S.piPS: Probability Proportional to Size Sampling Without 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 without replacement of size n from a population of size N.
Usage
1
S.piPS(n, x, e)
Arguments
x
Vector of auxiliary information for each unit in the population
n
Sample size
e
By default, a vector of size N of independent random numbers drawn from the Uniform(0,1)
Details
The selected sample is drawn according to the Sunter 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 piPS sample without replacement of size n=3
res <- S.piPS(3,x)
res
sam <- res[,1]
sam
# The selected sample is
U[sam]
############
## Example 2
############
# Uses the Lucy data to draw a random sample of units accordind to a
# piPS without replacement design
data(Lucy)
attach(Lucy)
# The selection probability of each unit is proportional to the variable Income
res <- S.piPS(400,Income)
# The selected sample
sam <- res[,1]
# The inclusion probabilities of the units in the sample
Pik.s <- res[,2]
# The information about the units in the sample is stored in an object called data
data <- Lucy[sam,]
data
dim(data)
Example output
samp Pik.s
[1,] 4 0.8902077
[2,] 3 0.6676558
[3,] 2 0.5341246
[1] 4 3 2
[1] "Sharon" "Erik" "Ken"
ID Ubication Level Zone Income Employees Taxes SPAM
2396 AB988 c26k20 Big E 1860 253 176.0 yes
2329 AB1096 c25k52 Big A 1620 232 152.0 no
2348 AB1212 c25k71 Big B 1616 158 142.0 yes
2360 AB670 c25k83 Big D 1600 189 112.0 yes
2375 AB863 c25k98 Big E 1565 162 109.0 no
2380 AB893 c26k4 Big E 1551 168 107.0 no
2354 AB1283 c25k77 Big B 1510 163 107.0 yes
2352 AB1232 c25k75 Big B 1490 201 105.0 yes
2343 AB1187 c25k66 Big A 1459 176 99.0 no
2382 AB905 c26k6 Big E 1405 110 83.0 no
2359 AB637 c25k82 Big D 1405 111 83.0 yes
2365 AB744 c25k88 Big D 1370 182 77.0 no
2387 AB932 c26k11 Big E 1360 104 72.0 yes
2332 AB1117 c25k55 Big A 1315 170 70.0 yes
2384 AB908 c26k8 Big E 1305 150 70.0 yes
2394 AB986 c26k18 Big E 1297 161 67.0 no
2383 AB906 c26k7 Big E 1250 100 64.0 yes
2339 AB1148 c25k62 Big A 1230 140 64.0 yes
2390 AB957 c26k14 Big E 1220 163 63.0 no
2366 AB745 c25k89 Big D 1220 119 63.0 no
2318 AB1028 c25k41 Big A 1193 122 63.0 yes
2386 AB916 c26k10 Big E 1161 157 62.0 no
2315 AB098 c25k38 Big A 1155 117 62.0 yes
2328 AB1094 c25k51 Big A 1153 144 62.0 yes
2322 AB1040 c25k45 Big A 1130 82 61.0 yes
2340 AB1153 c25k63 Big A 1121 146 59.0 yes
2342 AB118 c25k65 Big A 1118 109 59.0 no
2371 AB766 c25k94 Big D 1110 93 58.0 yes
2349 AB1217 c25k72 Big B 1101 117 58.0 yes
2323 AB1041 c25k46 Big A 1100 109 58.0 yes
2388 AB953 c26k12 Big E 1085 116 54.0 no
2347 AB1211 c25k70 Big B 1050 142 52.0 yes
2317 AB1026 c25k40 Big A 1044 78 52.0 yes
2378 AB891 c26k2 Big E 1040 118 52.0 no
2381 AB904 c26k5 Big E 1035 86 51.0 yes
2358 AB636 c25k81 Big D 1024 149 50.0 yes
2377 AB878 c26k1 Big E 1008 76 50.0 no
2345 AB1206 c25k68 Big B 1003 115 49.0 yes
2225 AB890 c24k47 Medium E 999 114 48.0 yes
2236 AB907 c24k58 Medium E 990 113 48.0 no
1623 AB1037 c17k39 Medium A 986 96 46.0 yes
1831 AB1280 c19k49 Medium B 963 106 45.0 yes
2299 AB979 c25k22 Medium E 960 138 45.0 yes
1765 AB1198 c18k82 Medium B 958 149 44.0 no
1758 AB119 c18k75 Medium B 948 129 43.0 no
2256 AB930 c24k78 Medium E 946 84 43.0 yes
2279 AB955 c25k2 Medium E 944 64 43.0 no
1818 AB1267 c19k36 Medium B 940 119 43.0 yes
1775 AB1210 c18k92 Medium B 940 99 43.0 no
1651 AB1069 c17k67 Medium A 937 127 43.0 yes
1612 AB1024 c17k28 Medium A 925 107 42.0 no
2089 AB726 c23k10 Medium D 920 118 41.0 no
1992 AB615 c22k12 Medium D 920 142 41.0 yes
1811 AB1260 c19k29 Medium B 904 137 41.0 no
1621 AB1035 c17k37 Medium A 902 85 41.0 yes
2297 AB977 c25k20 Medium E 890 88 39.0 yes
1836 AB1286 c19k54 Medium B 890 60 39.0 yes
1741 AB1171 c18k58 Medium A 890 140 39.0 no
2145 AB798 c23k66 Medium D 880 120 38.0 no
1800 AB1247 c19k18 Medium B 880 84 38.0 yes
1708 AB1137 c18k25 Medium A 874 79 38.0 no
2148 AB804 c23k69 Medium D 870 123 38.0 yes
2302 AB982 c25k25 Medium E 864 138 37.0 no
2114 AB764 c23k35 Medium D 856 138 36.0 yes
1737 AB1167 c18k54 Medium A 850 125 36.0 yes
1730 AB1160 c18k47 Medium A 850 113 36.0 no
1592 AB1004 c17k8 Medium A 844 141 35.0 no
2254 AB928 c24k76 Medium E 841 137 35.0 no
2003 AB627 c22k23 Medium D 840 85 35.0 yes
2097 AB737 c23k18 Medium D 830 123 34.0 no
1593 AB1005 c17k9 Medium A 822 123 34.0 yes
2198 AB858 c24k20 Medium E 820 58 34.0 yes
1664 AB1081 c17k80 Medium A 814 106 33.0 no
2208 AB871 c24k30 Medium E 812 98 33.0 yes
2144 AB797 c23k65 Medium D 810 117 33.0 no
2143 AB796 c23k64 Medium D 810 57 32.0 yes
