000 617 617 2008 56 13 HS Male White 2 Avg 100000 618 618 2008 44 12 HS Male White 3 Below Avg 55000 619 619 2008 56 13 HS Male White 1 Avg 45000 620 620 2008 27 13 HS Female White 2 Above Avg 67500 621 621 2008 48 16 Bachelors Female White 5 Below Avg 100000 622 622 2008 41 12 HS Male Black 1 Avg 32500 623 623 2008 41 17 Bachelors Female White 3 Avg 160000 624 624 2008 59 18 Bachelors Male White 2 Above Avg 120000 625 625 2008 52 12 HS Male White 1 Above Avg 140000 626 626 2008 64 12 HS Female White 2 Avg 160000 627 627 2008 69 12 HS Male White 2 Below Avg 140000 628 628 2008 56 12 HS Male White 2 Avg 67500 629 629 2008 61 20 Graduate Male White 2 Avg 67500 630 630 2008 59 12 HS Female White 2 Avg 67500 631 631 2008 89 5 <HS Male White 2 Below Avg 11250 632 632 2008 42 12 HS Male Other 4 <NA> 6500 633 633 2008 56 14 Associates Female White 3 Avg 140000 634 634 2008 47 10 <HS Female White 2 Below Avg 4500 635 635 2008 68 12 HS Female White 3 Avg 45000 636 636 2008 61 12 HS Female White 2 Avg 23250 637 637 2008 56 15 HS Female White 4 Avg 82500 638 638 2008 41 16 Bachelors Female White 3 Above Avg 55000 639 639 2008 42 12 HS Female White 5 Below Avg 67500 640 640 2008 36 14 Associates Female White 4 Avg 55000 641 641 2008 51 14 Associates Male White 2 Below Avg 120000 642 642 2008 38 18 Graduate Female White 2 Avg 140000 643 643 2008 87 8 <HS Female White 1 Far Below Avg 23250 644 644 2008 28 12 HS Female White 2 Avg 18250 645 645 2008 58 18 Graduate Female White 3 Avg 82500 646 646 2008 89 9 <HS Female White 1 Far Below Avg 18250 647 647 2008 76 14 Associates Female White 2 Below Avg 82500 648 648 2008 76 3 <HS Female White 1 Far Below Avg 55000 649 649 2008 54 14 HS Female Black 2 Below Avg 45000 650 650 2008 19 11 <HS Female Black 2 Avg 2000 651 651 2008 41 11 HS Male Black 4 Avg 11250 652 652 2008 72 12 HS Female White 1 Avg 160000 653 653 2008 22 15 Associates Male White 2 Below Avg 120000 654 654 2008 23 14 Associates Female White 2 Avg 37500 655 655 2008 69 4 <HS Female White 1 Avg 16250 656 656 2008 69 3 <HS Female White 1 Far Below Avg NA 657 657 2008 56 16 Bachelors Male White 2 Above Avg NA 658 658 2008 34 16 Bachelors Male White 2 Avg 37500 659 659 2008 46 19 Graduate Female Black 2 Avg 45000 660 660 2008 20 12 HS Female White 2 Avg 4500 661 661 2008 36 18 Graduate Male White 4 Below Avg NA 662 662 2008 36 16 Bachelors Female Black 2 Avg NA 663 663 2008 31 14 Associates Female White 4 Avg NA 664 664 2008 70 16 Bachelors Female White 3 Above Avg NA 665 665 2008 32 12 HS Female White 4 Below Avg NA 666 666 2008 63 18 Graduate Male White 1 Above Avg 45000 667 667 2008 55 17 Bachelors Male White 2 Far Below Avg 100000 668 668 2008 77 12 HS Female White 1 Avg NA 669 669 2008 25 14 HS Female White 2 Above Avg 140000 670 670 2008 41 0 <HS Female Black 3 Far Below Avg 23250 671 671 2008 35 14 HS Female White 4 Above Avg 120000 672 672 2008 34 13 HS Female White 4 Avg NA 673 673 2008 41 20 Graduate Male White 8 Below Avg 100000 674 674 2008 31 18 Graduate Female White 2 Below Avg 100000 675 675 2008 24 18 Bachelors Female White 1 Far Above Avg 27500 676 676 2008 28 20 Graduate Female Other 2 Above Avg 45000 677 677 2008 32 18 Graduate Female Black 1 Avg 45000 678 678 2008 31 8 <HS Male White 2 Avg 27500 679 679 2008 24 16 Bachelors Female White 2 Avg 16250 680 680 2008 34 19 Graduate Male Black 1 Avg 45000 681 681 2008 45 12 HS Female Black 5 Far Below Avg 32500 682 682 2008 49 14 HS Female Black 1 Avg 11250 683 683 2008 37 11 <HS Female Black 5 Avg 16250 684 684 2008 29 12 HS Male White 3 Avg 5500 685 685 2008 26 11 <HS Female White 3 Avg 13250 686 686 2008 29 7 <HS Female White 4 Far Below Avg 16250 687 687 2008 28 14 HS Female Other 5 Far Below Avg 67500 688 688 2008 40 16 Bachelors Male Other 1 Avg NA 689 689 2008 45 14 Associates Male Other 5 Avg NA 690 690 2008 23 14 HS Female Black 1 Below Avg 27500 691 691 2008 45 19 Graduate Male Other 4 Above Avg 160000 692 692 2008 48 16 Graduate Female White 4 Avg 160000 693 693 2008 43 18 Graduate Male Other 3 Avg 160000 694 694 2008 23 16 HS Male White 2 Below Avg 45000 695 695 2008 34 12 HS Male Other 2 Far Below Avg 55000 696 696 2008 43 19 Graduate Male White 2 Avg 67500 697 697 2008 23 16 Bachelors Male White 3 Avg 11250 698 698 2008 43 15 HS Male White 2 Above Avg 55000 699 699 2008 46 15 HS Male White 1 Avg NA 700 700 2008 45 16 Bachelors Male White 5 Avg 100000 701 701 2008 41 16 Bachelors Female White 4 Above Avg 100000 702 702 2008 52 14 Associates Male White 4 Avg 160000 703 703 2008 40 20 Graduate Male White 2 Avg 82500 704 704 2008 44 20 Graduate Female White 4 Avg 160000 705 705 2008 48 16 Bachelors Male White 1 Below Avg 100000 706 706 2008 54 16 Associates Female White 1 Far Below Avg 45000 707 707 2008 56 8 <HS Female Black 1 Far Below Avg 6500 708 708 2008 53 9 HS Male White 1 Below Avg 7500 709 709 2008 50 12 HS Male White 1 Above Avg 8500 710 710 2008 81 17 Bachelors Male White 2 Below Avg NA 711 711 2008 44 15 HS Female White 3 Far Above Avg 100000 712 712 2008 22 14 HS Male White 6 Far Above Avg 100000 713 713 2008 21 14 Associates Female White 2 Above Avg 16250 714 714 2008 38 16 Bachelors Male White 4 Below Avg 100000 715 715 2008 33 12 HS Female Black 3 Avg 27500 716 716 2008 56 14 HS Male White 2 Above Avg 120000 717 717 2008 47 18 Graduate Female White 3 Below Avg 82500 718 718 2008 74 19 Graduate Male White 1 Avg 45000 719 719 2008 41 16 HS Male White 3 Above Avg NA 720 720 2008 25 16 Bachelors Male White 1 Above Avg 55000 721 721 2008 50 14 HS Male White 3 Above Avg 160000 722 722 2008 48 12 HS Male White 1 Below Avg 67500 723 723 2008 51 12 HS Female White 1 Avg 45000 724 724 2008 74 12 HS Female White 1 Avg NA 725 725 2008 73 12 HS Female White 1 Below Avg 23250 726 726 2008 48 12 HS Female White 1 Far Below Avg 3500 727 727 2008 44 12 HS Female White 3 Avg 82500 728 728 2008 43 12 HS Male White 4 Avg 55000 729 729 2008 27 16 Bachelors Male White 3 Above Avg 82500 730 730 2008 41 12 HS Male White 2 Below Avg 23250 731 731 2008 73 13 HS Male White 2 Avg NA 732 732 2008 51 9 <HS Male White 3 Below Avg NA 733 733 2008 48 12 HS Male White 1 Avg 37500 734 734 2008 30 13 HS Female White 5 Avg 32500 735 735 2008 65 12 HS Male White 1 Avg 13250 736 736 2008 48 16 Bachelors Male White 3 Above Avg 120000 737 737 2008 43 11 <HS Male White 2 Above Avg NA 738 738 2008 42 12 HS Male White 6 Avg 37500 739 739 2008 18 6 <HS Female White 7 Below Avg NA 740 740 2008 52 12 HS Female White 3 Below Avg 82500 741 741 2008 45 16 Bachelors Female White 1 Above Avg 82500 742 742 2008 51 12 <HS Male Black 2 Far Below Avg 3500 743 743 2008 49 12 HS Female Black 1 Far Below Avg 2000 744 744 2008 32 14 Associates Male White 3 Avg 82500 745 745 2008 68 16 Bachelors Male White 2 Above Avg 67500 746 746 2008 34 12 HS Female White 6 Avg 32500 747 747 2008 28 16 Bachelors Male White 1 Avg 67500 748 748 2008 64 16 Bachelors Female White 1 Far Above Avg 140000 749 749 2008 44 12 HS Female White 4 Avg 55000 750 750 2008 62 12 HS Male White 2 Avg 82500 751 751 2008 26 12 HS Female Black 5 Below Avg 3500 752 752 2008 31 11 HS Female Black 2 Below Avg 8500 753 753 2008 35 12 <HS Male Black 3 Far Below Avg 7500 754 754 2008 26 11 HS Male Black 2 Avg 32500 755 755 2008 36 16 Bachelors Male White 1 Avg 23250 756 756 2008 27 11 <HS Male White 2 Below Avg 32500 757 757 2008 61 18 Bachelors Male White 1 Above Avg 3500 758 758 2008 66 16 HS Female White 1 Avg NA 759 759 2008 39 15 HS Female White 5 Avg 160000 760 760 2008 67 18 Bachelors Female White 1 Avg 55000 761 761 2008 62 20 Graduate Female White 1 Avg 37500 762 762 2008 37 16 Bachelors Male Black 2 Below Avg 100000 763 763 2008 53 16 Bachelors Male Black 1 Avg 37500 764 764 2008 51 17 Graduate Male White 2 Below Avg 45000 765 765 2008 45 12 HS Male White 2 Avg 82500 766 766 2008 84 12 HS Female White 1 Avg 23250 767 767 2008 47 19 Graduate Female White 1 Above Avg 82500 768 768 2008 65 16 Bachelors Male White 2 Avg 100000 769 769 2008 49 14 Associates Female Black 4 Far Below Avg 160000 770 770 2008 48 12 HS Male White 2 Below Avg 160000 771 771 2008 42 12 HS Female White 4 Avg 11250 772 772 2008 44 16 Bachelors Male White 3 Avg 82500 773 773 2008 52 14 Associates Female White 4 Avg 55000 774 774 2008 69 18 Bachelors Female White 2 Above Avg 82500 775 775 2008 46 16 Bachelors Male White 2 Below Avg 160000 776 776 2008 56 17 Associates Male White 1 Avg 45000 777 777 2008 19 11 <HS Male White 3 Avg 82500 778 778 2008 46 14 Associates Female White 5 Avg 67500 779 779 2008 77 12 HS Female White 2 Avg 82500 780 780 2008 65 14 Associates Female White 1 Avg 45000 781 781 2008 56 12 HS Female White 2 Above Avg NA 782 782 2008 18 11 <HS Female White 3 Avg 67500 783 783 2008 52 18 Graduate Female White 1 Below Avg 140000 784 784 2008 53 9 <HS Male White 1 Below Avg 11250 785 785 2008 31 12 HS Female Black 3 Avg 11250 786 786 2008 53 20 Bachelors Male White 1 Avg 500 787 787 2008 21 15 HS Female White 1 Avg 3500 788 788 2008 75 20 Graduate Female Other 1 Below Avg 27500 789 789 2008 47 14 HS Male White 1 Avg 8500 790 790 2008 24 18 Bachelors Female White 3 Avg 100000 791 791 2008 43 20 Graduate Female White 2 Above Avg 67500 792 792 2008 31 11 <HS Male Black 1 Avg 3500 793 793 2008 21 11 HS Male White 2 Below Avg 11250 794 794 2008 50 14 Associates Male White 1 Above Avg 32500 795 795 2008 23 13 HS Female White 2 Avg NA 796 796 2008 79 14 HS Female White 2 Avg 67500 797 797 2008 59 14 HS Male White 1 Below Avg 45000 798 798 2008 74 18 Graduate Female White 2 Below Avg 55000 799 799 2008 27 18 Graduate Female White 2 Avg 32500 800 800 2008 32 13 HS Male White 2 Below Avg 18250 801 801 2008 78 12 HS Female White 2 Avg 32500 802 802 2008 29 14 HS Male White 3 Below Avg 27500 803 803 2008 35 16 Bachelors Female White 4 Far Below Avg 55000 804 804 2008 33 16 Bachelors Male White 2 Avg 100000 805 805 2008 46 12 HS Female White 2 Avg 67500 806 806 2008 55 12 HS Female White 1 Below Avg 45000 807 807 2008 35 16 Bachelors Female White 4 Avg 100000 808 808 2008 40 14 HS Male White 3 Below Avg 55000 809 809 2008 50 16 Bachelors Female White 4 Avg 55000 810 810 2008 60 12 HS Male White 2 Avg 82500 811 811 2008 38 16 Bachelors Female White 3 <NA> NA 812 812 2008 40 12 HS Male White 1 Avg NA 813 813 2008 75 12 HS Female Black 1 Avg NA 814 814 2008 20 13 HS Female Black 1 Below Avg 67500 815 815 2008 25 16 Bachelors Female White 1 Avg 55000 816 816 2008 36 14 HS Female White 1 Above Avg 8500 817 817 2008 54 16 Bachelors Male Other 1 Above Avg 67500 818 818 2008 60 14 HS Female White 2 Below Avg 82500 819 819 2008 31 11 HS Female Other 3 Below Avg 18250 820 820 2008 39 11 <HS Male Black 1 Avg 11250 821 821 2008 63 14 Associates Male White 2 Above Avg 82500 822 822 2008 48 13 HS Female White 2 Below Avg 16250 823 823 2008 38 12 HS Female White 3 Below Avg 16250 824 824 2008 25 12 HS Female Black 5 Avg 18250 825 825 2008 24 13 HS Male White 4 Avg 45000 826 826 2008 60 17 Graduate Female White 1 Below Avg 55000 827 827 2008 51 12 HS Male White 1 Above Avg 6500 828 828 2008 39 14 Associates Female White 5 Avg 67500 829 829 2008 48 18 Bachelors Female Black 1 Avg 67500 830 830 2008 54 12 HS Female White 2 Below Avg 82500 831 831 2008 60 12 HS Female White 2 Avg 67500 832 832 2008 50 12 HS Female Black 4 Below Avg 82500 833 833 2008 74 12 HS Female White 1 Avg 27500 834 834 2008 76 12 HS Female White 1 Avg NA 835 835 2008 67 12 HS Female White 2 Far Below Avg 45000 836 836 2008 61 12 HS Male White 2 Avg 37500 837 837 2008 35 12 HS Male White 3 Avg 67500 838 838 2008 80 14 HS Female White 2 Avg 37500 839 839 2008 67 16 Bachelors Female White 1 Avg 120000 840 840 2008 21 14 HS Female White 2 Below Avg 11250 841 841 2008 79 14 HS Female White 2 Avg 32500 842 842 2008 31 13 HS Female White 4 Above Avg 67500 843 843 2008 40 14 HS Male White 5 Above Avg 67500 844 844 2008 54 18 Graduate Female White 1 Avg 82500 845 845 2008 26 14 Associates Female White 4 Below Avg 55000 846 846 2008 65 13 HS Female White 2 Avg NA 847 847 2008 74 10 <HS Male White 1 Avg 23250 848 848 2008 57 20 Graduate Male White 1 Below Avg NA 849 849 2008 69 12 HS Female White 2 Above Avg 100000 850 850 2008 39 15 HS Male White 5 Below Avg 100000 851 851 2008 89 10 <HS Female White 1 Avg 8500 852 852 2008 51 12 HS Male White 2 Avg 120000 853 853 2008 38 13 HS Female White 3 Above Avg 27500 854 854 2008 51 12 HS Male White 4 Avg 67500 855 855 2008 34 16 Associates Female Other 6 Above Avg 23250 856 856 2008 40 16 Bachelors Female Other 4 <NA> 100000 857 857 2008 26 12 HS Female White 4 Avg 6500 858 858 2008 61 16 Bachelors Female White 1 Avg 45000 859 859 2008 40 10 <HS Female White 5 Avg 18250 860 860 2008 25 13 HS Male White 3 Below Avg 13250 861 861 2008 54 12 HS Male White 2 Avg 37500 862 862 2008 43 16 HS Female White 3 Avg 18250 863 863 2008 28 13 HS Female White 2 Above Avg 21250 864 864 2008 52 12 HS Female White 1 Avg 13250 865 865 2008 66 12 HS Female White 1 Avg 2000 866 866 2008 40 11 <HS Male White 2 Below Avg 32500 867 867 2008 20 12 HS Male White 3 Avg 67500 868 868 2008 80 12 HS Female White 1 Below Avg 16250 869 869 2008 23 14 Associates Male Other 1 Avg 16250 870 870 2008 38 14 Associates Female White 4 Avg 23250 871 871 2008 65 10 HS Male White 2 Avg 37500 872 872 2008 65 18 Bachelors Female White 2 Far Below Avg 82500 873 873 2008 19 12 HS Male White 3 Above Avg 100000 874 874 2008 31 14 HS Female White 1 Above Avg 45000 875 875 2008 71 12 HS Male Black 2 Avg NA 876 876 2008 51 16 Bachelors Female White 2 Above Avg 55000 877 877 2008 70 13 HS Female White 2 Below Avg NA 878 878 2008 28 13 HS Female White 7 Above Avg 37500 879 879 2008 57 12 HS Male White 1 Below Avg 2000 880 880 2008 57 10 <HS Female White 2 Avg 120000 881 881 2008 64 10 <HS Male Black 2 Avg 67500 882 882 2008 56 20 Graduate Male White 2 Above Avg 160000 883 883 2008 32 14 HS Female White 5 Below Avg 37500 884 884 2008 26 12 HS Female White 3 Below Avg 45000 885 885 2008 46 9 <HS Female White 2 <NA> 3500 886 886 2008 67 12 HS Male White 2 Far Below Avg 23250 887 887 2008 50 12 HS Female White 3 Avg 27500 888 888 2008 67 7 <HS Female White 2 Avg 21250 889 889 2008 76 6 <HS Male White 2 Below Avg NA 890 890 2008 46 18 Associates Female White 1 Avg 18250 891 891 2008 27 13 HS Male White 1 Above Avg 32500 892 892 2008 48 12 HS Male White 4 Below Avg 27500 893 893 2008 25 12 HS Male White 2 Above Avg 67500 894 894 2008 48 11 <HS Male White 2 Avg 82500 895 895 2008 64 16 Associates Female White 2 Above Avg NA 896 896 2008 46 20 Graduate Female White 3 Avg 67500 897 897 2008 62 12 HS Female White 2 Below Avg NA 898 898 2008 57 12 HS Male White 2 Avg 37500 899 899 2008 55 14 HS Female White 2 Avg 67500 900 900 2008 45 12 HS Male White 1 Below Avg 32500 901 901 2008 70 12 HS Female White 1 Avg 45000 902 902 2008 83 12 HS Female White 1 Avg 21250 903 903 2008 69 12 HS Female White 2 Avg 120000 904 904 2008 80 18 Graduate Male White 2 Above Avg 67500 905 905 2008 23 16 Bachelors Female White 3 Avg 160000 906 906 2008 51 12 HS Female White 1 Above Avg 27500 907 907 2008 22 12 HS Female White 2 Avg 27500 908 908 2008 36 12 HS Male White 1 Avg 55000 909 909 2008 76 8 <HS Female White 1 <NA> NA 910 910 2008 29 16 Associates Male White 4 Above Avg 67500 911 911 2008 68 12 HS Male White 2 Avg 32500 912 912 2008 47 16 Bachelors Male White 4 Below Avg 120000 913 913 2008 50 15 Associates Female White 2 Avg 67500 914 914 2008 80 17 Bachelors Male White 2 Above Avg 27500 915 915 2008 60 14 Associates Male White 2 Avg 67500 916 916 2008 50 12 HS Female White 2 <NA> 27500 917 917 2008 31 12 HS Male White 4 Below Avg 82500 918 918 2008 34 16 Bachelors Female White 4 Below Avg 120000 919 919 2008 47 20 Graduate Male White 1 Below Avg 55000 920 920 2008 48 12 HS Female White 1 Below Avg 32500 921 921 2008 25 12 HS Female Black 3 Far Below Avg 21250 922 922 2008 64 12 HS Female White 2 Avg 67500 923 923 2008 86 8 <HS Female White 1 Below Avg 2000 924 924 2008 23 11 <HS Female Other 2 <NA> 3500 925 925 2008 46 16 Graduate Male White 1 Far Below Avg 2000 926 926 2008 42 16 Bachelors Female White 3 Above Avg 8500 927 927 2008 20 13 HS Female White 5 Avg 3500 928 928 2008 22 16 Bachelors Female White 1 Avg 500 929 929 2008 41 18 Graduate Male White 5 Above Avg 100000 930 930 2008 47 16 Bachelors Female White 4 Avg NA 931 931 2008 44 10 <HS Male White 6 Above Avg 160000 932 932 2008 46 12 HS Female White 4 Above Avg 45000 933 933 2008 34 18 Graduate Female Other 3 Avg 100000 934 934 2008 57 20 Graduate Male White 1 Avg 160000 935 935 2008 51 14 Associates Male White 3 Avg 82500 936 936 2008 78 11 <HS Female Other 1 Below Avg 7500 937 937 2008 65 14 Associates Male Other 1 Above Avg 16250 938 938 2008 27 13 HS Female White 1 Above Avg NA 939 939 2008 89 98 <NA> Female White 1 Avg NA 940 940 2008 89 12 HS Female White 2 Avg NA 941 941 2008 24 12 HS Male White 3 Far Above Avg NA 942 942 2008 77 12 HS Male White 2 Below Avg 32500 943 943 2008 33 0 <HS Male White 2 <NA> 11250 944 944 2008 38 12 HS Female White 2 Far Below Avg 18250 945 945 2008 73 16 Bachelors Female White 1 Below Avg 55000 946 946 2008 37 12 HS Female White 1 Avg NA 947 947 2008 24 12 HS Male White 3 Below Avg 67500 948 948 2008 67 18 Graduate Female White 2 Below Avg 45000 949 949 2008 46 15 Associates Male White 1 Above Avg 100000 950 950 2008 46 18 Graduate Male White 2 Below Avg 11250 951 951 2008 72 14 HS Female White 1 Above Avg 140000 952 952 2008 43 19 Bachelors Female Other 3 Above Avg 160000 953 953 2008 21 14 HS Male White 5 Above Avg 100000 954 954 2008 55 16 Bachelors Female White 2 Far Below Avg 160000 955 955 2008 47 16 Bachelors Female White 4 Avg 160000 956 956 2008 40 18 Graduate Male White 4 Above Avg NA 957 957 2008 60 13 HS Female White 1 Avg 27500 958 958 2008 27 16 Bachelors Male White 2 Above Avg 27500 959 959 2008 28 16 Bachelors Male White 2 Avg 32500 960 960 2008 79 12 HS Male White 1 Avg 32500 961 961 2008 43 9 <HS Female Black 1 Below Avg 6500 962 962 2008 19 14 HS Female Black 2 Far Below Avg 11250 963 963 2008 45 12 HS Male White 1 Avg 23250 964 964 2008 52 16 Bachelors Male Black 3 Far Below Avg 82500 965 965 2008 57 16 Associates Male White 1 Above Avg 55000 966 966 2008 33 15 HS Female White 1 Below Avg 18250 967 967 2008 50 13 HS Female White 2 Avg 160000 968 968 2008 54 18 Bachelors Male White 1 Above Avg 32500 969 969 2008 50 12 HS Male White 1 Avg 37500 970 970 2008 77 12 HS Female White 7 Avg NA 971 971 2008 22 11 <HS Male White 4 Avg 160000 972 972 2008 76 20 Graduate Male White 3 Avg NA 973 973 2008 60 16 Bachelors Male White 2 Avg 160000 974 974 2008 34 16 Bachelors Male White 5 <NA> NA 975 975 2008 46 16 Bachelors Male White 4 Avg NA 976 976 2008 56 12 HS Male White 2 Avg 67500 977 977 2008 58 16 Bachelors Male White 2 Below Avg 67500 978 978 2008 50 12 HS Female White 3 Avg 27500 979 979 2008 38 16 Bachelors Female Other 5 Avg 32500 980 980 2008 70 20 Graduate Male White 2 Above Avg 67500 981 981 2008 34 19 Graduate Male White 2 Above Avg 160000 982 982 2008 39 15 HS Male White 2 Avg NA 983 983 2008 59 16 Bachelors Female White 1 Below Avg NA 984 984 2008 68 20 Graduate Male White 1 Avg 82500 985 985 2008 70 7 <HS Male White 1 Avg 7500 986 986 2008 53 6 <HS Male Black 1 Avg 2000 987 987 2008 62 15 Associates Male Black 1 Avg 13250 988 988 2008 37 16 Bachelors Female White 1 Avg 45000 989 989 2008 53 13 HS Female Black 4 Avg 21250 990 990 2008 77 16 Bachelors Male Black 2 <NA> 67500 991 991 2008 78 11 <HS Female White 2 Avg 32500 992 992 2008 29 18 Graduate Female White 2 Avg 82500 993 993 2008 33 12 HS Male White 2 Avg 37500 994 994 2008 62 16 Graduate Male White 1 Avg NA 995 995 2008 39 13 HS Male White 4 Below Avg 32500 996 996 2008 59 13 HS Female White 2 Below Avg 67500 997 997 2008 74 16 Bachelors Female White 1 Avg 37500 998 998 2008 31 13 HS Female White 4 Avg NA 999 999 2008 41 12 HS Male White 3 Below Avg 82500 1000 1000 2008 28 13 HS Female White 4 Avg 45000 1001 1001 2008 47 14 Associates Female White 2 Avg 120000 1002 1002 2008 75 12 HS Male White 2 Avg NA 1003 1003 2008 46 18 Bachelors Female White 2 Avg 140000 1004 1004 2008 33 16 Bachelors Female White 4 Avg 82500 1005 1005 2008 52 12 HS Male White 2 Far Below Avg 140000 1006 1006 2008 37 11 HS Female White 3 Avg 18250 1007 1007 2008 26 18 Graduate Female White 2 Avg 67500 1008 1008 2008 58 12 HS Female White 2 Below Avg 160000 1009 1009 2008 82 10 <HS Female White 2 Avg NA 1010 1010 2008 47 14 Associates Female White 4 Avg 45000 1011 1011 2008 74 12 HS Female White 2 Avg 45000 1012 1012 2008 48 16 Bachelors Female White 3 Below Avg 120000 1013 1013 2008 38 12 HS Male White 4 Avg 37500 1014 1014 2008 55 12 HS Female White 2 Below Avg 32500 1015 1015 2008 27 14 HS Male White 4 Avg 21250 1016 1016 2008 38 11 <HS Male White 2 Avg 23250 1017 1017 2008 59 18 Bachelors Male White 4 Below Avg 67500 1018 1018 2008 62 12 HS Female White 2 Avg 27500 1019 1019 2008 39 19 Bachelors Male White 5 Below Avg 55000 1020 1020 2008 25 13 HS Female White 4 Avg NA 1021 1021 2008 22 12 HS Male Other 2 Avg 11250 1022 1022 2008 49 10 HS Male White 4 Avg 67500 1023 1023 2008 57 19 Graduate Male White 3 Above Avg 160000 1024 1024 2008 67 16 Bachelors Female White 2 Avg 160000 1025 1025 2008 62 17 Graduate Male White 3 Avg 160000 1026 1026 2008 37 17 Graduate Female Other 4 Far Below Avg 160000 1027 1027 2008 84 8 <HS Male White 2 Below Avg 32500 1028 1028 2008 27 14 HS Male White 2 Avg 67500 1029 1029 2008 52 12 HS Male White 1 Avg 27500 1030 1030 2008 44 13 HS Female White 4 Avg 82500 1031 1031 2008 54 16 Bachelors Male White 3 Below Avg 82500 1032 1032 2008 69 12 HS Female White 1 Avg 8500 1033 1033 2008 51 12 HS Female White 1 Above Avg 67500 1034 1034 2008 34 17 Bachelors Female White 1 Avg 27500 1035 1035 2008 85 12 HS Female White 1 Below Avg 2000 1036 1036 2008 76 15 HS Male White 2 Below Avg 67500 1037 1037 2008 82 12 HS Female White 1 Avg 45000 1038 1038 2008 61 12 HS Female White 2 <NA> 23250 1039 1039 2008 31 13 HS Female Black 3 Above Avg 67500 1040 1040 2008 76 12 HS Female White 1 Below Avg NA 1041 1041 2008 76 11 <HS Female White 2 Below Avg 23250 1042 1042 2008 70 20 Graduate Male White 2 Below Avg 100000 1043 1043 2008 31 15 HS Female White 5 Avg 82500 1044 1044 2008 67 12 HS Female White 1 Avg 32500 1045 1045 2008 61 17 Graduate Female White 1 Below Avg 55000 1046 1046 2008 76 10 <HS Female White 2 Below Avg NA 1047 1047 2008 56 9 <HS Male White 1 Avg 16250 1048 1048 2008 65 10 <HS Male White 1 Below Avg 18250 1049 1049 2008 36 6 <HS Male Other 3 Far Below Avg 11250 1050 1050 2008 89 12 HS Female White 1 Avg 21250 1051 1051 2008 74 10 HS Female White 2 Far Below Avg NA 1052 1052 2008 57 12 HS Female White 2 Avg 55000 1053 1053 2008 29 12 HS Male White 3 Avg NA 1054 1054 2008 54 10 <HS Male White 2 Avg 82500 1055 1055 2008 66 17 Graduate Female White 2 Avg 160000 1056 1056 2008 59 15 Bachelors Female White 2 Below Avg 45000 1057 1057 2008 27 18 HS Male White 2 Avg 3500 1058 1058 2008 26 16 Bachelors Female White 2 Avg 67500 1059 1059 2008 77 19 Graduate Male Black 1 Far Below Avg NA 1060 1060 2008 56 14 Associates Female White 2 Above Avg 55000 1061 1061 2008 77 16 Bachelors Male White 2 Avg 45000 1062 1062 2008 26 16 HS Male White 2 Avg 8500 1063 1063 2008 39 12 HS Male Black 1 Far Below Avg 16250 1064 1064 2008 52 12 HS Male Black 1 Below Avg 2000 1065 1065 2008 45 12 HS Male Black 1 Avg 55000 1066 1066 2008 61 13 HS Female White 1 Avg 8500 1067 1067 2008 31 14 Associates Male Black 4 Below Avg 120000 1068 1068 2008 35 13 HS Male White 1 Avg 55000 1069 1069 2008 52 14 HS Female White 4 Avg NA 1070 1070 2008 44 12 HS Female Black 4 Below Avg 7500 1071 1071 2008 20 12 HS Female Black 4 Avg NA 1072 1072 2008 72 12 HS Female Black 1 Far Below Avg 11250 1073 1073 2008 27 14 HS Male Black 2 Below Avg 27500 1074 1074 2008 38 12 HS Male Black 4 Below Avg 55000 1075 1075 2008 82 12 HS Male White 2 Avg 27500 1076 1076 2008 42 10 HS Male White 3 Below Avg 67500 1077 1077 2008 72 19 Graduate Male White 1 Avg 13250 1078 1078 2008 23 12 HS Female White 6 Below Avg NA 1079 1079 2008 47 12 HS Male White 2 Avg 45000 1080 1080 2008 72 12 HS Female White 2 Avg 21250 1081 1081 2008 40 16 Bachelors Male White 2 Far Above Avg 45000 1082 1082 2008 65 12 HS Female White 2 Avg 82500 1083 1083 2008 23 13 HS Male Black 1 Avg 45000 1084 1084 2008 57 12 HS Female White 1 Above Avg 16250 1085 1085 2008 75 14 HS Female White 2 Below Avg NA 1086 1086 2008 37 12 HS Male Black 4 Avg 32500 1087 1087 2008 85 13 HS Male White 1 Avg 16250 1088 1088 2008 50 16 Bachelors Female White 1 Far Below Avg 2000 1089 1089 2008 73 12 HS Female White 2 Below Avg 67500 1090 1090 2008 31 14 HS Male White 4 Avg 67500 1091 1091 2008 60 16 Bachelors Female White 2 Above Avg 82500 1092 1092 2008 89 14 HS Female White 1 Above Avg NA 1093 1093 2008 67 16 Bachelors Female White 3 Avg NA 1094 1094 2008 70 16 Graduate Female White 2 Avg 67500 1095 1095 2008 74 16 HS Male White 2 Above Avg 82500 1096 1096 2008 44 16 Bachelors Female White 5 Avg 140000 1097 1097 2008 35 18 Graduate Female Other 4 Below Avg 120000 1098 1098 2008 61 12 HS Female White 2 Above Avg NA 1099 1099 2008 55 18 Graduate Female White 3 Avg 160000 1100 1100 2008 19 12 HS Male White 3 Above Avg NA 1101 1101 2008 49 14 HS Male White 4 Above Avg 100000 1102 1102 2008 59 14 Associates Female White 2 Avg 82500 1103 1103 2008 39 14 HS Male White 2 Above Avg 120000 1104 1104 2008 61 12 HS Female White 3 Below Avg 82500 1105 1105 2008 79 12 HS Female White 2 Below Avg NA 1106 1106 2008 23 11 <HS Female White 3 Below Avg 16250 1107 1107 2008 74 14 HS Male White 2 Below Avg 32500 1108 1108 2008 39 17 Graduate Female White 3 Avg 67500 1109 1109 2008 49 12 HS Male White 5 Avg 160000 1110 1110 2008 43 12 HS Male White 2 Avg 45000 1111 1111 2008 30 13 HS Male White 2 Avg 13250 1112 1112 2008 41 14 HS Male White 2 Above Avg 55000 1113 1113 2008 64 12 HS Female White 2 Avg 11250 1114 1114 2008 51 14 HS Male White 3 Avg 67500 1115 1115 2008 52 15 Associates Female White 3 Avg 100000 1116 1116 2008 55 12 HS Female Black 2 Below Avg 100000 1117 1117 2008 28 14 HS Female White 1 Avg 11250 1118 1118 2008 50 14 HS Male Black 5 Far Below Avg 82500 1119 1119 2008 42 13 <HS Female Black 2 Above Avg 11250 1120 1120 2008 36 12 HS Female Black 2 Below Avg 21250 1121 1121 2008 23 13 HS Female Black 1 Avg 21250 1122 1122 2008 36 14 HS Female Black 1 Below Avg 18250 1123 1123 2008 60 12 HS Female Black 1 Below Avg 37500 1124 1124 2008 51 16 HS Female Black 2 Above Avg 5500 1125 1125 2008 26 16 HS Female Black 1 Avg 16250 1126 1126 2008 46 12 HS Female Black 1 Below Avg 32500 1127 1127 2008 78 15 HS Female Black 1 Below Avg 7500 1128 1128 2008 66 12 HS Female Black 3 Avg 37500 1129 1129 2008 48 12 HS Female Black 2 Below Avg 500 1130 1130 2008 27 14 HS Male Black 4 Avg 32500 1131 1131 2008 56 12 HS Male Black 1 Far Below Avg 4500 1132 1132 2008 71 18 Graduate Male White 2 Above Avg 82500 1133 1133 2008 55 13 HS Female Black 3 Avg 21250 1134 1134 2008 53 12 HS Female Black 3 Far Below Avg 7500 1135 1135 2008 31 13 HS Female Black 4 Far Below Avg 8500 1136 1136 2008 23 14 HS Male White 2 Avg 55000 1137 1137 2008 42 14 Associates Female White 4 Below Avg 67500 1138 1138 2008 35 15 HS Female Black 5 Avg 82500 1139 1139 2008 65 18 Graduate Male White 1 Avg 67500 1140 1140 2008 34 18 Graduate Female White 3 Above Avg 160000 1141 1141 2008 37 16 Bachelors Female White 3 Above Avg 55000 1142 1142 2008 50 16 Bachelors Female White 1 Above Avg 55000 1143 1143 2008 66 11 <HS Male Black 1 Far Below Avg NA 1144 1144 2008 37 10 HS Male Black 2 Avg 23250 1145 1145 2008 47 12 HS Male Other 1 Avg 18250 1146 1146 2008 18 12 HS Female White 5 Avg 55000 1147 1147 2008 25 12 HS Female Black 4 Far Below Avg 13250 1148 1148 2008 48 10 <HS Female Black 5 Below Avg NA 1149 1149 2008 27 12 HS Female Black 5 Below Avg 6500 1150 1150 2008 37 12 HS Male Black 5 Avg 21250 1151 1151 2008 46 15 HS Male Black 2 Below Avg 37500 1152 1152 2008 46 11 <HS Female Black 2 Far Below Avg NA 1153 1153 2008 34 16 Bachelors Female White 5 Far Above Avg 160000 1154 1154 2008 31 18 Graduate Male Other 2 Below Avg 18250 1155 1155 2008 37 16 Bachelors Female White 5 Avg NA 1156 1156 2008 38 20 Graduate Male White 1 Below Avg 55000 1157 1157 2008 64 16 Bachelors Male White 3 Below Avg 82500 1158 1158 2008 44 16 Bachelors Male Other 3 Far Below Avg NA 1159 1159 2008 89 12 HS Male White 1 Below Avg 55000 1160 1160 2008 43 16 HS Male Black 1 Below Avg 55000 1161 1161 2008 51 20 Graduate Male White 2 Avg 55000 1162 1162 2008 40 13 HS Female White 8 Above Avg 82500 1163 1163 2008 53 16 Bachelors Male White 2 Avg 140000 1164 1164 2008 22 15 HS Male White 2 Below Avg 13250 1165 1165 2008 25 15 HS Male White 2 Far Above Avg 4500 1166 1166 2008 35 12 HS Male Black 2 Avg 45000 1167 1167 2008 65 12 HS Female White 1 Far Below Avg 6500 1168 1168 2008 46 9 <HS Male White 1 Avg 16250 1169 1169 2008 22 10 <HS Female Black 5 Above Avg 27500 1170 1170 2008 27 7 <HS Male Other 6 Below Avg NA 1171 1171 2008 35 12 HS Male Black 3 Avg 21250 1172 1172 2008 76 11 <HS Female White 1 Below Avg 2000 1173 1173 2008 30 19 Graduate Female White 1 Avg 45000 1174 1174 2008 26 9 <HS Female Black 1 Avg 3500 1175 1175 2008 74 8 <HS Male White 2 Below Avg 13250 1176 1176 2008 54 20 Graduate Female White 1 Above Avg 37500 1177 1177 2008 33 16 Graduate Male White 2 Above Avg 67500 1178 1178 2008 36 9 HS Female White 5 Far Below Avg 140000 1179 1179 2008 80 14 HS Female White 1 Avg 37500 1180 1180 2008 53 13 HS Female Black 2 Far Below Avg 100000 1181 1181 2008 44 14 Associates Male White 1 Avg 120000 1182 1182 2008 36 12 HS Female Black 4 Avg 45000 1183 1183 2008 67 12 HS Female White 2 Below Avg 67500 1184 1184 2008 29 12 HS Male Black 2 Avg 45000 1185 1185 2008 27 14 HS Female Black 4 Avg 16250 1186 1186 2008 58 19 Graduate Male Black 5 Above Avg 120000 1187 1187 2008 29 14 Associates Female White 2 Below Avg 55000 1188 1188 2008 25 16 Bachelors Male White 2 Far Above Avg 82500 1189 1189 2008 36 20 Graduate Male White 4 Above Avg 160000 1190 1190 2008 39 16 Bachelors Male White 1 Above Avg 100000 1191 1191 2008 61 16 Bachelors Male White 1 Above Avg NA 1192 1192 2008 60 15 Associates Female Black 2 Below Avg 120000 1193 1193 2008 76 16 Bachelors Male White 2 Above Avg 100000 1194 1194 2008 50 16 Bachelors Male Other 4 Far Above Avg 100000 1195 1195 2008 67 18 Graduate Male White 2 Far Above Avg 140000 1196 1196 2008 33 15 HS Male White 2 Below Avg 120000 1197 1197 2008 77 5 <HS Female Black 5 Avg 23250 1198 1198 2008 33 12 HS Male Black 6 Above Avg 100000 1199 1199 2008 33 12 HS Male White 3 Avg 100000 1200 1200 2008 54 13 HS Male White 2 Avg 140000 1201 1201 2008 36 14 HS Female White 6 Above Avg 67500 1202 1202 2008 33 18 Graduate Male White 4 Above Avg 100000 1203 1203 2008 64 12 HS Male White 2 Below Avg 67500 1204 1204 2008 47 12 HS Male White 3 Avg 100000 1205 1205 2008 48 12 HS Female White 3 Avg 120000 1206 1206 2008 33 18 Graduate Female White 2 Avg 140000 1207 1207 2008 38 12 HS Female White 1 Above Avg 21250 1208 1208 2008 69 12 HS Female White 2 Avg 67500 1209 1209 2008 61 10 <HS Male Black 3 Below Avg 67500 1210 1210 2008 59 9 <HS Male Black 2 Far Below Avg 500 1211 1211 2008 43 9 <HS Male Black 7 Above Avg 67500 1212 1212 2008 66 12 HS Male White 1 Above Avg 32500 1213 1213 2008 44 12 HS Female White 3 Above Avg 45000 1214 1214 2008 73 16 Bachelors Female White 4 Below Avg 18250 1215 1215 2008 54 16 Bachelors Female White 2 Avg 140000 1216 1216 2008 69 16 Bachelors Male Black 2 Avg 27500 1217 1217 2008 36 12 HS Female White 6 Above Avg 160000 1218 1218 2008 78 10 <HS Female White 1 Avg 4500 1219 1219 2008 67 16 Bachelors Male White 2 Above Avg 160000 1220 1220 2008 50 17 Graduate Female White 1 Avg 67500 1221 1221 2008 46 20 Graduate Male White 6 Above Avg 100000 1222 1222 2008 32 16 Bachelors Male White 4 Avg 67500 1223 1223 2008 41 14 Associates Female White 4 Far Below Avg 27500 1224 1224 2008 49 6 <HS Female White 7 Avg 7500 1225 1225 2008 42 16 Bachelors Male White 1 Above Avg 67500 1226 1226 2008 33 12 HS Female White 5 Far Below Avg 32500 1227 1227 2008 35 10 <HS Female White 4 Far Below Avg 32500 1228 1228 2008 46 16 Bachelors Female White 1 Avg 67500 1229 1229 2008 33 16 Bachelors Male Other 5 Avg 16250 1230 1230 2008 42 18 Bachelors Male Other 4 Avg 100000 1231 1231 2008 35 12 HS Male Other 4 Below Avg 27500 1232 1232 2008 61 12 HS Male White 4 Below Avg 32500 1233 1233 2008 37 18 Graduate Female White 4 Below Avg 21250 1234 1234 2008 35 9 <HS Female Other 6 Below Avg 23250 1235 1235 2008 53 16 Bachelors Male Other 2 Far Below Avg 67500 1236 1236 2008 30 8 <HS Male Other 3 Avg 32500 1237 1237 2008 47 9 <HS Female White 5 Below Avg 3500 1238 1238 2008 50 11 <HS Female White 4 Far Below Avg 100000 1239 1239 2008 40 12 HS Male White 4 Below Avg 82500 1240 1240 2008 84 4 <HS Male White 2 Avg 11250 1241 1241 2008 56 9 <HS Female White 4 Below Avg 5500 1242 1242 2008 20 14 HS Female Other 4 Avg 100000 1243 1243 2008 28 16 Bachelors Male Other 3 Avg 82500 1244 1244 2008 28 9 HS Female Other 4 Far Below Avg 11250 1245 1245 2008 30 11 HS Male White 6 Avg 27500 1246 1246 2008 28 11 <HS Female White 2 Avg 32500 1247 1247 2008 44 7 <HS Female White 5 Far Below Avg 67500 1248 1248 2008 21 14 Associates Female Other 2 Below Avg 13250 1249 1249 2008 86 3 <HS Male Other 2 Far Below Avg 5500 1250 1250 2008 42 5 <HS Female Other 4 Far Below Avg 4500 1251 1251 2008 53 9 <HS Female White 6 Above Avg 23250 1252 1252 2008 23 12 HS Female White 2 Avg 27500 1253 1253 2008 45 12 HS Female Black 3 Below Avg 23250 1254 1254 2008 43 20 Graduate Female White 1 Avg 67500 1255 1255 2008 36 14 HS Female Black 5 Below Avg 82500 1256 1256 2008 25 12 HS Female Black 2 Avg 21250 1257 1257 2008 74 16 Bachelors Male White 2 Below Avg 67500 1258 1258 2008 45 16 Bachelors Female White 5 Below Avg 160000 1259 1259 2008 60 12 HS Male White 2 Avg 67500 1260 1260 2008 41 13 HS Male White 4 Avg 120000 1261 1261 2008 54 8 <HS Male White 3 Far Below Avg 13250 1262 1262 2008 24 12 HS Male White 1 Above Avg 55000 1263 1263 2008 19 12 HS Female White 2 Above Avg 27500 1264 1264 2008 51 12 HS Male Black 1 Below Avg 13250 1265 1265 2008 52 14 HS Female White 1 Above Avg 45000 1266 1266 2008 46 12 HS Male White 3 Avg 55000 1267 1267 2008 24 12 HS Male White 2 Avg 55000 1268 1268 2008 32 14 Associates Female Other 2 Above Avg 67500 1269 1269 2008 36 13 HS Male White 2 Avg 32500 1270 1270 2008 65 20 Graduate Female White 1 Below Avg 45000 1271 1271 2008 30 15 HS Male White 2 Avg 55000 1272 1272 2008 23 16 Bachelors Female White 1 Avg 7500 1273 1273 2008 28 12 HS Male Black 2 Above Avg 18250 1274 1274 2008 37 12 HS Male White 2 Avg 140000 1275 1275 2008 38 14 HS Female White 6 Avg 45000 1276 1276 2008 26 14 Associates Female White 3 Avg 23250 1277 1277 2008 38 12 HS Male White 4 Avg 55000 1278 1278 2008 59 14 HS Female White 1 Far Below Avg 23250 1279 1279 2008 38 17 Graduate Male Black 2 Avg 27500 1280 1280 2008 45 12 HS Male White 2 Avg 11250 1281 1281 2008 54 14 HS Male White 2 Below Avg 32500 1282 1282 2008 44 10 <HS Male Black 5 Below Avg NA 1283 1283 2008 82 12 HS Male Black 2 Above Avg NA 1284 1284 2008 51 12 <HS Male Black 1 Avg 6500 1285 1285 2008 79 11 <HS Female White 1 Far Below Avg 8500 1286 1286 2008 41 13 HS Male White 1 Avg 37500 1287 1287 2008 19 13 HS Female White 2 Avg 5500 1288 1288 2008 59 12 HS Female White 2 Avg 67500 1289 1289 2008 48 14 Associates Male White 1 Avg 23250 1290 1290 2008 39 12 HS Male White 1 Avg 37500 1291 1291 2008 35 14 HS Male White 3 Above Avg 45000 1292 1292 2008 61 18 Bachelors Male White 3 Below Avg 55000 1293 1293 2008 47 10 <HS Male White 1 Above Avg 11250 1294 1294 2008 26 12 HS Female Other 3 Above Avg 32500 1295 1295 2008 89 9 <HS Male White 2 Avg 67500 1296 1296 2008 41 12 HS Female White 3 Below Avg 2000 1297 1297 2008 41 18 Bachelors Female White 4 Avg 140000 1298 1298 2008 58 12 HS Male White 1 Above Avg 45000 1299 1299 2008 56 10 <HS Male White 4 Avg 140000 1300 1300 2008 28 14 Associates Female White 5 Avg 32500 1301 1301 2008 65 14 HS Female White 2 Below Avg 67500 1302 1302 2008 53 16 Associates Female White 1 Avg 37500 1303 1303 2008 62 16 Associates Male White 3 Below Avg 67500 1304 1304 2008 18 12 HS Male White 4 Far Above Avg 140000 1305 1305 2008 49 8 <HS Female White 1 Far Below Avg 5500 1306 1306 2008 32 14 Associates Male White 4 Above Avg 67500 1307 1307 2008 26 16 Bachelors Female White 3 Below Avg 45000 1308 1308 2008 33 11 HS Female White 6 Below Avg 55000 1309 1309 2008 34 12 <HS Male White 4 Far Below Avg 45000 1310 1310 2008 58 11 HS Female White 2 Above Avg 13250 1311 1311 2008 39 18 Bachelors Male White 2 Below Avg 100000 1312 1312 2008 29 14 Associates Male White 1 Above Avg 21250 1313 1313 2008 83 14 Associates Female White 1 Avg 32500 1314 1314 2008 86 7 <HS Female White 1 Below Avg 18250 1315 1315 2008 60 12 HS Male White 1 Avg 37500 1316 1316 2008 19 11 <HS Female White 4 Above Avg 120000 1317 1317 2008 87 12 HS Female White 1 Above Avg 500 1318 1318 2008 61 15 Associates Female White 1 Avg 32500 1319 1319 2008 80 12 HS Female White 1 Far Below Avg 8500 1320 1320 2008 66 14 HS Female White 2 Avg 8500 1321 1321 2008 64 12 HS Female White 3 Above Avg 6500 1322 1322 2008 34 11 <HS Male Other 5 Below Avg 55000 1323 1323 2008 83 16 Bachelors Male White 2 Avg 45000 1324 1324 2008 38 12 HS Male White 2 Below Avg 82500 1325 1325 2008 19 11 <HS Male Other 4 Avg 67500 1326 1326 2008 53 12 HS Female Black 2 Avg 5500 1327 1327 2008 83 0 <HS Male Other 2 Far Below Avg NA 1328 1328 2008 55 5 <HS Male White 6 Far Below Avg NA 1329 1329 2008 29 11 <HS Female Black 3 Avg 6500 1330 1330 2008 30 6 <HS Female White 2 Avg 7500 1331 1331 2008 26 4 <HS Male White 5 Avg 21250 1332 1332 2008 22 11 <HS Female Other 3 Avg 23250 1333 1333 2008 26 12 HS Female White 4 Far Below Avg 23250 1334 1334 2008 58 16 Graduate Female White 2 Below Avg 100000 1335 1335 2008 54 12 HS Female White 2 Below Avg 27500 1336 1336 2008 59 18 Graduate Female White 1 Below Avg 55000 1337 1337 2008 81 10 <HS Male White 2 Far Below Avg NA 1338 1338 2008 30 18 Graduate Male White 1 Avg 67500 1339 1339 2008 27 14 Associates Male White 2 Above Avg 67500 1340 1340 2008 57 14 Associates Female White 2 Above Avg 160000 1341 1341 2008 24 16 Bachelors Male White 2 Avg 13250 1342 1342 2008 37 20 Graduate Female White 3 Avg 160000 1343 1343 2008 49 12 HS Male White 1 Below Avg NA 1344 1344 2008 51 13 HS Female White 3 Avg 100000 1345 1345 2008 57 14 Associates Male White 3 Below Avg 82500 1346 1346 2008 23 16 Bachelors Male White 4 Avg 82500 1347 1347 2008 31 14 Associates Female Black 4 Below Avg 67500 1348 1348 2008 38 12 HS Male White 4 Avg 67500 1349 1349 2008 19 11 <HS Male White 4 Avg NA 1350 1350 2008 27 14 HS Male White 1 Below Avg 21250 1351 1351 2008 22 15 HS Female White 2 Below Avg 16250 1352 1352 2008 42 8 <HS Male Other 1 Above Avg 7500 1353 1353 2008 25 17 Bachelors Female White 1 Avg 7500 1354 1354 2008 24 17 Bachelors Female White 1 Above Avg 4500 1355 1355 2008 51 16 Bachelors Male White 1 Avg 67500 1356 1356 2008 31 14 HS Male White 2 Below Avg 37500 1357 1357 2008 23 12 HS Female White 4 Above Avg 67500 1358 1358 2008 40 12 HS Male White 4 Avg 67500 1359 1359 2008 46 17 Bachelors Male White 1 Far Above Avg 55000 1360 1360 2008 79 11 <HS Female White 1 <NA> 37500 1361 1361 2008 34 16 Bachelors Female White 5 Above Avg 45000 1362 1362 2008 61 12 HS Female White 2 Below Avg 37500 1363 1363 2008 54 16 Bachelors Female White 1 Avg 82500 1364 1364 2008 74 7 <HS Male White 2 Far Below Avg 32500 1365 1365 2008 53 15 Associates Male White 2 Below Avg 16250 1366 1366 2008 23 12 HS Male White 4 <NA> NA 1367 1367 2008 86 20 Graduate Female White 1 Below Avg 55000 1368 1368 2008 65 12 HS Male White 1 Below Avg 18250 1369 1369 2008 67 16 Bachelors Female White 1 Above Avg 67500 1370 1370 2008 37 13 HS Female White 2 Below Avg 82500 1371 1371 2008 49 11 HS Female White 2 Far Below Avg 67500 1372 1372 2008 37 12 HS Female White 4 Avg 120000 1373 1373 2008 55 12 HS Female White 2 Below Avg 45000 1374 1374 2008 23 16 Bachelors Female White 2 Avg 37500 1375 1375 2008 61 10 HS Male White 1 Above Avg 45000 1376 1376 2008 82 14 Associates Male White 1 Below Avg 13250 1377 1377 2008 82 18 Graduate Male White 2 Far Below Avg 160000 1378 1378 2008 84 12 HS Male White 1 Below Avg 27500 1379 1379 2008 48 12 HS Female White 1 Far Below Avg 3500 1380 1380 2008 48 14 Associates Male Black 1 Below Avg 37500 1381 1381 2008 45 14 HS Female White 2 Far Above Avg 160000 1382 1382 2008 33 12 HS Male White 2 Avg 120000 1383 1383 2008 43 14 HS Male Other 1 Far Above Avg 160000 1384 1384 2008 58 12 HS Female White 2 Avg 27500 1385 1385 2008 53 16 Bachelors Female White 2 Above Avg 67500 1386 1386 2008 65 14 Associates Female White 2 Avg 100000 1387 1387 2008 45 16 Bachelors Female White 3 Far Below Avg 82500 1388 1388 2008 69 12 HS Female White 1 Far Below Avg 55000 1389 1389 2008 24 12 HS Male Other 4 Far Below Avg 11250 1390 1390 2008 82 12 HS Female White 1 Below Avg NA 1391 1391 2008 32 11 <HS Female White 5 Above Avg 18250 1392 1392 2008 53 13 HS Male White 1 Avg 67500 1393 1393 2008 34 16 Bachelors Male White 1 Avg 21250 1394 1394 2008 40 16 Bachelors Male White 1 Below Avg 100000 1395 1395 2008 22 15 HS Male White 3 Above Avg 27500 1396 1396 2008 31 15 HS Female White 2 Avg 67500 1397 1397 2008 50 18 Bachelors Female White 3 Below Avg 100000 1398 1398 2008 44 16 Bachelors Male White 3 Above Avg 100000 1399 1399 2008 38 10 HS Female White 4 Avg 45000 1400 1400 2008 68 17 Bachelors Male Other 2 Below Avg 67500 1401 1401 2008 38 15 HS Male White 3 Below Avg 160000 1402 1402 2008 33 12 HS Female White 4 Below Avg 55000 1403 1403 2008 42 16 Bachelors Female White 5 Avg 160000 1404 1404 2008 47 20 Graduate Male White 2 Above Avg 67500 1405 1405 2008 28 12 HS Female White 1 Avg 23250 1406 1406 2008 26 12 HS Female Other 4 Below Avg 45000 1407 1407 2008 47 10 <HS Female White 3 Far Below Avg 500 1408 1408 2008 30 18 Bachelors Male White 1 Avg 67500 1409 1409 2008 40 14 HS Male White 5 Above Avg 37500 1410 1410 2008 48 10 HS Male White 1 Above Avg 16250 1411 1411 2008 28 16 Bachelors Female White 2 Above Avg 16250 1412 1412 2008 75 13 HS Male White 2 Below Avg 32500 1413 1413 2008 48 18 Bachelors Female White 1 Avg 55000 1414 1414 2008 45 6 <HS Male Other 1 Below Avg 5500 1415 1415 2008 23 4 <HS Male Other 8 Below Avg NA 1416 1416 2008 28 8 <HS Male White 4 Below Avg 11250 1417 1417 2008 50 9 <HS Male White 6 Avg 37500 1418 1418 2008 27 13 HS Female Other 3 Far Below Avg 27500 1419 1419 2008 24 11 <HS Female White 3 Far Below Avg 13250 1420 1420 2008 60 14 Associates Female Black 1 Avg 32500 1421 1421 2008 33 10 <HS Female White 2 Below Avg 11250 1422 1422 2008 44 13 HS Male Other 3 Avg 32500 1423 1423 2008 34 11 <HS Female White 4 Below Avg 37500 1424 1424 2008 57 14 HS Female White 6 Avg 55000 1425 1425 2008 33 11 <HS Male White 3 Avg 37500 1426 1426 2008 40 6 <HS Male Other 2 Far Below Avg 18250 1427 1427 2008 70 12 HS Male Other 2 Below Avg 160000 1428 1428 2008 34 12 HS Female White 5 Avg 23250 1429 1429 2008 22 14 Associates Female White 3 Avg 67500 1430 1430 2008 46 12 HS Male White 4 Avg NA 1431 1431 2008 45 18 Bachelors Female White 2 Above Avg 160000 1432 1432 2008 75 14 HS Female White 1 Avg NA 1433 1433 2008 81 10 <HS Female White 1 Far Below Avg 11250 1434 1434 2008 19 12 HS Female White 5 Avg 6500 1435 1435 2008 21 13 HS Female White 3 Above Avg 32500 1436 1436 2008 56 11 <HS Female White 1 Avg 5500 1437 1437 2008 57 14 Associates Female White 2 Avg 500 1438 1438 2008 23 15 Associates Female White 5 Avg 82500 1439 1439 2008 46 16 Bachelors Male White 2 Above Avg 500 1440 1440 2008 40 17 Bachelors Male White 5 Below Avg 67500 1441 1441 2008 52 14 HS Male White 3 Avg 16250 1442 1442 2008 31 8 <HS Male Other 2 Far Below Avg 67500 1443 1443 2008 50 12 HS Female Other 3 Avg 16250 1444 1444 2008 72 14 Associates Male White 1 Avg NA 1445 1445 2008 36 12 HS Female White 2 Avg 21250 1446 1446 2008 49 12 HS Male Other 4 Avg 37500 1447 1447 2008 42 16 Bachelors Male Other 1 Above Avg 45000 1448 1448 2008 47 20 Graduate Female Other 5 Below Avg 120000 1449 1449 2008 58 16 Bachelors Male Other 3 Avg 120000 1450 1450 2008 26 12 HS Male Other 3 Avg 7500 1451 1451 2008 72 16 Bachelors Female White 2 Below Avg 67500 1452 1452 2008 29 20 Graduate Male White 2 Far Above Avg 55000 1453 1453 2008 26 12 HS Female White 1 Avg 18250 1454 1454 2008 31 16 HS Female White 1 Avg 7500 1455 1455 2008 31 13 HS Male Other 2 Below Avg 45000 1456 1456 2008 29 15 HS Male Other 7 Above Avg 100000 1457 1457 2008 55 12 HS Female Other 2 Below Avg 16250 1458 1458 2008 26 18 HS Female Other 4 Avg 32500 1459 1459 2008 35 18 Bachelors Female Other 6 Above Avg 55000 1460 1460 2008 42 18 Graduate Female White 3 Above Avg 55000 1461 1461 2008 56 15 HS Female White 2 Avg 140000 1462 1462 2008 54 18 Graduate Female White 4 Avg 100000 1463 1463 2008 59 12 HS Male White 2 Avg 100000 1464 1464 2008 28 16 Bachelors Female White 3 Avg 82500 1465 1465 2008 80 12 HS Female White 2 Avg 32500 1466 1466 2008 26 12 HS Female White 4 Above Avg 67500 1467 1467 2008 53 18 Graduate Female White 1 Above Avg 37500 1468 1468 2008 51 14 Associates Female White 3 Avg 100000 1469 1469 2008 52 14 Associates Male White 1 Avg NA 1470 1470 2008 75 16 Bachelors Female White 1 Avg 21250 1471 1471 2008 29 14 Associates Female White 3 Avg 67500 1472 1472 2008 44 12 HS Female White 5 Avg 120000 1473 1473 2008 46 16 Bachelors Female White 2 Below Avg 32500 1474 1474 2008 57 18 Graduate Female White 1 Above Avg 67500 1475 1475 2008 20 13 HS Female White 6 Above Avg 140000 1476 1476 2008 30 17 Bachelors Female White 2 Avg 45000 1477 1477 2008 57 15 Associates Female White 3 Below Avg 120000 1478 1478 2008 56 16 Bachelors Male White 4 Avg 160000 1479 1479 2008 57 16 Bachelors Female Black 1 Below Avg 82500 1480 1480 2008 21 11 <HS Female White 2 Avg 16250 1481 1481 2008 62 12 HS Female White 2 Above Avg 82500 1482 1482 2008 81 16 Bachelors Female White 1 Above Avg 11250 1483 1483 2008 52 12 HS Male White 2 Avg 55000 1484 1484 2008 81 12 HS Male White 2 Above Avg 18250 1485 1485 2008 51 16 Bachelors Male White 1 Below Avg 16250 1486 1486 2008 54 18 Bachelors Female White 2 Avg 23250 1487 1487 2008 52 13 HS Female White 2 Avg 67500 1488 1488 2008 75 16 Bachelors Female White 2 Avg 55000 1489 1489 2008 52 12 HS Female White 2 Below Avg 67500 1490 1490 2008 28 12 HS Male White 2 Avg 32500 1491 1491 2008 40 10 HS Female White 3 Far Below Avg 16250 1492 1492 2008 61 14 Associates Male White 1 Avg 45000 1493 1493 2008 57 14 HS Male White 3 Avg 45000 1494 1494 2008 60 8 <HS Male White 3 Avg 23250 1495 1495 2008 24 12 HS Female White 2 Far Below Avg 23250 1496 1496 2008 50 12 HS Male White 1 Far Below Avg 67500 1497 1497 2008 89 17 Graduate Female White 1 Avg 37500 1498 1498 2008 28 16 Bachelors Male White 3 Below Avg 82500 1499 1499 2008 49 16 Bachelors Female White 2 Above Avg 45000 1500 1500 2008 61 16 Bachelors Male White 4 Avg 82500 1501 1501 2008 69 12 HS Male White 2 Avg NA 1502 1502 2008 49 12 HS Male White 1 Avg NA 1503 1503 2008 79 12 HS Male White 2 Below Avg 82500 1504 1504 2008 37 12 HS Female White 3 Below Avg NA 1505 1505 2008 82 12 HS Male White 2 Avg NA 1506 1506 2008 53 12 HS Female White 2 Above Avg 27500 1507 1507 2008 85 12 HS Female White 1 Avg 16250 1508 1508 2008 44 14 Associates Female White 5 Above Avg NA 1509 1509 2008 67 13 HS Female White 2 Avg NA 1510 1510 2008 63 19 Graduate Female White 2 Above Avg NA 1511 1511 2008 56 16 Bachelors Male White 2 Avg 120000 1512 1512 2008 62 12 HS Female White 1 Avg NA 1513 1513 2008 47 19 Bachelors Male White 4 Avg 140000 1514 1514 2008 60 16 Bachelors Male White 1 Above Avg 160000 1515 1515 2008 25 16 Bachelors Female White 3 Avg 55000 1516 1516 2008 60 13 HS Male Black 2 Far Above Avg 67500 1517 1517 2008 59 20 Graduate Female White 3 Far Above Avg NA 1518 1518 2008 49 18 Graduate Male White 2 Above Avg 100000 1519 1519 2008 23 16 Bachelors Female White 1 Far Above Avg 45000 1520 1520 2008 42 17 Bachelors Male White 2 Below Avg 67500 1521 1521 2008 24 16 Bachelors Female White 2 Avg 13250 1522 1522 2008 22 16 HS Female White 3 Above Avg 7500 1523 1523 2008 24 14 Associates Female White 2 Above Avg 55000 1524 1524 2008 31 17 Bachelors Male White 2 Avg 67500 1525 1525 2008 27 13 HS Male White 1 Avg 23250 1526 1526 2008 29 19 Bachelors Female White 1 Avg 23250 1527 1527 2008 38 20 Bachelors Female White 1 Avg 11250 1528 1528 2008 26 16 Bachelors Male White 2 Avg 37500 1529 1529 2008 66 12 HS Male White 3 Avg 67500 1530 1530 2008 51 12 HS Female White 2 Below Avg 82500 1531 1531 2008 70 12 HS Female White 2 Avg 37500 1532 1532 2008 40 20 Graduate Female White 5 Above Avg 140000 1533 1533 2008 66 12 HS Female White 2 Avg NA 1534 1534 2008 58 14 HS Male White 1 Below Avg 7500 1535 1535 2008 39 14 Associates Male White 4 Avg 67500 1536 1536 2008 78 13 HS Female White 2 Far Below Avg 45000 1537 1537 2008 50 17 Bachelors Male White 2 Avg 100000 1538 1538 2008 70 14 HS Female White 1 Avg NA 1539 1539 2008 36 18 Bachelors Female White 4 Above Avg 82500 1540 1540 2008 50 16 Bachelors Female White 2 Avg 100000 1541 1541 2008 64 14 HS Male White 2 Avg 2000 1542 1542 2008 72 14 HS Male White 2 Avg 55000 1543 1543 2008 54 14 Associates Female White 3 Avg NA 1544 1544 2008 48 14 HS Male White 1 Above Avg 140000 1545 1545 2008 89 12 HS Female White 1 Below Avg NA 1546 1546 2008 24 13 HS Male Other 5 Avg 32500 1547 1547 2008 20 12 HS Female White 3 Below Avg 37500 1548 1548 2008 27 12 HS Female White 1 Avg 13250 1549 1549 2008 36 19 Graduate Female White 1 Avg 82500 1550 1550 2008 31 16 Bachelors Female White 1 Avg NA 1551 1551 2008 31 16 Bachelors Female White 2 Above Avg 55000 1552 1552 2008 40 16 Bachelors Female White 4 Avg 55000 1553 1553 2008 23 12 HS Male White 5 Avg NA 1554 1554 2008 26 14 Associates Female White 4 Avg 5500 1555 1555 2008 37 12 HS Male White 5 Above Avg 100000 1556 1556 2008 35 15 HS Male White 2 Far Below Avg 67500 1557 1557 2008 58 19 Graduate Male White 2 Avg 82500 1558 1558 2008 78 16 Bachelors Male White 2 Above Avg NA 1559 1559 2008 55 15 Bachelors Female White 2 Avg 55000 1560 1560 2008 35 15 HS Female White 1 Avg 45000 1561 1561 2008 40 16 Associates