Frequencies for b_1_c0_21 variable in prds_hosp10_yr2017 dataset : Interns & | Res Salary | and Fringe | Benefits | B000001 | 02100 | 00000 | Freq. Percent Cum. ------------+----------------------------------- 1285 | 1 0.03 0.03 1859 | 1 0.03 0.05 2278 | 1 0.03 0.08 6012 | 1 0.03 0.11 6239 | 1 0.03 0.13 6481 | 1 0.03 0.16 10448 | 1 0.03 0.19 11114 | 1 0.03 0.21 14000 | 1 0.03 0.24 17165 | 1 0.03 0.27 17328 | 1 0.03 0.29 17606 | 1 0.03 0.32 17653 | 1 0.03 0.35 21371 | 1 0.03 0.37 24820 | 1 0.03 0.40 26335 | 1 0.03 0.43 30590 | 1 0.03 0.45 31650 | 1 0.03 0.48 37323 | 1 0.03 0.51 42688 | 1 0.03 0.53 43876 | 1 0.03 0.56 44832 | 1 0.03 0.59 55093 | 1 0.03 0.61 56669 | 1 0.03 0.64 57461 | 1 0.03 0.67 58109 | 1 0.03 0.69 58929 | 1 0.03 0.72 66241 | 1 0.03 0.75 68340 | 1 0.03 0.77 71848 | 1 0.03 0.80 72473 | 1 0.03 0.83 73207 | 1 0.03 0.85 77333 | 1 0.03 0.88 79256 | 1 0.03 0.91 79398 | 1 0.03 0.93 81059 | 2 0.05 0.99 88375 | 1 0.03 1.01 89825 | 1 0.03 1.04 100470 | 1 0.03 1.07 102116 | 1 0.03 1.09 103759 | 1 0.03 1.12 106018 | 1 0.03 1.15 118012 | 1 0.03 1.17 118800 | 1 0.03 1.20 123232 | 1 0.03 1.23 123345 | 1 0.03 1.25 128018 | 1 0.03 1.28 131749 | 1 0.03 1.31 135915 | 1 0.03 1.33 137704 | 1 0.03 1.36 139460 | 1 0.03 1.39 146244 | 1 0.03 1.41 146849 | 1 0.03 1.44 148020 | 1 0.03 1.47 151520 | 1 0.03 1.49 152285 | 1 0.03 1.52 162351 | 1 0.03 1.55 165768 | 1 0.03 1.57 166169 | 1 0.03 1.60 168609 | 1 0.03 1.63 169658 | 1 0.03 1.65 176851 | 1 0.03 1.68 178685 | 1 0.03 1.71 180044 | 1 0.03 1.73 180929 | 1 0.03 1.76 183197 | 1 0.03 1.79 184219 | 1 0.03 1.81 187772 | 1 0.03 1.84 188708 | 1 0.03 1.87 189114 | 1 0.03 1.89 194644 | 1 0.03 1.92 195854 | 1 0.03 1.95 199250 | 1 0.03 1.97 203298 | 1 0.03 2.00 203817 | 1 0.03 2.03 210423 | 1 0.03 2.05 213616 | 1 0.03 2.08 221106 | 1 0.03 2.11 221376 | 1 0.03 2.13 221830 | 1 0.03 2.16 221875 | 1 0.03 2.19 225830 | 1 0.03 2.21 232542 | 1 0.03 2.24 234834 | 1 0.03 2.27 238170 | 1 0.03 2.29 247387 | 1 0.03 2.32 254539 | 1 0.03 2.35 259024 | 1 0.03 2.37 264846 | 1 0.03 2.40 266964 | 1 0.03 2.43 272860 | 1 0.03 2.45 275887 | 1 0.03 2.48 277590 | 1 0.03 2.51 287335 | 1 0.03 2.53 293770 | 1 0.03 2.56 295373 | 1 0.03 2.59 295630 | 1 0.03 2.61 306947 | 1 0.03 2.64 322656 | 1 0.03 2.67 332064 | 1 0.03 2.69 333582 | 1 0.03 2.72 337533 | 1 0.03 2.75 338119 | 1 0.03 2.77 339319 | 1 0.03 2.80 340521 | 1 0.03 2.83 354211 | 1 0.03 2.85 359333 | 1 0.03 2.88 360057 | 1 0.03 2.91 362505 | 1 0.03 2.93 363690 | 1 0.03 2.96 366260 | 1 0.03 2.99 367313 | 1 0.03 3.01 392541 | 1 0.03 3.04 396617 | 1 0.03 3.07 403564 | 1 0.03 3.09 409276 | 1 0.03 3.12 412375 | 1 0.03 3.15 416344 | 1 0.03 3.17 418070 | 1 0.03 3.20 418460 | 1 0.03 3.23 430392 | 1 0.03 3.25 444681 | 1 0.03 3.28 451730 | 1 0.03 3.31 458384 | 1 0.03 3.33 463564 | 1 0.03 3.36 468096 | 1 0.03 3.39 485262 | 1 0.03 3.41 492305 | 1 0.03 3.44 493521 | 1 0.03 3.47 505896 | 1 0.03 3.49 506279 | 1 0.03 3.52 520472 | 1 0.03 3.55 523337 | 1 0.03 3.57 524946 | 1 0.03 3.60 532814 | 1 0.03 3.63 533213 | 1 0.03 3.65 534610 | 1 0.03 3.68 537118 | 1 0.03 3.71 541896 | 1 0.03 3.73 542903 | 1 0.03 3.76 546550 | 1 0.03 3.79 551049 | 1 0.03 3.81 551714 | 1 0.03 3.84 561003 | 1 0.03 3.87 564279 | 1 0.03 3.89 568517 | 1 0.03 3.92 568976 | 1 0.03 3.95 572406 | 1 0.03 3.97 580576 | 1 0.03 4.00 583319 | 1 0.03 4.03 600503 | 1 0.03 4.05 627951 | 1 0.03 4.08 630381 | 1 0.03 4.11 642347 | 1 0.03 4.13 658987 | 1 0.03 4.16 667094 | 1 0.03 4.19 670319 | 1 0.03 4.21 681724 | 1 0.03 4.24 689917 | 1 0.03 4.27 690458 | 1 0.03 4.29 708805 | 1 0.03 4.32 714159 | 1 0.03 4.35 728102 | 1 0.03 4.37 732892 | 1 0.03 4.40 750185 | 1 0.03 4.43 750591 | 1 0.03 4.45 764233 | 1 0.03 4.48 766803 | 1 0.03 4.51 770205 | 1 0.03 4.53 783108 | 1 0.03 4.56 801615 | 1 0.03 4.59 809470 | 1 0.03 4.61 822586 | 1 0.03 4.64 855728 | 1 0.03 4.67 878917 | 1 0.03 4.69 889168 | 1 0.03 4.72 893072 | 1 0.03 4.75 899485 | 1 0.03 4.77 901685 | 1 0.03 4.80 906050 | 1 0.03 4.83 908747 | 1 0.03 4.85 914088 | 1 0.03 4.88 928389 | 1 0.03 4.91 941513 | 1 0.03 4.93 954934 | 1 0.03 4.96 961673 | 1 0.03 4.99 961845 | 1 0.03 5.01 964341 | 1 0.03 5.04 972388 | 1 0.03 5.07 982435 | 1 0.03 5.09 984364 | 1 0.03 5.12 986229 | 1 0.03 5.15 1005432 | 1 0.03 5.17 1016371 | 1 0.03 5.20 1018100 | 1 0.03 5.23 1024938 | 1 0.03 5.25 1040755 | 1 0.03 5.28 1042640 | 1 0.03 5.31 1042726 | 1 0.03 5.33 1051274 | 1 0.03 5.36 1051487 | 1 0.03 5.39 1074789 | 1 0.03 5.41 1088554 | 1 0.03 5.44 1090423 | 1 0.03 5.47 1093645 | 1 0.03 5.49 1098056 | 1 0.03 5.52 1099363 | 1 0.03 5.55 1100414 | 1 0.03 5.57 1104029 | 1 0.03 5.60 1108910 | 1 0.03 5.63 1110735 | 1 0.03 5.65 1111228 | 1 0.03 5.68 1112072 | 1 0.03 5.71 1140947 | 1 0.03 5.73 1141273 | 1 0.03 5.76 1150679 | 1 0.03 5.79 1159112 | 1 0.03 5.81 1160473 | 1 0.03 5.84 1166507 | 1 0.03 5.87 1178848 | 1 0.03 5.89 1184232 | 1 0.03 5.92 1190897 | 1 0.03 5.95 1198265 | 1 0.03 5.97 1206699 | 1 0.03 6.00 1206939 | 1 0.03 6.03 1209594 | 1 0.03 6.05 1227812 | 1 0.03 6.08 1240751 | 1 0.03 6.11 1240804 | 1 0.03 6.13 1254732 | 1 0.03 6.16 1256886 | 1 0.03 6.19 1268511 | 1 0.03 6.21 1269577 | 1 0.03 6.24 1272983 | 1 0.03 6.27 1275501 | 1 0.03 6.30 1292848 | 1 0.03 6.32 1295069 | 1 0.03 6.35 1330152 | 1 0.03 6.38 1331873 | 1 0.03 6.40 1332860 | 1 0.03 6.43 1337972 | 1 0.03 6.46 1338578 | 1 0.03 6.48 1358856 | 1 0.03 6.51 1389045 | 1 0.03 6.54 1391240 | 1 0.03 6.56 1406405 | 1 0.03 6.59 1411351 | 1 0.03 6.62 1419840 | 1 0.03 6.64 1426184 | 1 0.03 6.67 1429495 | 1 0.03 6.70 1446385 | 1 0.03 6.72 1451668 | 1 0.03 6.75 1454634 | 1 0.03 6.78 1459158 | 1 0.03 6.80 1474324 | 1 0.03 6.83 1492128 | 1 0.03 6.86 1495671 | 1 0.03 6.88 1499690 | 1 0.03 6.91 1501089 | 1 0.03 6.94 1501630 | 1 0.03 6.96 1522452 | 1 0.03 6.99 1530591 | 1 0.03 7.02 1532624 | 1 0.03 7.04 1533825 | 1 0.03 7.07 1545077 | 1 0.03 7.10 1546207 | 1 0.03 7.12 1549409 | 1 0.03 7.15 1551889 | 1 0.03 7.18 1553510 | 1 0.03 7.20 1566807 | 1 0.03 7.23 1570866 | 1 0.03 7.26 1571715 | 1 0.03 7.28 1575034 | 1 0.03 7.31 1576226 | 1 0.03 7.34 1586335 | 1 0.03 7.36 1591890 | 1 0.03 7.39 1599170 | 1 0.03 7.42 1599328 | 1 0.03 7.44 1627221 | 1 0.03 7.47 1633054 | 1 0.03 7.50 1645621 | 1 0.03 7.52 1653572 | 1 0.03 7.55 1661898 | 1 0.03 7.58 1680078 | 1 0.03 7.60 1695036 | 1 0.03 7.63 1716502 | 1 0.03 7.66 1725158 | 1 0.03 7.68 1734799 | 1 0.03 7.71 1737984 | 1 0.03 7.74 1741443 | 1 0.03 7.76 1759203 | 1 0.03 7.79 1765406 | 1 0.03 7.82 1772523 | 1 0.03 7.84 1800676 | 1 0.03 7.87 1804558 | 1 0.03 7.90 1813151 | 1 0.03 7.92 1839801 | 1 0.03 7.95 1857345 | 1 0.03 7.98 1861391 | 1 0.03 8.00 1865007 | 1 0.03 8.03 1907441 | 1 0.03 8.06 1908503 | 1 0.03 8.08 1917488 | 1 0.03 8.11 1933401 | 1 0.03 8.14 1952814 | 1 0.03 8.16 1953523 | 1 0.03 8.19 1956441 | 1 0.03 8.22 1961437 | 1 0.03 8.24 1963978 | 1 0.03 8.27 1993352 | 1 0.03 8.30 2030316 | 1 0.03 8.32 2070639 | 1 0.03 8.35 2083827 | 1 0.03 8.38 2085117 | 1 0.03 8.40 2094831 | 1 0.03 8.43 2098081 | 1 0.03 8.46 2102707 | 1 0.03 8.48 2126766 | 1 0.03 8.51 2134595 | 1 0.03 8.54 2141469 | 1 0.03 8.56 2148172 | 1 0.03 8.59 2153912 | 1 0.03 8.62 2165570 | 1 0.03 8.64 2168339 | 1 0.03 8.67 2212354 | 1 0.03 8.70 2234761 | 1 0.03 8.72 2255128 | 1 0.03 8.75 2258890 | 1 0.03 8.78 2263372 | 1 0.03 8.80 2277671 | 1 0.03 8.83 2286279 | 1 0.03 8.86 2336195 | 1 0.03 8.88 2340521 | 1 0.03 8.91 2347295 | 1 0.03 8.94 2351841 | 1 0.03 8.96 2360342 | 1 0.03 8.99 2361879 | 1 0.03 9.02 2363245 | 1 0.03 9.04 2375698 | 1 0.03 9.07 2414613 | 1 0.03 9.10 2419646 | 1 0.03 9.12 2429832 | 1 0.03 9.15 2435568 | 1 0.03 9.18 2474825 | 1 0.03 9.20 2548583 | 1 0.03 9.23 2549704 | 1 0.03 9.26 2557856 | 1 0.03 9.28 2573501 | 1 0.03 9.31 2573529 | 1 0.03 9.34 2591742 | 1 0.03 9.36 2595172 | 1 0.03 9.39 2607638 | 1 0.03 9.42 2607734 | 1 0.03 9.44 2621055 | 1 0.03 9.47 2644974 | 1 0.03 9.50 2648536 | 1 0.03 9.52 2672300 | 1 0.03 9.55 2685215 | 1 0.03 9.58 2693414 | 1 0.03 9.60 2696467 | 1 0.03 9.63 2712941 | 1 0.03 9.66 2752469 | 1 0.03 9.68 2756914 | 1 0.03 9.71 2767280 | 1 0.03 9.74 2772264 | 1 0.03 9.76 2776261 | 1 0.03 9.79 2810461 | 1 0.03 9.82 2822110 | 1 0.03 9.84 2889817 | 1 0.03 9.87 2925521 | 1 0.03 9.90 2942274 | 1 0.03 9.92 2961011 | 1 0.03 9.95 2984531 | 1 0.03 9.98 3009740 | 1 0.03 10.00 3035695 | 1 0.03 10.03 3055244 | 1 0.03 10.06 3130653 | 1 0.03 10.08 3157283 | 1 0.03 10.11 3176791 | 1 0.03 10.14 3220978 | 1 0.03 10.16 3316096 | 1 0.03 10.19 3356037 | 1 0.03 10.22 3369083 | 1 0.03 10.24 3396909 | 1 0.03 10.27 3425284 | 1 0.03 10.30 3449080 | 1 0.03 10.32 3452439 | 1 0.03 10.35 3462641 | 1 0.03 10.38 3476951 | 1 0.03 10.40 3502479 | 1 0.03 10.43 3580934 | 1 0.03 10.46 3609698 | 1 0.03 10.48 3630844 | 1 0.03 10.51 3649681 | 1 0.03 10.54 3673553 | 1 0.03 10.56 3715751 | 1 0.03 10.59 3732024 | 1 0.03 10.62 3751470 | 1 0.03 10.64 3766576 | 1 0.03 10.67 3766590 | 1 0.03 10.70 3774511 | 1 0.03 10.72 3781714 | 1 0.03 10.75 3787164 | 1 0.03 10.78 3810592 | 1 0.03 10.80 3830047 | 1 0.03 10.83 3864129 | 1 0.03 10.86 3878315 | 1 0.03 10.88 3883178 | 1 0.03 10.91 3917554 | 1 0.03 10.94 3964609 | 1 0.03 10.96 4006356 | 1 0.03 10.99 4021128 | 1 0.03 11.02 4047036 | 1 0.03 11.04 4104231 | 1 0.03 11.07 4128323 | 1 0.03 11.10 4182434 | 1 0.03 11.12 4235837 | 1 0.03 11.15 4243899 | 1 0.03 11.18 4244787 | 1 0.03 11.20 4253392 | 1 0.03 11.23 4265644 | 1 0.03 11.26 4326786 | 1 0.03 11.28 4342072 | 1 0.03 11.31 4359820 | 1 0.03 11.34 4378887 | 1 0.03 11.36 4432327 | 1 0.03 11.39 4500837 | 1 0.03 11.42 