2290 AB970 c25k13 Medium E 809 123 32.0 no
2298 AB978 c25k21 Medium E 801 99 32.0 no
1834 AB1284 c19k52 Medium B 801 63 32.0 yes
1727 AB1157 c18k44 Medium A 794 67 31.0 no
2294 AB974 c25k17 Medium E 790 90 31.0 yes
2136 AB789 c23k57 Medium D 790 102 31.0 yes
1620 AB1034 c17k36 Medium A 790 54 31.0 yes
1745 AB1176 c18k62 Medium A 780 58 30.0 no
2223 AB888 c24k45 Medium E 770 89 29.0 no
1729 AB1159 c18k46 Medium A 766 65 29.0 no
1735 AB1165 c18k52 Medium A 760 68 29.0 no
1673 AB1090 c17k89 Medium A 760 92 29.0 yes
1855 AB1307 c19k73 Medium B 755 124 29.0 no
2275 AB950 c24k97 Medium E 750 79 28.0 yes
2231 AB899 c24k53 Medium E 750 75 28.0 no
2130 AB783 c23k51 Medium D 750 108 28.0 yes
2055 AB690 c22k75 Medium D 750 95 28.0 yes
1808 AB1257 c19k26 Medium B 750 88 28.0 yes
1587 AB096 c17k3 Medium A 741 90 27.0 yes
2140 AB793 c23k61 Medium D 740 106 27.0 yes
1601 AB1014 c17k17 Medium A 740 62 27.0 yes
1595 AB1007 c17k11 Medium A 740 122 27.0 no
2291 AB971 c25k14 Medium E 735 110 27.0 yes
2084 AB720 c23k5 Medium D 730 129 27.0 yes
1866 AB1320 c19k84 Medium B 721 65 27.0 yes
2222 AB887 c24k44 Medium E 720 68 26.0 yes
1740 AB1170 c18k57 Medium A 720 92 26.0 yes
1626 AB1045 c17k42 Medium A 715 124 26.0 yes
2241 AB914 c24k63 Medium E 714 44 26.0 yes
1823 AB1272 c19k41 Medium B 714 52 26.0 yes
1875 AB1329 c19k93 Medium B 713 52 26.0 no
2008 AB632 c22k28 Medium D 710 103 25.0 no
1616 AB1030 c17k32 Medium A 710 92 26.0 yes
1609 AB1021 c17k25 Medium A 710 63 25.0 yes
2054 AB689 c22k74 Medium D 708 47 25.0 yes
2273 AB948 c24k95 Medium E 705 99 25.0 no
1789 AB1234 c19k7 Medium B 704 47 25.0 yes
1647 AB1065 c17k63 Medium A 704 55 25.0 no
2129 AB782 c23k50 Medium D 700 105 24.0 no
2119 AB772 c23k40 Medium D 700 98 24.0 yes
2117 AB770 c23k38 Medium D 700 126 24.0 yes
1837 AB1287 c19k55 Medium B 695 53 24.0 yes
1606 AB1019 c17k22 Medium A 694 53 24.0 no
2166 AB823 c23k87 Medium D 692 93 24.0 yes
2053 AB688 c22k73 Medium D 692 69 24.0 yes
2134 AB787 c23k55 Medium D 690 65 23.0 no
2064 AB699 c22k84 Medium D 690 117 24.0 yes
2167 AB824 c23k88 Medium D 683 96 23.0 no
2093 AB733 c23k14 Medium D 680 84 23.0 no
1753 AB1184 c18k70 Medium A 680 120 23.0 no
1685 AB1105 c18k2 Medium A 680 80 23.0 yes
1842 AB1292 c19k60 Medium B 675 88 23.0 no
1716 AB1144 c18k33 Medium A 675 72 23.0 no
1630 AB1049 c17k46 Medium A 672 39 23.0 yes
1585 AB094 c17k1 Medium A 671 119 23.0 yes
2271 AB946 c24k93 Medium E 670 71 23.0 no
1835 AB1285 c19k53 Medium B 669 79 22.0 yes
1747 AB1178 c18k64 Medium A 668 63 22.0 yes
1868 AB1322 c19k86 Medium B 667 98 22.0 yes
1857 AB1310 c19k75 Medium B 667 102 22.0 no
2185 AB844 c24k7 Medium E 665 114 22.0 yes
1833 AB1282 c19k51 Medium B 662 94 22.0 yes
1752 AB1183 c18k69 Medium A 656 62 22.0 no
1721 AB115 c18k38 Medium A 656 106 22.0 no
2108 AB758 c23k29 Medium D 650 65 21.0 yes
2082 AB718 c23k3 Medium D 650 89 21.0 yes
2047 AB682 c22k67 Medium D 650 81 22.0 yes
2004 AB628 c22k24 Medium D 650 93 21.0 yes
1970 AB588 c20k89 Medium C 650 41 21.0 yes
1717 AB1145 c18k34 Medium A 650 117 21.0 yes
2313 AB999 c25k36 Medium E 648 65 21.0 no
1853 AB1304 c19k71 Medium B 645 65 21.0 yes
1714 AB1142 c18k31 Medium A 645 89 21.0 no
2252 AB926 c24k74 Medium E 640 100 20.0 yes
2033 AB664 c22k53 Medium D 640 97 21.0 no
2006 AB630 c22k26 Medium D 640 53 21.0 no
2146 AB802 c23k67 Medium D 630 99 20.0 yes
2083 AB719 c23k4 Medium D 630 103 19.0 yes
2078 AB714 c22k98 Medium D 630 111 19.0 yes
2072 AB708 c22k92 Medium D 630 87 20.0 yes
2049 AB684 c22k69 Medium D 630 51 20.0 yes
1994 AB617 c22k14 Medium D 630 44 20.0 no
1978 AB598 c20k97 Medium C 630 111 20.0 yes
1806 AB1255 c19k24 Medium B 630 79 20.0 yes
1703 AB1129 c18k20 Medium A 630 40 20.0 no
2142 AB795 c23k63 Medium D 628 91 19.0 yes
1704 AB1131 c18k21 Medium A 627 71 19.0 yes
1756 AB1188 c18k73 Medium A 621 59 19.0 yes
2159 AB816 c23k80 Medium D 620 54 19.0 yes
1968 AB586 c20k87 Medium C 620 99 19.0 no
1959 AB577 c20k78 Medium C 620 42 19.0 yes
1847 AB1298 c19k65 Medium B 619 46 19.0 yes
2249 AB923 c24k71 Medium E 611 94 18.0 yes
2306 AB992 c25k29 Medium E 610 93 18.0 yes
2268 AB943 c24k90 Medium E 610 73 18.0 yes
1982 AB603 c22k2 Medium C 610 97 18.0 yes
1681 AB1101 c17k97 Medium A 610 53 18.0 no
1639 AB1057 c17k55 Medium A 610 89 18.0 no
2285 AB965 c25k8 Medium E 601 65 18.0 no
1879 AB1908 c19k97 Medium C 600 76 17.0 no
1869 AB1323 c19k87 Medium B 600 96 18.0 no
1782 AB1222 c18k99 Medium B 600 108 17.0 no
1766 AB120 c18k83 Medium B 600 48 18.0 no
1596 AB1009 c17k12 Medium A 600 44 17.0 yes
2239 AB911 c24k61 Medium E 595 71 17.0 yes
