S.PPS: Probability Proportional to Size Sampling With Replacement
In TeachingSampling: Selection of Samples and Parameter Estimation in Finite Population
Description
Usage
Arguments
Details
Value
Author(s)
References
See Also
Examples
Description
Draws a probability proportional to size sample with replacement of size m from a population of size N
Usage
1
S.PPS(m,x)
Arguments
m
Sample size
x
Vector of auxiliary information for each unit in the population
Details
The selected sample is drawn according to the cumulative total method (sequential-list procedure)
Value
The function returns a matrix of m rows and two columns. Each element of the first column indicates the unit that
was selected. Each element of the second column indicates the selection probability of this unit
Author(s)
Hugo Andres Gutierrez Rojas hagutierrezro@gmail.com
References
Sarndal, C-E. and Swensson, B. and Wretman, J. (1992), Model Assisted Survey Sampling. Springer.
Gutierrez, H. A. (2009), Estrategias de muestreo: Diseno de encuestas y estimacion de parametros.
Editorial Universidad Santo Tomas.
See Also
Examples
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############
## Example 1
############
# Vector U contains the label of a population of size N=5
U <- c("Yves", "Ken", "Erik", "Sharon", "Leslie")
# The auxiliary information
x <- c(52, 60, 75, 100, 50)
# Draws a PPS sample with replacement of size m=3
res <- S.PPS(3,x)
sam <- res[,1]
# The selected sample is
U[sam]
############
## Example 2
############
# Uses the Lucy data to draw a random sample according to a
# PPS with replacement design
data(Lucy)
attach(Lucy)
# The selection probability of each unit is proportional to the variable Income
m <- 400
res<-S.PPS(400,Income)
# The selected sample
sam <- res[,1]
# The information about the units in the sample is stored in an object called data
data <- Lucy[sam,]
data
dim(data)
Example output
[1] "Ken" "Sharon" "Yves"
ID Ubication Level Zone Income Employees Taxes SPAM
2030 AB660 c22k50 Medium D 930 127 42.0 yes
34 AB034 c1k34 Small A 350 80 5.0 no
1645 AB1063 c17k61 Medium A 680 96 23.0 yes
289 AB1484 c3k91 Small B 337 84 5.0 no
1055 AB2229 c11k65 Small C 320 67 4.0 no
1115 AB2290 c12k26 Small C 450 22 9.0 yes
1211 AB2389 c13k23 Small C 440 58 8.0 no
173 AB1379 c2k74 Small B 245 43 2.0 no
1740 AB1170 c18k57 Medium A 720 92 26.0 yes
1836 AB1286 c19k54 Medium B 890 60 39.0 yes
2115 AB765 c23k36 Medium D 920 130 42.0 yes
1865 AB1319 c19k83 Medium B 540 74 13.0 no
542 AB1714 c6k47 Small B 130 50 0.5 no
1829 AB1278 c19k47 Medium B 804 103 32.0 no
415 AB1599 c5k19 Small B 268 44 3.0 no
1789 AB1234 c19k7 Medium B 704 47 25.0 yes
2213 AB876 c24k35 Medium E 805 131 32.0 yes
2150 AB806 c23k71 Medium D 632 72 20.0 no
1821 AB1270 c19k39 Medium B 580 109 16.0 yes
1028 AB220 c11k38 Small C 182 24 1.0 yes
2369 AB748 c25k92 Big D 1300 172 68.0 yes
164 AB1370 c2k65 Small B 310 58 4.0 yes
2309 AB995 c25k32 Medium E 550 51 14.0 no
1260 AB281 c13k72 Small C 170 36 1.0 no
1055.1 AB2229 c11k65 Small C 320 67 4.0 no
2137 AB790 c23k58 Medium D 810 57 32.0 no
2343 AB1187 c25k66 Big A 1459 176 99.0 no
1218 AB2396 c13k30 Small C 395 87 7.0 yes
1816 AB1265 c19k34 Medium B 589 107 16.0 yes
40 AB040 c1k40 Small A 491 86 10.5 yes
1700 AB1122 c18k17 Medium A 820 82 34.0 yes
2294 AB974 c25k17 Medium E 790 90 31.0 yes
2149 AB805 c23k70 Medium D 601 33 18.0 yes
1005 AB2171 c11k15 Small C 356 89 5.0 yes
1889 AB2014 c20k8 Medium C 530 25 13.0 yes
1737 AB1167 c18k54 Medium A 850 125 36.0 yes
2348 AB1212 c25k71 Big B 1616 158 142.0 yes
1104 AB228 c12k15 Small C 196 85 1.0 yes
1554 AB639 c16k69 Small D 470 24 10.0 no
441 AB1622 c5k45 Small B 223 82 2.0 no
1693 AB1113 c18k10 Medium A 530 61 13.0 yes
1528 AB549 c16k43 Small C 234 11 2.0 yes
844 AB1996 c9k52 Small C 400 23 7.0 no
2137.1 AB790 c23k58 Medium D 810 57 32.0 no
2133 AB786 c23k54 Medium D 780 121 30.0 yes
1114 AB229 c12k25 Small C 198 77 1.0 no
1895 AB2042 c20k14 Medium C 510 80 12.0 yes
1916 AB2140 c20k35 Medium C 520 92 12.0 yes
2257 AB931 c24k79 Medium E 925 111 42.0 yes
2145 AB798 c23k66 Medium D 880 120 38.0 no
2021 AB651 c22k41 Medium D 580 46 16.0 no
1824 AB1273 c19k42 Medium B 621 43 19.0 yes
1703 AB1129 c18k20 Medium A 630 40 20.0 no
906 AB2068 c10k15 Small C 360 49 5.0 yes
2176 AB835 c23k97 Medium E 540 70 13.0 no
1792 AB1237 c19k10 Medium B 774 89 30.0 yes
410 AB1594 c5k14 Small B 264 44 3.0 no
1112 AB2288 c12k23 Small C 400 55 7.0 yes
2123 AB776 c23k44 Medium D 569 60 15.0 yes
41 AB041 c1k41 Small A 340 20 5.0 yes
2329 AB1096 c25k52 Big A 1620 232 152.0 no
1849 AB1300 c19k67 Medium B 896 117 40.0 yes
1105 AB2280 c12k16 Small C 430 61 8.0 yes
2015 AB644 c22k35 Medium D 640 61 21.0 no
1204 AB2381 c13k16 Small C 481 25 10.5 yes