Male White 1 Below Avg 45000 1562 1562 2008 32 19 Graduate Male White 1 Avg 55000 1563 1563 2008 62 12 HS Female White 2 Avg 21250 1564 1564 2008 38 12 HS Female White 5 Below Avg NA 1565 1565 2008 72 12 HS Female White 1 Far Below Avg 27500 1566 1566 2008 49 14 Associates Female White 1 Above Avg 37500 1567 1567 2008 56 15 Graduate Male White 1 Far Below Avg 160000 1568 1568 2008 50 12 HS Female White 2 Below Avg 67500 1569 1569 2008 30 14 Associates Female White 4 Below Avg 67500 1570 1570 2008 44 12 HS Female White 3 Below Avg 27500 1571 1571 2008 55 12 HS Female White 2 Avg 55000 1572 1572 2008 60 12 HS Female White 2 Avg 8500 1573 1573 2008 84 8 <HS Female White 1 Far Below Avg 5500 1574 1574 2008 47 13 HS Female White 2 Below Avg 55000 1575 1575 2008 39 12 HS Male White 1 Below Avg 37500 1576 1576 2008 19 14 HS Female White 3 Above Avg 140000 1577 1577 2008 56 16 Bachelors Male White 4 Avg 55000 1578 1578 2008 67 12 HS Female White 2 Below Avg 18250 1579 1579 2008 54 10 <HS Male White 4 Below Avg 55000 1580 1580 2008 43 10 <HS Male White 2 Below Avg 13250 1581 1581 2008 46 11 <HS Male White 2 Far Below Avg 32500 1582 1582 2008 74 16 Bachelors Male White 2 Below Avg NA 1583 1583 2008 61 12 HS Female White 2 Far Below Avg 32500 1584 1584 2008 62 16 Bachelors Male White 2 Far Below Avg 23250 1585 1585 2008 39 11 <HS Male White 1 Far Below Avg 8500 1586 1586 2008 53 12 HS Male White 2 Avg 27500 1587 1587 2008 72 14 Associates Male White 2 Below Avg 67500 1588 1588 2008 48 14 Associates Female White 2 Below Avg 23250 1589 1589 2008 43 12 HS Female White 2 Avg 32500 1590 1590 2008 71 15 Associates Female White 1 Avg 27500 1591 1591 2008 73 14 Associates Female White 1 Avg 16250 1592 1592 2008 50 9 HS Male White 2 <NA> 8500 1593 1593 2008 21 9 <HS Male White 2 Avg NA 1594 1594 2008 27 11 <HS Female White 6 Avg 5500 1595 1595 2008 53 11 <HS Female White 5 Avg 45000 1596 1596 2008 86 11 <HS Female White 1 Avg 16250 1597 1597 2008 40 14 Associates Male White 2 Avg 37500 1598 1598 2008 49 12 HS Male White 3 Avg 67500 1599 1599 2008 63 12 HS Female White 3 Below Avg NA 1600 1600 2008 36 13 HS Female White 4 Avg 82500 1601 1601 2008 56 12 HS Male White 2 Far Below Avg 37500 1602 1602 2008 60 12 HS Male White 3 Avg 45000 1603 1603 2008 57 12 HS Female White 2 Avg 67500 1604 1604 2008 22 9 <HS Female White 3 Below Avg 23250 1605 1605 2008 29 11 <HS Female White 3 Avg 23250 1606 1606 2008 24 14 HS Male White 3 Above Avg 21250 1607 1607 2008 37 12 HS Female White 2 <NA> NA 1608 1608 2008 62 12 HS Male White 1 Avg 8500 1609 1609 2008 60 14 Associates Male White 3 Below Avg 18250 1610 1610 2008 74 12 HS Male White 1 Far Below Avg 7500 1611 1611 2008 68 12 HS Female White 1 Far Below Avg 32500 1612 1612 2008 49 16 Bachelors Male White 3 Avg 100000 1613 1613 2008 66 12 HS Female White 2 Above Avg 67500 1614 1614 2008 64 12 HS Male White 2 Avg 45000 1615 1615 2008 49 12 HS Male White 2 Avg 100000 1616 1616 2008 47 12 HS Male White 4 Avg 55000 1617 1617 2008 51 18 Bachelors Male White 2 Below Avg 55000 1618 1618 2008 78 12 HS Female White 1 Below Avg 27500 1619 1619 2008 61 12 HS Male White 3 Avg 100000 1620 1620 2008 71 10 HS Male White 2 Far Below Avg 27500 1621 1621 2008 64 12 HS Male White 2 Below Avg NA 1622 1622 2008 80 8 <HS Female White 2 Below Avg NA 1623 1623 2008 65 12 HS Male White 2 Below Avg NA 1624 1624 2008 47 12 HS Male White 3 Avg 45000 1625 1625 2008 31 12 HS Male White 4 Far Below Avg 45000 1626 1626 2008 20 13 HS Female White 2 Below Avg 13250 1627 1627 2008 41 12 HS Male White 2 Below Avg 45000 1628 1628 2008 35 14 Associates Male White 1 Avg 37500 1629 1629 2008 35 18 Graduate Female White 4 Avg 45000 1630 1630 2008 72 10 <HS Male White 2 <NA> 21250 1631 1631 2008 55 12 HS Female White 2 Above Avg 32500 1632 1632 2008 26 12 HS Female White 2 Above Avg 45000 1633 1633 2008 34 15 Associates Female White 6 Avg 100000 1634 1634 2008 54 12 HS Female White 4 Below Avg 82500 1635 1635 2008 79 12 HS Female White 1 Avg NA 1636 1636 2008 26 13 HS Male White 4 Below Avg 45000 1637 1637 2008 31 18 Bachelors Female White 3 Above Avg 100000 1638 1638 2008 63 8 <HS Female White 2 Far Below Avg 55000 1639 1639 2008 25 15 Associates Female White 3 Avg 67500 1640 1640 2008 22 14 HS Female White 4 Far Below Avg 7500 1641 1641 2008 24 12 <HS Female White 4 Avg 18250 1642 1642 2008 47 16 Associates Male White 2 Below Avg 55000 1643 1643 2008 72 0 <HS Male White 2 Below Avg NA 1644 1644 2008 75 11 <HS Male White 2 Far Below Avg 11250 1645 1645 2008 31 11 <HS Male White 6 Below Avg 21250 1646 1646 2008 57 7 <HS Male White 3 Below Avg 11250 1647 1647 2008 30 12 HS Male White 3 Avg 500 1648 1648 2008 52 12 HS Male White 2 Avg 55000 1649 1649 2008 70 12 HS Male White 2 Avg 45000 1650 1650 2008 89 8 <HS Male White 1 Below Avg 6500 1651 1651 2008 55 12 HS Female White 7 Below Avg NA 1652 1652 2008 49 18 Bachelors Male White 2 Avg NA 1653 1653 2008 57 11 <HS Female White 3 Avg 45000 1654 1654 2008 45 12 HS Male White 2 Avg 23250 1655 1655 2008 40 12 HS Male White 5 Avg 120000 1656 1656 2008 74 12 HS Male White 1 Avg 16250 1657 1657 2008 65 12 HS Male White 2 Far Below Avg 140000 1658 1658 2008 37 12 HS Female White 1 Below Avg 32500 1659 1659 2008 75 15 HS Female White 1 Avg 11250 1660 1660 2008 22 13 HS Female White 2 Avg 8500 1661 1661 2008 47 11 <HS Male White 1 Below Avg 32500 1662 1662 2008 29 16 Bachelors Male White 3 Avg 45000 1663 1663 2008 53 12 HS Male White 2 Avg 67500 1664 1664 2008 43 12 HS Female White 4 Below Avg 82500 1665 1665 2008 54 13 HS Female White 2 Below Avg 45000 1666 1666 2008 64 12 HS Female White 1 Below Avg 23250 1667 1667 2008 60 11 <HS Female White 3 Avg 11250 1668 1668 2008 36 12 HS Male Black 6 Far Below Avg 37500 1669 1669 2008 31 15 HS Male White 3 Avg 55000 1670 1670 2008 56 9 <HS Male White 1 Above Avg 13250 1671 1671 2008 34 20 Graduate Male White 3 Avg 160000 1672 1672 2008 47 12 HS Female White 4 Avg 67500 1673 1673 2008 38 15 HS Female White 3 Below Avg 45000 1674 1674 2008 47 14 HS Female Black 4 Below Avg 100000 1675 1675 2008 65 12 HS Female White 3 Avg 11250 1676 1676 2008 51 8 <HS Female White 1 Avg 6500 1677 1677 2008 66 16 Associates Male White 2 Below Avg 55000 1678 1678 2008 81 12 HS Female White 8 Avg 140000 1679 1679 2008 63 12 HS Female White 3 Avg 16250 1680 1680 2008 54 9 HS Female White 3 Above Avg 27500 1681 1681 2008 51 12 HS Male White 3 Avg 55000 1682 1682 2008 21 10 <HS Female Black 2 Avg 3500 1683 1683 2008 21 11 HS Female Black 3 Below Avg 100000 1684 1684 2008 31 11 <HS Male White 4 Below Avg 27500 1685 1685 2008 52 16 Bachelors Male White 1 Above Avg 27500 1686 1686 2008 19 12 HS Female White 2 Below Avg 18250 1687 1687 2008 24 12 HS Male White 3 Below Avg 16250 1688 1688 2008 74 8 <HS Male White 1 Far Below Avg 11250 1689 1689 2008 51 12 HS Female White 1 Avg 23250 1690 1690 2008 50 17 Associates Female White 2 Above Avg NA 1691 1691 2008 35 12 HS Male White 5 Below Avg 55000 1692 1692 2008 67 14 Associates Female White 2 Avg 55000 1693 1693 2008 29 13 HS Male White 1 Far Below Avg 13250 1694 1694 2008 52 9 HS Female White 5 Avg 55000 1695 1695 2008 35 12 HS Male Black 4 Avg 27500 1696 1696 2008 87 7 <HS Female White 1 Avg NA 1697 1697 2008 54 12 HS Male White 1 Below Avg 7500 1698 1698 2008 44 16 Bachelors Female White 2 Avg 32500 1699 1699 2008 55 16 Associates Female White 3 Above Avg 82500 1700 1700 2008 66 12 HS Male White 2 Avg NA 1701 1701 2008 69 14 HS Male White 1 Above Avg 8500 1702 1702 2008 56 7 <HS Female White 1 Avg 3500 1703 1703 2008 49 12 HS Female White 1 Below Avg 32500 1704 1704 2008 46 13 HS Female White 2 Far Below Avg 82500 1705 1705 2008 50 17 Bachelors Male White 6 Avg 67500 1706 1706 2008 66 12 HS Female White 2 Avg 37500 1707 1707 2008 19 12 HS Male White 3 Avg 67500 1708 1708 2008 58 11 <HS Female White 2 Avg 55000 1709 1709 2008 48 14 HS Female White 3 Avg 67500 1710 1710 2008 71 13 <HS Male White 1 Far Below Avg NA 1711 1711 2008 31 12 HS Male White 5 Avg 21250 1712 1712 2008 66 12 HS Female White 1 Far Below Avg 2000 1713 1713 2008 45 16 Associates Female White 1 Avg 27500 1714 1714 2008 69 12 HS Female White 2 Avg 67500 1715 1715 2008 49 14 Associates Female White 3 Below Avg NA 1716 1716 2008 68 14 Associates Male White 1 Below Avg NA 1717 1717 2008 55 10 <HS Female White 2 Avg 27500 1718 1718 2008 59 12 HS Female White 2 Below Avg NA 1719 1719 2008 36 11 HS Female White 4 Avg 55000 1720 1720 2008 21 8 <HS Male White 1 Below Avg NA 1721 1721 2008 21 11 HS Female White 4 Below Avg 18250 1722 1722 2008 80 7 <HS Male White 2 Far Below Avg 21250 1723 1723 2008 51 9 <HS Female White 2 Below Avg 11250 1724 1724 2008 66 12 HS Male White 2 Avg 55000 1725 1725 2008 62 6 <HS Female White 1 Below Avg 11250 1726 1726 2008 50 12 HS Female White 2 Avg 45000 1727 1727 2008 76 12 HS Male White 1 Avg NA 1728 1728 2008 49 16 Bachelors Female White 3 Below Avg 55000 1729 1729 2008 44 15 Associates Male White 1 Avg 120000 1730 1730 2008 37 16 Bachelors Female White 4 Above Avg 67500 1731 1731 2008 59 12 HS Male White 2 Far Below Avg 45000 1732 1732 2008 52 16 Bachelors Female White 1 Above Avg 160000 1733 1733 2008 82 10 <HS Male White 1 Below Avg 160000 1734 1734 2008 67 14 Associates Male White 2 Below Avg 45000 1735 1735 2008 47 16 Bachelors Male White 3 Below Avg 140000 1736 1736 2008 44 18 Associates Female White 4 Below Avg 140000 1737 1737 2008 56 12 HS Male White 3 Avg 100000 1738 1738 2008 41 20 Graduate Male White 6 Below Avg 120000 1739 1739 2008 50 12 HS Male White 3 Below Avg 120000 1740 1740 2008 81 11 HS Male White 2 Far Below Avg 3500 1741 1741 2008 68 9 <HS Male White 1 Far Below Avg 500 1742 1742 2008 44 18 Graduate Male White 5 Below Avg 160000 1743 1743 2008 51 14 HS Female White 2 Avg 100000 1744 1744 2008 36 16 Bachelors Male White 5 Below Avg NA 1745 1745 2008 47 12 HS Male White 2 Avg 32500 1746 1746 2008 43 12 HS Female White 2 Avg 67500 1747 1747 2008 60 10 <HS Female Black 1 Far Below Avg 23250 1748 1748 2008 52 11 <HS Male White 4 Avg 82500 1749 1749 2008 40 16 Bachelors Female White 4 Avg 120000 1750 1750 2008 70 12 HS Female White 1 Avg 21250 1751 1751 2008 57 14 Associates Female White 1 Avg 27500 1752 1752 2008 41 17 Bachelors Female White 5 Avg 55000 1753 1753 2008 34 14 HS Male Black 1 Far Below Avg 45000 1754 1754 2008 28 16 Bachelors Male White 1 Below Avg 67500 1755 1755 2008 48 13 HS Female White 1 Below Avg 18250 1756 1756 2008 22 13 HS Male White 3 Above Avg 45000 1757 1757 2008 22 15 HS Female White 3 Above Avg 37500 1758 1758 2008 48 12 HS Female Black 4 Above Avg 45000 1759 1759 2008 67 12 HS Male White 2 Below Avg 45000 1760 1760 2008 55 15 HS Female White 2 Below Avg 100000 1761 1761 2008 37 12 HS Female Black 6 Avg 13250 1762 1762 2008 64 12 HS Female Black 2 Avg 21250 1763 1763 2008 46 10 <HS Female Black 1 Far Below Avg 6500 1764 1764 2008 68 12 HS Male Black 1 Far Below Avg 11250 1765 1765 2008 45 12 <HS Male Black 5 Below Avg 67500 1766 1766 2008 70 12 HS Female White 2 Avg 23250 1767 1767 2008 30 11 <HS Male Other 5 Avg 27500 1768 1768 2008 55 12 HS Male White 1 Below Avg 18250 1769 1769 2008 52 12 HS Male White 2 Below Avg 45000 1770 1770 2008 34 12 HS Female White 2 Avg NA 1771 1771 2008 65 9 <HS Male White 1 Avg 8500 1772 1772 2008 53 12 HS Female White 3 Far Below Avg 21250 1773 1773 2008 55 12 HS Male White 1 Avg 23250 1774 1774 2008 63 14 Associates Male White 2 Avg 8500 1775 1775 2008 65 12 HS Male White 2 Below Avg 67500 1776 1776 2008 28 13 HS Female White 3 Avg 11250 1777 1777 2008 36 12 HS Male White 6 Avg 67500 1778 1778 2008 81 6 <HS Female Black 4 Above Avg 21250 1779 1779 2008 28 11 HS Male Black 3 Avg 32500 1780 1780 2008 57 12 HS Male Black 2 Far Below Avg 100000 1781 1781 2008 53 12 HS Female White 2 Below Avg 13250 1782 1782 2008 67 11 <HS Female White 2 Below Avg 55000 1783 1783 2008 66 9 <HS Female Black 2 Below Avg 500 1784 1784 2008 29 13 HS Female Black 4 Avg 45000 1785 1785 2008 77 6 <HS Female White 2 Below Avg 16250 1786 1786 2008 57 18 Graduate Female White 1 Below Avg 45000 1787 1787 2008 19 11 <HS Female Black 2 Avg 500 1788 1788 2008 57 19 Bachelors Male White 1 Avg 67500 1789 1789 2008 67 12 HS Male Black 2 Below Avg NA 1790 1790 2008 65 8 <HS Male Black 2 Below Avg NA 1791 1791 2008 58 12 HS Female Black 1 Avg 8500 1792 1792 2008 35 13 HS Female White 3 Above Avg 55000 1793 1793 2008 29 11 <HS Female Black 3 Far Above Avg 8500 1794 1794 2008 24 13 <HS Female Black 4 Avg 2000 1795 1795 2008 30 10 HS Male White 4 Avg NA 1796 1796 2008 56 12 HS Female White 2 Avg 45000 1797 1797 2008 32 14 Associates Female Black 5 Above Avg 37500 1798 1798 2008 55 8 <HS Male White 1 Below Avg 8500 1799 1799 2008 24 11 <HS Male White 3 Avg 21250 1800 1800 2008 34 12 HS Female White 3 Far Below Avg 120000 1801 1801 2008 28 7 <HS Male White 5 Avg 27500 1802 1802 2008 61 14 HS Male White 2 Above Avg 82500 1803 1803 2008 44 11 <HS Male White 3 Avg 7500 1804 1804 2008 54 9 <HS Female White 2 Far Below Avg 11250 1805 1805 2008 48 11 <HS Male White 2 Avg 55000 1806 1806 2008 52 16 HS Female White 2 Avg 55000 1807 1807 2008 41 12 HS Male White 4 Above Avg 45000 1808 1808 2008 37 15 HS Female White 5 Below Avg 45000 1809 1809 2008 20 12 HS Male White 1 Above Avg 55000 1810 1810 2008 89 16 Bachelors Female Black 3 Far Below Avg 21250 1811 1811 2008 61 12 HS Male White 1 Below Avg NA 1812 1812 2008 67 12 HS Female White 1 Avg 27500 1813 1813 2008 37 9 HS Female Other 4 Below Avg NA 1814 1814 2008 34 12 HS Male White 3 Far Above Avg 32500 1815 1815 2008 63 14 Associates Female White 2 Avg 8500 1816 1816 2008 35 13 HS Male White 1 Below Avg 32500 1817 1817 2008 26 4 <HS Male Other 4 Below Avg 27500 1818 1818 2008 37 6 <HS Male Other 1 Far Below Avg 23250 1819 1819 2008 28 6 <HS Female Other 3 Below Avg 67500 1820 1820 2008 60 12 HS Male Black 1 Far Below Avg 500 1821 1821 2008 45 12 HS Male Black 1 Far Below Avg 23250 1822 1822 2008 63 12 HS Male White 1 Below Avg 23250 1823 1823 2008 99 16 Bachelors Female Black 1 Below Avg 32500 1824 1824 2008 32 14 Associates Female Black 5 Avg 18250 1825 1825 2008 61 11 <HS Male Black 1 Below Avg 5500 1826 1826 2008 53 14 Associates Female Black 1 Avg 55000 1827 1827 2008 41 8 <HS Male White 1 Far Above Avg 5500 1828 1828 2008 62 12 HS Male White 2 Below Avg 67500 1829 1829 2008 35 12 HS Female White 3 Avg 55000 1830 1830 2008 35 12 HS Female Other 2 Far Below Avg 45000 1831 1831 2008 41 11 <HS Female White 2 Avg 13250 1832 1832 2008 41 13 Associates Female White 2 Far Above Avg 4500 1833 1833 2008 59 8 <HS Male White 2 Avg 13250 1834 1834 2008 60 12 HS Female Black 2 Far Below Avg 27500 1835 1835 2008 81 12 <HS Female White 1 Far Below Avg 11250 1836 1836 2008 39 13 HS Female White 4 Avg 27500 1837 1837 2008 62 12 HS Male Black 1 Below Avg 16250 1838 1838 2008 47 12 HS Female Black 4 Above Avg 37500 1839 1839 2008 51 13 HS Female White 2 Below Avg 45000 1840 1840 2008 26 12 HS Female White 4 Above Avg 82500 1841 1841 2008 72 12 <HS Female Black 1 Far Below Avg 8500 1842 1842 2008 57 13 HS Male White 1 Avg 4500 1843 1843 2008 50 12 HS Male White 1 Below Avg 7500 1844 1844 2008 55 12 HS Male White 2 Below Avg 67500 1845 1845 2008 53 19 Graduate Female White 2 Far Below Avg 67500 1846 1846 2008 20 12 HS Female Other 3 Above Avg 21250 1847 1847 2008 27 13 HS Male Other 5 Above Avg 13250 1848 1848 2008 66 14 Associates Male White 2 Avg 11250 1849 1849 2008 75 14 Associates Female White 2 Avg 18250 1850 1850 2008 37 19 HS Male White 1 Avg 55000 1851 1851 2008 65 18 Graduate Female White 1 Avg 45000 1852 1852 2008 26 13 HS Male White 1 Avg 45000 1853 1853 2008 53 11 HS Female White 2 Avg 82500 1854 1854 2008 36 18 Bachelors Female White 2 Below Avg 100000 1855 1855 2008 78 15 HS Female White 2 Avg 45000 1856 1856 2008 57 17 Bachelors Male White 3 Above Avg 100000 1857 1857 2008 28 16 Bachelors Male Other 2 Avg 67500 1858 1858 2008 44 9 <HS Male White 2 Avg 11250 1859 1859 2008 28 14 Associates Male White 3 Avg 55000 1860 1860 2008 36 12 HS Female White 2 Below Avg 45000 1861 1861 2008 46 16 Bachelors Female White 4 Avg 100000 1862 1862 2008 41 12 HS Male White 3 Far Below Avg 27500 1863 1863 2008 58 10 HS Male White 3 Avg 67500 1864 1864 2008 34 10 HS Female White 7 Avg 55000 1865 1865 2008 19 13 HS Male Black 6 Avg 37500 1866 1866 2008 32 13 HS Female White 5 Avg 82500 1867 1867 2008 61 11 HS Female White 2 Above Avg 67500 1868 1868 2008 54 12 HS Male White 2 Below Avg 67500 1869 1869 2008 34 12 HS Female White 8 Below Avg 100000 1870 1870 2008 62 12 HS Male White 2 Avg 67500 1871 1871 2008 28 18 Graduate Female White 2 Below Avg 67500 1872 1872 2008 82 9 <HS Female White 3 Below Avg NA 1873 1873 2008 51 12 HS Female White 2 Avg 82500 1874 1874 2008 71 16 Bachelors Female White 2 Below Avg 37500 1875 1875 2008 34 12 HS Female White 3 Avg 100000 1876 1876 2008 65 13 HS Male White 2 Avg 32500 1877 1877 2008 61 12 HS Male White 2 Avg 140000 1878 1878 2008 76 12 HS Male White 2 Below Avg 67500 1879 1879 2008 55 12 HS Male White 2 Below Avg 45000 1880 1880 2008 76 12 HS Female White 3 Below Avg NA 1881 1881 2008 99 16 Bachelors Female White 1 Avg NA 1882 1882 2008 67 15 Associates Male White 2 Avg 37500 1883 1883 2008 41 12 HS Male White 2 Avg 23250 1884 1884 2008 49 12 HS Male White 1 Avg 100000 1885 1885 2008 45 12 HS Male White 2 Above Avg 27500 1886 1886 2008 32 14 Associates Male White 4 Avg 82500 1887 1887 2008 38 13 HS Male White 2 Avg 45000 1888 1888 2008 60 11 <HS Male White 2 Below Avg 67500 1889 1889 2008 50 14 Associates Male White 2 Below Avg 100000 1890 1890 2008 65 15 HS Male White 2 Below Avg 45000 1891 1891 2008 44 11 HS Male White 2 Avg 67500 1892 1892 2008 31 10 <HS Female White 8 Below Avg NA 1893 1893 2008 54 14 HS Male White 4 Far Below Avg 67500 1894 1894 2008 46 18 Graduate Female White 4 Above Avg NA 1895 1895 2008 49 12 HS Female Black 6 <NA> 5500 1896 1896 2008 52 2 <HS Female White 3 Far Below Avg 45000 1897 1897 2008 50 19 Graduate Female White 4 Avg 160000 1898 1898 2008 32 12 HS Female White 5 Above Avg 67500 1899 1899 2008 64 12 HS Male White 1 Avg 27500 1900 1900 2008 78 18 Graduate Female White 1 Above Avg 55000 1901 1901 2008 55 13 HS Male White 3 Avg 37500 1902 1902 2008 35 18 Bachelors Female White 4 Below Avg 120000 1903 1903 2008 27 17 HS Male White 3 Above Avg 160000 1904 1904 2008 50 12 HS Female White 2 Avg NA 1905 1905 2008 53 9 <HS Male White 3 Above Avg 67500 1906 1906 2008 47 16 Bachelors Male White 5 Avg 67500 1907 1907 2008 60 9 <HS Female White 1 Below Avg 2000 1908 1908 2008 80 9 HS Female White 2 Avg 23250 1909 1909 2008 36 15 HS Male Other 6 Avg 32500 1910 1910 2008 32 18 Graduate Female White 4 Avg 82500 1911 1911 2008 30 16 Bachelors Male White 3 Below Avg 27500 1912 1912 2008 41 16 Bachelors Female White 1 Below Avg 18250 1913 1913 2008 31 14 HS Male White 4 Below Avg 67500 1914 1914 2008 29 14 HS Female White 4 Above Avg 55000 1915 1915 2008 35 16 Bachelors Male Black 4 Below Avg 67500 1916 1916 2008 51 12 HS Female White 2 Avg 27500 1917 1917 2008 53 13 HS Female White 3 Below Avg 55000 1918 1918 2008 22 12 HS Female White 3 Avg 45000 1919 1919 2008 80 12 HS Female White 2 Below Avg 55000 1920 1920 2008 43 14 HS Male White 5 Below Avg 11250 1921 1921 2008 47 12 HS Female White 1 Below Avg 7500 1922 1922 2008 38 13 HS Male White 1 Below Avg 6500 1923 1923 2008 49 12 HS Female White 2 Below Avg 11250 1924 1924 2008 35 14 HS Female White 3 Avg 100000 1925 1925 2008 38 16 Associates Female White 4 Below Avg 21250 1926 1926 2008 67 12 HS Male White 3 Avg 23250 1927 1927 2008 75 20 Graduate Female White 2 Avg 23250 1928 1928 2008 26 15 HS Female White 4 Above Avg 21250 1929 1929 2008 52 14 HS Female White 2 Avg 16250 1930 1930 2008 26 16 Bachelors Female White 2 Avg 37500 1931 1931 2008 27 16 Bachelors Male White 4 Below Avg 21250 1932 1932 2008 33 14 Associates Male Other 2 Avg NA 1933 1933 2008 21 15 HS Male White 3 Avg NA 1934 1934 2008 69 12 HS Female White 2 Far Below Avg 32500 1935 1935 2008 83 12 HS Male White 1 Above Avg 27500 1936 1936 2008 61 15 HS Female White 2 Avg 160000 1937 1937 2008 34 15 HS Male White 4 Below Avg 120000 1938 1938 2008 26 13 HS Female White 4 Avg 67500 1939 1939 2008 81 11 HS Female White 2 Above Avg NA 1940 1940 2008 51 11 <HS Male White 1 Avg 21250 1941 1941 2008 51 12 HS Female White 1 Avg 23250 1942 1942 2008 39 12 HS Female White 3 Below Avg 21250 1943 1943 2008 58 16 Bachelors Male White 3 Below Avg 55000 1944 1944 2008 24 13 HS Male White 2 Avg 16250 1945 1945 2008 27 16 Associates Female White 2 Avg 55000 1946 1946 2008 75 15 Associates Female White 1 Avg 37500 1947 1947 2008 39 10 HS Female White 4 Avg 6500 1948 1948 2008 36 17 Bachelors Male White 6 Avg 82500 1949 1949 2008 58 17 Graduate Female White 2 Avg NA 1950 1950 2008 64 14 HS Male White 1 Avg 67500 1951 1951 2008 43 12 HS Male White 3 Avg 82500 1952 1952 2008 51 12 HS Male White 4 Avg 120000 1953 1953 2008 35 12 HS Female White 2 Avg 21250 1954 1954 2008 37 11 HS Male White 2 Below Avg 18250 1955 1955 2008 56 13 HS Female White 2 Above Avg NA 1956 1956 2008 55 14 HS Female White 3 Avg 45000 1957 1957 2008 64 16 Bachelors Male White 1 Avg 18250 1958 1958 2008 36 12 <HS Male White 3 Far Below Avg 37500 1959 1959 2008 68 16 HS Male White 1 Avg 27500 1960 1960 2008 62 12 HS Male White 1 Far Below Avg 32500 1961 1961 2008 82 6 <HS Female White 1 Avg 16250 1962 1962 2008 26 14 Associates Male White 5 Above Avg 82500 1963 1963 2008 83 17 Bachelors Female White 1 Avg 37500 1964 1964 2008 70 12 HS Female White 2 Below Avg 37500 1965 1965 2008 49 14 HS Female White 2 Below Avg 45000 1966 1966 2008 89 16 Bachelors Male White 2 Above Avg 100000 1967 1967 2008 71 11 <HS Female Black 4 Below Avg NA 1968 1968 2008 43 13 HS Female White 2 Below Avg 45000 1969 1969 2008 42 18 Graduate Female Other 4 Avg 160000 1970 1970 2008 20 12 HS Male White 2 Below Avg 55000 1971 1971 2008 50 13 HS Female White 7 Avg 100000 1972 1972 2008 36 16 Bachelors Female Other 3 Below Avg 67500 1973 1973 2008 21 14 HS Male White 2 Above Avg 100000 1974 1974 2008 19 12 HS Male White 4 Above Avg 67500 1975 1975 2008 22 13 HS Male Black 2 Below Avg 18250 1976 1976 2008 37 16 Bachelors Female White 2 Above Avg 100000 1977 1977 2008 60 12 HS Female Black 3 Far Below Avg 32500 1978 1978 2008 99 15 Associates Female Black 2 Avg 21250 1979 1979 2008 34 13 HS Male White 3 Avg 100000 1980 1980 2008 99 18 Graduate Female White 1 Avg 120000 1981 1981 2008 88 12 HS Female White 1 Far Below Avg 21250 1982 1982 2008 31 16 Bachelors Male White 1 Avg 140000 1983 1983 2008 79 12 HS Male White 2 Above Avg 21250 1984 1984 2008 31 12 HS Female Black 2 Below Avg 11250 1985 1985 2008 57 9 <HS Female Other 1 Below Avg 7500 1986 1986 2008 42 16 Bachelors Female Black 2 Above Avg 100000 1987 1987 2008 81 12 HS Female White 1 Below Avg 13250 1988 1988 2008 39 20 Graduate Female White 2 Above Avg NA 1989 1989 2008 23 11 HS Male Black 4 Avg 55000 1990 1990 2008 30 16 Bachelors Female White 6 Avg 67500 1991 1991 2008 72 16 Bachelors Female White 2 Below Avg 67500 1992 1992 2008 35 16 Bachelors Female White 4 Far Above Avg 160000 1993 1993 2008 55 16 Bachelors Female White 3 Above Avg 100000 1994 1994 2008 53 12 HS Female White 1 Above Avg 32500 1995 1995 2008 89 12 HS Female White 1 Avg NA 1996 1996 2008 35 18 Graduate Female White 4 Below Avg 45000 1997 1997 2008 75 12 HS Female White 1 Below Avg 23250 1998 1998 2008 65 12 HS Female White 2 Avg 21250 1999 1999 2008 70 12 HS Female White 1 Below Avg 32500 2000 2000 2008 49 14 HS Male White 3 Far Below Avg 120000 2001 2001 2008 60 19 Bachelors Female White 2 Below Avg 82500 2002 2002 2008 99 14 Associates Female White 1 Above Avg 55000 2003 2003 2008 42 16 Bachelors Female Other 4 Avg 82500 2004 2004 2008 41 11 <HS Female White 3 Above Avg 16250 2005 2005 2008 38 13 Associates Male Black 4 Below Avg 67500 2006 2006 2008 36 18 Graduate Male Black 2 Above Avg 67500 2007 2007 2008 49 14 Associates Female White 4 Avg 82500 2008 2008 2008 30 12 HS Male Black 4 Below Avg 67500 2009 2009 2008 75 11 <HS Female White 1 Far Below Avg 27500 2010 2010 2008 21 14 HS Female White 3 Above Avg 27500 2011 2011 2008 41 14 Associates Female White 5 Above Avg 82500 2012 2012 2008 72 14 HS Female White 3 Avg NA 2013 2013 2008 78 12 HS Female White 2 Far Below Avg 27500 2014 2014 2008 33 12 HS Female White 5 Above Avg 37500 2015 2015 2008 30 17 Bachelors Female White 4 Avg 100000 2016 2016 2008 29 15 HS Female Black 2 Avg 32500 2017 2017 2008 78 11 <HS Female White 2 Below Avg 11250 2018 2018 2008 47 18 Bachelors Female White 4 Avg 67500 2019 2019 2008 19 12 HS Male Black 3 Avg 23250 2020 2020 2008 80 98 <HS Female Other 5 Below Avg NA 2021 2021 2008 49 12 HS Male White 2 Avg 82500 2022 2022 2008 54 14 HS Female White 2 Avg 100000 2023 2023 2008 62 20 Graduate Female White 2 Avg 55000 marital reg16 partyid natspac natenvir 1 Widowed Foreign Strong Dem 3 1 2 Married Foreign Independent 3 1 3 Married Middle Atlantic Strong Dem 3 1 4 Divorced Middle Atlantic Strong Dem 2 1 5 Separated Foreign Indepndent Lean Dem 3 1 6 Married East South Central Indepndent Lean Dem 1 2 7 Never Married Middle Atlantic Independent 2 3 8 Never Married Foreign Indepndent Lean Dem 1 2 9 Widowed Foreign Independent 3 1 10 Divorced Foreign Strong Dem 3 1 11 Married Middle Atlantic Dem 2 1 12 Never Married Foreign Dem 2 1 13 <NA> Middle Atlantic Strong Dem 8 1 14 Married Middle Atlantic Indepndent Lean Dem 2 1 15 Never Married Middle Atlantic Indepndent Lean Dem 3 1 16 Married Foreign Rep 2 1 17 Never Married Foreign Independent 3 1 18 Married Middle Atlantic Strong Rep 3 2 19 Never Married Foreign Independent 1 1 20 Married Foreign Independent 1 1 21 Married Middle Atlantic Independent Lean Rep 2 2 22 Divorced Middle Atlantic Dem 0 0 23 Married Middle Atlantic Rep 0 0 24 Married Middle Atlantic Strong Rep 0 0 25 Widowed Middle Atlantic Strong Dem 0 0 26 Married Middle Atlantic Indepndent Lean Dem 0 0 27 Separated Foreign Dem 0 0 28 Never Married Middle Atlantic Indepndent Lean Dem 0 0 29 Separated Middle Atlantic Strong Dem 0 0 30 Never Married Middle Atlantic Strong Dem 0 0 31 Never Married New England Strong Dem 0 0 32 Married Foreign Dem 0 0 33 Separated Foreign Independent 8 8 34 Married Foreign Strong Rep 3 8 35 <NA> Middle Atlantic Independent 3 1 36 Never Married Middle Atlantic Dem 3 1 37 Married Foreign Independent 1 1 38 Married Middle Atlantic Independent 1 1 39 Married Foreign Independent Lean Rep 8 1 40 Married Middle Atlantic Rep 2 1 41 Married Foreign Dem 8 8 42 Married Middle Atlantic Independent 8 1 43 Divorced Middle Atlantic <NA> 2 1 44 Married Middle Atlantic Indepndent Lean Dem 2 1 45 Never Married Middle Atlantic Dem 3 1 46 Married Foreign Strong Dem 2 1 47 Never Married New England Dem 3 1 48 Married Middle Atlantic Dem 2 1 49 Never Married New England Independent Lean Rep 3 2 50 Divorced New England Strong Rep 2 1 51 Married Middle Atlantic Strong Rep 1 1 52 Married New England Strong Rep 3 1 53 Married Middle Atlantic Independent 9 1 54 Never Married New England Indepndent Lean Dem 2 1 55 Married Middle Atlantic Rep 2 1 56 Never Married Middle Atlantic Strong Dem 0 0 57 Divorced Middle Atlantic Strong Dem 0 0 58 Never Married Middle Atlantic Dem 0 0 59 Divorced Middle Atlantic Strong Dem 0 0 60 Never Married Middle Atlantic Independent 0 0 61 Married Foreign Strong Dem 0 0 62 Married South Atlantic Strong Dem 0 0 63 Never Married Middle Atlantic Dem 0 0 64 Never Married Middle Atlantic Dem 0 0 65 Separated East North Central Rep 0 0 66 Divorced Middle Atlantic Strong Dem 0 0 67 Never Married Foreign Dem 0 0 68 Married Middle Atlantic Strong Rep 0 0 69 Married Middle Atlantic Rep 0 0 70 Married Middle Atlantic Strong Dem 0 0 71 Divorced Middle Atlantic Rep 2 1 72 Separated Middle Atlantic Indepndent Lean Dem 2 2 73 Divorced Middle Atlantic Rep 3 1 74 Widowed South Atlantic Dem 3 1 75 Married Middle Atlantic Rep 3 1 76 Married Middle Atlantic Indepndent Lean Dem 2 2 77 Never Married Middle Atlantic Strong Dem 3 2 78 Never Married Middle Atlantic Rep 3 1 79 Divorced Middle Atlantic Dem 3 1 80 Divorced Middle Atlantic Dem 3 8 81 Never Married Middle Atlantic Indepndent Lean Dem 2 1 82 <NA> Middle Atlantic Indepndent Lean Dem 3 2 83 Divorced Middle Atlantic Strong Dem 2 1 84 Never Married Middle Atlantic Strong Dem 1 1 85 Married Middle Atlantic Dem 3 1 86 Married Middle Atlantic Independent 3 2 87 Divorced Middle Atlantic Independent Lean Rep 3 1 88 Never Married Middle Atlantic Indepndent Lean Dem 2 1 89 Married Middle Atlantic Dem 3 1 90 Married Middle Atlantic Strong Rep 3 1 91 Never Married Middle Atlantic Rep 2 1 92 Married Middle Atlantic Dem 0 0 93 Married Middle Atlantic Indepndent Lean Dem 0 0 94 Married East North Central Dem 0 0 95 Never Married Middle Atlantic Independent Lean Rep 0 0 96 Divorced Middle Atlantic Dem 0 0 97 Married Middle Atlantic Strong Dem 0 0 98 Never Married Foreign Independent 0 0 99 Married Middle Atlantic <NA> 0 0 100 Married Middle Atlantic Rep 0 0 101 Divorced Middle Atlantic Rep 0 0 102 <NA> Middle Atlantic <NA> 0 0 103 Married Middle Atlantic Dem 0 0 104 Never Married Middle Atlantic Indepndent Lean Dem 0 0 105 Married Middle Atlantic Dem 0 0 106 Widowed Middle Atlantic Strong Rep 0 0 107 Never Married Foreign Independent 0 0 108 Married Middle Atlantic Dem 0 0 109 Married Middle Atlantic Indepndent Lean Dem 0 0 110 Widowed Middle Atlantic Independent Lean Rep 0 0 111 Never Married Middle Atlantic Strong Dem 0 0 112 Married Middle Atlantic Dem 0 0 113 Married Middle Atlantic Dem 0 0 114 Married East North Central Independent Lean Rep 0 0 115 Married Middle Atlantic Strong Rep 0 0 116 Divorced Middle Atlantic Rep 0 0 117 Never Married Middle Atlantic Indepndent Lean Dem 0 0 118 Widowed Middle Atlantic Strong Dem 0 0 119 Married Middle Atlantic Strong Rep 0 0 120 Married Middle Atlantic Dem 0 0 121 Never Married New England Strong Rep 0 0 122 Married Middle Atlantic Indepndent Lean Dem 2 1 123 Never Married Middle Atlantic Indepndent Lean Dem 3 1 124 Married West South Central Independent 2 1 125 Separated Foreign Rep 1 1 126 Never Married Pacific Indepndent Lean Dem 3 1 127 Never Married Foreign Rep 2 1 128 Divorced Foreign Strong Rep 3 8 129 Married Pacific Indepndent Lean Dem 2 2 130 Never Married Pacific Indepndent Lean Dem 2 1 131 Married Foreign Independent 8 8 132 Married Pacific Independent 2 1 133 Married Pacific Other 2 2 134 Married Pacific Strong Dem 2 1 135 Never Married East North Central Strong Rep 3 1 136 Married East South Central Dem 2 1 137 Divorced Pacific Dem 2 1 138 Never Married Pacific Other 2 1 139 Never Married West South Central Strong Dem 2 2 140 Never Married Pacific Strong Dem 3 1 141 Never Married Pacific Dem 0 0 142 Never Married East South Central Strong Dem 0 0 143 Married Pacific Rep 0 0 144 Widowed Pacific Independent Lean Rep 0 0 145 Married Pacific Independent Lean Rep 0 0 146 Married Pacific Indepndent Lean Dem 0 0 147 Married Pacific Dem 0 0 148 Divorced East North Central Independent Lean Rep 0 0 149 Separated Foreign Independent 0 0 150 Never Married Pacific Indepndent Lean Dem 0 0 151 Never Married Foreign Independent 0 0 152 Divorced Pacific Strong Dem 0 0 153 Married Foreign Independent 0 0 154 Never Married Pacific Strong Dem 0 0 155 Divorced Middle Atlantic Independent 0 0 156 Never Married Foreign Rep 3 1 157 Never Married Foreign Indepndent Lean Dem 3 1 158 Never Married Pacific Independent Lean Rep 2 1 159 Never Married Foreign Indepndent Lean Dem 2 1 160 Never Married Pacific Dem 2 1 161 Married Foreign Strong Dem 3 1 162 Married Foreign Strong Dem 3 8 163 Never Married Pacific Dem 1 1 164 Married Foreign Rep 1 1 165 Never Married East South Central Dem 2 2 166 Widowed Foreign Dem 2 2 167 Never Married Pacific Strong Dem 2 1 168 Married Pacific Dem 8 1 169 Separated Foreign Independent 3 2 170 Widowed East North Central Strong Rep 3 1 171 Divorced Pacific Rep 1 1 172 Divorced Pacific Dem 0 0 173 Never Married Pacific Indepndent Lean Dem 0 0 174 Never Married Pacific Dem 0 0 175 Never Married Pacific Strong Dem 0 0 176 Widowed Foreign Indepndent Lean Dem 0 0 177 Never Married Pacific Indepndent Lean Dem 0 0 178 Never Married East North Central Strong Dem 0 0 179 Never Married Pacific Indepndent Lean Dem 0 0 180 Married Pacific Indepndent Lean Dem 0 0 181 Married Pacific Dem 0 0 182 Married East North Central Rep 0 0 183 Married Pacific Dem 0 0 184 Widowed Foreign Independent 0 0 185 Never Married Pacific Strong Rep 0 0 186 Married Foreign Independent Lean Rep 2 1 187 Married Pacific Dem 1 1 188 Never Married Mountain Independent 1 1 189 Never Married Pacific Rep 2 3 190 Never Married Pacific Dem 1 1 191 Married Foreign Strong Rep 3 2 192 Married Pacific Strong Rep 2 3 193 Married South Atlantic Strong Dem 2 1 194 Never Married Foreign Dem 2 2 195 Married East South Central Strong Dem 3 1 196 Married East North Central Strong Dem 3 1 197 Widowed East North Central Strong Dem 1 1 198 Never Married East North Central Indepndent Lean Dem 3 2 199 Widowed East North Central Dem 2 1 200 Never Married East North Central Strong Dem 0 0 201 Never Married East North Central Dem 0 0 202 Married Foreign Independent 0 0 203 Divorced Foreign Strong Dem 0 0 204 Married East North Central Rep 0 0 205 Separated East North Central Strong Rep 0 0 206 Married Foreign Indepndent Lean Dem 0 0 207 Never Married East North Central Strong Dem 0 0 208 Married Foreign Independent 0 0 209 Widowed East South Central Strong Dem 0 0 210 Married East South Central Dem 0 0 211 Never Married East North Central Strong Dem 0 0 212 Never Married East North Central Strong Dem 0 0 213 Widowed Middle Atlantic Strong Dem 0 0 214 Married East North Central Strong Dem 0 0 215 Never Married East North Central Rep 2 1 216 Divorced East North Central Strong Dem 2 1 217 Widowed East North Central Rep 3 2 218 Divorced East North Central Dem 2 1 219 Married East North Central Strong Dem 1 1 220 Married East North Central Independent Lean Rep 8 2 221 Never Married East North Central Independent 2 2 222 Married West North Central Indepndent Lean Dem 1 1 223 Never Married East North Central Strong Dem 2 2 224 Married East North Central Dem 3 1 225 Never Married East North Central Dem 3 2 226 Widowed Foreign Strong Rep 8 2 227 Married East North Central Indepndent Lean Dem 3 1 228 Married East North Central Indepndent Lean Dem 2 1 229 Married East North Central Indepndent Lean Dem 2 1 230 Married Pacific Strong Rep 2 1 231 Married East North Central Rep 2 1 232 Married East North Central Independent Lean Rep 2 1 233 Divorced East North Central Strong Dem 2 1 234 Divorced East North Central Strong Dem 2 1 235 Married East North Central Rep 3 1 236 Married East North Central Indepndent Lean Dem 2 1 237 Separated East North Central Strong Dem 3 1 238 Widowed East North Central Indepndent Lean Dem 0 0 239 Divorced East North Central Strong Dem 0 0 240 Married East North Central Indepndent Lean Dem 0 0 241 Married East North Central Indepndent Lean Dem 0 0 242 Married East North Central Indepndent Lean Dem 0 0 243 Married East North Central Strong Rep 0 0 244 Married East North Central Other 0 0 245 Married East North Central Strong Dem 0 0 246 Divorced East North Central Rep 0 0 247 Married East North Central Independent 0 0 248 Married East North Central Dem 0 0 249 Widowed Mountain Dem 0 0 250 Married Pacific Dem 0 0 251 Married Pacific Rep 0 0 252 Never Married East North Central Strong Dem 0 0 253 Married Foreign Strong Dem 0 0 254 Married Pacific Independent Lean Rep 0 0 255 Married Foreign Independent Lean Rep 0 0 256 Married Pacific Rep 0 0 257 Never Married Pacific Independent 0 0 258 Divorced Pacific Rep 0 0 259 Married Foreign Strong Dem 0 0 260 Married Foreign Strong Dem 0 0 261 Married West North Central Rep 0 0 262 Married Pacific Dem 8 2 263 Separated Foreign Independent 2 1 264 Married Pacific Independent Lean Rep 2 1 265 Widowed Pacific Independent 2 1 266 Widowed Pacific Strong Rep 2 1 267 Never Married Pacific Indepndent Lean Dem 3 1 268 Married Pacific Rep 2 2 269 Widowed Pacific Strong Dem 2 1 270 Married Foreign Indepndent Lean Dem 2 2 271 Never Married Pacific Dem 2 1 272 Divorced Pacific Other 2 1 273 Never Married Pacific Independent 3 1 274 Never Married Foreign Dem 2 1 275 Never Married Pacific Independent 2 3 276 Married Foreign Strong Rep 2 1 277 Married Pacific Rep 2 1 278 Married Pacific Rep 0 0 279 Married Mountain Rep 0 0 280 Married Pacific Indepndent Lean Dem 0 0 281 Widowed Foreign Dem 0 0 282 Never Married Foreign Strong Dem 0 0 283 Married East North Central Strong Dem 0 0 284 Never Married Pacific Dem 0 0 285 Never Married East North Central Indepndent Lean Dem 0 0 286 Never Married Pacific Dem 0 0 287 Never Married Pacific Indepndent Lean Dem 0 0 288 Never Married Foreign Indepndent Lean Dem 0 0 289 Never Married Pacific Dem 0 0 290 Married Pacific Independent 3 1 291 Married Foreign Independent 2 1 292 Never Married Pacific Rep 2 2 293 Married Foreign Independent 3 1 294 Married Pacific Strong Dem 1 1 295 Married Pacific Other 2 2 296 Married Pacific Dem 2 3 297 Married Pacific Strong Dem 2 1 298 Divorced Pacific Rep 2 2 299 Married Middle Atlantic Rep 3 2 300 Never Married Pacific Other 2 1 301 Never Married Pacific Dem 2 1 302 Never Married Pacific Rep 2 1 303 Married Middle Atlantic Dem 0 0 304 Never Married Middle Atlantic Strong Dem 0 0 305 Divorced Middle Atlantic Strong Dem 0 0 306 Married South Atlantic Strong Dem 0 0 307 Never Married Middle Atlantic Indepndent Lean Dem 0 0 308 Never Married Middle Atlantic Indepndent Lean Dem 0 0 309 Never Married Middle Atlantic Strong Dem 0 0 310 Married Middle Atlantic Strong Dem 0 0 311 Never Married Middle Atlantic Independent 0 0 312 Separated Middle Atlantic Dem 0 0 313 Never Married Middle Atlantic Indepndent Lean Dem 0 0 314 Never Married Middle Atlantic Indepndent Lean Dem 0 0 315 Married Middle Atlantic Dem 0 0 316 Divorced Middle Atlantic Dem 0 0 317 Married Foreign Independent Lean Rep 0 0 318 Married South Atlantic Strong Dem 0 0 319 Never Married Foreign Independent 0 0 320 Married Middle Atlantic Strong Rep 0 0 321 Widowed Middle Atlantic Indepndent Lean Dem 8 2 322 Married South Atlantic Strong Dem 2 1 323 Married Middle Atlantic Strong Dem 3 1 324 Married Middle Atlantic Independent 2 2 325 Never Married Foreign Strong Dem 2 1 326 Never Married Middle Atlantic Indepndent Lean Dem 3 1 327 Married Middle Atlantic Rep 1 1 328 Widowed New England Rep 2 1 329 Married Middle Atlantic Strong Dem 3 1 330 Married Foreign Rep 2 2 331 Never Married Middle Atlantic Dem 8 2 332 Never Married Middle Atlantic Independent 3 1 333 Married Middle Atlantic Dem 3 1 334 Widowed Middle Atlantic Strong Dem 2 2 335 Separated Foreign Independent Lean Rep 2 1 336 Married Middle Atlantic Dem 0 0 337 Married Foreign Independent 0 0 338 Married Middle Atlantic Strong Dem 0 0 339 Widowed Middle Atlantic Strong Dem 0 0 340 Widowed New England Strong Rep 0 0 341 Married Foreign Independent Lean Rep 0 0 342 Divorced Middle Atlantic Strong Dem 0 0 343 Married Middle Atlantic Strong Dem 0 0 344 Married South Atlantic Strong Dem 0 0 345 Divorced South Atlantic Dem 0 0 346 Never Married South Atlantic Strong Dem 0 0 347 Separated Foreign Independent 0 0 348 Never Married Middle Atlantic Strong Dem 0 0 349 Married New England Other 0 0 350 Never Married East North Central Strong Rep 0 0 351 Married Middle Atlantic Independent Lean Rep 0 0 352 Married Foreign Strong Dem 0 0 353 Married Foreign Dem 0 0 354 Never Married South Atlantic Independent 0 0 355 Married Foreign Independent Lean Rep 8 2 356 Married Foreign Strong Dem 3 2 357 Never Married South Atlantic Independent Lean Rep 3 1 358 Never Married South Atlantic Independent Lean Rep 1 2 359 Married Middle Atlantic Strong Dem 2 1 360 Married East North Central Indepndent Lean Dem 1 1 361 Married Foreign Strong Dem 3 1 362 Married Middle Atlantic Independent 2 1 363 Married South Atlantic Dem 2 3 364 Married Foreign Independent 2 8 365 Separated South Atlantic Indepndent Lean Dem 2 1 366 Married South Atlantic Strong Rep 3 1 367 Divorced Foreign Dem 3 3 368 Never Married South Atlantic Independent 1 1 369 Widowed South Atlantic Strong Dem 2 1 370 Divorced South Atlantic Rep 2 2 371 Never Married New England Strong Dem 3 2 372 Married Foreign Strong Dem 2 1 373 Married Foreign Indepndent Lean Dem 3 1 374 Never Married East North Central Strong Dem 3 3 375 Married East North Central Independent 1 1 376 Married East North Central Independent 0 0 377 Never Married East North Central Independent 0 0 378 Divorced East North Central Indepndent Lean Dem 0 0 379 Never Married East North Central Independent 0 0 380 Never Married East North Central Dem 0 0 381 Married East North Central Strong Dem 0 0 382 Married East North Central Rep 0 0 383 Divorced East North Central Indepndent Lean Dem 0 0 384 Never Married East North Central Strong Dem 0 0 385 Married East North Central Strong Rep 0 0 386 Married East North Central Dem 0 0 387 Never Married East North Central Independent 0 0 388 Never Married Pacific Strong Rep 0 0 389 Widowed East North Central <NA> 0 0 390 Divorced East North Central Independent 0 0 391 Never Married East North Central Independent 0 0 392 Widowed East North Central Strong Rep 0 0 393 Widowed West South Central Strong Dem 0 0 394 Never Married East North Central Dem 0 0 395 Married East North Central Strong Dem 0 0 396 Widowed East North Central Dem 3 2 397 Married East North Central Independent Lean Rep 2 2 398 Never Married East North Central Dem 2 1 399 Never Married East North Central Indepndent Lean Dem 8 1 400 Married East North Central Dem 1 1 401 Divorced South Atlantic Independent Lean Rep 8 1 402 Married New England Strong Dem 3 2 403 Divorced East South Central Rep 2 3 404 Married Mountain Independent 2 1 405 Divorced West South Central Strong Rep 2 3 406 Married West South Central Strong Rep 2 1 407 Divorced West South Central Dem 2 2 408 Married Pacific Independent 2 1 409 Divorced West South Central Dem 3 1 410 Never Married Pacific Independent 3 3 411 Married West South Central Independent 1 2 412 Married Foreign Strong Dem 0 0 413 Married East South Central Strong Rep 0 0 414 Married East North Central Strong Dem 0 0 415 Married Foreign Independent 0 0 416 Married East North Central Strong Rep 0 0 417 Divorced East South Central Strong Rep 0 0 418 Married Foreign Indepndent Lean Dem 0 0 419 Married West South Central Rep 0 0 420 Never Married West North Central Independent Lean Rep 0 0 421 Divorced West South Central Strong Dem 0 0 422 Never Married Foreign Independent 0 0 423 Never Married West South Central Rep 0 0 424 Never Married West South Central Dem 0 0 425 Married Foreign Independent 0 0 426 Never Married West South Central Independent 0 0 427 Divorced East North Central Dem 0 0 428 Never Married New England Rep 0 0 429 Divorced South Atlantic <NA> 0 0 430 Never Married West South Central Other 0 0 431 Never Married West South Central Indepndent Lean Dem 0 0 432 Never Married South Atlantic Independent 0 0 433 Married South Atlantic Strong Dem 2 1 434 Never Married South Atlantic Independent Lean Rep 1 1 435 Never Married South Atlantic Independent 8 8 436 Never Married South Atlantic Strong Dem 2 1 437 Married Foreign Independent Lean Rep 1 2 438 Never Married South Atlantic Rep 2 1 439 Married Foreign Strong Dem 8 8 440 Never Married Pacific Independent 2 2 441 Never Married Pacific Rep 1 1 442 Married Foreign Independent 8 8 443 Divorced South Atlantic Rep 2 2 444 Divorced Middle Atlantic Dem 1 1 445 Married South Atlantic Strong Rep 2 1 446 Widowed New England Strong Dem 1 1 447 Never Married Middle Atlantic Dem 2 1 448 Separated Foreign <NA> 8 2 449 Married Foreign Independent 3 1 450 Never Married Foreign Independent Lean Rep 3 8 451 Married East North Central Strong Dem 3 1 452 Divorced Middle Atlantic Strong Rep 0 0 453 Married East South Central Strong Dem 0 0 454 Married South Atlantic Indepndent Lean Dem 0 0 455 Married West North Central Dem 0 0 456 Never Married South Atlantic Dem 0 0 457 Married Mountain Strong Rep 0 0 458 Married Foreign Rep 0 0 459 Married South Atlantic Indepndent Lean Dem 0 0 460 Married Middle Atlantic Strong Dem 0 0 461 Divorced West South Central Strong Dem 0 0 462 Married West South Central Dem 0 0 463 Never Married West South Central Rep 0 0 464 Married South Atlantic Other 0 0 465 Married South Atlantic Strong Rep 0 0 466 Divorced Foreign Independent Lean Rep 0 0 467 Never Married West South Central Strong Dem 0 0 468 Married West North Central Rep 1 2 469 Married West South Central Strong Rep 1 2 470 Married West South Central Independent Lean Rep 2 1 471 Never Married West South Central Independent Lean Rep 2 2 472 Married Foreign Independent 2 2 473 Divorced Foreign Independent 1 1 474 Married Foreign Dem 2 2 475 Widowed West South Central Independent 3 2 476 Divorced West South Central Rep 3 2 477 Never Married Mountain Independent 3 3 478 Never Married West South Central Strong Dem 3 2 479 Married West South Central Rep 2 2 480 Married West South Central Independent 1 1 481 Never Married Foreign Independent 2 1 482 Divorced Foreign Independent 1 1 483 Never Married West South Central Strong Dem 3 1 484 Never Married West South Central Independent 3 1 485 Separated West South Central Independent 2 2 486 Separated West South Central Dem 3 1 487 Married West South Central Strong Dem 3 2 488 Married West South Central Strong Dem 3 1 489 Married East South Central Independent 0 0 490 Married East South Central Strong Rep 0 0 491 Married West South Central Rep 0 0 492 Married West South Central Strong Rep 0 0 493 Married East North Central Rep 0 0 494 Married Mountain Independent 0 0 495 Never Married Pacific Independent 0 0 496 Never Married Middle Atlantic Strong Dem 0 0 497 Never Married New England Indepndent Lean Dem 0 0 498 Never Married New England Independent 0 0 499 Married Foreign Strong Dem 0 0 500 Never Married New England Independent 0 0 501 Widowed South Atlantic Rep 0 0 502 Married Foreign Strong Dem 0 0 503 Married Foreign Independent 0 0 504 Married New England Independent 0 0 505 Married New England Independent Lean Rep 0 0 506 Married New England Rep 0 0 507 Never Married New England Strong Dem 0 0 508 Married New England Independent Lean Rep 0 0 509 Divorced New England Independent Lean Rep 0 0 510 Married New England Strong Rep 0 0 511 Never Married Foreign Dem 2 2 512 Married New England Independent 8 1 513 Divorced New England Indepndent Lean Dem 3 2 514 Divorced New England Strong Dem 8 1 515 Divorced New England Rep 2 1 516 Married New England Independent 3 1 517 Married New England Indepndent Lean Dem 2 2 518 Married New England Indepndent Lean Dem 2 1 519 Married Middle Atlantic Strong Dem 2 2 520 Never Married New England Rep 2 1 521 Divorced Foreign Dem 3 1 522 Married Foreign Indepndent Lean Dem 2 2 523 Widowed New England Strong Dem 2 1 524 Married New England Indepndent Lean Dem 3 2 525 Never Married South Atlantic Independent 2 1 526 Never Married West South Central Other 3 1 527 Never Married South Atlantic Dem 2 1 528 Never Married Middle Atlantic Dem 3 3 529 Married Middle Atlantic Independent Lean Rep 3 1 530 Divorced East North Central Indepndent Lean Dem 2 3 531 Married South Atlantic Dem 8 2 532 Married Foreign Rep 2 1 533 Married South Atlantic Other 0 0 534 Married Foreign Dem 0 0 535 Never Married Foreign Independent 0 0 536 Never Married South Atlantic Rep 0 0 537 Married South Atlantic Independent Lean Rep 0 0 538 Never Married South Atlantic Strong Dem 0 0 539 Divorced East South Central Strong Rep 0 0 540 Married Middle Atlantic Independent Lean Rep 0 0 541 Married Foreign Dem 0 0 542 Never Married Middle Atlantic Strong Dem 0 0 543 Married East South Central Other 0 0 544 Never Married South Atlantic Strong Dem 0 0 545 Never Married Foreign Indepndent Lean Dem 0 0 546 Never Married South Atlantic Independent 0 0 547 Widowed Mountain Dem 2 1 548 Divorced Pacific Strong Dem 1 1 549 Divorced Mountain Strong Dem 2 1 550 Separated West South Central Dem 3 1 551 Married Mountain Dem 2 1 552 Widowed West North Central Dem 2 1 553 Married Mountain Strong Rep 3 1 554 Married Mountain Independent 2 2 555 Married Middle Atlantic Independent 2 1 556 Divorced West North Central Dem 2 1 557 Married East North Central Strong Dem 2 1 558 Never Married East North Central Other 2 1 559 Married Mountain Rep 2 3 560 Never Married Mountain Strong Dem 2 1 561 Divorced Mountain Independent Lean Rep 2 3 562 Never Married Mountain Dem 2 1 563 Never Married Mountain Indepndent Lean Dem 3 1 564 Never Married Mountain Indepndent Lean Dem 2 3 565 Widowed Mountain Rep 2 2 566 Divorced Foreign Indepndent Lean Dem 3 1 567 Married West North Central Indepndent Lean Dem 1 1 568 Never Married South Atlantic Independent 0 0 569 Separated West South Central Dem 0 0 570 Married South Atlantic Dem 0 0 571 Married South Atlantic Indepndent Lean Dem 0 0 572 Married Foreign Strong Rep 0 0 573 Separated Foreign Strong Rep 0 0 574 Never Married South Atlantic Dem 0 0 575 Married East South Central Rep 0 0 576 Widowed Pacific Dem 0 0 577 Divorced East North Central Independent 0 0 578 Never Married South Atlantic Indepndent Lean Dem 0 0 579 Never Married West North Central Indepndent Lean Dem 0 0 580 Married Foreign Dem 0 0 581 Never Married South Atlantic Independent 0 0 582 Married South Atlantic Independent Lean Rep 0 0 583 Divorced South Atlantic Independent Lean Rep 0 0 584 Never Married East North Central Independent 0 0 585 Never Married Pacific Other 1 1 586 Never Married West North Central Indepndent Lean Dem 3 1 587 Married West North Central Dem 3 1 588 Married West North Central Strong Rep 1 2 589 Widowed West North Central Strong Dem 9 1 590 Married West North Central Rep 2 1 591 Married West North Central Independent 3 2 592 Married West North Central Indepndent Lean Dem 3 1 593 Never Married West North Central Strong Dem 2 1 594 Divorced West North Central Strong Rep 3 3 595 Married West North Central Rep 2 3 596 Never Married West North Central Indepndent Lean Dem 8 2 597 Married East North Central Dem 2 1 598 Married West North Central Indepndent Lean Dem 2 1 599 Married East North Central Indepndent Lean Dem 2 2 600 Married West North Central Strong Dem 3 1 601 Married West