1871 AB1325 c19k89 Medium B 595 87 17.0 no
2227 AB895 c24k49 Medium E 594 99 17.0 yes
2283 AB963 c25k6 Medium E 590 79 16.0 yes
2282 AB961 c25k5 Medium E 590 79 16.0 yes
2177 AB836 c23k98 Medium E 590 79 17.0 no
2127 AB780 c23k48 Medium D 590 39 17.0 yes
1667 AB1085 c17k83 Medium A 585 59 16.0 no
2220 AB885 c24k42 Medium E 580 50 16.0 yes
2124 AB777 c23k45 Medium D 580 54 16.0 yes
2019 AB648 c22k39 Medium D 580 74 16.0 no
1819 AB1268 c19k37 Medium B 580 58 16.0 yes
1951 AB2395 c20k70 Medium C 578 77 16.0 yes
1934 AB2256 c20k53 Medium C 578 105 16.0 yes
2205 AB868 c24k27 Medium E 576 29 15.0 yes
1692 AB1112 c18k9 Medium A 576 105 15.0 yes
1937 AB2272 c20k56 Medium C 571 65 15.0 yes
2250 AB924 c24k72 Medium E 570 57 15.0 no
2045 AB680 c22k65 Medium D 570 93 15.0 no
1964 AB582 c20k83 Medium C 570 53 15.0 yes
2202 AB865 c24k24 Medium E 565 44 15.0 no
2155 AB812 c23k76 Medium D 560 28 14.0 yes
1723 AB1152 c18k40 Medium A 560 60 15.0 no
1579 AB058 c16k94 Medium A 556 92 14.0 yes
2246 AB920 c24k68 Medium E 555 56 14.0 yes
1820 AB1269 c19k38 Medium B 554 44 14.0 no
1672 AB109 c17k88 Medium A 551 99 14.0 yes
1991 AB614 c22k11 Medium D 550 47 14.0 yes
1962 AB580 c20k81 Medium C 550 67 14.0 yes
1793 AB1239 c19k11 Medium B 550 95 14.0 no
1742 AB1173 c18k59 Medium A 550 35 14.0 no
1583 AB091 c16k98 Medium A 550 75 14.0 no
1757 AB1189 c18k74 Medium B 542 86 14.0 no
2284 AB964 c25k7 Medium E 540 66 13.0 yes
2219 AB884 c24k41 Medium E 540 82 13.0 yes
2175 AB834 c23k96 Medium D 540 54 13.0 yes
2070 AB706 c22k90 Medium D 540 90 13.0 yes
1884 AB1959 c20k3 Medium C 540 38 13.0 no
1796 AB1243 c19k14 Medium B 540 74 13.0 yes
1944 AB2337 c20k63 Medium C 539 106 13.0 yes
2023 AB653 c22k43 Medium D 530 73 13.0 yes
1790 AB1235 c19k8 Medium B 530 97 13.0 no
2153 AB809 c23k74 Medium D 529 65 13.0 yes
1938 AB2281 c20k57 Medium C 529 57 13.0 yes
1724 AB1154 c18k41 Medium A 525 57 13.0 no
1946 AB2352 c20k65 Medium C 522 61 13.0 yes
1582 AB090 c16k97 Medium A 521 57 13.0 no
2307 AB993 c25k30 Medium E 520 65 12.0 yes
2263 AB938 c24k85 Medium E 520 52 12.0 no
1926 AB2206 c20k45 Medium C 520 81 12.0 yes
1915 AB2138 c20k34 Medium C 520 85 12.0 yes
1904 AB2083 c20k23 Medium C 520 56 12.0 yes
1795 AB1242 c19k13 Medium B 520 85 12.0 yes
1881 AB1935 c19k99 Medium C 519 88 12.0 yes
1722 AB1150 c18k39 Medium A 512 92 12.0 no
1887 AB2012 c20k6 Medium C 510 31 12.0 no
1712 AB1140 c18k29 Medium A 502 83 12.0 no
2039 AB672 c22k59 Medium D 500 99 11.0 no
1942 AB2327 c20k61 Medium C 500 94 11.0 no
1919 AB2177 c20k38 Medium C 500 63 12.0 no
1909 AB2106 c20k28 Medium C 500 55 11.0 yes
1563 AB729 c16k78 Small D 495 90 10.5 no
1070 AB2243 c11k80 Small C 491 42 10.5 yes
1561 AB679 c16k76 Small D 490 50 10.5 yes
804 AB1958 c9k12 Small C 490 94 10.5 no
738 AB1892 c8k45 Small C 490 30 10.5 yes
98 AB1193 c1k98 Small B 490 38 10.5 yes
1064 AB2237 c11k74 Small C 487 53 10.5 no
1570 AB811 c16k85 Small D 480 73 10.0 yes
1552 AB608 c16k67 Small C 480 89 10.0 yes
890 AB2049 c9k98 Small C 480 85 10.0 yes
852 AB2003 c9k60 Small C 480 93 10.0 no
111 AB1252 c2k12 Small B 480 45 10.0 yes
980 AB2148 c10k89 Small C 475 65 10.0 no
880 AB2037 c9k88 Small C 475 33 10.0 no
1557 AB649 c16k72 Small D 470 24 10.0 no
1021 AB2190 c11k31 Small C 470 68 10.0 yes
94 AB1135 c1k94 Small A 470 32 10.0 yes
1129 AB2303 c12k40 Small C 468 32 10.0 yes
1148 AB2323 c12k59 Small C 464 32 10.0 yes
995 AB2162 c11k5 Small C 461 56 9.0 no
1119 AB2294 c12k30 Small C 460 27 9.0 no
1039 AB2210 c11k49 Small C 460 27 9.0 yes
878 AB2035 c9k86 Small C 458 47 9.0 yes
955 AB2121 c10k64 Small C 450 26 9.0 yes
780 AB1933 c8k87 Small C 450 71 9.0 yes
751 AB1904 c8k58 Small C 450 50 9.0 yes
970 AB2137 c10k79 Small C 449 70 9.0 no
900 AB2060 c10k9 Small C 440 38 8.0 yes
740 AB1894 c8k47 Small C 440 74 8.0 no
1095 AB2270 c12k6 Small C 430 77 8.0 no
747 AB1900 c8k54 Small C 430 17 8.0 yes
925 AB2089 c10k34 Small C 429 101 8.0 no
1109 AB2285 c12k20 Small C 428 57 8.0 no
1210 AB2388 c13k22 Small C 425 21 8.0 yes
48 AB048 c1k48 Small A 422 101 8.0 yes
915 AB2076 c10k24 Small C 421 101 8.0 no
1564 AB730 c16k79 Small D 420 101 8.0 yes
1063 AB2236 c11k73 Small C 420 28 7.0 yes
829 AB1981 c9k37 Small C 420 40 8.0 yes
822 AB1975 c9k30 Small C 420 36 8.0 yes
772 AB1926 c8k79 Small C 420 84 7.0 yes
1142 AB2318 c12k53 Small C 414 28 7.0 yes
785 AB1939 c8k92 Small C 412 92 7.0 no
24 AB024 c1k24 Small A 411 56 7.0 yes
1216 AB2393 c13k28 Small C 410 60 7.0 yes
981 AB2149 c10k90 Small C 410 60 7.0 no
469 AB1648 c5k73 Small B 407 20 7.0 yes
1110 AB2286 c12k21 Small C 400 19 7.0 no