507 AB1682 c6k12 Small B 298 21 3.0 yes
662 AB1823 c7k68 Small B 186 76 1.0 yes
2298 AB978 c25k21 Medium E 801 99 32.0 no
2153 AB809 c23k74 Medium D 529 65 13.0 yes
747 AB1900 c8k54 Small C 430 17 8.0 yes
801 AB1955 c9k9 Small C 440 82 8.0 no
1970 AB588 c20k89 Medium C 650 41 21.0 yes
1171 AB2348 c12k82 Small C 291 17 3.0 yes
1765 AB1198 c18k82 Medium B 958 149 44.0 no
905 AB2066 c10k14 Small C 360 13 5.0 yes
1041 AB2212 c11k51 Small C 425 93 8.0 yes
2349 AB1217 c25k72 Big B 1101 117 58.0 yes
2159 AB816 c23k80 Medium D 620 54 19.0 yes
2025 AB655 c22k45 Medium D 536 70 13.0 yes
398 AB1583 c5k2 Small B 277 45 3.0 yes
2090 AB728 c23k11 Medium D 550 95 14.0 yes
1598 AB1011 c17k14 Medium A 640 49 21.0 no
1572 AB833 c16k87 Small D 470 36 10.0 yes
1147 AB2322 c12k58 Small C 416 80 7.0 no
1667 AB1085 c17k83 Medium A 585 59 16.0 no
2223 AB888 c24k45 Medium E 770 89 29.0 no
1575 AB958 c16k90 Small E 490 38 10.5 yes
1931 AB2238 c20k50 Medium C 540 66 13.0 no
403 AB1588 c5k7 Small B 375 22 6.0 no
1460 AB481 c15k74 Small C 227 50 2.0 no
1773 AB1207 c18k90 Medium B 920 118 41.0 yes
428 AB1610 c5k32 Small B 291 85 3.0 no
1917 AB2154 c20k36 Medium C 504 87 12.0 yes
1743 AB1174 c18k60 Medium A 600 108 18.0 yes
294 AB1489 c3k96 Small B 333 80 5.0 no
847 AB1999 c9k55 Small C 430 97 8.0 no
68 AB071 c1k68 Small A 360 29 5.0 yes
909 AB2070 c10k18 Small C 400 27 7.0 no
2279 AB955 c25k2 Medium E 944 64 43.0 no
320 AB1512 c4k23 Small B 239 19 2.0 yes
2320 AB1038 c25k43 Big A 1044 90 52.0 yes
1622 AB1036 c17k38 Medium A 904 77 41.0 yes
1697 AB112 c18k14 Medium A 780 81 30.0 no
2199 AB859 c24k21 Medium E 810 105 33.0 yes
951 AB2118 c10k60 Small C 480 85 10.0 no
2166 AB823 c23k87 Medium D 692 93 24.0 yes
851 AB2002 c9k59 Small C 432 37 8.0 yes
1539 AB560 c16k54 Small C 243 75 2.0 yes
2318 AB1028 c25k41 Big A 1193 122 63.0 yes
2091 AB731 c23k12 Medium D 650 117 21.0 no
294.1 AB1489 c3k96 Small B 333 80 5.0 no
1840 AB1290 c19k58 Medium B 590 35 17.0 no
2372 AB767 c25k95 Big D 1300 176 68.0 yes
2353 AB1251 c25k76 Big B 1003 147 49.0 yes
2216 AB880 c24k38 Medium E 600 92 17.0 yes
1989 AB612 c22k9 Medium D 640 61 21.0 no
218 AB142 c3k20 Small B 183 20 1.0 no
1869 AB1323 c19k87 Medium B 600 96 18.0 no
303 AB1497 c4k6 Small B 330 27 4.0 yes
2322 AB1040 c25k45 Big A 1130 82 61.0 yes
2029 AB659 c22k49 Medium D 780 65 30.0 yes
1801 AB1248 c19k19 Medium B 519 92 12.0 yes
38 AB038 c1k38 Small A 462 84 9.0 yes
1966 AB584 c20k85 Medium C 630 60 20.0 yes
839 AB1991 c9k47 Small C 390 31 7.0 no
2049 AB684 c22k69 Medium D 630 51 20.0 yes
2332 AB1117 c25k55 Big A 1315 170 70.0 yes
132 AB1341 c2k33 Small B 304 18 4.0 no
2375 AB863 c25k98 Big E 1565 162 109.0 no
1654 AB1071 c17k70 Medium A 980 75 46.0 yes
1465 AB486 c15k79 Small C 342 40 5.0 no
1675 AB1092 c17k91 Medium A 960 74 45.0 yes
116 AB1293 c2k17 Small B 494 102 10.5 yes
78 AB083 c1k78 Small A 210 10 1.0 no
243 AB1442 c3k45 Small B 301 86 4.0 no
2252 AB926 c24k74 Medium E 640 100 20.0 yes
319 AB1511 c4k22 Small B 360 37 5.0 no
1832 AB1281 c19k50 Medium B 820 58 34.0 yes
2248 AB922 c24k70 Medium E 784 82 31.0 yes
1030 AB2201 c11k40 Small C 370 86 6.0 no
941 AB2105 c10k50 Small C 416 92 7.0 no
2172 AB830 c23k93 Medium D 550 91 14.0 no
2247 AB921 c24k69 Medium E 531 93 13.0 no
4 AB004 c1k4 Small A 360 89 5.0 no
2306 AB992 c25k29 Medium E 610 93 18.0 yes
1602 AB1015 c17k18 Medium A 834 140 35.0 yes
1647 AB1065 c17k63 Medium A 704 55 25.0 no
1917.1 AB2154 c20k36 Medium C 504 87 12.0 yes
880 AB2037 c9k88 Small C 475 33 10.0 no
2289 AB969 c25k12 Medium E 892 112 40.0 yes
1058 AB2231 c11k68 Small C 374 54 6.0 no
1079 AB2252 c11k89 Small C 341 24 5.0 yes
2036 AB667 c22k56 Medium D 810 124 32.0 yes
2146 AB802 c23k67 Medium D 630 99 20.0 yes
1607 AB102 c17k23 Medium A 550 67 14.0 yes
1938 AB2281 c20k57 Medium C 529 57 13.0 yes
2388 AB953 c26k12 Big E 1085 116 54.0 no
2220 AB885 c24k42 Medium E 580 50 16.0 yes
148 AB1356 c2k49 Small B 315 75 4.0 yes
422 AB1605 c5k26 Small B 319 83 4.0 yes
2329.1 AB1096 c25k52 Big A 1620 232 152.0 no
921 AB2082 c10k30 Small C 480 41 10.0 yes
741 AB1895 c8k48 Small C 350 48 5.0 yes
954 AB2120 c10k63 Small C 350 20 5.0 yes
2382 AB905 c26k6 Big E 1405 110 83.0 no
1344 AB365 c14k57 Small C 143 55 0.5 no
2332.1 AB1117 c25k55 Big A 1315 170 70.0 yes
1946 AB2352 c20k65 Medium C 522 61 13.0 yes
1792.1 AB1237 c19k10 Medium B 774 89 30.0 yes
2367 AB746 c25k90 Big D 1090 105 55.0 yes
1910 AB2109 c20k29 Medium C 530 109 13.0 no
2348.1 AB1212 c25k71 Big B 1616 158 142.0 yes
53 AB055 c1k53 Small A 348 20 5.0 yes
71 AB075 c1k71 Small A 360 57 5.0 yes
1172 AB2349 c12k83 Small C 374 34 6.0 yes
1769 AB1202 c18k86 Medium B 870 74 37.0 yes
1731 AB1161 c18k48 Medium A 989 73 47.0 no
