Problems Structuring My Data
I won't attempt to answer your post here, but: #I don?t know why R is showing the dates as numbers Please read the Help files! You say FAILDATE has "type" = S3 class, "Date". The first thing ?Dates tells you in the "Details" is: "Dates are represented as the number of days since 1970-01-01, with negative values for earlier dates. They are always printed following the rules of the current Gregorian calendar, even though that calendar was not in use long ago (it was adopted in 1752 in Great Britain and its colonies)." That answers your question without ever needing to post here. Cheers, Bert
On Tue, Oct 3, 2023 at 3:18?PM Paul Bernal <paulbernal07 at gmail.com> wrote:
Dear friends,
Hope you are all doing great. I am working with a dataset which is a subset
of the original one, that has the following columns: FAILDATE, REM_NAME,
and Days_At_Failure.
I want to structure the data in such a way that I have the unique FAILDATE
in "%Y-%m-%d" format, then a column for each REM_NAME and then the
Days_At_Failure displayed for each REM_NAME and FAILDATE (just as if I was
using a pivot table).
The structure I want is the following:
FAILDATE REM1 REM2 REM3 ........ REM N
2000-01-01 # days at failure ................................#days at
failure
2000-01-02 # days at failure ................................#days at
failure
2000-01-03 # days at failure ................................#days at
failure
Here is the dput() of my dataframe:
#I don?t know why R is showing the dates as numbers
#when I do str, it actually shows that FAIL date has type Date
dput(head(failure_subset2, n=1000))
structure(list(FAILDATE = structure(c(17597, 17597, 17347, 17334,
17148, 17168, 17299, 17402, 17406, 17347, 17505, 17449, 17352,
17931, 17424, 17439, 17406, 17292, 17390, 17373, 17259, 17561,
17563, 17550, 17723, 17814, 17564, 17299, 17307, 17296, 17483,
17644, 17394, 17360, 17850, 17744, 17719, 17712, 17710, 18048,
18069, 17876, 17506, 17821, 18041, 17586, 18069, 18069, 18048,
17899, 17899, 17759, 17732, 17822, 17771, 17821, 17837, 17824,
17469, 17483, 17582, 17613, 18016, 18036, 18030, 17862, 17871,
17899, 17651, 17684, 17844, 17632, 17784, 17855, 17764, 17915,
18245, 18260, 18166, 18295, 18094, 18062, 18083, 18223, 18237,
18197, 18284, 18289, 18218, 18218, 18298, 18297, 18299, 17910,
18089, 18304, 18141, 18272, 18387, 18183, 18184, 18422, 18422,
18422, 18038, 17988, 18413, 17836, 18328, 18230, 18011, 18011,
17991, 18041, 18041, 18070, 18432, 18031, 18165, 18345, 18386,
17899, 18374, 18427, 18098, 18416, 18397, 18458, 18126, 18126,
18123, 18286, 17827, 18069, 18081, 18505, 18508, 18086, 18468,
18482, 18107, 18146, 18371, 18368, 18186, 18270, 17772, 18054,
17959, 18106, 18148, 18380, 18398, 17921, 18265, 18273, 18030,
18473, 18166, 18006, 18006, 18006, 18000, 17938, 18155, 18175,
18047, 18503, 18042, 18072, 17964, 18223, 17850, 17871, 18071,
18174, 18154, 18153, 18344, 18384, 18512, 18112, 18131, 18085,