936 AB2100 c10k45 Small C 400 91 7.0 no
809 AB1963 c9k17 Small C 400 95 7.0 no
976 AB2144 c10k85 Small C 396 39 7.0 no
734 AB1889 c8k41 Small C 394 79 7.0 yes
1004 AB2170 c11k14 Small C 392 27 7.0 yes
994 AB2161 c11k4 Small C 390 27 7.0 no
974 AB2142 c10k83 Small C 390 19 7.0 yes
1167 AB2344 c12k78 Small C 388 95 6.0 yes
940 AB2104 c10k49 Small C 387 59 6.0 no
1487 AB508 c16k2 Small C 383 26 6.0 no
730 AB1885 c8k37 Small C 380 18 6.0 yes
26 AB026 c1k26 Small A 380 38 6.0 no
1014 AB2183 c11k24 Small C 376 74 6.0 yes
1059 AB2232 c11k69 Small C 375 62 6.0 yes
1067 AB2240 c11k77 Small C 374 18 6.0 yes
774 AB1928 c8k81 Small C 373 98 6.0 yes
1101 AB2277 c12k12 Small C 370 33 6.0 yes
1030 AB2201 c11k40 Small C 370 86 6.0 no
1006 AB2172 c11k16 Small C 370 54 6.0 yes
151 AB1359 c2k52 Small B 370 70 6.0 yes
1065 AB2239 c11k75 Small C 368 17 6.0 no
1182 AB2359 c12k93 Small C 367 53 6.0 yes
862 AB2017 c9k70 Small C 363 97 5.0 no
1130 AB2304 c12k41 Small C 360 73 5.0 yes
68 AB071 c1k68 Small A 360 29 5.0 yes
65 AB068 c1k65 Small A 360 61 5.0 no
39 AB039 c1k39 Small A 360 41 5.0 yes
1149 AB2324 c12k60 Small C 356 61 5.0 yes
30 AB030 c1k30 Small A 354 33 5.0 yes
1131 AB2306 c12k42 Small C 350 25 5.0 yes
1082 AB2257 c11k92 Small C 350 72 5.0 yes
954 AB2120 c10k63 Small C 350 20 5.0 yes
34 AB034 c1k34 Small A 350 80 5.0 no
1465 AB486 c15k79 Small C 342 40 5.0 no
998 AB2165 c11k8 Small C 340 68 5.0 yes
790 AB1945 c8k97 Small C 340 84 5.0 no
138 AB1347 c2k39 Small B 340 88 5.0 yes
41 AB041 c1k41 Small A 340 20 5.0 yes
455 AB1635 c5k59 Small B 338 52 5.0 yes
33 AB033 c1k33 Small A 334 72 5.0 yes
225 AB1426 c3k27 Small B 330 67 4.0 yes
156 AB1363 c2k57 Small B 320 11 4.0 no
742 AB1896 c8k49 Small C 319 67 4.0 yes
1486 AB507 c16k1 Small C 317 31 4.0 no
1169 AB2346 c12k80 Small C 314 70 4.0 no
17 AB017 c1k17 Small A 311 34 4.0 no
782 AB1936 c8k89 Small C 310 18 4.0 no
1483 AB504 c15k97 Small C 305 38 4.0 no
1177 AB2354 c12k88 Small C 300 78 3.0 yes
334 AB1525 c4k37 Small B 300 26 4.0 yes
290 AB1485 c3k92 Small B 300 90 3.0 no
297 AB1491 c3k99 Small B 296 13 3.0 yes
341 AB1531 c4k44 Small B 295 49 3.0 yes
1440 AB461 c15k54 Small C 292 13 3.0 yes
486 AB1663 c5k90 Small B 292 57 3.0 no
385 AB1571 c4k88 Small B 290 45 3.0 yes
1498 AB519 c16k13 Small C 280 21 3.0 yes
481 AB1659 c5k85 Small B 278 53 3.0 yes
434 AB1616 c5k38 Small B 278 17 3.0 yes
144 AB1352 c2k45 Small B 273 16 3.0 yes
1408 AB429 c15k22 Small C 270 60 3.0 no
373 AB1560 c4k76 Small B 270 72 3.0 yes
241 AB1440 c3k43 Small B 270 28 3.0 yes
127 AB1337 c2k28 Small B 270 32 3.0 no
410 AB1594 c5k14 Small B 264 44 3.0 no
371 AB1559 c4k74 Small B 260 76 2.0 no
280 AB1476 c3k82 Small B 260 84 2.0 yes
83 AB088 c1k83 Small A 260 84 2.0 yes
456 AB1636 c5k60 Small B 251 23 2.0 no
1495 AB516 c16k10 Small C 249 27 2.0 yes
1422 AB443 c15k36 Small C 249 67 2.0 no
1397 AB418 c15k11 Small C 246 7 2.0 yes
359 AB1548 c4k62 Small B 245 87 2.0 no
253 AB1451 c3k55 Small B 232 47 2.0 no
1401 AB422 c15k15 Small C 230 86 2.0 yes
314 AB1507 c4k17 Small B 230 38 2.0 yes
1520 AB541 c16k35 Small C 227 34 2.0 yes
441 AB1622 c5k45 Small B 223 82 2.0 no
1448 AB469 c15k62 Small C 222 90 2.0 yes
1536 AB557 c16k51 Small C 220 86 2.0 no
484 AB1661 c5k88 Small B 217 6 2.0 yes
1450 AB471 c15k64 Small C 216 62 2.0 yes
1530 AB551 c16k45 Small C 212 10 1.0 no
1336 AB357 c14k49 Small C 200 45 1.0 no
211 AB1413 c3k13 Small B 199 49 1.0 no
1114 AB229 c12k25 Small C 198 77 1.0 no
1439 AB460 c15k53 Small C 192 57 1.0 no
601 AB1768 c7k7 Small B 190 25 1.0 yes
561 AB1731 c6k66 Small B 190 9 1.0 yes
1028 AB220 c11k38 Small C 182 24 1.0 yes
688 AB1847 c7k94 Small B 181 8 1.0 yes
982 AB215 c10k91 Small C 180 36 1.0 yes
539 AB1711 c6k44 Small B 180 12 1.0 yes
677 AB1837 c7k83 Small B 170 60 1.0 no
1321 AB342 c14k34 Small C 159 44 1.0 yes
648 AB1810 c7k54 Small B 156 23 1.0 yes
1351 AB372 c14k64 Small C 154 55 1.0 yes
590 AB1758 c6k95 Small B 152 43 1.0 no
557 AB1728 c6k62 Small B 145 23 0.5 yes
837 AB199 c9k45 Small C 137 35 0.5 yes
641 AB1804 c7k47 Small B 136 83 0.5 no
686 AB1845 c7k92 Small B 134 7 0.5 no
1317 AB338 c14k30 Small C 127 46 0.5 yes
1287 AB308 c13k99 Small C 120 46 0.5 yes
1264 AB285 c13k76 Small C 120 54 0.5 no
1248 AB269 c13k60 Small C 120 10 0.5 yes
670 AB1830 c7k76 Small B 117 38 0.5 no
1375 AB396 c14k88 Small C 99 65 0.5 yes
1254 AB275 c13k66 Small C 96 57 0.5 yes
1056 AB223 c11k66 Small C 89 65 0.5 yes
504 AB168 c6k9 Small B 87 9 0.5 yes
[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 without replacement of size n from a population of size N.