2285 AB965 c25k8 Medium E 601 65 18.0 no
1634 AB1052 c17k50 Medium A 730 117 27.0 no
1871 AB1325 c19k89 Medium B 595 87 17.0 no
2273 AB948 c24k95 Medium E 705 99 25.0 no
976 AB2144 c10k85 Small C 396 39 7.0 no
989 AB2157 c10k98 Small C 485 61 10.5 yes
1874 AB1328 c19k92 Medium B 648 89 21.0 yes
1658 AB1076 c17k74 Medium A 590 47 17.0 yes
901 AB2062 c10k10 Small C 333 76 5.0 no
133 AB1342 c2k34 Small B 290 93 3.0 yes
1485 AB506 c15k99 Small C 258 52 2.0 yes
425 AB1608 c5k29 Small B 303 94 4.0 yes
2333 AB1123 c25k56 Big A 1020 133 50.0 yes
2103 AB751 c23k24 Medium D 564 84 15.0 no
1664 AB1081 c17k80 Medium A 814 106 33.0 no
452 AB1632 c5k56 Small B 281 85 3.0 no
928 AB2092 c10k37 Small C 400 71 7.0 yes
2315 AB098 c25k38 Big A 1155 117 62.0 yes
1686 AB1106 c18k3 Medium A 710 91 25.0 yes
1967 AB585 c20k86 Medium C 620 79 19.0 no
1021 AB2190 c11k31 Small C 470 68 10.0 yes
1200 AB2375 c13k12 Small C 489 101 10.5 yes
1354 AB375 c14k67 Small C 111 6 0.5 yes
466 AB1645 c5k70 Small B 209 50 1.0 no
749 AB1902 c8k56 Small C 480 93 10.5 no
1064 AB2237 c11k74 Small C 487 53 10.5 no
1550 AB599 c16k65 Small C 490 26 10.5 no
2298.1 AB978 c25k21 Medium E 801 99 32.0 no
2059 AB694 c22k79 Medium D 600 88 17.0 yes
919 AB2080 c10k28 Small C 490 90 10.5 yes
2189 AB848 c24k11 Medium E 892 92 40.0 yes
839.1 AB1991 c9k47 Small C 390 31 7.0 no
1946.1 AB2352 c20k65 Medium C 522 61 13.0 yes
678 AB1838 c7k84 Small B 157 59 1.0 yes
743 AB1897 c8k50 Small C 375 66 6.0 yes
947 AB2114 c10k56 Small C 361 37 5.0 yes
2324 AB1042 c25k47 Big A 1100 161 57.0 yes
2113 AB763 c23k34 Medium D 811 94 33.0 yes
297 AB1491 c3k99 Small B 296 13 3.0 yes
1751 AB1182 c18k68 Medium A 840 76 35.0 yes
1579 AB058 c16k94 Medium A 556 92 14.0 yes
1909 AB2106 c20k28 Medium C 500 55 11.0 yes
1578 AB052 c16k93 Medium A 510 35 12.0 yes
1956 AB574 c20k75 Medium C 550 87 14.0 yes
1866 AB1320 c19k84 Medium B 721 65 27.0 yes
1621 AB1035 c17k37 Medium A 902 85 41.0 yes
1358 AB379 c14k71 Small C 120 42 0.5 no
778 AB1931 c8k85 Small C 416 52 7.0 yes
201 AB1404 c3k3 Small B 334 60 5.0 yes
835 AB1988 c9k43 Small C 390 51 6.0 no
906.1 AB2068 c10k15 Small C 360 49 5.0 yes
880.1 AB2037 c9k88 Small C 475 33 10.0 no
2008 AB632 c22k28 Medium D 710 103 25.0 no
1631 AB105 c17k47 Medium A 589 103 16.0 yes
2028 AB658 c22k48 Medium D 720 52 26.0 no
1401 AB422 c15k15 Small C 230 86 2.0 yes
2198 AB858 c24k20 Medium E 820 58 34.0 yes
1597 AB1010 c17k13 Medium A 600 96 18.0 yes
847.1 AB1999 c9k55 Small C 430 97 8.0 no
810 AB1964 c9k18 Small C 450 70 9.0 yes
2273.1 AB948 c24k95 Medium E 705 99 25.0 no
881 AB2038 c9k89 Small C 460 99 9.0 yes
310 AB1503 c4k13 Small B 273 20 3.0 yes
2210 AB873 c24k32 Medium E 590 95 17.0 yes
2097 AB737 c23k18 Medium D 830 123 34.0 no
6 AB006 c1k6 Small A 296 89 3.0 no
2086 AB722 c23k7 Medium D 820 98 33.0 yes
2298.2 AB978 c25k21 Medium E 801 99 32.0 no
1731.1 AB1161 c18k48 Medium A 989 73 47.0 no
1826 AB1275 c19k44 Medium B 640 57 21.0 no
2004 AB628 c22k24 Medium D 650 93 21.0 yes
1086 AB2260 c11k96 Small C 443 30 8.0 no
2044 AB678 c22k64 Medium D 550 31 14.0 yes
2291 AB971 c25k14 Medium E 735 110 27.0 yes
1786 AB1228 c19k4 Medium B 823 75 34.0 yes
427 AB161 c5k31 Small B 162 24 1.0 yes
7 AB007 c1k7 Small A 490 22 10.5 yes
2039 AB672 c22k59 Medium D 500 99 11.0 no
1071 AB2244 c11k81 Small C 491 94 10.5 no
2344 AB1199 c25k67 Big B 1150 88 62.0 yes
291 AB1486 c3k93 Small B 320 51 4.0 no
909.1 AB2070 c10k18 Small C 400 27 7.0 no
984 AB2151 c10k93 Small C 410 88 7.0 yes
292 AB1487 c3k94 Small B 280 21 3.0 yes
1035 AB2207 c11k45 Small C 350 24 5.0 no
1827 AB1276 c19k45 Medium B 551 87 14.0 yes
1627 AB1046 c17k43 Medium A 884 92 38.0 yes
1032 AB2203 c11k42 Small C 421 85 8.0 yes
1529 AB550 c16k44 Small C 176 84 1.0 no
1168 AB2345 c12k79 Small C 341 76 5.0 yes
700 AB1858 c8k7 Small C 176 20 1.0 no
2187 AB846 c24k9 Medium E 750 51 28.0 no
2228 AB896 c24k50 Medium E 620 98 19.0 yes
1718 AB1146 c18k35 Medium A 760 84 29.0 no
2261 AB936 c24k83 Medium E 530 93 13.0 yes
781 AB1934 c8k88 Small C 470 52 10.0 yes
1685 AB1105 c18k2 Medium A 680 80 23.0 yes
1195 AB2370 c13k7 Small C 340 28 5.0 yes
2395 AB987 c26k19 Big E 1640 225 169.0 yes
1421 AB442 c15k35 Small C 321 27 4.0 yes
1266 AB287 c13k78 Small C 127 42 0.5 no
2060 AB695 c22k80 Medium D 600 68 18.0 yes
2074 AB710 c22k94 Medium D 630 75 20.0 yes
2319 AB1029 c25k42 Big A 1110 97 58.0 yes
364 AB1552 c4k67 Small B 227 6 2.0 yes
2104 AB752 c23k25 Medium D 508 55 12.0 yes
837 AB199 c9k45 Small C 137 35 0.5 yes
566 AB1736 c6k71 Small B 130 66 0.5 no
970 AB2137 c10k79 Small C 449 70 9.0 no
1803 AB1250 c19k21 Medium B 730 89 27.0 no
674 AB1834 c7k80 Small B 131 22 0.5 no
506 AB1681 c6k11 Small B 247 75 2.0 yes
2240 AB913 c24k62 Medium E 727 73 27.0 yes