North Central Independent 1 1 602 Never Married West North Central Dem 2 2 603 Widowed East North Central Independent 0 0 604 Married South Atlantic Independent 0 0 605 Never Married South Atlantic Dem 0 0 606 Married Pacific Strong Dem 0 0 607 Never Married Middle Atlantic Rep 0 0 608 Married South Atlantic Independent Lean Rep 0 0 609 Divorced Pacific Strong Rep 0 0 610 Married South Atlantic Dem 0 0 611 Married South Atlantic Strong Rep 0 0 612 Married South Atlantic Strong Rep 0 0 613 Widowed Middle Atlantic Dem 0 0 614 Married South Atlantic Indepndent Lean Dem 0 0 615 Separated Foreign Strong Rep 0 0 616 Widowed South Atlantic Indepndent Lean Dem 0 0 617 Married South Atlantic Rep 0 0 618 Married South Atlantic Strong Rep 0 0 619 Divorced South Atlantic Strong Rep 0 0 620 Married Foreign Strong Dem 0 0 621 Married South Atlantic Rep 0 0 622 Separated South Atlantic Strong Dem 0 0 623 Married Foreign Strong Dem 0 0 624 Married South Atlantic Rep 1 3 625 Never Married South Atlantic Strong Rep 2 1 626 Married South Atlantic Rep 3 1 627 Divorced South Atlantic Rep 8 2 628 Married South Atlantic Strong Rep 2 3 629 Married Middle Atlantic Strong Dem 2 1 630 Married South Atlantic Strong Rep 2 1 631 Married South Atlantic Strong Dem 3 2 632 Married South Atlantic Rep 2 8 633 Married South Atlantic Rep 3 2 634 Married South Atlantic Indepndent Lean Dem 3 1 635 Married South Atlantic Dem 3 1 636 Married West North Central Independent Lean Rep 2 1 637 Married West North Central Indepndent Lean Dem 1 1 638 Divorced West North Central Independent 3 1 639 Married East North Central Strong Rep 8 2 640 Married West North Central Rep 8 1 641 Married East North Central Independent 2 1 642 Married East North Central Strong Dem 2 1 643 Widowed East North Central Rep 8 2 644 Never Married West North Central Indepndent Lean Dem 8 1 645 Married East North Central Independent Lean Rep 0 0 646 Widowed West North Central Dem 0 0 647 Married West North Central Independent Lean Rep 0 0 648 Widowed West North Central Strong Rep 0 0 649 Married West North Central Strong Dem 0 0 650 Never Married West North Central Independent Lean Rep 0 0 651 Separated West North Central Dem 0 0 652 Widowed West South Central Strong Rep 0 0 653 Married New England Independent Lean Rep 0 0 654 Never Married West South Central Dem 0 0 655 Divorced West South Central Strong Dem 0 0 656 Divorced West South Central Dem 0 0 657 Divorced South Atlantic Indepndent Lean Dem 0 0 658 Married West South Central Independent Lean Rep 0 0 659 Divorced Middle Atlantic Dem 0 0 660 Never Married Foreign Independent Lean Rep 0 0 661 Married New England Indepndent Lean Dem 8 1 662 Separated Middle Atlantic <NA> 3 1 663 Married Foreign Independent 2 1 664 Married Foreign Rep 2 1 665 Married Foreign Independent Lean Rep 8 8 666 Divorced South Atlantic Other 2 2 667 Married Foreign Independent Lean Rep 2 2 668 Divorced South Atlantic Strong Dem 3 2 669 Never Married Pacific Strong Dem 1 1 670 Never Married East South Central Independent 8 8 671 Married South Atlantic Dem 2 1 672 Married South Atlantic Indepndent Lean Dem 2 1 673 Married Mountain Rep 8 2 674 Never Married Middle Atlantic Dem 2 1 675 Never Married New England Indepndent Lean Dem 2 1 676 Never Married West South Central Independent 2 2 677 Never Married West South Central Indepndent Lean Dem 8 1 678 Married Foreign Indepndent Lean Dem 3 1 679 Never Married South Atlantic Strong Dem 2 1 680 Never Married West North Central Indepndent Lean Dem 2 1 681 Married South Atlantic Dem 3 2 682 Never Married South Atlantic Strong Dem 0 0 683 Never Married South Atlantic Independent 0 0 684 Married Pacific Independent 0 0 685 Never Married Pacific Indepndent Lean Dem 0 0 686 Separated Foreign Independent 0 0 687 Never Married Pacific Dem 0 0 688 Divorced Pacific Rep 0 0 689 Married Pacific Rep 0 0 690 Never Married South Atlantic Other 0 0 691 Married Foreign Indepndent Lean Dem 0 0 692 Married Pacific Strong Dem 0 0 693 Married Foreign Dem 0 0 694 Never Married Pacific Independent Lean Rep 0 0 695 Never Married Pacific Dem 0 0 696 Never Married Pacific Strong Dem 0 0 697 Never Married South Atlantic Independent Lean Rep 0 0 698 Never Married East North Central Independent 0 0 699 Never Married Pacific Other 0 0 700 Married East North Central Other 0 0 701 Married Pacific Strong Dem 0 0 702 Married Foreign Other 0 0 703 Married Pacific Independent 0 0 704 Married West South Central Strong Dem 0 0 705 Widowed East North Central Independent Lean Rep 2 3 706 Never Married Pacific Indepndent Lean Dem 1 1 707 Never Married Pacific Strong Rep 3 1 708 Never Married Pacific Indepndent Lean Dem 3 1 709 Never Married Pacific Rep 3 1 710 Married Pacific Indepndent Lean Dem 3 1 711 Divorced Pacific Strong Dem 3 1 712 Never Married Pacific Rep 2 1 713 Never Married Pacific Strong Dem 2 1 714 Married West South Central Dem 2 1 715 Divorced Pacific Strong Dem 8 1 716 Married Pacific Independent Lean Rep 1 1 717 Married Foreign Dem 3 1 718 Divorced Mountain Indepndent Lean Dem 2 1 719 Never Married Pacific Dem 2 1 720 Never Married Foreign Indepndent Lean Dem 1 1 721 Married Pacific Strong Rep 2 1 722 Never Married Pacific Independent 1 1 723 Divorced Middle Atlantic Strong Rep 0 0 724 Divorced Middle Atlantic Independent 0 0 725 Never Married Middle Atlantic Independent 0 0 726 Divorced Middle Atlantic Strong Dem 0 0 727 Married Middle Atlantic Dem 0 0 728 Married Middle Atlantic Strong Rep 0 0 729 Married Middle Atlantic Rep 0 0 730 Never Married Middle Atlantic Indepndent Lean Dem 0 0 731 Married South Atlantic Strong Rep 0 0 732 Married Middle Atlantic Independent 0 0 733 Divorced Middle Atlantic Dem 0 0 734 Separated Middle Atlantic Dem 0 0 735 Never Married Middle Atlantic Strong Rep 0 0 736 Married Middle Atlantic Rep 0 0 737 Married Foreign Independent 0 0 738 Married Mountain Strong Dem 0 0 739 Married Foreign Dem 0 0 740 Married Mountain Rep 0 0 741 Never Married South Atlantic Strong Dem 0 0 742 Never Married West North Central Indepndent Lean Dem 0 0 743 Divorced West South Central Dem 2 2 744 Married Middle Atlantic Dem 1 2 745 Married Mountain Independent Lean Rep 2 1 746 Married Foreign Dem 2 1 747 Never Married East North Central Strong Rep 2 1 748 Divorced West North Central Rep 2 1 749 Married Mountain Independent 8 2 750 Married East North Central Independent Lean Rep 2 2 751 Never Married East North Central Strong Dem 3 1 752 Never Married East North Central Strong Dem 2 1 753 Never Married East North Central Rep 2 1 754 Married Foreign Indepndent Lean Dem 9 1 755 Never Married East North Central Other 3 1 756 Married East North Central Rep 3 1 757 Never Married East North Central Indepndent Lean Dem 2 1 758 Divorced Middle Atlantic Indepndent Lean Dem 2 1 759 Married Pacific Independent 0 0 760 Never Married New England Strong Dem 0 0 761 Never Married South Atlantic Strong Dem 0 0 762 Married New England Strong Rep 0 0 763 Separated Middle Atlantic Dem 0 0 764 Married East North Central Independent 0 0 765 Divorced New England Strong Rep 0 0 766 Widowed New England Strong Dem 0 0 767 Never Married New England Indepndent Lean Dem 0 0 768 Divorced New England Indepndent Lean Dem 0 0 769 Married East North Central Strong Dem 0 0 770 Married New England Independent 0 0 771 Married New England Strong Dem 0 0 772 Separated South Atlantic Strong Rep 0 0 773 Married New England Independent 0 0 774 Married New England Indepndent Lean Dem 0 0 775 Married New England Independent Lean Rep 2 1 776 Never Married New England Independent 2 1 777 Never Married New England Strong Dem 3 1 778 Married Foreign Indepndent Lean Dem 1 2 779 Widowed Foreign Rep 3 1 780 Divorced New England Strong Dem 3 1 781 Married New England Independent 2 2 782 Never Married Middle Atlantic Indepndent Lean Dem 2 1 783 Married Middle Atlantic Strong Rep 3 2 784 Married Middle Atlantic Strong Dem 3 1 785 Never Married Middle Atlantic Indepndent Lean Dem 3 1 786 Never Married Middle Atlantic Independent 1 1 787 Never Married Middle Atlantic Independent 3 2 788 Widowed Foreign Independent 3 3 789 Divorced Middle Atlantic Independent Lean Rep 2 1 790 Never Married Middle Atlantic Independent Lean Rep 2 1 791 Never Married South Atlantic Strong Dem 2 1 792 Never Married Middle Atlantic Dem 8 2 793 Never Married Middle Atlantic Independent 3 1 794 Never Married Middle Atlantic Strong Dem 2 1 795 Married Middle Atlantic Independent 8 2 796 Married New England Indepndent Lean Dem 3 1 797 Never Married Middle Atlantic Dem 0 0 798 Divorced Middle Atlantic Independent 0 0 799 Never Married Middle Atlantic Strong Dem 0 0 800 Never Married Middle Atlantic Independent 0 0 801 Married Middle Atlantic Rep 0 0 802 Married Middle Atlantic Dem 0 0 803 Married Middle Atlantic Rep 0 0 804 Married Middle Atlantic Rep 0 0 805 Married Middle Atlantic Rep 0 0 806 Never Married Middle Atlantic Rep 0 0 807 Married Middle Atlantic Independent Lean Rep 0 0 808 Married Middle Atlantic Independent Lean Rep 0 0 809 Married Middle Atlantic Dem 0 0 810 Married Middle Atlantic Strong Dem 0 0 811 Married Middle Atlantic <NA> 0 0 812 Never Married Middle Atlantic Independent 0 0 813 Separated Middle Atlantic <NA> 0 0 814 Never Married Middle Atlantic Strong Dem 0 0 815 Never Married Middle Atlantic Indepndent Lean Dem 0 0 816 Never Married Middle Atlantic Indepndent Lean Dem 0 0 817 Divorced Foreign Indepndent Lean Dem 0 0 818 Married Middle Atlantic Dem 0 0 819 Never Married Middle Atlantic Strong Dem 8 1 820 Never Married Middle Atlantic Indepndent Lean Dem 2 1 821 Married Middle Atlantic Independent 1 1 822 Divorced Middle Atlantic Independent 8 8 823 Never Married Middle Atlantic Independent 8 2 824 Never Married Middle Atlantic Dem 2 1 825 Married New England Rep 2 1 826 Never Married Middle Atlantic Dem 3 1 827 Never Married Middle Atlantic Indepndent Lean Dem 2 2 828 Married Middle Atlantic Strong Dem 3 1 829 Divorced Middle Atlantic Strong Dem 2 1 830 Married Middle Atlantic Strong Rep 2 1 831 Married Middle Atlantic Strong Dem 2 1 832 Separated South Atlantic Strong Rep 3 1 833 Widowed Middle Atlantic Dem 3 2 834 Widowed Middle Atlantic Strong Dem 2 3 835 Married Middle Atlantic Strong Dem 1 3 836 Married Middle Atlantic Strong Rep 2 2 837 Married South Atlantic Strong Dem 2 1 838 Married Middle Atlantic Strong Dem 3 2 839 Widowed Middle Atlantic Rep 0 0 840 Never Married Middle Atlantic Independent 0 0 841 Widowed Middle Atlantic Dem 0 0 842 Married Middle Atlantic Independent 0 0 843 Married Middle Atlantic Rep 0 0 844 Never Married Middle Atlantic Dem 0 0 845 Married Middle Atlantic Dem 0 0 846 Married Middle Atlantic Indepndent Lean Dem 0 0 847 Divorced Middle Atlantic Independent 0 0 848 Never Married Middle Atlantic Rep 0 0 849 Married East North Central Independent Lean Rep 0 0 850 Married West North Central Independent Lean Rep 0 0 851 Widowed South Atlantic Dem 0 0 852 Married East North Central Dem 0 0 853 Divorced East North Central Strong Dem 0 0 854 Married East North Central Rep 0 0 855 Married East North Central Strong Dem 0 0 856 Married Foreign Strong Rep 0 0 857 Married East North Central Independent 0 0 858 Divorced East North Central Rep 0 0 859 Divorced East North Central Independent 0 0 860 Separated East North Central Other 0 0 861 Married East North Central Strong Dem 3 1 862 Married Foreign Strong Dem 2 1 863 Never Married East North Central Strong Dem 2 1 864 Divorced East North Central Strong Dem 3 1 865 Widowed East North Central Indepndent Lean Dem 3 2 866 Married Pacific Indepndent Lean Dem 3 1 867 Never Married East North Central Other 2 1 868 Widowed East North Central Strong Dem 2 2 869 Never Married East North Central Dem 2 1 870 Separated East North Central Strong Dem 2 2 871 Married East North Central Independent 2 8 872 Married East North Central Strong Rep 2 2 873 Never Married East North Central Strong Rep 2 3 874 Never Married East North Central Indepndent Lean Dem 2 1 875 Married East North Central Strong Dem 3 1 876 Never Married East North Central Dem 1 1 877 Married East North Central Strong Rep 2 2 878 Married East North Central Dem 2 1 879 Divorced East North Central Dem 3 1 880 Married South Atlantic Strong Rep 1 1 881 Married East North Central Strong Dem 0 0 882 Married Middle Atlantic Independent Lean Rep 0 0 883 Married Pacific Rep 0 0 884 Married East North Central Strong Dem 0 0 885 Divorced East North Central Rep 0 0 886 Divorced East North Central Rep 0 0 887 Divorced East North Central Indepndent Lean Dem 0 0 888 Married East North Central Independent 0 0 889 Married East South Central Indepndent Lean Dem 0 0 890 Divorced East North Central Independent Lean Rep 0 0 891 Never Married East North Central Dem 0 0 892 Married East North Central Independent 0 0 893 Married East North Central Rep 0 0 894 Married East North Central Independent Lean Rep 0 0 895 Married Foreign Rep 0 0 896 Never Married East North Central Strong Rep 0 0 897 Married East North Central Rep 0 0 898 Married East North Central Strong Rep 0 0 899 Married East North Central Strong Dem 0 0 900 Divorced East North Central Indepndent Lean Dem 0 0 901 Widowed East North Central Strong Rep 0 0 902 Widowed East North Central Indepndent Lean Dem 0 0 903 Married East North Central Strong Rep 0 0 904 Married East North Central Strong Rep 0 0 905 Never Married East North Central Strong Rep 0 0 906 Divorced East North Central Independent 0 0 907 Never Married East North Central Rep 0 0 908 Never Married East North Central Independent Lean Rep 1 3 909 Widowed East North Central Strong Dem 3 1 910 Married East North Central Dem 2 1 911 Married East North Central Strong Rep 2 2 912 Married East North Central Independent 2 1 913 Divorced East North Central Strong Dem 2 1 914 Married East North Central Strong Dem 2 2 915 Married East North Central Indepndent Lean Dem 2 1 916 Never Married East North Central Strong Dem 2 1 917 Married East North Central Indepndent Lean Dem 2 1 918 Married East North Central Dem 2 1 919 Never Married East North Central Other 2 1 920 Never Married East North Central Independent 3 1 921 Separated East North Central Independent Lean Rep 3 1 922 Married East North Central Dem 2 2 923 Divorced East North Central Independent 8 2 924 Never Married East North Central Independent 3 1 925 Divorced East North Central Independent 3 3 926 Divorced East North Central Strong Dem 3 1 927 Never Married New England Strong Dem 2 1 928 Never Married East North Central Strong Dem 2 1 929 Married East North Central Rep 0 0 930 Married East North Central Strong Rep 0 0 931 Never Married East North Central Dem 0 0 932 Divorced East North Central Dem 0 0 933 Married Foreign Independent 0 0 934 Widowed East North Central Rep 0 0 935 Married East North Central Independent Lean Rep 0 0 936 Widowed Foreign Strong Dem 0 0 937 Divorced East North Central Dem 0 0 938 Divorced East North Central Strong Rep 0 0 939 Widowed Foreign Strong Rep 0 0 940 Widowed East North Central Indepndent Lean Dem 0 0 941 Never Married East North Central Independent 0 0 942 Married East North Central Dem 0 0 943 Divorced Foreign Indepndent Lean Dem 0 0 944 Divorced East North Central Dem 0 0 945 Widowed East North Central Rep 0 0 946 Divorced Pacific Independent 0 0 947 Never Married South Atlantic Independent 0 0 948 Married South Atlantic Dem 3 1 949 Married Middle Atlantic Dem 2 1 950 Never Married West North Central Indepndent Lean Dem 1 1 951 Divorced East North Central Independent Lean Rep 3 3 952 Married Foreign Independent Lean Rep 2 1 953 Never Married East South Central Dem 2 1 954 Married East South Central Dem 3 1 955 Married Middle Atlantic Rep 2 1 956 Married South Atlantic Rep 2 1 957 Divorced East North Central Rep 2 1 958 Never Married East North Central Dem 1 1 959 Never Married East North Central Indepndent Lean Dem 2 1 960 Never Married East North Central Independent Lean Rep 3 3 961 Never Married East North Central Independent 2 3 962 Never Married East North Central Strong Dem 3 1 963 Never Married East North Central Strong Dem 3 1 964 Married East North Central Strong Dem 3 1 965 Divorced East North Central Rep 1 1 966 Never Married South Atlantic Indepndent Lean Dem 3 1 967 Married East North Central Strong Rep 2 1 968 Widowed East North Central Indepndent Lean Dem 1 2 969 Divorced East North Central Rep 2 2 970 Widowed East North Central Dem 0 0 971 Never Married East North Central Independent 0 0 972 Married East North Central Strong Rep 0 0 973 Married East North Central Other 0 0 974 Married East North Central Strong Rep 0 0 975 Married East North Central Dem 0 0 976 Married East North Central Strong Rep 0 0 977 Married East North Central Rep 0 0 978 Married East North Central Independent 0 0 979 Married East North Central Rep 0 0 980 Married East North Central Strong Dem 0 0 981 Married East North Central Rep 0 0 982 Divorced East North Central Strong Dem 0 0 983 Never Married East North Central Independent 0 0 984 Married East North Central Strong Rep 0 0 985 Never Married Foreign Dem 0 0 986 Separated Foreign Strong Dem 0 0 987 Divorced East North Central Strong Dem 2 1 988 Never Married East North Central Independent Lean Rep 2 1 989 Never Married East North Central Indepndent Lean Dem 2 2 990 Married South Atlantic Dem 3 1 991 Married South Atlantic Strong Rep 2 2 992 Never Married East North Central Dem 3 1 993 Never Married East North Central Strong Dem 1 1 994 Never Married Middle Atlantic Dem 1 1 995 Divorced East North Central Strong Rep 2 1 996 Married East North Central Independent 2 1 997 Widowed West North Central Rep 2 1 998 Divorced East North Central Rep 3 2 999 Divorced East North Central Rep 1 1 1000 Divorced East South Central Rep 3 1 1001 Married East North Central Strong Rep 2 3 1002 Married East North Central Independent Lean Rep 2 1 1003 Never Married East North Central Independent Lean Rep 3 1 1004 Married East North Central Rep 3 1 1005 Married East South Central Dem 0 0 1006 Divorced East South Central Rep 0 0 1007 Married East South Central Strong Dem 0 0 1008 Married West South Central Rep 0 0 1009 Married Middle Atlantic Strong Rep 0 0 1010 Widowed East North Central Rep 0 0 1011 Married East North Central Rep 0 0 1012 Married East North Central Rep 0 0 1013 Married West North Central Strong Dem 0 0 1014 Divorced West North Central Strong Dem 0 0 1015 Never Married West North Central Strong Dem 0 0 1016 Never Married West North Central Independent 0 0 1017 Married West North Central Strong Dem 0 0 1018 Married West North Central Strong Dem 0 0 1019 Married West North Central Strong Dem 0 0 1020 Never Married West North Central Independent 0 0 1021 Never Married West North Central Indepndent Lean Dem 0 0 1022 Married Mountain Strong Rep 0 0 1023 Married West North Central Strong Dem 3 1 1024 Married East North Central Indepndent Lean Dem 2 1 1025 Married East North Central Independent 1 1 1026 Married Foreign Independent 3 1 1027 Married West North Central Strong Dem 2 1 1028 Never Married West North Central Strong Rep 3 3 1029 Never Married West North Central Independent 3 3 1030 Divorced West North Central Indepndent Lean Dem 3 2 1031 Married West North Central Dem 2 1 1032 Divorced East North Central Rep 3 2 1033 Married East North Central Independent 3 1 1034 Never Married East North Central Rep 1 1 1035 Widowed East North Central Strong Dem 3 1 1036 Married East North Central Strong Rep 2 2 1037 Widowed West North Central Strong Dem 3 1 1038 Married East North Central Independent 3 8 1039 Never Married East North Central Strong Dem 2 1 1040 Widowed East North Central Dem 3 1 1041 Married South Atlantic Strong Rep 2 3 1042 Married South Atlantic Other 1 1 1043 Married East North Central Strong Rep 3 2 1044 Divorced East North Central Independent Lean Rep 3 1 1045 Never Married East North Central Independent Lean Rep 0 0 1046 Married East South Central Strong Dem 0 0 1047 Divorced East North Central Independent 0 0 1048 Widowed East North Central Dem 0 0 1049 Widowed East North Central Indepndent Lean Dem 0 0 1050 Widowed East North Central Strong Dem 0 0 1051 Married East North Central Independent 0 0 1052 Married East North Central Dem 0 0 1053 Never Married East North Central Strong Dem 0 0 1054 Married East North Central Independent 0 0 1055 Married Middle Atlantic Strong Rep 0 0 1056 Married East South Central Independent Lean Rep 0 0 1057 Never Married East South Central Independent Lean Rep 0 0 1058 Married East South Central Rep 0 0 1059 Widowed East South Central Strong Dem 0 0 1060 Divorced East South Central Dem 3 1 1061 Married East South Central Independent 2 3 1062 Never Married East South Central Dem 1 1 1063 Never Married East South Central Dem 3 1 1064 Divorced East South Central Independent Lean Rep 3 3 1065 Never Married East South Central Strong Dem 2 1 1066 Divorced East North Central Indepndent Lean Dem 3 1 1067 Never Married East South Central Strong Dem 3 1 1068 Married South Atlantic Rep 1 1 1069 Married East South Central <NA> 1 1 1070 Never Married East South Central Independent 3 1 1071 Never Married East South Central Indepndent Lean Dem 2 8 1072 Divorced East South Central Strong Dem 2 1 1073 Never Married East South Central Strong Dem 2 1 1074 Married East South Central Dem 8 1 1075 Married West North Central Dem 2 1 1076 Divorced South Atlantic Rep 2 2 1077 Divorced New England Independent 1 1 1078 Never Married South Atlantic Independent 3 1 1079 Divorced Foreign Rep 1 1 1080 Married Middle Atlantic Rep 3 1 1081 Never Married East South Central Rep 0 0 1082 Married New England Independent Lean Rep 0 0 1083 Never Married West South Central Indepndent Lean Dem 0 0 1084 Divorced Middle Atlantic Independent 0 0 1085 Married New England Indepndent Lean Dem 0 0 1086 Married South Atlantic Independent Lean Rep 0 0 1087 Widowed New England Indepndent Lean Dem 0 0 1088 Never Married South Atlantic Strong Rep 0 0 1089 Married South Atlantic Strong Dem 0 0 1090 Married South Atlantic Independent Lean Rep 0 0 1091 Married East South Central Rep 0 0 1092 Widowed South Atlantic Dem 0 0 1093 Married East North Central Rep 0 0 1094 Married New England Strong Dem 0 0 1095 Married Middle Atlantic Strong Rep 0 0 1096 Married South Atlantic Strong Dem 0 0 1097 Married South Atlantic Rep 0 0 1098 Married East North Central Independent Lean Rep 0 0 1099 Married Mountain Rep 0 0 1100 Never Married South Atlantic Strong Rep 0 0 1101 Married East North Central Strong Rep 0 0 1102 Married South Atlantic Rep 2 2 1103 Married South Atlantic Rep 2 1 1104 Divorced South Atlantic Independent Lean Rep 2 3 1105 Married East North Central Rep 2 1 1106 Never Married South Atlantic Independent 3 1 1107 Married East North Central Independent 2 1 1108 Married South Atlantic Dem 1 1 1109 Married Middle Atlantic Rep 2 1 1110 Never Married East North Central Rep 2 1 1111 Separated South Atlantic Dem 1 1 1112 Divorced West North Central Rep 2 2 1113 Divorced Middle Atlantic Indepndent Lean Dem 1 1 1114 Married South Atlantic Rep 1 1 1115 Married West North Central Rep 1 2 1116 Married South Atlantic Strong Dem 0 0 1117 Married Middle Atlantic Dem 0 0 1118 Married South Atlantic Strong Dem 0 0 1119 Separated South Atlantic Dem 0 0 1120 Never Married South Atlantic Strong Dem 0 0 1121 Never Married South Atlantic Indepndent Lean Dem 0 0 1122 Never Married South Atlantic Indepndent Lean Dem 0 0 1123 Never Married South Atlantic Independent 0 0 1124 Divorced South Atlantic Dem 0 0 1125 Never Married South Atlantic Strong Dem 0 0 1126 Divorced South Atlantic Indepndent Lean Dem 0 0 1127 Divorced South Atlantic Strong Dem 0 0 1128 Married South Atlantic Strong Dem 0 0 1129 Never Married South Atlantic Strong Dem 0 0 1130 Never Married South Atlantic Strong Dem 0 0 1131 Never Married South Atlantic Strong Dem 0 0 1132 Married South Atlantic Rep 0 0 1133 Divorced South Atlantic Strong Dem 0 0 1134 Never Married South Atlantic Strong Dem 0 0 1135 Never Married South Atlantic Dem 0 0 1136 Never Married South Atlantic Independent 0 0 1137 Married South Atlantic Independent 0 0 1138 Married South Atlantic Dem 0 0 1139 Married East North Central Rep 1 1 1140 Married South Atlantic Rep 2 1 1141 Divorced South Atlantic Rep 3 1 1142 Divorced South Atlantic Strong Dem 1 1 1143 Married Middle Atlantic Strong Dem 3 1 1144 Married West South Central Dem 3 2 1145 Separated Foreign Indepndent Lean Dem 3 1 1146 Never Married West South Central Independent 2 1 1147 Married West South Central Strong Dem 8 1 1148 Married West South Central Strong Dem 3 2 1149 Never Married West South Central Independent 2 2 1150 Divorced West South Central Dem 3 1 1151 Never Married West South Central Dem 3 1 1152 Married West South Central Dem 3 1 1153 Married South Atlantic Strong Rep 2 1 1154 Never Married Foreign Dem 0 0 1155 Married South Atlantic Rep 0 0 1156 Never Married South Atlantic Independent Lean Rep 0 0 1157 Married South Atlantic Other 0 0 1158 Married Foreign Rep 0 0 1159 Widowed New England Strong Dem 0 0 1160 Widowed South Atlantic Strong Dem 0 0 1161 Never Married East South Central Strong Dem 0 0 1162 Married Mountain Strong Rep 0 0 1163 Married East North Central Rep 0 0 1164 Never Married South Atlantic Strong Dem 0 0 1165 Never Married South Atlantic Rep 0 0 1166 Widowed South Atlantic Dem 0 0 1167 Divorced South Atlantic Indepndent Lean Dem 0 0 1168 Never Married South Atlantic Strong Dem 0 0 1169 Married South Atlantic Strong Dem 0 0 1170 Never Married Foreign Independent 0 0 1171 Married South Atlantic Strong Dem 0 0 1172 Widowed South Atlantic Dem 0 0 1173 Never Married New England Strong Dem 2 1 1174 Never Married South Atlantic Strong Dem 3 1 1175 Married South Atlantic Indepndent Lean Dem 3 1 1176 Divorced Pacific Independent 2 1 1177 Married South Atlantic Dem 1 1 1178 Married West South Central Rep 3 1 1179 Widowed South Atlantic Strong Rep 2 2 1180 Married South Atlantic Strong Dem 3 2 1181 Divorced South Atlantic Rep 1 1 1182 Married Middle Atlantic Strong Dem 3 2 1183 Married Middle Atlantic Rep 8 2 1184 Never Married South Atlantic Strong Dem 3 1 1185 Never Married South Atlantic Dem 8 1 1186 Married South Atlantic Indepndent Lean Dem 1 1 1187 Never Married South Atlantic Other 3 1 1188 Never Married East South Central Rep 3 2 1189 Married South Atlantic Strong Rep 3 1 1190 Divorced South Atlantic Rep 0 0 1191 Married South Atlantic Independent Lean Rep 0 0 1192 Married South Atlantic Strong Dem 0 0 1193 Married Middle Atlantic Strong Dem 0 0 1194 Married Foreign Independent 0 0 1195 Married South Atlantic Strong Rep 0 0 1196 Divorced South Atlantic Rep 0 0 1197 Widowed West North Central Indepndent Lean Dem 0 0 1198 Married Foreign Strong Dem 0 0 1199 Never Married South Atlantic Independent 0 0 1200 Married East South Central Indepndent Lean Dem 0 0 1201 Married Pacific Strong Rep 0 0 1202 Married West North Central Strong Rep 0 0 1203 Married East South Central Strong Dem 0 0 1204 Married East South Central Independent Lean Rep 0 0 1205 Married South Atlantic Strong Rep 0 0 1206 Married South Atlantic Rep 0 0 1207 Never Married East South Central Rep 2 1 1208 Married East South Central Strong Dem 3 1 1209 Married East North Central Strong Dem 3 1 1210 Separated East South Central Independent 2 1 1211 Married West South Central Dem 2 2 1212 Divorced East South Central Independent Lean Rep 2 1 1213 Married South Atlantic Rep 3 1 1214 Married Pacific Rep 3 2 1215 Married East North Central Indepndent Lean Dem 3 1 1216 Married East South Central Strong Dem 3 2 1217 Married Pacific Strong Rep 2 1 1218 Widowed East South Central Strong Dem 3 2 1219 Married West North Central Rep 2 2 1220 Separated Middle Atlantic Rep 3 1 1221 Married East South Central Strong Rep 2 3 1222 Married West South Central Strong Rep 0 0 1223 Divorced West South Central Rep 0 0 1224 Widowed West South Central Rep 0 0 1225 Widowed West North Central Indepndent Lean Dem 0 0 1226 Married Foreign Strong Dem 0 0 1227 Never Married West South Central Strong Dem 0 0 1228 Never Married Foreign Dem 0 0 1229 Married West South Central Dem 0 0 1230 Married Foreign Indepndent Lean Dem 0 0 1231 Married West South Central Dem 0 0 1232 Married Foreign Dem 0 0 1233 Married West South Central Strong Dem 0 0 1234 Married Foreign Dem 0 0 1235 Married West South Central Independent 0 0 1236 Divorced West South Central Independent 0 0 1237 Married Foreign Indepndent Lean Dem 0 0 1238 Married West South Central Indepndent Lean Dem 0 0 1239 Married West South Central Dem 0 0 1240 Married West South Central Dem 0 0 1241 Separated Foreign Independent 0 0 1242 Never Married West South Central Strong Dem 0 0 1243 Never Married West South Central Dem 0 0 1244 Separated Foreign Independent 8 8 1245 Married West South Central Indepndent Lean Dem 2 1 1246 Married West South Central Independent 2 2 1247 Never Married West South Central Indepndent Lean Dem 2 1 1248 Never Married West South Central Dem 2 1 1249 Married Foreign Independent Lean Rep 3 3 1250 Never Married West South Central Independent Lean Rep 1 3 1251 Married West South Central Dem 3 2 1252 Never Married South Atlantic Independent 2 1 1253 Married South Atlantic Strong Rep 2 1 1254 Never Married Middle Atlantic Strong Dem 3 1 1255 Married South Atlantic Strong Dem 2 1 1256 Never Married South Atlantic Rep 1 1 1257 Married New England Indepndent Lean Dem 1 1 1258 Married South Atlantic Strong Rep 2 3 1259 Married South Atlantic Independent 0 0 1260 Married South Atlantic Rep 0 0 1261 Divorced South Atlantic Rep 0 0 1262 Never Married South Atlantic Rep 0 0 1263 Never Married South Atlantic Dem 0 0 1264 Separated South Atlantic Dem 0 0 1265 Widowed South Atlantic Strong Rep 0 0 1266 Married South Atlantic Rep 0 0 1267 Never Married South Atlantic Independent 0 0 1268 Married Foreign Indepndent Lean Dem 0 0 1269 Married South Atlantic Independent 0 0 1270 Widowed West South Central Independent 0 0 1271 Married South Atlantic Indepndent Lean Dem 0 0 1272 Never Married South Atlantic Rep 0 0 1273 Never Married South Atlantic Independent 0 0 1274 Married South Atlantic Independent 0 0 1275 Married Foreign Strong Rep 0 0 1276 Married South Atlantic Rep 3 2 1277 Married Mountain Other 1 3 1278 Divorced South Atlantic Independent 1 1 1279 Never Married South Atlantic Strong Dem 2 1 1280 Married Pacific Strong Dem 3 1 1281 Married South Atlantic Dem 3 1 1282 Married South Atlantic Dem 3 2 1283 Married South Atlantic Independent 3 3 1284 Never Married South Atlantic Dem 3 2 1285 Widowed Mountain Independent 8 2 1286 Never Married Pacific Independent 2 1 1287 Never Married Mountain Dem 2 2 1288 Married Mountain Dem 2 1 1289 Divorced West South Central Rep 2 2 1290 Never Married Mountain Independent Lean Rep 3 1 1291 Divorced Pacific Rep 2 1 1292 Married Mountain Dem 3 1 1293 Never Married Pacific Independent Lean Rep 3 1 1294 Never Married Mountain Dem 2 1 1295 Married Mountain Strong Dem 2 2 1296 Divorced East North Central Indepndent Lean Dem 2 2 1297 Married Pacific Rep 8 2 1298 Divorced Foreign Independent 2 1 1299 Married Pacific Strong Rep 0 0 1300 Married Mountain Strong Rep 0 0 1301 Married Pacific Dem 0 0 1302 Widowed Pacific Strong Dem 0 0 1303 Married Mountain Rep 0 0 1304 Never Married Mountain Strong Rep 0 0 1305 Never Married Mountain Strong Dem 0 0 1306 Never Married Mountain Independent Lean Rep 0 0 1307 Married Mountain Strong Rep 0 0 1308 Married Mountain Dem 0 0 1309 Never Married Mountain Strong Dem 0 0 1310 Separated Pacific Indepndent Lean Dem 0 0 1311 Married Mountain Strong Dem 0 0 1312 Never Married Mountain Other 0 0 1313 Widowed Middle Atlantic Independent Lean Rep 0 0 1314 Widowed Mountain Independent 0 0 1315 Divorced Pacific Indepndent Lean Dem 0 0 1316 Never Married Mountain Dem 0 0 1317 Widowed Pacific Independent 0 0 1318 Widowed Mountain Indepndent Lean Dem 0 0 1319 Divorced Pacific Strong Dem 0 0 1320 Divorced New England Indepndent Lean Dem 0 0 1321 Divorced Pacific Independent 0 0 1322 Married Pacific Dem 0 0 1323 Married Pacific Indepndent Lean Dem 0 0 1324 Married Pacific Independent Lean Rep 0 0 1325 Never Married Pacific Independent 0 0 1326 Never Married Pacific Strong Dem 3 1 1327 Married Foreign <NA> 3 3 1328 Married Foreign Strong Dem 2 1 1329 Never Married Pacific Independent 2 1 1330 Never Married Foreign Indepndent Lean Dem 2 1 1331 Never Married Foreign Indepndent Lean Dem 3 2 1332 Never Married Pacific Independent 2 2 1333 Married Pacific Independent 3 2 1334 Married Pacific Independent Lean Rep 2 2 1335 Separated Pacific Independent 3 1 1336 Widowed Mountain Strong Rep 3 3 1337 Married Pacific Dem 3 2 1338 Never Married Mountain Indepndent Lean Dem 2 1 1339 Never Married Pacific Strong Rep 2 2 1340 Married Pacific Independent 3 8 1341 Never Married Mountain Indepndent Lean Dem 2 2 1342 Separated Pacific Independent 3 2 1343 Divorced West North Central Independent 8 2 1344 Married Pacific Independent Lean Rep 2 2 1345 Married Pacific Dem 1 1 1346 Never Married Pacific Rep 2 1 1347 Married Pacific Dem 8 2 1348 Married Pacific Strong Dem 2 1 1349 Never Married Pacific Rep 1 2 1350 Never Married West South Central Indepndent Lean Dem 1 1 1351 Never Married Pacific Indepndent Lean Dem 1 1 1352 Divorced Pacific Indepndent Lean Dem 0 0 1353 Never Married East North Central Dem 0 0 1354 Never Married South Atlantic Strong Dem 0 0 1355 Never Married Pacific Independent 0 0 1356 Never Married Pacific Strong Dem 0 0 1357 Never Married Pacific Independent 0 0 1358 Married Pacific Strong Dem 0 0 1359 Divorced Foreign Indepndent Lean Dem 0 0 1360 Widowed Pacific Dem 0 0 1361 Married West South Central Independent 0 0 1362 Married Pacific Strong Dem 0 0 1363 Never Married Pacific Rep 0 0 1364 Married West South Central Strong Dem 0 0 1365 Never Married Pacific Independent Lean Rep 0 0 1366 Never Married Pacific Strong Rep 0 0 1367 Never Married Pacific Independent 0 0 1368 Never Married Pacific Strong Dem 0 0 1369 Widowed Pacific Rep 0 0 1370 Married Pacific Independent Lean Rep 0 0 1371 Divorced Pacific Independent 0 0 1372 Separated Pacific Strong Rep 0 0 1373 Married Pacific Independent 0 0 1374 Married Pacific Strong Rep 0 0 1375 Married Pacific Independent 0 0 1376 Divorced East North Central Rep 3 3 1377 Married Middle Atlantic Rep 3 2 1378 Widowed Pacific Dem 2 3 1379 Never Married Pacific Strong Rep 2 2 1380 Never Married East South Central Strong Dem 3 1 1381 Married Pacific Independent Lean Rep 2 1 1382 Never Married Pacific Rep 1 3 1383 Divorced Pacific Indepndent Lean Dem 2 1 1384 Married West North Central Strong Rep 2 3 1385 Married East North Central Rep 2 3 1386 Married Mountain Strong Rep 2 2 1387 Married Pacific Indepndent Lean Dem 2 1 1388 Divorced Mountain Independent 1 1 1389 Never Married Mountain Indepndent Lean Dem 3 1 1390 Widowed West North Central Independent 2 1 1391 Married Mountain Indepndent Lean Dem 2 1 1392 Widowed Mountain Dem 3 1 1393 Never Married Mountain Strong Dem 2 1 1394 Never Married Mountain Independent Lean Rep 2 2 1395 Never Married Mountain Dem 1 1 1396 Never Married Mountain Rep 2 1 1397 Married Mountain Dem 2 1 1398 Married Mountain Dem 1 1 1399 Married Pacific Strong Rep 2 1 1400 Married Mountain Independent Lean Rep 3 2 1401 Married Pacific Independent Lean Rep 2 3 1402 Married Mountain Indepndent Lean Dem 3 1 1403 Married West North Central Strong Dem 1 1 1404 Divorced West North Central Independent Lean Rep 2 1 1405 Divorced Pacific Independent 2 1 1406 Never Married West North Central Independent 1 1 1407 Married Mountain Independent 0 0 1408 Never Married Mountain Independent 0 0 1409 Married East North Central Independent Lean Rep 0 0 1410 Never Married Mountain Independent Lean Rep 0 0 1411 Married East South Central Other 0 0 1412 Married East North Central Rep 0 0 1413 Never Married Mountain Indepndent Lean Dem 0 0 1414 Never Married Foreign Independent Lean Rep 0 0 1415 Never Married Foreign Strong Rep 0 0 1416 Married Foreign Independent 0 0 1417 Married Foreign Strong Dem 0 0 1418 Separated West South Central Independent 0 0 1419 Never Married Pacific Dem 0 0 1420 Widowed Pacific Indepndent Lean Dem 0 0 1421 Married Pacific Rep 0 0 1422 Married Pacific Strong Dem 0 0 1423 Never Married Pacific Strong Dem 0 0 1424 Divorced Pacific Dem 0 0 1425 Never Married Pacific Rep 0 0 1426 Separated Pacific Independent 0 0 1427 Married Pacific Dem 0 0 1428 Divorced Pacific Indepndent Lean Dem 0 0 1429 Never Married Pacific Independent 0 0 1430 Married Pacific Rep 0 0 1431 Married Pacific Strong Rep 0 0 1432 Divorced West North Central Strong Dem 2 1 1433 Widowed Pacific Strong Dem 3 2 1434 Never Married Pacific Rep 2 1 1435 Never Married Pacific Rep 3 2 1436 Divorced Pacific Independent 3 3 1437 Divorced Pacific Rep 2 2 1438 Never Married Pacific Indepndent Lean Dem 2 1 1439 Separated Pacific Independent 2 1 1440 Married West North Central Rep 1 1 1441 Never Married Pacific Strong Rep 3 2 1442 Never Married Pacific Indepndent Lean Dem 1 1 1443 Married Foreign Strong Rep 3 3 1444 Never Married Middle Atlantic Rep 3 1 1445 Never Married Foreign Dem 3 1 1446 Married Pacific Independent 2 1 1447 Never Married Pacific Strong Dem 3 1 1448 Married Pacific Strong Dem 3 1 1449 Married Pacific Strong Dem 2 1 1450 Never Married Pacific Indepndent Lean Dem 2 1 1451 Married South Atlantic Dem 3 1 1452 Married Pacific Independent Lean Rep 1 1 1453 Separated Pacific Independent Lean Rep 2 1 1454 Never Married Pacific Indepndent Lean Dem 3 1 1455 Never Married Pacific Dem 0 0 1456 Married Pacific Dem 0 0 1457 Married Pacific Dem 0 0 1458 Never Married Pacific Independent 0 0 1459 Married Pacific Dem 0 0 1460 Married West North Central Strong Dem 0 0 1461 Widowed New England Rep 0 0 1462 Never Married Middle Atlantic Strong Dem 0 0 1463 Married Middle Atlantic Independent Lean Rep 0 0 1464 Never Married Middle Atlantic Indepndent Lean Dem 0 0 1465 Married Middle Atlantic Strong Rep 0 0 1466 Never Married Middle Atlantic Independent 0 0 1467 Divorced Middle Atlantic Rep 0 0 1468 Married Middle Atlantic Rep 0 0 1469 Divorced Middle Atlantic Rep 0 0 1470 Widowed Middle Atlantic Independent Lean Rep 0 0 1471 Married Middle Atlantic Dem 0 0 1472 Married Middle Atlantic Rep 8 1 1473 Separated Middle Atlantic Indepndent Lean Dem 2 1 1474 Widowed South Atlantic Strong Dem 3 1 1475 Never Married Middle Atlantic Rep 2 2 1476 Never Married Middle Atlantic Indepndent Lean Dem 2 1 1477 Married Middle Atlantic Independent Lean Rep 3 2 1478 Married Middle Atlantic Indepndent Lean Dem 2 1 1479 Divorced South Atlantic Dem 2 1 1480 Never Married Middle Atlantic Indepndent Lean Dem 2 1 1481 Married Middle Atlantic Dem 3 1 1482 Divorced Middle Atlantic Indepndent Lean Dem 3 1 1483 Married New England Independent 3 2 1484 Married New England Rep 3 3 1485 Never Married Middle Atlantic Independent Lean Rep 2 2 1486 Divorced Middle Atlantic Strong Dem 3 1 1487 Married West North Central Independent Lean Rep 3 1 1488 Married New England Indepndent Lean Dem 2 1 1489 Married New England Strong Rep 2 1 1490 Never Married New England Indepndent Lean Dem 2 1 1491 Divorced New England Rep 0 0 1492 Divorced New England Strong Rep 0 0 1493 Married New England Other 0 0 1494 Divorced New England Strong Dem 0 0 1495 Never Married New England Independent 0 0 1496 Never Married New England Independent Lean Rep 0 0 1497 Widowed New England Indepndent Lean Dem 0 0 1498 Married New England Strong Rep 0 0 1499 Divorced Middle Atlantic Dem 0 0 1500 Married New England Independent 0 0 1501 Married Middle Atlantic Strong Dem 0 0 1502 Separated Middle Atlantic Independent 0 0 1503 Married Middle Atlantic Indepndent Lean Dem 0 0 1504 Married Middle Atlantic Rep 0 0 1505 Married New England Strong Dem 0 0 1506 Married Middle Atlantic Independent 0 0 1507 Widowed Middle Atlantic Rep 0 0 1508 Married Middle Atlantic Rep 0 0 1509 Married Middle Atlantic Strong Rep 0 0 1510 Married Middle Atlantic Strong Rep 0 0 1511 Married Middle Atlantic Strong Rep 2 1 1512 Widowed Middle Atlantic Strong Dem 2 3 1513 Married West North Central Rep 2 2 1514 Never Married West North Central Rep 2 1 1515 Never Married West North Central Indepndent Lean Dem 2 8 1516 Married West North Central Strong Dem 3 1 1517 Married South Atlantic Strong Dem 1 1 1518 Married Foreign Independent 1 1 1519 Never Married Mountain Strong Rep 3 1 1520 Married West North Central Independent Lean Rep 1 1 1521 Married West North Central Rep 1 1 1522 Never Married West North Central Dem 2 1 1523 Never Married West North Central Rep 1 1 1524 Married Mountain Dem 1 1 1525 Never Married West North Central Other 2 1 1526 Never Married West North Central Rep 2 1 1527 Never Married West North Central Dem 2 1 1528 Divorced West North Central Dem 2 1 1529 Married East North Central Strong Rep 2 2 1530 Married East North Central Strong Rep 3 3 1531 Married West North Central Rep 3 1 1532 Married West North Central Dem 0 0 1533 Married West North Central Rep 0 0 1534 Divorced West North Central Independent 0 0 1535 Married West North Central Rep 0 0 1536 Married West North Central Dem 0 0 1537 Married West North Central Dem 0 0 1538 Widowed East North Central Independent 0 0 1539 Married Mountain Strong Dem 0 0 1540 Married West South Central Strong Dem 0 0 1541 Married Pacific Strong Rep 0 0 1542 Married East North Central Strong Rep 0 0 1543 Married Mountain Rep 0 0 1544 Never Married Mountain Rep 0 0 1545 Widowed Mountain Rep 0 0 1546 Never Married Mountain Indepndent Lean Dem 0 0 1547 Never Married Mountain Rep 0 0 1548 Never Married Mountain Rep 0 0 1549 Divorced East North Central Strong Dem 0 0 1550 Widowed Mountain Dem 0 0 1551 Married Mountain Strong Rep 0 0 1552 Married Middle Atlantic Independent Lean Rep 0 0 1553 Married Mountain Dem 0 0 1554 Married Mountain Independent Lean Rep 0 0 1555 Married Mountain Rep 3 1 1556 Married Pacific Independent 2 1 1557 Married West South Central Dem 1 1 1558 Married West North Central Rep 2 8 1559 Married Foreign Indepndent Lean Dem 3 1 1560 Divorced Mountain Independent Lean Rep 8 2 1561 Never Married West North Central Independent 2 2 1562 Widowed Mountain Strong Rep 1 2 1563 Married West North Central Independent Lean Rep 2 1 1564 Married West North Central Independent 2 2 1565 Widowed West North Central Strong Dem 3 2 1566 Widowed West North Central Rep 3 1 1567 Married West North Central Rep 3 1 1568 Married East North Central Indepndent Lean Dem 2 1 1569 Married West North Central Dem 3 2 1570 Married West North Central Dem 3 2 1571 Married West North Central Independent 3 1 1572 Married West North Central Dem 3 1 1573 Widowed West North Central Indepndent Lean Dem 3 1 1574 Married West North Central Independent 2 2 1575 Never Married West North Central Independent Lean Rep 1 1 1576 Married West North Central Other 2 1 1577 Married West South Central Indepndent Lean Dem 0 0 1578 Married West North Central Strong Dem 0 0 1579 Married West North Central Rep 0 0 1580 Married West North Central Independent Lean Rep 0 0 1581 Married West North Central Independent Lean Rep 0 0 1582 Married West North Central Strong Dem 0 0 1583 Married West North Central Strong Dem 0 0 1584 Divorced East North Central Indepndent Lean Dem 0 0 1585 Divorced Pacific Other 0 0 1586 Married East North Central Independent 0 0 1587 Married East North Central Strong Rep 0 0 1588 Divorced East North Central Rep 0 0 1589 Divorced East North Central Dem 0 0 1590 Never Married East North Central Indepndent Lean Dem 0 0 1591 Widowed East North Central Indepndent Lean Dem 0 0 1592 Divorced East North Central Independent 0 0 1593 Never Married East North Central Independent 8 8 1594 Never Married East North Central Independent 8 2 1595 Divorced East North Central Independent 2 1 1596 Widowed East South Central Independent 2 2 1597 Married East North Central Dem 3 3 1598 Married East North Central Independent Lean Rep 2 1 1599 Married West North Central <NA> 3 1 1600 Separated West North Central Independent 2 1 1601 Married West North Central Dem 3 3 1602 Married West North Central Indepndent Lean Dem 2 1 1603 Married West North Central Strong Dem 3 2 1604 Married West North Central Rep 3 1 1605 Separated West North Central Independent 2 1 1606 Never Married West North Central Independent Lean Rep 2 1 1607 Married West North Central Dem 2 1 1608 Divorced West North Central Independent 3 8 1609 Divorced West North Central Dem 2 1 1610 Divorced Mountain Strong Dem 1 1 1611 Divorced West North Central Rep 0 0 1612 Married West North Central Rep 0 0 1613 Married South Atlantic Rep 0 0 1614 Married East North Central Indepndent Lean Dem 0 0 1615 Married West North Central Indepndent Lean Dem 0 0 1616 Married West North Central Indepndent Lean Dem 0 0 1617 Married West North Central Indepndent Lean Dem 0 0 1618 Widowed Pacific Strong Dem 0 0 1619 Married East North Central Independent Lean Rep 0 0 1620 Married West North Central Dem 0 0 1621 Married East North Central Indepndent Lean Dem 0 0 1622 Married East South Central Independent 0 0 1623 Married East South Central Dem 0 0 1624 Married East North Central Indepndent Lean Dem 0 0 1625 Married East North Central Independent Lean Rep 0 0 1626 Never Married East North Central Rep 0 0 1627 Divorced East North Central Strong Dem 0 0 1628 Never Married West North Central Indepndent Lean Dem 0 0 1629 Divorced East North Central Strong Dem 0 0 1630 Married East North Central Strong Dem 0 0 1631 Married East North Central Strong Dem 0 0 1632 Married East North Central Rep 0 0 1633 Married East North Central Independent 0 0 1634 Married East North Central Dem 0 0 1635 Widowed East North Central Dem 0 0 1636 Never Married East North Central Other 0 0 1637 Married East North Central Indepndent Lean Dem 0 0 1638 Married East North Central Independent 0 0 1639 Married East North Central Dem 2 1 1640 Never Married East North Central Indepndent Lean Dem 3 2 1641 Never Married East North Central Dem 2 1 1642 Married South Atlantic Dem 2 2 1643 Married East North Central Strong Rep 2 1 1644 Widowed East South Central Strong Dem 3 2 1645 Married East North Central Strong Dem 8 2 1646 Married South Atlantic Strong Dem 8 1 1647 Never Married East North Central Independent 3 1 1648 Married East North Central Strong Dem 2 1 1649 Never Married East North Central Strong Rep 1 2 1650 Widowed East North Central Dem 8 2 1651 Married East North Central Independent 8 1 1652 Married East North Central Strong Rep 2 3 1653 Married East North Central Strong Rep 2 2 1654 Married East North Central Independent 3 3 1655 Married East North Central Rep 2 2 1656 Widowed East North Central Independent 3 2 1657 Married East North Central Rep 3 2 1658 Divorced East North Central Dem 3 1 1659 Widowed East North Central Indepndent Lean Dem 2 1 1660 Never Married East North Central Dem 2 3 1661 Divorced East North Central Independent 2 1 1662 Married East North Central Rep 3 1 1663 Married East North Central Indepndent Lean Dem 3 1 1664 Married East North Central Rep 8 1 1665 Married East North Central Strong Dem 0 0 1666 Divorced East North Central Independent 0 0 1667 Married South Atlantic Independent 0 0 1668 Never Married South Atlantic Dem 0 0 1669 Never Married South Atlantic Indepndent Lean Dem 0 0 1670 Divorced East North Central Independent Lean Rep 0 0 1671 Married South Atlantic Strong Rep 0 0 1672 Divorced South Atlantic Strong Rep 0 0 1673 Divorced South Atlantic Strong Rep 0 0 1674 Married South Atlantic Strong Dem 0 0 1675 Married South Atlantic Independent Lean Rep 0 0 1676 Divorced South Atlantic Independent 0 0 1677 Married South Atlantic Independent 0 0 1678 Married South Atlantic Rep 0 0 1679 Married East North Central Rep 0 0 1680 Married South Atlantic Strong Dem 0 0 1681 Married South Atlantic Rep 0 0 1682 Never Married South Atlantic Strong Rep 0 0 1683 Never Married South Atlantic Independent 0 0 1684 Divorced South Atlantic Independent 2 1 1685 Never Married South Atlantic Independent 2 1 1686 Never Married South Atlantic Independent 3 1 1687 Never Married Foreign Indepndent Lean Dem 1 1 1688 Divorced South Atlantic Strong Dem 3 3 1689 Separated South Atlantic Dem 2 2 1690 Married East North Central Independent 3 2 1691 Married South Atlantic Independent 2 1 1692 Married South Atlantic Strong Dem 2 1 1693 Never Married South Atlantic Indepndent Lean Dem 2 1 1694 Married South Atlantic Rep 3 1 1695 Married South Atlantic Strong Dem 2 2 1696 Widowed South Atlantic Independent 3 1 1697 Widowed South Atlantic Independent Lean Rep 2 3 1698 Never Married South Atlantic Strong Dem 2 3 1699 Married South Atlantic Independent 2 1 1700 Married South Atlantic Independent 2 1 1701 Divorced East South Central Indepndent Lean Dem 3 2 1702 Separated South Atlantic Independent 3 1 1703 Divorced Middle Atlantic Independent Lean Rep 0 0 1704 Married East South Central Rep 0 0 1705 Married South Atlantic Independent Lean Rep 0 0 1706 Married South Atlantic Independent 0 0 1707 Never Married West North Central Indepndent Lean Dem 0 0 1708 Married South Atlantic Strong Dem 0 0 1709 Never Married East South Central Indepndent Lean Dem 0 0 1710 Widowed East South Central Strong Dem 0 0 1711 Married South Atlantic Indepndent Lean Dem 0 0 1712 Widowed East South Central Indepndent Lean Dem 0 0 1713 Divorced East South Central Dem 0 0 1714 Married East South Central Rep 0 0 1715 Married New England Dem 0 0 1716 Separated South Atlantic Rep 0 0 1717 Married East South Central Independent 0 0 1718 Married East South Central Independent Lean Rep 0 0 1719 Married East South Central Strong Dem 0 0 1720 Never Married South Atlantic Strong Rep 0 0 1721 Married East South Central Dem 0 0 1722 Married East South Central Dem 0 0 1723 Divorced East South Central Independent 2 2 1724 Married East South Central Independent Lean Rep 2 1 1725 Widowed East South Central Rep 3 1 1726 Married East South Central Indepndent Lean Dem 3 1 1727 Divorced East South Central Strong Rep 8 2 1728 Married South Atlantic Rep 3 1 1729 Divorced South Atlantic Strong Rep 2 2 1730 Married West South Central Strong Dem 3 1 1731 Married South Atlantic Rep 1 1 1732 Divorced East South Central Rep 2 1 1733 Widowed Middle Atlantic Strong Rep 2 2 1734 Married South Atlantic Independent Lean Rep 2 1 1735 Married West North Central Rep 2 1 1736 Married South