Usage
1 | S.piPS(n, x, e)
|
Arguments
x |
Vector of auxiliary information for each unit in the population |
n |
Sample size |
e |
By default, a vector of size N of independent random numbers drawn from the Uniform(0,1) |
Details
The selected sample is drawn according to the Sunter 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 30 31 32 33 | ############
## 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 piPS sample without replacement of size n=3
res <- S.piPS(3,x)
res
sam <- res[,1]
sam
# The selected sample is
U[sam]
############
## Example 2
############
# Uses the Lucy data to draw a random sample of units accordind to a
# piPS without replacement design
data(Lucy)
attach(Lucy)
# The selection probability of each unit is proportional to the variable Income
res <- S.piPS(400,Income)
# The selected sample
sam <- res[,1]
# The inclusion probabilities of the units in the sample
Pik.s <- res[,2]
# The information about the units in the sample is stored in an object called data
data <- Lucy[sam,]
data
dim(data)
|
Example output
samp Pik.s
[1,] 4 0.8902077
[2,] 3 0.6676558
[3,] 2 0.5341246
[1] 4 3 2
[1] "Sharon" "Erik" "Ken"
ID Ubication Level Zone Income Employees Taxes SPAM
2396 AB988 c26k20 Big E 1860 253 176.0 yes
2329 AB1096 c25k52 Big A 1620 232 152.0 no
2348 AB1212 c25k71 Big B 1616 158 142.0 yes
2360 AB670 c25k83 Big D 1600 189 112.0 yes
2375 AB863 c25k98 Big E 1565 162 109.0 no
2380 AB893 c26k4 Big E 1551 168 107.0 no
2354 AB1283 c25k77 Big B 1510 163 107.0 yes
2352 AB1232 c25k75 Big B 1490 201 105.0 yes
2343 AB1187 c25k66 Big A 1459 176 99.0 no
2382 AB905 c26k6 Big E 1405 110 83.0 no
2359 AB637 c25k82 Big D 1405 111 83.0 yes
2365 AB744 c25k88 Big D 1370 182 77.0 no
2387 AB932 c26k11 Big E 1360 104 72.0 yes
2332 AB1117 c25k55 Big A 1315 170 70.0 yes
2384 AB908 c26k8 Big E 1305 150 70.0 yes
2394 AB986 c26k18 Big E 1297 161 67.0 no
2383 AB906 c26k7 Big E 1250 100 64.0 yes
2339 AB1148 c25k62 Big A 1230 140 64.0 yes
2390 AB957 c26k14 Big E 1220 163 63.0 no
2366 AB745 c25k89 Big D 1220 119 63.0 no
2318 AB1028 c25k41 Big A 1193 122 63.0 yes
2386 AB916 c26k10 Big E 1161 157 62.0 no
2315 AB098 c25k38 Big A 1155 117 62.0 yes
2328 AB1094 c25k51 Big A 1153 144 62.0 yes
2322 AB1040 c25k45 Big A 1130 82 61.0 yes
2340 AB1153 c25k63 Big A 1121 146 59.0 yes
2342 AB118 c25k65 Big A 1118 109 59.0 no
2371 AB766 c25k94 Big D 1110 93 58.0 yes
2349 AB1217 c25k72 Big B 1101 117 58.0 yes
2323 AB1041 c25k46 Big A 1100 109 58.0 yes
2388 AB953 c26k12 Big E 1085 116 54.0 no
2347 AB1211 c25k70 Big B 1050 142 52.0 yes
2317 AB1026 c25k40 Big A 1044 78 52.0 yes
2378 AB891 c26k2 Big E 1040 118 52.0 no
2381 AB904 c26k5 Big E 1035 86 51.0 yes
2358 AB636 c25k81 Big D 1024 149 50.0 yes
2377 AB878 c26k1 Big E 1008 76 50.0 no
2345 AB1206 c25k68 Big B 1003 115 49.0 yes
2225 AB890 c24k47 Medium E 999 114 48.0 yes
2236 AB907 c24k58 Medium E 990 113 48.0 no
1623 AB1037 c17k39 Medium A 986 96 46.0 yes
1831 AB1280 c19k49 Medium B 963 106 45.0 yes
2299 AB979 c25k22 Medium E 960 138 45.0 yes
1765 AB1198 c18k82 Medium B 958 149 44.0 no
1758 AB119 c18k75 Medium B 948 129 43.0 no
2256 AB930 c24k78 Medium E 946 84 43.0 yes
2279 AB955 c25k2 Medium E 944 64 43.0 no
1818 AB1267 c19k36 Medium B 940 119 43.0 yes
1775 AB1210 c18k92 Medium B 940 99 43.0 no
1651 AB1069 c17k67 Medium A 937 127 43.0 yes
1612 AB1024 c17k28 Medium A 925 107 42.0 no
2089 AB726 c23k10 Medium D 920 118 41.0 no
1992 AB615 c22k12 Medium D 920 142 41.0 yes
1811 AB1260 c19k29 Medium B 904 137 41.0 no
1621 AB1035 c17k37 Medium A 902 85 41.0 yes
2297 AB977 c25k20 Medium E 890 88 39.0 yes
1836 AB1286 c19k54 Medium B 890 60 39.0 yes
1741 AB1171 c18k58 Medium A 890 140 39.0 no
2145 AB798 c23k66 Medium D 880 120 38.0 no
1800 AB1247 c19k18 Medium B 880 84 38.0 yes
1708 AB1137 c18k25 Medium A 874 79 38.0 no
2148 AB804 c23k69 Medium D 870 123 38.0 yes
2302 AB982 c25k25 Medium E 864 138 37.0 no
2114 AB764 c23k35 Medium D 856 138 36.0 yes
1737 AB1167 c18k54 Medium A 850 125 36.0 yes
1730 AB1160 c18k47 Medium A 850 113 36.0 no
1592 AB1004 c17k8 Medium A 844 141 35.0 no
2254 AB928 c24k76 Medium E 841 137 35.0 no
2003 AB627 c22k23 Medium D 840 85 35.0 yes
2097 AB737 c23k18 Medium D 830 123 34.0 no
1593 AB1005 c17k9 Medium A 822 123 34.0 yes
2198 AB858 c24k20 Medium E 820 58 34.0 yes
1664 AB1081 c17k80 Medium A 814 106 33.0 no
2208 AB871 c24k30 Medium E 812 98 33.0 yes
2144 AB797 c23k65 Medium D 810 117 33.0 no
2143 AB796 c23k64 Medium D 810 57 32.0 yes
2290 AB970 c25k13 Medium E 809 123 32.0 no