1515 AB536 c16k30 Small C 190 65 1.0 no
1970.1 AB588 c20k89 Medium C 650 41 21.0 yes
1907 AB2091 c20k26 Medium C 554 88 14.0 yes
1099 AB2275 c12k10 Small C 440 74 8.0 yes
1124 AB2299 c12k35 Small C 324 31 4.0 no
1860 AB1313 c19k78 Medium B 697 65 24.0 yes
2328 AB1094 c25k51 Big A 1153 144 62.0 yes
2198.1 AB858 c24k20 Medium E 820 58 34.0 yes
1089 AB2264 c11k99 Small C 490 102 10.5 yes
1281 AB302 c13k93 Small C 204 53 1.0 yes
2274 AB949 c24k96 Medium E 644 53 21.0 yes
945 AB2110 c10k54 Small C 468 92 10.0 yes
1755 AB1186 c18k72 Medium A 990 145 47.0 no
1129 AB2303 c12k40 Small C 468 32 10.0 yes
725 AB1880 c8k32 Small C 319 15 4.0 yes
1674 AB1091 c17k90 Medium A 704 103 25.0 no
2390 AB957 c26k14 Big E 1220 163 63.0 no
209 AB1411 c3k11 Small B 300 70 3.0 no
2386 AB916 c26k10 Big E 1161 157 62.0 no
1827.1 AB1276 c19k45 Medium B 551 87 14.0 yes
2071 AB707 c22k91 Medium D 560 52 14.0 yes
2130 AB783 c23k51 Medium D 750 108 28.0 yes
2037 AB668 c22k57 Medium D 550 95 14.0 no
2392 AB984 c26k16 Big E 1020 89 50.0 yes
2351 AB1231 c25k74 Big B 1160 121 62.0 no
1970.2 AB588 c20k89 Medium C 650 41 21.0 yes
2277 AB952 c24k99 Medium E 730 69 27.0 yes
1944 AB2337 c20k63 Medium C 539 106 13.0 yes
2300 AB980 c25k23 Medium E 780 90 30.0 no
1863 AB1316 c19k81 Medium B 649 117 21.0 no
2241 AB914 c24k63 Medium E 714 44 26.0 yes
769 AB1922 c8k76 Small C 410 36 7.0 no
500 AB1676 c6k5 Small B 296 45 3.0 yes
2041 AB674 c22k61 Medium D 590 99 16.0 no
975 AB2143 c10k84 Small C 370 94 6.0 yes
271 AB1468 c3k73 Small B 225 6 2.0 no
66 AB069 c1k66 Small A 392 75 7.0 no
1611 AB1023 c17k27 Medium A 750 99 28.0 yes
1122 AB2297 c12k33 Small C 416 100 7.0 yes
1722 AB1150 c18k39 Medium A 512 92 12.0 no
1582 AB090 c16k97 Medium A 521 57 13.0 no
100 AB121 c2k1 Small B 490 50 10.5 yes
257 AB1455 c3k59 Small B 270 76 3.0 yes
224 AB1425 c3k26 Small B 287 25 3.0 yes
1586 AB095 c17k2 Medium A 771 69 30.0 yes
2223.1 AB888 c24k45 Medium E 770 89 29.0 no
2 AB002 c1k2 Small A 329 19 4.0 yes
1839 AB1289 c19k57 Medium B 957 101 43.0 yes
1765.1 AB1198 c18k82 Medium B 958 149 44.0 no
747.1 AB1900 c8k54 Small C 430 17 8.0 yes
1682 AB1102 c17k98 Medium A 580 62 16.0 no
389 AB1575 c4k92 Small B 273 16 3.0 yes
1997 AB620 c22k17 Medium D 520 104 12.0 no
1761 AB1192 c18k78 Medium B 552 95 14.0 yes
89 AB1044 c1k89 Small A 491 26 10.5 no
2157 AB814 c23k78 Medium D 551 79 14.0 yes
1897 AB2048 c20k16 Medium C 530 41 13.0 yes
1958 AB576 c20k77 Medium C 600 52 17.0 no
310.1 AB1503 c4k13 Small B 273 20 3.0 yes
495 AB1671 c5k99 Small B 231 23 2.0 yes
1844 AB1295 c19k62 Medium B 567 68 15.0 yes
737 AB1891 c8k44 Small C 470 44 10.0 yes
2341 AB1172 c25k64 Big A 1440 133 84.0 yes
1988 AB611 c22k8 Medium C 640 69 21.0 no
836 AB1989 c9k44 Small C 350 92 5.0 no
1970.3 AB588 c20k89 Medium C 650 41 21.0 yes
2335 AB1125 c25k58 Big A 1450 133 94.0 yes
2238 AB910 c24k60 Medium E 610 110 18.0 yes
731 AB1886 c8k38 Small C 335 64 5.0 no
2272 AB947 c24k94 Medium E 700 118 24.0 no
1554.1 AB639 c16k69 Small D 470 24 10.0 no
912 AB2073 c10k21 Small C 420 76 8.0 no
2035 AB666 c22k55 Medium D 720 92 26.0 yes
1368 AB389 c14k81 Small C 120 6 0.5 no
1565 AB753 c16k80 Small D 496 30 10.5 yes
1604 AB1017 c17k20 Medium A 553 92 14.0 yes
1832.1 AB1281 c19k50 Medium B 820 58 34.0 yes
1676 AB1095 c17k92 Medium A 986 124 46.0 yes
146 AB1354 c2k47 Small B 310 42 4.0 no
511 AB1686 c6k16 Small B 269 36 3.0 yes
2350 AB1220 c25k73 Big B 1480 193 104.0 no
2057 AB692 c22k77 Medium D 555 92 14.0 yes
2298.3 AB978 c25k21 Medium E 801 99 32.0 no
1802 AB1249 c19k20 Medium B 530 61 13.0 no
453 AB1633 c5k57 Small B 338 96 5.0 yes
2343.1 AB1187 c25k66 Big A 1459 176 99.0 no
1741 AB1171 c18k58 Medium A 890 140 39.0 no
287 AB1482 c3k89 Small B 250 51 2.0 no
1548 AB569 c16k63 Small C 247 15 2.0 yes
1759 AB1190 c18k76 Medium B 556 52 14.0 yes
1723 AB1152 c18k40 Medium A 560 60 15.0 no
1818 AB1267 c19k36 Medium B 940 119 43.0 yes
1707 AB1136 c18k24 Medium A 700 51 25.0 yes
2245 AB919 c24k67 Medium E 951 73 43.0 yes
1925 AB2197 c20k44 Medium C 550 47 14.0 no
2349.1 AB1217 c25k72 Big B 1101 117 58.0 yes
811 AB1965 c9k19 Small C 475 89 10.0 yes
1734 AB1164 c18k51 Medium A 753 56 29.0 yes
89.1 AB1044 c1k89 Small A 491 26 10.5 no
1599 AB1012 c17k15 Medium A 680 124 23.0 no
1184 AB2360 c12k95 Small C 445 86 9.0 no
2147 AB803 c23k68 Medium D 700 66 25.0 yes
850 AB2001 c9k58 Small C 490 42 10.5 no
412 AB1596 c5k16 Small B 243 35 2.0 no
651 AB1813 c7k57 Small B 120 42 0.5 yes
974 AB2142 c10k83 Small C 390 19 7.0 yes
2327 AB1093 c25k50 Big A 1063 146 54.0 yes
2236 AB907 c24k58 Medium E 990 113 48.0 no
1618 AB1032 c17k34 Medium A 532 61 13.0 yes
2394 AB986 c26k18 Big E 1297 161 67.0 no
[1] 400 8
TeachingSampling documentation built on April 22, 2020, 1:05 a.m.