18094, 18096, 18100, 18477, 17967, 17752, 17964, 18491, 18124,
18115, 18166, 17912, 18489, 18087, 18130, 18170, 18169, 18175,
18177, 18226, 18376, 18374, 18217, 18226, 18135, 18136, 17942,
18099, 18031, 18032, 18107, 18041, 18062, 18078, 18087, 18249,
18081, 18231, 18195, 18192, 18213, 18209, 18156, 18157, 18157,
18158, 18159, 18053, 18221, 18185, 18311, 18239, 18258, 18390,
18390, 17997, 18197, 18095, 18145, 18101, 18194, 18260, 18260,
18202, 18447, 18450, 18088, 18249, 18206, 18290, 17995, 18270,
18282, 18251, 18157, 18094, 18437, 18299, 18333, 18035, 18146,
18010, 18395, 18204, 18259, 18311, 18335, 18444, 18444, 18453,
18453, 18192, 18098, 17969, 17680, 18147, 18147, 17977, 17996,
18001, 18399, 18432, 18354, 18147, 17912, 17995, 17995, 18221,
18428, 18447, 18452, 18264, 18321, 18334, 18386, 18156, 18371,
18345, 18156, 18164, 18029, 18433, 17602, 17931, 18290, 18339,
18424, 18052, 18052, 18166, 18540, 18783, 18166, 18607, 18606,
18606, 18594, 18592, 18805, 18648, 18768, 18887, 18888, 18648,
18630, 18812, 18812, 18845, 18932, 18418, 18950, 18166, 18702,
18684, 18812, 18589, 18597, 18611, 18648, 18577, 19024, 19041,
19043, 18768, 19216, 18787, 19159, 18529, 18589, 18646, 18166,
18571, 18637, 18624, 18716, 18166, 18568, 18527, 18535, 18542,
18494, 18846, 18166, 18877, 18548, 18659, 18839, 18905, 18632,
18804, 18648, 18892, 18921, 18718, 18805, 18805, 18561, 18682,
18943, 18949, 18542, 18927, 18409, 19047, 19059, 18524, 18941,
18941, 18941, 18648, 19044, 18758, 19034, 18609, 18788, 18812,
18676, 19194, 18740, 18812, 18842, 18659, 19042, 18230, 19036,
19144, 19032, 18542, 19097, 18564, 18166, 18552, 18557, 18467,
19002, 19174, 18624, 18828, 18542, 18542, 18686, 18628, 18702,
19227, 19239, 19264, 17597, 17470, 17401, 17344, 17562, 17578,
17476, 17539, 17348, 17326, 17420, 17423, 17427, 17347, 17359,
17372, 17385, 17365, 17365, 17598, 17977, 17977, 17736, 17684,
17612, 17792, 17220, 17310, 17452, 17641, 17813, 17407, 17712,
17697, 17752, 17694, 17724, 17862, 17865, 17633, 18048, 17815,
17911, 17753, 17818, 17784, 17619, 17697, 17381, 17641, 17449,
17456, 17555, 17564, 17574, 17793, 17889, 17869, 17885, 17890,
17903, 17912, 17809, 17891, 17846, 17916, 18019, 18234, 18180,
18181, 18292, 18140, 18036, 18289, 18278, 18298, 18297, 18295,
18319, 18313, 17936, 17939, 18109, 18340, 18166, 18206, 18204,
17904, 17998, 18269, 18165, 18120, 18349, 18368, 18416, 18416,
18025, 18322, 17989, 17830, 17845, 17869, 18065, 18328, 18324,
17944, 17920, 18433, 17962, 18169, 18170, 18171, 18340, 18393,
18070, 18083, 18087, 18108, 18116, 18142, 18386, 18425, 18464,
18498, 18400, 17931, 18459, 18126, 18124, 18310, 18228, 17828,
17851, 18143, 18028, 18425, 18416, 18482, 18482, 18396, 18428,
18414, 18441, 18240, 18146, 18370, 18403, 18367, 17975, 17987,
17771, 17976, 18068, 18091, 18466, 18002, 18023, 18166, 18438,
18426, 18473, 18470, 18173, 18124, 18067, 17929, 18236, 17847,
17850, 18033, 17906, 17935, 18435, 17925, 17520, 17925, 18065,