4546200 | 1 0.03 11.44 4555310 | 1 0.03 11.47 4558383 | 1 0.03 11.50 4622111 | 1 0.03 11.52 4625240 | 1 0.03 11.55 4627943 | 1 0.03 11.58 4657767 | 1 0.03 11.60 4664224 | 1 0.03 11.63 4666183 | 1 0.03 11.66 4763728 | 1 0.03 11.68 4809485 | 1 0.03 11.71 4815199 | 1 0.03 11.74 4933141 | 1 0.03 11.76 5009374 | 1 0.03 11.79 5064301 | 1 0.03 11.82 5142479 | 1 0.03 11.84 5144876 | 1 0.03 11.87 5216267 | 1 0.03 11.90 5258502 | 1 0.03 11.92 5325467 | 1 0.03 11.95 5358904 | 1 0.03 11.98 5368620 | 1 0.03 12.00 5469727 | 1 0.03 12.03 5493885 | 1 0.03 12.06 5515927 | 1 0.03 12.08 5554013 | 1 0.03 12.11 5616833 | 1 0.03 12.14 5645149 | 1 0.03 12.16 5645269 | 1 0.03 12.19 5705936 | 1 0.03 12.22 5706990 | 1 0.03 12.24 5746643 | 1 0.03 12.27 5819110 | 1 0.03 12.30 6063044 | 1 0.03 12.32 6093806 | 1 0.03 12.35 6096711 | 1 0.03 12.38 6301895 | 1 0.03 12.40 6310096 | 1 0.03 12.43 6340347 | 1 0.03 12.46 6365182 | 1 0.03 12.48 6451122 | 1 0.03 12.51 6544240 | 1 0.03 12.54 6633982 | 1 0.03 12.56 6650136 | 1 0.03 12.59 6750900 | 1 0.03 12.62 6833431 | 1 0.03 12.64 6914268 | 1 0.03 12.67 6969873 | 1 0.03 12.70 7111537 | 1 0.03 12.72 7131375 | 1 0.03 12.75 7156136 | 1 0.03 12.78 7236467 | 1 0.03 12.80 7317998 | 1 0.03 12.83 7402909 | 1 0.03 12.86 7584848 | 1 0.03 12.88 7592892 | 1 0.03 12.91 7596940 | 1 0.03 12.94 7667826 | 1 0.03 12.96 7736739 | 1 0.03 12.99 7746855 | 1 0.03 13.02 7804513 | 1 0.03 13.04 7847612 | 1 0.03 13.07 7986947 | 1 0.03 13.10 8193761 | 1 0.03 13.12 8287367 | 1 0.03 13.15 8488820 | 1 0.03 13.18 8559439 | 1 0.03 13.20 8624908 | 1 0.03 13.23 8649761 | 1 0.03 13.26 8822456 | 1 0.03 13.28 8927117 | 1 0.03 13.31 9182207 | 1 0.03 13.34 9284045 | 1 0.03 13.36 9357653 | 1 0.03 13.39 9377279 | 1 0.03 13.42 9435975 | 1 0.03 13.44 9462900 | 1 0.03 13.47 9510544 | 1 0.03 13.50 9626178 | 1 0.03 13.52 9654935 | 1 0.03 13.55 1.01e+07 | 1 0.03 13.58 1.03e+07 | 1 0.03 13.60 1.04e+07 | 1 0.03 13.63 1.05e+07 | 1 0.03 13.66 1.06e+07 | 1 0.03 13.68 1.06e+07 | 1 0.03 13.71 1.07e+07 | 1 0.03 13.74 1.07e+07 | 1 0.03 13.76 1.08e+07 | 1 0.03 13.79 1.10e+07 | 1 0.03 13.82 1.10e+07 | 1 0.03 13.84 1.10e+07 | 1 0.03 13.87 1.12e+07 | 1 0.03 13.90 1.12e+07 | 1 0.03 13.92 1.14e+07 | 1 0.03 13.95 1.18e+07 | 1 0.03 13.98 1.19e+07 | 1 0.03 14.00 1.20e+07 | 1 0.03 14.03 1.26e+07 | 1 0.03 14.06 1.27e+07 | 1 0.03 14.08 1.29e+07 | 1 0.03 14.11 1.32e+07 | 1 