2298 AB978 c25k21 Medium E 801 99 32.0 no
1834 AB1284 c19k52 Medium B 801 63 32.0 yes
1727 AB1157 c18k44 Medium A 794 67 31.0 no
2294 AB974 c25k17 Medium E 790 90 31.0 yes
2136 AB789 c23k57 Medium D 790 102 31.0 yes
1620 AB1034 c17k36 Medium A 790 54 31.0 yes
1745 AB1176 c18k62 Medium A 780 58 30.0 no
2223 AB888 c24k45 Medium E 770 89 29.0 no
1729 AB1159 c18k46 Medium A 766 65 29.0 no
1735 AB1165 c18k52 Medium A 760 68 29.0 no
1673 AB1090 c17k89 Medium A 760 92 29.0 yes
1855 AB1307 c19k73 Medium B 755 124 29.0 no
2275 AB950 c24k97 Medium E 750 79 28.0 yes
2231 AB899 c24k53 Medium E 750 75 28.0 no
2130 AB783 c23k51 Medium D 750 108 28.0 yes
2055 AB690 c22k75 Medium D 750 95 28.0 yes
1808 AB1257 c19k26 Medium B 750 88 28.0 yes
1587 AB096 c17k3 Medium A 741 90 27.0 yes
2140 AB793 c23k61 Medium D 740 106 27.0 yes
1601 AB1014 c17k17 Medium A 740 62 27.0 yes
1595 AB1007 c17k11 Medium A 740 122 27.0 no
2291 AB971 c25k14 Medium E 735 110 27.0 yes
2084 AB720 c23k5 Medium D 730 129 27.0 yes
1866 AB1320 c19k84 Medium B 721 65 27.0 yes
2222 AB887 c24k44 Medium E 720 68 26.0 yes
1740 AB1170 c18k57 Medium A 720 92 26.0 yes
1626 AB1045 c17k42 Medium A 715 124 26.0 yes
2241 AB914 c24k63 Medium E 714 44 26.0 yes
1823 AB1272 c19k41 Medium B 714 52 26.0 yes
1875 AB1329 c19k93 Medium B 713 52 26.0 no
2008 AB632 c22k28 Medium D 710 103 25.0 no
1616 AB1030 c17k32 Medium A 710 92 26.0 yes
1609 AB1021 c17k25 Medium A 710 63 25.0 yes
2054 AB689 c22k74 Medium D 708 47 25.0 yes
2273 AB948 c24k95 Medium E 705 99 25.0 no
1789 AB1234 c19k7 Medium B 704 47 25.0 yes
1647 AB1065 c17k63 Medium A 704 55 25.0 no
2129 AB782 c23k50 Medium D 700 105 24.0 no
2119 AB772 c23k40 Medium D 700 98 24.0 yes
2117 AB770 c23k38 Medium D 700 126 24.0 yes
1837 AB1287 c19k55 Medium B 695 53 24.0 yes
1606 AB1019 c17k22 Medium A 694 53 24.0 no
2166 AB823 c23k87 Medium D 692 93 24.0 yes
2053 AB688 c22k73 Medium D 692 69 24.0 yes
2134 AB787 c23k55 Medium D 690 65 23.0 no
2064 AB699 c22k84 Medium D 690 117 24.0 yes
2167 AB824 c23k88 Medium D 683 96 23.0 no
2093 AB733 c23k14 Medium D 680 84 23.0 no
1753 AB1184 c18k70 Medium A 680 120 23.0 no
1685 AB1105 c18k2 Medium A 680 80 23.0 yes
1842 AB1292 c19k60 Medium B 675 88 23.0 no
1716 AB1144 c18k33 Medium A 675 72 23.0 no
1630 AB1049 c17k46 Medium A 672 39 23.0 yes
1585 AB094 c17k1 Medium A 671 119 23.0 yes
2271 AB946 c24k93 Medium E 670 71 23.0 no
1835 AB1285 c19k53 Medium B 669 79 22.0 yes
1747 AB1178 c18k64 Medium A 668 63 22.0 yes
1868 AB1322 c19k86 Medium B 667 98 22.0 yes
1857 AB1310 c19k75 Medium B 667 102 22.0 no
2185 AB844 c24k7 Medium E 665 114 22.0 yes
1833 AB1282 c19k51 Medium B 662 94 22.0 yes
1752 AB1183 c18k69 Medium A 656 62 22.0 no
1721 AB115 c18k38 Medium A 656 106 22.0 no
2108 AB758 c23k29 Medium D 650 65 21.0 yes
2082 AB718 c23k3 Medium D 650 89 21.0 yes
2047 AB682 c22k67 Medium D 650 81 22.0 yes
2004 AB628 c22k24 Medium D 650 93 21.0 yes
1970 AB588 c20k89 Medium C 650 41 21.0 yes
1717 AB1145 c18k34 Medium A 650 117 21.0 yes
2313 AB999 c25k36 Medium E 648 65 21.0 no
1853 AB1304 c19k71 Medium B 645 65 21.0 yes
1714 AB1142 c18k31 Medium A 645 89 21.0 no
2252 AB926 c24k74 Medium E 640 100 20.0 yes
2033 AB664 c22k53 Medium D 640 97 21.0 no
2006 AB630 c22k26 Medium D 640 53 21.0 no
2146 AB802 c23k67 Medium D 630 99 20.0 yes
2083 AB719 c23k4 Medium D 630 103 19.0 yes
2078 AB714 c22k98 Medium D 630 111 19.0 yes
2072 AB708 c22k92 Medium D 630 87 20.0 yes
2049 AB684 c22k69 Medium D 630 51 20.0 yes
1994 AB617 c22k14 Medium D 630 44 20.0 no
1978 AB598 c20k97 Medium C 630 111 20.0 yes
1806 AB1255 c19k24 Medium B 630 79 20.0 yes
1703 AB1129 c18k20 Medium A 630 40 20.0 no
2142 AB795 c23k63 Medium D 628 91 19.0 yes
1704 AB1131 c18k21 Medium A 627 71 19.0 yes
1756 AB1188 c18k73 Medium A 621 59 19.0 yes
2159 AB816 c23k80 Medium D 620 54 19.0 yes
1968 AB586 c20k87 Medium C 620 99 19.0 no
1959 AB577 c20k78 Medium C 620 42 19.0 yes
1847 AB1298 c19k65 Medium B 619 46 19.0 yes
2249 AB923 c24k71 Medium E 611 94 18.0 yes
2306 AB992 c25k29 Medium E 610 93 18.0 yes
2268 AB943 c24k90 Medium E 610 73 18.0 yes
1982 AB603 c22k2 Medium C 610 97 18.0 yes
1681 AB1101 c17k97 Medium A 610 53 18.0 no
1639 AB1057 c17k55 Medium A 610 89 18.0 no
2285 AB965 c25k8 Medium E 601 65 18.0 no
1879 AB1908 c19k97 Medium C 600 76 17.0 no
1869 AB1323 c19k87 Medium B 600 96 18.0 no
1782 AB1222 c18k99 Medium B 600 108 17.0 no
1766 AB120 c18k83 Medium B 600 48 18.0 no
1596 AB1009 c17k12 Medium A 600 44 17.0 yes
2239 AB911 c24k61 Medium E 595 71 17.0 yes