18087, 18101, 18116, 18123, 18200, 18002, 18432, 18166, 18484,
18130, 18128, 18122, 18122, 18384, 18442, 18124, 18053, 18437,
17844, 17837, 18265, 17981, 18165, 18163, 18084, 18116, 18113,
18141, 18237, 18241, 18163, 18167, 18173, 18177, 18009, 18299,
18006, 17996, 18038, 18040, 18040, 17989, 18085, 18192, 18192,
18202, 18213, 18210, 18158, 18157, 18236, 18224, 18114, 18134,
18327, 18240, 18078, 18280, 18351, 18320, 18281, 17975, 18258,
18088, 18135, 18230, 18267, 18186, 18253, 18279, 18291, 18291,
17995, 17995, 17995, 18108, 18293, 18066, 18023, 18138, 18149,
18285, 17946, 17809, 17939, 17948, 18130, 18317, 18198, 18443,
18103, 17961, 18040, 18113, 17551, 18073, 18099, 18339, 17931,
17978, 18165, 18210, 17981, 18371, 17995, 17995, 18196, 18341,
17993, 18409, 18432, 18334, 18361, 18375, 18148, 18164, 18417,
18166, 17931, 17967, 17984, 17390, 18092, 18407, 18303, 18542,
18855, 18424, 18640, 18608, 18805, 18648, 18879, 18437, 18633,
18915, 18437, 18775, 18396, 18605, 18557, 18824, 18838, 18845,
18388, 18598, 18723, 19021, 18565, 18560, 19079, 18589, 18765,
18606, 18837, 18848, 18561, 18702, 18571, 18673, 18230, 18706,
19158, 18568, 18159, 18706, 18819, 18601, 19129, 19107, 19184,
18166, 18655, 18694, 18694, 18798, 18700, 18722, 18712, 18884,
18666, 18664, 18702, 18648, 18652, 18718, 18890, 18897, 18920,
18467, 18561, 18671, 18648, 18928, 18929, 18519, 19054, 18614,
18702, 18758, 18758, 19149, 18550, 18653, 18674, 18676, 18166,
18702, 18710, 18671, 18639, 18838, 18548, 18649, 18659, 18659,
18782, 18782, 18641, 18629, 18837, 18847, 18847, 18805, 18808,
18724, 19032, 18576, 18575, 18648, 18812, 19005, 18978, 19079,
19152, 19053, 19178, 18624, 19098, 18639, 18799, 18643, 18725,
18778, 17189, 17433, 17269, 17356, 17494, 17445, 17381, 17449,
17539, 17539, 17590, 17583, 17545, 17484, 17404, 17406, 17413,
17427, 17436, 17347, 17368, 17388, 17390, 17394, 17357, 17361,
17352, 17453, 17555, 17684, 17222, 17719, 17224, 17463, 17478,
17656, 17613, 17827, 17709, 17849, 17806, 17444, 17861, 17639,
18069, 17876, 18038, 17751, 17644, 17771, 17717, 17641, 17687,
17723, 17564, 17612, 17882, 17858, 17721, 17894, 17908, 17832,
17771, 17771, 17631, 17665, 17630, 17918, 17918, 17865, 17622,
17908, 17483, 18245, 18256, 18306, 17922, 18140, 18062, 18223,
18237, 18285, 18298, 18293, 18293, 18298, 18292, 18322, 18305,
18340, 18300, 18305, 18118, 17914, 18221, 18512, 17822, 17851,
17882, 18334, 18122, 17934, 17982, 17991, 18167, 18168, 18437,
18436, 17987, 18166, 18169, 18230, 18083, 18418, 18433, 18498,
17977, 18458, 18127, 18124, 18124, 18173, 18428, 18137, 18325,
18464, 18298, 18285, 18482, 18482, 18482, 18488, 18442, 18166,
18147, 18011, 17987, 18086, 18439, 17900, 17778, 18074, 18175,
18151, 18063, 18277, 18277, 18236, 18278), class = "Date"), REM_NAME =
c("REMAZUL",
"REMJEFE", "REMBDELT", "REMDARIEN", "REMPANAMA", "REMBAYANO",
"REMUNIDAD", "REMBELEN", "REMBELEN", "REMTONOSI", "REMLOSSANTOS",