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Description Usage Arguments Details Value Author(s) References See Also Examples
Description
Draws a probability proportional to size sample with replacement of size m from a population of size N
Usage
1 | S.PPS(m,x)
|
Arguments
m |
Sample size |
x |
Vector of auxiliary information for each unit in the population |
Details
The selected sample is drawn according to the cumulative total method (sequential-list procedure)
Value
The function returns a matrix of m rows and two columns. Each element of the first column indicates the unit that was selected. Each element of the second column indicates the selection probability of this unit
Author(s)
Hugo Andres Gutierrez Rojas hagutierrezro@gmail.com
References
Sarndal, C-E. and Swensson, B. and Wretman, J. (1992), Model Assisted Survey Sampling. Springer.
Gutierrez, H. A. (2009), Estrategias de muestreo: Diseno de encuestas y estimacion de parametros.
Editorial Universidad Santo Tomas.
See Also
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 | ############
## Example 1
############
# Vector U contains the label of a population of size N=5
U <- c("Yves", "Ken", "Erik", "Sharon", "Leslie")
# The auxiliary information
x <- c(52, 60, 75, 100, 50)
# Draws a PPS sample with replacement of size m=3
res <- S.PPS(3,x)
sam <- res[,1]
# The selected sample is
U[sam]
############
## Example 2
############
# Uses the Lucy data to draw a random sample according to a
# PPS with replacement design
data(Lucy)
attach(Lucy)
# The selection probability of each unit is proportional to the variable Income
m <- 400
res<-S.PPS(400,Income)
# The selected sample
sam <- res[,1]
# The information about the units in the sample is stored in an object called data
data <- Lucy[sam,]
data
dim(data)
|
Example output
[1] "Ken" "Sharon" "Yves"
ID Ubication Level Zone Income Employees Taxes SPAM
2030 AB660 c22k50 Medium D 930 127 42.0 yes
34 AB034 c1k34 Small A 350 80 5.0 no
1645 AB1063 c17k61 Medium A 680 96 23.0 yes
289 AB1484 c3k91 Small B 337 84 5.0 no
1055 AB2229 c11k65 Small C 320 67 4.0 no
1115 AB2290 c12k26 Small C 450 22 9.0 yes
1211 AB2389 c13k23 Small C 440 58 8.0 no
173 AB1379 c2k74 Small B 245 43 2.0 no
1740 AB1170 c18k57 Medium A 720 92 26.0 yes
1836 AB1286 c19k54 Medium B 890 60 39.0 yes
2115 AB765 c23k36 Medium D 920 130 42.0 yes
1865 AB1319 c19k83 Medium B 540 74 13.0 no
542 AB1714 c6k47 Small B 130 50 0.5 no
1829 AB1278 c19k47 Medium B 804 103 32.0 no
415 AB1599 c5k19 Small B 268 44 3.0 no
1789 AB1234 c19k7 Medium B 704 47 25.0 yes
2213 AB876 c24k35 Medium E 805 131 32.0 yes
2150 AB806 c23k71 Medium D 632 72 20.0 no
1821 AB1270 c19k39 Medium B 580 109 16.0 yes
1028 AB220 c11k38 Small C 182 24 1.0 yes
2369 AB748 c25k92 Big D 1300 172 68.0 yes
164 AB1370 c2k65 Small B 310 58 4.0 yes
2309 AB995 c25k32 Medium E 550 51 14.0 no
1260 AB281 c13k72 Small C 170 36 1.0 no
1055.1 AB2229 c11k65 Small C 320 67 4.0 no
2137 AB790 c23k58 Medium D 810 57 32.0 no
2343 AB1187 c25k66 Big A 1459 176 99.0 no
1218 AB2396 c13k30 Small C 395 87 7.0 yes
1816 AB1265 c19k34 Medium B 589 107 16.0 yes
40 AB040 c1k40 Small A 491 86 10.5 yes
1700 AB1122 c18k17 Medium A 820 82 34.0 yes
2294 AB974 c25k17 Medium E 790 90 31.0 yes
2149 AB805 c23k70 Medium D 601 33 18.0 yes
1005 AB2171 c11k15 Small C 356 89 5.0 yes
1889 AB2014 c20k8 Medium C 530 25 13.0 yes
1737 AB1167 c18k54 Medium A 850 125 36.0 yes
2348 AB1212 c25k71 Big B 1616 158 142.0 yes
1104 AB228 c12k15 Small C 196 85 1.0 yes
1554 AB639 c16k69 Small D 470 24 10.0 no
441 AB1622 c5k45 Small B 223 82 2.0 no
1693 AB1113 c18k10 Medium A 530 61 13.0 yes
1528 AB549 c16k43 Small C 234 11 2.0 yes
844 AB1996 c9k52 Small C 400 23 7.0 no
2137.1 AB790 c23k58 Medium D 810 57 32.0 no
2133 AB786 c23k54 Medium D 780 121 30.0 yes
1114 AB229 c12k25 Small C 198 77 1.0 no
1895 AB2042 c20k14 Medium C 510 80 12.0 yes
1916 AB2140 c20k35 Medium C 520 92 12.0 yes
2257 AB931 c24k79 Medium E 925 111 42.0 yes
2145 AB798 c23k66 Medium D 880 120 38.0 no
2021 AB651 c22k41 Medium D 580 46 16.0 no
1824 AB1273 c19k42 Medium B 621 43 19.0 yes
1703 AB1129 c18k20 Medium A 630 40 20.0 no
906 AB2068 c10k15 Small C 360 49 5.0 yes
2176 AB835 c23k97 Medium E 540 70 13.0 no
1792 AB1237 c19k10 Medium B 774 89 30.0 yes
410 AB1594 c5k14 Small B 264 44 3.0 no
1112 AB2288 c12k23 Small C 400 55 7.0 yes
2123 AB776 c23k44 Medium D 569 60 15.0 yes
41 AB041 c1k41 Small A 340 20 5.0 yes
2329 AB1096 c25k52 Big A 1620 232 152.0 no
1849 AB1300 c19k67 Medium B 896 117 40.0 yes
1105 AB2280 c12k16 Small C 430 61 8.0 yes
2015 AB644 c22k35 Medium D 640 61 21.0 no
1204 AB2381 c13k16 Small C 481 25 10.5 yes
507 AB1682 c6k12 Small B 298 21 3.0 yes