Atlantic Strong Dem 2 1 1737 Married South Atlantic Indepndent Lean Dem 2 2 1738 Married Middle Atlantic Independent Lean Rep 2 2 1739 Married West North Central Indepndent Lean Dem 2 1 1740 Married South Atlantic Strong Dem 3 2 1741 Divorced South Atlantic Independent 3 3 1742 Married West North Central Strong Rep 0 0 1743 Married East North Central Strong Rep 0 0 1744 Married South Atlantic Rep 0 0 1745 Divorced West South Central Independent 0 0 1746 Married West South Central Rep 0 0 1747 Widowed West South Central Independent 0 0 1748 Married West South Central Rep 0 0 1749 Married West South Central Strong Rep 0 0 1750 Widowed West South Central Rep 0 0 1751 Divorced West South Central Strong Dem 0 0 1752 Married Middle Atlantic Independent Lean Rep 0 0 1753 Divorced West South Central Indepndent Lean Dem 0 0 1754 Divorced West South Central Rep 0 0 1755 Divorced West South Central Dem 0 0 1756 Married West South Central Independent Lean Rep 0 0 1757 Married West South Central Indepndent Lean Dem 0 0 1758 Never Married East North Central Strong Dem 0 0 1759 Married West South Central Dem 0 0 1760 Married West South Central Rep 0 0 1761 Separated West South Central Strong Dem 0 0 1762 Married West South Central Strong Dem 0 0 1763 Divorced West South Central Independent 0 0 1764 Separated West South Central Strong Dem 0 0 1765 Married West South Central Strong Dem 3 1 1766 Married West South Central Strong Rep 3 2 1767 Married West South Central Rep 3 1 1768 Divorced South Atlantic Independent 2 2 1769 Married South Atlantic Dem 2 1 1770 Married South Atlantic Rep 3 2 1771 Divorced South Atlantic Strong Rep 8 2 1772 Married South Atlantic Indepndent Lean Dem 1 1 1773 Divorced South Atlantic Independent Lean Rep 1 1 1774 Married South Atlantic Rep 2 3 1775 Married South Atlantic Strong Rep 2 2 1776 Divorced South Atlantic Independent 8 1 1777 Married South Atlantic Strong Rep 1 2 1778 Widowed South Atlantic Strong Dem 2 1 1779 Never Married South Atlantic Dem 8 1 1780 Married South Atlantic Strong Dem 3 2 1781 Married West South Central Dem 0 0 1782 Married South Atlantic Strong Rep 0 0 1783 Separated West South Central Strong Dem 0 0 1784 Married West South Central Indepndent Lean Dem 0 0 1785 Married West South Central Rep 0 0 1786 Never Married West South Central Dem 0 0 1787 Never Married West South Central Independent 0 0 1788 Never Married West South Central Independent Lean Rep 0 0 1789 Widowed West South Central Strong Dem 0 0 1790 Never Married West South Central Dem 0 0 1791 Divorced West South Central Independent 0 0 1792 Married West South Central Strong Dem 0 0 1793 Married West South Central Dem 0 0 1794 Never Married West South Central Dem 0 0 1795 Never Married West South Central Dem 0 0 1796 Married West South Central Dem 0 0 1797 Married West South Central Strong Dem 0 0 1798 Never Married West South Central Other 0 0 1799 Never Married West South Central Rep 0 0 1800 Married West South Central Rep 0 0 1801 Married West South Central Indepndent Lean Dem 0 0 1802 Married West South Central Indepndent Lean Dem 0 0 1803 Married West South Central Indepndent Lean Dem 0 0 1804 Widowed West South Central Strong Dem 0 0 1805 Married West South Central Strong Rep 0 0 1806 Married West South Central Independent Lean Rep 0 0 1807 Divorced West South Central Rep 0 0 1808 Divorced West South Central Dem 2 1 1809 Never Married West South Central Independent 2 1 1810 Widowed West South Central Strong Dem 3 1 1811 Divorced Pacific Independent 8 8 1812 Widowed South Atlantic Strong Dem 3 1 1813 Never Married Foreign Independent 3 3 1814 Married South Atlantic Dem 3 1 1815 Widowed East North Central Dem 3 3 1816 Never Married South Atlantic Independent 3 1 1817 Married Foreign Independent 3 3 1818 Separated Foreign Dem 2 3 1819 Separated West South Central Indepndent Lean Dem 3 1 1820 Never Married South Atlantic Strong Dem 2 2 1821 Never Married South Atlantic Dem 1 1 1822 Divorced South Atlantic Independent 3 1 1823 Widowed South Atlantic Independent 3 2 1824 Never Married South Atlantic Strong Dem 3 1 1825 Divorced South Atlantic Dem 2 1 1826 Widowed South Atlantic Dem 3 2 1827 Separated South Atlantic Strong Dem 2 3 1828 Married South Atlantic Strong Dem 3 1 1829 Married South Atlantic Rep 3 3 1830 Married Foreign Independent 3 1 1831 Married South Atlantic Strong Rep 3 1 1832 Separated South Atlantic Independent 3 1 1833 Married South Atlantic Strong Rep 0 0 1834 Married South Atlantic Strong Dem 0 0 1835 Widowed South Atlantic Independent Lean Rep 0 0 1836 Married Pacific Indepndent Lean Dem 0 0 1837 Widowed South Atlantic Strong Dem 0 0 1838 Divorced Middle Atlantic Dem 0 0 1839 Married South Atlantic Dem 0 0 1840 Married South Atlantic Rep 0 0 1841 Widowed West South Central Strong Dem 0 0 1842 Divorced West South Central Strong Dem 0 0 1843 Never Married West South Central Independent 0 0 1844 Married West North Central Rep 0 0 1845 Divorced West South Central Dem 0 0 1846 Never Married West South Central Strong Dem 0 0 1847 Divorced South Atlantic Dem 0 0 1848 Married Middle Atlantic Strong Rep 0 0 1849 Divorced West South Central Strong Dem 0 0 1850 Never Married West South Central Independent 0 0 1851 Never Married West South Central Strong Dem 0 0 1852 Never Married West South Central Independent 0 0 1853 Married West South Central Dem 0 0 1854 Divorced West South Central Dem 0 0 1855 Married East South Central Rep 0 0 1856 Married West South Central Dem 2 1 1857 Married West South Central Strong Rep 2 1 1858 Married West South Central Independent 3 1 1859 Married West South Central Dem 3 1 1860 Married West South Central Strong Dem 2 1 1861 Married Pacific Indepndent Lean Dem 2 1 1862 Divorced East North Central Rep 2 2 1863 Married East South Central Indepndent Lean Dem 3 3 1864 Married East North Central Dem 3 1 1865 Never Married East South Central Dem 3 2 1866 Married East South Central Indepndent Lean Dem 1 1 1867 Married South Atlantic Independent Lean Rep 3 2 1868 Married East South Central Strong Dem 2 3 1869 Married South Atlantic Independent 2 3 1870 Married East South Central Independent Lean Rep 8 3 1871 Married East South Central Rep 2 1 1872 Widowed Foreign Independent Lean Rep 3 3 1873 Married East South Central Dem 3 1 1874 Married East North Central Independent 2 1 1875 Married East South Central Dem 3 1 1876 Married Mountain Rep 0 0 1877 Married Foreign Rep 0 0 1878 Married East South Central Strong Rep 0 0 1879 Married East South Central Rep 0 0 1880 Married East South Central Strong Rep 0 0 1881 <NA> South Atlantic Independent 0 0 1882 Married East South Central Independent Lean Rep 0 0 1883 Divorced East South Central Dem 0 0 1884 Married East South Central Independent 0 0 1885 Divorced West South Central Dem 0 0 1886 Never Married East South Central Independent 0 0 1887 Divorced East South Central Independent Lean Rep 0 0 1888 Married East South Central Rep 0 0 1889 Married Pacific Independent Lean Rep 0 0 1890 Widowed West South Central Independent Lean Rep 0 0 1891 Married West South Central Rep 0 0 1892 Married West South Central Rep 0 0 1893 Married East North Central Independent Lean Rep 0 0 1894 Married West South Central Strong Rep 0 0 1895 Married Pacific Strong Dem 0 0 1896 Married Foreign Strong Dem 0 0 1897 Married Middle Atlantic Strong Dem 0 0 1898 Married Pacific Strong Rep 0 0 1899 Divorced West South Central Indepndent Lean Dem 3 1 1900 Widowed West South Central Strong Rep 2 1 1901 Married West South Central Dem 2 2 1902 Married West South Central Indepndent Lean Dem 3 1 1903 Never Married West South Central Rep 8 2 1904 Separated West South Central Independent 2 1 1905 Married Foreign Dem 2 1 1906 Married West South Central Dem 2 2 1907 Divorced South Atlantic Independent 3 1 1908 Married West North Central Rep 3 8 1909 Married Mountain Indepndent Lean Dem 2 1 1910 Married South Atlantic Indepndent Lean Dem 2 1 1911 Married South Atlantic Strong Dem 2 8 1912 Never Married South Atlantic Strong Dem 1 1 1913 Never Married South Atlantic Independent 3 1 1914 Married South Atlantic Rep 2 1 1915 Married South Atlantic Dem 3 1 1916 Married South Atlantic Independent 1 1 1917 Married South Atlantic Strong Dem 3 2 1918 Married Pacific Independent 8 1 1919 Widowed South Atlantic Strong Rep 3 1 1920 Married South Atlantic Strong Dem 2 1 1921 Divorced South Atlantic Dem 0 0 1922 Separated South Atlantic Independent Lean Rep 0 0 1923 Divorced East South Central Indepndent Lean Dem 0 0 1924 Married South Atlantic Strong Rep 0 0 1925 Divorced East North Central Rep 0 0 1926 Married South Atlantic Dem 0 0 1927 Married South Atlantic Strong Dem 0 0 1928 Married Mountain Dem 0 0 1929 Never Married Foreign Independent 0 0 1930 Never Married Foreign Dem 0 0 1931 Married Mountain Strong Dem 0 0 1932 Married West South Central Rep 0 0 1933 Never Married Mountain Rep 0 0 1934 Married Mountain Strong Dem 0 0 1935 Separated West South Central Indepndent Lean Dem 0 0 1936 Married Pacific Indepndent Lean Dem 0 0 1937 Divorced Mountain Dem 0 0 1938 Never Married Mountain Dem 0 0 1939 Married Middle Atlantic Strong Dem 0 0 1940 Divorced Mountain Independent Lean Rep 1 1 1941 Never Married Mountain Independent 2 1 1942 Divorced East North Central Independent 2 2 1943 Married Pacific Rep 2 3 1944 Married Mountain Rep 2 1 1945 Married Mountain Strong Rep 2 1 1946 Divorced Mountain Strong Rep 2 1 1947 Divorced Mountain Strong Rep 2 1 1948 Married Mountain Strong Rep 2 2 1949 Married Mountain Independent 3 1 1950 Widowed Pacific Strong Rep 0 0 1951 Married Pacific Strong Rep 0 0 1952 Married Pacific Independent Lean Rep 0 0 1953 Never Married New England Dem 0 0 1954 Never Married Mountain Dem 0 0 1955 Married Pacific Strong Dem 0 0 1956 Divorced Pacific Indepndent Lean Dem 0 0 1957 Never Married West North Central Rep 0 0 1958 Married Foreign Dem 0 0 1959 Divorced East North Central Other 0 0 1960 Divorced Pacific Strong Rep 0 0 1961 Widowed Pacific Independent 0 0 1962 Married Pacific Independent Lean Rep 0 0 1963 Widowed Pacific Rep 0 0 1964 Married Pacific Strong Dem 0 0 1965 Married Pacific Indepndent Lean Dem 0 0 1966 Married Pacific Strong Rep 0 0 1967 Married South Atlantic Strong Dem 3 1 1968 Married Middle Atlantic Rep 0 0 1969 Married Foreign <NA> 0 0 1970 Never Married Middle Atlantic Independent 3 1 1971 Divorced Middle Atlantic Rep 3 1 1972 Married Foreign Dem 0 0 1973 Never Married Pacific Rep 1 1 1974 Never Married Pacific Rep 3 2 1975 Never Married Pacific Strong Dem 3 2 1976 Married Pacific Independent Lean Rep 0 0 1977 Divorced East North Central Strong Dem 3 2 1978 Divorced East North Central Strong Dem 0 0 1979 Divorced Pacific Strong Dem 0 0 1980 Never Married Pacific Other 2 1 1981 Widowed Pacific Dem 3 1 1982 Divorced East North Central Strong Dem 0 0 1983 Married South Atlantic Independent 0 0 1984 Never Married Middle Atlantic Strong Dem 0 0 1985 Divorced East North Central Strong Dem 0 0 1986 Married South Atlantic Independent 3 3 1987 Widowed East North Central Indepndent Lean Dem 0 0 1988 Married New England Strong Dem 0 0 1989 Never Married South Atlantic Indepndent Lean Dem 3 1 1990 Married South Atlantic Strong Rep 0 0 1991 Divorced West North Central Strong Dem 2 1 1992 Married West South Central Independent Lean Rep 0 0 1993 Married West South Central Rep 0 0 1994 Never Married West North Central Strong Rep 0 0 1995 Widowed Middle Atlantic Strong Dem 3 2 1996 Married Middle Atlantic Rep 0 0 1997 Widowed Middle Atlantic Strong Dem 3 2 1998 Married East North Central Independent Lean Rep 0 0 1999 Widowed East North Central Strong Rep 2 2 2000 Married East North Central Rep 2 2 2001 Married West North Central Indepndent Lean Dem 0 0 2002 Widowed Middle Atlantic Strong Dem 3 1 2003 Married Foreign Rep 2 2 2004 Married South Atlantic Independent Lean Rep 0 0 2005 Married South Atlantic Strong Dem 0 0 2006 Never Married Foreign Independent 0 0 2007 Married East South Central Independent Lean Rep 3 1 2008 Married South Atlantic Strong Dem 3 1 2009 Widowed Mountain Independent 3 2 2010 Never Married Pacific Dem 2 1 2011 Married Middle Atlantic Strong Rep 0 0 2012 Widowed Middle Atlantic Indepndent Lean Dem 0 0 2013 Married West North Central Rep 2 3 2014 Never Married West North Central Rep 2 1 2015 Married East North Central Rep 0 0 2016 Never Married South Atlantic Dem 0 0 2017 Widowed East South Central Strong Rep 0 0 2018 Separated South Atlantic Rep 2 1 2019 Never Married West South Central Indepndent Lean Dem 0 0 2020 Widowed South Atlantic Indepndent Lean Dem 3 2 2021 Divorced South Atlantic Independent 3 1 2022 Married West South Central Rep 0 0 2023 Married Pacific Independent 0 0 natheal natcity natcrime natdrug nateduc natrace natarms nataid natfare 1 1 1 1 1 1 1 1 3 2 2 2 2 1 2 1 2 1 3 2 3 1 1 1 1 1 1 2 3 1 4 1 1 1 2 1 1 1 1 2 5 1 2 1 1 2 1 3 2 1 6 1 1 8 1 1 1 3 8 2 7 3 2 1 1 2 2 2 1 3 8 2 2 2 2 2 2 3 2 3 9 1 8 1 3 1 1 8 3 3 10 1 1 1 8 1 8 8 1 8 11 1 1 1 1 1 1 3 3 1 12 1 1 1 1 1 1 3 1 2 13 1 1 1 1 1 1 1 3 1 14 3 2 2 1 1 1 3 3 1 15 1 1 1 1 1 1 1 3 2 16 1 8 1 8 1 8 2 1 1 17 1 8 8 8 1 8 3 2 8 18 2 2 2 3 1 3 1 3 3 19 1 1 1 1 1 1 3 3 3 20 2 2 1 1 1 2 3 3 1 21 2 2 1 1 1 3 1 3 3 22 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 0 0 27 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 30 0 0 0 0 0 0 0 0 0 31 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 33 8 3 1 1 2 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2 2 4 NA 1401 2 1 1 2 1 2 2 NA 1402 3 3 2 2 1 2 4 NA 1403 2 2 1 2 1 1 1 NA 1404 1 1 1 1 1 1 NA NA 1405 1 1 1 1 2 1 2 NA 1406 1 1 1 2 1 1 NA NA 1407 3 1 1 3 1 1 NA NA 1408 2 8 1 2 2 1 2 NA 1409 1 3 1 2 1 2 NA NA 1410 1 1 1 3 2 1 2 NA 1411 2 8 3 3 2 2 NA NA 1412 2 1 1 2 8 2 5 NA 1413 1 1 1 1 1 2 NA NA 1414 2 2 2 2 2 2 2 NA 1415 1 1 1 2 1 1 3 NA 1416 2 2 2 2 2 2 2 NA 1417 2 2 2 2 2 2 NA NA 1418 2 1 1 2 1 3 1 NA 1419 1 1 2 2 2 2 NA NA 1420 1 2 2 1 1 2 2 NA 1421 3 2 2 3 2 3 NA NA 1422 1 1 1 1 1 3 2 NA 1423 1 1 2 2 3 1 2 NA 1424 2 1 2 2 1 2 3 NA 1425 2 1 2 1 3 1 2 NA 1426 1 1 8 2 2 2 2 NA 1427 2 1 2 2 1 8 1 NA 1428 1 8 1 1 1 2 0 NA 1429 2 2 2 8 2 2 0 NA 1430 8 2 2 2 3 3 1 NA 1431 1 1 1 2 2 1 NA NA 1432 2 2 1 2 2 1 6 NA 1433 1 2 8 2 1 1 NA NA 1434 1 1 2 1 2 2 2 NA 1435 1 1 2 2 1 2 NA NA 1436 1 1 8 1 8 3 3 NA 1437 1 1 8 2 2 2 NA NA 1438 1 2 1 2 1 2 NA NA 1439 2 1 1 2 2 2 4 NA 1440 1 1 1 1 2 1 1 NA 1441 1 2 1 2 3 1 NA NA 1442 2 2 2 2 8 1 5 NA 1443 2 1 2 2 2 2 NA NA 1444 1 2 1 1 2 2 2 NA 1445 3 1 3 1 1 2 2 NA 1446 1 1 2 1 2 2 2 NA 1447 1 1 1 1 1 1 0 NA 1448 2 1 2 1 1 2 NA NA 1449 2 2 8 2 8 2 NA NA 1450 3 1 1 2 1 2 NA NA 1451 1 2 2 1 1 2 NA NA 1452 1 2 1 1 8 1 2 NA 1453 2 1 2 1 1 2 NA NA 1454 1 1 1 2 1 2 0 NA 1455 2 3 1 2 1 1 2 NA 1456 2 8 2 2 2 8 6 NA 1457 2 1 1 1 1 2 8 NA 1458 2 2 2 2 2 2 2 NA 1459 1 1 2 1 1 3 NA NA 1460 1 2 1 2 1 1 0 NA 1461 1 2 2 2 2 2 1 NA 1462 1 1 2 1 2 1 NA NA 1463 2 2 3 2 2 3 NA NA 1464 2 1 2 1 8 1 NA NA 1465 2 1 2 2 2 1 8 NA 1466 1 1 2 1 1 8 1 NA 1467 2 1 1 2 1 1 2 NA 1468 1 1 2 3 2 1 1 NA 1469 2 1 1 3 8 8 2 NA 1470 1 1 2 1 1 2 NA NA 1471 8 1 8 1 1 3 NA NA 1472 3 1 2 2 1 8 NA NA 1473 1 1 2 2 1 1 NA NA 1474 1 2 1 1 8 2 2 NA 1475 2 3 1 2 1 2 NA NA 1476 1 1 1 2 2 1 4 NA 1477 1 1 1 2 1 1 5 NA 1478 1 3 1 1 1 8 0 NA 1479 1 2 1 2 1 1 NA NA 1480 1 2 2 2 1 2 1 NA 1481 1 1 3 1 2 3 1 NA 1482 1 2 1 2 1 2 3 NA 1483 2 3 2 2 2 3 NA NA 1484 2 2 2 2 2 2 2 NA 1485 2 3 2 2 2 2 3 NA 1486 1 1 1 1 1 2 2 NA 1487 1 1 2 1 1 1 4 NA 1488 3 2 1 2 2 1 4 NA 1489 1 1 2 1 1 1 4 NA 1490 1 2 1 2 2 2 0 NA 1491 2 1 8 2 1 8 4 NA 1492 1 1 2 2 1 2 NA NA 1493 1 2 1 2 1 1 2 NA 1494 2 2 1 1 2 2 8 NA 1495 1 2 1 2 2 3 0 NA 1496 1 1 1 2 3 2 NA NA 1497 1 1 1 2 1 1 3 NA 1498 2 1 2 2 2 1 2 NA 1499 1 1 1 1 1 1 1 NA 1500 1 3 1 2 2 1 2 NA 1501 1 1 1 3 3 2 4 NA 1502 1 1 3 1 8 1 0 NA 1503 1 1 1 8 8 8 2 NA 1504 2 8 8 3 8 3 NA NA 1505 1 2 2 2 1 2 NA NA 1506 2 1 1 2 1 2 NA NA 1507 1 1 1 1 1 1 4 NA 1508 1 2 2 2 1 2 1 NA 1509 1 1 1 2 8 2 NA NA 1510 2 2 2 2 8 2 1 NA 1511 8 2 1 2 3 8 2 NA 1512 2 1 2 2 2 1 5 NA 1513 2 2 1 2 2 1 4 NA 1514 2 2 1 2 1 2 3 NA 1515 3 2 1 2 2 2 2 NA 1516 2 1 1 2 1 3 6 NA 1517 2 2 2 1 2 1 0 NA 1518 1 2 1 2 2 1 NA NA 1519 2 3 1 2 2 2 2 NA 1520 3 2 2 3 2 1 NA NA 1521 2 2 1 1 2 2 NA NA 1522 2 2 1 2 1 2 2 NA 1523 1 1 2 2 1 1 NA NA 1524 1 2 2 1 1 1 NA NA 1525 2 3 2 2 1 2 3 NA 1526 2 1 2 2 1 2 2 NA 1527 1 1 1 1 1 1 2 NA 1528 2 2 1 2 2 2 3 NA 1529 2 2 1 2 2 2 NA NA 1530 8 3 8 2 8 3 2 NA 1531 1 1 2 1 8 8 NA NA 1532 2 1 1 2 2 1 NA NA 1533 2 2 2 2 2 2 0 NA 1534 3 1 2 2 1 3 5 NA 1535 2 1 2 2 1 2 1 NA 1536 1 1 1 2 1 1 NA NA 1537 3 2 3 2 2 3 NA NA 1538 8 1 1 2 2 1 2 NA 1539 2 1 2 2 1 2 2 NA 1540 1 1 1 2 2 2 NA NA 1541 1 1 1 2 2 1 4 NA 1542 1 1 1 2 1 1 NA NA 1543 1 1 1 1 1 1 5 NA 1544 1 2 1 1 1 2 1 NA 1545 1 1 2 2 1 1 NA NA 1546 2 1 1 1 1 1 4 NA 1547 8 8 8 8 1 8 2 NA 1548 8 2 1 1 2 8 1 NA 1549 2 1 1 1 2 1 1 NA 1550 2 2 1 1 2 1 3 NA 1551 2 8 2 2 8 2 3 NA 1552 1 3 2 2 8 3 1 NA 1553 2 1 1 2 1 2 3 NA 1554 2 1 2 2 1 1 NA NA 1555 3 1 1 2 2 1 NA NA 1556 1 2 2 1 1 1 3 NA 1557 1 2 1 1 1 1 4 NA 1558 2 2 8 3 2 8 NA NA 1559 2 1 1 2 8 1 1 NA 1560 2 1 2 2 1 1 0 NA 1561 2 2 2 2 2 1 NA NA 1562 1 2 8 2 2 1 2 NA 1563 2 2 1 2 1 2 NA NA 1564 1 1 2 1 1 2 2 NA 1565 1 1 2 3 3 1 8 NA 1566 1 2 2 3 3 3 1 NA 1567 1 1 1 1 1 3 NA NA 1568 1 1 1 2 1 8 1 NA 1569 1 1 2 1 1 2 1 NA 1570 1 8 2 1 1 1 1 NA 1571 1 1 2 1 1 3 1 NA 1572 3 2 8 1 1 1 10 NA 1573 2 2 2 2 2 2 NA NA 1574 2 1 2 2 2 8 2 NA 1575 1 3 3 2 1 1 NA NA 1576 2 1 1 1 1 1 1 NA 1577 3 1 1 2 2 1 2 NA 1578 1 2 1 2 2 1 8 NA 1579 1 2 1 2 1 2 3 NA 1580 1 1 2 2 2 1 4 NA 1581 1 1 2 2 1 3 5 NA 1582 1 1 1 2 1 1 4 NA 1583 1 1 1 2 1 1 6 NA 1584 1 1 1 1 1 2 4 NA 1585 1 1 3 1 2 3 NA NA 1586 1 1 8 1 1 1 2 NA 1587 2 2 1 1 2 1 NA NA 1588 2 1 1 2 1 1 2 NA 1589 1 1 8 1 1 1 0 NA 1590 1 1 1 1 1 1 NA NA 1591 2 2 1 2 1 2 3 NA 1592 1 1 2 2 1 2 NA NA 1593 2 8 2 8 8 2 24 NA 1594 1 1 2 2 1 8 NA NA 1595 8 2 2 1 1 2 NA NA 1596 2 2 8 1 8 2 NA NA 1597 1 2 2 2 2 2 3 NA 1598 1 1 2 2 1 1 2 NA 1599 8 1 8 3 8 3 2 NA 1600 1 1 3 3 1 1 NA NA 1601 2 1 2 3 2 1 NA NA 1602 1 1 1 1 1 1 2 NA 1603 1 1 8 1 1 2 2 NA 1604 2 1 2 2 1 2 3 NA 1605 2 1 1 1 2 1 4 NA 1606 2 1 2 2 1 2 1 NA 1607 1 1 8 1 1 8 NA NA 1608 2 1 8 2 2 8 9 NA 1609 2 1 1 2 2 2 6 NA 1610 1 1 1 2 1 1 6 NA 1611 1 1 2 3 2 3 6 NA 1612 1 1 2 3 2 2 NA NA 1613 1 1 2 2 1 1 8 NA 1614 1 1 2 2 3 1 NA NA 1615 3 1 1 3 1 3 3 NA 1616 1 1 1 2 1 2 3 NA 1617 8 8 2 2 2 1 NA NA 1618 1 1 1 1 1 2 NA NA 1619 2 1 1 3 1 2 3 NA 1620 2 1 2 3 2 2 8 NA 1621 2 1 2 2 1 3 2 NA 1622 8 8 8 2 2 8 NA NA 1623 1 1 2 2 2 2 4 NA 1624 1 1 8 1 1 8 1 NA 1625 2 1 1 2 1 2 3 NA 1626 2 2 8 2 1 8 NA NA 1627 1 1 2 2 2 1 1 NA 1628 1 1 1 2 2 1 3 NA 1629 2 1 1 2 1 2 NA NA 1630 1 1 8 2 8 1 1 NA 1631 1 1 8 2 1 3 1 NA 1632 2 1 3 3 1 3 3 NA 1633 2 2 1 2 2 2 2 NA 1634 1 1 8 2 1 1 2 NA 1635 1 2 3 2 3 1 NA NA 1636 2 2 1 3 3 2 NA NA 1637 2 8 1 1 1 2 NA NA 1638 1 1 2 2 2 2 5 NA 1639 2 2 2 2 1 2 5 NA 1640 2 1 2 2 1 2 10 NA 1641 2 1 2 1 8 1 4 NA 1642 2 1 1 2 1 2 NA NA 1643 1 2 1 1 8 2 1 NA 1644 2 1 2 2 1 3 2 NA 1645 3 1 8 2 2 2 4 NA 1646 1 2 2 2 1 8 3 NA 1647 1 1 1 1 1 2 NA NA 1648 1 2 1 2 2 1 2 NA 1649 1 1 2 2 2 1 6 NA 1650 2 1 1 2 2 2 8 NA 1651 2 2 2 2 1 3 NA NA 1652 3 2 3 2 2 1 NA NA 1653 2 1 2 2 2 2 3 NA 1654 1 1 3 3 1 3 1 NA 1655 2 1 2 2 2 1 NA NA 1656 1 1 2 2 1 1 NA NA 1657 1 2 3 3 1 2 NA NA 1658 1 8 1 2 2 8 NA NA 1659 2 1 2 2 1 2 6 NA 1660 2 3 2 2 1 8 2 NA 1661 1 1 1 2 2 2 0 NA 1662 3 1 1 1 1 1 3 NA 1663 3 1 1 1 3 2 NA NA 1664 1 1 8 2 1 1 NA NA 1665 1 1 1 1 3 2 NA NA 1666 1 1 2 2 2 2 NA NA 1667 2 2 2 2 2 2 NA NA 1668 2 1 1 1 2 2 NA NA 1669 2 1 1 2 1 1 4 NA 1670 2 1 1 1 1 1 15 NA 1671 2 2 2 2 2 2 NA NA 1672 8 1 2 1 1 8 4 NA 1673 2 1 1 2 1 2 1 NA 1674 1 1 2 2 1 1 3 NA 1675 3 1 1 2 2 1 NA NA 1676 2 1 1 2 1 8 5 NA 1677 1 2 1 1 8 1 NA NA 1678 2 2 2 2 2 2 0 NA 1679 1 1 2 2 1 1 4 NA 1680 3 1 2 1 8 1 3 NA 1681 2 1 3 1 1 2 6 NA 1682 2 1 2 2 1 2 2 NA 1683 1 2 2 1 1 8 4 NA 1684 1 1 1 2 1 2 NA NA 1685 1 1 2 2 1 2 5 NA 1686 1 1 2 2 1 2 0 NA 1687 2 1 2 1 2 1 NA NA 1688 2 2 2 2 2 2 5 NA 1689 1 1 2 2 1 1 NA NA 1690 1 1 2 2 1 2 3 NA 1691 1 1 2 2 2 2 NA NA 1692 1 1 1 1 1 1 1 NA 1693 2 1 2 3 1 2 4 NA 1694 1 1 1 1 2 2 6 NA 1695 2 1 2 2 1 2 5 NA 1696 1 2 8 2 1 1 NA NA 1697 1 1 1 2 1 2 NA NA 1698 2 1 8 2 8 2 NA NA 1699 2 1 1 1 1 8 NA NA 1700 2 1 1 2 1 3 NA NA 1701 3 1 2 2 1 1 6 NA 1702 1 1 8 2 1 2 NA NA 1703 2 1 3 2 2 2 3 NA 1704 1 1 1 8 1 2 1 NA 1705 1 2 1 1 1 2 2 NA 1706 1 1 2 2 2 3 3 NA 1707 2 1 2 2 1 2 0 NA 1708 1 1 2 2 1 1 4 NA 1709 2 1 8 2 1 2 3 NA 1710 1 1 1 2 1 1 24 NA 1711 2 1 2 2 1 8 2 NA 1712 3 2 8 2 1 2 4 NA 1713 1 8 8 2 2 2 5 NA 1714 1 2 1 2 1 2 4 NA 1715 2 2 2 2 2 2 2 NA 1716 1 2 1 2 1 2 NA NA 1717 1 1 8 1 1 3 NA NA 1718 2 1 1 2 8 3 1 NA 1719 2 1 2 2 2 2 1 NA 1720 2 1 1 2 1 3 1 NA 1721 2 2 8 1 2 2 3 NA 1722 2 2 2 2 1 1 NA NA 1723 2 1 1 2 1 2 NA NA 1724 1 1 1 2 1 2 3 NA 1725 1 8 8 3 1 3 NA NA 1726 1 1 1 1 1 3 NA NA 1727 1 3 2 2 2 2 3 NA 1728 2 2 2 2 1 1 NA NA 1729 2 2 3 2 2 1 1 NA 1730 2 2 1 1 1 1 1 NA 1731 1 1 1 1 1 2 NA NA 1732 1 1 2 1 2 1 NA NA 1733 3 1 1 2 2 1 NA NA 1734 1 2 1 2 1 1 3 NA 1735 1 2 1 1 2 1 1 NA 1736 2 1 2 1 1 1 3 NA 1737 2 1 2 2 2 2 4 NA 1738 1 2 2 2 2 1 0 NA 1739 1 1 2 2 2 2 1 NA 1740 2 1 2 2 2 2 1 NA 1741 1 2 1 3 1 3 1 NA 1742 2 2 2 2 2 1 1 NA 1743 2 2 1 2 2 1 4 NA 1744 1 2 1 1 2 1 3 NA 1745 1 8 8 2 1 2 1 NA 1746 1 1 2 2 2 2 2 NA 1747 1 1 2 2 1 1 NA NA 1748 2 1 3 2 3 2 NA NA 1749 1 1 1 2 2 2 NA NA 1750 3 2 3 3 3 1 6 NA 1751 1 1 8 2 1 1 3 NA 1752 2 8 8 8 2 8 1 NA 1753 1 1 1 2 1 1 3 NA 1754 1 2 1 1 2 3 3 NA 1755 3 1 3 2 3 1 3 NA 1756 2 3 1 1 1 2 1 NA 1757 1 1 3 3 2 1 1 NA 1758 2 1 2 1 1 2 3 NA 1759 8 1 8 8 3 8 1 NA 1760 1 2 1 1 2 2 NA NA 1761 1 1 1 1 1 2 NA NA 1762 2 2 2 2 2 2 NA NA 1763 2 2 1 1 1 8 NA NA 1764 1 1 1 2 1 2 3 NA 1765 1 1 2 2 1 2 5 NA 1766 2 1 2 2 2 2 4 NA 1767 1 8 1 1 1 1 8 NA 1768 1 1 1 1 1 3 8 NA 1769 1 1 1 1 1 2 5 NA 1770 2 1 1 2 2 2 0 NA 1771 2 2 2 2 2 2 8 NA 1772 1 1 1 2 8 3 10 NA 1773 1 1 2 2 1 1 5 NA 1774 2 1 1 2 2 2 NA NA 1775 2 1 1 2 2 2 6 NA 1776 3 1 1 2 1 1 1 NA 1777 2 1 2 1 2 2 NA NA 1778 1 1 1 2 2 2 8 NA 1779 2 1 8 8 1 8 6 NA 1780 1 1 2 1 2 2 NA NA 1781 1 2 2 2 2 2 5 NA 1782 2 1 8 2 3 8 NA NA 1783 1 1 8 1 2 2 10 NA 1784 2 2 2 1 2 1 1 NA 1785 2 2 3 1 2 2 NA NA 1786 1 2 1 2 2 2 3 NA 1787 3 1 8 8 1 2 NA NA 1788 1 1 2 2 2 1 NA NA 1789 1 1 1 1 1 2 5 NA 1790 1 1 1 1 2 1 NA NA 1791 1 1 8 1 1 1 4 NA 1792 2 1 2 1 2 1 2 NA 1793 1 1 1 1 1 3 5 NA 1794 2 2 1 1 1 2 NA NA 1795 1 2 1 1 2 3 1 NA 1796 1 1 1 1 1 1 3 NA 1797 1 1 2 2 1 2 6 NA 1798 1 1 1 1 1 1 0 NA 1799 1 2 2 1 2 2 2 NA 1800 2 1 1 1 1 3 2 NA 1801 3 1 1 1 1 2 4 NA 1802 1 2 1 2 1 1 4 NA 1803 2 1 1 2 2 1 2 NA 1804 3 1 1 2 2 2 6 NA 1805 1 2 8 1 1 1 2 NA 1806 1 1 8 1 1 3 3 NA 1807 2 1 2 2 2 2 1 NA 1808 2 8 8 2 2 2 NA NA 1809 2 2 2 2 1 2 1 NA 1810 1 1 1 1 2 3 NA NA 1811 8 8 8 8 8 1 1 NA 1812 1 2 8 2 2 2 4 NA 1813 3 1 3 2 2 3 NA NA 1814 3 1 1 1 2 2 0 NA 1815 2 1 2 2 2 2 NA NA 1816 1 1 1 2 1 3 7 NA 1817 2 8 2 2 3 3 NA NA 1818 1 3 2 1 1 2 2 NA 1819 2 2 2 1 1 3 2 NA 1820 2 1 2 2 2 3 2 NA 1821 1 2 2 2 2 2 NA NA 1822 3 1 3 2 2 1 3 NA 1823 2 1 2 2 2 2 3 NA 1824 1 1 2 1 1 1 3 NA 1825 3 1 1 2 1 1 5 NA 1826 2 1 2 1 1 2 2 NA 1827 1 1 2 2 1 2 NA NA 1828 1 2 2 2 2 1 NA NA 1829 2 1 2 3 8 3 NA NA 1830 2 3 1 1 1 3 3 NA 1831 1 1 1 3 1 2 NA NA 1832 3 1 3 2 3 1 6 NA 1833 1 1 2 2 2 3 3 NA 1834 2 1 2 2 1 2 2 NA 1835 8 1 3 2 1 2 2 NA 1836 2 1 2 2 1 2 2 NA 1837 2 1 2 2 1 1 5 NA 1838 2 2 2 2 1 1 12 NA 1839 2 3 2 3 3 2 2 NA 1840 2 1 2 2 1 2 1 NA 1841 1 1 1 1 2 2 NA NA 1842 1 1 1 2 1 1 NA NA 1843 2 1 1 2 2 1 0 NA 1844 1 1 2 2 1 2 2 NA 1845 3 1 8 2 2 2 NA NA 1846 1 2 2 2 1 1 4 NA 1847 1 1 1 1 1 1 NA NA 1848 1 2 1 2 2 1 NA NA 1849 1 1 8 2 1 1 1 NA 1850 1 2 2 1 2 1 6 NA 1851 2 2 2 2 2 1 NA NA 1852 1 8 1 1 3 1 NA NA 1853 1 2 8 2 2 3 6 NA 1854 1 1 2 1 1 1 2 NA 1855 1 1 2 2 1 1 3 NA 1856 1 1 1 2 1 2 NA NA 1857 1 1 2 2 2 3 4 NA 1858 1 1 2 2 1 8 NA NA 1859 1 1 2 2 1 2 4 NA 1860 1 1 2 2 2 2 NA NA 1861 1 1 1 1 1 2 1 NA 1862 1 2 2 2 1 2 4 NA 1863 1 1 1 3 1 3 NA NA 1864 3 1 2 2 1 3 2 NA 1865 2 1 2 3 2 2 2 NA 1866 1 1 1 1 8 1 2 NA 1867 2 1 2 2 2 2 NA NA 1868 1 1 1 1 2 2 2 NA 1869 2 1 8 2 2 2 2 NA 1870 2 2 8 2 3 2 3 NA 1871 3 1 2 2 2 2 2 NA 1872 8 1 1 1 8 8 NA NA 1873 2 1 2 1 1 2 NA NA 1874 2 2 1 2 1 2 4 NA 1875 2 1 8 2 1 2 1 NA 1876 2 1 2 2 2 2 2 NA 1877 3 2 3 2 2 1 1 NA 1878 2 2 2 2 2 2 4 NA 1879 1 3 3 2 2 2 2 NA 1880 1 2 1 2 1 2 3 NA 1881 2 1 2 3 3 1 2 NA 1882 1 2 1 2 2 2 NA NA 1883 2 1 1 2 1 2 NA NA 1884 1 1 1 1 1 1 3 NA 1885 2 1 1 1 1 1 NA NA 1886 1 1 2 2 2 2 4 NA 1887 1 1 1 3 2 2 NA NA 1888 1 2 1 2 1 1 4 NA 1889 2 1 1 2 1 1 3 NA 1890 1 1 1 2 3 2 NA NA 1891 2 3 2 2 2 3 NA NA 1892 1 2 2 1 1 1 3 NA 1893 2 3 3 3 3 1 3 NA 1894 2 1 1 1 2 1 2 NA 1895 3 1 1 1 2 8 8 NA 1896 2 1 2 1 1 2 NA NA 1897 2 1 1 2 2 1 NA NA 1898 3 2 8 2 2 2 2 NA 1899 2 2 2 2 1 8 4 NA 1900 1 1 8 1 2 2 NA NA 1901 1 1 2 2 2 1 1 NA 1902 1 1 2 2 8 2 2 NA 1903 2 1 1 2 3 1 4 NA 1904 2 2 2 1 1 2 2 NA 1905 3 3 2 2 2 2 1 NA 1906 2 1 2 2 3 2 NA NA 1907 3 1 1 1 1 2 10 NA 1908 2 2 2 2 1 3 7 NA 1909 1 2 1 1 2 1 NA NA 1910 8 1 8 2 2 2 NA NA 1911 1 2 1 2 8 2 2 NA 1912 1 1 2 1 8 1 2 NA 1913 3 1 3 1 2 1 2 NA 1914 2 1 2 2 2 1 NA NA 1915 1 2 1 1 1 2 NA NA 1916 1 1 1 1 1 1 NA NA 1917 1 1 2 2 1 1 NA NA 1918 1 1 1 2 2 1 4 NA 1919 1 1 1 2 2 1 4 NA 1920 2 1 2 1 1 2 5 NA 1921 3 1 2 1 1 1 NA NA 1922 1 2 1 2 2 2 NA NA 1923 2 1 1 2 2 2 2 NA 1924 2 1 8 2 1 1 NA NA 1925 3 1 1 2 1 2 0 NA 1926 1 2 8 1 1 8 3 NA 1927 2 1 2 2 2 1 8 NA 1928 2 1 2 2 2 8 2 NA 1929 2 1 1 2 1 1 4 NA 1930 2 1 1 2 1 2 NA NA 1931 1 1 1 2 2 1 NA NA 1932 2 8 2 1 3 1 2 NA 1933 1 2 1 1 2 1 1 NA 1934 1 1 1 1 2 8 2 NA 1935 1 3 1 2 2 1 1 NA 1936 2 1 1 2 1 1 3 NA 1937 2 1 1 2 2 1 2 NA 1938 2 2 2 2 2 2 2 NA 1939 2 2 1 1 1 8 3 NA 1940 3 1 1 2 8 2 1 NA 1941 1 1 1 2 2 1 2 NA 1942 1 1 2 1 1 2 NA NA 1943 2 2 1 2 2 1 3 NA 1944 2 1 1 2 1 2 NA NA 1945 1 1 2 2 1 2 NA NA 1946 1 1 1 2 2 2 NA NA 1947 3 1 1 1 1 3 NA NA 1948 2 2 1 2 2 2 2 NA 1949 2 2 3 2 2 8 NA NA 1950 2 1 2 3 8 2 3 NA 1951 3 2 1 2 3 1 2 NA 1952 2 2 2 2 2 2 1 NA 1953 3 1 3 2 1 2 3 NA 1954 1 1 1 2 1 1 1 NA 1955 2 1 3 2 1 2 2 NA 1956 2 1 2 2 2 2 NA NA 1957 8 8 3 2 8 3 0 NA 1958 2 1 2 2 2 2 NA NA 1959 2 2 3 3 3 3 0 NA 1960 1 2 3 2 2 2 2 NA 1961 1 1 1 1 1 2 6 NA 1962 1 1 2 2 2 2 NA NA 1963 2 2 2 1 8 8 NA NA 1964 1 2 2 2 2 1 NA NA 1965 3 2 1 2 2 3 4 NA 1966 2 9 2 1 1 1 NA NA 1967 2 1 1 2 1 3 2 NA 1968 3 8 3 8 8 8 3 NA 1969 1 1 1 2 8 1 NA NA 1970 1 1 2 2 2 2 2 NA 1971 1 2 1 2 1 3 1 NA 1972 2 1 2 2 1 3 1 NA 1973 1 1 2 2 1 1 1 NA 1974 1 1 1 1 2 2 NA NA 1975 1 1 1 1 1 1 NA NA 1976 1 1 1 1 2 8 NA NA 1977 3 1 2 2 1 2 5 NA 1978 1 1 3 1 2 3 4 NA 1979 1 1 2 2 1 1 4 NA 1980 1 1 1 2 2 1 NA NA 1981 1 1 1 1 1 1 10 NA 1982 1 1 1 2 2 1 2 NA 1983 2 2 3 1 8 2 NA NA 1984 2 1 1 2 2 1 1 NA 1985 2 2 1 2 2 1 NA NA 1986 2 1 2 2 2 3 NA NA 1987 2 2 1 3 3 2 2 NA 1988 1 1 1 1 1 1 NA NA 1989 3 1 1 3 1 1 4 NA 1990 2 1 2 2 1 1 2 NA 1991 1 1 1 1 1 1 4 NA 1992 1 2 1 2 1 1 NA NA 1993 2 1 1 2 2 3 2 NA 1994 1 1 1 1 3 2 NA NA 1995 2 2 1 2 3 3 NA NA 1996 2 2 1 2 2 2 1 NA 1997 1 2 2 2 2 2 4 NA 1998 1 1 1 2 2 1 NA NA 1999 1 2 2 2 1 2 7 NA 2000 2 1 1 3 1 2 3 NA 2001 1 2 1 8 8 8 NA NA 2002 1 1 2 1 1 3 2 NA 2003 2 2 2 2 2 1 0 NA 2004 3 1 8 1 3 3 4 NA 2005 1 1 3 3 3 3 4 NA 2006 2 1 2 2 1 1 NA NA 2007 2 1 1 2 2 2 3 NA 2008 1 1 1 1 1 3 NA NA 2009 1 2 2 2 2 2 6 NA 2010 2 2 2 2 1 2 2 NA 2011 2 2 2 2 2 2 NA NA 2012 2 1 2 2 1 2 2 NA 2013 2 2 2 2 3 2 2 NA 2014 1 1 2 1 1 2 3 NA 2015 2 1 2 1 2 2 4 NA 2016 1 3 8 2 3 2 2 NA 2017 2 1 1 2 8 8 NA NA 2018 1 1 2 2 1 1 1 NA 2019 2 2 1 2 2 1 6 NA 2020 2 1 2 2 2 2 NA NA 2021 1 1 2 2 1 2 3 NA 2022 1 1 1 2 2 2 1 NA 2023 2 2 1 2 2 1 NA NA ``` --- # Step 2: Prep the data ```r library(tidyverse) library(janitor) d_clean <- d %>% clean_names() %>% remove_empty("cols") %>% remove_empty("rows") %>% mutate(marital = factor(marital)) %>% mutate(degree = factor(degree)) %>% mutate(partyid = factor(partyid)) d_clean ``` ``` v1 year age educ degree sex race hompop incom16 income06 1 1 2008 49 12 HS Male Other 2 Avg 7500 2 2 2008 48 20 Graduate Male Other 1 Avg 120000 3 3 2008 47 13 HS Male Black 2 Avg 45000 4 4 2008 32 10 HS Male Black 3 Far Above Avg 37500 5 5 2008 37 12 HS Female Black 3 Below Avg 32500 6 6 2008 72 16 Bachelors Male Black 2 Below Avg NA 7 7 2008 21 12 HS Female Black 5 Avg NA 8 8 2008 36 12 HS Female Black 5 Far Above Avg NA 9 9 2008 48 14 HS Female Black 1 Far Below Avg NA 10 10 2008 56 9 <HS Female Black 1 Below Avg NA 11 11 2008 62 17 Graduate Male Black 2 Below Avg 160000 12 12 2008 40 19 Graduate Male Black 1 Far Below Avg 120000 13 13 2008 62 18 Bachelors Female White 2 Below Avg 21250 14 14 2008 71 16 HS Male Black 2 Avg 37500 15 15 2008 58 16 Bachelors Female Black 1 Avg NA 16 16 2008 34 18 Graduate Female Other 6 <NA> NA 17 17 2008 26 15 HS Male White 2 Avg 82500 18 18 2008 33 13 HS Female White 6 Avg 67500 19 19 2008 36 16 Bachelors Male White 1 Avg 160000 20 20 2008 37 14 Associates Male Other 4 Above Avg 55000 21 21 2008 52 12 HS Male White 2 Above Avg 160000 22 22 2008 61 12 <HS Female White 3 Avg 45000 23 23 2008 63 12 HS Female White 2 Avg 67500 24 24 2008 74 13 HS Female White 4 Below Avg NA 25 25 2008 70 13 HS Female White 1 Below Avg NA 26 26 2008 38 12 HS Female White 4 Avg NA 27 27 2008 32 14 HS Male Black 2 Below Avg 37500 28 28 2008 42 18 Graduate Male Other 2 Avg 160000 29 29 2008 41 14 Associates Male Black 1 Far Below Avg 55000 30 30 2008 45 18 Graduate Male White 1 Above Avg 82500 31 31 2008 78 18 Graduate Female White 1 Below Avg 82500 32 32 2008 54 12 HS Female Other 3 Below Avg NA 33 33 2008 49 10 <HS Male Other 3 Below Avg NA 34 34 2008 66 12 HS Female White 1 <NA> 21250 35 35 2008 43 16 Bachelors Male White 1 Avg NA 36 36 2008 37 16 Bachelors Female White 1 Above Avg 82500 37 37 2008 30 16 Bachelors Female Other 3 Avg NA 38 38 2008 53 14 Associates Female White 4 Above Avg NA 39 39 2008 78 16 Bachelors Female White 2 Above Avg NA 40 40 2008 38 16 Bachelors Female Other 2 Below Avg 82500 41 41 2008 64 14 HS Female Other 2 Avg NA 42 42 2008 60 10 HS Female White 2 Avg NA 43 43 2008 55 13 HS Female White 2 Above Avg NA 44 44 2008 28 16 Bachelors Female White 2 Avg NA 45 45 2008 46 15 HS Female Black 6 Far Below Avg NA 46 46 2008 38 18 Graduate Male Other 4 Below Avg 120000 47 47 2008 55 20 Graduate Female White 1 Avg 100000 48 48 2008 39 16 Bachelors Female White 4 Avg 160000 49 49 2008 39 14 HS Female White 3 Far Below Avg 27500 50 50 2008 44 18 Graduate Male White 1 Avg 82500 51 51 2008 60 16 Bachelors Female White 2 Above Avg 67500 52 52 2008 34 14 Associates Female White 4 Avg 160000 53 53 2008 53 16 Bachelors Female White 2 Far Above Avg 160000 54 54 2008 22 15 HS Male White 1 Far Above Avg 11250 55 55 2008 42 16 Graduate Female White 3 Avg 67500 56 56 2008 25 17 HS Male Black 2 Avg 82500 57 57 2008 50 16 Bachelors Male Black 3 Avg 140000 58 58 2008 24 12 HS Male Black 2 Below Avg 32500 59 59 2008 67 16 Bachelors Female Black 1 Avg 27500 60 60 2008 27 14 HS Male Black 4 Avg 55000 61 61 2008 65 20 Graduate Male White 3 <NA> 100000 62 62 2008 43 20 Graduate Male White 2 Above Avg 160000 63 63 2008 26 12 HS Male Black 2 Below Avg 11250 64 64 2008 43 9 HS Male Other 1 Below Avg 23250 65 65 2008 62 19 Graduate Female White 1 <NA> NA 66 66 2008 43 14 Associates Male White 1 Avg NA 67 67 2008 50 12 HS Male Other 1 Below Avg 8500 68 68 2008 65 12 HS Female White 2 Avg NA 69 69 2008 38 16 Bachelors Male White 4 Below Avg 140000 70 70 2008 40 18 Graduate Female White 3 Above Avg 82500 71 71 2008 45 12 HS Female White 1 Far Below Avg 16250 72 72 2008 58 12 HS Male White 2 Avg 37500 73 73 2008 56 16 Bachelors Female White 2 Avg 160000 74 74 2008 61 12 HS Male White 1 Avg 45000 75 75 2008 28 12 HS Female White 4 Avg NA 76 76 2008 64 12 HS Female White 2 Below Avg 100000 77 77 2008 68 14 Associates Male White 1 Avg NA 78 78 2008 35 12 HS Female White 2 Below Avg 67500 79 79 2008 39 14 HS Female White 3 Above Avg 45000 80 80 2008 47 15 HS Female White 2 Avg NA 81 81 2008 46 19 Graduate Male White 1 Avg NA 82 82 2008 50 16 Bachelors Female White 1 Below Avg NA 83 83 2008 50 16 Bachelors Male Black 2 Avg 67500 84 84 2008 19 13 HS Female Black 6 Below Avg 67500 85 85 2008 60 11 <HS Male Other 5 Avg 11250 86 86 2008 51 14 Associates Female White 3 Above Avg 140000 87 87 2008 70 15 Associates Male White 1 Avg 160000 88 88 2008 40 13 HS Male White 2 Avg NA 89 89 2008 54 12 HS Male White 5 Far Below Avg 160000 90 90 2008 43 16 Bachelors Male White 4 Avg 160000 91 91 2008 33 15 Associates Male White 3 Avg 37500 92 92 2008 63 12 HS Female White 2 Below Avg NA 93 93 2008 60 13 HS Female White 3 Avg 100000 94 94 2008 57 15 HS Male White 2 Below Avg 160000 95 95 2008 29 16 Bachelors Male White 2 Avg 120000 96 96 2008 57 20 Graduate Female White 1 Below Avg 67500 97 97 2008 48 18 Graduate Female White 4 Above Avg 140000 98 98 2008 27 8 <HS Female Other 4 Below Avg 55000 99 99 2008 89 12 HS Male White 3 Avg NA 100 100 2008 44 15 HS Female White 6 Below Avg 160000 101 101 2008 63 12 HS Female White 1 Below Avg 67500 102 102 2008 99 12 HS Female White 1 Avg NA 103 103 2008 35 19 Graduate Female White 5 Above Avg 120000 104 104 2008 19 11 <HS Male White 2 Below Avg NA 105 105 2008 83 12 HS Male White 2 Avg 32500 106 106 2008 76 10 <HS Female White 1 <NA> 18250 107 107 2008 21 11 <HS Male Other 4 Far Above Avg 18250 108 108 2008 41 18 Associates Female White 3 Far Below Avg 140000 109 109 2008 66 12 HS Male White 4 Below Avg 160000 110 110 2008 60 12 HS Female White 1 Above Avg 120000 111 111 2008 25 18 Bachelors Male White 3 Above Avg 160000 112 112 2008 34 18 Graduate Female White 5 Avg 82500 113 113 2008 34 16 Bachelors Female White 4 Above Avg 160000 114 114 2008 71 17 Bachelors Male White 2 Below Avg NA 115 115 2008 56 13 HS Male White 5 Below Avg 160000 116 116 2008 48 16 Bachelors Female White 4 Avg 160000 117 117 2008 27 16 Bachelors Male White 3 Avg 160000 118 118 2008 81 13 HS Female White 1 Avg 21250 119 119 2008 73 18 Graduate Male White 3 Avg 160000 120 120 2008 62 20 Graduate Female White 2 Avg 160000 121 121 2008 48 16 Bachelors Female White 1 Above Avg 500 122 122 2008 52 18 Graduate Female White 2 Avg 120000 123 123 2008 34 16 Bachelors Female Other 1 Above Avg 82500 124 124 2008 27 18 Graduate Male White 2 Above Avg 100000 125 125 2008 58 12 HS Male Other 1 Avg 13250 126 126 2008 24 11 <HS Male Other 5 Below Avg 27500 127 127 2008 20 11 <HS Male White 4 Avg 27500 128 128 2008 68 12 HS Male Other 2 Far Below Avg 8500 129 129 2008 41 12 HS Male White 4 Far Below Avg 82500 130 130 2008 24 15 Associates Female White 4 Above Avg 120000 131 131 2008 39 16 Bachelors Female Other 3 <NA> NA 132 132 2008 47 12 HS Male White 3 Below Avg 23250 133 133 2008 40 12 HS Male White 2 Below Avg 100000 134 134 2008 47 18 Bachelors Female White 4 Avg 160000 135 135 2008 27 16 Bachelors Male White 2 Above Avg 82500 136 136 2008 61 18 Graduate Male White 2 Above Avg 160000 137 137 2008 47 14 HS Male White 2 Avg 100000 138 138 2008 23 16 Bachelors Female White 2 Above Avg 2000 139 139 2008 45 16 Graduate Female White 5 Avg 67500 140 140 2008 33 11 <HS Female Other 4 Avg 8500 141 141 2008 27 14 HS Female Other 1 Above Avg 45000 142 142 2008 18 15 Associates Male Black 5 Far Above Avg 67500 143 143 2008 61 12 HS Male White 2 Above Avg 8500 144 144 2008 79 14 Associates Male White 1 Avg 37500 145 145 2008 36 13 HS Female White 7 Avg 120000 146 146 2008 30 16 Bachelors Female Other 2 Avg 82500 147 147 2008 60 14 HS Male White 2 Avg 67500 148 148 2008 46 12 HS Female White 2 Below Avg 55000 149 149 2008 37 9 <HS Female Other 4 Avg 8500 150 150 2008 28 13 HS Male Other 4 Avg 45000 151 151 2008 22 12 <HS Female White 4 Far Below Avg 27500 152 152 2008 47 13 HS Female White 3 Below Avg 16250 153 153 2008 34 6 <HS Female White 9 Avg 27500 154 154 2008 20 15 HS Female White 3 Avg NA 155 155 2008 63 11 <HS Female Black 1 Avg 500 156 156 2008 47 12 HS Female Other 4 Avg 67500 157 157 2008 25 12 HS Male Other 3 Avg NA 158 158 2008 21 10 <HS Male Other 3 Below Avg 21250 159 159 2008 40 6 <HS Male White 4 Far Below Avg 13250 160 160 2008 20 14 HS Male White 4 Avg 55000 161 161 2008 49 9 <HS Female Other 4 Avg 45000 162 162 2008 50 3 <HS Male White 4 Avg 32500 163 163 2008 24 16 Bachelors Male White 4 Below Avg 100000 164 164 2008 69 14 Associates Male White 3 Avg 100000 165 165 2008 57 14 Associates Male Black 3 Avg 55000 166 166 2008 74 0 <HS Female Other 1 Below Avg 11250 167 167 2008 25 16 Bachelors Female White 1 Above Avg 82500 168 168 2008 27 15 Associates Female Other 3 Avg 67500 169 169 2008 31 12 HS Female White 4 Far Below Avg 13250 170 170 2008 69 9 <HS Female White 1 Avg 21250 171 171 2008 99 17 Associates Male White 1 Avg 500 172 172 2008 60 14 HS Male Black 1 Far Below Avg 11250 173 173 2008 20 12 HS Female Other 2 Below Avg 37500 174 174 2008 30 13 HS Male White 3 Far Below Avg 13250 175 175 2008 50 18 Graduate Male White 1 Below Avg 82500 176 176 2008 69 16 HS Female White 1 Avg 160000 177 177 2008 53 19 Graduate Male White 1 Far Below Avg 100000 178 178 2008 46 19 Graduate Female Black 1 Avg 23250 179 179 2008 26 13 HS Male White 3 Below Avg NA 180 180 2008 27 14 HS Female White 3 Avg NA 181 181 2008 40 13 HS Female White 4 Avg 82500 182 182 2008 56 13 HS Female White 3 Below Avg 45000 183 183 2008 37 13 HS Male White 4 Far Below Avg 67500 184 184 2008 69 0 <HS Female White 1 Below Avg 7500 185 185 2008 50 15 HS Male White 2 Above Avg 100000 186 186 2008 37 16 Bachelors Female White 2 Avg 21250 187 187 2008 53 18 Graduate Male White 2 Above Avg 120000 188 188 2008 51 16 Bachelors Male White 1 Below Avg 45000 189 189 2008 43 14 HS Male White 1 Above Avg 45000 190 190 2008 49 15 HS Female White 2 Above Avg 67500 191 191 2008 55 16 Bachelors Female Other 3 Avg 120000 192 192 2008 29 16 Bachelors Female White 3 Avg 160000 193 193 2008 31 16 Bachelors Male White 2 Avg 82500 194 194 2008 59 6 <HS Female Other 2 Below Avg 27500 195 195 2008 67 13 HS Female Black 3 Below Avg 16250 196 196 2008 41 16 Bachelors Female Black 5 Below Avg 32500 197 197 2008 87 14 HS Female Other 1 Below Avg 16250 198 198 2008 47 12 HS Female Black 4 Below Avg 18250 199 199 2008 71 11 <HS Female Black 3 Far Above Avg 21250 200 200 2008 62 12 HS Female Black 2 Below Avg 45000 201 201 2008 25 11 <HS Female Black 6 Far Below Avg 37500 202 202 2008 33 12 HS Female Other 4 Below Avg NA 203 203 2008 54 9 HS Male Other 4 Avg 2000 204 204 2008 54 16 Bachelors Female White 2 Avg NA 205 205 2008 45 9 <HS Female Black 2 Below Avg 13250 206 206 2008 23 8 <HS Male Other 2 Below Avg 18250 207 207 2008 20 13 HS Female Other 4 Avg 37500 208 208 2008 34 9 HS Female White 2 Below Avg NA 209 209 2008 69 12 HS Male Black 1 <NA> 37500 210 210 2008 57 11 <HS Male Black 2 Below Avg 32500 211 211 2008 29 20 Bachelors Female White 1 Avg 13250 212 212 2008 33 16 Bachelors Female White 1 Below Avg 82500 213 213 2008 83 17 Graduate Female White 1 Avg 23250 214 214 2008 37 19 Graduate Male White 3 Above Avg 160000 215 215 2008 20 13 HS Female White 6 Avg 23250 216 216 2008 59 14 Bachelors Male White 1 Below Avg 120000 217 217 2008 73 12 HS Female White 2 Avg 21250 218 218 2008 53 16 Bachelors Female White 3 Avg 120000 219 219 2008 36 16 Bachelors Female Black 2 Avg NA 220 220 2008 56 12 HS Male White 2 <NA> 100000 221 221 2008 43 12 HS Male White 1 Above Avg 55000 222 222 2008 55 19 Graduate Male White 2 Below Avg 100000 223 223 2008 60 14 HS Male White 1 Avg 32500 224 224 2008 66 12 HS Male White 2 Avg 45000 225 225 2008 36 11 <HS Male Black 5 Above Avg 21250 226 226 2008 89 4 <HS Female Other 1 Above Avg NA 227 227 2008 40 14 Associates Male White 3 Avg 160000 228 228 2008 69 16 Graduate Female White 2 Above Avg 120000 229 229 2008 70 12 HS Female White 2 Avg NA 230 230 2008 80 14 HS Male Other 2 Avg 45000 231 231 2008 45 15 HS Male White 4 Avg 160000 232 232 2008 27 14 HS Female White 2 Avg 160000 233 233 2008 57 8 <HS Male White 1 Below Avg 45000 234 234 2008 55 14 Associates Female Black 1 Avg 67500 235 235 2008 54 12 HS Male White 5 Far Below Avg 100000 236 236 2008 63 12 HS Male White 2 Avg 55000 237 237 2008 60 12 HS Female Black 1 Avg 67500 238 238 2008 87 8 <HS Male Black 1 Avg 32500 239 239 2008 54 12 HS Female Black 1 Avg 11250 240 240 2008 49 14 Associates Male Black 2 Avg 82500 241 241 2008 66 16 Bachelors Male White 2 Avg 32500 242 242 2008 29 12 HS Female White 2 Below Avg 100000 243 243 2008 57 12 HS Female White 2 Avg 82500 244 244 2008 37 15 HS Male White 2 Avg 120000 245 245 2008 35 12 HS Male White 2 Avg 67500 246 246 2008 45 10 <HS Male White 2 Avg 27500 247 247 2008 50 11 <HS Male White 2 Below Avg NA 248 248 2008 79 12 HS Male White 2 Far Below Avg 23250 249 249 2008 87 13 HS Female White 1 Avg NA 250 250 2008 47 13 HS Male Black 6 Below Avg 120000 251 251 2008 63 12 HS Male White 2 Far Above Avg NA 252 252 2008 48 16 Bachelors Male White 2 Below Avg 160000 253 253 2008 42 16 Bachelors Male Other 5 Far Below Avg 160000 254 254 2008 37 13 HS Male White 5 Above Avg NA 255 255 2008 39 16 Bachelors Female Other 4 <NA> 120000 256 256 2008 49 12 HS Male White 3 Below Avg 120000 257 257 2008 33 13 Associates Male Other 4 Far Above Avg 160000 258 258 2008 43 16 Bachelors Male White 2 Above Avg 160000 259 259 2008 99 14 Associates Male Other 2 Far Above Avg NA 260 260 2008 77 98 <HS Female White 2 <NA> 27500 261 261 2008 47 13 HS Female Other 2 Above Avg 120000 262 262 2008 47 12 HS Male White 5 Avg 82500 263 263 2008 26 6 <HS Male White 3 Far Below Avg 13250 264 264 2008 46 12 HS Male White 3 Below Avg 27500 265 265 2008 55 10 HS Female White 3 Below Avg 2000 266 266 2008 50 14 HS Female White 4 Avg 45000 267 267 2008 39 16 Bachelors Male Other 3 Above Avg 100000 268 268 2008 58 18 Graduate Male White 2 Above Avg 160000 269 269 2008 74 18 Bachelors Female White 1 Above Avg 120000 270 270 2008 41 17 Bachelors Male Other 4 Far Above Avg 160000 271 271 2008 19 13 HS Male Other 5 Above Avg 67500 272 272 2008 36 16 Bachelors Male White 4 Above Avg 160000 273 273 2008 27 11 HS Female Other 4 Far Below Avg 11250 274 274 2008 28 6 <HS Male White 3 Below Avg 82500 275 275 2008 22 13 HS Female Other 2 Avg 18250 276 276 2008 39 15 Bachelors Male Other 2 Below Avg 67500 277 277 2008 44 12 HS Female White 5 Above Avg 140000 278 278 2008 39 14 HS Female White 3 Above Avg 160000 279 279 2008 30 16 Bachelors Female White 1 Avg 67500 280 280 2008 46 14 Associates Male White 4 Avg 140000 281 281 2008 99 16 Bachelors Female Other 1 Avg 27500 282 282 2008 33 20 Graduate Female White 1 Far Below Avg 37500 283 283 2008 61 20 Graduate Male White 4 Above Avg 160000 284 284 2008 20 14 HS Male Other 6 Above Avg 21250 285 285 2008 29 11 HS Female White 2 Above Avg 13250 286 286 2008 20 13 HS Male Other 2 Avg 7500 287 287 2008 27 9 <HS Female White 6 Below Avg 3500 288 288 2008 40 14 HS Male Other 2 Avg NA 289 289 2008 18 12 HS Female Black 3 Above Avg 82500 290 290 2008 53 14 HS Male White 2 Avg 120000 291 291 2008 44 6 <HS Male White 5 Far Below Avg 67500 292 292 2008 30 12 HS Male White 1 Avg 67500 293 293 2008 52 4 <HS Female White 6 Far Below Avg 32500 294 294 2008 36 14 HS Female Other 2 Far Below Avg 100000 295 295 2008 33 14 Associates Male White 6 Below Avg 27500 296 296 2008 44 14 HS Female White 5 Above Avg 45000 297 297 2008 78 8 <HS Female White 2 Avg NA 298 298 2008 47 14 HS Male White 1 Avg 120000 299 299 2008 42 14 Associates Male White 2 Above Avg 27500 300 300 2008 32 16 Bachelors Male White 1 Above Avg 55000 301 301 2008 35 10 HS Female White 2 Avg 32500 302 302 2008 63 13 HS Male White 2 Avg 82500 303 303 2008 36 14 Associates Female Black 4 Avg 55000 304 304 2008 26 11 <HS Female Black 3 Avg 11250 305 305 2008 32 14 Associates Female Black 3 Far Below Avg 45000 306 306 2008 71 14 Associates Male Black 2 Avg 27500 307 307 2008 19 11 <HS Female Black 3 Avg 45000 308 308 2008 52 14 Associates Female Black 1 Below Avg NA 309 309 2008 36 14 HS Female Black 2 Far Below Avg 5500 310 310 2008 57 12 HS Female Black 2 Below Avg 120000 311 311 2008 24 11 <HS Female Black 3 Above Avg 23250 312 312 2008 42 13 HS Female Black 4 Far Below Avg 37500 313 313 2008 28 12 HS Female White 6 Below Avg 6500 314 314 2008 19 13 HS Male White 3 Avg 55000 315 315 2008 46 16 Bachelors Male Other 5 Avg 100000 316 316 2008 43 18 Graduate Female Black 1 Above Avg 67500 317 317 2008 75 14 Associates Male White 2 Far Below Avg 27500 318 318 2008 40 14 HS Female Black 2 Below Avg 6500 319 319 2008 38 4 <HS Female Other 3 Below Avg 18250 320 320 2008 63 12 HS Female White 2 Above Avg 120000 321 321 2008 79 12 HS Female White 3 Far Below Avg 32500 322 322 2008 40 16 Bachelors Female Black 2 Above Avg NA 323 323 2008 49 20 Graduate Female White 3 Avg NA 324 324 2008 72 13 HS Male White 2 Avg NA 325 325 2008 38 11 HS Male Other 3 Below Avg 100000 326 326 2008 23 13 HS Female White 2 Above Avg 16250 327 327 2008 50 16 Bachelors Female White 4 Above Avg 160000 328 328 2008 89 17 Bachelors Male White 1 Avg 100000 329 329 2008 48 15 HS Female Black 3 Below Avg 100000 330 330 2008 71 16 Bachelors Female White 2 Far Below Avg NA 331 331 2008 19 12 HS Female Other 5 Avg NA 332 332 2008 30 13 HS Female White 1 Below Avg 27500 333 333 2008 55 12 HS Male Black 2 Far Below Avg NA 334 334 2008 62 6 <HS Female Other 1 Avg 32500 335 335 2008 43 4 <HS Female Other 4 Far Below Avg 11250 336 336 2008 66 16 Bachelors Male White 2 Avg 120000 337 337 2008 56 16 Bachelors Male Other 2 Avg 67500 338 338 2008 56 18 Bachelors Male White 2 Above Avg 55000 339 339 2008 78 12 HS Female White 1 Below Avg 27500 340 340 2008 89 12 HS Female White 1 Avg 3500 341 341 2008 51 16 Bachelors Male White 3 Below Avg 100000 342 342 2008 52 18 Graduate Female White 1 Avg 45000 343 343 2008 40 14 HS Female Black 6 Far Below Avg 45000 344 344 2008 57 10 HS Male Black 4 Avg 3500 345 345 2008 61 11 <HS Female Black 1 Far Below Avg 11250 346 346 2008 25 14 HS Female Black 3 Avg NA 347 347 2008 44 10 <HS Female Black 2 <NA> 21250 348 348 2008 21 13 HS Male Black 3 Avg 16250 349 349 2008 66 17 Graduate Male White 2 Far Below Avg 67500 350 350 2008 50 12 HS Male White 1 Far Below Avg 23250 351 351 2008 45 14 Associates Female White 2 Avg 55000 352 352 2008 52 13 HS Female Black 4 Below Avg 55000 353 353 2008 45 16 Bachelors Male Black 4 Avg 45000 354 354 2008 24 12 HS Male Black 3 Avg 3500 355 355 2008 70 6 <HS Male Black 3 Below Avg 21250 356 356 2008 72 3 <HS Female Other 3 Far Below Avg NA 357 357 2008 28 12 HS Female Black 4 Far Below Avg 32500 358 358 2008 25 11 <HS Female Other 3 Avg 11250 359 359 2008 58 14 HS Male White 6 Above Avg 100000 360 360 2008 62 15 HS Male White 3 Avg 55000 361 361 2008 60 15 HS Female Black 2 Avg 45000 362 362 2008 49 14 HS Male Other 3 Below Avg 67500 363 363 2008 47 14 Associates Female Black 2 Below Avg 82500 364 364 2008 34 8 <HS Female White 5 Far Below Avg NA 365 365 2008 31 12 HS Female Black 3 Below Avg 45000 366 366 2008 38 12 HS Female Other 4 Avg 37500 367 367 2008 44 12 HS Male White 4 Avg 27500 368 368 2008 24 12 HS Male White 3 Avg 27500 369 369 2008 77 12 HS Female White 2 Avg 6500 370 370 2008 45 14 HS Female White 3 Avg 55000 371 371 2008 31 16 Associates Female Other 3 Far Below Avg 23250 372 372 2008 37 9 HS Male White 4 Below Avg NA 373 373 2008 38 15 HS Female Other 3 Avg 100000 374 374 2008 24 14 HS Female Black 2 Avg NA 375 375 2008 56 12 HS Male White 3 Avg NA 376 376 2008 40 13 HS Female Black 1 Avg 7500 377 377 2008 43 16 Bachelors Male Black 1 Avg 55000 378 378 2008 48 17 Bachelors Male White 1 Far Above Avg 67500 379 379 2008 30 99 <HS Female Black 1 Avg NA 380 380 2008 50 14 Associates Male Black 1 Above Avg 100000 381 381 2008 49 20 Graduate Female Black 4 Avg NA 382 382 2008 32 12 HS Female White 6 Above Avg 67500 383 383 2008 37 18 Graduate Female Other 3 Above Avg NA 384 384 2008 45 13 HS Male Black 2 Avg 32500 385 385 2008 64 16 Bachelors Male White 2 Above Avg NA 386 386 2008 43 13 HS Male White 2 Avg 27500 387 387 2008 19 14 HS Female White 4 Avg NA 388 388 2008 53 16 Bachelors Male White 1 Above Avg 55000 389 389 2008 84 12 HS Male White 1 Below Avg NA 390 390 2008 63 17 Bachelors Female White 1 Avg 45000 391 391 2008 57 13 HS Male White 1 Avg NA 392 392 2008 74 15 HS Female White 1 Avg 45000 393 393 2008 89 13 HS Female Black 1 Avg 8500 394 394 2008 20 11 <HS Female Black 2 Avg 2000 395 395 2008 28 12 HS Female Black 3 Avg 37500 396 396 2008 84 12 HS Female White 1 Avg 8500 397 397 2008 60 18 Graduate Male White 2 Avg 120000 398 398 2008 25 15 HS Female White 2 Avg 55000 399 399 2008 25 13 HS Female Black 3 Avg NA 400 400 2008 53 11 HS Female White 3 Below Avg NA 401 401 2008 58 15 HS Male White 2 Above Avg 55000 402 402 2008 80 8 <HS Male White 2 Below Avg NA 403 403 2008 45 14 HS Male White 1 Far Above Avg 82500 404 404 2008 33 14 Associates Male White 4 Avg 18250 405 405 2008 64 16 HS Male White 1 Avg 67500 406 406 2008 44 16 Bachelors Female White 4 Avg 67500 407 407 2008 41 12 HS Female White 4 Above Avg 23250 408 408 2008 68 18 Graduate Male White 2 Avg 120000 409 409 2008 28 11 HS Male White 2 Below Avg 32500 410 410 2008 35 6 <HS Male White 5 Avg 13250 411 411 2008 33 11 <HS Male Other 7 Far Below Avg 23250 412 412 2008 57 4 <HS Male White 2 Far Below Avg 120000 413 413 2008 49 18 Graduate Female White 2 Below Avg 100000 414 414 2008 33 11 <HS Female Black 7 Below Avg 55000 415 415 2008 24 14 Associates Female White 2 Avg 18250 416 416 2008 28 12 HS Male White 6 Avg 45000 417 417 2008 56 15 Graduate Female White 1 Below Avg 45000 418 418 2008 49 15 Associates Male White 3 Far Below Avg 27500 419 419 2008 72 16 Graduate Male White 2 Below Avg 45000 420 420 2008 38 12 HS Male White 1 Below Avg 27500 421 421 2008 44 15 HS Male Black 5 Avg 55000 422 422 2008 22 9 HS Male White 5 Below Avg 32500 423 423 2008 20 12 HS Female White 2 Above Avg 32500 424 424 2008 23 12 HS Male Black 2 Avg 13250 425 425 2008 89 8 <HS Female White 2 Far Below Avg 21250 426 426 2008 23 11 HS Male White 2 Avg 23250 427 427 2008 43 10 <HS Female Other 2 Above Avg 32500 428 428 2008 39 12 HS Male White 4 Below Avg 45000 429 429 2008 62 12 HS Female Black 2 Far Below Avg 67500 430 430 2008 36 11 HS Male Black 4 Below Avg 32500 431 431 2008 22 12 HS Male Other 5 Avg 55000 432 432 2008 33 12 HS Male Black 1 Avg 45000 433 433 2008 56 7 <HS Male Black 2 Far Below Avg 32500 434 434 2008 36 11 <HS Female Black 1 Avg 500 435 435 2008 31 6 <HS Female Black 2 Far Below Avg 16250 436 436 2008 24 16 Bachelors Male White 1 Above Avg 23250 437 437 2008 53 19 Graduate Male White 2 Far Below Avg 140000 438 438 2008 35 16 Bachelors