0.03 14.14 1.32e+07 | 1 0.03 14.16 1.33e+07 | 1 0.03 14.19 1.34e+07 | 1 0.03 14.22 1.35e+07 | 1 0.03 14.24 1.35e+07 | 1 0.03 14.27 1.39e+07 | 1 0.03 14.30 1.43e+07 | 1 0.03 14.32 1.45e+07 | 1 0.03 14.35 1.47e+07 | 1 0.03 14.38 1.48e+07 | 1 0.03 14.40 1.54e+07 | 1 0.03 14.43 1.55e+07 | 1 0.03 14.46 1.57e+07 | 1 0.03 14.48 1.58e+07 | 1 0.03 14.51 1.59e+07 | 1 0.03 14.54 1.61e+07 | 1 0.03 14.56 1.65e+07 | 1 0.03 14.59 1.73e+07 | 1 0.03 14.62 1.77e+07 | 1 0.03 14.64 1.87e+07 | 1 0.03 14.67 1.88e+07 | 1 0.03 14.70 1.88e+07 | 1 0.03 14.72 1.91e+07 | 1 0.03 14.75 1.92e+07 | 1 0.03 14.78 1.94e+07 | 1 0.03 14.80 1.95e+07 | 1 0.03 14.83 1.96e+07 | 1 0.03 14.86 1.97e+07 | 1 0.03 14.88 2.03e+07 | 1 0.03 14.91 2.04e+07 | 1 0.03 14.94 2.04e+07 | 1 0.03 14.96 2.07e+07 | 1 0.03 14.99 2.12e+07 | 1 0.03 15.02 2.15e+07 | 1 0.03 15.04 2.25e+07 | 1 0.03 15.07 2.25e+07 | 1 0.03 15.10 2.27e+07 | 1 0.03 15.12 2.28e+07 | 1 0.03 15.15 2.30e+07 | 1 0.03 15.18 2.33e+07 | 1 0.03 15.20 2.35e+07 | 1 0.03 15.23 2.35e+07 | 1 0.03 15.26 2.36e+07 | 1 0.03 15.28 2.38e+07 | 1 0.03 15.31 2.38e+07 | 1 0.03 15.34 2.39e+07 | 1 0.03 15.36 2.40e+07 | 1 0.03 15.39 2.42e+07 | 1 0.03 15.42 2.43e+07 | 1 0.03 15.44 2.44e+07 | 1 0.03 15.47 2.44e+07 | 1 0.03 15.50 2.46e+07 | 1 0.03 15.52 2.58e+07 | 1 0.03 15.55 2.58e+07 | 1 0.03 15.58 2.58e+07 | 1 0.03 15.60 2.59e+07 | 1 0.03 15.63 2.63e+07 | 1 0.03 15.66 2.67e+07 | 1 0.03 15.68 2.72e+07 | 1 0.03 15.71 2.73e+07 | 1 0.03 15.74 2.75e+07 | 1 0.03 15.76 3.00e+07 | 1 0.03 15.79 3.03e+07 | 1 0.03 15.82 3.03e+07 | 1 0.03 15.84 3.03e+07 | 1 0.03 15.87 3.13e+07 | 1 0.03 15.90 3.20e+07 | 1 0.03 15.92 3.24e+07 | 1 0.03 15.95 3.28e+07 | 1 0.03 15.98 3.34e+07 | 1 0.03 16.00 3.34e+07 | 1 0.03 16.03 3.41e+07 | 1 0.03 16.06 3.47e+07 | 1 0.03 16.08 3.53e+07 | 1 0.03 16.11 3.53e+07 | 1 0.03 16.14 3.81e+07 | 1 0.03 16.16 3.96e+07 | 1 0.03 16.19 4.02e+07 | 1 0.03 16.22 4.17e+07 | 1 0.03 16.24 4.44e+07 | 1 0.03 16.27 4.47e+07 | 2 0.05 16.32 4.53e+07 | 1 0.03 16.35 4.75e+07 | 1 0.03 16.38 5.13e+07 | 1 0.03 16.40 5.91e+07 | 1 0.03 16.43 6.51e+07 | 1 0.03 16.46 7.02e+07 | 1 0.03 16.48 7.14e+07 | 1 0.03 16.51 8.01e+07 | 1 0.03 16.54 8.60e+07 | 1 0.03 16.56 1.02e+08 | 1 0.03 16.59 1.28e+08 | 1 0.03 16.62 . | 3,126 83.38 100.00 ------------+----------------------------------- Total | 3,749 100.00 by Jean Roth , jroth@nber.org , 26 Oct 2018