662 AB1823 c7k68 Small B 186 76 1.0 yes
2298 AB978 c25k21 Medium E 801 99 32.0 no
2153 AB809 c23k74 Medium D 529 65 13.0 yes
747 AB1900 c8k54 Small C 430 17 8.0 yes
801 AB1955 c9k9 Small C 440 82 8.0 no
1970 AB588 c20k89 Medium C 650 41 21.0 yes
1171 AB2348 c12k82 Small C 291 17 3.0 yes
1765 AB1198 c18k82 Medium B 958 149 44.0 no
905 AB2066 c10k14 Small C 360 13 5.0 yes
1041 AB2212 c11k51 Small C 425 93 8.0 yes
2349 AB1217 c25k72 Big B 1101 117 58.0 yes
2159 AB816 c23k80 Medium D 620 54 19.0 yes
2025 AB655 c22k45 Medium D 536 70 13.0 yes
398 AB1583 c5k2 Small B 277 45 3.0 yes
2090 AB728 c23k11 Medium D 550 95 14.0 yes
1598 AB1011 c17k14 Medium A 640 49 21.0 no
1572 AB833 c16k87 Small D 470 36 10.0 yes
1147 AB2322 c12k58 Small C 416 80 7.0 no
1667 AB1085 c17k83 Medium A 585 59 16.0 no
2223 AB888 c24k45 Medium E 770 89 29.0 no
1575 AB958 c16k90 Small E 490 38 10.5 yes
1931 AB2238 c20k50 Medium C 540 66 13.0 no
403 AB1588 c5k7 Small B 375 22 6.0 no
1460 AB481 c15k74 Small C 227 50 2.0 no
1773 AB1207 c18k90 Medium B 920 118 41.0 yes
428 AB1610 c5k32 Small B 291 85 3.0 no
1917 AB2154 c20k36 Medium C 504 87 12.0 yes
1743 AB1174 c18k60 Medium A 600 108 18.0 yes
294 AB1489 c3k96 Small B 333 80 5.0 no
847 AB1999 c9k55 Small C 430 97 8.0 no
68 AB071 c1k68 Small A 360 29 5.0 yes
909 AB2070 c10k18 Small C 400 27 7.0 no
2279 AB955 c25k2 Medium E 944 64 43.0 no
320 AB1512 c4k23 Small B 239 19 2.0 yes
2320 AB1038 c25k43 Big A 1044 90 52.0 yes
1622 AB1036 c17k38 Medium A 904 77 41.0 yes
1697 AB112 c18k14 Medium A 780 81 30.0 no
2199 AB859 c24k21 Medium E 810 105 33.0 yes
951 AB2118 c10k60 Small C 480 85 10.0 no
2166 AB823 c23k87 Medium D 692 93 24.0 yes
851 AB2002 c9k59 Small C 432 37 8.0 yes
1539 AB560 c16k54 Small C 243 75 2.0 yes
2318 AB1028 c25k41 Big A 1193 122 63.0 yes
2091 AB731 c23k12 Medium D 650 117 21.0 no
294.1 AB1489 c3k96 Small B 333 80 5.0 no
1840 AB1290 c19k58 Medium B 590 35 17.0 no
2372 AB767 c25k95 Big D 1300 176 68.0 yes
2353 AB1251 c25k76 Big B 1003 147 49.0 yes
2216 AB880 c24k38 Medium E 600 92 17.0 yes
1989 AB612 c22k9 Medium D 640 61 21.0 no
218 AB142 c3k20 Small B 183 20 1.0 no
1869 AB1323 c19k87 Medium B 600 96 18.0 no
303 AB1497 c4k6 Small B 330 27 4.0 yes
2322 AB1040 c25k45 Big A 1130 82 61.0 yes
2029 AB659 c22k49 Medium D 780 65 30.0 yes
1801 AB1248 c19k19 Medium B 519 92 12.0 yes
38 AB038 c1k38 Small A 462 84 9.0 yes
1966 AB584 c20k85 Medium C 630 60 20.0 yes
839 AB1991 c9k47 Small C 390 31 7.0 no
2049 AB684 c22k69 Medium D 630 51 20.0 yes
2332 AB1117 c25k55 Big A 1315 170 70.0 yes
132 AB1341 c2k33 Small B 304 18 4.0 no
2375 AB863 c25k98 Big E 1565 162 109.0 no
1654 AB1071 c17k70 Medium A 980 75 46.0 yes
1465 AB486 c15k79 Small C 342 40 5.0 no
1675 AB1092 c17k91 Medium A 960 74 45.0 yes
116 AB1293 c2k17 Small B 494 102 10.5 yes
78 AB083 c1k78 Small A 210 10 1.0 no
243 AB1442 c3k45 Small B 301 86 4.0 no
2252 AB926 c24k74 Medium E 640 100 20.0 yes
319 AB1511 c4k22 Small B 360 37 5.0 no
1832 AB1281 c19k50 Medium B 820 58 34.0 yes
2248 AB922 c24k70 Medium E 784 82 31.0 yes
1030 AB2201 c11k40 Small C 370 86 6.0 no
941 AB2105 c10k50 Small C 416 92 7.0 no
2172 AB830 c23k93 Medium D 550 91 14.0 no
2247 AB921 c24k69 Medium E 531 93 13.0 no
4 AB004 c1k4 Small A 360 89 5.0 no
2306 AB992 c25k29 Medium E 610 93 18.0 yes
1602 AB1015 c17k18 Medium A 834 140 35.0 yes
1647 AB1065 c17k63 Medium A 704 55 25.0 no
1917.1 AB2154 c20k36 Medium C 504 87 12.0 yes
880 AB2037 c9k88 Small C 475 33 10.0 no
2289 AB969 c25k12 Medium E 892 112 40.0 yes
1058 AB2231 c11k68 Small C 374 54 6.0 no
1079 AB2252 c11k89 Small C 341 24 5.0 yes
2036 AB667 c22k56 Medium D 810 124 32.0 yes
2146 AB802 c23k67 Medium D 630 99 20.0 yes
1607 AB102 c17k23 Medium A 550 67 14.0 yes
1938 AB2281 c20k57 Medium C 529 57 13.0 yes
2388 AB953 c26k12 Big E 1085 116 54.0 no
2220 AB885 c24k42 Medium E 580 50 16.0 yes
148 AB1356 c2k49 Small B 315 75 4.0 yes
422 AB1605 c5k26 Small B 319 83 4.0 yes
2329.1 AB1096 c25k52 Big A 1620 232 152.0 no
921 AB2082 c10k30 Small C 480 41 10.0 yes
741 AB1895 c8k48 Small C 350 48 5.0 yes
954 AB2120 c10k63 Small C 350 20 5.0 yes
2382 AB905 c26k6 Big E 1405 110 83.0 no
1344 AB365 c14k57 Small C 143 55 0.5 no
2332.1 AB1117 c25k55 Big A 1315 170 70.0 yes
1946 AB2352 c20k65 Medium C 522 61 13.0 yes
1792.1 AB1237 c19k10 Medium B 774 89 30.0 yes
2367 AB746 c25k90 Big D 1090 105 55.0 yes
1910 AB2109 c20k29 Medium C 530 109 13.0 no
2348.1 AB1212 c25k71 Big B 1616 158 142.0 yes
53 AB055 c1k53 Small A 348 20 5.0 yes
71 AB075 c1k71 Small A 360 57 5.0 yes
1172 AB2349 c12k83 Small C 374 34 6.0 yes
1769 AB1202 c18k86 Medium B 870 74 37.0 yes
1731 AB1161 c18k48 Medium A 989 73 47.0 no
2285 AB965 c25k8 Medium E 601 65 18.0 no