Male White 1 Avg 120000 439 439 2008 68 12 HS Male Black 2 Far Below Avg 32500 440 440 2008 29 16 Bachelors Male White 2 Above Avg 120000 441 441 2008 30 12 HS Male White 3 Above Avg 140000 442 442 2008 31 20 Graduate Female Other 2 Avg NA 443 443 2008 68 16 Bachelors Female White 1 Avg NA 444 444 2008 57 18 Graduate Female White 2 Avg 120000 445 445 2008 62 16 Bachelors Female White 2 Above Avg 160000 446 446 2008 80 19 Graduate Female White 1 Below Avg 82500 447 447 2008 21 13 HS Male Black 3 Avg 2000 448 448 2008 46 7 <HS Female White 7 Avg 13250 449 449 2008 40 6 <HS Male Other 6 Far Below Avg 13250 450 450 2008 20 6 <HS Male Other 6 Far Below Avg 13250 451 451 2008 35 18 Graduate Female White 3 Above Avg 100000 452 452 2008 73 16 Bachelors Male White 1 Below Avg 82500 453 453 2008 51 18 Bachelors Female White 2 Far Above Avg 160000 454 454 2008 60 16 Bachelors Male White 2 Above Avg 160000 455 455 2008 58 12 HS Female White 2 Avg 120000 456 456 2008 19 13 HS Male Other 4 Avg 120000 457 457 2008 64 16 Bachelors Female White 2 Avg 67500 458 458 2008 39 17 Graduate Male Other 3 Avg 160000 459 459 2008 31 16 Bachelors Female White 2 Avg 160000 460 460 2008 44 18 Graduate Male White 3 Avg NA 461 461 2008 47 12 HS Female White 1 Avg NA 462 462 2008 36 13 HS Female White 5 Avg 67500 463 463 2008 19 12 HS Female White 4 Far Above Avg 160000 464 464 2008 31 17 Bachelors Male White 4 Avg 82500 465 465 2008 51 9 <HS Male White 4 Below Avg 160000 466 466 2008 37 9 HS Male White 4 Far Below Avg 27500 467 467 2008 23 13 HS Female White 5 Avg 45000 468 468 2008 56 16 Bachelors Male White 3 Avg 160000 469 469 2008 56 16 Bachelors Male White 5 Below Avg 160000 470 470 2008 31 17 Bachelors Male White 2 Above Avg 100000 471 471 2008 29 18 Bachelors Male White 1 Above Avg 100000 472 472 2008 62 2 <HS Female White 4 Below Avg 27500 473 473 2008 52 6 <HS Female White 2 Far Above Avg 7500 474 474 2008 64 16 Bachelors Female Other 2 Above Avg 55000 475 475 2008 76 14 Associates Female White 1 Below Avg NA 476 476 2008 60 16 Associates Male White 1 Avg 37500 477 477 2008 38 9 HS Female Other 3 Avg 3500 478 478 2008 33 13 HS Male Other 1 Avg 23250 479 479 2008 73 16 Bachelors Male White 2 Avg NA 480 480 2008 54 14 HS Female White 2 Below Avg NA 481 481 2008 28 6 <HS Male White 4 Below Avg 13250 482 482 2008 40 15 Bachelors Male Other 3 Below Avg 32500 483 483 2008 20 12 HS Female Black 1 Avg 2000 484 484 2008 22 12 <HS Female Black 1 Avg 500 485 485 2008 23 11 <HS Female Black 1 Far Above Avg 2000 486 486 2008 31 13 HS Female Black 1 Avg 23250 487 487 2008 50 12 HS Female White 2 Avg 45000 488 488 2008 28 16 Bachelors Female Black 1 Avg 27500 489 489 2008 39 16 Bachelors Male White 4 Avg 160000 490 490 2008 48 13 HS Female White 2 Avg 100000 491 491 2008 37 16 Bachelors Female White 5 Above Avg 82500 492 492 2008 65 12 HS Male White 2 Below Avg 100000 493 493 2008 43 16 Bachelors Female White 4 Avg 160000 494 494 2008 52 19 Graduate Female White 4 Below Avg NA 495 495 2008 29 16 Bachelors Male White 1 Below Avg 37500 496 496 2008 24 17 Bachelors Female White 1 Above Avg 3500 497 497 2008 71 16 Bachelors Male White 1 Above Avg 500 498 498 2008 42 11 <HS Female Other 1 Far Below Avg 23250 499 499 2008 42 18 Graduate Female White 4 Far Above Avg 67500 500 500 2008 20 12 HS Male White 2 Above Avg 120000 501 501 2008 74 16 Bachelors Female White 1 Avg 8500 502 502 2008 42 8 <HS Female Other 3 Far Below Avg 82500 503 503 2008 39 6 <HS Female White 3 Far Below Avg 13250 504 504 2008 71 18 Graduate Male White 3 Avg 160000 505 505 2008 62 12 HS Female White 2 Avg 100000 506 506 2008 42 12 HS Female White 4 Avg NA 507 507 2008 20 13 HS Female White 3 Avg NA 508 508 2008 47 16 Associates Male White 4 Avg 82500 509 509 2008 46 15 Associates Male White 2 Below Avg 45000 510 510 2008 46 16 Graduate Male White 4 Avg 160000 511 511 2008 31 14 HS Male Other 5 Below Avg 120000 512 512 2008 40 14 HS Female White 4 Above Avg NA 513 513 2008 57 9 <HS Female White 1 Avg 11250 514 514 2008 57 16 Graduate Female White 1 Below Avg 55000 515 515 2008 38 18 Graduate Female White 2 Above Avg 120000 516 516 2008 45 14 HS Female White 4 Above Avg 160000 517 517 2008 48 12 HS Female White 2 Far Below Avg 140000 518 518 2008 54 16 Bachelors Female White 3 Avg 82500 519 519 2008 45 18 Graduate Female White 11 Above Avg 160000 520 520 2008 65 20 Graduate Male White 1 Avg 67500 521 521 2008 37 20 Graduate Female Other 3 Avg 160000 522 522 2008 35 16 Bachelors Female Other 4 Avg 160000 523 523 2008 71 12 HS Female White 6 Below Avg 16250 524 524 2008 54 14 Associates Female White 3 Avg 100000 525 525 2008 23 11 HS Female Black 2 Avg 16250 526 526 2008 24 12 HS Female Black 2 Avg 3500 527 527 2008 22 16 Bachelors Female Black 2 Avg 67500 528 528 2008 50 12 HS Male White 1 <NA> NA 529 529 2008 27 16 Bachelors Female Black 3 Below Avg 55000 530 530 2008 50 16 Graduate Female Black 1 Far Below Avg NA 531 531 2008 19 12 HS Female White 2 Above Avg 82500 532 532 2008 51 16 Bachelors Male White 1 Avg 100000 533 533 2008 51 15 HS Female White 2 Avg 82500 534 534 2008 25 13 HS Male White 2 Above Avg 37500 535 535 2008 39 99 <HS Male Other 4 Far Below Avg NA 536 536 2008 29 14 HS Female White 2 Below Avg 37500 537 537 2008 53 12 HS Male White 2 Avg 55000 538 538 2008 26 8 <HS Male White 2 Below Avg 23250 539 539 2008 37 18 Bachelors Female White 1 Below Avg NA 540 540 2008 62 12 HS Male White 2 Below Avg 82500 541 541 2008 30 12 HS Female White 3 Avg 37500 542 542 2008 19 10 <HS Male Black 4 Avg NA 543 543 2008 99 16 Bachelors Male White 4 Below Avg 160000 544 544 2008 19 12 <HS Female White 3 Above Avg NA 545 545 2008 32 14 Associates Female Other 2 <NA> 16250 546 546 2008 44 11 <HS Female White 2 Far Below Avg NA 547 547 2008 63 12 HS Female White 1 Below Avg 82500 548 548 2008 49 13 <HS Male Black 1 Avg 55000 549 549 2008 33 12 HS Female White 1 Avg 27500 550 550 2008 62 12 HS Female White 1 Above Avg 11250 551 551 2008 50 12 HS Female Other 1 Below Avg 32500 552 552 2008 81 12 HS Female White 1 Avg NA 553 553 2008 56 12 HS Female White 2 Avg 67500 554 554 2008 62 14 HS Female White 2 Avg NA 555 555 2008 78 13 HS Male White 2 Below Avg 82500 556 556 2008 86 16 Bachelors Male White 1 Below Avg 140000 557 557 2008 65 18 Graduate Male White 2 Far Below Avg 67500 558 558 2008 65 14 HS Male White 1 Above Avg 18250 559 559 2008 58 13 HS Male White 2 Below Avg 45000 560 560 2008 26 14 HS Female Other 1 Avg 45000 561 561 2008 68 16 Bachelors Female White 1 Avg 27500 562 562 2008 20 14 HS Female White 2 Avg 100000 563 563 2008 23 12 HS Male Other 3 Below Avg 37500 564 564 2008 29 12 HS Male White 1 Above Avg 27500 565 565 2008 73 13 HS Female White 1 Above Avg NA 566 566 2008 37 17 Bachelors Female White 1 Below Avg 23250 567 567 2008 61 18 Bachelors Male White 2 Above Avg 82500 568 568 2008 36 9 HS Female White 5 Avg 16250 569 569 2008 53 12 HS Male Black 5 Avg 82500 570 570 2008 64 12 HS Male Black 2 Below Avg 18250 571 571 2008 28 14 Associates Female White 3 Below Avg 120000 572 572 2008 64 16 Bachelors Female White 2 Below Avg 160000 573 573 2008 75 10 <HS Female Other 1 Far Above Avg 7500 574 574 2008 19 11 <HS Female White 3 Avg 32500 575 575 2008 52 17 Graduate Female White 1 Far Below Avg 82500 576 576 2008 44 12 HS Female White 3 <NA> 37500 577 577 2008 44 16 Graduate Male White 1 Far Above Avg 160000 578 578 2008 26 11 HS Male White 4 Above Avg 67500 579 579 2008 20 13 HS Female Black 4 Above Avg 37500 580 580 2008 33 15 Associates Male Black 5 Avg 55000 581 581 2008 23 12 <HS Female White 5 Avg 2000 582 582 2008 70 12 HS Male White 2 Avg 120000 583 583 2008 36 16 Bachelors Male White 3 Below Avg 67500 584 584 2008 51 11 <HS Female Black 1 <NA> NA 585 585 2008 25 16 Bachelors Male White 2 Avg 2000 586 586 2008 61 16 Bachelors Male White 1 Above Avg 37500 587 587 2008 35 18 Graduate Female White 4 Below Avg 140000 588 588 2008 35 17 Bachelors Male White 5 Avg 37500 589 589 2008 70 19 Graduate Female White 1 Below Avg 67500 590 590 2008 47 12 HS Female White 4 Below Avg 160000 591 591 2008 23 12 HS Female White 2 Above Avg NA 592 592 2008 82 12 HS Male White 2 Above Avg 27500 593 593 2008 51 15 Associates Male White 1 Avg 55000 594 594 2008 69 13 HS Female White 1 Above Avg 32500 595 595 2008 52 16 Bachelors Male White 4 Avg 160000 596 596 2008 53 12 HS Male White 2 Below Avg 45000 597 597 2008 67 15 HS Female White 2 Below Avg 160000 598 598 2008 50 18 Graduate Male White 5 Avg 140000 599 599 2008 53 16 Bachelors Female White 2 Below Avg 100000 600 600 2008 57 12 HS Male White 2 Avg 45000 601 601 2008 46 19 Graduate Male White 4 Above Avg 160000 602 602 2008 23 14 Associates Male White 2 Below Avg 67500 603 603 2008 75 12 HS Female White 1 Avg 27500 604 604 2008 62 16 Bachelors Male White 2 Avg NA 605 605 2008 23 16 HS Female Black 1 Above Avg 21250 606 606 2008 34 5 <HS Male Other 3 Avg 55000 607 607 2008 26 12 HS Male White 1 Above Avg 18250 608 608 2008 61 12 HS Male White 2 Below Avg 37500 609 609 2008 54 14 Associates Male White 2 Above Avg NA 610 610 2008 47 12 HS Female White 3 Below Avg 55000 611 611 2008 41 12 HS Female White 3 Below Avg 67500 612 612 2008 67 15 HS Male White 2 Below Avg NA 613 613 2008 59 13 HS Female White 2 Avg 11250 614 614 2008 34 16 Bachelors Male White 3 Avg 55000 615 615 2008 71 16 Bachelors Male White 1 <NA> 45000 616 616 2008 74 12 HS Female White 2 Far Below Avg 100000 617 617 2008 56 13 HS Male White 2 Avg 100000 618 618 2008 44 12 HS Male White 3 Below Avg 55000 619 619 2008 56 13 HS Male White 1 Avg 45000 620 620 2008 27 13 HS Female White 2 Above Avg 67500 621 621 2008 48 16 Bachelors Female White 5 Below Avg 100000 622 622 2008 41 12 HS Male Black 1 Avg 32500 623 623 2008 41 17 Bachelors Female White 3 Avg 160000 624 624 2008 59 18 Bachelors Male White 2 Above Avg 120000 625 625 2008 52 12 HS Male White 1 Above Avg 140000 626 626 2008 64 12 HS Female White 2 Avg 160000 627 627 2008 69 12 HS Male White 2 Below Avg 140000 628 628 2008 56 12 HS Male White 2 Avg 67500 629 629 2008 61 20 Graduate Male White 2 Avg 67500 630 630 2008 59 12 HS Female White 2 Avg 67500 631 631 2008 89 5 <HS Male White 2 Below Avg 11250 632 632 2008 42 12 HS Male Other 4 <NA> 6500 633 633 2008 56 14 Associates Female White 3 Avg 140000 634 634 2008 47 10 <HS Female White 2 Below Avg 4500 635 635 2008 68 12 HS Female White 3 Avg 45000 636 636 2008 61 12 HS Female White 2 Avg 23250 637 637 2008 56 15 HS Female White 4 Avg 82500 638 638 2008 41 16 Bachelors Female White 3 Above Avg 55000 639 639 2008 42 12 HS Female White 5 Below Avg 67500 640 640 2008 36 14 Associates Female White 4 Avg 55000 641 641 2008 51 14 Associates Male White 2 Below Avg 120000 642 642 2008 38 18 Graduate Female White 2 Avg 140000 643 643 2008 87 8 <HS Female White 1 Far Below Avg 23250 644 644 2008 28 12 HS Female White 2 Avg 18250 645 645 2008 58 18 Graduate Female White 3 Avg 82500 646 646 2008 89 9 <HS Female White 1 Far Below Avg 18250 647 647 2008 76 14 Associates Female White 2 Below Avg 82500 648 648 2008 76 3 <HS Female White 1 Far Below Avg 55000 649 649 2008 54 14 HS Female Black 2 Below Avg 45000 650 650 2008 19 11 <HS Female Black 2 Avg 2000 651 651 2008 41 11 HS Male Black 4 Avg 11250 652 652 2008 72 12 HS Female White 1 Avg 160000 653 653 2008 22 15 Associates Male White 2 Below Avg 120000 654 654 2008 23 14 Associates Female White 2 Avg 37500 655 655 2008 69 4 <HS Female White 1 Avg 16250 656 656 2008 69 3 <HS Female White 1 Far Below Avg NA 657 657 2008 56 16 Bachelors Male White 2 Above Avg NA 658 658 2008 34 16 Bachelors Male White 2 Avg 37500 659 659 2008 46 19 Graduate Female Black 2 Avg 45000 660 660 2008 20 12 HS Female White 2 Avg 4500 661 661 2008 36 18 Graduate Male White 4 Below Avg NA 662 662 2008 36 16 Bachelors Female Black 2 Avg NA 663 663 2008 31 14 Associates Female White 4 Avg NA 664 664 2008 70 16 Bachelors Female White 3 Above Avg NA 665 665 2008 32 12 HS Female White 4 Below Avg NA 666 666 2008 63 18 Graduate Male White 1 Above Avg 45000 667 667 2008 55 17 Bachelors Male White 2 Far Below Avg 100000 668 668 2008 77 12 HS Female White 1 Avg NA 669 669 2008 25 14 HS Female White 2 Above Avg 140000 670 670 2008 41 0 <HS Female Black 3 Far Below Avg 23250 671 671 2008 35 14 HS Female White 4 Above Avg 120000 672 672 2008 34 13 HS Female White 4 Avg NA 673 673 2008 41 20 Graduate Male White 8 Below Avg 100000 674 674 2008 31 18 Graduate Female White 2 Below Avg 100000 675 675 2008 24 18 Bachelors Female White 1 Far Above Avg 27500 676 676 2008 28 20 Graduate Female Other 2 Above Avg 45000 677 677 2008 32 18 Graduate Female Black 1 Avg 45000 678 678 2008 31 8 <HS Male White 2 Avg 27500 679 679 2008 24 16 Bachelors Female White 2 Avg 16250 680 680 2008 34 19 Graduate Male Black 1 Avg 45000 681 681 2008 45 12 HS Female Black 5 Far Below Avg 32500 682 682 2008 49 14 HS Female Black 1 Avg 11250 683 683 2008 37 11 <HS Female Black 5 Avg 16250 684 684 2008 29 12 HS Male White 3 Avg 5500 685 685 2008 26 11 <HS Female White 3 Avg 13250 686 686 2008 29 7 <HS Female White 4 Far Below Avg 16250 687 687 2008 28 14 HS Female Other 5 Far Below Avg 67500 688 688 2008 40 16 Bachelors Male Other 1 Avg NA 689 689 2008 45 14 Associates Male Other 5 Avg NA 690 690 2008 23 14 HS Female Black 1 Below Avg 27500 691 691 2008 45 19 Graduate Male Other 4 Above Avg 160000 692 692 2008 48 16 Graduate Female White 4 Avg 160000 693 693 2008 43 18 Graduate Male Other 3 Avg 160000 694 694 2008 23 16 HS Male White 2 Below Avg 45000 695 695 2008 34 12 HS Male Other 2 Far Below Avg 55000 696 696 2008 43 19 Graduate Male White 2 Avg 67500 697 697 2008 23 16 Bachelors Male White 3 Avg 11250 698 698 2008 43 15 HS Male White 2 Above Avg 55000 699 699 2008 46 15 HS Male White 1 Avg NA 700 700 2008 45 16 Bachelors Male White 5 Avg 100000 701 701 2008 41 16 Bachelors Female White 4 Above Avg 100000 702 702 2008 52 14 Associates Male White 4 Avg 160000 703 703 2008 40 20 Graduate Male White 2 Avg 82500 704 704 2008 44 20 Graduate Female White 4 Avg 160000 705 705 2008 48 16 Bachelors Male White 1 Below Avg 100000 706 706 2008 54 16 Associates Female White 1 Far Below Avg 45000 707 707 2008 56 8 <HS Female Black 1 Far Below Avg 6500 708 708 2008 53 9 HS Male White 1 Below Avg 7500 709 709 2008 50 12 HS Male White 1 Above Avg 8500 710 710 2008 81 17 Bachelors Male White 2 Below Avg NA 711 711 2008 44 15 HS Female White 3 Far Above Avg 100000 712 712 2008 22 14 HS Male White 6 Far Above Avg 100000 713 713 2008 21 14 Associates Female White 2 Above Avg 16250 714 714 2008 38 16 Bachelors Male White 4 Below Avg 100000 715 715 2008 33 12 HS Female Black 3 Avg 27500 716 716 2008 56 14 HS Male White 2 Above Avg 120000 717 717 2008 47 18 Graduate Female White 3 Below Avg 82500 718 718 2008 74 19 Graduate Male White 1 Avg 45000 719 719 2008 41 16 HS Male White 3 Above Avg NA 720 720 2008 25 16 Bachelors Male White 1 Above Avg 55000 721 721 2008 50 14 HS Male White 3 Above Avg 160000 722 722 2008 48 12 HS Male White 1 Below Avg 67500 723 723 2008 51 12 HS Female White 1 Avg 45000 724 724 2008 74 12 HS Female White 1 Avg NA 725 725 2008 73 12 HS Female White 1 Below Avg 23250 726 726 2008 48 12 HS Female White 1 Far Below Avg 3500 727 727 2008 44 12 HS Female White 3 Avg 82500 728 728 2008 43 12 HS Male White 4 Avg 55000 729 729 2008 27 16 Bachelors Male White 3 Above Avg 82500 730 730 2008 41 12 HS Male White 2 Below Avg 23250 731 731 2008 73 13 HS Male White 2 Avg NA 732 732 2008 51 9 <HS Male White 3 Below Avg NA 733 733 2008 48 12 HS Male White 1 Avg 37500 734 734 2008 30 13 HS Female White 5 Avg 32500 735 735 2008 65 12 HS Male White 1 Avg 13250 736 736 2008 48 16 Bachelors Male White 3 Above Avg 120000 737 737 2008 43 11 <HS Male White 2 Above Avg NA 738 738 2008 42 12 HS Male White 6 Avg 37500 739 739 2008 18 6 <HS Female White 7 Below Avg NA 740 740 2008 52 12 HS Female White 3 Below Avg 82500 741 741 2008 45 16 Bachelors Female White 1 Above Avg 82500 742 742 2008 51 12 <HS Male Black 2 Far Below Avg 3500 743 743 2008 49 12 HS Female Black 1 Far Below Avg 2000 744 744 2008 32 14 Associates Male White 3 Avg 82500 745 745 2008 68 16 Bachelors Male White 2 Above Avg 67500 746 746 2008 34 12 HS Female White 6 Avg 32500 747 747 2008 28 16 Bachelors Male White 1 Avg 67500 748 748 2008 64 16 Bachelors Female White 1 Far Above Avg 140000 749 749 2008 44 12 HS Female White 4 Avg 55000 750 750 2008 62 12 HS Male White 2 Avg 82500 751 751 2008 26 12 HS Female Black 5 Below Avg 3500 752 752 2008 31 11 HS Female Black 2 Below Avg 8500 753 753 2008 35 12 <HS Male Black 3 Far Below Avg 7500 754 754 2008 26 11 HS Male Black 2 Avg 32500 755 755 2008 36 16 Bachelors Male White 1 Avg 23250 756 756 2008 27 11 <HS Male White 2 Below Avg 32500 757 757 2008 61 18 Bachelors Male White 1 Above Avg 3500 758 758 2008 66 16 HS Female White 1 Avg NA 759 759 2008 39 15 HS Female White 5 Avg 160000 760 760 2008 67 18 Bachelors Female White 1 Avg 55000 761 761 2008 62 20 Graduate Female White 1 Avg 37500 762 762 2008 37 16 Bachelors Male Black 2 Below Avg 100000 763 763 2008 53 16 Bachelors Male Black 1 Avg 37500 764 764 2008 51 17 Graduate Male White 2 Below Avg 45000 765 765 2008 45 12 HS Male White 2 Avg 82500 766 766 2008 84 12 HS Female White 1 Avg 23250 767 767 2008 47 19 Graduate Female White 1 Above Avg 82500 768 768 2008 65 16 Bachelors Male White 2 Avg 100000 769 769 2008 49 14 Associates Female Black 4 Far Below Avg 160000 770 770 2008 48 12 HS Male White 2 Below Avg 160000 771 771 2008 42 12 HS Female White 4 Avg 11250 772 772 2008 44 16 Bachelors Male White 3 Avg 82500 773 773 2008 52 14 Associates Female White 4 Avg 55000 774 774 2008 69 18 Bachelors Female White 2 Above Avg 82500 775 775 2008 46 16 Bachelors Male White 2 Below Avg 160000 776 776 2008 56 17 Associates Male White 1 Avg 45000 777 777 2008 19 11 <HS Male White 3 Avg 82500 778 778 2008 46 14 Associates Female White 5 Avg 67500 779 779 2008 77 12 HS Female White 2 Avg 82500 780 780 2008 65 14 Associates Female White 1 Avg 45000 781 781 2008 56 12 HS Female White 2 Above Avg NA 782 782 2008 18 11 <HS Female White 3 Avg 67500 783 783 2008 52 18 Graduate Female White 1 Below Avg 140000 784 784 2008 53 9 <HS Male White 1 Below Avg 11250 785 785 2008 31 12 HS Female Black 3 Avg 11250 786 786 2008 53 20 Bachelors Male White 1 Avg 500 787 787 2008 21 15 HS Female White 1 Avg 3500 788 788 2008 75 20 Graduate Female Other 1 Below Avg 27500 789 789 2008 47 14 HS Male White 1 Avg 8500 790 790 2008 24 18 Bachelors Female White 3 Avg 100000 791 791 2008 43 20 Graduate Female White 2 Above Avg 67500 792 792 2008 31 11 <HS Male Black 1 Avg 3500 793 793 2008 21 11 HS Male White 2 Below Avg 11250 794 794 2008 50 14 Associates Male White 1 Above Avg 32500 795 795 2008 23 13 HS Female White 2 Avg NA 796 796 2008 79 14 HS Female White 2 Avg 67500 797 797 2008 59 14 HS Male White 1 Below Avg 45000 798 798 2008 74 18 Graduate Female White 2 Below Avg 55000 799 799 2008 27 18 Graduate Female White 2 Avg 32500 800 800 2008 32 13 HS Male White 2 Below Avg 18250 801 801 2008 78 12 HS Female White 2 Avg 32500 802 802 2008 29 14 HS Male White 3 Below Avg 27500 803 803 2008 35 16 Bachelors Female White 4 Far Below Avg 55000 804 804 2008 33 16 Bachelors Male White 2 Avg 100000 805 805 2008 46 12 HS Female White 2 Avg 67500 806 806 2008 55 12 HS Female White 1 Below Avg 45000 807 807 2008 35 16 Bachelors Female White 4 Avg 100000 808 808 2008 40 14 HS Male White 3 Below Avg 55000 809 809 2008 50 16 Bachelors Female White 4 Avg 55000 810 810 2008 60 12 HS Male White 2 Avg 82500 811 811 2008 38 16 Bachelors Female White 3 <NA> NA 812 812 2008 40 12 HS Male White 1 Avg NA 813 813 2008 75 12 HS Female Black 1 Avg NA 814 814 2008 20 13 HS Female Black 1 Below Avg 67500 815 815 2008 25 16 Bachelors Female White 1 Avg 55000 816 816 2008 36 14 HS Female White 1 Above Avg 8500 817 817 2008 54 16 Bachelors Male Other 1 Above Avg 67500 818 818 2008 60 14 HS Female White 2 Below Avg 82500 819 819 2008 31 11 HS Female Other 3 Below Avg 18250 820 820 2008 39 11 <HS Male Black 1 Avg 11250 821 821 2008 63 14 Associates Male White 2 Above Avg 82500 822 822 2008 48 13 HS Female White 2 Below Avg 16250 823 823 2008 38 12 HS Female White 3 Below Avg 16250 824 824 2008 25 12 HS Female Black 5 Avg 18250 825 825 2008 24 13 HS Male White 4 Avg 45000 826 826 2008 60 17 Graduate Female White 1 Below Avg 55000 827 827 2008 51 12 HS Male White 1 Above Avg 6500 828 828 2008 39 14 Associates Female White 5 Avg 67500 829 829 2008 48 18 Bachelors Female Black 1 Avg 67500 830 830 2008 54 12 HS Female White 2 Below Avg 82500 831 831 2008 60 12 HS Female White 2 Avg 67500 832 832 2008 50 12 HS Female Black 4 Below Avg 82500 833 833 2008 74 12 HS Female White 1 Avg 27500 834 834 2008 76 12 HS Female White 1 Avg NA 835 835 2008 67 12 HS Female White 2 Far Below Avg 45000 836 836 2008 61 12 HS Male White 2 Avg 37500 837 837 2008 35 12 HS Male White 3 Avg 67500 838 838 2008 80 14 HS Female White 2 Avg 37500 839 839 2008 67 16 Bachelors Female White 1 Avg 120000 840 840 2008 21 14 HS Female White 2 Below Avg 11250 841 841 2008 79 14 HS Female White 2 Avg 32500 842 842 2008 31 13 HS Female White 4 Above Avg 67500 843 843 2008 40 14 HS Male White 5 Above Avg 67500 844 844 2008 54 18 Graduate Female White 1 Avg 82500 845 845 2008 26 14 Associates Female White 4 Below Avg 55000 846 846 2008 65 13 HS Female White 2 Avg NA 847 847 2008 74 10 <HS Male White 1 Avg 23250 848 848 2008 57 20 Graduate Male White 1 Below Avg NA 849 849 2008 69 12 HS Female White 2 Above Avg 100000 850 850 2008 39 15 HS Male White 5 Below Avg 100000 851 851 2008 89 10 <HS Female White 1 Avg 8500 852 852 2008 51 12 HS Male White 2 Avg 120000 853 853 2008 38 13 HS Female White 3 Above Avg 27500 854 854 2008 51 12 HS Male White 4 Avg 67500 855 855 2008 34 16 Associates Female Other 6 Above Avg 23250 856 856 2008 40 16 Bachelors Female Other 4 <NA> 100000 857 857 2008 26 12 HS Female White 4 Avg 6500 858 858 2008 61 16 Bachelors Female White 1 Avg 45000 859 859 2008 40 10 <HS Female White 5 Avg 18250 860 860 2008 25 13 HS Male White 3 Below Avg 13250 861 861 2008 54 12 HS Male White 2 Avg 37500 862 862 2008 43 16 HS Female White 3 Avg 18250 863 863 2008 28 13 HS Female White 2 Above Avg 21250 864 864 2008 52 12 HS Female White 1 Avg 13250 865 865 2008 66 12 HS Female White 1 Avg 2000 866 866 2008 40 11 <HS Male White 2 Below Avg 32500 867 867 2008 20 12 HS Male White 3 Avg 67500 868 868 2008 80 12 HS Female White 1 Below Avg 16250 869 869 2008 23 14 Associates Male Other 1 Avg 16250 870 870 2008 38 14 Associates Female White 4 Avg 23250 871 871 2008 65 10 HS Male White 2 Avg 37500 872 872 2008 65 18 Bachelors Female White 2 Far Below Avg 82500 873 873 2008 19 12 HS Male White 3 Above Avg 100000 874 874 2008 31 14 HS Female White 1 Above Avg 45000 875 875 2008 71 12 HS Male Black 2 Avg NA 876 876 2008 51 16 Bachelors Female White 2 Above Avg 55000 877 877 2008 70 13 HS Female White 2 Below Avg NA 878 878 2008 28 13 HS Female White 7 Above Avg 37500 879 879 2008 57 12 HS Male White 1 Below Avg 2000 880 880 2008 57 10 <HS Female White 2 Avg 120000 881 881 2008 64 10 <HS Male Black 2 Avg 67500 882 882 2008 56 20 Graduate Male White 2 Above Avg 160000 883 883 2008 32 14 HS Female White 5 Below Avg 37500 884 884 2008 26 12 HS Female White 3 Below Avg 45000 885 885 2008 46 9 <HS Female White 2 <NA> 3500 886 886 2008 67 12 HS Male White 2 Far Below Avg 23250 887 887 2008 50 12 HS Female White 3 Avg 27500 888 888 2008 67 7 <HS Female White 2 Avg 21250 889 889 2008 76 6 <HS Male White 2 Below Avg NA 890 890 2008 46 18 Associates Female White 1 Avg 18250 891 891 2008 27 13 HS Male White 1 Above Avg 32500 892 892 2008 48 12 HS Male White 4 Below Avg 27500 893 893 2008 25 12 HS Male White 2 Above Avg 67500 894 894 2008 48 11 <HS Male White 2 Avg 82500 895 895 2008 64 16 Associates Female White 2 Above Avg NA 896 896 2008 46 20 Graduate Female White 3 Avg 67500 897 897 2008 62 12 HS Female White 2 Below Avg NA 898 898 2008 57 12 HS Male White 2 Avg 37500 899 899 2008 55 14 HS Female White 2 Avg 67500 900 900 2008 45 12 HS Male White 1 Below Avg 32500 901 901 2008 70 12 HS Female White 1 Avg 45000 902 902 2008 83 12 HS Female White 1 Avg 21250 903 903 2008 69 12 HS Female White 2 Avg 120000 904 904 2008 80 18 Graduate Male White 2 Above Avg 67500 905 905 2008 23 16 Bachelors Female White 3 Avg 160000 906 906 2008 51 12 HS Female White 1 Above Avg 27500 907 907 2008 22 12 HS Female White 2 Avg 27500 908 908 2008 36 12 HS Male White 1 Avg 55000 909 909 2008 76 8 <HS Female White 1 <NA> NA 910 910 2008 29 16 Associates Male White 4 Above Avg 67500 911 911 2008 68 12 HS Male White 2 Avg 32500 912 912 2008 47 16 Bachelors Male White 4 Below Avg 120000 913 913 2008 50 15 Associates Female White 2 Avg 67500 914 914 2008 80 17 Bachelors Male White 2 Above Avg 27500 915 915 2008 60 14 Associates Male White 2 Avg 67500 916 916 2008 50 12 HS Female White 2 <NA> 27500 917 917 2008 31 12 HS Male White 4 Below Avg 82500 918 918 2008 34 16 Bachelors Female White 4 Below Avg 120000 919 919 2008 47 20 Graduate Male White 1 Below Avg 55000 920 920 2008 48 12 HS Female White 1 Below Avg 32500 921 921 2008 25 12 HS Female Black 3 Far Below Avg 21250 922 922 2008 64 12 HS Female White 2 Avg 67500 923 923 2008 86 8 <HS Female White 1 Below Avg 2000 924 924 2008 23 11 <HS Female Other 2 <NA> 3500 925 925 2008 46 16 Graduate Male White 1 Far Below Avg 2000 926 926 2008 42 16 Bachelors Female White 3 Above Avg 8500 927 927 2008 20 13 HS Female White 5 Avg 3500 928 928 2008 22 16 Bachelors Female White 1 Avg 500 929 929 2008 41 18 Graduate Male White 5 Above Avg 100000 930 930 2008 47 16 Bachelors Female White 4 Avg NA 931 931 2008 44 10 <HS Male White 6 Above Avg 160000 932 932 2008 46 12 HS Female White 4 Above Avg 45000 933 933 2008 34 18 Graduate Female Other 3 Avg 100000 934 934 2008 57 20 Graduate Male White 1 Avg 160000 935 935 2008 51 14 Associates Male White 3 Avg 82500 936 936 2008 78 11 <HS Female Other 1 Below Avg 7500 937 937 2008 65 14 Associates Male Other 1 Above Avg 16250 938 938 2008 27 13 HS Female White 1 Above Avg NA 939 939 2008 89 98 <NA> Female White 1 Avg NA 940 940 2008 89 12 HS Female White 2 Avg NA 941 941 2008 24 12 HS Male White 3 Far Above Avg NA 942 942 2008 77 12 HS Male White 2 Below Avg 32500 943 943 2008 33 0 <HS Male White 2 <NA> 11250 944 944 2008 38 12 HS Female White 2 Far Below Avg 18250 945 945 2008 73 16 Bachelors Female White 1 Below Avg 55000 946 946 2008 37 12 HS Female White 1 Avg NA 947 947 2008 24 12 HS Male White 3 Below Avg 67500 948 948 2008 67 18 Graduate Female White 2 Below Avg 45000 949 949 2008 46 15 Associates Male White 1 Above Avg 100000 950 950 2008 46 18 Graduate Male White 2 Below Avg 11250 951 951 2008 72 14 HS Female White 1 Above Avg 140000 952 952 2008 43 19 Bachelors Female Other 3 Above Avg 160000 953 953 2008 21 14 HS Male White 5 Above Avg 100000 954 954 2008 55 16 Bachelors Female White 2 Far Below Avg 160000 955 955 2008 47 16 Bachelors Female White 4 Avg 160000 956 956 2008 40 18 Graduate Male White 4 Above Avg NA 957 957 2008 60 13 HS Female White 1 Avg 27500 958 958 2008 27 16 Bachelors Male White 2 Above Avg 27500 959 959 2008 28 16 Bachelors Male White 2 Avg 32500 960 960 2008 79 12 HS Male White 1 Avg 32500 961 961 2008 43 9 <HS Female Black 1 Below Avg 6500 962 962 2008 19 14 HS Female Black 2 Far Below Avg 11250 963 963 2008 45 12 HS Male White 1 Avg 23250 964 964 2008 52 16 Bachelors Male Black 3 Far Below Avg 82500 965 965 2008 57 16 Associates Male White 1 Above Avg 55000 966 966 2008 33 15 HS Female White 1 Below Avg 18250 967 967 2008 50 13 HS Female White 2 Avg 160000 968 968 2008 54 18 Bachelors Male White 1 Above Avg 32500 969 969 2008 50 12 HS Male White 1 Avg 37500 970 970 2008 77 12 HS Female White 7 Avg NA 971 971 2008 22 11 <HS Male White 4 Avg 160000 972 972 2008 76 20 Graduate Male White 3 Avg NA 973 973 2008 60 16 Bachelors Male White 2 Avg 160000 974 974 2008 34 16 Bachelors Male White 5 <NA> NA 975 975 2008 46 16 Bachelors Male White 4 Avg NA 976 976 2008 56 12 HS Male White 2 Avg 67500 977 977 2008 58 16 Bachelors Male White 2 Below Avg 67500 978 978 2008 50 12 HS Female White 3 Avg 27500 979 979 2008 38 16 Bachelors Female Other 5 Avg 32500 980 980 2008 70 20 Graduate Male White 2 Above Avg 67500 981 981 2008 34 19 Graduate Male White 2 Above Avg 160000 982 982 2008 39 15 HS Male White 2 Avg NA 983 983 2008 59 16 Bachelors Female White 1 Below Avg NA 984 984 2008 68 20 Graduate Male White 1 Avg 82500 985 985 2008 70 7 <HS Male White 1 Avg 7500 986 986 2008 53 6 <HS Male Black 1 Avg 2000 987 987 2008 62 15 Associates Male Black 1 Avg 13250 988 988 2008 37 16 Bachelors Female White 1 Avg 45000 989 989 2008 53 13 HS Female Black 4 Avg 21250 990 990 2008 77 16 Bachelors Male Black 2 <NA> 67500 991 991 2008 78 11 <HS Female White 2 Avg 32500 992 992 2008 29 18 Graduate Female White 2 Avg 82500 993 993 2008 33 12 HS Male White 2 Avg 37500 994 994 2008 62 16 Graduate Male White 1 Avg NA 995 995 2008 39 13 HS Male White 4 Below Avg 32500 996 996 2008 59 13 HS Female White 2 Below Avg 67500 997 997 2008 74 16 Bachelors Female White 1 Avg 37500 998 998 2008 31 13 HS Female White 4 Avg NA 999 999 2008 41 12 HS Male White 3 Below Avg 82500 1000 1000 2008 28 13 HS Female White 4 Avg 45000 1001 1001 2008 47 14 Associates Female White 2 Avg 120000 1002 1002 2008 75 12 HS Male White 2 Avg NA 1003 1003 2008 46 18 Bachelors Female White 2 Avg 140000 1004 1004 2008 33 16 Bachelors Female White 4 Avg 82500 1005 1005 2008 52 12 HS Male White 2 Far Below Avg 140000 1006 1006 2008 37 11 HS Female White 3 Avg 18250 1007 1007 2008 26 18 Graduate Female White 2 Avg 67500 1008 1008 2008 58 12 HS Female White 2 Below Avg 160000 1009 1009 2008 82 10 <HS Female White 2 Avg NA 1010 1010 2008 47 14 Associates Female White 4 Avg 45000 1011 1011 2008 74 12 HS Female White 2 Avg 45000 1012 1012 2008 48 16 Bachelors Female White 3 Below Avg 120000 1013 1013 2008 38 12 HS Male White 4 Avg 37500 1014 1014 2008 55 12 HS Female White 2 Below Avg 32500 1015 1015 2008 27 14 HS Male White 4 Avg 21250 1016 1016 2008 38 11 <HS Male White 2 Avg 23250 1017 1017 2008 59 18 Bachelors Male White 4 Below Avg 67500 1018 1018 2008 62 12 HS Female White 2 Avg 27500 1019 1019 2008 39 19 Bachelors Male White 5 Below Avg 55000 1020 1020 2008 25 13 HS Female White 4 Avg NA 1021 1021 2008 22 12 HS Male Other 2 Avg 11250 1022 1022 2008 49 10 HS Male White 4 Avg 67500 1023 1023 2008 57 19 Graduate Male White 3 Above Avg 160000 1024 1024 2008 67 16 Bachelors Female White 2 Avg 160000 1025 1025 2008 62 17 Graduate Male White 3 Avg 160000 1026 1026 2008 37 17 Graduate Female Other 4 Far Below Avg 160000 1027 1027 2008 84 8 <HS Male White 2 Below Avg 32500 1028 1028 2008 27 14 HS Male White 2 Avg 67500 1029 1029 2008 52 12 HS Male White 1 Avg 27500 1030 1030 2008 44 13 HS Female White 4 Avg 82500 1031 1031 2008 54 16 Bachelors Male White 3 Below Avg 82500 1032 1032 2008 69 12 HS Female White 1 Avg 8500 1033 1033 2008 51 12 HS Female White 1 Above Avg 67500 1034 1034 2008 34 17 Bachelors Female White 1 Avg 27500 1035 1035 2008 85 12 HS Female White 1 Below Avg 2000 1036 1036 2008 76 15 HS Male White 2 Below Avg 67500 1037 1037 2008 82 12 HS Female White 1 Avg 45000 1038 1038 2008 61 12 HS Female White 2 <NA> 23250 1039 1039 2008 31 13 HS Female Black 3 Above Avg 67500 1040 1040 2008 76 12 HS Female White 1 Below Avg NA 1041 1041 2008 76 11 <HS Female White 2 Below Avg 23250 1042 1042 2008 70 20 Graduate Male White 2 Below Avg 100000 1043 1043 2008 31 15 HS Female White 5 Avg 82500 1044 1044 2008 67 12 HS Female White 1 Avg 32500 1045 1045 2008 61 17 Graduate Female White 1 Below Avg 55000 1046 1046 2008 76 10 <HS Female White 2 Below Avg NA 1047 1047 2008 56 9 <HS Male White 1 Avg 16250 1048 1048 2008 65 10 <HS Male White 1 Below Avg 18250 1049 1049 2008 36 6 <HS Male Other 3 Far Below Avg 11250 1050 1050 2008 89 12 HS Female White 1 Avg 21250 1051 1051 2008 74 10 HS Female White 2 Far Below Avg NA 1052 1052 2008 57 12 HS Female White 2 Avg 55000 1053 1053 2008 29 12 HS Male White 3 Avg NA 1054 1054 2008 54 10 <HS Male White 2 Avg 82500 1055 1055 2008 66 17 Graduate Female White 2 Avg 160000 1056 1056 2008 59 15 Bachelors Female White 2 Below Avg 45000 1057 1057 2008 27 18 HS Male White 2 Avg 3500 1058 1058 2008 26 16 Bachelors Female White 2 Avg 67500 1059 1059 2008 77 19 Graduate Male Black 1 Far Below Avg NA 1060 1060 2008 56 14 Associates Female White 2 Above Avg 55000 1061 1061 2008 77 16 Bachelors Male White 2 Avg 45000 1062 1062 2008 26 16 HS Male White 2 Avg 8500 1063 1063 2008 39 12 HS Male Black 1 Far Below Avg 16250 1064 1064 2008 52 12 HS Male Black 1 Below Avg 2000 1065 1065 2008 45 12 HS Male Black 1 Avg 55000 1066 1066 2008 61 13 HS Female White 1 Avg 8500 1067 1067 2008 31 14 Associates Male Black 4 Below Avg 120000 1068 1068 2008 35 13 HS Male White 1 Avg 55000 1069 1069 2008 52 14 HS Female White 4 Avg NA 1070 1070 2008 44 12 HS Female Black 4 Below Avg 7500 1071 1071 2008 20 12 HS Female Black 4 Avg NA 1072 1072 2008 72 12 HS Female Black 1 Far Below Avg 11250 1073 1073 2008 27 14 HS Male Black 2 Below Avg 27500 1074 1074 2008 38 12 HS Male Black 4 Below Avg 55000 1075 1075 2008 82 12 HS Male White 2 Avg 27500 1076 1076 2008 42 10 HS Male White 3 Below Avg 67500 1077 1077 2008 72 19 Graduate Male White 1 Avg 13250 1078 1078 2008 23 12 HS Female White 6 Below Avg NA 1079 1079 2008 47 12 HS Male White 2 Avg 45000 1080 1080 2008 72 12 HS Female White 2 Avg 21250 1081 1081 2008 40 16 Bachelors Male White 2 Far Above Avg 45000 1082 1082 2008 65 12 HS Female White 2 Avg 82500 1083 1083 2008 23 13 HS Male Black 1 Avg 45000 1084 1084 2008 57 12 HS Female White 1 Above Avg 16250 1085 1085 2008 75 14 HS Female White 2 Below Avg NA 1086 1086 2008 37 12 HS Male Black 4 Avg 32500 1087 1087 2008 85 13 HS Male White 1 Avg 16250 1088 1088 2008 50 16 Bachelors Female White 1 Far Below Avg 2000 1089 1089 2008 73 12 HS Female White 2 Below Avg 67500 1090 1090 2008 31 14 HS Male White 4 Avg 67500 1091 1091 2008 60 16 Bachelors Female White 2 Above Avg 82500 1092 1092 2008 89 14 HS Female White 1 Above Avg NA 1093 1093 2008 67 16 Bachelors Female White 3 Avg NA 1094 1094 2008 70 16 Graduate Female White 2 Avg 67500 1095 1095 2008 74 16 HS Male White 2 Above Avg 82500 1096 1096 2008 44 16 Bachelors Female White 5 Avg 140000 1097 1097 2008 35 18 Graduate Female Other 4 Below Avg 120000 1098 1098 2008 61 12 HS Female White 2 Above Avg NA 1099 1099 2008 55 18 Graduate Female White 3 Avg 160000 1100 1100 2008 19 12 HS Male White 3 Above Avg NA 1101 1101 2008 49 14 HS Male White 4 Above Avg 100000 1102 1102 2008 59 14 Associates Female White 2 Avg 82500 1103 1103 2008 39 14 HS Male White 2 Above Avg 120000 1104 1104 2008 61 12 HS Female White 3 Below Avg 82500 1105 1105 2008 79 12 HS Female White 2 Below Avg NA 1106 1106 2008 23 11 <HS Female White 3 Below Avg 16250 1107 1107 2008 74 14 HS Male White 2 Below Avg 32500 1108 1108 2008 39 17 Graduate Female White 3 Avg 67500 1109 1109 2008 49 12 HS Male White 5 Avg 160000 1110 1110 2008 43 12 HS Male White 2 Avg 45000 1111 1111 2008 30 13 HS Male White 2 Avg 13250 1112 1112 2008 41 14 HS Male White 2 Above Avg 55000 1113 1113 2008 64 12 HS Female White 2 Avg 11250 1114 1114 2008 51 14 HS Male White 3 Avg 67500 1115 1115 2008 52 15 Associates Female White 3 Avg 100000 1116 1116 2008 55 12 HS Female Black 2 Below Avg 100000 1117 1117 2008 28 14 HS Female White 1 Avg 11250 1118 1118 2008 50 14 HS Male Black 5 Far Below Avg 82500 1119 1119 2008 42 13 <HS Female Black 2 Above Avg 11250 1120 1120 2008 36 12 HS Female Black 2 Below Avg 21250 1121 1121 2008 23 13 HS Female Black 1 Avg 21250 1122 1122 2008 36 14 HS Female Black 1 Below Avg 18250 1123 1123 2008 60 12 HS Female Black 1 Below Avg 37500 1124 1124 2008 51 16 HS Female Black 2 Above Avg 5500 1125 1125 2008 26 16 HS Female Black 1 Avg 16250 1126 1126 2008 46 12 HS Female Black 1 Below Avg 32500 1127 1127 2008 78 15 HS Female Black 1 Below Avg 7500 1128 1128 2008 66 12 HS Female Black 3 Avg 37500 1129 1129 2008 48 12 HS Female Black 2 Below Avg 500 1130 1130 2008 27 14 HS Male Black 4 Avg 32500 1131 1131 2008 56 12 HS Male Black 1 Far Below Avg 4500 1132 1132 2008 71 18 Graduate Male White 2 Above Avg 82500 1133 1133 2008 55 13 HS Female Black 3 Avg 21250 1134 1134 2008 53 12 HS Female Black 3 Far Below Avg 7500 1135 1135 2008 31 13 HS Female Black 4 Far Below Avg 8500 1136 1136 2008 23 14 HS Male White 2 Avg 55000 1137 1137 2008 42 14 Associates Female White 4 Below Avg 67500 1138 1138 2008 35 15 HS Female Black 5 Avg 82500 1139 1139 2008 65 18 Graduate Male White 1 Avg 67500 1140 1140 2008 34 18 Graduate Female White 3 Above Avg 160000 1141 1141 2008 37 16 Bachelors Female White 3 Above Avg 55000 1142 1142 2008 50 16 Bachelors Female White 1 Above Avg 55000 1143 1143 2008 66 11 <HS Male Black 1 Far Below Avg NA 1144 1144 2008 37 10 HS Male Black 2 Avg 23250 1145 1145 2008 47 12 HS Male Other 1 Avg 18250 1146 1146 2008 18 12 HS Female White 5 Avg 55000 1147 1147 2008 25 12 HS Female Black 4 Far Below Avg 13250 1148 1148 2008 48 10 <HS Female Black 5 Below Avg NA 1149 1149 2008 27 12 HS Female Black 5 Below Avg 6500 1150 1150 2008 37 12 HS Male Black 5 Avg 21250 1151 1151 2008 46 15 HS Male Black 2 Below Avg 37500 1152 1152 2008 46 11 <HS Female Black 2 Far Below Avg NA 1153 1153 2008 34 16 Bachelors Female White 5 Far Above Avg 160000 1154 1154 2008 31 18 Graduate Male Other 2 Below Avg 18250 1155 1155 2008 37 16 Bachelors Female White 5 Avg NA 1156 1156 2008 38 20 Graduate Male White 1 Below Avg 55000 1157 1157 2008 64 16 Bachelors Male White 3 Below Avg 82500 1158 1158 2008 44 16 Bachelors Male Other 3 Far Below Avg NA 1159 1159 2008 89 12 HS Male White 1 Below Avg 55000 1160 1160 2008 43 16 HS Male Black 1 Below Avg 55000 1161 1161 2008 51 20 Graduate Male White 2 Avg 55000 1162 1162 2008 40 13 HS Female White 8 Above Avg 82500 1163 1163 2008 53 16 Bachelors Male White 2 Avg 140000 1164 1164 2008 22 15 HS Male White 2 Below Avg 13250 1165 1165 2008 25 15 HS Male White 2 Far Above Avg 4500 1166 1166 2008 35 12 HS Male Black 2 Avg 45000 1167 1167 2008 65 12 HS Female White 1 Far Below Avg 6500 1168 1168 2008 46 9 <HS Male White 1 Avg 16250 1169 1169 2008 22 10 <HS Female Black 5 Above Avg 27500 1170 1170 2008 27 7 <HS Male Other 6 Below Avg NA 1171 1171 2008 35 12 HS Male Black 3 Avg 21250 1172 1172 2008 76 11 <HS Female White 1 Below Avg 2000 1173 1173 2008 30 19 Graduate Female White 1 Avg 45000 1174 1174 2008 26 9 <HS Female Black 1 Avg 3500 1175 1175 2008 74 8 <HS Male White 2 Below Avg 13250 1176 1176 2008 54 20 Graduate Female White 1 Above Avg 37500 1177 1177 2008 33 16 Graduate Male White 2 Above Avg 67500 1178 1178 2008 36 9 HS Female White 5 Far Below Avg 140000 1179 1179 2008 80 14 HS Female White 1 Avg 37500 1180 1180 2008 53 13 HS Female Black 2 Far Below Avg 100000 1181 1181 2008 44 14 Associates Male White 1 Avg 120000 1182 1182 2008 36 12 HS Female Black 4 Avg 45000 1183 1183 2008 67 12 HS Female White 2 Below Avg 67500 1184 1184 2008 29 12 HS Male Black 2 Avg 45000 1185 1185 2008 27 14 HS Female Black 4 Avg 16250 1186 1186 2008 58 19 Graduate Male Black 5 Above Avg 120000 1187 1187 2008 29 14 Associates Female White 2 Below Avg 55000 1188 1188 2008 25 16 Bachelors Male White 2 Far Above Avg 82500 1189 1189 2008 36 20 Graduate Male White 4 Above Avg 160000 1190 1190 2008 39 16 Bachelors Male White 1 Above Avg 100000 1191 1191 2008 61 16 Bachelors Male White 1 Above Avg NA 1192 1192 2008 60 15 Associates Female Black 2 Below Avg 120000 1193 1193 2008 76 16 Bachelors Male White 2 Above Avg 100000 1194 1194 2008 50 16 Bachelors Male Other 4 Far Above Avg 100000 1195 1195 2008 67 18 Graduate Male White 2 Far Above Avg 140000 1196 1196 2008 33 15 HS Male White 2 Below Avg 120000 1197 1197 2008 77 5 <HS Female Black 5 Avg 23250 1198 1198 2008 33 12 HS Male Black 6 Above Avg 100000 1199 1199 2008 33 12 HS Male White 3 Avg 100000 1200 1200 2008 54 13 HS Male White 2 Avg 140000 1201 1201 2008 36 14 HS Female White 6 Above Avg 67500 1202 1202 2008 33 18 Graduate Male White 4 Above Avg 100000 1203 1203 2008 64 12 HS Male White 2 Below Avg 67500 1204 1204 2008 47 12 HS Male White 3 Avg 100000 1205 1205 2008 48 12 HS Female White 3 Avg 120000 1206 1206 2008 33 18 Graduate Female White 2 Avg 140000 1207 1207 2008 38 12 HS Female White 1 Above Avg 21250 1208 1208 2008 69 12 HS Female White 2 Avg 67500 1209 1209 2008 61 10 <HS Male Black 3 Below Avg 67500 1210 1210 2008 59 9 <HS Male Black 2 Far Below Avg 500 1211 1211 2008 43 9 <HS Male Black 7 Above Avg 67500 1212 1212 2008 66 12 HS Male White 1 Above Avg 32500 1213 1213 2008 44 12 HS Female White 3 Above Avg 45000 1214 1214 2008 73 16 Bachelors Female White 4 Below Avg 18250 1215 1215 2008 54 16 Bachelors Female White 2 Avg 140000 1216 1216 2008 69 16 Bachelors Male Black 2 Avg 27500 1217 1217 2008 36 12 HS Female White 6 Above Avg 160000 1218 1218 2008 78 10 <HS Female White 1 Avg 4500 1219 1219 2008 67 16 Bachelors Male White 2 Above Avg 160000 1220 1220 2008 50 17 Graduate Female White 1 Avg 67500 1221 1221 2008 46 20 Graduate Male White 6 Above Avg 100000 1222 1222 2008 32 16 Bachelors Male White 4 Avg 67500 1223 1223 2008 41 14 Associates Female White 4 Far Below Avg 27500 1224 1224 2008 49 6 <HS Female White 7 Avg 7500 1225 1225 2008 42 16 Bachelors Male White 1 Above Avg 67500 1226 1226 2008 33 12 HS Female White 5 Far Below Avg 32500 1227 1227 2008 35 10 <HS Female White 4 Far Below Avg 32500 1228 1228 2008 46 16 Bachelors Female White 1 Avg 67500 1229 1229 2008 33 16 Bachelors Male Other 5 Avg 16250 1230 1230 2008 42 18 Bachelors Male Other 4 Avg 100000 1231 1231 2008 35 12 HS Male Other 4 Below Avg 27500 1232 1232 2008 61 12 HS Male White 4 Below Avg 32500 1233 1233 2008 37 18 Graduate Female White 4 Below Avg 21250 1234 1234 2008 35 9 <HS Female Other 6 Below Avg 23250 1235 1235 2008 53 16 Bachelors Male Other 2 Far Below Avg 67500 1236 1236 2008 30 8 <HS Male Other 3 Avg 32500 1237 1237 2008 47 9 <HS Female White 5 Below Avg 3500 1238 1238 2008 50 11 <HS Female White 4 Far Below Avg 100000 1239 1239 2008 40 12 HS Male White 4 Below Avg 82500 1240 1240 2008 84 4 <HS Male White 2 Avg 11250 1241 1241 2008 56 9 <HS Female White 4 Below Avg 5500 1242 1242 2008 20 14 HS Female Other 4 Avg 100000 1243 1243 2008 28 16 Bachelors Male Other 3 Avg 82500 1244 1244 2008 28 9 HS Female Other 4 Far Below Avg 11250 1245 1245 2008 30 11 HS Male White 6 Avg 27500 1246 1246 2008 28 11 <HS Female White 2 Avg 32500 1247 1247 2008 44 7 <HS Female White 5 Far Below Avg 67500 1248 1248 2008 21 14 Associates Female Other 2 Below Avg 13250 1249 1249 2008 86 3 <HS Male Other 2 Far Below Avg 5500 1250 1250 2008 42 5 <HS Female Other 4 Far Below Avg 4500 1251 1251 2008 53 9 <HS Female White 6 Above Avg 23250 1252 1252 2008 23 12 HS Female White 2 Avg 27500 1253 1253 2008 45 12 HS Female Black 3 Below Avg 23250 1254 1254 2008 43 20 Graduate Female White 1 Avg 67500 1255 1255 2008 36 14 HS Female Black 5 Below Avg 82500 1256 1256 2008 25 12 HS Female Black 2 Avg 21250 1257 1257 2008 74 16 Bachelors Male White 2 Below Avg 67500 1258 1258 2008 45 16 Bachelors Female White 5 Below Avg 160000 1259 1259 2008 60 12 HS Male White 2 Avg 67500 1260 1260 2008 41 13 HS Male White 4 Avg 120000 1261 1261 2008 54 8 <HS Male White 3 Far Below Avg 13250 1262 1262 2008 24 12 HS Male White 1 Above Avg 55000 1263 1263 2008 19 12 HS Female White 2 Above Avg 27500 1264 1264 2008 51 12 HS Male Black 1 Below Avg 13250 1265 1265 2008 52 14 HS Female White 1 Above Avg 45000 1266 1266 2008 46 12 HS Male White 3 Avg 55000 1267 1267 2008 24 12 HS Male White 2 Avg 55000 1268 1268 2008 32 14 Associates Female Other 2 Above Avg 67500 1269 1269 2008 36 13 HS Male White 2 Avg 32500 1270 1270 2008 65 20 Graduate Female White 1 Below Avg 45000 1271 1271 2008 30 15 HS Male White 2 Avg 55000 1272 1272 2008 23 16 Bachelors Female White 1 Avg 7500 1273 1273 2008 28 12 HS Male Black 2 Above Avg 18250 1274 1274 2008 37 12 HS Male White 2 Avg 140000 1275 1275 2008 38 14 HS Female White 6 Avg 45000 1276 1276 2008 26 14 Associates Female White 3 Avg 23250 1277 1277 2008 38 12 HS Male White 4 Avg 55000 1278 1278 2008 59 14 HS Female White 1 Far Below Avg 23250 1279 1279 2008 38 17 Graduate Male Black 2 Avg 27500 1280 1280 2008 45 12 HS Male White 2 Avg 11250 1281 1281 2008 54 14 HS Male White 2 Below Avg 32500 1282 1282 2008 44 10 <HS Male Black 5 Below Avg NA 1283 1283 2008 82 12 HS Male Black 2 Above Avg NA 1284 1284 2008 51 12 <HS Male Black 1 Avg 6500 1285 1285 2008 79 11 <HS Female White 1 Far Below Avg 8500 1286 1286 2008 41 13 HS Male White 1 Avg 37500 1287 1287 2008 19 13 HS Female White 2 Avg 5500 1288 1288 2008 59 12 HS Female White 2 Avg 67500 1289 1289 2008 48 14 Associates Male White 1 Avg 23250 1290 1290 2008 39 12 HS Male White 1 Avg 37500 1291 1291 2008 35 14 HS Male White 3 Above Avg 45000 1292 1292 2008 61 18 Bachelors Male White 3 Below Avg 55000 1293 1293 2008 47 10 <HS Male White 1 Above Avg 11250 1294 1294 2008 26 12 HS Female Other 3 Above Avg 32500 1295 1295 2008 89 9 <HS Male White 2 Avg 67500 1296 1296 2008 41 12 HS Female White 3 Below Avg 2000 1297 1297 2008 41 18 Bachelors Female White 4 Avg 140000 1298 1298 2008 58 12 HS Male White 1 Above Avg 45000 1299 1299 2008 56 10 <HS Male White 4 Avg 140000 1300 1300 2008 28 14 Associates Female White 5 Avg 32500 1301 1301 2008 65 14 HS Female White 2 Below Avg 67500 1302 1302 2008 53 16 Associates Female White 1 Avg 37500 1303 1303 2008 62 16 Associates Male White 3 Below Avg 67500 1304 1304 2008 18 12 HS Male White 4 Far Above Avg 140000 1305 1305 2008 49 8 <HS Female White 1 Far Below Avg 5500 1306 1306 2008 32 14 Associates Male White 4 Above Avg 67500 1307 1307 2008 26 16 Bachelors Female White 3 Below Avg 45000 1308 1308 2008 33 11 HS Female White 6 Below Avg 55000 1309 1309 2008 34 12 <HS Male White 4 Far Below Avg 45000 1310 1310 2008 58 11 HS Female White 2 Above Avg 13250 1311 1311 2008 39 18 Bachelors Male White 2 Below Avg 100000 1312 1312 2008 29 14 Associates Male White 1 Above Avg 21250 1313 1313 2008 83 14 Associates Female White 1 Avg 32500 1314 1314 2008 86 7 <HS Female White 1 Below Avg 18250 1315 1315 2008 60 12 HS Male White 1 Avg 37500 1316 1316 2008 19 11 <HS Female White 4 Above Avg 120000 1317 1317 2008 87 12 HS Female White 1 Above Avg 500 1318 1318 2008 61 15 Associates Female White 1 Avg 32500 1319 1319 2008 80 12 HS Female White 1 Far Below Avg 8500 1320 1320 2008 66 14 HS Female White 2 Avg 8500 1321 1321 2008 64 12 HS Female White 3 Above Avg 6500 1322 1322 2008 34 11 <HS Male Other 5 Below Avg 55000 1323 1323 2008 83 16 Bachelors Male White 2 Avg 45000 1324 1324 2008 38 12 HS Male White 2 Below Avg 82500 1325 1325 2008 19 11 <HS Male Other 4 Avg 67500 1326 1326 2008 53 12 HS Female Black 2 Avg 5500 1327 1327 2008 83 0 <HS Male Other 2 Far Below Avg NA 1328 1328 2008 55 5 <HS Male White 6 Far Below Avg NA 1329 1329 2008 29 11 <HS Female Black 3 Avg 6500 1330 1330 2008 30 6 <HS Female White 2 Avg 7500 1331 1331 2008 26 4 <HS Male White 5 Avg 21250 1332 1332 2008 22 11 <HS Female Other 3 Avg 23250 1333 1333 2008 26 12 HS Female White 4 Far Below Avg 23250 1334 1334 2008 58 16 Graduate Female White 2 Below Avg 100000 1335 1335 2008 54 12 HS Female White 2 Below Avg 27500 1336 1336 2008 59 18 Graduate Female White 1 Below Avg 55000 1337 1337 2008 81 10 <HS Male White 2 Far Below Avg NA 1338 1338 2008 30 18 Graduate Male White 1 Avg 67500 1339 1339 2008 27 14 Associates Male White 2 Above Avg 67500 1340 1340 2008 57 14 Associates Female White 2 Above Avg 160000 1341 1341 2008 24 16 Bachelors Male White 2 Avg 13250 1342 1342 2008 37 20 Graduate Female White 3 Avg 160000 1343 1343 2008 49 12 HS Male White 1 Below Avg NA 1344 1344 2008 51 13 HS Female White 3 Avg 100000 1345 1345 2008 57 14 Associates Male White 3 Below Avg 82500 1346 1346 2008 23 16 Bachelors Male White 4 Avg 82500 1347 1347 2008 31 14 Associates Female Black 4 Below Avg 67500 1348 1348 2008 38 12 HS Male White 4 Avg 67500 1349 1349 2008 19 11 <HS Male White 4 Avg NA 1350 1350 2008 27 14 HS Male White 1 Below Avg 21250 1351 1351 2008 22 15 HS Female White 2 Below Avg 16250 1352 1352 2008 42 8 <HS Male Other 1 Above Avg 7500 1353 1353 2008 25 17 Bachelors Female White 1 Avg 7500 1354 1354 2008 24 17 Bachelors Female White 1 Above Avg 4500 1355 1355 2008 51 16 Bachelors Male White 1 Avg 67500 1356 1356 2008 31 14 HS Male White 2 Below Avg 37500 1357 1357 2008 23 12 HS Female White 4 Above Avg 67500 1358 1358 2008 40 12 HS Male White 4 Avg 67500 1359 1359 2008 46 17 Bachelors Male White 1 Far Above Avg 55000 1360 1360 2008 79 11 <HS Female White 1 <NA> 37500 1361 1361 2008 34 16 Bachelors Female White 5 Above Avg 45000 1362 1362 2008 61 12 HS Female White 2 Below Avg 37500 1363 1363 2008 54 16 Bachelors Female White 1 Avg 82500 1364 1364 2008 74 7 <HS Male White 2 Far Below Avg 32500 1365 1365 2008 53 15 Associates Male White 2 Below Avg 16250 1366 1366 2008 23 12 HS Male White 4 <NA> NA 1367 1367 2008 86 20 Graduate Female White 1 Below Avg 55000 1368 1368 2008 65 12 HS Male White 1 Below Avg 18250 1369 1369 2008 67 16 Bachelors Female White 1 Above Avg 67500 1370 1370 2008 37 13 HS Female White 2 Below Avg 82500 1371 1371 2008 49 11 HS Female White 2 Far Below Avg 67500 1372 1372 2008 37 12 HS Female White 4 Avg 120000 1373 1373 2008 55 12 HS Female White 2 Below Avg 45000 1374 1374 2008 23 16 Bachelors Female White 2 Avg 37500 1375 1375 2008 61 10 HS Male White 1 Above Avg 45000 1376 1376 2008 82 14 Associates Male White 1 Below Avg 13250 1377 1377 2008 82 18 Graduate Male White 2 Far Below Avg 160000 1378 1378 2008 84 12 HS Male White 1 Below Avg 27500 1379 1379 2008 48 12 HS Female White 1 Far Below Avg 3500 1380 1380 2008 48 14 Associates Male Black 1 Below Avg 37500 1381 1381 2008 45 14 HS Female White 2 Far Above Avg 160000 1382 1382 2008 33 12 HS Male White 2 Avg 120000 1383 1383 2008 43 14 HS Male Other 1 Far Above Avg 160000 1384 1384 2008 58 12 HS Female White 2 Avg 27500 1385 1385 2008 53 16 Bachelors Female White 2 Above Avg 67500 1386 1386 2008 65 14 Associates Female White 2 Avg 100000 1387 1387 2008 45 16 Bachelors Female White 3 Far Below Avg 82500 1388 