1871 AB1325 c19k89 Medium B 595 87 17.0 no
2227 AB895 c24k49 Medium E 594 99 17.0 yes
2283 AB963 c25k6 Medium E 590 79 16.0 yes
2282 AB961 c25k5 Medium E 590 79 16.0 yes
2177 AB836 c23k98 Medium E 590 79 17.0 no
2127 AB780 c23k48 Medium D 590 39 17.0 yes
1667 AB1085 c17k83 Medium A 585 59 16.0 no
2220 AB885 c24k42 Medium E 580 50 16.0 yes
2124 AB777 c23k45 Medium D 580 54 16.0 yes
2019 AB648 c22k39 Medium D 580 74 16.0 no
1819 AB1268 c19k37 Medium B 580 58 16.0 yes
1951 AB2395 c20k70 Medium C 578 77 16.0 yes
1934 AB2256 c20k53 Medium C 578 105 16.0 yes
2205 AB868 c24k27 Medium E 576 29 15.0 yes
1692 AB1112 c18k9 Medium A 576 105 15.0 yes
1937 AB2272 c20k56 Medium C 571 65 15.0 yes
2250 AB924 c24k72 Medium E 570 57 15.0 no
2045 AB680 c22k65 Medium D 570 93 15.0 no
1964 AB582 c20k83 Medium C 570 53 15.0 yes
2202 AB865 c24k24 Medium E 565 44 15.0 no
2155 AB812 c23k76 Medium D 560 28 14.0 yes
1723 AB1152 c18k40 Medium A 560 60 15.0 no
1579 AB058 c16k94 Medium A 556 92 14.0 yes
2246 AB920 c24k68 Medium E 555 56 14.0 yes
1820 AB1269 c19k38 Medium B 554 44 14.0 no
1672 AB109 c17k88 Medium A 551 99 14.0 yes
1991 AB614 c22k11 Medium D 550 47 14.0 yes
1962 AB580 c20k81 Medium C 550 67 14.0 yes
1793 AB1239 c19k11 Medium B 550 95 14.0 no
1742 AB1173 c18k59 Medium A 550 35 14.0 no
1583 AB091 c16k98 Medium A 550 75 14.0 no
1757 AB1189 c18k74 Medium B 542 86 14.0 no
2284 AB964 c25k7 Medium E 540 66 13.0 yes
2219 AB884 c24k41 Medium E 540 82 13.0 yes
2175 AB834 c23k96 Medium D 540 54 13.0 yes
2070 AB706 c22k90 Medium D 540 90 13.0 yes
1884 AB1959 c20k3 Medium C 540 38 13.0 no
1796 AB1243 c19k14 Medium B 540 74 13.0 yes
1944 AB2337 c20k63 Medium C 539 106 13.0 yes
2023 AB653 c22k43 Medium D 530 73 13.0 yes
1790 AB1235 c19k8 Medium B 530 97 13.0 no
2153 AB809 c23k74 Medium D 529 65 13.0 yes
1938 AB2281 c20k57 Medium C 529 57 13.0 yes
1724 AB1154 c18k41 Medium A 525 57 13.0 no
1946 AB2352 c20k65 Medium C 522 61 13.0 yes
1582 AB090 c16k97 Medium A 521 57 13.0 no
2307 AB993 c25k30 Medium E 520 65 12.0 yes
2263 AB938 c24k85 Medium E 520 52 12.0 no
1926 AB2206 c20k45 Medium C 520 81 12.0 yes
1915 AB2138 c20k34 Medium C 520 85 12.0 yes
1904 AB2083 c20k23 Medium C 520 56 12.0 yes
1795 AB1242 c19k13 Medium B 520 85 12.0 yes
1881 AB1935 c19k99 Medium C 519 88 12.0 yes
1722 AB1150 c18k39 Medium A 512 92 12.0 no
1887 AB2012 c20k6 Medium C 510 31 12.0 no
1712 AB1140 c18k29 Medium A 502 83 12.0 no
2039 AB672 c22k59 Medium D 500 99 11.0 no
1942 AB2327 c20k61 Medium C 500 94 11.0 no
1919 AB2177 c20k38 Medium C 500 63 12.0 no
1909 AB2106 c20k28 Medium C 500 55 11.0 yes
1563 AB729 c16k78 Small D 495 90 10.5 no
1070 AB2243 c11k80 Small C 491 42 10.5 yes
1561 AB679 c16k76 Small D 490 50 10.5 yes
804 AB1958 c9k12 Small C 490 94 10.5 no
738 AB1892 c8k45 Small C 490 30 10.5 yes
98 AB1193 c1k98 Small B 490 38 10.5 yes
1064 AB2237 c11k74 Small C 487 53 10.5 no
1570 AB811 c16k85 Small D 480 73 10.0 yes
1552 AB608 c16k67 Small C 480 89 10.0 yes
890 AB2049 c9k98 Small C 480 85 10.0 yes
852 AB2003 c9k60 Small C 480 93 10.0 no
111 AB1252 c2k12 Small B 480 45 10.0 yes
980 AB2148 c10k89 Small C 475 65 10.0 no
880 AB2037 c9k88 Small C 475 33 10.0 no
1557 AB649 c16k72 Small D 470 24 10.0 no
1021 AB2190 c11k31 Small C 470 68 10.0 yes
94 AB1135 c1k94 Small A 470 32 10.0 yes
1129 AB2303 c12k40 Small C 468 32 10.0 yes
1148 AB2323 c12k59 Small C 464 32 10.0 yes
995 AB2162 c11k5 Small C 461 56 9.0 no
1119 AB2294 c12k30 Small C 460 27 9.0 no
1039 AB2210 c11k49 Small C 460 27 9.0 yes
878 AB2035 c9k86 Small C 458 47 9.0 yes
955 AB2121 c10k64 Small C 450 26 9.0 yes
780 AB1933 c8k87 Small C 450 71 9.0 yes
751 AB1904 c8k58 Small C 450 50 9.0 yes
970 AB2137 c10k79 Small C 449 70 9.0 no
900 AB2060 c10k9 Small C 440 38 8.0 yes
740 AB1894 c8k47 Small C 440 74 8.0 no
1095 AB2270 c12k6 Small C 430 77 8.0 no
747 AB1900 c8k54 Small C 430 17 8.0 yes
925 AB2089 c10k34 Small C 429 101 8.0 no
1109 AB2285 c12k20 Small C 428 57 8.0 no
1210 AB2388 c13k22 Small C 425 21 8.0 yes
48 AB048 c1k48 Small A 422 101 8.0 yes
915 AB2076 c10k24 Small C 421 101 8.0 no
1564 AB730 c16k79 Small D 420 101 8.0 yes
1063 AB2236 c11k73 Small C 420 28 7.0 yes
829 AB1981 c9k37 Small C 420 40 8.0 yes
822 AB1975 c9k30 Small C 420 36 8.0 yes
772 AB1926 c8k79 Small C 420 84 7.0 yes
1142 AB2318 c12k53 Small C 414 28 7.0 yes
785 AB1939 c8k92 Small C 412 92 7.0 no
24 AB024 c1k24 Small A 411 56 7.0 yes
1216 AB2393 c13k28 Small C 410 60 7.0 yes
981 AB2149 c10k90 Small C 410 60 7.0 no
469 AB1648 c5k73 Small B 407 20 7.0 yes
1110 AB2286 c12k21 Small C 400 19 7.0 no