1634 AB1052 c17k50 Medium A 730 117 27.0 no
1871 AB1325 c19k89 Medium B 595 87 17.0 no
2273 AB948 c24k95 Medium E 705 99 25.0 no
976 AB2144 c10k85 Small C 396 39 7.0 no
989 AB2157 c10k98 Small C 485 61 10.5 yes
1874 AB1328 c19k92 Medium B 648 89 21.0 yes
1658 AB1076 c17k74 Medium A 590 47 17.0 yes
901 AB2062 c10k10 Small C 333 76 5.0 no
133 AB1342 c2k34 Small B 290 93 3.0 yes
1485 AB506 c15k99 Small C 258 52 2.0 yes
425 AB1608 c5k29 Small B 303 94 4.0 yes
2333 AB1123 c25k56 Big A 1020 133 50.0 yes
2103 AB751 c23k24 Medium D 564 84 15.0 no
1664 AB1081 c17k80 Medium A 814 106 33.0 no
452 AB1632 c5k56 Small B 281 85 3.0 no
928 AB2092 c10k37 Small C 400 71 7.0 yes
2315 AB098 c25k38 Big A 1155 117 62.0 yes
1686 AB1106 c18k3 Medium A 710 91 25.0 yes
1967 AB585 c20k86 Medium C 620 79 19.0 no
1021 AB2190 c11k31 Small C 470 68 10.0 yes
1200 AB2375 c13k12 Small C 489 101 10.5 yes
1354 AB375 c14k67 Small C 111 6 0.5 yes
466 AB1645 c5k70 Small B 209 50 1.0 no
749 AB1902 c8k56 Small C 480 93 10.5 no
1064 AB2237 c11k74 Small C 487 53 10.5 no
1550 AB599 c16k65 Small C 490 26 10.5 no
2298.1 AB978 c25k21 Medium E 801 99 32.0 no
2059 AB694 c22k79 Medium D 600 88 17.0 yes
919 AB2080 c10k28 Small C 490 90 10.5 yes
2189 AB848 c24k11 Medium E 892 92 40.0 yes
839.1 AB1991 c9k47 Small C 390 31 7.0 no
1946.1 AB2352 c20k65 Medium C 522 61 13.0 yes
678 AB1838 c7k84 Small B 157 59 1.0 yes
743 AB1897 c8k50 Small C 375 66 6.0 yes
947 AB2114 c10k56 Small C 361 37 5.0 yes
2324 AB1042 c25k47 Big A 1100 161 57.0 yes
2113 AB763 c23k34 Medium D 811 94 33.0 yes
297 AB1491 c3k99 Small B 296 13 3.0 yes
1751 AB1182 c18k68 Medium A 840 76 35.0 yes
1579 AB058 c16k94 Medium A 556 92 14.0 yes
1909 AB2106 c20k28 Medium C 500 55 11.0 yes
1578 AB052 c16k93 Medium A 510 35 12.0 yes
1956 AB574 c20k75 Medium C 550 87 14.0 yes
1866 AB1320 c19k84 Medium B 721 65 27.0 yes
1621 AB1035 c17k37 Medium A 902 85 41.0 yes
1358 AB379 c14k71 Small C 120 42 0.5 no
778 AB1931 c8k85 Small C 416 52 7.0 yes
201 AB1404 c3k3 Small B 334 60 5.0 yes
835 AB1988 c9k43 Small C 390 51 6.0 no
906.1 AB2068 c10k15 Small C 360 49 5.0 yes
880.1 AB2037 c9k88 Small C 475 33 10.0 no
2008 AB632 c22k28 Medium D 710 103 25.0 no
1631 AB105 c17k47 Medium A 589 103 16.0 yes
2028 AB658 c22k48 Medium D 720 52 26.0 no
1401 AB422 c15k15 Small C 230 86 2.0 yes
2198 AB858 c24k20 Medium E 820 58 34.0 yes
1597 AB1010 c17k13 Medium A 600 96 18.0 yes
847.1 AB1999 c9k55 Small C 430 97 8.0 no
810 AB1964 c9k18 Small C 450 70 9.0 yes
2273.1 AB948 c24k95 Medium E 705 99 25.0 no
881 AB2038 c9k89 Small C 460 99 9.0 yes
310 AB1503 c4k13 Small B 273 20 3.0 yes
2210 AB873 c24k32 Medium E 590 95 17.0 yes
2097 AB737 c23k18 Medium D 830 123 34.0 no
6 AB006 c1k6 Small A 296 89 3.0 no
2086 AB722 c23k7 Medium D 820 98 33.0 yes
2298.2 AB978 c25k21 Medium E 801 99 32.0 no
1731.1 AB1161 c18k48 Medium A 989 73 47.0 no
1826 AB1275 c19k44 Medium B 640 57 21.0 no
2004 AB628 c22k24 Medium D 650 93 21.0 yes
1086 AB2260 c11k96 Small C 443 30 8.0 no
2044 AB678 c22k64 Medium D 550 31 14.0 yes
2291 AB971 c25k14 Medium E 735 110 27.0 yes
1786 AB1228 c19k4 Medium B 823 75 34.0 yes
427 AB161 c5k31 Small B 162 24 1.0 yes
7 AB007 c1k7 Small A 490 22 10.5 yes
2039 AB672 c22k59 Medium D 500 99 11.0 no
1071 AB2244 c11k81 Small C 491 94 10.5 no
2344 AB1199 c25k67 Big B 1150 88 62.0 yes
291 AB1486 c3k93 Small B 320 51 4.0 no
909.1 AB2070 c10k18 Small C 400 27 7.0 no
984 AB2151 c10k93 Small C 410 88 7.0 yes
292 AB1487 c3k94 Small B 280 21 3.0 yes
1035 AB2207 c11k45 Small C 350 24 5.0 no
1827 AB1276 c19k45 Medium B 551 87 14.0 yes
1627 AB1046 c17k43 Medium A 884 92 38.0 yes
1032 AB2203 c11k42 Small C 421 85 8.0 yes
1529 AB550 c16k44 Small C 176 84 1.0 no
1168 AB2345 c12k79 Small C 341 76 5.0 yes
700 AB1858 c8k7 Small C 176 20 1.0 no
2187 AB846 c24k9 Medium E 750 51 28.0 no
2228 AB896 c24k50 Medium E 620 98 19.0 yes
1718 AB1146 c18k35 Medium A 760 84 29.0 no
2261 AB936 c24k83 Medium E 530 93 13.0 yes
781 AB1934 c8k88 Small C 470 52 10.0 yes
1685 AB1105 c18k2 Medium A 680 80 23.0 yes
1195 AB2370 c13k7 Small C 340 28 5.0 yes
2395 AB987 c26k19 Big E 1640 225 169.0 yes
1421 AB442 c15k35 Small C 321 27 4.0 yes
1266 AB287 c13k78 Small C 127 42 0.5 no
2060 AB695 c22k80 Medium D 600 68 18.0 yes
2074 AB710 c22k94 Medium D 630 75 20.0 yes
2319 AB1029 c25k42 Big A 1110 97 58.0 yes
364 AB1552 c4k67 Small B 227 6 2.0 yes
2104 AB752 c23k25 Medium D 508 55 12.0 yes
837 AB199 c9k45 Small C 137 35 0.5 yes
566 AB1736 c6k71 Small B 130 66 0.5 no
970 AB2137 c10k79 Small C 449 70 9.0 no
1803 AB1250 c19k21 Medium B 730 89 27.0 no
674 AB1834 c7k80 Small B 131 22 0.5 no
506 AB1681 c6k11 Small B 247 75 2.0 yes
2240 AB913 c24k62 Medium E 727 73 27.0 yes
1515 AB536 c16k30 Small C 190 65 1.0 no