1388 2008 69 12 HS Female White 1 Far Below Avg 55000 1389 1389 2008 24 12 HS Male Other 4 Far Below Avg 11250 1390 1390 2008 82 12 HS Female White 1 Below Avg NA 1391 1391 2008 32 11 <HS Female White 5 Above Avg 18250 1392 1392 2008 53 13 HS Male White 1 Avg 67500 1393 1393 2008 34 16 Bachelors Male White 1 Avg 21250 1394 1394 2008 40 16 Bachelors Male White 1 Below Avg 100000 1395 1395 2008 22 15 HS Male White 3 Above Avg 27500 1396 1396 2008 31 15 HS Female White 2 Avg 67500 1397 1397 2008 50 18 Bachelors Female White 3 Below Avg 100000 1398 1398 2008 44 16 Bachelors Male White 3 Above Avg 100000 1399 1399 2008 38 10 HS Female White 4 Avg 45000 1400 1400 2008 68 17 Bachelors Male Other 2 Below Avg 67500 1401 1401 2008 38 15 HS Male White 3 Below Avg 160000 1402 1402 2008 33 12 HS Female White 4 Below Avg 55000 1403 1403 2008 42 16 Bachelors Female White 5 Avg 160000 1404 1404 2008 47 20 Graduate Male White 2 Above Avg 67500 1405 1405 2008 28 12 HS Female White 1 Avg 23250 1406 1406 2008 26 12 HS Female Other 4 Below Avg 45000 1407 1407 2008 47 10 <HS Female White 3 Far Below Avg 500 1408 1408 2008 30 18 Bachelors Male White 1 Avg 67500 1409 1409 2008 40 14 HS Male White 5 Above Avg 37500 1410 1410 2008 48 10 HS Male White 1 Above Avg 16250 1411 1411 2008 28 16 Bachelors Female White 2 Above Avg 16250 1412 1412 2008 75 13 HS Male White 2 Below Avg 32500 1413 1413 2008 48 18 Bachelors Female White 1 Avg 55000 1414 1414 2008 45 6 <HS Male Other 1 Below Avg 5500 1415 1415 2008 23 4 <HS Male Other 8 Below Avg NA 1416 1416 2008 28 8 <HS Male White 4 Below Avg 11250 1417 1417 2008 50 9 <HS Male White 6 Avg 37500 1418 1418 2008 27 13 HS Female Other 3 Far Below Avg 27500 1419 1419 2008 24 11 <HS Female White 3 Far Below Avg 13250 1420 1420 2008 60 14 Associates Female Black 1 Avg 32500 1421 1421 2008 33 10 <HS Female White 2 Below Avg 11250 1422 1422 2008 44 13 HS Male Other 3 Avg 32500 1423 1423 2008 34 11 <HS Female White 4 Below Avg 37500 1424 1424 2008 57 14 HS Female White 6 Avg 55000 1425 1425 2008 33 11 <HS Male White 3 Avg 37500 1426 1426 2008 40 6 <HS Male Other 2 Far Below Avg 18250 1427 1427 2008 70 12 HS Male Other 2 Below Avg 160000 1428 1428 2008 34 12 HS Female White 5 Avg 23250 1429 1429 2008 22 14 Associates Female White 3 Avg 67500 1430 1430 2008 46 12 HS Male White 4 Avg NA 1431 1431 2008 45 18 Bachelors Female White 2 Above Avg 160000 1432 1432 2008 75 14 HS Female White 1 Avg NA 1433 1433 2008 81 10 <HS Female White 1 Far Below Avg 11250 1434 1434 2008 19 12 HS Female White 5 Avg 6500 1435 1435 2008 21 13 HS Female White 3 Above Avg 32500 1436 1436 2008 56 11 <HS Female White 1 Avg 5500 1437 1437 2008 57 14 Associates Female White 2 Avg 500 1438 1438 2008 23 15 Associates Female White 5 Avg 82500 1439 1439 2008 46 16 Bachelors Male White 2 Above Avg 500 1440 1440 2008 40 17 Bachelors Male White 5 Below Avg 67500 1441 1441 2008 52 14 HS Male White 3 Avg 16250 1442 1442 2008 31 8 <HS Male Other 2 Far Below Avg 67500 1443 1443 2008 50 12 HS Female Other 3 Avg 16250 1444 1444 2008 72 14 Associates Male White 1 Avg NA 1445 1445 2008 36 12 HS Female White 2 Avg 21250 1446 1446 2008 49 12 HS Male Other 4 Avg 37500 1447 1447 2008 42 16 Bachelors Male Other 1 Above Avg 45000 1448 1448 2008 47 20 Graduate Female Other 5 Below Avg 120000 1449 1449 2008 58 16 Bachelors Male Other 3 Avg 120000 1450 1450 2008 26 12 HS Male Other 3 Avg 7500 1451 1451 2008 72 16 Bachelors Female White 2 Below Avg 67500 1452 1452 2008 29 20 Graduate Male White 2 Far Above Avg 55000 1453 1453 2008 26 12 HS Female White 1 Avg 18250 1454 1454 2008 31 16 HS Female White 1 Avg 7500 1455 1455 2008 31 13 HS Male Other 2 Below Avg 45000 1456 1456 2008 29 15 HS Male Other 7 Above Avg 100000 1457 1457 2008 55 12 HS Female Other 2 Below Avg 16250 1458 1458 2008 26 18 HS Female Other 4 Avg 32500 1459 1459 2008 35 18 Bachelors Female Other 6 Above Avg 55000 1460 1460 2008 42 18 Graduate Female White 3 Above Avg 55000 1461 1461 2008 56 15 HS Female White 2 Avg 140000 1462 1462 2008 54 18 Graduate Female White 4 Avg 100000 1463 1463 2008 59 12 HS Male White 2 Avg 100000 1464 1464 2008 28 16 Bachelors Female White 3 Avg 82500 1465 1465 2008 80 12 HS Female White 2 Avg 32500 1466 1466 2008 26 12 HS Female White 4 Above Avg 67500 1467 1467 2008 53 18 Graduate Female White 1 Above Avg 37500 1468 1468 2008 51 14 Associates Female White 3 Avg 100000 1469 1469 2008 52 14 Associates Male White 1 Avg NA 1470 1470 2008 75 16 Bachelors Female White 1 Avg 21250 1471 1471 2008 29 14 Associates Female White 3 Avg 67500 1472 1472 2008 44 12 HS Female White 5 Avg 120000 1473 1473 2008 46 16 Bachelors Female White 2 Below Avg 32500 1474 1474 2008 57 18 Graduate Female White 1 Above Avg 67500 1475 1475 2008 20 13 HS Female White 6 Above Avg 140000 1476 1476 2008 30 17 Bachelors Female White 2 Avg 45000 1477 1477 2008 57 15 Associates Female White 3 Below Avg 120000 1478 1478 2008 56 16 Bachelors Male White 4 Avg 160000 1479 1479 2008 57 16 Bachelors Female Black 1 Below Avg 82500 1480 1480 2008 21 11 <HS Female White 2 Avg 16250 1481 1481 2008 62 12 HS Female White 2 Above Avg 82500 1482 1482 2008 81 16 Bachelors Female White 1 Above Avg 11250 1483 1483 2008 52 12 HS Male White 2 Avg 55000 1484 1484 2008 81 12 HS Male White 2 Above Avg 18250 1485 1485 2008 51 16 Bachelors Male White 1 Below Avg 16250 1486 1486 2008 54 18 Bachelors Female White 2 Avg 23250 1487 1487 2008 52 13 HS Female White 2 Avg 67500 1488 1488 2008 75 16 Bachelors Female White 2 Avg 55000 1489 1489 2008 52 12 HS Female White 2 Below Avg 67500 1490 1490 2008 28 12 HS Male White 2 Avg 32500 1491 1491 2008 40 10 HS Female White 3 Far Below Avg 16250 1492 1492 2008 61 14 Associates Male White 1 Avg 45000 1493 1493 2008 57 14 HS Male White 3 Avg 45000 1494 1494 2008 60 8 <HS Male White 3 Avg 23250 1495 1495 2008 24 12 HS Female White 2 Far Below Avg 23250 1496 1496 2008 50 12 HS Male White 1 Far Below Avg 67500 1497 1497 2008 89 17 Graduate Female White 1 Avg 37500 1498 1498 2008 28 16 Bachelors Male White 3 Below Avg 82500 1499 1499 2008 49 16 Bachelors Female White 2 Above Avg 45000 1500 1500 2008 61 16 Bachelors Male White 4 Avg 82500 1501 1501 2008 69 12 HS Male White 2 Avg NA 1502 1502 2008 49 12 HS Male White 1 Avg NA 1503 1503 2008 79 12 HS Male White 2 Below Avg 82500 1504 1504 2008 37 12 HS Female White 3 Below Avg NA 1505 1505 2008 82 12 HS Male White 2 Avg NA 1506 1506 2008 53 12 HS Female White 2 Above Avg 27500 1507 1507 2008 85 12 HS Female White 1 Avg 16250 1508 1508 2008 44 14 Associates Female White 5 Above Avg NA 1509 1509 2008 67 13 HS Female White 2 Avg NA 1510 1510 2008 63 19 Graduate Female White 2 Above Avg NA 1511 1511 2008 56 16 Bachelors Male White 2 Avg 120000 1512 1512 2008 62 12 HS Female White 1 Avg NA 1513 1513 2008 47 19 Bachelors Male White 4 Avg 140000 1514 1514 2008 60 16 Bachelors Male White 1 Above Avg 160000 1515 1515 2008 25 16 Bachelors Female White 3 Avg 55000 1516 1516 2008 60 13 HS Male Black 2 Far Above Avg 67500 1517 1517 2008 59 20 Graduate Female White 3 Far Above Avg NA 1518 1518 2008 49 18 Graduate Male White 2 Above Avg 100000 1519 1519 2008 23 16 Bachelors Female White 1 Far Above Avg 45000 1520 1520 2008 42 17 Bachelors Male White 2 Below Avg 67500 1521 1521 2008 24 16 Bachelors Female White 2 Avg 13250 1522 1522 2008 22 16 HS Female White 3 Above Avg 7500 1523 1523 2008 24 14 Associates Female White 2 Above Avg 55000 1524 1524 2008 31 17 Bachelors Male White 2 Avg 67500 1525 1525 2008 27 13 HS Male White 1 Avg 23250 1526 1526 2008 29 19 Bachelors Female White 1 Avg 23250 1527 1527 2008 38 20 Bachelors Female White 1 Avg 11250 1528 1528 2008 26 16 Bachelors Male White 2 Avg 37500 1529 1529 2008 66 12 HS Male White 3 Avg 67500 1530 1530 2008 51 12 HS Female White 2 Below Avg 82500 1531 1531 2008 70 12 HS Female White 2 Avg 37500 1532 1532 2008 40 20 Graduate Female White 5 Above Avg 140000 1533 1533 2008 66 12 HS Female White 2 Avg NA 1534 1534 2008 58 14 HS Male White 1 Below Avg 7500 1535 1535 2008 39 14 Associates Male White 4 Avg 67500 1536 1536 2008 78 13 HS Female White 2 Far Below Avg 45000 1537 1537 2008 50 17 Bachelors Male White 2 Avg 100000 1538 1538 2008 70 14 HS Female White 1 Avg NA 1539 1539 2008 36 18 Bachelors Female White 4 Above Avg 82500 1540 1540 2008 50 16 Bachelors Female White 2 Avg 100000 1541 1541 2008 64 14 HS Male White 2 Avg 2000 1542 1542 2008 72 14 HS Male White 2 Avg 55000 1543 1543 2008 54 14 Associates Female White 3 Avg NA 1544 1544 2008 48 14 HS Male White 1 Above Avg 140000 1545 1545 2008 89 12 HS Female White 1 Below Avg NA 1546 1546 2008 24 13 HS Male Other 5 Avg 32500 1547 1547 2008 20 12 HS Female White 3 Below Avg 37500 1548 1548 2008 27 12 HS Female White 1 Avg 13250 1549 1549 2008 36 19 Graduate Female White 1 Avg 82500 1550 1550 2008 31 16 Bachelors Female White 1 Avg NA 1551 1551 2008 31 16 Bachelors Female White 2 Above Avg 55000 1552 1552 2008 40 16 Bachelors Female White 4 Avg 55000 1553 1553 2008 23 12 HS Male White 5 Avg NA 1554 1554 2008 26 14 Associates Female White 4 Avg 5500 1555 1555 2008 37 12 HS Male White 5 Above Avg 100000 1556 1556 2008 35 15 HS Male White 2 Far Below Avg 67500 1557 1557 2008 58 19 Graduate Male White 2 Avg 82500 1558 1558 2008 78 16 Bachelors Male White 2 Above Avg NA 1559 1559 2008 55 15 Bachelors Female White 2 Avg 55000 1560 1560 2008 35 15 HS Female White 1 Avg 45000 1561 1561 2008 40 16 Associates Male White 1 Below Avg 45000 1562 1562 2008 32 19 Graduate Male White 1 Avg 55000 1563 1563 2008 62 12 HS Female White 2 Avg 21250 1564 1564 2008 38 12 HS Female White 5 Below Avg NA 1565 1565 2008 72 12 HS Female White 1 Far Below Avg 27500 1566 1566 2008 49 14 Associates Female White 1 Above Avg 37500 1567 1567 2008 56 15 Graduate Male White 1 Far Below Avg 160000 1568 1568 2008 50 12 HS Female White 2 Below Avg 67500 1569 1569 2008 30 14 Associates Female White 4 Below Avg 67500 1570 1570 2008 44 12 HS Female White 3 Below Avg 27500 1571 1571 2008 55 12 HS Female White 2 Avg 55000 1572 1572 2008 60 12 HS Female White 2 Avg 8500 1573 1573 2008 84 8 <HS Female White 1 Far Below Avg 5500 1574 1574 2008 47 13 HS Female White 2 Below Avg 55000 1575 1575 2008 39 12 HS Male White 1 Below Avg 37500 1576 1576 2008 19 14 HS Female White 3 Above Avg 140000 1577 1577 2008 56 16 Bachelors Male White 4 Avg 55000 1578 1578 2008 67 12 HS Female White 2 Below Avg 18250 1579 1579 2008 54 10 <HS Male White 4 Below Avg 55000 1580 1580 2008 43 10 <HS Male White 2 Below Avg 13250 1581 1581 2008 46 11 <HS Male White 2 Far Below Avg 32500 1582 1582 2008 74 16 Bachelors Male White 2 Below Avg NA 1583 1583 2008 61 12 HS Female White 2 Far Below Avg 32500 1584 1584 2008 62 16 Bachelors Male White 2 Far Below Avg 23250 1585 1585 2008 39 11 <HS Male White 1 Far Below Avg 8500 1586 1586 2008 53 12 HS Male White 2 Avg 27500 1587 1587 2008 72 14 Associates Male White 2 Below Avg 67500 1588 1588 2008 48 14 Associates Female White 2 Below Avg 23250 1589 1589 2008 43 12 HS Female White 2 Avg 32500 1590 1590 2008 71 15 Associates Female White 1 Avg 27500 1591 1591 2008 73 14 Associates Female White 1 Avg 16250 1592 1592 2008 50 9 HS Male White 2 <NA> 8500 1593 1593 2008 21 9 <HS Male White 2 Avg NA 1594 1594 2008 27 11 <HS Female White 6 Avg 5500 1595 1595 2008 53 11 <HS Female White 5 Avg 45000 1596 1596 2008 86 11 <HS Female White 1 Avg 16250 1597 1597 2008 40 14 Associates Male White 2 Avg 37500 1598 1598 2008 49 12 HS Male White 3 Avg 67500 1599 1599 2008 63 12 HS Female White 3 Below Avg NA 1600 1600 2008 36 13 HS Female White 4 Avg 82500 1601 1601 2008 56 12 HS Male White 2 Far Below Avg 37500 1602 1602 2008 60 12 HS Male White 3 Avg 45000 1603 1603 2008 57 12 HS Female White 2 Avg 67500 1604 1604 2008 22 9 <HS Female White 3 Below Avg 23250 1605 1605 2008 29 11 <HS Female White 3 Avg 23250 1606 1606 2008 24 14 HS Male White 3 Above Avg 21250 1607 1607 2008 37 12 HS Female White 2 <NA> NA 1608 1608 2008 62 12 HS Male White 1 Avg 8500 1609 1609 2008 60 14 Associates Male White 3 Below Avg 18250 1610 1610 2008 74 12 HS Male White 1 Far Below Avg 7500 1611 1611 2008 68 12 HS Female White 1 Far Below Avg 32500 1612 1612 2008 49 16 Bachelors Male White 3 Avg 100000 1613 1613 2008 66 12 HS Female White 2 Above Avg 67500 1614 1614 2008 64 12 HS Male White 2 Avg 45000 1615 1615 2008 49 12 HS Male White 2 Avg 100000 1616 1616 2008 47 12 HS Male White 4 Avg 55000 1617 1617 2008 51 18 Bachelors Male White 2 Below Avg 55000 1618 1618 2008 78 12 HS Female White 1 Below Avg 27500 1619 1619 2008 61 12 HS Male White 3 Avg 100000 1620 1620 2008 71 10 HS Male White 2 Far Below Avg 27500 1621 1621 2008 64 12 HS Male White 2 Below Avg NA 1622 1622 2008 80 8 <HS Female White 2 Below Avg NA 1623 1623 2008 65 12 HS Male White 2 Below Avg NA 1624 1624 2008 47 12 HS Male White 3 Avg 45000 1625 1625 2008 31 12 HS Male White 4 Far Below Avg 45000 1626 1626 2008 20 13 HS Female White 2 Below Avg 13250 1627 1627 2008 41 12 HS Male White 2 Below Avg 45000 1628 1628 2008 35 14 Associates Male White 1 Avg 37500 1629 1629 2008 35 18 Graduate Female White 4 Avg 45000 1630 1630 2008 72 10 <HS Male White 2 <NA> 21250 1631 1631 2008 55 12 HS Female White 2 Above Avg 32500 1632 1632 2008 26 12 HS Female White 2 Above Avg 45000 1633 1633 2008 34 15 Associates Female White 6 Avg 100000 1634 1634 2008 54 12 HS Female White 4 Below Avg 82500 1635 1635 2008 79 12 HS Female White 1 Avg NA 1636 1636 2008 26 13 HS Male White 4 Below Avg 45000 1637 1637 2008 31 18 Bachelors Female White 3 Above Avg 100000 1638 1638 2008 63 8 <HS Female White 2 Far Below Avg 55000 1639 1639 2008 25 15 Associates Female White 3 Avg 67500 1640 1640 2008 22 14 HS Female White 4 Far Below Avg 7500 1641 1641 2008 24 12 <HS Female White 4 Avg 18250 1642 1642 2008 47 16 Associates Male White 2 Below Avg 55000 1643 1643 2008 72 0 <HS Male White 2 Below Avg NA 1644 1644 2008 75 11 <HS Male White 2 Far Below Avg 11250 1645 1645 2008 31 11 <HS Male White 6 Below Avg 21250 1646 1646 2008 57 7 <HS Male White 3 Below Avg 11250 1647 1647 2008 30 12 HS Male White 3 Avg 500 1648 1648 2008 52 12 HS Male White 2 Avg 55000 1649 1649 2008 70 12 HS Male White 2 Avg 45000 1650 1650 2008 89 8 <HS Male White 1 Below Avg 6500 1651 1651 2008 55 12 HS Female White 7 Below Avg NA 1652 1652 2008 49 18 Bachelors Male White 2 Avg NA 1653 1653 2008 57 11 <HS Female White 3 Avg 45000 1654 1654 2008 45 12 HS Male White 2 Avg 23250 1655 1655 2008 40 12 HS Male White 5 Avg 120000 1656 1656 2008 74 12 HS Male White 1 Avg 16250 1657 1657 2008 65 12 HS Male White 2 Far Below Avg 140000 1658 1658 2008 37 12 HS Female White 1 Below Avg 32500 1659 1659 2008 75 15 HS Female White 1 Avg 11250 1660 1660 2008 22 13 HS Female White 2 Avg 8500 1661 1661 2008 47 11 <HS Male White 1 Below Avg 32500 1662 1662 2008 29 16 Bachelors Male White 3 Avg 45000 1663 1663 2008 53 12 HS Male White 2 Avg 67500 1664 1664 2008 43 12 HS Female White 4 Below Avg 82500 1665 1665 2008 54 13 HS Female White 2 Below Avg 45000 1666 1666 2008 64 12 HS Female White 1 Below Avg 23250 1667 1667 2008 60 11 <HS Female White 3 Avg 11250 1668 1668 2008 36 12 HS Male Black 6 Far Below Avg 37500 1669 1669 2008 31 15 HS Male White 3 Avg 55000 1670 1670 2008 56 9 <HS Male White 1 Above Avg 13250 1671 1671 2008 34 20 Graduate Male White 3 Avg 160000 1672 1672 2008 47 12 HS Female White 4 Avg 67500 1673 1673 2008 38 15 HS Female White 3 Below Avg 45000 1674 1674 2008 47 14 HS Female Black 4 Below Avg 100000 1675 1675 2008 65 12 HS Female White 3 Avg 11250 1676 1676 2008 51 8 <HS Female White 1 Avg 6500 1677 1677 2008 66 16 Associates Male White 2 Below Avg 55000 1678 1678 2008 81 12 HS Female White 8 Avg 140000 1679 1679 2008 63 12 HS Female White 3 Avg 16250 1680 1680 2008 54 9 HS Female White 3 Above Avg 27500 1681 1681 2008 51 12 HS Male White 3 Avg 55000 1682 1682 2008 21 10 <HS Female Black 2 Avg 3500 1683 1683 2008 21 11 HS Female Black 3 Below Avg 100000 1684 1684 2008 31 11 <HS Male White 4 Below Avg 27500 1685 1685 2008 52 16 Bachelors Male White 1 Above Avg 27500 1686 1686 2008 19 12 HS Female White 2 Below Avg 18250 1687 1687 2008 24 12 HS Male White 3 Below Avg 16250 1688 1688 2008 74 8 <HS Male White 1 Far Below Avg 11250 1689 1689 2008 51 12 HS Female White 1 Avg 23250 1690 1690 2008 50 17 Associates Female White 2 Above Avg NA 1691 1691 2008 35 12 HS Male White 5 Below Avg 55000 1692 1692 2008 67 14 Associates Female White 2 Avg 55000 1693 1693 2008 29 13 HS Male White 1 Far Below Avg 13250 1694 1694 2008 52 9 HS Female White 5 Avg 55000 1695 1695 2008 35 12 HS Male Black 4 Avg 27500 1696 1696 2008 87 7 <HS Female White 1 Avg NA 1697 1697 2008 54 12 HS Male White 1 Below Avg 7500 1698 1698 2008 44 16 Bachelors Female White 2 Avg 32500 1699 1699 2008 55 16 Associates Female White 3 Above Avg 82500 1700 1700 2008 66 12 HS Male White 2 Avg NA 1701 1701 2008 69 14 HS Male White 1 Above Avg 8500 1702 1702 2008 56 7 <HS Female White 1 Avg 3500 1703 1703 2008 49 12 HS Female White 1 Below Avg 32500 1704 1704 2008 46 13 HS Female White 2 Far Below Avg 82500 1705 1705 2008 50 17 Bachelors Male White 6 Avg 67500 1706 1706 2008 66 12 HS Female White 2 Avg 37500 1707 1707 2008 19 12 HS Male White 3 Avg 67500 1708 1708 2008 58 11 <HS Female White 2 Avg 55000 1709 1709 2008 48 14 HS Female White 3 Avg 67500 1710 1710 2008 71 13 <HS Male White 1 Far Below Avg NA 1711 1711 2008 31 12 HS Male White 5 Avg 21250 1712 1712 2008 66 12 HS Female White 1 Far Below Avg 2000 1713 1713 2008 45 16 Associates Female White 1 Avg 27500 1714 1714 2008 69 12 HS Female White 2 Avg 67500 1715 1715 2008 49 14 Associates Female White 3 Below Avg NA 1716 1716 2008 68 14 Associates Male White 1 Below Avg NA 1717 1717 2008 55 10 <HS Female White 2 Avg 27500 1718 1718 2008 59 12 HS Female White 2 Below Avg NA 1719 1719 2008 36 11 HS Female White 4 Avg 55000 1720 1720 2008 21 8 <HS Male White 1 Below Avg NA 1721 1721 2008 21 11 HS Female White 4 Below Avg 18250 1722 1722 2008 80 7 <HS Male White 2 Far Below Avg 21250 1723 1723 2008 51 9 <HS Female White 2 Below Avg 11250 1724 1724 2008 66 12 HS Male White 2 Avg 55000 1725 1725 2008 62 6 <HS Female White 1 Below Avg 11250 1726 1726 2008 50 12 HS Female White 2 Avg 45000 1727 1727 2008 76 12 HS Male White 1 Avg NA 1728 1728 2008 49 16 Bachelors Female White 3 Below Avg 55000 1729 1729 2008 44 15 Associates Male White 1 Avg 120000 1730 1730 2008 37 16 Bachelors Female White 4 Above Avg 67500 1731 1731 2008 59 12 HS Male White 2 Far Below Avg 45000 1732 1732 2008 52 16 Bachelors Female White 1 Above Avg 160000 1733 1733 2008 82 10 <HS Male White 1 Below Avg 160000 1734 1734 2008 67 14 Associates Male White 2 Below Avg 45000 1735 1735 2008 47 16 Bachelors Male White 3 Below Avg 140000 1736 1736 2008 44 18 Associates Female White 4 Below Avg 140000 1737 1737 2008 56 12 HS Male White 3 Avg 100000 1738 1738 2008 41 20 Graduate Male White 6 Below Avg 120000 1739 1739 2008 50 12 HS Male White 3 Below Avg 120000 1740 1740 2008 81 11 HS Male White 2 Far Below Avg 3500 1741 1741 2008 68 9 <HS Male White 1 Far Below Avg 500 1742 1742 2008 44 18 Graduate Male White 5 Below Avg 160000 1743 1743 2008 51 14 HS Female White 2 Avg 100000 1744 1744 2008 36 16 Bachelors Male White 5 Below Avg NA 1745 1745 2008 47 12 HS Male White 2 Avg 32500 1746 1746 2008 43 12 HS Female White 2 Avg 67500 1747 1747 2008 60 10 <HS Female Black 1 Far Below Avg 23250 1748 1748 2008 52 11 <HS Male White 4 Avg 82500 1749 1749 2008 40 16 Bachelors Female White 4 Avg 120000 1750 1750 2008 70 12 HS Female White 1 Avg 21250 1751 1751 2008 57 14 Associates Female White 1 Avg 27500 1752 1752 2008 41 17 Bachelors Female White 5 Avg 55000 1753 1753 2008 34 14 HS Male Black 1 Far Below Avg 45000 1754 1754 2008 28 16 Bachelors Male White 1 Below Avg 67500 1755 1755 2008 48 13 HS Female White 1 Below Avg 18250 1756 1756 2008 22 13 HS Male White 3 Above Avg 45000 1757 1757 2008 22 15 HS Female White 3 Above Avg 37500 1758 1758 2008 48 12 HS Female Black 4 Above Avg 45000 1759 1759 2008 67 12 HS Male White 2 Below Avg 45000 1760 1760 2008 55 15 HS Female White 2 Below Avg 100000 1761 1761 2008 37 12 HS Female Black 6 Avg 13250 1762 1762 2008 64 12 HS Female Black 2 Avg 21250 1763 1763 2008 46 10 <HS Female Black 1 Far Below Avg 6500 1764 1764 2008 68 12 HS Male Black 1 Far Below Avg 11250 1765 1765 2008 45 12 <HS Male Black 5 Below Avg 67500 1766 1766 2008 70 12 HS Female White 2 Avg 23250 1767 1767 2008 30 11 <HS Male Other 5 Avg 27500 1768 1768 2008 55 12 HS Male White 1 Below Avg 18250 1769 1769 2008 52 12 HS Male White 2 Below Avg 45000 1770 1770 2008 34 12 HS Female White 2 Avg NA 1771 1771 2008 65 9 <HS Male White 1 Avg 8500 1772 1772 2008 53 12 HS Female White 3 Far Below Avg 21250 1773 1773 2008 55 12 HS Male White 1 Avg 23250 1774 1774 2008 63 14 Associates Male White 2 Avg 8500 1775 1775 2008 65 12 HS Male White 2 Below Avg 67500 1776 1776 2008 28 13 HS Female White 3 Avg 11250 1777 1777 2008 36 12 HS Male White 6 Avg 67500 1778 1778 2008 81 6 <HS Female Black 4 Above Avg 21250 1779 1779 2008 28 11 HS Male Black 3 Avg 32500 1780 1780 2008 57 12 HS Male Black 2 Far Below Avg 100000 1781 1781 2008 53 12 HS Female White 2 Below Avg 13250 1782 1782 2008 67 11 <HS Female White 2 Below Avg 55000 1783 1783 2008 66 9 <HS Female Black 2 Below Avg 500 1784 1784 2008 29 13 HS Female Black 4 Avg 45000 1785 1785 2008 77 6 <HS Female White 2 Below Avg 16250 1786 1786 2008 57 18 Graduate Female White 1 Below Avg 45000 1787 1787 2008 19 11 <HS Female Black 2 Avg 500 1788 1788 2008 57 19 Bachelors Male White 1 Avg 67500 1789 1789 2008 67 12 HS Male Black 2 Below Avg NA 1790 1790 2008 65 8 <HS Male Black 2 Below Avg NA 1791 1791 2008 58 12 HS Female Black 1 Avg 8500 1792 1792 2008 35 13 HS Female White 3 Above Avg 55000 1793 1793 2008 29 11 <HS Female Black 3 Far Above Avg 8500 1794 1794 2008 24 13 <HS Female Black 4 Avg 2000 1795 1795 2008 30 10 HS Male White 4 Avg NA 1796 1796 2008 56 12 HS Female White 2 Avg 45000 1797 1797 2008 32 14 Associates Female Black 5 Above Avg 37500 1798 1798 2008 55 8 <HS Male White 1 Below Avg 8500 1799 1799 2008 24 11 <HS Male White 3 Avg 21250 1800 1800 2008 34 12 HS Female White 3 Far Below Avg 120000 1801 1801 2008 28 7 <HS Male White 5 Avg 27500 1802 1802 2008 61 14 HS Male White 2 Above Avg 82500 1803 1803 2008 44 11 <HS Male White 3 Avg 7500 1804 1804 2008 54 9 <HS Female White 2 Far Below Avg 11250 1805 1805 2008 48 11 <HS Male White 2 Avg 55000 1806 1806 2008 52 16 HS Female White 2 Avg 55000 1807 1807 2008 41 12 HS Male White 4 Above Avg 45000 1808 1808 2008 37 15 HS Female White 5 Below Avg 45000 1809 1809 2008 20 12 HS Male White 1 Above Avg 55000 1810 1810 2008 89 16 Bachelors Female Black 3 Far Below Avg 21250 1811 1811 2008 61 12 HS Male White 1 Below Avg NA 1812 1812 2008 67 12 HS Female White 1 Avg 27500 1813 1813 2008 37 9 HS Female Other 4 Below Avg NA 1814 1814 2008 34 12 HS Male White 3 Far Above Avg 32500 1815 1815 2008 63 14 Associates Female White 2 Avg 8500 1816 1816 2008 35 13 HS Male White 1 Below Avg 32500 1817 1817 2008 26 4 <HS Male Other 4 Below Avg 27500 1818 1818 2008 37 6 <HS Male Other 1 Far Below Avg 23250 1819 1819 2008 28 6 <HS Female Other 3 Below Avg 67500 1820 1820 2008 60 12 HS Male Black 1 Far Below Avg 500 1821 1821 2008 45 12 HS Male Black 1 Far Below Avg 23250 1822 1822 2008 63 12 HS Male White 1 Below Avg 23250 1823 1823 2008 99 16 Bachelors Female Black 1 Below Avg 32500 1824 1824 2008 32 14 Associates Female Black 5 Avg 18250 1825 1825 2008 61 11 <HS Male Black 1 Below Avg 5500 1826 1826 2008 53 14 Associates Female Black 1 Avg 55000 1827 1827 2008 41 8 <HS Male White 1 Far Above Avg 5500 1828 1828 2008 62 12 HS Male White 2 Below Avg 67500 1829 1829 2008 35 12 HS Female White 3 Avg 55000 1830 1830 2008 35 12 HS Female Other 2 Far Below Avg 45000 1831 1831 2008 41 11 <HS Female White 2 Avg 13250 1832 1832 2008 41 13 Associates Female White 2 Far Above Avg 4500 1833 1833 2008 59 8 <HS Male White 2 Avg 13250 1834 1834 2008 60 12 HS Female Black 2 Far Below Avg 27500 1835 1835 2008 81 12 <HS Female White 1 Far Below Avg 11250 1836 1836 2008 39 13 HS Female White 4 Avg 27500 1837 1837 2008 62 12 HS Male Black 1 Below Avg 16250 1838 1838 2008 47 12 HS Female Black 4 Above Avg 37500 1839 1839 2008 51 13 HS Female White 2 Below Avg 45000 1840 1840 2008 26 12 HS Female White 4 Above Avg 82500 1841 1841 2008 72 12 <HS Female Black 1 Far Below Avg 8500 1842 1842 2008 57 13 HS Male White 1 Avg 4500 1843 1843 2008 50 12 HS Male White 1 Below Avg 7500 1844 1844 2008 55 12 HS Male White 2 Below Avg 67500 1845 1845 2008 53 19 Graduate Female White 2 Far Below Avg 67500 1846 1846 2008 20 12 HS Female Other 3 Above Avg 21250 1847 1847 2008 27 13 HS Male Other 5 Above Avg 13250 1848 1848 2008 66 14 Associates Male White 2 Avg 11250 1849 1849 2008 75 14 Associates Female White 2 Avg 18250 1850 1850 2008 37 19 HS Male White 1 Avg 55000 1851 1851 2008 65 18 Graduate Female White 1 Avg 45000 1852 1852 2008 26 13 HS Male White 1 Avg 45000 1853 1853 2008 53 11 HS Female White 2 Avg 82500 1854 1854 2008 36 18 Bachelors Female White 2 Below Avg 100000 1855 1855 2008 78 15 HS Female White 2 Avg 45000 1856 1856 2008 57 17 Bachelors Male White 3 Above Avg 100000 1857 1857 2008 28 16 Bachelors Male Other 2 Avg 67500 1858 1858 2008 44 9 <HS Male White 2 Avg 11250 1859 1859 2008 28 14 Associates Male White 3 Avg 55000 1860 1860 2008 36 12 HS Female White 2 Below Avg 45000 1861 1861 2008 46 16 Bachelors Female White 4 Avg 100000 1862 1862 2008 41 12 HS Male White 3 Far Below Avg 27500 1863 1863 2008 58 10 HS Male White 3 Avg 67500 1864 1864 2008 34 10 HS Female White 7 Avg 55000 1865 1865 2008 19 13 HS Male Black 6 Avg 37500 1866 1866 2008 32 13 HS Female White 5 Avg 82500 1867 1867 2008 61 11 HS Female White 2 Above Avg 67500 1868 1868 2008 54 12 HS Male White 2 Below Avg 67500 1869 1869 2008 34 12 HS Female White 8 Below Avg 100000 1870 1870 2008 62 12 HS Male White 2 Avg 67500 1871 1871 2008 28 18 Graduate Female White 2 Below Avg 67500 1872 1872 2008 82 9 <HS Female White 3 Below Avg NA 1873 1873 2008 51 12 HS Female White 2 Avg 82500 1874 1874 2008 71 16 Bachelors Female White 2 Below Avg 37500 1875 1875 2008 34 12 HS Female White 3 Avg 100000 1876 1876 2008 65 13 HS Male White 2 Avg 32500 1877 1877 2008 61 12 HS Male White 2 Avg 140000 1878 1878 2008 76 12 HS Male White 2 Below Avg 67500 1879 1879 2008 55 12 HS Male White 2 Below Avg 45000 1880 1880 2008 76 12 HS Female White 3 Below Avg NA 1881 1881 2008 99 16 Bachelors Female White 1 Avg NA 1882 1882 2008 67 15 Associates Male White 2 Avg 37500 1883 1883 2008 41 12 HS Male White 2 Avg 23250 1884 1884 2008 49 12 HS Male White 1 Avg 100000 1885 1885 2008 45 12 HS Male White 2 Above Avg 27500 1886 1886 2008 32 14 Associates Male White 4 Avg 82500 1887 1887 2008 38 13 HS Male White 2 Avg 45000 1888 1888 2008 60 11 <HS Male White 2 Below Avg 67500 1889 1889 2008 50 14 Associates Male White 2 Below Avg 100000 1890 1890 2008 65 15 HS Male White 2 Below Avg 45000 1891 1891 2008 44 11 HS Male White 2 Avg 67500 1892 1892 2008 31 10 <HS Female White 8 Below Avg NA 1893 1893 2008 54 14 HS Male White 4 Far Below Avg 67500 1894 1894 2008 46 18 Graduate Female White 4 Above Avg NA 1895 1895 2008 49 12 HS Female Black 6 <NA> 5500 1896 1896 2008 52 2 <HS Female White 3 Far Below Avg 45000 1897 1897 2008 50 19 Graduate Female White 4 Avg 160000 1898 1898 2008 32 12 HS Female White 5 Above Avg 67500 1899 1899 2008 64 12 HS Male White 1 Avg 27500 1900 1900 2008 78 18 Graduate Female White 1 Above Avg 55000 1901 1901 2008 55 13 HS Male White 3 Avg 37500 1902 1902 2008 35 18 Bachelors Female White 4 Below Avg 120000 1903 1903 2008 27 17 HS Male White 3 Above Avg 160000 1904 1904 2008 50 12 HS Female White 2 Avg NA 1905 1905 2008 53 9 <HS Male White 3 Above Avg 67500 1906 1906 2008 47 16 Bachelors Male White 5 Avg 67500 1907 1907 2008 60 9 <HS Female White 1 Below Avg 2000 1908 1908 2008 80 9 HS Female White 2 Avg 23250 1909 1909 2008 36 15 HS Male Other 6 Avg 32500 1910 1910 2008 32 18 Graduate Female White 4 Avg 82500 1911 1911 2008 30 16 Bachelors Male White 3 Below Avg 27500 1912 1912 2008 41 16 Bachelors Female White 1 Below Avg 18250 1913 1913 2008 31 14 HS Male White 4 Below Avg 67500 1914 1914 2008 29 14 HS Female White 4 Above Avg 55000 1915 1915 2008 35 16 Bachelors Male Black 4 Below Avg 67500 1916 1916 2008 51 12 HS Female White 2 Avg 27500 1917 1917 2008 53 13 HS Female White 3 Below Avg 55000 1918 1918 2008 22 12 HS Female White 3 Avg 45000 1919 1919 2008 80 12 HS Female White 2 Below Avg 55000 1920 1920 2008 43 14 HS Male White 5 Below Avg 11250 1921 1921 2008 47 12 HS Female White 1 Below Avg 7500 1922 1922 2008 38 13 HS Male White 1 Below Avg 6500 1923 1923 2008 49 12 HS Female White 2 Below Avg 11250 1924 1924 2008 35 14 HS Female White 3 Avg 100000 1925 1925 2008 38 16 Associates Female White 4 Below Avg 21250 1926 1926 2008 67 12 HS Male White 3 Avg 23250 1927 1927 2008 75 20 Graduate Female White 2 Avg 23250 1928 1928 2008 26 15 HS Female White 4 Above Avg 21250 1929 1929 2008 52 14 HS Female White 2 Avg 16250 1930 1930 2008 26 16 Bachelors Female White 2 Avg 37500 1931 1931 2008 27 16 Bachelors Male White 4 Below Avg 21250 1932 1932 2008 33 14 Associates Male Other 2 Avg NA 1933 1933 2008 21 15 HS Male White 3 Avg NA 1934 1934 2008 69 12 HS Female White 2 Far Below Avg 32500 1935 1935 2008 83 12 HS Male White 1 Above Avg 27500 1936 1936 2008 61 15 HS Female White 2 Avg 160000 1937 1937 2008 34 15 HS Male White 4 Below Avg 120000 1938 1938 2008 26 13 HS Female White 4 Avg 67500 1939 1939 2008 81 11 HS Female White 2 Above Avg NA 1940 1940 2008 51 11 <HS Male White 1 Avg 21250 1941 1941 2008 51 12 HS Female White 1 Avg 23250 1942 1942 2008 39 12 HS Female White 3 Below Avg 21250 1943 1943 2008 58 16 Bachelors Male White 3 Below Avg 55000 1944 1944 2008 24 13 HS Male White 2 Avg 16250 1945 1945 2008 27 16 Associates Female White 2 Avg 55000 1946 1946 2008 75 15 Associates Female White 1 Avg 37500 1947 1947 2008 39 10 HS Female White 4 Avg 6500 1948 1948 2008 36 17 Bachelors Male White 6 Avg 82500 1949 1949 2008 58 17 Graduate Female White 2 Avg NA 1950 1950 2008 64 14 HS Male White 1 Avg 67500 1951 1951 2008 43 12 HS Male White 3 Avg 82500 1952 1952 2008 51 12 HS Male White 4 Avg 120000 1953 1953 2008 35 12 HS Female White 2 Avg 21250 1954 1954 2008 37 11 HS Male White 2 Below Avg 18250 1955 1955 2008 56 13 HS Female White 2 Above Avg NA 1956 1956 2008 55 14 HS Female White 3 Avg 45000 1957 1957 2008 64 16 Bachelors Male White 1 Avg 18250 1958 1958 2008 36 12 <HS Male White 3 Far Below Avg 37500 1959 1959 2008 68 16 HS Male White 1 Avg 27500 1960 1960 2008 62 12 HS Male White 1 Far Below Avg 32500 1961 1961 2008 82 6 <HS Female White 1 Avg 16250 1962 1962 2008 26 14 Associates Male White 5 Above Avg 82500 1963 1963 2008 83 17 Bachelors Female White 1 Avg 37500 1964 1964 2008 70 12 HS Female White 2 Below Avg 37500 1965 1965 2008 49 14 HS Female White 2 Below Avg 45000 1966 1966 2008 89 16 Bachelors Male White 2 Above Avg 100000 1967 1967 2008 71 11 <HS Female Black 4 Below Avg NA 1968 1968 2008 43 13 HS Female White 2 Below Avg 45000 1969 1969 2008 42 18 Graduate Female Other 4 Avg 160000 1970 1970 2008 20 12 HS Male White 2 Below Avg 55000 1971 1971 2008 50 13 HS Female White 7 Avg 100000 1972 1972 2008 36 16 Bachelors Female Other 3 Below Avg 67500 1973 1973 2008 21 14 HS Male White 2 Above Avg 100000 1974 1974 2008 19 12 HS Male White 4 Above Avg 67500 1975 1975 2008 22 13 HS Male Black 2 Below Avg 18250 1976 1976 2008 37 16 Bachelors Female White 2 Above Avg 100000 1977 1977 2008 60 12 HS Female Black 3 Far Below Avg 32500 1978 1978 2008 99 15 Associates Female Black 2 Avg 21250 1979 1979 2008 34 13 HS Male White 3 Avg 100000 1980 1980 2008 99 18 Graduate Female White 1 Avg 120000 1981 1981 2008 88 12 HS Female White 1 Far Below Avg 21250 1982 1982 2008 31 16 Bachelors Male White 1 Avg 140000 1983 1983 2008 79 12 HS Male White 2 Above Avg 21250 1984 1984 2008 31 12 HS Female Black 2 Below Avg 11250 1985 1985 2008 57 9 <HS Female Other 1 Below Avg 7500 1986 1986 2008 42 16 Bachelors Female Black 2 Above Avg 100000 1987 1987 2008 81 12 HS Female White 1 Below Avg 13250 1988 1988 2008 39 20 Graduate Female White 2 Above Avg NA 1989 1989 2008 23 11 HS Male Black 4 Avg 55000 1990 1990 2008 30 16 Bachelors Female White 6 Avg 67500 1991 1991 2008 72 16 Bachelors Female White 2 Below Avg 67500 1992 1992 2008 35 16 Bachelors Female White 4 Far Above Avg 160000 1993 1993 2008 55 16 Bachelors Female White 3 Above Avg 100000 1994 1994 2008 53 12 HS Female White 1 Above Avg 32500 1995 1995 2008 89 12 HS Female White 1 Avg NA 1996 1996 2008 35 18 Graduate Female White 4 Below Avg 45000 1997 1997 2008 75 12 HS Female White 1 Below Avg 23250 1998 1998 2008 65 12 HS Female White 2 Avg 21250 1999 1999 2008 70 12 HS Female White 1 Below Avg 32500 2000 2000 2008 49 14 HS Male White 3 Far Below Avg 120000 2001 2001 2008 60 19 Bachelors Female White 2 Below Avg 82500 2002 2002 2008 99 14 Associates Female White 1 Above Avg 55000 2003 2003 2008 42 16 Bachelors Female Other 4 Avg 82500 2004 2004 2008 41 11 <HS Female White 3 Above Avg 16250 2005 2005 2008 38 13 Associates Male Black 4 Below Avg 67500 2006 2006 2008 36 18 Graduate Male Black 2 Above Avg 67500 2007 2007 2008 49 14 Associates Female White 4 Avg 82500 2008 2008 2008 30 12 HS Male Black 4 Below Avg 67500 2009 2009 2008 75 11 <HS Female White 1 Far Below Avg 27500 2010 2010 2008 21 14 HS Female White 3 Above Avg 27500 2011 2011 2008 41 14 Associates Female White 5 Above Avg 82500 2012 2012 2008 72 14 HS Female White 3 Avg NA 2013 2013 2008 78 12 HS Female White 2 Far Below Avg 27500 2014 2014 2008 33 12 HS Female White 5 Above Avg 37500 2015 2015 2008 30 17 Bachelors Female White 4 Avg 100000 2016 2016 2008 29 15 HS Female Black 2 Avg 32500 2017 2017 2008 78 11 <HS Female White 2 Below Avg 11250 2018 2018 2008 47 18 Bachelors Female White 4 Avg 67500 2019 2019 2008 19 12 HS Male Black 3 Avg 23250 2020 2020 2008 80 98 <HS Female Other 5 Below Avg NA 2021 2021 2008 49 12 HS Male White 2 Avg 82500 2022 2022 2008 54 14 HS Female White 2 Avg 100000 2023 2023 2008 62 20 Graduate Female White 2 Avg 55000 marital reg16 partyid natspac natenvir 1 Widowed Foreign Strong Dem 3 1 2 Married Foreign Independent 3 1 3 Married Middle Atlantic Strong Dem 3 1 4 Divorced Middle Atlantic Strong Dem 2 1 5 Separated Foreign Indepndent Lean Dem 3 1 6 Married East South Central Indepndent Lean Dem 1 2 7 Never Married Middle Atlantic Independent 2 3 8 Never Married Foreign Indepndent Lean Dem 1 2 9 Widowed Foreign Independent 3 1 10 Divorced Foreign Strong Dem 3 1 11 Married Middle Atlantic Dem 2 1 12 Never Married Foreign Dem 2 1 13 <NA> Middle Atlantic Strong Dem 8 1 14 Married Middle Atlantic Indepndent Lean Dem 2 1 15 Never Married Middle Atlantic Indepndent Lean Dem 3 1 16 Married Foreign Rep 2 1 17 Never Married Foreign Independent 3 1 18 Married Middle Atlantic Strong Rep 3 2 19 Never Married Foreign Independent 1 1 20 Married Foreign Independent 1 1 21 Married Middle Atlantic Independent Lean Rep 2 2 22 Divorced Middle Atlantic Dem 0 0 23 Married Middle Atlantic Rep 0 0 24 Married Middle Atlantic Strong Rep 0 0 25 Widowed Middle Atlantic Strong Dem 0 0 26 Married Middle Atlantic Indepndent Lean Dem 0 0 27 Separated Foreign Dem 0 0 28 Never Married Middle Atlantic Indepndent Lean Dem 0 0 29 Separated Middle Atlantic Strong Dem 0 0 30 Never Married Middle Atlantic Strong Dem 0 0 31 Never Married New England Strong Dem 0 0 32 Married Foreign Dem 0 0 33 Separated Foreign Independent 8 8 34 Married Foreign Strong Rep 3 8 35 <NA> Middle Atlantic Independent 3 1 36 Never Married Middle Atlantic Dem 3 1 37 Married Foreign Independent 1 1 38 Married Middle Atlantic Independent 1 1 39 Married Foreign Independent Lean Rep 8 1 40 Married Middle Atlantic Rep 2 1 41 Married Foreign Dem 8 8 42 Married Middle Atlantic Independent 8 1 43 Divorced Middle Atlantic <NA> 2 1 44 Married Middle Atlantic Indepndent Lean Dem 2 1 45 Never Married Middle Atlantic Dem 3 1 46 Married Foreign Strong Dem 2 1 47 Never Married New England Dem 3 1 48 Married Middle Atlantic Dem 2 1 49 Never Married New England Independent Lean Rep 3 2 50 Divorced New England Strong Rep 2 1 51 Married Middle Atlantic Strong Rep 1 1 52 Married New England Strong Rep 3 1 53 Married Middle Atlantic Independent 9 1 54 Never Married New England Indepndent Lean Dem 2 1 55 Married Middle Atlantic Rep 2 1 56 Never Married Middle Atlantic Strong Dem 0 0 57 Divorced Middle Atlantic Strong Dem 0 0 58 Never Married Middle Atlantic Dem 0 0 59 Divorced Middle Atlantic Strong Dem 0 0 60 Never Married Middle Atlantic Independent 0 0 61 Married Foreign Strong Dem 0 0 62 Married South Atlantic Strong Dem 0 0 63 Never Married Middle Atlantic Dem 0 0 64 Never Married Middle Atlantic Dem 0 0 65 Separated East North Central Rep 0 0 66 Divorced Middle Atlantic Strong Dem 0 0 67 Never Married Foreign Dem 0 0 68 Married Middle Atlantic Strong Rep 0 0 69 Married Middle Atlantic Rep 0 0 70 Married Middle Atlantic Strong Dem 0 0 71 Divorced Middle Atlantic Rep 2 1 72 Separated Middle Atlantic Indepndent Lean Dem 2 2 73 Divorced Middle Atlantic Rep 3 1 74 Widowed South Atlantic Dem 3 1 75 Married Middle Atlantic Rep 3 1 76 Married Middle Atlantic Indepndent Lean Dem 2 2 77 Never Married Middle Atlantic Strong Dem 3 2 78 Never Married Middle Atlantic Rep 3 1 79 Divorced Middle Atlantic Dem 3 1 80 Divorced Middle Atlantic Dem 3 8 81 Never Married Middle Atlantic Indepndent Lean Dem 2 1 82 <NA> Middle Atlantic Indepndent Lean Dem 3 2 83 Divorced Middle Atlantic Strong Dem 2 1 84 Never Married Middle Atlantic Strong Dem 1 1 85 Married Middle Atlantic Dem 3 1 86 Married Middle Atlantic Independent 3 2 87 Divorced Middle Atlantic Independent Lean Rep 3 1 88 Never Married Middle Atlantic Indepndent Lean Dem 2 1 89 Married Middle Atlantic Dem 3 1 90 Married Middle Atlantic Strong Rep 3 1 91 Never Married Middle Atlantic Rep 2 1 92 Married Middle Atlantic Dem 0 0 93 Married Middle Atlantic Indepndent Lean Dem 0 0 94 Married East North Central Dem 0 0 95 Never Married Middle Atlantic Independent Lean Rep 0 0 96 Divorced Middle Atlantic Dem 0 0 97 Married Middle Atlantic Strong Dem 0 0 98 Never Married Foreign Independent 0 0 99 Married Middle Atlantic <NA> 0 0 100 Married Middle Atlantic Rep 0 0 101 Divorced Middle Atlantic Rep 0 0 102 <NA> Middle Atlantic <NA> 0 0 103 Married Middle Atlantic Dem 0 0 104 Never Married Middle Atlantic Indepndent Lean Dem 0 0 105 Married Middle Atlantic Dem 0 0 106 Widowed Middle Atlantic Strong Rep 0 0 107 Never Married Foreign Independent 0 0 108 Married Middle Atlantic Dem 0 0 109 Married Middle Atlantic Indepndent Lean Dem 0 0 110 Widowed Middle Atlantic Independent Lean Rep 0 0 111 Never Married Middle Atlantic Strong Dem 0 0 112 Married Middle Atlantic Dem 0 0 113 Married Middle Atlantic Dem 0 0 114 Married East North Central Independent Lean Rep 0 0 115 Married Middle Atlantic Strong Rep 0 0 116 Divorced Middle Atlantic Rep 0 0 117 Never Married Middle Atlantic Indepndent Lean Dem 0 0 118 Widowed Middle Atlantic Strong Dem 0 0 119 Married Middle Atlantic Strong Rep 0 0 120 Married Middle Atlantic Dem 0 0 121 Never Married New England Strong Rep 0 0 122 Married Middle Atlantic Indepndent Lean Dem 2 1 123 Never Married Middle Atlantic Indepndent Lean Dem 3 1 124 Married West South Central Independent 2 1 125 Separated Foreign Rep 1 1 126 Never Married Pacific Indepndent Lean Dem 3 1 127 Never Married Foreign Rep 2 1 128 Divorced Foreign Strong Rep 3 8 129 Married Pacific Indepndent Lean Dem 2 2 130 Never Married Pacific Indepndent Lean Dem 2 1 131 Married Foreign Independent 8 8 132 Married Pacific Independent 2 1 133 Married Pacific Other 2 2 134 Married Pacific Strong Dem 2 1 135 Never Married East North Central Strong Rep 3 1 136 Married East South Central Dem 2 1 137 Divorced Pacific Dem 2 1 138 Never Married Pacific Other 2 1 139 Never Married West South Central Strong Dem 2 2 140 Never Married Pacific Strong Dem 3 1 141 Never Married Pacific Dem 0 0 142 Never Married East South Central Strong Dem 0 0 143 Married Pacific Rep 0 0 144 Widowed Pacific Independent Lean Rep 0 0 145 Married Pacific Independent Lean Rep 0 0 146 Married Pacific Indepndent Lean Dem 0 0 147 Married Pacific Dem 0 0 148 Divorced East North Central Independent Lean Rep 0 0 149 Separated Foreign Independent 0 0 150 Never Married Pacific Indepndent Lean Dem 0 0 151 Never Married Foreign Independent 0 0 152 Divorced Pacific Strong Dem 0 0 153 Married Foreign Independent 0 0 154 Never Married Pacific Strong Dem 0 0 155 Divorced Middle Atlantic Independent 0 0 156 Never Married Foreign Rep 3 1 157 Never Married Foreign Indepndent Lean Dem 3 1 158 Never Married Pacific Independent Lean Rep 2 1 159 Never Married Foreign Indepndent Lean Dem 2 1 160 Never Married Pacific Dem 2 1 161 Married Foreign Strong Dem 3 1 162 Married Foreign Strong Dem 3 8 163 Never Married Pacific Dem 1 1 164 Married Foreign Rep 1 1 165 Never Married East South Central Dem 2 2 166 Widowed Foreign Dem 2 2 167 Never Married Pacific Strong Dem 2 1 168 Married Pacific Dem 8 1 169 Separated Foreign Independent 3 2 170 Widowed East North Central Strong Rep 3 1 171 Divorced Pacific Rep 1 1 172 Divorced Pacific Dem 0 0 173 Never Married Pacific Indepndent Lean Dem 0 0 174 Never Married Pacific Dem 0 0 175 Never Married Pacific Strong Dem 0 0 176 Widowed Foreign Indepndent Lean Dem 0 0 177 Never Married Pacific Indepndent Lean Dem 0 0 178 Never Married East North Central Strong Dem 0 0 179 Never Married Pacific Indepndent Lean Dem 0 0 180 Married Pacific Indepndent Lean Dem 0 0 181 Married Pacific Dem 0 0 182 Married East North Central Rep 0 0 183 Married Pacific Dem 0 0 184 Widowed Foreign Independent 0 0 185 Never Married Pacific Strong Rep 0 0 186 Married Foreign Independent Lean Rep 2 1 187 Married Pacific Dem 1 1 188 Never Married Mountain Independent 1 1 189 Never Married Pacific Rep 2 3 190 Never Married Pacific Dem 1 1 191 Married Foreign Strong Rep 3 2 192 Married Pacific Strong Rep 2 3 193 Married South Atlantic Strong Dem 2 1 194 Never Married Foreign Dem 2 2 195 Married East South Central Strong Dem 3 1 196 Married East North Central Strong Dem 3 1 197 Widowed East North Central Strong Dem 1 1 198 Never Married East North Central Indepndent Lean Dem 3 2 199 Widowed East North Central Dem 2 1 200 Never Married East North Central Strong Dem 0 0 201 Never Married East North Central Dem 0 0 202 Married Foreign Independent 0 0 203 Divorced Foreign Strong Dem 0 0 204 Married East North Central Rep 0 0 205 Separated East North Central Strong Rep 0 0 206 Married Foreign Indepndent Lean Dem 0 0 207 Never Married East North Central Strong Dem 0 0 208 Married Foreign Independent 0 0 209 Widowed East South Central Strong Dem 0 0 210 Married East South Central Dem 0 0 211 Never Married East North Central Strong Dem 0 0 212 Never Married East North Central Strong Dem 0 0 213 Widowed Middle Atlantic Strong Dem 0 0 214 Married East North Central Strong Dem 0 0 215 Never Married East North Central Rep 2 1 216 Divorced East North Central Strong Dem 2 1 217 Widowed East North Central Rep 3 2 218 Divorced East North Central Dem 2 1 219 Married East North Central Strong Dem 1 1 220 Married East North Central Independent Lean Rep 8 2 221 Never Married East North Central Independent 2 2 222 Married West North Central Indepndent Lean Dem 1 1 223 Never Married East North Central Strong Dem 2 2 224 Married East North Central Dem 3 1 225 Never Married East North Central Dem 3 2 226 Widowed Foreign Strong Rep 8 2 227 Married East North Central Indepndent Lean Dem 3 1 228 Married East North Central Indepndent Lean Dem 2 1 229 Married East North Central Indepndent Lean Dem 2 1 230 Married Pacific Strong Rep 2 1 231 Married East North Central Rep 2 1 232 Married East North Central Independent Lean Rep 2 1 233 Divorced East North Central Strong Dem 2 1 234 Divorced East North Central Strong Dem 2 1 235 Married East North Central Rep 3 1 236 Married East North Central Indepndent Lean Dem 2 1 237 Separated East North Central Strong Dem 3 1 238 Widowed East North Central Indepndent Lean Dem 0 0 239 Divorced East North Central Strong Dem 0 0 240 Married East North Central Indepndent Lean Dem 0 0 241 Married East North Central Indepndent Lean Dem 0 0 242 Married East North Central Indepndent Lean Dem 0 0 243 Married East North Central Strong Rep 0 0 244 Married East North Central Other 0 0 245 Married East North Central Strong Dem 0 0 246 Divorced East North Central Rep 0 0 247 Married East North Central Independent 0 0 248 Married East North Central Dem 0 0 249 Widowed Mountain Dem 0 0 250 Married Pacific Dem 0 0 251 Married Pacific Rep 0 0 252 Never Married East North Central Strong Dem 0 0 253 Married Foreign Strong Dem 0 0 254 Married Pacific Independent Lean Rep 0 0 255 Married Foreign Independent Lean Rep 0 0 256 Married Pacific Rep 0 0 257 Never Married Pacific Independent 0 0 258 Divorced Pacific Rep 0 0 259 Married Foreign Strong Dem 0 0 260 Married Foreign Strong Dem 0 0 261 Married West North Central Rep 0 0 262 Married Pacific Dem 8 2 263 Separated Foreign Independent 2 1 264 Married Pacific Independent Lean Rep 2 1 265 Widowed Pacific Independent 2 1 266 Widowed Pacific Strong Rep 2 1 267 Never Married Pacific Indepndent Lean Dem 3 1 268 Married Pacific Rep 2 2 269 Widowed Pacific Strong Dem 2 1 270 Married Foreign Indepndent Lean Dem 2 2 271 Never Married Pacific Dem 2 1 272 Divorced Pacific Other 2 1 273 Never Married Pacific Independent 3 1 274 Never Married Foreign Dem 2 1 275 Never Married Pacific Independent 2 3 276 Married Foreign Strong Rep 2 1 277 Married Pacific Rep 2 1 278 Married Pacific Rep 0 0 279 Married Mountain Rep 0 0 280 Married Pacific Indepndent Lean Dem 0 0 281 Widowed Foreign Dem 0 0 282 Never Married Foreign Strong Dem 0 0 283 Married East North Central Strong Dem 0 0 284 Never Married Pacific Dem 0 0 285 Never Married East North Central Indepndent Lean Dem 0 0 286 Never Married Pacific Dem 0 0 287 Never Married Pacific Indepndent Lean Dem 0 0 288 Never Married Foreign Indepndent Lean Dem 0 0 289 Never Married Pacific Dem 0 0 290 Married Pacific Independent 3 1 291 Married Foreign Independent 2 1 292 Never Married Pacific Rep 2 2 293 Married Foreign Independent 3 1 294 Married Pacific Strong Dem 1 1 295 Married Pacific Other 2 2 296 Married Pacific Dem 2 3 297 Married Pacific Strong Dem 2 1 298 Divorced Pacific Rep 2 2 299 Married Middle Atlantic Rep 3 2 300 Never Married Pacific Other 2 1 301 Never Married Pacific Dem 2 1 302 Never Married Pacific Rep 2 1 303 Married Middle Atlantic Dem 0 0 304 Never Married Middle Atlantic Strong Dem 0 0 305 Divorced Middle Atlantic Strong Dem 0 0 306 Married South Atlantic Strong Dem 0 0 307 Never Married Middle Atlantic Indepndent Lean Dem 0 0 308 Never Married Middle Atlantic Indepndent Lean Dem 0 0 309 Never Married Middle Atlantic Strong Dem 0 0 310 Married Middle Atlantic Strong Dem 0 0 311 Never Married Middle Atlantic Independent 0 0 312 Separated Middle Atlantic Dem 0 0 313 Never Married Middle Atlantic Indepndent Lean Dem 0 0 314 Never Married Middle Atlantic Indepndent Lean Dem 0 0 315 Married Middle Atlantic Dem 0 0 316 Divorced Middle Atlantic Dem 0 0 317 Married Foreign Independent Lean Rep 0 0 318 Married South Atlantic Strong Dem 0 0 319 Never Married Foreign Independent 0 0 320 Married Middle Atlantic Strong Rep 0 0 321 Widowed Middle Atlantic Indepndent Lean Dem 8 2 322 Married South Atlantic Strong Dem 2 1 323 Married Middle Atlantic Strong Dem 3 1 324 Married Middle Atlantic Independent 2 2 325 Never Married Foreign Strong Dem 2 1 326 Never Married Middle Atlantic Indepndent Lean Dem 3 1 327 Married Middle Atlantic Rep 1 1 328 Widowed New England Rep 2 1 329 Married Middle Atlantic Strong Dem 3 1 330 Married Foreign Rep 2 2 331 Never Married Middle Atlantic Dem 8 2 332 Never Married Middle Atlantic Independent 3 1 333 Married Middle Atlantic Dem 3 1 334 Widowed Middle Atlantic Strong Dem 2 2 335 Separated Foreign Independent Lean Rep 2 1 336 Married Middle Atlantic Dem 0 0 337 Married Foreign Independent 0 0 338 Married Middle Atlantic Strong Dem 0 0 339 Widowed Middle Atlantic Strong Dem 0 0 340 Widowed New England Strong Rep 0 0 341 Married Foreign Independent Lean Rep 0 0 342 Divorced Middle Atlantic Strong Dem 0 0 343 Married Middle Atlantic Strong Dem 0 0 344 Married South Atlantic Strong Dem 0 0 345 Divorced South Atlantic Dem 0 0 346 Never Married South Atlantic Strong Dem 0 0 347 Separated Foreign Independent 0 0 348 Never Married Middle Atlantic Strong Dem 0 0 349 Married New England Other 0 0 350 Never Married East North Central Strong Rep 0 0 351 Married Middle Atlantic Independent Lean Rep 0 0 352 Married Foreign Strong Dem 0 0 353 Married Foreign Dem 0 0 354 Never Married South Atlantic Independent 0 0 355 Married Foreign Independent Lean Rep 8 2 356 Married Foreign Strong Dem 3 2 357 Never Married South Atlantic Independent Lean Rep 3 1 358 Never Married South Atlantic Independent Lean Rep 1 2 359 Married Middle Atlantic Strong Dem 2 1 360 Married East North Central Indepndent Lean Dem 1 1 361 Married Foreign Strong Dem 3 1 362 Married Middle Atlantic Independent 2 1 363 Married South Atlantic Dem 2 3 364 Married Foreign Independent 2 8 365 Separated South Atlantic Indepndent Lean Dem 2 1 366 Married South Atlantic Strong Rep 3 1 367 Divorced Foreign Dem 3 3 368 Never Married South Atlantic Independent 1 1 369 Widowed South Atlantic Strong Dem 2 1 370 Divorced South Atlantic Rep 2 2 371 Never Married New England Strong Dem 3 2 372 Married Foreign Strong Dem 2 1 373 Married Foreign Indepndent Lean Dem 3 1 374 Never Married East North Central Strong Dem 3 3 375 Married East North Central Independent 1 1 376 Married East North Central Independent 0 0 377 Never Married East North Central Independent 0 0 378 Divorced East North Central Indepndent Lean Dem 0 0 379 Never Married East North Central Independent 0 0 380 Never Married East North Central Dem 0 0 381 Married East North Central Strong Dem 0 0 382 Married East North Central Rep 0 0 383 Divorced East North Central Indepndent Lean Dem 0 0 384 Never Married East North Central Strong Dem 0 0 