936 AB2100 c10k45 Small C 400 91 7.0 no
809 AB1963 c9k17 Small C 400 95 7.0 no
976 AB2144 c10k85 Small C 396 39 7.0 no
734 AB1889 c8k41 Small C 394 79 7.0 yes
1004 AB2170 c11k14 Small C 392 27 7.0 yes
994 AB2161 c11k4 Small C 390 27 7.0 no
974 AB2142 c10k83 Small C 390 19 7.0 yes
1167 AB2344 c12k78 Small C 388 95 6.0 yes
940 AB2104 c10k49 Small C 387 59 6.0 no
1487 AB508 c16k2 Small C 383 26 6.0 no
730 AB1885 c8k37 Small C 380 18 6.0 yes
26 AB026 c1k26 Small A 380 38 6.0 no
1014 AB2183 c11k24 Small C 376 74 6.0 yes
1059 AB2232 c11k69 Small C 375 62 6.0 yes
1067 AB2240 c11k77 Small C 374 18 6.0 yes
774 AB1928 c8k81 Small C 373 98 6.0 yes
1101 AB2277 c12k12 Small C 370 33 6.0 yes
1030 AB2201 c11k40 Small C 370 86 6.0 no
1006 AB2172 c11k16 Small C 370 54 6.0 yes
151 AB1359 c2k52 Small B 370 70 6.0 yes
1065 AB2239 c11k75 Small C 368 17 6.0 no
1182 AB2359 c12k93 Small C 367 53 6.0 yes
862 AB2017 c9k70 Small C 363 97 5.0 no
1130 AB2304 c12k41 Small C 360 73 5.0 yes
68 AB071 c1k68 Small A 360 29 5.0 yes
65 AB068 c1k65 Small A 360 61 5.0 no
39 AB039 c1k39 Small A 360 41 5.0 yes
1149 AB2324 c12k60 Small C 356 61 5.0 yes
30 AB030 c1k30 Small A 354 33 5.0 yes
1131 AB2306 c12k42 Small C 350 25 5.0 yes
1082 AB2257 c11k92 Small C 350 72 5.0 yes
954 AB2120 c10k63 Small C 350 20 5.0 yes
34 AB034 c1k34 Small A 350 80 5.0 no
1465 AB486 c15k79 Small C 342 40 5.0 no
998 AB2165 c11k8 Small C 340 68 5.0 yes
790 AB1945 c8k97 Small C 340 84 5.0 no
138 AB1347 c2k39 Small B 340 88 5.0 yes
41 AB041 c1k41 Small A 340 20 5.0 yes
455 AB1635 c5k59 Small B 338 52 5.0 yes
33 AB033 c1k33 Small A 334 72 5.0 yes
225 AB1426 c3k27 Small B 330 67 4.0 yes
156 AB1363 c2k57 Small B 320 11 4.0 no
742 AB1896 c8k49 Small C 319 67 4.0 yes
1486 AB507 c16k1 Small C 317 31 4.0 no
1169 AB2346 c12k80 Small C 314 70 4.0 no
17 AB017 c1k17 Small A 311 34 4.0 no
782 AB1936 c8k89 Small C 310 18 4.0 no
1483 AB504 c15k97 Small C 305 38 4.0 no
1177 AB2354 c12k88 Small C 300 78 3.0 yes
334 AB1525 c4k37 Small B 300 26 4.0 yes
290 AB1485 c3k92 Small B 300 90 3.0 no
297 AB1491 c3k99 Small B 296 13 3.0 yes
341 AB1531 c4k44 Small B 295 49 3.0 yes
1440 AB461 c15k54 Small C 292 13 3.0 yes
486 AB1663 c5k90 Small B 292 57 3.0 no
385 AB1571 c4k88 Small B 290 45 3.0 yes
1498 AB519 c16k13 Small C 280 21 3.0 yes
481 AB1659 c5k85 Small B 278 53 3.0 yes
434 AB1616 c5k38 Small B 278 17 3.0 yes
144 AB1352 c2k45 Small B 273 16 3.0 yes
1408 AB429 c15k22 Small C 270 60 3.0 no
373 AB1560 c4k76 Small B 270 72 3.0 yes
241 AB1440 c3k43 Small B 270 28 3.0 yes
127 AB1337 c2k28 Small B 270 32 3.0 no
410 AB1594 c5k14 Small B 264 44 3.0 no
371 AB1559 c4k74 Small B 260 76 2.0 no
280 AB1476 c3k82 Small B 260 84 2.0 yes
83 AB088 c1k83 Small A 260 84 2.0 yes
456 AB1636 c5k60 Small B 251 23 2.0 no
1495 AB516 c16k10 Small C 249 27 2.0 yes
1422 AB443 c15k36 Small C 249 67 2.0 no
1397 AB418 c15k11 Small C 246 7 2.0 yes
359 AB1548 c4k62 Small B 245 87 2.0 no
253 AB1451 c3k55 Small B 232 47 2.0 no
1401 AB422 c15k15 Small C 230 86 2.0 yes
314 AB1507 c4k17 Small B 230 38 2.0 yes
1520 AB541 c16k35 Small C 227 34 2.0 yes
441 AB1622 c5k45 Small B 223 82 2.0 no
1448 AB469 c15k62 Small C 222 90 2.0 yes
1536 AB557 c16k51 Small C 220 86 2.0 no
484 AB1661 c5k88 Small B 217 6 2.0 yes
1450 AB471 c15k64 Small C 216 62 2.0 yes
1530 AB551 c16k45 Small C 212 10 1.0 no
1336 AB357 c14k49 Small C 200 45 1.0 no
211 AB1413 c3k13 Small B 199 49 1.0 no
1114 AB229 c12k25 Small C 198 77 1.0 no
1439 AB460 c15k53 Small C 192 57 1.0 no
601 AB1768 c7k7 Small B 190 25 1.0 yes
561 AB1731 c6k66 Small B 190 9 1.0 yes
1028 AB220 c11k38 Small C 182 24 1.0 yes
688 AB1847 c7k94 Small B 181 8 1.0 yes
982 AB215 c10k91 Small C 180 36 1.0 yes
539 AB1711 c6k44 Small B 180 12 1.0 yes
677 AB1837 c7k83 Small B 170 60 1.0 no
1321 AB342 c14k34 Small C 159 44 1.0 yes
648 AB1810 c7k54 Small B 156 23 1.0 yes
1351 AB372 c14k64 Small C 154 55 1.0 yes
590 AB1758 c6k95 Small B 152 43 1.0 no
557 AB1728 c6k62 Small B 145 23 0.5 yes
837 AB199 c9k45 Small C 137 35 0.5 yes
641 AB1804 c7k47 Small B 136 83 0.5 no
686 AB1845 c7k92 Small B 134 7 0.5 no
1317 AB338 c14k30 Small C 127 46 0.5 yes
1287 AB308 c13k99 Small C 120 46 0.5 yes
1264 AB285 c13k76 Small C 120 54 0.5 no
1248 AB269 c13k60 Small C 120 10 0.5 yes
670 AB1830 c7k76 Small B 117 38 0.5 no
1375 AB396 c14k88 Small C 99 65 0.5 yes
1254 AB275 c13k66 Small C 96 57 0.5 yes
1056 AB223 c11k66 Small C 89 65 0.5 yes
504 AB168 c6k9 Small B 87 9 0.5 yes
[1] 400 8
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