1970.1 AB588 c20k89 Medium C 650 41 21.0 yes
1907 AB2091 c20k26 Medium C 554 88 14.0 yes
1099 AB2275 c12k10 Small C 440 74 8.0 yes
1124 AB2299 c12k35 Small C 324 31 4.0 no
1860 AB1313 c19k78 Medium B 697 65 24.0 yes
2328 AB1094 c25k51 Big A 1153 144 62.0 yes
2198.1 AB858 c24k20 Medium E 820 58 34.0 yes
1089 AB2264 c11k99 Small C 490 102 10.5 yes
1281 AB302 c13k93 Small C 204 53 1.0 yes
2274 AB949 c24k96 Medium E 644 53 21.0 yes
945 AB2110 c10k54 Small C 468 92 10.0 yes
1755 AB1186 c18k72 Medium A 990 145 47.0 no
1129 AB2303 c12k40 Small C 468 32 10.0 yes
725 AB1880 c8k32 Small C 319 15 4.0 yes
1674 AB1091 c17k90 Medium A 704 103 25.0 no
2390 AB957 c26k14 Big E 1220 163 63.0 no
209 AB1411 c3k11 Small B 300 70 3.0 no
2386 AB916 c26k10 Big E 1161 157 62.0 no
1827.1 AB1276 c19k45 Medium B 551 87 14.0 yes
2071 AB707 c22k91 Medium D 560 52 14.0 yes
2130 AB783 c23k51 Medium D 750 108 28.0 yes
2037 AB668 c22k57 Medium D 550 95 14.0 no
2392 AB984 c26k16 Big E 1020 89 50.0 yes
2351 AB1231 c25k74 Big B 1160 121 62.0 no
1970.2 AB588 c20k89 Medium C 650 41 21.0 yes
2277 AB952 c24k99 Medium E 730 69 27.0 yes
1944 AB2337 c20k63 Medium C 539 106 13.0 yes
2300 AB980 c25k23 Medium E 780 90 30.0 no
1863 AB1316 c19k81 Medium B 649 117 21.0 no
2241 AB914 c24k63 Medium E 714 44 26.0 yes
769 AB1922 c8k76 Small C 410 36 7.0 no
500 AB1676 c6k5 Small B 296 45 3.0 yes
2041 AB674 c22k61 Medium D 590 99 16.0 no
975 AB2143 c10k84 Small C 370 94 6.0 yes
271 AB1468 c3k73 Small B 225 6 2.0 no
66 AB069 c1k66 Small A 392 75 7.0 no
1611 AB1023 c17k27 Medium A 750 99 28.0 yes
1122 AB2297 c12k33 Small C 416 100 7.0 yes
1722 AB1150 c18k39 Medium A 512 92 12.0 no
1582 AB090 c16k97 Medium A 521 57 13.0 no
100 AB121 c2k1 Small B 490 50 10.5 yes
257 AB1455 c3k59 Small B 270 76 3.0 yes
224 AB1425 c3k26 Small B 287 25 3.0 yes
1586 AB095 c17k2 Medium A 771 69 30.0 yes
2223.1 AB888 c24k45 Medium E 770 89 29.0 no
2 AB002 c1k2 Small A 329 19 4.0 yes
1839 AB1289 c19k57 Medium B 957 101 43.0 yes
1765.1 AB1198 c18k82 Medium B 958 149 44.0 no
747.1 AB1900 c8k54 Small C 430 17 8.0 yes
1682 AB1102 c17k98 Medium A 580 62 16.0 no
389 AB1575 c4k92 Small B 273 16 3.0 yes
1997 AB620 c22k17 Medium D 520 104 12.0 no
1761 AB1192 c18k78 Medium B 552 95 14.0 yes
89 AB1044 c1k89 Small A 491 26 10.5 no
2157 AB814 c23k78 Medium D 551 79 14.0 yes
1897 AB2048 c20k16 Medium C 530 41 13.0 yes
1958 AB576 c20k77 Medium C 600 52 17.0 no
310.1 AB1503 c4k13 Small B 273 20 3.0 yes
495 AB1671 c5k99 Small B 231 23 2.0 yes
1844 AB1295 c19k62 Medium B 567 68 15.0 yes
737 AB1891 c8k44 Small C 470 44 10.0 yes
2341 AB1172 c25k64 Big A 1440 133 84.0 yes
1988 AB611 c22k8 Medium C 640 69 21.0 no
836 AB1989 c9k44 Small C 350 92 5.0 no
1970.3 AB588 c20k89 Medium C 650 41 21.0 yes
2335 AB1125 c25k58 Big A 1450 133 94.0 yes
2238 AB910 c24k60 Medium E 610 110 18.0 yes
731 AB1886 c8k38 Small C 335 64 5.0 no
2272 AB947 c24k94 Medium E 700 118 24.0 no
1554.1 AB639 c16k69 Small D 470 24 10.0 no
912 AB2073 c10k21 Small C 420 76 8.0 no
2035 AB666 c22k55 Medium D 720 92 26.0 yes
1368 AB389 c14k81 Small C 120 6 0.5 no
1565 AB753 c16k80 Small D 496 30 10.5 yes
1604 AB1017 c17k20 Medium A 553 92 14.0 yes
1832.1 AB1281 c19k50 Medium B 820 58 34.0 yes
1676 AB1095 c17k92 Medium A 986 124 46.0 yes
146 AB1354 c2k47 Small B 310 42 4.0 no
511 AB1686 c6k16 Small B 269 36 3.0 yes
2350 AB1220 c25k73 Big B 1480 193 104.0 no
2057 AB692 c22k77 Medium D 555 92 14.0 yes
2298.3 AB978 c25k21 Medium E 801 99 32.0 no
1802 AB1249 c19k20 Medium B 530 61 13.0 no
453 AB1633 c5k57 Small B 338 96 5.0 yes
2343.1 AB1187 c25k66 Big A 1459 176 99.0 no
1741 AB1171 c18k58 Medium A 890 140 39.0 no
287 AB1482 c3k89 Small B 250 51 2.0 no
1548 AB569 c16k63 Small C 247 15 2.0 yes
1759 AB1190 c18k76 Medium B 556 52 14.0 yes
1723 AB1152 c18k40 Medium A 560 60 15.0 no
1818 AB1267 c19k36 Medium B 940 119 43.0 yes
1707 AB1136 c18k24 Medium A 700 51 25.0 yes
2245 AB919 c24k67 Medium E 951 73 43.0 yes
1925 AB2197 c20k44 Medium C 550 47 14.0 no
2349.1 AB1217 c25k72 Big B 1101 117 58.0 yes
811 AB1965 c9k19 Small C 475 89 10.0 yes
1734 AB1164 c18k51 Medium A 753 56 29.0 yes
89.1 AB1044 c1k89 Small A 491 26 10.5 no
1599 AB1012 c17k15 Medium A 680 124 23.0 no
1184 AB2360 c12k95 Small C 445 86 9.0 no
2147 AB803 c23k68 Medium D 700 66 25.0 yes
850 AB2001 c9k58 Small C 490 42 10.5 no
412 AB1596 c5k16 Small B 243 35 2.0 no
651 AB1813 c7k57 Small B 120 42 0.5 yes
974 AB2142 c10k83 Small C 390 19 7.0 yes
2327 AB1093 c25k50 Big A 1063 146 54.0 yes
2236 AB907 c24k58 Medium E 990 113 48.0 no
1618 AB1032 c17k34 Medium A 532 61 13.0 yes
2394 AB986 c26k18 Big E 1297 161 67.0 no
[1] 400 8
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