385 Married East North Central Strong Rep 0 0 386 Married East North Central Dem 0 0 387 Never Married East North Central Independent 0 0 388 Never Married Pacific Strong Rep 0 0 389 Widowed East North Central <NA> 0 0 390 Divorced East North Central Independent 0 0 391 Never Married East North Central Independent 0 0 392 Widowed East North Central Strong Rep 0 0 393 Widowed West South Central Strong Dem 0 0 394 Never Married East North Central Dem 0 0 395 Married East North Central Strong Dem 0 0 396 Widowed East North Central Dem 3 2 397 Married East North Central Independent Lean Rep 2 2 398 Never Married East North Central Dem 2 1 399 Never Married East North Central Indepndent Lean Dem 8 1 400 Married East North Central Dem 1 1 401 Divorced South Atlantic Independent Lean Rep 8 1 402 Married New England Strong Dem 3 2 403 Divorced East South Central Rep 2 3 404 Married Mountain Independent 2 1 405 Divorced West South Central Strong Rep 2 3 406 Married West South Central Strong Rep 2 1 407 Divorced West South Central Dem 2 2 408 Married Pacific Independent 2 1 409 Divorced West South Central Dem 3 1 410 Never Married Pacific Independent 3 3 411 Married West South Central Independent 1 2 412 Married Foreign Strong Dem 0 0 413 Married East South Central Strong Rep 0 0 414 Married East North Central Strong Dem 0 0 415 Married Foreign Independent 0 0 416 Married East North Central Strong Rep 0 0 417 Divorced East South Central Strong Rep 0 0 418 Married Foreign Indepndent Lean Dem 0 0 419 Married West South Central Rep 0 0 420 Never Married West North Central Independent Lean Rep 0 0 421 Divorced West South Central Strong Dem 0 0 422 Never Married Foreign Independent 0 0 423 Never Married West South Central Rep 0 0 424 Never Married West South Central Dem 0 0 425 Married Foreign Independent 0 0 426 Never Married West South Central Independent 0 0 427 Divorced East North Central Dem 0 0 428 Never Married New England Rep 0 0 429 Divorced South Atlantic <NA> 0 0 430 Never Married West South Central Other 0 0 431 Never Married West South Central Indepndent Lean Dem 0 0 432 Never Married South Atlantic Independent 0 0 433 Married South Atlantic Strong Dem 2 1 434 Never Married South Atlantic Independent Lean Rep 1 1 435 Never Married South Atlantic Independent 8 8 436 Never Married South Atlantic Strong Dem 2 1 437 Married Foreign Independent Lean Rep 1 2 438 Never Married South Atlantic Rep 2 1 439 Married Foreign Strong Dem 8 8 440 Never Married Pacific Independent 2 2 441 Never Married Pacific Rep 1 1 442 Married Foreign Independent 8 8 443 Divorced South Atlantic Rep 2 2 444 Divorced Middle Atlantic Dem 1 1 445 Married South Atlantic Strong Rep 2 1 446 Widowed New England Strong Dem 1 1 447 Never Married Middle Atlantic Dem 2 1 448 Separated Foreign <NA> 8 2 449 Married Foreign Independent 3 1 450 Never Married Foreign Independent Lean Rep 3 8 451 Married East North Central Strong Dem 3 1 452 Divorced Middle Atlantic Strong Rep 0 0 453 Married East South Central Strong Dem 0 0 454 Married South Atlantic Indepndent Lean Dem 0 0 455 Married West North Central Dem 0 0 456 Never Married South Atlantic Dem 0 0 457 Married Mountain Strong Rep 0 0 458 Married Foreign Rep 0 0 459 Married South Atlantic Indepndent Lean Dem 0 0 460 Married Middle Atlantic Strong Dem 0 0 461 Divorced West South Central Strong Dem 0 0 462 Married West South Central Dem 0 0 463 Never Married West South Central Rep 0 0 464 Married South Atlantic Other 0 0 465 Married South Atlantic Strong Rep 0 0 466 Divorced Foreign Independent Lean Rep 0 0 467 Never Married West South Central Strong Dem 0 0 468 Married West North Central Rep 1 2 469 Married West South Central Strong Rep 1 2 470 Married West South Central Independent Lean Rep 2 1 471 Never Married West South Central Independent Lean Rep 2 2 472 Married Foreign Independent 2 2 473 Divorced Foreign Independent 1 1 474 Married Foreign Dem 2 2 475 Widowed West South Central Independent 3 2 476 Divorced West South Central Rep 3 2 477 Never Married Mountain Independent 3 3 478 Never Married West South Central Strong Dem 3 2 479 Married West South Central Rep 2 2 480 Married West South Central Independent 1 1 481 Never Married Foreign Independent 2 1 482 Divorced Foreign Independent 1 1 483 Never Married West South Central Strong Dem 3 1 484 Never Married West South Central Independent 3 1 485 Separated West South Central Independent 2 2 486 Separated West South Central Dem 3 1 487 Married West South Central Strong Dem 3 2 488 Married West South Central Strong Dem 3 1 489 Married East South Central Independent 0 0 490 Married East South Central Strong Rep 0 0 491 Married West South Central Rep 0 0 492 Married West South Central Strong Rep 0 0 493 Married East North Central Rep 0 0 494 Married Mountain Independent 0 0 495 Never Married Pacific Independent 0 0 496 Never Married Middle Atlantic Strong Dem 0 0 497 Never Married New England Indepndent Lean Dem 0 0 498 Never Married New England Independent 0 0 499 Married Foreign Strong Dem 0 0 500 Never Married New England Independent 0 0 501 Widowed South Atlantic Rep 0 0 502 Married Foreign Strong Dem 0 0 503 Married Foreign Independent 0 0 504 Married New England Independent 0 0 505 Married New England Independent Lean Rep 0 0 506 Married New England Rep 0 0 507 Never Married New England Strong Dem 0 0 508 Married New England Independent Lean Rep 0 0 509 Divorced New England Independent Lean Rep 0 0 510 Married New England Strong Rep 0 0 511 Never Married Foreign Dem 2 2 512 Married New England Independent 8 1 513 Divorced New England Indepndent Lean Dem 3 2 514 Divorced New England Strong Dem 8 1 515 Divorced New England Rep 2 1 516 Married New England Independent 3 1 517 Married New England Indepndent Lean Dem 2 2 518 Married New England Indepndent Lean Dem 2 1 519 Married Middle Atlantic Strong Dem 2 2 520 Never Married New England Rep 2 1 521 Divorced Foreign Dem 3 1 522 Married Foreign Indepndent Lean Dem 2 2 523 Widowed New England Strong Dem 2 1 524 Married New England Indepndent Lean Dem 3 2 525 Never Married South Atlantic Independent 2 1 526 Never Married West South Central Other 3 1 527 Never Married South Atlantic Dem 2 1 528 Never Married Middle Atlantic Dem 3 3 529 Married Middle Atlantic Independent Lean Rep 3 1 530 Divorced East North Central Indepndent Lean Dem 2 3 531 Married South Atlantic Dem 8 2 532 Married Foreign Rep 2 1 533 Married South Atlantic Other 0 0 534 Married Foreign Dem 0 0 535 Never Married Foreign Independent 0 0 536 Never Married South Atlantic Rep 0 0 537 Married South Atlantic Independent Lean Rep 0 0 538 Never Married South Atlantic Strong Dem 0 0 539 Divorced East South Central Strong Rep 0 0 540 Married Middle Atlantic Independent Lean Rep 0 0 541 Married Foreign Dem 0 0 542 Never Married Middle Atlantic Strong Dem 0 0 543 Married East South Central Other 0 0 544 Never Married South Atlantic Strong Dem 0 0 545 Never Married Foreign Indepndent Lean Dem 0 0 546 Never Married South Atlantic Independent 0 0 547 Widowed Mountain Dem 2 1 548 Divorced Pacific Strong Dem 1 1 549 Divorced Mountain Strong Dem 2 1 550 Separated West South Central Dem 3 1 551 Married Mountain Dem 2 1 552 Widowed West North Central Dem 2 1 553 Married Mountain Strong Rep 3 1 554 Married Mountain Independent 2 2 555 Married Middle Atlantic Independent 2 1 556 Divorced West North Central Dem 2 1 557 Married East North Central Strong Dem 2 1 558 Never Married East North Central Other 2 1 559 Married Mountain Rep 2 3 560 Never Married Mountain Strong Dem 2 1 561 Divorced Mountain Independent Lean Rep 2 3 562 Never Married Mountain Dem 2 1 563 Never Married Mountain Indepndent Lean Dem 3 1 564 Never Married Mountain Indepndent Lean Dem 2 3 565 Widowed Mountain Rep 2 2 566 Divorced Foreign Indepndent Lean Dem 3 1 567 Married West North Central Indepndent Lean Dem 1 1 568 Never Married South Atlantic Independent 0 0 569 Separated West South Central Dem 0 0 570 Married South Atlantic Dem 0 0 571 Married South Atlantic Indepndent Lean Dem 0 0 572 Married Foreign Strong Rep 0 0 573 Separated Foreign Strong Rep 0 0 574 Never Married South Atlantic Dem 0 0 575 Married East South Central Rep 0 0 576 Widowed Pacific Dem 0 0 577 Divorced East North Central Independent 0 0 578 Never Married South Atlantic Indepndent Lean Dem 0 0 579 Never Married West North Central Indepndent Lean Dem 0 0 580 Married Foreign Dem 0 0 581 Never Married South Atlantic Independent 0 0 582 Married South Atlantic Independent Lean Rep 0 0 583 Divorced South Atlantic Independent Lean Rep 0 0 584 Never Married East North Central Independent 0 0 585 Never Married Pacific Other 1 1 586 Never Married West North Central Indepndent Lean Dem 3 1 587 Married West North Central Dem 3 1 588 Married West North Central Strong Rep 1 2 589 Widowed West North Central Strong Dem 9 1 590 Married West North Central Rep 2 1 591 Married West North Central Independent 3 2 592 Married West North Central Indepndent Lean Dem 3 1 593 Never Married West North Central Strong Dem 2 1 594 Divorced West North Central Strong Rep 3 3 595 Married West North Central Rep 2 3 596 Never Married West North Central Indepndent Lean Dem 8 2 597 Married East North Central Dem 2 1 598 Married West North Central Indepndent Lean Dem 2 1 599 Married East North Central Indepndent Lean Dem 2 2 600 Married West North Central Strong Dem 3 1 601 Married West North Central Independent 1 1 602 Never Married West North Central Dem 2 2 603 Widowed East North Central Independent 0 0 604 Married South Atlantic Independent 0 0 605 Never Married South Atlantic Dem 0 0 606 Married Pacific Strong Dem 0 0 607 Never Married Middle Atlantic Rep 0 0 608 Married South Atlantic Independent Lean Rep 0 0 609 Divorced Pacific Strong Rep 0 0 610 Married South Atlantic Dem 0 0 611 Married South Atlantic Strong Rep 0 0 612 Married South Atlantic Strong Rep 0 0 613 Widowed Middle Atlantic Dem 0 0 614 Married South Atlantic Indepndent Lean Dem 0 0 615 Separated Foreign Strong Rep 0 0 616 Widowed South Atlantic Indepndent Lean Dem 0 0 617 Married South Atlantic Rep 0 0 618 Married South Atlantic Strong Rep 0 0 619 Divorced South Atlantic Strong Rep 0 0 620 Married Foreign Strong Dem 0 0 621 Married South Atlantic Rep 0 0 622 Separated South Atlantic Strong Dem 0 0 623 Married Foreign Strong Dem 0 0 624 Married South Atlantic Rep 1 3 625 Never Married South Atlantic Strong Rep 2 1 626 Married South Atlantic Rep 3 1 627 Divorced South Atlantic Rep 8 2 628 Married South Atlantic Strong Rep 2 3 629 Married Middle Atlantic Strong Dem 2 1 630 Married South Atlantic Strong Rep 2 1 631 Married South Atlantic Strong Dem 3 2 632 Married South Atlantic Rep 2 8 633 Married South Atlantic Rep 3 2 634 Married South Atlantic Indepndent Lean Dem 3 1 635 Married South Atlantic Dem 3 1 636 Married West North Central Independent Lean Rep 2 1 637 Married West North Central Indepndent Lean Dem 1 1 638 Divorced West North Central Independent 3 1 639 Married East North Central Strong Rep 8 2 640 Married West North Central Rep 8 1 641 Married East North Central Independent 2 1 642 Married East North Central Strong Dem 2 1 643 Widowed East North Central Rep 8 2 644 Never Married West North Central Indepndent Lean Dem 8 1 645 Married East North Central Independent Lean Rep 0 0 646 Widowed West North Central Dem 0 0 647 Married West North Central Independent Lean Rep 0 0 648 Widowed West North Central Strong Rep 0 0 649 Married West North Central Strong Dem 0 0 650 Never Married West North Central Independent Lean Rep 0 0 651 Separated West North Central Dem 0 0 652 Widowed West South Central Strong Rep 0 0 653 Married New England Independent Lean Rep 0 0 654 Never Married West South Central Dem 0 0 655 Divorced West South Central Strong Dem 0 0 656 Divorced West South Central Dem 0 0 657 Divorced South Atlantic Indepndent Lean Dem 0 0 658 Married West South Central Independent Lean Rep 0 0 659 Divorced Middle Atlantic Dem 0 0 660 Never Married Foreign Independent Lean Rep 0 0 661 Married New England Indepndent Lean Dem 8 1 662 Separated Middle Atlantic <NA> 3 1 663 Married Foreign Independent 2 1 664 Married Foreign Rep 2 1 665 Married Foreign Independent Lean Rep 8 8 666 Divorced South Atlantic Other 2 2 667 Married Foreign Independent Lean Rep 2 2 668 Divorced South Atlantic Strong Dem 3 2 669 Never Married Pacific Strong Dem 1 1 670 Never Married East South Central Independent 8 8 671 Married South Atlantic Dem 2 1 672 Married South Atlantic Indepndent Lean Dem 2 1 673 Married Mountain Rep 8 2 674 Never Married Middle Atlantic Dem 2 1 675 Never Married New England Indepndent Lean Dem 2 1 676 Never Married West South Central Independent 2 2 677 Never Married West South Central Indepndent Lean Dem 8 1 678 Married Foreign Indepndent Lean Dem 3 1 679 Never Married South Atlantic Strong Dem 2 1 680 Never Married West North Central Indepndent Lean Dem 2 1 681 Married South Atlantic Dem 3 2 682 Never Married South Atlantic Strong Dem 0 0 683 Never Married South Atlantic Independent 0 0 684 Married Pacific Independent 0 0 685 Never Married Pacific Indepndent Lean Dem 0 0 686 Separated Foreign Independent 0 0 687 Never Married Pacific Dem 0 0 688 Divorced Pacific Rep 0 0 689 Married Pacific Rep 0 0 690 Never Married South Atlantic Other 0 0 691 Married Foreign Indepndent Lean Dem 0 0 692 Married Pacific Strong Dem 0 0 693 Married Foreign Dem 0 0 694 Never Married Pacific Independent Lean Rep 0 0 695 Never Married Pacific Dem 0 0 696 Never Married Pacific Strong Dem 0 0 697 Never Married South Atlantic Independent Lean Rep 0 0 698 Never Married East North Central Independent 0 0 699 Never Married Pacific Other 0 0 700 Married East North Central Other 0 0 701 Married Pacific Strong Dem 0 0 702 Married Foreign Other 0 0 703 Married Pacific Independent 0 0 704 Married West South Central Strong Dem 0 0 705 Widowed East North Central Independent Lean Rep 2 3 706 Never Married Pacific Indepndent Lean Dem 1 1 707 Never Married Pacific Strong Rep 3 1 708 Never Married Pacific Indepndent Lean Dem 3 1 709 Never Married Pacific Rep 3 1 710 Married Pacific Indepndent Lean Dem 3 1 711 Divorced Pacific Strong Dem 3 1 712 Never Married Pacific Rep 2 1 713 Never Married Pacific Strong Dem 2 1 714 Married West South Central Dem 2 1 715 Divorced Pacific Strong Dem 8 1 716 Married Pacific Independent Lean Rep 1 1 717 Married Foreign Dem 3 1 718 Divorced Mountain Indepndent Lean Dem 2 1 719 Never Married Pacific Dem 2 1 720 Never Married Foreign Indepndent Lean Dem 1 1 721 Married Pacific Strong Rep 2 1 722 Never Married Pacific Independent 1 1 723 Divorced Middle Atlantic Strong Rep 0 0 724 Divorced Middle Atlantic Independent 0 0 725 Never Married Middle Atlantic Independent 0 0 726 Divorced Middle Atlantic Strong Dem 0 0 727 Married Middle Atlantic Dem 0 0 728 Married Middle Atlantic Strong Rep 0 0 729 Married Middle Atlantic Rep 0 0 730 Never Married Middle Atlantic Indepndent Lean Dem 0 0 731 Married South Atlantic Strong Rep 0 0 732 Married Middle Atlantic Independent 0 0 733 Divorced Middle Atlantic Dem 0 0 734 Separated Middle Atlantic Dem 0 0 735 Never Married Middle Atlantic Strong Rep 0 0 736 Married Middle Atlantic Rep 0 0 737 Married Foreign Independent 0 0 738 Married Mountain Strong Dem 0 0 739 Married Foreign Dem 0 0 740 Married Mountain Rep 0 0 741 Never Married South Atlantic Strong Dem 0 0 742 Never Married West North Central Indepndent Lean Dem 0 0 743 Divorced West South Central Dem 2 2 744 Married Middle Atlantic Dem 1 2 745 Married Mountain Independent Lean Rep 2 1 746 Married Foreign Dem 2 1 747 Never Married East North Central Strong Rep 2 1 748 Divorced West North Central Rep 2 1 749 Married Mountain Independent 8 2 750 Married East North Central Independent Lean Rep 2 2 751 Never Married East North Central Strong Dem 3 1 752 Never Married East North Central Strong Dem 2 1 753 Never Married East North Central Rep 2 1 754 Married Foreign Indepndent Lean Dem 9 1 755 Never Married East North Central Other 3 1 756 Married East North Central Rep 3 1 757 Never Married East North Central Indepndent Lean Dem 2 1 758 Divorced Middle Atlantic Indepndent Lean Dem 2 1 759 Married Pacific Independent 0 0 760 Never Married New England Strong Dem 0 0 761 Never Married South Atlantic Strong Dem 0 0 762 Married New England Strong Rep 0 0 763 Separated Middle Atlantic Dem 0 0 764 Married East North Central Independent 0 0 765 Divorced New England Strong Rep 0 0 766 Widowed New England Strong Dem 0 0 767 Never Married New England Indepndent Lean Dem 0 0 768 Divorced New England Indepndent Lean Dem 0 0 769 Married East North Central Strong Dem 0 0 770 Married New England Independent 0 0 771 Married New England Strong Dem 0 0 772 Separated South Atlantic Strong Rep 0 0 773 Married New England Independent 0 0 774 Married New England Indepndent Lean Dem 0 0 775 Married New England Independent Lean Rep 2 1 776 Never Married New England Independent 2 1 777 Never Married New England Strong Dem 3 1 778 Married Foreign Indepndent Lean Dem 1 2 779 Widowed Foreign Rep 3 1 780 Divorced New England Strong Dem 3 1 781 Married New England Independent 2 2 782 Never Married Middle Atlantic Indepndent Lean Dem 2 1 783 Married Middle Atlantic Strong Rep 3 2 784 Married Middle Atlantic Strong Dem 3 1 785 Never Married Middle Atlantic Indepndent Lean Dem 3 1 786 Never Married Middle Atlantic Independent 1 1 787 Never Married Middle Atlantic Independent 3 2 788 Widowed Foreign Independent 3 3 789 Divorced Middle Atlantic Independent Lean Rep 2 1 790 Never Married Middle Atlantic Independent Lean Rep 2 1 791 Never Married South Atlantic Strong Dem 2 1 792 Never Married Middle Atlantic Dem 8 2 793 Never Married Middle Atlantic Independent 3 1 794 Never Married Middle Atlantic Strong Dem 2 1 795 Married Middle Atlantic Independent 8 2 796 Married New England Indepndent Lean Dem 3 1 797 Never Married Middle Atlantic Dem 0 0 798 Divorced Middle Atlantic Independent 0 0 799 Never Married Middle Atlantic Strong Dem 0 0 800 Never Married Middle Atlantic Independent 0 0 801 Married Middle Atlantic Rep 0 0 802 Married Middle Atlantic Dem 0 0 803 Married Middle Atlantic Rep 0 0 804 Married Middle Atlantic Rep 0 0 805 Married Middle Atlantic Rep 0 0 806 Never Married Middle Atlantic Rep 0 0 807 Married Middle Atlantic Independent Lean Rep 0 0 808 Married Middle Atlantic Independent Lean Rep 0 0 809 Married Middle Atlantic Dem 0 0 810 Married Middle Atlantic Strong Dem 0 0 811 Married Middle Atlantic <NA> 0 0 812 Never Married Middle Atlantic Independent 0 0 813 Separated Middle Atlantic <NA> 0 0 814 Never Married Middle Atlantic Strong Dem 0 0 815 Never Married Middle Atlantic Indepndent Lean Dem 0 0 816 Never Married Middle Atlantic Indepndent Lean Dem 0 0 817 Divorced Foreign Indepndent Lean Dem 0 0 818 Married Middle Atlantic Dem 0 0 819 Never Married Middle Atlantic Strong Dem 8 1 820 Never Married Middle Atlantic Indepndent Lean Dem 2 1 821 Married Middle Atlantic Independent 1 1 822 Divorced Middle Atlantic Independent 8 8 823 Never Married Middle Atlantic Independent 8 2 824 Never Married Middle Atlantic Dem 2 1 825 Married New England Rep 2 1 826 Never Married Middle Atlantic Dem 3 1 827 Never Married Middle Atlantic Indepndent Lean Dem 2 2 828 Married Middle Atlantic Strong Dem 3 1 829 Divorced Middle Atlantic Strong Dem 2 1 830 Married Middle Atlantic Strong Rep 2 1 831 Married Middle Atlantic Strong Dem 2 1 832 Separated South Atlantic Strong Rep 3 1 833 Widowed Middle Atlantic Dem 3 2 834 Widowed Middle Atlantic Strong Dem 2 3 835 Married Middle Atlantic Strong Dem 1 3 836 Married Middle Atlantic Strong Rep 2 2 837 Married South Atlantic Strong Dem 2 1 838 Married Middle Atlantic Strong Dem 3 2 839 Widowed Middle Atlantic Rep 0 0 840 Never Married Middle Atlantic Independent 0 0 841 Widowed Middle Atlantic Dem 0 0 842 Married Middle Atlantic Independent 0 0 843 Married Middle Atlantic Rep 0 0 844 Never Married Middle Atlantic Dem 0 0 845 Married Middle Atlantic Dem 0 0 846 Married Middle Atlantic Indepndent Lean Dem 0 0 847 Divorced Middle Atlantic Independent 0 0 848 Never Married Middle Atlantic Rep 0 0 849 Married East North Central Independent Lean Rep 0 0 850 Married West North Central Independent Lean Rep 0 0 851 Widowed South Atlantic Dem 0 0 852 Married East North Central Dem 0 0 853 Divorced East North Central Strong Dem 0 0 854 Married East North Central Rep 0 0 855 Married East North Central Strong Dem 0 0 856 Married Foreign Strong Rep 0 0 857 Married East North Central Independent 0 0 858 Divorced East North Central Rep 0 0 859 Divorced East North Central Independent 0 0 860 Separated East North Central Other 0 0 861 Married East North Central Strong Dem 3 1 862 Married Foreign Strong Dem 2 1 863 Never Married East North Central Strong Dem 2 1 864 Divorced East North Central Strong Dem 3 1 865 Widowed East North Central Indepndent Lean Dem 3 2 866 Married Pacific Indepndent Lean Dem 3 1 867 Never Married East North Central Other 2 1 868 Widowed East North Central Strong Dem 2 2 869 Never Married East North Central Dem 2 1 870 Separated East North Central Strong Dem 2 2 871 Married East North Central Independent 2 8 872 Married East North Central Strong Rep 2 2 873 Never Married East North Central Strong Rep 2 3 874 Never Married East North Central Indepndent Lean Dem 2 1 875 Married East North Central Strong Dem 3 1 876 Never Married East North Central Dem 1 1 877 Married East North Central Strong Rep 2 2 878 Married East North Central Dem 2 1 879 Divorced East North Central Dem 3 1 880 Married South Atlantic Strong Rep 1 1 881 Married East North Central Strong Dem 0 0 882 Married Middle Atlantic Independent Lean Rep 0 0 883 Married Pacific Rep 0 0 884 Married East North Central Strong Dem 0 0 885 Divorced East North Central Rep 0 0 886 Divorced East North Central Rep 0 0 887 Divorced East North Central Indepndent Lean Dem 0 0 888 Married East North Central Independent 0 0 889 Married East South Central Indepndent Lean Dem 0 0 890 Divorced East North Central Independent Lean Rep 0 0 891 Never Married East North Central Dem 0 0 892 Married East North Central Independent 0 0 893 Married East North Central Rep 0 0 894 Married East North Central Independent Lean Rep 0 0 895 Married Foreign Rep 0 0 896 Never Married East North Central Strong Rep 0 0 897 Married East North Central Rep 0 0 898 Married East North Central Strong Rep 0 0 899 Married East North Central Strong Dem 0 0 900 Divorced East North Central Indepndent Lean Dem 0 0 901 Widowed East North Central Strong Rep 0 0 902 Widowed East North Central Indepndent Lean Dem 0 0 903 Married East North Central Strong Rep 0 0 904 Married East North Central Strong Rep 0 0 905 Never Married East North Central Strong Rep 0 0 906 Divorced East North Central Independent 0 0 907 Never Married East North Central Rep 0 0 908 Never Married East North Central Independent Lean Rep 1 3 909 Widowed East North Central Strong Dem 3 1 910 Married East North Central Dem 2 1 911 Married East North Central Strong Rep 2 2 912 Married East North Central Independent 2 1 913 Divorced East North Central Strong Dem 2 1 914 Married East North Central Strong Dem 2 2 915 Married East North Central Indepndent Lean Dem 2 1 916 Never Married East North Central Strong Dem 2 1 917 Married East North Central Indepndent Lean Dem 2 1 918 Married East North Central Dem 2 1 919 Never Married East North Central Other 2 1 920 Never Married East North Central Independent 3 1 921 Separated East North Central Independent Lean Rep 3 1 922 Married East North Central Dem 2 2 923 Divorced East North Central Independent 8 2 924 Never Married East North Central Independent 3 1 925 Divorced East North Central Independent 3 3 926 Divorced East North Central Strong Dem 3 1 927 Never Married New England Strong Dem 2 1 928 Never Married East North Central Strong Dem 2 1 929 Married East North Central Rep 0 0 930 Married East North Central Strong Rep 0 0 931 Never Married East North Central Dem 0 0 932 Divorced East North Central Dem 0 0 933 Married Foreign Independent 0 0 934 Widowed East North Central Rep 0 0 935 Married East North Central Independent Lean Rep 0 0 936 Widowed Foreign Strong Dem 0 0 937 Divorced East North Central Dem 0 0 938 Divorced East North Central Strong Rep 0 0 939 Widowed Foreign Strong Rep 0 0 940 Widowed East North Central Indepndent Lean Dem 0 0 941 Never Married East North Central Independent 0 0 942 Married East North Central Dem 0 0 943 Divorced Foreign Indepndent Lean Dem 0 0 944 Divorced East North Central Dem 0 0 945 Widowed East North Central Rep 0 0 946 Divorced Pacific Independent 0 0 947 Never Married South Atlantic Independent 0 0 948 Married South Atlantic Dem 3 1 949 Married Middle Atlantic Dem 2 1 950 Never Married West North Central Indepndent Lean Dem 1 1 951 Divorced East North Central Independent Lean Rep 3 3 952 Married Foreign Independent Lean Rep 2 1 953 Never Married East South Central Dem 2 1 954 Married East South Central Dem 3 1 955 Married Middle Atlantic Rep 2 1 956 Married South Atlantic Rep 2 1 957 Divorced East North Central Rep 2 1 958 Never Married East North Central Dem 1 1 959 Never Married East North Central Indepndent Lean Dem 2 1 960 Never Married East North Central Independent Lean Rep 3 3 961 Never Married East North Central Independent 2 3 962 Never Married East North Central Strong Dem 3 1 963 Never Married East North Central Strong Dem 3 1 964 Married East North Central Strong Dem 3 1 965 Divorced East North Central Rep 1 1 966 Never Married South Atlantic Indepndent Lean Dem 3 1 967 Married East North Central Strong Rep 2 1 968 Widowed East North Central Indepndent Lean Dem 1 2 969 Divorced East North Central Rep 2 2 970 Widowed East North Central Dem 0 0 971 Never Married East North Central Independent 0 0 972 Married East North Central Strong Rep 0 0 973 Married East North Central Other 0 0 974 Married East North Central Strong Rep 0 0 975 Married East North Central Dem 0 0 976 Married East North Central Strong Rep 0 0 977 Married East North Central Rep 0 0 978 Married East North Central Independent 0 0 979 Married East North Central Rep 0 0 980 Married East North Central Strong Dem 0 0 981 Married East North Central Rep 0 0 982 Divorced East North Central Strong Dem 0 0 983 Never Married East North Central Independent 0 0 984 Married East North Central Strong Rep 0 0 985 Never Married Foreign Dem 0 0 986 Separated Foreign Strong Dem 0 0 987 Divorced East North Central Strong Dem 2 1 988 Never Married East North Central Independent Lean Rep 2 1 989 Never Married East North Central Indepndent Lean Dem 2 2 990 Married South Atlantic Dem 3 1 991 Married South Atlantic Strong Rep 2 2 992 Never Married East North Central Dem 3 1 993 Never Married East North Central Strong Dem 1 1 994 Never Married Middle Atlantic Dem 1 1 995 Divorced East North Central Strong Rep 2 1 996 Married East North Central Independent 2 1 997 Widowed West North Central Rep 2 1 998 Divorced East North Central Rep 3 2 999 Divorced East North Central Rep 1 1 1000 Divorced East South Central Rep 3 1 1001 Married East North Central Strong Rep 2 3 1002 Married East North Central Independent Lean Rep 2 1 1003 Never Married East North Central Independent Lean Rep 3 1 1004 Married East North Central Rep 3 1 1005 Married East South Central Dem 0 0 1006 Divorced East South Central Rep 0 0 1007 Married East South Central Strong Dem 0 0 1008 Married West South Central Rep 0 0 1009 Married Middle Atlantic Strong Rep 0 0 1010 Widowed East North Central Rep 0 0 1011 Married East North Central Rep 0 0 1012 Married East North Central Rep 0 0 1013 Married West North Central Strong Dem 0 0 1014 Divorced West North Central Strong Dem 0 0 1015 Never Married West North Central Strong Dem 0 0 1016 Never Married West North Central Independent 0 0 1017 Married West North Central Strong Dem 0 0 1018 Married West North Central Strong Dem 0 0 1019 Married West North Central Strong Dem 0 0 1020 Never Married West North Central Independent 0 0 1021 Never Married West North Central Indepndent Lean Dem 0 0 1022 Married Mountain Strong Rep 0 0 1023 Married West North Central Strong Dem 3 1 1024 Married East North Central Indepndent Lean Dem 2 1 1025 Married East North Central Independent 1 1 1026 Married Foreign Independent 3 1 1027 Married West North Central Strong Dem 2 1 1028 Never Married West North Central Strong Rep 3 3 1029 Never Married West North Central Independent 3 3 1030 Divorced West North Central Indepndent Lean Dem 3 2 1031 Married West North Central Dem 2 1 1032 Divorced East North Central Rep 3 2 1033 Married East North Central Independent 3 1 1034 Never Married East North Central Rep 1 1 1035 Widowed East North Central Strong Dem 3 1 1036 Married East North Central Strong Rep 2 2 1037 Widowed West North Central Strong Dem 3 1 1038 Married East North Central Independent 3 8 1039 Never Married East North Central Strong Dem 2 1 1040 Widowed East North Central Dem 3 1 1041 Married South Atlantic Strong Rep 2 3 1042 Married South Atlantic Other 1 1 1043 Married East North Central Strong Rep 3 2 1044 Divorced East North Central Independent Lean Rep 3 1 1045 Never Married East North Central Independent Lean Rep 0 0 1046 Married East South Central Strong Dem 0 0 1047 Divorced East North Central Independent 0 0 1048 Widowed East North Central Dem 0 0 1049 Widowed East North Central Indepndent Lean Dem 0 0 1050 Widowed East North Central Strong Dem 0 0 1051 Married East North Central Independent 0 0 1052 Married East North Central Dem 0 0 1053 Never Married East North Central Strong Dem 0 0 1054 Married East North Central Independent 0 0 1055 Married Middle Atlantic Strong Rep 0 0 1056 Married East South Central Independent Lean Rep 0 0 1057 Never Married East South Central Independent Lean Rep 0 0 1058 Married East South Central Rep 0 0 1059 Widowed East South Central Strong Dem 0 0 1060 Divorced East South Central Dem 3 1 1061 Married East South Central Independent 2 3 1062 Never Married East South Central Dem 1 1 1063 Never Married East South Central Dem 3 1 1064 Divorced East South Central Independent Lean Rep 3 3 1065 Never Married East South Central Strong Dem 2 1 1066 Divorced East North Central Indepndent Lean Dem 3 1 1067 Never Married East South Central Strong Dem 3 1 1068 Married South Atlantic Rep 1 1 1069 Married East South Central <NA> 1 1 1070 Never Married East South Central Independent 3 1 1071 Never Married East South Central Indepndent Lean Dem 2 8 1072 Divorced East South Central Strong Dem 2 1 1073 Never Married East South Central Strong Dem 2 1 1074 Married East South Central Dem 8 1 1075 Married West North Central Dem 2 1 1076 Divorced South Atlantic Rep 2 2 1077 Divorced New England Independent 1 1 1078 Never Married South Atlantic Independent 3 1 1079 Divorced Foreign Rep 1 1 1080 Married Middle Atlantic Rep 3 1 1081 Never Married East South Central Rep 0 0 1082 Married New England Independent Lean Rep 0 0 1083 Never Married West South Central Indepndent Lean Dem 0 0 1084 Divorced Middle Atlantic Independent 0 0 1085 Married New England Indepndent Lean Dem 0 0 1086 Married South Atlantic Independent Lean Rep 0 0 1087 Widowed New England Indepndent Lean Dem 0 0 1088 Never Married South Atlantic Strong Rep 0 0 1089 Married South Atlantic Strong Dem 0 0 1090 Married South Atlantic Independent Lean Rep 0 0 1091 Married East South Central Rep 0 0 1092 Widowed South Atlantic Dem 0 0 1093 Married East North Central Rep 0 0 1094 Married New England Strong Dem 0 0 1095 Married Middle Atlantic Strong Rep 0 0 1096 Married South Atlantic Strong Dem 0 0 1097 Married South Atlantic Rep 0 0 1098 Married East North Central Independent Lean Rep 0 0 1099 Married Mountain Rep 0 0 1100 Never Married South Atlantic Strong Rep 0 0 1101 Married East North Central Strong Rep 0 0 1102 Married South Atlantic Rep 2 2 1103 Married South Atlantic Rep 2 1 1104 Divorced South Atlantic Independent Lean Rep 2 3 1105 Married East North Central Rep 2 1 1106 Never Married South Atlantic Independent 3 1 1107 Married East North Central Independent 2 1 1108 Married South Atlantic Dem 1 1 1109 Married Middle Atlantic Rep 2 1 1110 Never Married East North Central Rep 2 1 1111 Separated South Atlantic Dem 1 1 1112 Divorced West North Central Rep 2 2 1113 Divorced Middle Atlantic Indepndent Lean Dem 1 1 1114 Married South Atlantic Rep 1 1 1115 Married West North Central Rep 1 2 1116 Married South Atlantic Strong Dem 0 0 1117 Married Middle Atlantic Dem 0 0 1118 Married South Atlantic Strong Dem 0 0 1119 Separated South Atlantic Dem 0 0 1120 Never Married South Atlantic Strong Dem 0 0 1121 Never Married South Atlantic Indepndent Lean Dem 0 0 1122 Never Married South Atlantic Indepndent Lean Dem 0 0 1123 Never Married South Atlantic Independent 0 0 1124 Divorced South Atlantic Dem 0 0 1125 Never Married South Atlantic Strong Dem 0 0 1126 Divorced South Atlantic Indepndent Lean Dem 0 0 1127 Divorced South Atlantic Strong Dem 0 0 1128 Married South Atlantic Strong Dem 0 0 1129 Never Married South Atlantic Strong Dem 0 0 1130 Never Married South Atlantic Strong Dem 0 0 1131 Never Married South Atlantic Strong Dem 0 0 1132 Married South Atlantic Rep 0 0 1133 Divorced South Atlantic Strong Dem 0 0 1134 Never Married South Atlantic Strong Dem 0 0 1135 Never Married South Atlantic Dem 0 0 1136 Never Married South Atlantic Independent 0 0 1137 Married South Atlantic Independent 0 0 1138 Married South Atlantic Dem 0 0 1139 Married East North Central Rep 1 1 1140 Married South Atlantic Rep 2 1 1141 Divorced South Atlantic Rep 3 1 1142 Divorced South Atlantic Strong Dem 1 1 1143 Married Middle Atlantic Strong Dem 3 1 1144 Married West South Central Dem 3 2 1145 Separated Foreign Indepndent Lean Dem 3 1 1146 Never Married West South Central Independent 2 1 1147 Married West South Central Strong Dem 8 1 1148 Married West South Central Strong Dem 3 2 1149 Never Married West South Central Independent 2 2 1150 Divorced West South Central Dem 3 1 1151 Never Married West South Central Dem 3 1 1152 Married West South Central Dem 3 1 1153 Married South Atlantic Strong Rep 2 1 1154 Never Married Foreign Dem 0 0 1155 Married South Atlantic Rep 0 0 1156 Never Married South Atlantic Independent Lean Rep 0 0 1157 Married South Atlantic Other 0 0 1158 Married Foreign Rep 0 0 1159 Widowed New England Strong Dem 0 0 1160 Widowed South Atlantic Strong Dem 0 0 1161 Never Married East South Central Strong Dem 0 0 1162 Married Mountain Strong Rep 0 0 1163 Married East North Central Rep 0 0 1164 Never Married South Atlantic Strong Dem 0 0 1165 Never Married South Atlantic Rep 0 0 1166 Widowed South Atlantic Dem 0 0 1167 Divorced South Atlantic Indepndent Lean Dem 0 0 1168 Never Married South Atlantic Strong Dem 0 0 1169 Married South Atlantic Strong Dem 0 0 1170 Never Married Foreign Independent 0 0 1171 Married South Atlantic Strong Dem 0 0 1172 Widowed South Atlantic Dem 0 0 1173 Never Married New England Strong Dem 2 1 1174 Never Married South Atlantic Strong Dem 3 1 1175 Married South Atlantic Indepndent Lean Dem 3 1 1176 Divorced Pacific Independent 2 1 1177 Married South Atlantic Dem 1 1 1178 Married West South Central Rep 3 1 1179 Widowed South Atlantic Strong Rep 2 2 1180 Married South Atlantic Strong Dem 3 2 1181 Divorced South Atlantic Rep 1 1 1182 Married Middle Atlantic Strong Dem 3 2 1183 Married Middle Atlantic Rep 8 2 1184 Never Married South Atlantic Strong Dem 3 1 1185 Never Married South Atlantic Dem 8 1 1186 Married South Atlantic Indepndent Lean Dem 1 1 1187 Never Married South Atlantic Other 3 1 1188 Never Married East South Central Rep 3 2 1189 Married South Atlantic Strong Rep 3 1 1190 Divorced South Atlantic Rep 0 0 1191 Married South Atlantic Independent Lean Rep 0 0 1192 Married South Atlantic Strong Dem 0 0 1193 Married Middle Atlantic Strong Dem 0 0 1194 Married Foreign Independent 0 0 1195 Married South Atlantic Strong Rep 0 0 1196 Divorced South Atlantic Rep 0 0 1197 Widowed West North Central Indepndent Lean Dem 0 0 1198 Married Foreign Strong Dem 0 0 1199 Never Married South Atlantic Independent 0 0 1200 Married East South Central Indepndent Lean Dem 0 0 1201 Married Pacific Strong Rep 0 0 1202 Married West North Central Strong Rep 0 0 1203 Married East South Central Strong Dem 0 0 1204 Married East South Central Independent Lean Rep 0 0 1205 Married South Atlantic Strong Rep 0 0 1206 Married South Atlantic Rep 0 0 1207 Never Married East South Central Rep 2 1 1208 Married East South Central Strong Dem 3 1 1209 Married East North Central Strong Dem 3 1 1210 Separated East South Central Independent 2 1 1211 Married West South Central Dem 2 2 1212 Divorced East South Central Independent Lean Rep 2 1 1213 Married South Atlantic Rep 3 1 1214 Married Pacific Rep 3 2 1215 Married East North Central Indepndent Lean Dem 3 1 1216 Married East South Central Strong Dem 3 2 1217 Married Pacific Strong Rep 2 1 1218 Widowed East South Central Strong Dem 3 2 1219 Married West North Central Rep 2 2 1220 Separated Middle Atlantic Rep 3 1 1221 Married East South Central Strong Rep 2 3 1222 Married West South Central Strong Rep 0 0 1223 Divorced West South Central Rep 0 0 1224 Widowed West South Central Rep 0 0 1225 Widowed West North Central Indepndent Lean Dem 0 0 1226 Married Foreign Strong Dem 0 0 1227 Never Married West South Central Strong Dem 0 0 1228 Never Married Foreign Dem 0 0 1229 Married West South Central Dem 0 0 1230 Married Foreign Indepndent Lean Dem 0 0 1231 Married West South Central Dem 0 0 1232 Married Foreign Dem 0 0 1233 Married West South Central Strong Dem 0 0 1234 Married Foreign Dem 0 0 1235 Married West South Central Independent 0 0 1236 Divorced West South Central Independent 0 0 1237 Married Foreign Indepndent Lean Dem 0 0 1238 Married West South Central Indepndent Lean Dem 0 0 1239 Married West South Central Dem 0 0 1240 Married West South Central Dem 0 0 1241 Separated Foreign Independent 0 0 1242 Never Married West South Central Strong Dem 0 0 1243 Never Married West South Central Dem 0 0 1244 Separated Foreign Independent 8 8 1245 Married West South Central Indepndent Lean Dem 2 1 1246 Married West South Central Independent 2 2 1247 Never Married West South Central Indepndent Lean Dem 2 1 1248 Never Married West South Central Dem 2 1 1249 Married Foreign Independent Lean Rep 3 3 1250 Never Married West South Central Independent Lean Rep 1 3 1251 Married West South Central Dem 3 2 1252 Never Married South Atlantic Independent 2 1 1253 Married South Atlantic Strong Rep 2 1 1254 Never Married Middle Atlantic Strong Dem 3 1 1255 Married South Atlantic Strong Dem 2 1 1256 Never Married South Atlantic Rep 1 1 1257 Married New England Indepndent Lean Dem 1 1 1258 Married South Atlantic Strong Rep 2 3 1259 Married South Atlantic Independent 0 0 1260 Married South Atlantic Rep 0 0 1261 Divorced South Atlantic Rep 0 0 1262 Never Married South Atlantic Rep 0 0 1263 Never Married South Atlantic Dem 0 0 1264 Separated South Atlantic Dem 0 0 1265 Widowed South Atlantic Strong Rep 0 0 1266 Married South Atlantic Rep 0 0 1267 Never Married South Atlantic Independent 0 0 1268 Married Foreign Indepndent Lean Dem 0 0 1269 Married South Atlantic Independent 0 0 1270 Widowed West South Central Independent 0 0 1271 Married South Atlantic Indepndent Lean Dem 0 0 1272 Never Married South Atlantic Rep 0 0 1273 Never Married South Atlantic Independent 0 0 1274 Married South Atlantic Independent 0 0 1275 Married Foreign Strong Rep 0 0 1276 Married South Atlantic Rep 3 2 1277 Married Mountain Other 1 3 1278 Divorced South Atlantic Independent 1 1 1279 Never Married South Atlantic Strong Dem 2 1 1280 Married Pacific Strong Dem 3 1 1281 Married South Atlantic Dem 3 1 1282 Married South Atlantic Dem 3 2 1283 Married South Atlantic Independent 3 3 1284 Never Married South Atlantic Dem 3 2 1285 Widowed Mountain Independent 8 2 1286 Never Married Pacific Independent 2 1 1287 Never Married Mountain Dem 2 2 1288 Married Mountain Dem 2 1 1289 Divorced West South Central Rep 2 2 1290 Never Married Mountain Independent Lean Rep 3 1 1291 Divorced Pacific Rep 2 1 1292 Married Mountain Dem 3 1 1293 Never Married Pacific Independent Lean Rep 3 1 1294 Never Married Mountain Dem 2 1 1295 Married Mountain Strong Dem 2 2 1296 Divorced East North Central Indepndent Lean Dem 2 2 1297 Married Pacific Rep 8 2 1298 Divorced Foreign Independent 2 1 1299 Married Pacific Strong Rep 0 0 1300 Married Mountain Strong Rep 0 0 1301 Married Pacific Dem 0 0 1302 Widowed Pacific Strong Dem 0 0 1303 Married Mountain Rep 0 0 1304 Never Married Mountain Strong Rep 0 0 1305 Never Married Mountain Strong Dem 0 0 1306 Never Married Mountain Independent Lean Rep 0 0 1307 Married Mountain Strong Rep 0 0 1308 Married Mountain Dem 0 0 1309 Never Married Mountain Strong Dem 0 0 1310 Separated Pacific Indepndent Lean Dem 0 0 1311 Married Mountain Strong Dem 0 0 1312 Never Married Mountain Other 0 0 1313 Widowed Middle Atlantic Independent Lean Rep 0 0 1314 Widowed Mountain Independent 0 0 1315 Divorced Pacific Indepndent Lean Dem 0 0 1316 Never Married Mountain Dem 0 0 1317 Widowed Pacific Independent 0 0 1318 Widowed Mountain Indepndent Lean Dem 0 0 1319 Divorced Pacific Strong Dem 0 0 1320 Divorced New England Indepndent Lean Dem 0 0 1321 Divorced Pacific Independent 0 0 1322 Married Pacific Dem 0 0 1323 Married Pacific Indepndent Lean Dem 0 0 1324 Married Pacific Independent Lean Rep 0 0 1325 Never Married Pacific Independent 0 0 1326 Never Married Pacific Strong Dem 3 1 1327 Married Foreign <NA> 3 3 1328 Married Foreign Strong Dem 2 1 1329 Never Married Pacific Independent 2 1 1330 Never Married Foreign Indepndent Lean Dem 2 1 1331 Never Married Foreign Indepndent Lean Dem 3 2 1332 Never Married Pacific Independent 2 2 1333 Married Pacific Independent 3 2 1334 Married Pacific Independent Lean Rep 2 2 1335 Separated Pacific Independent 3 1 1336 Widowed Mountain Strong Rep 3 3 1337 Married Pacific Dem 3 2 1338 Never Married Mountain Indepndent Lean Dem 2 1 1339 Never Married Pacific Strong Rep 2 2 1340 Married Pacific Independent 3 8 1341 Never Married Mountain Indepndent Lean Dem 2 2 1342 Separated Pacific Independent 3 2 1343 Divorced West North Central Independent 8 2 1344 Married Pacific Independent Lean Rep 2 2 1345 Married Pacific Dem 1 1 1346 Never Married Pacific Rep 2 1 1347 Married Pacific Dem 8 2 1348 Married Pacific Strong Dem 2 1 1349 Never Married Pacific Rep 1 2 1350 Never Married West South Central Indepndent Lean Dem 1 1 1351 Never Married Pacific Indepndent Lean Dem 1 1 1352 Divorced Pacific Indepndent Lean Dem 0 0 1353 Never Married East North Central Dem 0 0 1354 Never Married South Atlantic Strong Dem 0 0 1355 Never Married Pacific Independent 0 0 1356 Never Married Pacific Strong Dem 0 0 1357 Never Married Pacific Independent 0 0 1358 Married Pacific Strong Dem 0 0 1359 Divorced Foreign Indepndent Lean Dem 0 0 1360 Widowed Pacific Dem 0 0 1361 Married West South Central Independent 0 0 1362 Married Pacific Strong Dem 0 0 1363 Never Married Pacific Rep 0 0 1364 Married West South Central Strong Dem 0 0 1365 Never Married Pacific Independent Lean Rep 0 0 1366 Never Married Pacific Strong Rep 0 0 1367 Never Married Pacific Independent 0 0 1368 Never Married Pacific Strong Dem 0 0 1369 Widowed Pacific Rep 0 0 1370 Married Pacific Independent Lean Rep 0 0 1371 Divorced Pacific Independent 0 0 1372 Separated Pacific Strong Rep 0 0 1373 Married Pacific Independent 0 0 1374 Married Pacific Strong Rep 0 0 1375 Married Pacific Independent 0 0 1376 Divorced East North Central Rep 3 3 1377 Married Middle Atlantic Rep 3 2 1378 Widowed Pacific Dem 2 3 1379 Never Married Pacific Strong Rep 2 2 1380 Never Married East South Central Strong Dem 3 1 1381 Married Pacific Independent Lean Rep 2 1 1382 Never Married Pacific Rep 1 3 1383 Divorced Pacific Indepndent Lean Dem 2 1 1384 Married West North Central Strong Rep 2 3 1385 Married East North Central Rep 2 3 1386 Married Mountain Strong Rep 2 2 1387 Married Pacific Indepndent Lean Dem 2 1 1388 Divorced Mountain Independent 1 1 1389 Never Married Mountain Indepndent Lean Dem 3 1 1390 Widowed West North Central Independent 2 1 1391 Married Mountain Indepndent Lean Dem 2 1 1392 Widowed Mountain Dem 3 1 1393 Never Married Mountain Strong Dem 2 1 1394 Never Married Mountain Independent Lean Rep 2 2 1395 Never Married Mountain Dem 1 1 1396 Never Married Mountain Rep 2 1 1397 Married Mountain Dem 2 1 1398 Married Mountain Dem 1 1 1399 Married Pacific Strong Rep 2 1 1400 Married Mountain Independent Lean Rep 3 2 1401 Married Pacific Independent Lean Rep 2 3 1402 Married Mountain Indepndent Lean Dem 3 1 1403 Married West North Central Strong Dem 1 1 1404 Divorced West North Central Independent Lean Rep 2 1 1405 Divorced Pacific Independent 2 1 1406 Never Married West North Central Independent 1 1 1407 Married Mountain Independent 0 0 1408 Never Married Mountain Independent 0 0 1409 Married East North Central Independent Lean Rep 0 0 1410 Never Married Mountain Independent Lean Rep 0 0 1411 Married East South Central Other 0 0 1412 Married East North Central Rep 0 0 1413 Never Married Mountain Indepndent Lean Dem 0 0 1414 Never Married Foreign Independent Lean Rep 0 0 1415 Never Married Foreign Strong Rep 0 0 1416 Married Foreign Independent 0 0 1417 Married Foreign Strong Dem 0 0 1418 Separated West South Central Independent 0 0 1419 Never Married Pacific Dem 0 0 1420 Widowed Pacific Indepndent Lean Dem 0 0 1421 Married Pacific Rep 0 0 1422 Married Pacific Strong Dem 0 0 1423 Never Married Pacific Strong Dem 0 0 1424 Divorced Pacific Dem 0 0 1425 Never Married Pacific Rep 0 0 1426 Separated Pacific Independent 0 0 1427 Married Pacific Dem 0 0 1428 Divorced Pacific Indepndent Lean Dem 0 0 1429 Never Married Pacific Independent 0 0 1430 Married Pacific Rep 0 0 1431 Married Pacific Strong Rep 0 0 1432 Divorced West North Central Strong Dem 2 1 1433 Widowed Pacific Strong Dem 3 2 1434 Never Married Pacific Rep 2 1 1435 Never Married Pacific Rep 3 2 1436 Divorced Pacific Independent 3 3 1437 Divorced Pacific Rep 2 2 1438 Never Married Pacific Indepndent Lean Dem 2 1 1439 Separated Pacific Independent 2 1 1440 Married West North Central Rep 1 1 1441 Never Married Pacific Strong Rep 3 2 1442 Never Married Pacific Indepndent Lean Dem 1 1 1443 Married Foreign Strong Rep 3 3 1444 Never Married Middle Atlantic Rep 3 1 1445 Never Married Foreign Dem 3 1 1446 Married Pacific Independent 2 1 1447 Never Married Pacific Strong Dem 3 1 1448 Married Pacific Strong Dem 3 1 1449 Married Pacific Strong Dem 2 1 1450 Never Married Pacific Indepndent Lean Dem 2 1 1451 Married South Atlantic Dem 3 1 1452 Married Pacific Independent Lean Rep 1 1 1453 Separated Pacific Independent Lean Rep 2 1 1454 Never Married Pacific Indepndent Lean Dem 3 1 1455 Never Married Pacific Dem 0 0 1456 Married Pacific Dem 0 0 1457 Married Pacific Dem 0 0 1458 Never Married Pacific Independent 0 0 1459 Married Pacific Dem 0 0 1460 Married West North Central Strong Dem 0 0 1461 Widowed New England Rep 0 0 1462 Never Married Middle Atlantic Strong Dem 0 0 1463 Married Middle Atlantic Independent Lean Rep 0 0 1464 Never Married Middle Atlantic Indepndent Lean Dem 0 0 1465 Married Middle Atlantic Strong Rep 0 0 1466 Never Married Middle Atlantic Independent 0 0 1467 Divorced Middle Atlantic Rep 0 0 1468 Married Middle Atlantic Rep 0 0 1469 Divorced Middle Atlantic Rep 0 0 1470 Widowed Middle Atlantic Independent Lean Rep 0 0 1471 Married Middle Atlantic Dem 0 0 1472 Married Middle Atlantic Rep 8 1 1473 Separated Middle Atlantic Indepndent Lean Dem 2 1 1474 Widowed South Atlantic Strong Dem 3 1 1475 Never Married Middle Atlantic Rep 2 2 1476 Never Married Middle Atlantic Indepndent Lean Dem 2 1 1477 Married Middle Atlantic Independent Lean Rep 3 2 1478 Married Middle Atlantic Indepndent Lean Dem 2 1 1479 Divorced South Atlantic Dem 2 1 1480 Never Married Middle Atlantic Indepndent Lean Dem 2 1 1481 Married Middle Atlantic Dem 3 1 1482 Divorced Middle Atlantic Indepndent Lean Dem 3 1 1483 Married New England Independent 3 2 1484 Married New England Rep 3 3 1485 Never Married Middle Atlantic Independent Lean Rep 2 2 1486 Divorced Middle Atlantic Strong Dem 3 1 1487 Married West North Central Independent Lean Rep 3 1 1488 Married New England Indepndent Lean Dem 2 1 1489 Married New England Strong Rep 2 1 1490 Never Married New England Indepndent Lean Dem 2 1 1491 Divorced New England Rep 0 0 1492 Divorced New England Strong Rep 0 0 1493 Married New England Other 0 0 1494 Divorced New England Strong Dem 0 0 1495 Never Married New England Independent 0 0 1496 Never Married New England Independent Lean Rep 0 0 1497 Widowed New England Indepndent Lean Dem 0 0 1498 Married New England Strong Rep 0 0 1499 Divorced Middle Atlantic Dem 0 0 1500 Married New England Independent 0 0 1501 Married Middle Atlantic Strong Dem 0 0 1502 Separated Middle Atlantic Independent 0 0 1503 Married Middle Atlantic Indepndent Lean Dem 0 0 1504 Married Middle Atlantic Rep 0 0 1505 Married New England Strong Dem 0 0 1506 Married Middle Atlantic Independent 0 0 1507 Widowed Middle Atlantic Rep 0 0 1508 Married Middle Atlantic Rep 0 0 1509 Married Middle Atlantic Strong Rep 0 0 1510 Married Middle Atlantic Strong Rep 0 0 1511 Married Middle Atlantic Strong Rep 2 1 1512 Widowed Middle Atlantic Strong Dem 2 3 1513 Married West North Central Rep 2 2 1514 Never Married West North Central Rep 2 1 1515 Never Married West North Central Indepndent Lean Dem 2 8 1516 Married West North Central Strong Dem 3 1 1517 Married South Atlantic Strong Dem 1 1 1518 Married Foreign Independent 1 1 1519 Never Married Mountain Strong Rep 3 1 1520 Married West North Central Independent Lean Rep 1 1 1521 Married West North Central Rep 1 1 1522 Never Married West North Central Dem 2 1 1523 Never Married West North Central Rep 1 1 1524 Married Mountain Dem 1 1 1525 Never Married West North Central Other 2 1 1526 Never Married West North Central Rep 2 1 1527 Never Married West North Central Dem 2 1 1528 Divorced West North Central Dem 2 1 1529 Married East North Central Strong Rep 2 2 1530 Married East North Central Strong Rep 3 3 1531 Married West North Central Rep 3 1 1532 Married West North Central Dem 0 0 1533 Married West North Central Rep 0 0 1534 Divorced West North Central Independent 0 0 1535 Married West North Central Rep 0 0 1536 Married West North Central Dem 0 0 1537 Married West North Central Dem 0 0 1538 Widowed East North Central Independent 0 0 1539 Married Mountain Strong Dem 0 0 1540 Married West South Central Strong Dem 0 0 1541 Married Pacific Strong Rep 0 0 1542 Married East North Central Strong Rep 0 0 1543 Married Mountain Rep 0 0 1544 Never Married Mountain Rep 0 0 1545 Widowed Mountain Rep 0 0 1546 Never Married Mountain Indepndent Lean Dem 0 0 1547 Never Married Mountain Rep 0 0 1548 Never Married Mountain Rep 0 0 1549 Divorced East North Central Strong Dem 0 0 1550 Widowed Mountain Dem 0 0 1551 Married Mountain Strong Rep 0 0 1552 Married Middle Atlantic Independent Lean Rep 0 0 1553 Married Mountain Dem 0 0 1554 Married Mountain Independent Lean Rep 0 0 1555 Married Mountain Rep 3 1 1556 Married Pacific Independent 2 1 1557 Married West South Central Dem 1 1 1558 Married West North Central Rep 2 8 1559 Married Foreign Indepndent Lean Dem 3 1 1560 Divorced Mountain Independent Lean Rep 8 2 1561 Never Married West North Central Independent 2 2 1562 Widowed Mountain Strong Rep 1 2 1563 Married West North Central Independent Lean Rep 2 1 1564 Married West North Central Independent 2 2 1565 Widowed West North Central Strong Dem 3 2 1566 Widowed West North Central Rep 3 1 1567 Married West North Central Rep 3 1 1568 Married East North Central Indepndent Lean Dem 2 1 1569 Married West North Central Dem 3 2 1570 Married West North Central Dem 3 2 1571 Married West North Central Independent 3 1 1572 Married West North Central Dem 3 1 1573 Widowed West North Central Indepndent Lean Dem 3 1 1574 Married West North Central Independent 2 2 1575 Never Married West North Central Independent Lean Rep 1 1 1576 Married West North Central Other 2 1 1577 Married West South Central Indepndent Lean Dem 0 0 1578 Married West North Central Strong Dem 0 0 1579 Married West North Central Rep 0 0 1580 Married West North Central Independent Lean Rep 0 0 1581 Married West North Central Independent Lean Rep 0 0 1582 Married West North Central Strong Dem 0 0 1583 Married West North Central Strong Dem 0 0 1584 Divorced East North Central Indepndent Lean Dem 0 0 1585 Divorced Pacific Other 0 0 1586 Married East North Central Independent 0 0 1587 Married East North Central Strong Rep 0 0 1588 Divorced East North Central Rep 0 0 1589 Divorced East North Central Dem 0 0 1590 Never Married East North Central Indepndent Lean Dem 0 0 1591 Widowed East North Central Indepndent Lean Dem 0 0 1592 Divorced East North Central Independent 0 0 1593 Never Married East North Central Independent 8 8 1594 Never Married East North Central Independent 8 2 1595 Divorced East North Central Independent 2 1 1596 Widowed East South Central Independent 2 2 1597 Married East North Central Dem 3 3 1598 Married East North Central Independent Lean Rep 2 1 1599 Married West North Central <NA> 3 1 1600 Separated West North Central Independent 2 1 1601 Married West North Central Dem 3 3 1602 Married West North Central Indepndent Lean Dem 2 1 1603 Married West North Central Strong Dem 3 2 1604 Married West North Central Rep 3 1 1605 Separated West North Central Independent 2 1 1606 Never Married West North Central Independent Lean Rep 2 1 1607 Married West North Central Dem 2 1 1608 Divorced West North Central Independent 3 8 1609 Divorced West North Central Dem 2 1 1610 Divorced Mountain Strong Dem 1 1 1611 Divorced West North Central Rep 0 0 1612 Married West North Central Rep 0 0 1613 Married South Atlantic Rep 0 0 1614 Married East North Central Indepndent Lean Dem 0 0 1615 Married West North Central Indepndent Lean Dem 0 0 1616 Married West North Central Indepndent Lean Dem 0 0 1617 Married West North Central Indepndent Lean Dem 0 0 1618 Widowed Pacific Strong Dem 0 0 1619 Married East North Central Independent Lean Rep 0 0 1620 Married West North Central Dem 0 0 1621 Married East North Central Indepndent Lean Dem 0 0 1622 Married East South Central Independent 0 0 1623 Married East South Central Dem 0 0 1624 Married East North Central Indepndent Lean Dem 0 0 1625 Married East North Central Independent Lean Rep 0 0 1626 Never Married East North Central Rep 0 0 1627 Divorced East North Central Strong Dem 0 0 1628 Never Married West North Central Indepndent Lean Dem 0 0 1629 Divorced East North Central Strong Dem 0 0 1630 Married East North Central Strong Dem 0 0 1631 Married East North Central Strong Dem 0 0 1632 Married East North Central Rep 0 0 1633 Married East North Central Independent 0 0 1634 Married East North Central Dem 0 0 1635 Widowed East North Central Dem 0 0 1636 Never Married East North Central Other 0 0 1637 Married East North Central Indepndent Lean Dem 0 0 1638 Married East North Central Independent 0 0 1639 Married East North Central Dem 2 1 1640 Never Married East North Central Indepndent Lean Dem 3 2 1641 Never Married East North Central Dem 2 1 1642 Married South Atlantic Dem 2 2 1643 Married East North Central Strong Rep 2 1 1644 Widowed East South Central Strong Dem 3 2 1645 Married East North Central Strong Dem 8 2 1646 Married South Atlantic Strong Dem 8 1 1647 Never Married East North Central Independent 3 1 1648 Married East North Central Strong Dem 2 1 1649 Never Married East North Central Strong Rep 1 2 1650 Widowed East North Central Dem 8 2 1651 Married East North Central Independent 8 1 1652 Married East North Central Strong Rep 2 3 1653 Married East North Central Strong Rep 2 2 1654 Married East North Central Independent 3 3 1655 Married East North Central Rep 2 2 1656 Widowed East North Central Independent 3 2 1657 Married East North Central Rep 3 2 1658 Divorced East North Central Dem 3 1 1659 Widowed East North Central Indepndent Lean Dem 2 1 1660 Never Married East North Central Dem 2 3 1661 Divorced East North Central Independent 2 1 1662 Married East North Central Rep 3 1 1663 Married East North Central Indepndent Lean Dem 3 1 1664 Married East North Central Rep 8 1 1665 Married East North Central Strong Dem 0 0 1666 Divorced East North Central Independent 0 0 1667 Married South Atlantic Independent 0 0 1668 Never Married South Atlantic Dem 0 0 1669 Never Married South Atlantic Indepndent Lean Dem 0 0 1670 Divorced East North Central Independent Lean Rep 0 0 1671 Married South Atlantic Strong Rep 0 0 1672 Divorced South Atlantic Strong Rep 0 0 1673 Divorced South Atlantic Strong Rep 0 0 1674 Married South Atlantic Strong Dem 0 0 1675 Married South Atlantic Independent Lean Rep 0 0 1676 Divorced South Atlantic Independent 0 0 1677 Married South Atlantic Independent 0 0 1678 Married South Atlantic Rep 0 0 1679 Married East North Central Rep 0 0 1680 Married South Atlantic Strong Dem 0 0 1681 Married South Atlantic Rep 0 0 1682 Never Married South Atlantic Strong Rep 0 0 1683 Never Married South Atlantic Independent 0 0 1684 Divorced South Atlantic Independent 2 1 1685 Never Married South Atlantic Independent 2 1 1686 Never Married South Atlantic Independent 3 1 1687 Never Married Foreign Indepndent Lean Dem 1 1 1688 Divorced South Atlantic Strong Dem 3 3 1689 Separated South Atlantic Dem 2 2 1690 Married East North Central Independent 3 2 1691 Married South Atlantic Independent 2 1 1692 Married South Atlantic Strong Dem 2 1 1693 Never Married South Atlantic Indepndent Lean Dem 2 1 1694 Married South Atlantic Rep 3 1 1695 Married South Atlantic Strong Dem 2 2 1696 Widowed South Atlantic Independent 3 1 1697 Widowed South Atlantic Independent Lean Rep 2 3 1698 Never Married South Atlantic Strong Dem 2 3 1699 Married South Atlantic Independent 2 1 1700 Married South Atlantic Independent 2 1 1701 Divorced East South Central Indepndent Lean Dem 3 2 1702 Separated South Atlantic Independent 3 1 1703 Divorced Middle Atlantic Independent Lean Rep 0 0 1704 Married East South Central Rep 0 0 1705 Married South Atlantic Independent Lean Rep 0 0 1706 Married South Atlantic Independent 0 0 1707 Never Married West North Central Indepndent Lean Dem 0 0 1708 Married South Atlantic Strong Dem 0 0 1709 Never Married East South Central Indepndent Lean Dem 0 0 1710 Widowed East South Central Strong Dem 0 0 1711 Married South Atlantic Indepndent Lean Dem 0 0 1712 Widowed East South Central Indepndent Lean Dem 0 0 1713 Divorced East South Central Dem 0 0 1714 Married East South Central Rep 0 0 1715 Married New England Dem 0 0 1716 Separated South Atlantic Rep 0 0 1717 Married East South Central Independent 0 0 1718 Married East South Central Independent Lean Rep 0 0 1719 Married East South Central Strong Dem 0 0 1720 Never Married South Atlantic Strong Rep 0 0 1721 Married East South Central Dem 0 0 1722 Married East South Central Dem 0 0 1723 Divorced East South Central Independent 2 2 1724 Married East South Central Independent Lean Rep 2 1 1725 Widowed East South Central Rep 3 1 1726 Married East South Central Indepndent Lean Dem 3 1 1727 Divorced East South Central Strong Rep 8 2 1728 Married South Atlantic Rep 3 1 1729 Divorced South Atlantic Strong Rep 2 2 1730 Married West South Central Strong Dem 3 1 1731 Married South Atlantic Rep 1 1 1732 Divorced East South Central Rep 2 1 1733 Widowed Middle Atlantic Strong Rep 2 2 1734 Married South Atlantic Independent Lean Rep 2 1 1735 Married West North Central Rep 2 1 1736 Married South Atlantic Strong Dem 2 1 1737 Married South Atlantic Indepndent Lean Dem 2 2 1738 Married Middle Atlantic Independent Lean Rep 2 2 1739 Married West North Central Indepndent Lean Dem 2 1 1740 Married South Atlantic Strong Dem 3 2 1741 Divorced South Atlantic Independent 3 3 1742 Married West North Central Strong Rep 0 0 1743 Married East North Central Strong Rep 0 0 1744 Married South Atlantic Rep 0 0 1745 Divorced West South Central Independent 0 0 1746 Married West South Central Rep 0 0 1747 Widowed West South Central Independent 0 0 1748 Married West South Central Rep 0 0 1749 Married West South Central Strong Rep 0 0 1750 Widowed West South Central Rep 0 0 1751 Divorced West South Central Strong Dem 0 0 1752 Married Middle Atlantic Independent Lean Rep 0 0 1753 Divorced West South Central Indepndent Lean Dem 0 0 1754 Divorced West South Central Rep 0 0 1755 Divorced West South Central Dem 0 0 1756 Married West South Central Independent Lean Rep 0 0 1757 Married West South Central Indepndent Lean Dem 0 0 1758 Never Married East North Central Strong Dem 0 0 1759 Married West South Central Dem 0 0 1760 Married West South Central Rep 0 0 1761 Separated West South Central Strong Dem 0 0 1762 Married West South Central Strong Dem 0 0 1763 Divorced West South Central Independent 0 0 1764 Separated West South Central Strong Dem 0 0 1765 Married West South Central Strong Dem 3 1 1766 Married West South Central Strong Rep 3 2 1767 Married West South Central Rep 3 1 1768 Divorced South Atlantic Independent 2 2 1769 Married South Atlantic Dem 2 1 1770 Married South Atlantic Rep 3 2 1771 Divorced South Atlantic Strong Rep 8 2 1772 Married South Atlantic Indepndent Lean Dem 1 1 1773 Divorced South Atlantic Independent Lean Rep 1 1 1774 Married South Atlantic Rep 2 3 1775 Married South Atlantic Strong Rep 2 2 1776 Divorced South Atlantic Independent 8 1 1777 Married South Atlantic Strong Rep 1 2 1778 Widowed South Atlantic Strong Dem 2 1 1779 Never Married South Atlantic Dem 8 1 1780 Married South Atlantic Strong Dem 3 2 1781 Married West South Central Dem 0 0 1782 Married South Atlantic Strong Rep 0 0 1783 Separated West South Central Strong Dem 0 0 1784 Married West South Central Indepndent Lean Dem 0 0 1785 Married West South Central Rep 0 0 1786 Never Married West South Central Dem 0 0 1787 Never Married West South Central Independent 0 0 1788 Never Married West South Central Independent Lean Rep 0 0 1789 Widowed West South Central Strong Dem 0 0 1790 Never Married West South Central Dem 0 0 1791 Divorced West South Central Independent 0 0 1792 Married West South Central Strong Dem 0 0 1793 Married West South Central Dem 0 0 1794 Never Married West South Central Dem 0 0 1795 Never Married West South Central Dem 0 0 1796 Married West South Central Dem 0 0 1797 Married West South Central Strong Dem 0 0 1798 Never Married West South Central Other 0 0 1799 Never Married West South Central Rep 0 0 1800 Married West South Central Rep 0 0 1801 Married West South Central Indepndent Lean Dem 0 0 1802 Married West South Central Indepndent Lean Dem 0 0 1803 Married West South Central Indepndent Lean Dem 0 0 1804 Widowed West South Central Strong Dem 0 0 1805 Married West South Central Strong Rep 0 0 1806 Married West South Central Independent Lean Rep 0 0 1807 Divorced West South Central Rep 0 0 1808 Divorced West South Central Dem 2 1 1809 Never Married West South Central Independent 2 1 1810 Widowed West South Central Strong Dem 3 1 1811 Divorced Pacific Independent 8 8 1812 Widowed South Atlantic Strong Dem 3 1 1813 Never Married Foreign Independent 3 3 1814 Married South Atlantic Dem 3 1 1815 Widowed East North Central Dem 3 3 1816 Never Married South Atlantic Independent 3 1 1817 Married Foreign Independent 3 3 1818 Separated Foreign Dem 2 3 1819 Separated West South Central Indepndent Lean Dem 3 1 1820 Never Married South Atlantic Strong Dem 2 2 1821 Never Married South Atlantic Dem 1 1 1822 Divorced South Atlantic Independent 3 1 1823 Widowed South Atlantic Independent 3 2 1824 Never Married South Atlantic Strong Dem 3 1 1825 Divorced South Atlantic Dem 2 1 1826 Widowed South Atlantic Dem 3 2 1827 Separated South Atlantic Strong Dem 2 3 1828 Married South Atlantic Strong Dem 3 1 1829 Married South Atlantic Rep 3 3 1830 Married Foreign Independent 3 1 1831 Married South Atlantic Strong Rep 3 1 1832 Separated South Atlantic Independent 3 1 1833 Married South Atlantic Strong Rep 0 0 1834 Married South Atlantic Strong Dem 0 0 1835 Widowed South Atlantic Independent Lean Rep 0 0 1836 Married Pacific Indepndent Lean Dem 0 0 1837 Widowed South Atlantic Strong Dem 0 0 1838 Divorced Middle Atlantic Dem 0 0 1839 Married South Atlantic Dem 0 0 1840 Married South Atlantic Rep 0 0 1841 Widowed West South Central Strong Dem 0 0 1842 Divorced West South Central Strong Dem 0 0 1843 Never Married West South Central Independent 0 0 1844 Married West North Central Rep 0 0 1845 Divorced West South Central Dem 0 0 1846 Never Married West South Central Strong Dem 0 0 1847 Divorced South Atlantic Dem 0 0 1848 Married Middle Atlantic Strong Rep 0 0 1849 Divorced West South Central Strong Dem 0 0 1850 Never Married West South Central Independent 0 0 1851 Never Married West South Central Strong Dem 0 0 1852 Never Married West South Central Independent 0 0 1853 Married West South Central Dem 0 0 1854 Divorced West South Central Dem 0 0 1855 Married East South Central Rep 0 0 1856 Married West South Central Dem 2 1 1857 Married West South Central Strong Rep 2 1 1858 Married West South Central Independent 3 1 1859 Married West South Central Dem 3 1 1860 Married West South Central Strong Dem 2 1 1861 Married Pacific Indepndent Lean Dem 2 1 1862 Divorced East North Central Rep 2 2 1863 Married East South Central Indepndent Lean Dem 3 3 1864 Married East North Central Dem 3 1 1865 Never Married East South Central Dem 3 2 1866 Married East South Central Indepndent Lean Dem 1 1 1867 Married South Atlantic Independent Lean Rep 3 2 1868 Married East South Central Strong Dem 2 3 1869 Married South Atlantic Independent 2 3 1870 Married East South Central Independent Lean Rep 8 3 1871 Married East South Central Rep 2 1 1872 Widowed Foreign Independent Lean Rep 3 3 1873 Married East South Central Dem 3 1 1874 Married East North Central Independent 2 1 1875 Married East South Central Dem 3 1 1876 Married Mountain Rep 0 0 1877 Married Foreign Rep 0 0 1878 Married East South Central Strong Rep 0 0 1879 Married East South Central Rep 0 0 1880 Married East South Central Strong Rep 0 0 1881 <NA> South Atlantic Independent 0 0 1882 Married East South Central Independent Lean Rep 0 0 1883 Divorced East South Central Dem 0 0 1884 Married East South Central Independent 0 0 1885 Divorced West South Central Dem 0 0 1886 Never Married East South Central Independent 0 0 1887 Divorced East South Central Independent Lean Rep 0 0 1888 Married East South Central Rep 0 0 1889 Married Pacific Independent Lean Rep 0 0 1890 Widowed West South Central Independent Lean Rep 0 0 1891 Married West South Central Rep 0 0 1892 Married West South Central Rep 0 0 1893 Married East North Central Independent Lean Rep 0 0 1894 Married West South Central Strong Rep 0 0 1895 Married Pacific Strong Dem 0 0 1896 Married Foreign Strong Dem 0 0 1897 Married Middle Atlantic Strong Dem 0 0 1898 Married Pacific Strong Rep 0 0 1899 Divorced West South Central Indepndent Lean Dem 3 1 1900 Widowed West South Central Strong Rep 2 1 1901 Married West South Central Dem 2 2 1902 Married West South Central Indepndent Lean Dem 3 1 1903 Never Married West South Central Rep 8 2 1904 Separated West South Central Independent 2 1 1905 Married Foreign Dem 2 1 1906 Married West South Central Dem 2 2 1907 Divorced South Atlantic Independent 3 1 1908 Married West North Central Rep 3 8 1909 Married Mountain Indepndent Lean Dem 2 1 1910 Married South Atlantic Indepndent Lean Dem 2 1 1911 Married South Atlantic Strong Dem 2 8 1912 Never Married South Atlantic Strong Dem 1 1 1913 Never Married South Atlantic Independent 3 1 1914 Married South Atlantic Rep 2 1 1915 Married South Atlantic Dem 3 1 1916 Married South Atlantic Independent 1 1 1917 Married South Atlantic Strong Dem 3 2 1918 Married Pacific Independent 8 1 1919 Widowed South Atlantic Strong Rep 3 1 1920 Married South Atlantic Strong Dem 2 1 1921 Divorced South Atlantic Dem 0 0 1922 Separated South Atlantic Independent Lean Rep 0 0 1923 Divorced East South Central Indepndent Lean Dem 0 0 1924 Married South Atlantic Strong Rep 0 0 1925 Divorced East North Central Rep 0 0 1926 Married South Atlantic Dem 0 0 1927 Married South Atlantic Strong Dem 0 0 1928 Married Mountain Dem 0 0 1929 Never Married Foreign Independent 0 0 1930 Never Married Foreign Dem 0 0 1931 Married Mountain Strong Dem 0 0 1932 Married West South Central Rep 0 0 1933 Never Married Mountain Rep 0 0 1934 Married Mountain Strong Dem 0 0 1935 Separated West South Central Indepndent Lean Dem 0 0 1936 Married Pacific Indepndent Lean Dem 0 0 1937 Divorced Mountain Dem 0 0 1938 Never Married Mountain Dem 0 0 1939 Married Middle Atlantic Strong Dem 0 0 1940 Divorced Mountain Independent Lean Rep 1 1 1941 Never Married Mountain Independent 2 1 1942 Divorced East North Central Independent 2 2 1943 Married Pacific Rep 2 3 1944 Married Mountain Rep 2 1 1945 Married Mountain Strong Rep 2 1 1946 Divorced Mountain Strong Rep 2 1 1947 Divorced Mountain Strong Rep 2 1 1948 Married Mountain Strong Rep 2 2 1949 Married Mountain Independent 3 1 1950 Widowed Pacific Strong Rep 0 0 1951 Married Pacific Strong Rep 0 0 1952 Married Pacific Independent Lean Rep 0 0 1953 Never Married New England Dem 0 0 1954 Never Married Mountain Dem 0 0 1955 Married Pacific Strong Dem 0 0 1956 Divorced Pacific Indepndent Lean Dem 0 0 1957 Never Married West North Central Rep 0 0 1958 Married Foreign Dem 0 0 1959 Divorced East North Central Other 0 0 1960 Divorced Pacific Strong Rep 0 0 1961 Widowed Pacific Independent 0 0 1962 Married Pacific Independent Lean Rep 0 0 1963 Widowed Pacific Rep 0 0 1964 Married Pacific Strong Dem 0 0 1965 Married Pacific Indepndent Lean Dem 0 0 1966 Married Pacific Strong Rep 0 0 1967 Married South Atlantic Strong Dem 3 1 1968 Married Middle Atlantic Rep 0 0 1969 Married Foreign <NA> 0 0 1970 Never Married Middle Atlantic Independent 3 1 1971 Divorced Middle Atlantic Rep 3 1 1972 Married Foreign Dem 0 0 1973 Never Married Pacific Rep 1 1 1974 Never Married Pacific Rep 3 2 1975 Never Married Pacific Strong Dem 3 2 1976 Married Pacific Independent Lean Rep 0 0 1977 Divorced East North Central Strong Dem 3 2 1978 Divorced East North Central Strong Dem 0 0 1979 Divorced Pacific Strong Dem 0 0 1980 Never Married Pacific Other 2 1 1981 Widowed Pacific Dem 3 1 1982 Divorced East North Central Strong Dem 0 0 1983 Married South Atlantic Independent 0 0 1984 Never Married Middle Atlantic Strong Dem 0 0 1985 Divorced East North Central Strong Dem 0 0 1986 Married South Atlantic Independent 3 3 1987 Widowed East North Central Indepndent Lean Dem 0 0 1988 Married New England Strong Dem 0 0 1989 Never Married South Atlantic Indepndent Lean Dem 3 1 1990 Married South Atlantic Strong Rep 0 0 1991 Divorced West North Central Strong Dem 2 1 1992 Married West South Central Independent Lean Rep 0 0 1993 Married West South Central Rep 0 0 1994 Never Married West North Central Strong Rep 0 0 1995 Widowed Middle Atlantic Strong Dem 3 2 1996 Married Middle Atlantic Rep 0 0 1997 Widowed Middle Atlantic Strong Dem 3 2 1998 Married East North Central Independent Lean Rep 0 0 1999 Widowed East North Central Strong Rep 2 2 2000 Married East North Central Rep 2 2 2001 Married West North Central Indepndent Lean Dem 0 0 2002 Widowed Middle Atlantic Strong Dem 3 1 2003 Married Foreign Rep 2 2 2004 Married South Atlantic Independent Lean Rep 0 0 2005 Married South Atlantic Strong Dem 0 0 2006 Never Married Foreign Independent 0 0 2007 Married East South Central Independent Lean Rep 3 1 2008 Married South Atlantic Strong Dem 3 1 2009 Widowed Mountain Independent 3 2 2010 Never Married Pacific Dem 2 1 2011 Married Middle Atlantic Strong Rep 0 0 2012 Widowed Middle Atlantic Indepndent Lean Dem 0 0 2013 Married West North Central Rep 2 3 2014 Never Married West North Central Rep 2 1 2015 Married East North Central Rep 0 0 2016 Never Married South Atlantic Dem 0 0 2017 Widowed East South Central Strong Rep 0 0 2018 Separated South Atlantic Rep 2 1 2019 Never Married West South Central Indepndent Lean Dem 0 0 2020 Widowed South Atlantic Indepndent Lean Dem 3 2 2021 Divorced South Atlantic Independent 3 1 2022 Married West South Central Rep 0 0 2023 Married Pacific Independent 0 0 natheal natcity natcrime natdrug nateduc natrace natarms nataid natfare 1 1 1 1 1 1 1 1 3 2 2 2 2 1 2 1 2 1 3 2 3 1 1 1 1 1 1 2 3 1 4 1 1 1 2 1 1 1 1 2 5 1 2 1 1 2 1 3 2 1 6 1 1 8 1 1 1 3 8 2 7 3 2 1 1 2 2 2 1 3 8 2 2 2 2 2 2 3 2 3 9 1 8 1 3 1 1 8 3 3 10 1 1 1 8 1 8 8 1 8 11 1 1 1 1 1 1 3 3 1 12 1 1 1 1 1 1 3 1 2 13 1 1 1 1 1 1 1 3 1 14 3 2 2 1 1 1 3 3 1 15 1 1 1 1 1 1 1 3 2 16 1 8 1 8 1 8 2 1 1 17 1 8 8 8 1 8 3 2 8 18 2 2 2 3 1 3 1 3 3 19 1 1 1 1 1 1 3 3 3 20 2 2 1 1 1 2 3 3 1 21 2 2 1 1 1 3 1 3 3 22 0 0 0 0 0 0 0 0 0 23 0 0 0 0 0 0 0 0 0 24 0 0 0 0 0 0 0 0 0 25 0 0 0 0 0 0 0 0 0 26 0 0 0 0 0 0 0 0 0 27 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 29 0 0 0 0 0 0 0 0 0 30 0 0 0 0 0 0 0 0 0 31 0 0 0 0 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1 2 2 1565 1 1 2 3 3 1 8 1566 1 2 2 3 3 3 1 1567 1 1 1 1 1 3 NA 1568 1 1 1 2 1 8 1 1569 1 1 2 1 1 2 1 1570 1 8 2 1 1 1 1 1571 1 1 2 1 1 3 1 1572 3 2 8 1 1 1 10 1573 2 2 2 2 2 2 NA 1574 2 1 2 2 2 8 2 1575 1 3 3 2 1 1 NA 1576 2 1 1 1 1 1 1 1577 3 1 1 2 2 1 2 1578 1 2 1 2 2 1 8 1579 1 2 1 2 1 2 3 1580 1 1 2 2 2 1 4 1581 1 1 2 2 1 3 5 1582 1 1 1 2 1 1 4 1583 1 1 1 2 1 1 6 1584 1 1 1 1 1 2 4 1585 1 1 3 1 2 3 NA 1586 1 1 8 1 1 1 2 1587 2 2 1 1 2 1 NA 1588 2 1 1 2 1 1 2 1589 1 1 8 1 1 1 0 1590 1 1 1 1 1 1 NA 1591 2 2 1 2 1 2 3 1592 1 1 2 2 1 2 NA 1593 2 8 2 8 8 2 24 1594 1 1 2 2 1 8 NA 1595 8 2 2 1 1 2 NA 1596 2 2 8 1 8 2 NA 1597 1 2 2 2 2 2 3 1598 1 1 2 2 1 1 2 1599 8 1 8 3 8 3 2 1600 1 1 3 3 1 1 NA 1601 2 1 2 3 2 1 NA 1602 1 1 1 1 1 1 2 1603 1 1 8 1 1 2 2 1604 2 1 2 2 1 2 3 1605 2 1 1 1 2 1 4 1606 2 1 2 2 1 2 1 1607 1 1 8 1 1 8 NA 1608 2 1 8 2 2 8 9 1609 2 1 1 2 2 2 6 1610 1 1 1 2 1 1 6 1611 1 1 2 3 2 3 6 1612 1 1 2 3 2 2 NA 1613 1 1 2 2 1 1 8 1614 1 1 2 2 3 1 NA 1615 3 1 1 3 1 3 3 1616 1 1 1 2 1 2 3 1617 8 8 2 2 2 1 NA 1618 1 1 1 1 1 2 NA 1619 2 1 1 3 1 2 3 1620 2 1 2 3 2 2 8 1621 2 1 2 2 1 3 2 1622 8 8 8 2 2 8 NA 1623 1 1 2 2 2 2 4 1624 1 1 8 1 1 8 1 1625 2 1 1 2 1 2 3 1626 2 2 8 2 1 8 NA 1627 1 1 2 2 2 1 1 1628 1 1 1 2 2 1 3 1629 2 1 1 2 1 2 NA 1630 1 1 8 2 8 1 1 1631 1 1 8 2 1 3 1 1632 2 1 3 3 1 3 3 1633 2 2 1 2 2 2 2 1634 1 1 8 2 1 1 2 1635 1 2 3 2 3 1 NA 1636 2 2 1 3 3 2 NA 1637 2 8 1 1 1 2 NA 1638 1 1 2 2 2 2 5 1639 2 2 2 2 1 2 5 1640 2 1 2 2 1 2 10 1641 2 1 2 1 8 1 4 1642 2 1 1 2 1 2 NA 1643 1 2 1 1 8 2 1 1644 2 1 2 2 1 3 2 1645 3 1 8 2 2 2 4 1646 1 2 2 2 1 8 3 1647 1 1 1 1 1 2 NA 1648 1 2 1 2 2 1 2 1649 1 1 2 2 2 1 6 1650 2 1 1 2 2 2 8 1651 2 2 2 2 1 3 NA 1652 3 2 3 2 2 1 NA 1653 2 1 2 2 2 2 3 1654 1 1 3 3 1 3 1 1655 2 1 2 2 2 1 NA 1656 1 1 2 2 1 1 NA 1657 1 2 3 3 1 2 NA 1658 1 8 1 2 2 8 NA 1659 2 1 2 2 1 2 6 1660 2 3 2 2 1 8 2 1661 1 1 1 2 2 2 0 1662 3 1 1 1 1 1 3 1663 3 1 1 1 3 2 NA 1664 1 1 8 2 1 1 NA 1665 1 1 1 1 3 2 NA 1666 1 1 2 2 2 2 NA 1667 2 2 2 2 2 2 NA 1668 2 1 1 1 2 2 NA 1669 2 1 1 2 1 1 4 1670 2 1 1 1 1 1 15 1671 2 2 2 2 2 2 NA 1672 8 1 2 1 1 8 4 1673 2 1 1 2 1 2 1 1674 1 1 2 2 1 1 3 1675 3 1 1 2 2 1 NA 1676 2 1 1 2 1 8 5 1677 1 2 1 1 8 1 NA 1678 2 2 2 2 2 2 0 1679 1 1 2 2 1 1 4 1680 3 1 2 1 8 1 3 1681 2 1 3 1 1 2 6 1682 2 1 2 2 1 2 2 1683 1 2 2 1 1 8 4 1684 1 1 1 2 1 2 NA 1685 1 1 2 2 1 2 5 1686 1 1 2 2 1 2 0 1687 2 1 2 1 2 1 NA 1688 2 2 2 2 2 2 5 1689 1 1 2 2 1 1 NA 1690 1 1 2 2 1 2 3 1691 1 1 2 2 2 2 NA 1692 1 1 1 1 1 1 1 1693 2 1 2 3 1 2 4 1694 1 1 1 1 2 2 6 1695 2 1 2 2 1 2 5 1696 1 2 8 2 1 1 NA 1697 1 1 1 2 1 2 NA 1698 2 1 8 2 8 2 NA 1699 2 1 1 1 1 8 NA 1700 2 1 1 2 1 3 NA 1701 3 1 2 2 1 1 6 1702 1 1 8 2 1 2 NA 1703 2 1 3 2 2 2 3 1704 1 1 1 8 1 2 1 1705 1 2 1 1 1 2 2 1706 1 1 2 2 2 3 3 1707 2 1 2 2 1 2 0 1708 1 1 2 2 1 1 4 1709 2 1 8 2 1 2 3 1710 1 1 1 2 1 1 24 1711 2 1 2 2 1 8 2 1712 3 2 8 2 1 2 4 1713 1 8 8 2 2 2 5 1714 1 2 1 2 1 2 4 1715 2 2 2 2 2 2 2 1716 1 2 1 2 1 2 NA 1717 1 1 8 1 1 3 NA 1718 2 1 1 2 8 3 1 1719 2 1 2 2 2 2 1 1720 2 1 1 2 1 3 1 1721 2 2 8 1 2 2 3 1722 2 2 2 2 1 1 NA 1723 2 1 1 2 1 2 NA 1724 1 1 1 2 1 2 3 1725 1 8 8 3 1 3 NA 1726 1 1 1 1 1 3 NA 1727 1 3 2 2 2 2 3 1728 2 2 2 2 1 1 NA 1729 2 2 3 2 2 1 1 1730 2 2 1 1 1 1 1 1731 1 1 1 1 1 2 NA 1732 1 1 2 1 2 1 NA 1733 3 1 1 2 2 1 NA 1734 1 2 1 2 1 1 3 1735 1 2 1 1 2 1 1 1736 2 1 2 1 1 1 3 1737 2 1 2 2 2 2 4 1738 1 2 2 2 2 1 0 1739 1 1 2 2 2 2 1 1740 2 1 2 2 2 2 1 1741 1 2 1 3 1 3 1 1742 2 2 2 2 2 1 1 1743 2 2 1 2 2 1 4 1744 1 2 1 1 2 1 3 1745 1 8 8 2 1 2 1 1746 1 1 2 2 2 2 2 1747 1 1 2 2 1 1 NA 1748 2 1 3 2 3 2 NA 1749 1 1 1 2 2 2 NA 1750 3 2 3 3 3 1 6 1751 1 1 8 2 1 1 3 1752 2 8 8 8 2 8 1 1753 1 1 1 2 1 1 3 1754 1 2 1 1 2 3 3 1755 3 1 3 2 3 1 3 1756 2 3 1 1 1 2 1 1757 1 1 3 3 2 1 1 1758 2 1 2 1 1 2 3 1759 8 1 8 8 3 8 1 1760 1 2 1 1 2 2 NA 1761 1 1 1 1 1 2 NA 1762 2 2 2 2 2 2 NA 1763 2 2 1 1 1 8 NA 1764 1 1 1 2 1 2 3 1765 1 1 2 2 1 2 5 1766 2 1 2 2 2 2 4 1767 1 8 1 1 1 1 8 1768 1 1 1 1 1 3 8 1769 1 1 1 1 1 2 5 1770 2 1 1 2 2 2 0 1771 2 2 2 2 2 2 8 1772 1 1 1 2 8 3 10 1773 1 1 2 2 1 1 5 1774 2 1 1 2 2 2 NA 1775 2 1 1 2 2 2 6 1776 3 1 1 2 1 1 1 1777 2 1 2 1 2 2 NA 1778 1 1 1 2 2 2 8 1779 2 1 8 8 1 8 6 1780 1 1 2 1 2 2 NA 1781 1 2 2 2 2 2 5 1782 2 1 8 2 3 8 NA 1783 1 1 8 1 2 2 10 1784 2 2 2 1 2 1 1 1785 2 2 3 1 2 2 NA 1786 1 2 1 2 2 2 3 1787 3 1 8 8 1 2 NA 1788 1 1 2 2 2 1 NA 1789 1 1 1 1 1 2 5 1790 1 1 1 1 2 1 NA 1791 1 1 8 1 1 1 4 1792 2 1 2 1 2 1 2 1793 1 1 1 1 1 3 5 1794 2 2 1 1 1 2 NA 1795 1 2 1 1 2 3 1 1796 1 1 1 1 1 1 3 1797 1 1 2 2 1 2 6 1798 1 1 1 1 1 1 0 1799 1 2 2 1 2 2 2 1800 2 1 1 1 1 3 2 1801 3 1 1 1 1 2 4 1802 1 2 1 2 1 1 4 1803 2 1 1 2 2 1 2 1804 3 1 1 2 2 2 6 1805 1 2 8 1 1 1 2 1806 1 1 8 1 1 3 3 1807 2 1 2 2 2 2 1 1808 2 8 8 2 2 2 NA 1809 2 2 2 2 1 2 1 1810 1 1 1 1 2 3 NA 1811 8 8 8 8 8 1 1 1812 1 2 8 2 2 2 4 1813 3 1 3 2 2 3 NA 1814 3 1 1 1 2 2 0 1815 2 1 2 2 2 2 NA 1816 1 1 1 2 1 3 7 1817 2 8 2 2 3 3 NA 1818 1 3 2 1 1 2 2 1819 2 2 2 1 1 3 2 1820 2 1 2 2 2 3 2 1821 1 2 2 2 2 2 NA 1822 3 1 3 2 2 1 3 1823 2 1 2 2 2 2 3 1824 1 1 2 1 1 1 3 1825 3 1 1 2 1 1 5 1826 2 1 2 1 1 2 2 1827 1 1 2 2 1 2 NA 1828 1 2 2 2 2 1 NA 1829 2 1 2 3 8 3 NA 1830 2 3 1 1 1 3 3 1831 1 1 1 3 1 2 NA 1832 3 1 3 2 3 1 6 1833 1 1 2 2 2 3 3 1834 2 1 2 2 1 2 2 1835 8 1 3 2 1 2 2 1836 2 1 2 2 1 2 2 1837 2 1 2 2 1 1 5 1838 2 2 2 2 1 1 12 1839 2 3 2 3 3 2 2 1840 2 1 2 2 1 2 1 1841 1 1 1 1 2 2 NA 1842 1 1 1 2 1 1 NA 1843 2 1 1 2 2 1 0 1844 1 1 2 2 1 2 2 1845 3 1 8 2 2 2 NA 1846 1 2 2 2 1 1 4 1847 1 1 1 1 1 1 NA 1848 1 2 1 2 2 1 NA 1849 1 1 8 2 1 1 1 1850 1 2 2 1 2 1 6 1851 2 2 2 2 2 1 NA 1852 1 8 1 1 3 1 NA 1853 1 2 8 2 2 3 6 1854 1 1 2 1 1 1 2 1855 1 1 2 2 1 1 3 1856 1 1 1 2 1 2 NA 1857 1 1 2 2 2 3 4 1858 1 1 2 2 1 8 NA 1859 1 1 2 2 1 2 4 1860 1 1 2 2 2 2 NA 1861 1 1 1 1 1 2 1 1862 1 2 2 2 1 2 4 1863 1 1 1 3 1 3 NA 1864 3 1 2 2 1 3 2 1865 2 1 2 3 2 2 2 1866 1 1 1 1 8 1 2 1867 2 1 2 2 2 2 NA 1868 1 1 1 1 2 2 2 1869 2 1 8 2 2 2 2 1870 2 2 8 2 3 2 3 1871 3 1 2 2 2 2 2 1872 8 1 1 1 8 8 NA 1873 2 1 2 1 1 2 NA 1874 2 2 1 2 1 2 4 1875 2 1 8 2 1 2 1 1876 2 1 2 2 2 2 2 1877 3 2 3 2 2 1 1 1878 2 2 2 2 2 2 4 1879 1 3 3 2 2 2 2 1880 1 2 1 2 1 2 3 1881 2 1 2 3 3 1 2 1882 1 2 1 2 2 2 NA 1883 2 1 1 2 1 2 NA 1884 1 1 1 1 1 1 3 1885 2 1 1 1 1 1 NA 1886 1 1 2 2 2 2 4 1887 1 1 1 3 2 2 NA 1888 1 2 1 2 1 1 4 1889 2 1 1 2 1 1 3 1890 1 1 1 2 3 2 NA 1891 2 3 2 2 2 3 NA 1892 1 2 2 1 1 1 3 1893 2 3 3 3 3 1 3 1894 2 1 1 1 2 1 2 1895 3 1 1 1 2 8 8 1896 2 1 2 1 1 2 NA 1897 2 1 1 2 2 1 NA 1898 3 2 8 2 2 2 2 1899 2 2 2 2 1 8 4 1900 1 1 8 1 2 2 NA 1901 1 1 2 2 2 1 1 1902 1 1 2 2 8 2 2 1903 2 1 1 2 3 1 4 1904 2 2 2 1 1 2 2 1905 3 3 2 2 2 2 1 1906 2 1 2 2 3 2 NA 1907 3 1 1 1 1 2 10 1908 2 2 2 2 1 3 7 1909 1 2 1 1 2 1 NA 1910 8 1 8 2 2 2 NA 1911 1 2 1 2 8 2 2 1912 1 1 2 1 8 1 2 1913 3 1 3 1 2 1 2 1914 2 1 2 2 2 1 NA 1915 1 2 1 1 1 2 NA 1916 1 1 1 1 1 1 NA 1917 1 1 2 2 1 1 NA 1918 1 1 1 2 2 1 4 1919 1 1 1 2 2 1 4 1920 2 1 2 1 1 2 5 1921 3 1 2 1 1 1 NA 1922 1 2 1 2 2 2 NA 1923 2 1 1 2 2 2 2 1924 2 1 8 2 1 1 NA 1925 3 1 1 2 1 2 0 1926 1 2 8 1 1 8 3 1927 2 1 2 2 2 1 8 1928 2 1 2 2 2 8 2 1929 2 1 1 2 1 1 4 1930 2 1 1 2 1 2 NA 1931 1 1 1 2 2 1 NA 1932 2 8 2 1 3 1 2 1933 1 2 1 1 2 1 1 1934 1 1 1 1 2 8 2 1935 1 3 1 2 2 1 1 1936 2 1 1 2 1 1 3 1937 2 1 1 2 2 1 2 1938 2 2 2 2 2 2 2 1939 2 2 1 1 1 8 3 1940 3 1 1 2 8 2 1 1941 1 1 1 2 2 1 2 1942 1 1 2 1 1 2 NA 1943 2 2 1 2 2 1 3 1944 2 1 1 2 1 2 NA 1945 1 1 2 2 1 2 NA 1946 1 1 1 2 2 2 NA 1947 3 1 1 1 1 3 NA 1948 2 2 1 2 2 2 2 1949 2 2 3 2 2 8 NA 1950 2 1 2 3 8 2 3 1951 3 2 1 2 3 1 2 1952 2 2 2 2 2 2 1 1953 3 1 3 2 1 2 3 1954 1 1 1 2 1 1 1 1955 2 1 3 2 1 2 2 1956 2 1 2 2 2 2 NA 1957 8 8 3 2 8 3 0 1958 2 1 2 2 2 2 NA 1959 2 2 3 3 3 3 0 1960 1 2 3 2 2 2 2 1961 1 1 1 1 1 2 6 1962 1 1 2 2 2 2 NA 1963 2 2 2 1 8 8 NA 1964 1 2 2 2 2 1 NA 1965 3 2 1 2 2 3 4 1966 2 9 2 1 1 1 NA 1967 2 1 1 2 1 3 2 1968 3 8 3 8 8 8 3 1969 1 1 1 2 8 1 NA 1970 1 1 2 2 2 2 2 1971 1 2 1 2 1 3 1 1972 2 1 2 2 1 3 1 1973 1 1 2 2 1 1 1 1974 1 1 1 1 2 2 NA 1975 1 1 1 1 1 1 NA 1976 1 1 1 1 2 8 NA 1977 3 1 2 2 1 2 5 1978 1 1 3 1 2 3 4 1979 1 1 2 2 1 1 4 1980 1 1 1 2 2 1 NA 1981 1 1 1 1 1 1 10 1982 1 1 1 2 2 1 2 1983 2 2 3 1 8 2 NA 1984 2 1 1 2 2 1 1 1985 2 2 1 2 2 1 NA 1986 2 1 2 2 2 3 NA 1987 2 2 1 3 3 2 2 1988 1 1 1 1 1 1 NA 1989 3 1 1 3 1 1 4 1990 2 1 2 2 1 1 2 1991 1 1 1 1 1 1 4 1992 1 2 1 2 1 1 NA 1993 2 1 1 2 2 3 2 1994 1 1 1 1 3 2 NA 1995 2 2 1 2 3 3 NA 1996 2 2 1 2 2 2 1 1997 1 2 2 2 2 2 4 1998 1 1 1 2 2 1 NA 1999 1 2 2 2 1 2 7 2000 2 1 1 3 1 2 3 2001 1 2 1 8 8 8 NA 2002 1 1 2 1 1 3 2 2003 2 2 2 2 2 1 0 2004 3 1 8 1 3 3 4 2005 1 1 3 3 3 3 4 2006 2 1 2 2 1 1 NA 2007 2 1 1 2 2 2 3 2008 1 1 1 1 1 3 NA 2009 1 2 2 2 2 2 6 2010 2 2 2 2 1 2 2 2011 2 2 2 2 2 2 NA 2012 2 1 2 2 1 2 2 2013 2 2 2 2 3 2 2 2014 1 1 2 1 1 2 3 2015 2 1 2 1 2 2 4 2016 1 3 8 2 3 2 2 2017 2 1 1 2 8 8 NA 2018 1 1 2 2 1 1 1 2019 2 2 1 2 2 1 6 2020 2 1 2 2 2 2 NA 2021 1 1 2 2 1 2 3 2022 1 1 1 2 2 2 1 2023 2 2 1 2 2 1 NA ``` --- # Step 3: Compute new variables/values ```r d_clean <- d_clean %>% dplyr::mutate(natspend = furniture::rowmeans(natcity, natcrime, natdrug, nateduc, natspac, natenvir, natheal, natrace, natarms, nataid, natfare, natroad, natsoc, natmass, natpark, natchld, natsci)) ``` ``` natspend natcity natcrime natdrug nateduc natspac natenvir natheal 1 1.4705882 1 1 1 1 3 1 1 2 1.7647059 2 1 2 1 3 1 2 3 1.4117647 1 1 1 1 3 1 1 4 1.3529412 1 1 2 1 2 1 1 5 1.6470588 2 1 1 2 3 1 1 6 2.5882353 1 8 1 1 1 2 1 7 1.8235294 2 1 1 2 2 3 3 8 1.8823529 2 2 2 2 1 2 2 9 2.2941176 8 1 3 1 3 1 1 10 2.8235294 1 1 8 1 3 1 1 11 1.4705882 1 1 1 1 2 1 1 12 1.2941176 1 1 1 1 2 1 1 13 1.5294118 1 1 1 1 8 1 1 14 1.5882353 2 2 1 1 2 1 3 15 1.4117647 1 1 1 1 3 1 1 16 3.3529412 8 1 8 1 2 1 1 17 4.7058824 8 8 8 1 3 1 1 18 2.5294118 2 2 3 1 3 2 2 19 1.4705882 1 1 1 1 1 1 1 20 1.5882353 2 1 1 1 1 1 2 21 1.7647059 2 1 1 1 2 2 2 22 0.5294118 0 0 0 0 0 0 0 23 0.5294118 0 0 0 0 0 0 0 24 0.4117647 0 0 0 0 0 0 0 25 0.3529412 0 0 0 0 0 0 0 26 0.4117647 0 0 0 0 0 0 0 27 0.6470588 0 0 0 0 0 0 0 28 0.7058824 0 0 0 0 0 0 0 29 0.6470588 0 0 0 0 0 0 0 30 1.2941176 0 0 0 0 0 0 0 31 0.4117647 0 0 0 0 0 0 0 32 1.0000000 0 0 0 0 0 0 0 33 3.1764706 3 1 1 2 8 8 8 34 4.5882353 3 8 1 1 3 8 8 35 1.4705882 1 1 1 1 3 1 1 36 2.4117647 1 2 2 1 3 1 1 37 3.7647059 8 8 8 2 1 1 8 38 1.4705882 1 1 1 1 1 1 1 39 3.5294118 1 1 8 1 8 1 1 40 2.1176471 1 1 8 1 2 1 1 41 4.0000000 2 8 8 1 8 8 1 42 2.7647059 8 1 3 1 8 1 1 43 2.1176471 1 1 2 1 2 1 1 44 1.7058824 2 2 1 1 2 1 2 45 1.5294118 1 2 1 1 3 1 2 46 1.7058824 1 1 1 1 2 1 1 47 1.7647059 2 1 1 1 3 1 1 48 1.4705882 1 1 2 1 2 1 1 49 2.0588235 1 2 2 2 3 2 1 50 2.2352941 3 2 3 3 2 1 3 51 1.2352941 1 1 1 1 1 1 1 52 1.8235294 2 1 1 1 3 1 1 53 3.0588235 1 1 1 1 9 1 1 54 1.2352941 1 1 1 1 2 1 1 55 1.7647059 1 2 2 1 2 1 1 56 0.5294118 0 0 0 0 0 0 0 57 0.4117647 0 0 0 0 0 0 0 58 0.5294118 0 0 0 0 0 0 0 59 0.4117647 0 0 0 0 0 0 0 60 0.5882353 0 0 0 0 0 0 0 61 0.3529412 0 0 0 0 0 0 0 62 0.3529412 0 0 0 0 0 0 0 63 0.5294118 0 0 0 0 0 0 0 64 0.6470588 0 0 0 0 0 0 0 65 0.7647059 0 0 0 0 0 0 0 66 0.5882353 0 0 0 0 0 0 0 67 0.5882353 0 0 0 0 0 0 0 68 0.4705882 0 0 0 0 0 0 0 69 0.4705882 0 0 0 0 0 0 0 70 0.5882353 0 0 0 0 0 0 0 71 1.8823529 2 2 1 1 2 1 1 72 2.2352941 3 3 3 2 2 2 1 73 1.2941176 1 1 1 1 3 1 1 74 1.4705882 1 2 1 1 3 1 1 75 2.4117647 8 2 2 1 3 1 2 76 2.1176471 2 2 2 2 2 2 2 77 1.7647059 2 2 1 2 3 2 1 78 2.4117647 2 1 1 1 3 1 1 79 2.2352941 2 2 1 2 3 1 1 80 3.2941176 8 1 1 1 3 8 1 81 2.2352941 1 2 2 2 2 1 1 82 1.7058824 1 1 1 1 3 2 1 83 1.4117647 1 1 1 1 2 1 1 84 1.2941176 1 1 1 1 1 1 1 85 1.2941176 1 1 1 1 3 1 1 86 1.8235294 1 1 1 1 3 2 1 87 2.1764706 1 1 1 1 3 1 1 88 3.2941176 1 1 1 2 2 1 1 89 2.0588235 1 2 1 2 3 1 1 90 2.0000000 2 2 2 3 3 1 1 91 1.6470588 1 2 1 1 2 1 1 92 0.5882353 0 0 0 0 0 0 0 93 0.5882353 0 0 0 0 0 0 0 94 1.1764706 0 0 0 0 0 0 0 95 1.3529412 0 0 0 0 0 0 0 96 0.3529412 0 0 0 0 0 0 0 97 1.2941176 0 0 0 0 0 0 0 98 1.2941176 0 0 0 0 0 0 0 99 0.5882353 0 0 0 0 0 0 0 100 0.6470588 0 0 0 0 0 0 0 101 0.5882353 0 0 0 0 0 0 0 102 0.5294118 0 0 0 0 0 0 0 103 0.4705882 0 0 0 0 0 0 0 104 0.7058824 0 0 0 0 0 0 0 105 0.5882353 0 0 0 0 0 0 0 106 0.7058824 0 0 0 0 0 0 0 107 0.7647059 0 0 0 0 0 0 0 108 0.4117647 0 0 0 0 0 0 0 109 0.5882353 0 0 0 0 0 0 0 110 0.5882353 0 0 0 0 0 0 0 111 0.4117647 0 0 0 0 0 0 0 112 0.5882353 0 0 0 0 0 0 0 113 0.5882353 0 0 0 0 0 0 0 114 0.5882353 0 0 0 0 0 0 0 115 0.3529412 0 0 0 0 0 0 0 116 0.7647059 0 0 0 0 0 0 0 117 0.5294118 0 0 0 0 0 0 0 118 0.4117647 0 0 0 0 0 0 0 119 0.8235294 0 0 0 0 0 0 0 120 0.6470588 0 0 0 0 0 0 0 121 0.5294118 0 0 0 0 0 0 0 122 2.4117647 2 1 2 2 2 1 1 123 4.0000000 8 1 8 1 3 1 1 124 1.8823529 1 2 2 1 2 1 1 125 1.5294118 1 1 1 1 1 1 1 126 1.7647059 3 3 1 1 3 1 1 127 1.8235294 2 1 1 1 2 1 1 128 2.9411765 1 8 1 3 3 8 3 129 1.5294118 1 1 2 1 2 2 1 130 1.6470588 1 2 2 1 2 1 1 131 3.7647059 1 1 8 1 8 8 8 132 1.5294118 1 1 1 1 2 1 1 133 2.1176471 2 2 2 2 2 2 2 134 1.4117647 2 2 1 1 2 1 1 135 2.0000000 2 2 2 2 3 1 1 136 1.5882353 2 2 1 1 2 1 1 137 1.6470588 1 2 2 1 2 1 1 138 1.6470588 1 2 1 1 2 1 1 139 1.5882353 2 2 1 1 2 2 1 140 1.8235294 2 2 2 1 3 1 1 141 0.8823529 0 0 0 0 0 0 0 142 0.5882353 0 0 0 0 0 0 0 143 1.2941176 0 0 0 0 0 0 0 144 0.7058824 0 0 0 0 0 0 0 145 0.5882353 0 0 0 0 0 0 0 146 0.4705882 0 0 0 0 0 0 0 147 0.5294118 0 0 0 0 0 0 0 148 0.5294118 0 0 0 0 0 0 0 149 0.5294118 0 0 0 0 0 0 0 150 0.5882353 0 0 0 0 0 0 0 151 0.3529412 0 0 0 0 0 0 0 152 0.5882353 0 0 0 0 0 0 0 153 0.9411765 0 0 0 0 0 0 0 154 0.5294118 0 0 0 0 0 0 0 155 0.5882353 0 0 0 0 0 0 0 156 1.9411765 2 1 1 1 3 1 1 157 2.0588235 1 3 3 3 3 1 1 158 1.5294118 1 2 1 2 2 1 1 159 1.5882353 1 1 2 1 2 1 2 160 2.4117647 1 2 2 1 2 1 1 161 2.5294118 1 1 1 1 3 1 1 162 2.4117647 2 1 1 1 3 8 1 163 1.8235294 3 1 1 1 1 1 1 164 2.6470588 1 1 8 1 1 1 2 165 2.0000000 8 1 1 1 2 2 1 166 1.8235294 3 2 1 1 2 2 2 167 1.5294118 1 2 2 1 2 1 1 168 3.8235294 8 2 8 1 8 1 1 169 1.5882353 2 1 1 1 3 2 1 170 1.7058824 1 1 1 1 3 1 1 171 2.2352941 3 3 3 2 1 1 2 172 0.4705882 0 0 0 0 0 0 0 173 0.7058824 0 0 0 0 0 0 0 174 0.5294118 0 0 0 0 0 0 0 175 0.5294118 0 0 0 0 0 0 0 176 1.0000000 0 0 0 0 0 0 0 177 0.4705882 0 0 0 0 0 0 0 178 0.8823529 0 0 0 0 0 0 0 179 0.7647059 0 0 0 0 0 0 0 180 0.5294118 0 0 0 0 0 0 0 181 0.4705882 0 0 0 0 0 0 0 182 0.6470588 0 0 0 0 0 0 0 183 0.5882353 0 0 0 0 0 0 0 184 0.8823529 0 0 0 0 0 0 0 185 0.8823529 0 0 0 0 0 0 0 186 1.5294118 2 1 1 1 2 1 1 187 1.2941176 1 2 1 1 1 1 1 188 1.2352941 1 1 1 1 1 1 1 189 1.8823529 1 2 2 1 2 3 1 190 1.5294118 2 1 1 1 1 1 1 191 1.7058824 1 1 1 2 3 2 1 192 2.5294118 3 3 3 1 2 3 3 193 1.2941176 1 2 1 1 2 1 1 194 1.9411765 2 1 1 2 2 2 1 195 1.5294118 1 1 1 1 3 1 1 196 1.3529412 1 1 1 1 3 1 1 197 1.0000000 1 1 1 1 1 1 1 198 1.5294118 1 1 1 1 3 2 1 199 1.4117647 1 1 1 1 2 1 1 200 0.6470588 0 0 0 0 0 0 0 201 0.4117647 0 0 0 0 0 0 0 202 0.9411765 0 0 0 0 0 0 0 203 0.7647059 0 0 0 0 0 0 0 204 0.9411765 0 0 0 0 0 0 0 205 0.5882353 0 0 0 0 0 0 0 206 0.6470588 0 0 0 0 0 0 0 207 0.7058824 0 0 0 0 0 0 0 208 1.0000000 0 0 0 0 0 0 0 209 0.7058824 0 0 0 0 0 0 0 210 0.3529412 0 0 0 0 0 0 0 211 0.5294118 0 0 0 0 0 0 0 212 0.9411765 0 0 0 0 0 0 0 213 0.4117647 0 0 0 0 0 0 0 214 0.4117647 0 0 0 0 0 0 0 215 1.6470588 2 1 1 2 2 1 1 216 1.6470588 1 1 1 1 2 1 1 217 2.6470588 3 1 8 1 3 2 2 218 1.6470588 2 1 1 1 2 1 1 219 1.4117647 1 1 2 1 1 1 1 220 2.7058824 8 2 1 2 8 2 3 221 2.2941176 2 3 3 1 2 2 1 222 1.6470588 2 1 2 1 1 1 2 223 1.8823529 1 1 2 2 2 2 1 224 2.7058824 1 1 1 9 3 1 1 225 1.7058824 1 1 2 1 3 2 1 226 4.6470588 3 8 8 2 8 2 2 227 1.7058824 2 2 2 1 3 1 2 228 1.5882353 1 2 2 1 2 1 1 229 1.8235294 1 1 2 1 2 1 2 230 1.7647059 1 1 1 3 2 1 2 231 1.6470588 2 1 1 1 2 1 1 232 1.7647059 2 1 1 1 2 1 1 233 1.3529412 1 1 1 1 2 1 1 234 1.7058824 2 1 2 1 2 1 1 235 1.3529412 1 1 1 1 3 1 1 236 1.5882353 1 1 3 1 2 1 1 237 2.2352941 1 1 1 1 3 1 1 238 0.9411765 0 0 0 0 0 0 0 239 0.5882353 0 0 0 0 0 0 0 240 0.8235294 0 0 0 0 0 0 0 241 1.0588235 0 0 0 0 0 0 0 242 0.8235294 0 0 0 0 0 0 0 243 0.7058824 0 0 0 0 0 0 0 244 0.8235294 0 0 0 0 0 0 0 245 0.6470588 0 0 0 0 0 0 0 246 0.6470588 0 0 0 0 0 0 0 247 0.5882353 0 0 0 0 0 0 0 248 0.6470588 0 0 0 0 0 0 0 249 0.4705882 0 0 0 0 0 0 0 250 0.5882353 0 0 0 0 0 0 0 251 0.5294118 0 0 0 0 0 0 0 252 1.0588235 0 0 0 0 0 0 0 253 0.9411765 0 0 0 0 0 0 0 254 0.5882353 0 0 0 0 0 0 0 255 0.5882353 0 0 0 0 0 0 0 256 0.6470588 0 0 0 0 0 0 0 257 0.5882353 0 0 0 0 0 0 0 258 0.7058824 0 0 0 0 0 0 0 259 0.8823529 0 0 0 0 0 0 0 260 0.6470588 0 0 0 0 0 0 0 261 1.4117647 0 0 0 0 0 0 0 262 3.5294118 8 2 2 2 8 2 8 263 1.7647059 2 2 2 2 2 1 1 264 1.5294118 1 2 1 1 2 1 1 265 1.9411765 2 1 2 1 2 1 1 266 3.2352941 8 1 8 1 2 1 1 267 2.0588235 2 2 1 1 3 1 1 268 2.0588235 3 2 2 3 2 2 2 269 1.2352941 1 1 1 1 2 1 1 270 1.8823529 2 2 2 1 2 2 1 271 1.6470588 1 2 3 1 2 1 1 272 1.5882353 3 1 2 1 2 1 1 273 1.8823529 1 1 1 1 3 1 1 274 1.8823529 2 1 2 1 2 1 2 275 2.2352941 1 2 8 1 2 3 2 276 2.8235294 2 1 8 1 2 1 1 277 1.7058824 2 2 2 1 2 1 1 278 0.7058824 0 0 0 0 0 0 0 279 0.5294118 0 0 0 0 0 0 0 280 0.4705882 0 0 0 0 0 0 0 281 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3 3 2 2 3 1340 4.7647059 1 1 2 2 3 8 8 1341 2.0000000 1 1 3 1 2 2 2 1342 2.1176471 2 2 2 2 3 2 1 1343 2.4117647 1 1 1 1 8 2 1 1344 2.1176471 2 2 2 3 2 2 2 1345 1.5882353 1 1 1 1 1 1 1 1346 1.5882353 2 1 2 2 2 1 2 1347 2.2941176 2 3 1 1 8 2 1 1348 1.8823529 3 1 1 3 2 1 1 1349 1.5882353 2 1 1 3 1 2 1 1350 1.9411765 1 2 3 1 1 1 1 1351 2.5882353 2 2 8 1 1 1 1 1352 0.4705882 0 0 0 0 0 0 0 1353 0.5882353 0 0 0 0 0 0 0 1354 1.0000000 0 0 0 0 0 0 0 1355 0.7058824 0 0 0 0 0 0 0 1356 0.4705882 0 0 0 0 0 0 0 1357 0.5882353 0 0 0 0 0 0 0 1358 0.4117647 0 0 0 0 0 0 0 1359 1.0000000 0 0 0 0 0 0 0 1360 1.4117647 0 0 0 0 0 0 0 1361 1.2941176 0 0 0 0 0 0 0 1362 0.6470588 0 0 0 0 0 0 0 1363 0.8823529 0 0 0 0 0 0 0 1364 0.4705882 0 0 0 0 0 0 0 1365 0.4705882 0 0 0 0 0 0 0 1366 0.4705882 0 0 0 0 0 0 0 1367 0.5882353 0 0 0 0 0 0 0 1368 0.6470588 0 0 0 0 0 0 0 1369 0.5294118 0 0 0 0 0 0 0 1370 0.5882353 0 0 0 0 0 0 0 1371 0.4705882 0 0 0 0 0 0 0 1372 0.8235294 0 0 0 0 0 0 0 1373 2.0000000 0 0 0 0 0 0 0 1374 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2.4117647 8 2 2 1 3 3 2 1444 1.5882353 2 1 1 1 3 1 1 1445 2.4705882 1 1 1 1 3 1 1 1446 1.7647059 2 2 2 1 2 1 1 1447 1.5882353 1 3 3 1 3 1 1 1448 1.5882353 2 1 1 1 3 1 1 1449 3.2352941 8 1 1 2 2 1 1 1450 1.7058824 1 1 2 2 2 1 2 1451 1.7647059 2 2 1 2 3 1 1 1452 1.8823529 2 1 1 2 1 1 2 1453 1.4705882 1 1 1 1 2 1 1 1454 2.3529412 8 1 3 1 3 1 1 1455 0.5882353 0 0 0 0 0 0 0 1456 1.4117647 0 0 0 0 0 0 0 1457 0.4705882 0 0 0 0 0 0 0 1458 0.7058824 0 0 0 0 0 0 0 1459 0.5294118 0 0 0 0 0 0 0 1460 0.4705882 0 0 0 0 0 0 0 1461 0.6470588 0 0 0 0 0 0 0 1462 0.4705882 0 0 0 0 0 0 0 1463 0.8235294 0 0 0 0 0 0 0 1464 0.8823529 0 0 0 0 0 0 0 1465 0.5882353 0 0 0 0 0 0 0 1466 0.8235294 0 0 0 0 0 0 0 1467 0.4705882 0 0 0 0 0 0 0 1468 0.5882353 0 0 0 0 0 0 0 1469 1.3529412 0 0 0 0 0 0 0 1470 0.4705882 0 0 0 0 0 0 0 1471 1.2941176 0 0 0 0 0 0 0 1472 3.0588235 1 2 2 1 8 1 8 1473 1.2941176 1 1 1 1 2 1 1 1474 2.8235294 1 2 8 2 3 1 1 1475 1.9411765 1 1 2 2 2 2 2 1476 1.6470588 2 2 1 1 2 1 2 1477 1.9411765 1 1 1 1 3 2 1 1478 2.2352941 1 1 1 1 2 1 1 1479 1.4705882 2 1 1 2 2 1 1 1480 1.5882353 1 1 1 2 2 1 1 1481 1.9411765 1 1 1 3 3 1 1 1482 1.5882353 1 1 1 1 3 1 1 1483 2.1176471 1 1 1 2 3 2 1 1484 2.1764706 2 2 2 2 3 3 2 1485 2.1764706 2 2 2 1 2 2 1 1486 1.4705882 1 2 1 2 3 1 1 1487 1.9411765 2 3 3 3 3 1 1 1488 1.7647059 1 1 2 2 2 1 1 1489 1.4117647 2 1 1 2 2 1 1 1490 1.8235294 2 2 2 1 2 1 1 1491 1.2941176 0 0 0 0 0 0 0 1492 0.5294118 0 0 0 0 0 0 0 1493 0.4705882 0 0 0 0 0 0 0 1494 0.5882353 0 0 0 0 0 0 0 1495 0.6470588 0 0 0 0 0 0 0 1496 0.5882353 0 0 0 0 0 0 0 1497 0.4117647 0 0 0 0 0 0 0 1498 0.5882353 0 0 0 0 0 0 0 1499 0.3529412 0 0 0 0 0 0 0 1500 0.5882353 0 0 0 0 0 0 0 1501 0.6470588 0 0 0 0 0 0 0 1502 0.8823529 0 0 0 0 0 0 0 1503 1.5882353 0 0 0 0 0 0 0 1504 1.8823529 0 0 0 0 0 0 0 1505 0.5882353 0 0 0 0 0 0 0 1506 0.5294118 0 0 0 0 0 0 0 1507 0.3529412 0 0 0 0 0 0 0 1508 0.5882353 0 0 0 0 0 0 0 1509 0.8823529 0 0 0 0 0 0 0 1510 1.0588235 0 0 0 0 0 0 0 1511 2.7058824 3 1 1 3 2 1 1 1512 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2 1 2 1 1 1685 2.1176471 8 1 2 2 2 1 1 1686 1.4117647 1 1 1 1 3 1 1 1687 1.4705882 2 1 1 2 1 1 1 1688 2.1764706 1 1 2 2 3 3 2 1689 1.4705882 1 1 2 1 2 2 1 1690 2.9411765 8 8 2 1 3 2 2 1691 1.7058824 2 1 1 1 2 1 1 1692 1.2352941 2 1 1 1 2 1 1 1693 1.8823529 2 1 1 2 2 1 1 1694 1.9411765 2 1 1 1 3 1 1 1695 1.6470588 1 1 2 1 2 2 1 1696 2.1764706 1 1 1 1 3 1 1 1697 1.4117647 1 1 1 2 2 3 1 1698 3.9411765 8 1 1 2 2 3 1 1699 2.4117647 8 1 1 1 2 1 1 1700 1.5882353 1 1 2 1 2 1 1 1701 2.0000000 3 3 2 1 3 2 1 1702 3.4705882 8 1 2 8 3 1 1 1703 0.7058824 0 0 0 0 0 0 0 1704 0.8235294 0 0 0 0 0 0 0 1705 0.4705882 0 0 0 0 0 0 0 1706 0.6470588 0 0 0 0 0 0 0 1707 0.5882353 0 0 0 0 0 0 0 1708 0.4705882 0 0 0 0 0 0 0 1709 0.9411765 0 0 0 0 0 0 0 1710 0.4117647 0 0 0 0 0 0 0 1711 0.9411765 0 0 0 0 0 0 0 1712 1.0588235 0 0 0 0 0 0 0 1713 1.3529412 0 0 0 0 0 0 0 1714 0.5294118 0 0 0 0 0 0 0 1715 0.7058824 0 0 0 0 0 0 0 1716 0.5294118 0 0 0 0 0 0 0 1717 0.8823529 0 0 0 0 0 0 0 1718 1.0000000 0 0 0 0 0 0 0 1719 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1 1398 1 1399 8 1400 2 1401 2 1402 2 1403 1 1404 1 1405 1 1406 1 1407 1 1408 1 1409 2 1410 1 1411 2 1412 2 1413 2 1414 2 1415 1 1416 2 1417 2 1418 3 1419 2 1420 2 1421 3 1422 3 1423 1 1424 2 1425 1 1426 2 1427 8 1428 2 1429 2 1430 3 1431 1 1432 1 1433 1 1434 2 1435 2 1436 3 1437 2 1438 2 1439 2 1440 1 1441 1 1442 1 1443 2 1444 2 1445 2 1446 2 1447 1 1448 2 1449 2 1450 2 1451 2 1452 1 1453 2 1454 2 1455 1 1456 8 1457 2 1458 2 1459 3 1460 1 1461 2 1462 1 1463 3 1464 1 1465 1 1466 8 1467 1 1468 1 1469 8 1470 2 1471 3 1472 8 1473 1 1474 2 1475 2 1476 1 1477 1 1478 8 1479 1 1480 2 1481 3 1482 2 1483 3 1484 2 1485 2 1486 2 1487 1 1488 1 1489 1 1490 2 1491 8 1492 2 1493 1 1494 2 1495 3 1496 2 1497 1 1498 1 1499 1 1500 1 1501 2 1502 1 1503 8 1504 3 1505 2 1506 2 1507 1 1508 2 1509 2 1510 2 1511 8 1512 1 1513 1 1514 2 1515 2 1516 3 1517 1 1518 1 1519 2 1520 1 1521 2 1522 2 1523 1 1524 1 1525 2 1526 2 1527 1 1528 2 1529 2 1530 3 1531 8 1532 1 1533 2 1534 3 1535 2 1536 1 1537 3 1538 1 1539 2 1540 2 1541 1 1542 1 1543 1 1544 2 1545 1 1546 1 1547 8 1548 8 1549 1 1550 1 1551 2 1552 3 1553 2 1554 1 1555 1 1556 1 1557 1 1558 8 1559 1 1560 1 1561 1 1562 1 1563 2 1564 2 1565 1 1566 3 1567 3 1568 8 1569 2 1570 1 1571 3 1572 1 1573 2 1574 8 1575 1 1576 1 1577 1 1578 1 1579 2 1580 1 1581 3 1582 1 1583 1 1584 2 1585 3 1586 1 1587 1 1588 1 1589 1 1590 1 1591 2 1592 2 1593 2 1594 8 1595 2 1596 2 1597 2 1598 1 1599 3 1600 1 1601 1 1602 1 1603 2 1604 2 1605 1 1606 2 1607 8 1608 8 1609 2 1610 1 1611 3 1612 2 1613 1 1614 1 1615 3 1616 2 1617 1 1618 2 1619 2 1620 2 1621 3 1622 8 1623 2 1624 8 1625 2 1626 8 1627 1 1628 1 1629 2 1630 1 1631 3 1632 3 1633 2 1634 1 1635 1 1636 2 1637 2 1638 2 1639 2 1640 2 1641 1 1642 2 1643 2 1644 3 1645 2 1646 8 1647 2 1648 1 1649 1 1650 2 1651 3 1652 1 1653 2 1654 3 1655 1 1656 1 1657 2 1658 8 1659 2 1660 8 1661 2 1662 1 1663 2 1664 1 1665 2 1666 2 1667 2 1668 2 1669 1 1670 1 1671 2 1672 8 1673 2 1674 1 1675 1 1676 8 1677 1 1678 2 1679 1 1680 1 1681 2 1682 2 1683 8 1684 2 1685 2 1686 2 1687 1 1688 2 1689 1 1690 2 1691 2 1692 1 1693 2 1694 2 1695 2 1696 1 1697 2 1698 2 1699 8 1700 3 1701 1 1702 2 1703 2 1704 2 1705 2 1706 3 1707 2 1708 1 1709 2 1710 1 1711 8 1712 2 1713 2 1714 2 1715 2 1716 2 1717 3 1718 3 1719 2 1720 3 1721 2 1722 1 1723 2 1724 2 1725 3 1726 3 1727 2 1728 1 1729 1 1730 1 1731 2 1732 1 1733 1 1734 1 1735 1 1736 1 1737 2 1738 1 1739 2 1740 2 1741 3 1742 1 1743 1 1744 1 1745 2 1746 2 1747 1 1748 2 1749 2 1750 1 1751 1 1752 8 1753 1 1754 3 1755 1 1756 2 1757 1 1758 2 1759 8 1760 2 1761 2 1762 2 1763 8 1764 2 1765 2 1766 2 1767 1 1768 3 1769 2 1770 2 1771 2 1772 3 1773 1 1774 2 1775 2 1776 1 1777 2 1778 2 1779 8 1780 2 1781 2 1782 8 1783 2 1784 1 1785 2 1786 2 1787 2 1788 1 1789 2 1790 1 1791 1 1792 1 1793 3 1794 2 1795 3 1796 1 1797 2 1798 1 1799 2 1800 3 1801 2 1802 1 1803 1 1804 2 1805 1 1806 3 1807 2 1808 2 1809 2 1810 3 1811 1 1812 2 1813 3 1814 2 1815 2 1816 3 1817 3 1818 2 1819 3 1820 3 1821 2 1822 1 1823 2 1824 1 1825 1 1826 2 1827 2 1828 1 1829 3 1830 3 1831 2 1832 1 1833 3 1834 2 1835 2 1836 2 1837 1 1838 1 1839 2 1840 2 1841 2 1842 1 1843 1 1844 2 1845 2 1846 1 1847 1 1848 1 1849 1 1850 1 1851 1 1852 1 1853 3 1854 1 1855 1 1856 2 1857 3 1858 8 1859 2 1860 2 1861 2 1862 2 1863 3 1864 3 1865 2 1866 1 1867 2 1868 2 1869 2 1870 2 1871 2 1872 8 1873 2 1874 2 1875 2 1876 2 1877 1 1878 2 1879 2 1880 2 1881 1 1882 2 1883 2 1884 1 1885 1 1886 2 1887 2 1888 1 1889 1 1890 2 1891 3 1892 1 1893 1 1894 1 1895 8 1896 2 1897 1 1898 2 1899 8 1900 2 1901 1 1902 2 1903 1 1904 2 1905 2 1906 2 1907 2 1908 3 1909 1 1910 2 1911 2 1912 1 1913 1 1914 1 1915 2 1916 1 1917 1 1918 1 1919 1 1920 2 1921 1 1922 2 1923 2 1924 1 1925 2 1926 8 1927 1 1928 8 1929 1 1930 2 1931 1 1932 1 1933 1 1934 8 1935 1 1936 1 1937 1 1938 2 1939 8 1940 2 1941 1 1942 2 1943 1 1944 2 1945 2 1946 2 1947 3 1948 2 1949 8 1950 2 1951 1 1952 2 1953 2 1954 1 1955 2 1956 2 1957 3 1958 2 1959 3 1960 2 1961 2 1962 2 1963 8 1964 1 1965 3 1966 1 1967 3 1968 8 1969 1 1970 2 1971 3 1972 3 1973 1 1974 2 1975 1 1976 8 1977 2 1978 3 1979 1 1980 1 1981 1 1982 1 1983 2 1984 1 1985 1 1986 3 1987 2 1988 1 1989 1 1990 1 1991 1 1992 1 1993 3 1994 2 1995 3 1996 2 1997 2 1998 1 1999 2 2000 2 2001 8 2002 3 2003 1 2004 3 2005 3 2006 1 2007 2 2008 3 2009 2 2010 2 2011 2 2012 2 2013 2 2014 2 2015 2 2016 2 2017 8 2018 1 2019 1 2020 2 2021 2 2022 2 2023 1 ``` --- # Step 4: Get descriptives .pull-left[ ```r library(furniture) d_clean %>% furniture::tableF(degree) ``` ``` ───────────────────────────────────────────────────────── degree Freq CumFreq Percent CumPerc Valid CumValid <HS 297 297 14.68% 14.68% 14.69% 14.69% Associates 173 470 8.55% 23.23% 8.56% 23.24% Bachelors 355 825 17.55% 40.78% 17.56% 40.80% Graduate 194 1019 9.59% 50.37% 9.59% 50.40% HS 1003 2022 49.58% 99.95% 49.60% 100.00% Missing 1 2023 0.05% 100.00% ───────────────────────────────────────────────────────── ``` ] --- # Step 4: Get descriptives .pull-left[ ```r d_clean %>% furniture::tableF(marital) ``` ``` ──────────────────────────────────────────────────────────── marital Freq CumFreq Percent CumPerc Valid CumValid Divorced 281 281 13.89% 13.89% 13.92% 13.92% Married 972 1253 48.05% 61.94% 48.17% 62.09% Never Married 531 1784 26.25% 88.19% 26.31% 88.40% Separated 70 1854 3.46% 91.65% 3.47% 91.87% Widowed 164 2018 8.11% 99.75% 8.13% 100.00% Missing 5 2023 0.25% 100.00% ──────────────────────────────────────────────────────────── ``` ] --- # Step 4: Get descriptives ```r library(furniture) d_clean %>% dplyr::group_by(degree) %>% furniture::table1(natspend, natcity) ``` ``` ───────────────────────────────────────────────────────────── degree <HS Associates Bachelors Graduate HS n = 297 n = 173 n = 355 n = 194 n = 1003 natspend 1.5 (1.0) 1.4 (0.8) 1.3 (0.8) 1.3 (0.9) 1.4 (0.9) natcity 1.3 (2.0) 1.2 (1.8) 1.0 (1.6) 1.2 (2.1) 1.2 (1.9) ───────────────────────────────────────────────────────────── ``` --- # Ways to make it easier .huge[ .salmon[Focus on what is necessary] and don't worry about the rest Use the homework as .bluer[opportunities to learn] Use the .nicegreen[resources] around you - In class examples - Google - Online Books (see [tysonbarrett.com](tysonbarrett.com)) ] --- class: inverse, center, middle # Next Topic ### Causation