"REMLOSSANTOS", "REMTUIRA", "REMESTI", "REMAZUL", "REMCOLON",
"REMVERAGUAS", "REMSANTIAGO", "REMBDELT", "REMBDELT", "REMCHIRIQUI",
"REMSANTIAGO", "REMPANAMA", "REMCALOV", "REMCALOV", "REMDARIEN",
"REMITAMUT", "REMTUIRA", "REMINDIO", "REMBDELT", "REMBAYANO",
"REMUNIDAD", "REMCHIRIQUI", "REMPANAMA", "REMBELEN", "REMTUIRA",
"REMCHIRIQUI", "REMPEQUENI", "REMBDELT", "REMCHANG", "REMTUIRA",
"REMBELEN", "REMTERIBE", "REMDARIEN", "REMINDIO", "REMFARFAN",
"REMCHANG", "REMCHIRIQUI", "REMCOCLE", "REMITAMUT", "REMLIDER",
"REMDOLEGA", "REMMCAULIFFE", "REMPACORA", "REMTERIBE", "REMMCAULIFFE",
"REMCHANG", "REMGUARDIA", "REMUNIDAD", "REMCHANG", "REMUNIDAD",
"REMGUARDIA", "REMCOCLE", "REMCHANG", "REMCHANG", "REMPEQUENI",
"REMTUIRA", "REMDARIEN", "REMHERRERA", "REMLOSSANTOS", "REMPACORA",
"REMPARITA", "REMCALOV", "REMBAYANO", "REMGUARDIA", "REMLOSSANTOS",
"REMPICACHO", "REMTERIBE", "REMPICACHO", "REMCHIRIQUI", "REMESTI",
"REMINDIO", "REMCHANG", "REMSANTIAGO", "REMSIXAOLA", "REMCOCLE",
"REMFARFAN", "REMLOSSANTOS", "REMHERRERA", "REMHERRERA", "REMITAMUT",
"REMPEQUENI", "REMESTI", "REMPANDO", "REMHAYNES", "REMCHIRIQUI",
"REMPANAMA", "REMBELEN", "REMBAYANO", "REMESTI", "REMESTI", "REMPEQUENI",
"REMBELEN", "REMFARFAN", "REMCHIRIQUI", "REMBAYANO", "REMLOSSANTOS",
"REMCHANG", "REMBELEN", "REMSAJALICES", "REMCHIRIQUI", "REMCHIRIQUI",
"REMCOLON", "REMBAYANO", "REMBAYANO", "REMINDIO", "REMAZUL",
"REMCACIQUE", "REMITAMUT", "REMBAYANO", "REMPICACHO", "REMLOSSANTOS",
"REMUNIDAD", "REMTONOSI", "REMSANTIAGO", "REMHERRERA", "REMTERIBE",
"REMCACIQUE", "REMHAYNES", "REMHAYNES", "REMPARITA", "REMLIDER",
"REMMCAULIFFE", "REMCHANG", "REMESTI", "REMESTI", "REMAZUL",
"REMLOSSANTOS", "REMINDIO", "REMFARFAN", "REMJEFE", "REMPEQUENI",
"REMMCAULIFFE", "REMAZUL", "REMFARFAN", "REMPICACHO", "REMDARIEN",
"REMJEFE", "REMUNIDAD", "REMPEQUENI", "REMPANAMA", "REMITAMUT",
"REMBAYANO", "REMPEQUENI", "REMHERRERA", "REMPARITA", "REMHAYNES",
"REMITAMUT", "REMBDELT", "REMHERRERA", "REMHERRERA", "REMCOCLE",
"REMSANTIAGO", "REMCHANG", "REMPEQUENI", "REMBDELT", "REMTERIBE",
"REMCOLON", "REMFARFAN", "REMCALOV", "REMPACORA", "REMITAMUT",
"REMTONOSI", "REMGUIA", "REMFARFAN", "REMITAMUT", "REMBELEN",
"REMLOSSANTOS", "REMCALOV", "REMTONOSI", "REMVERAGUAS", "REMBDELT",
"REMPANAMA", "REMPICACHO", "REMLIDER", "REMGUARDIA", "REMTERIBE",
"REMDARIEN", "REMMAJAGUAL", "REMSANTIAGO", "REMHAYNES", "REMPICACHO",
"REMPARITA", "REMTUIRA", "REMTUIRA", "REMLOSSANTOS", "REMPACORA",
"REMPICACHO", "REMPACORA", "REMTERIBE", "REMBELEN", "REMFARFAN",
"REMLIDER", "REMCOLON", "REMCHANG", "REMPICACHO", "REMLIDER",
"REMBELEN", "REMPEQUENI", "REMPEQUENI", "REMPICACHO", "REMTERIBE",
"REMPICACHO", "REMPICACHO", "REMAZUL", "REMPARITA", "REMPARITA",
"REMLOSSANTOS", "REMCOLON", "REMSIXAOLA", "REMHERRERA", "REMMCAULIFFE",
"REMCHIRIQUI", "REMAZUL", "REMPARITA", "REMHERRERA", "REMPEQUENI",
"REMTONOSI", "REMPEQUENI", "REMTONOSI", "REMPEQUENI", "REMSIXAOLA",
"REMESTI", "REMLIDER", "REMBELEN", "REMMCAULIFFE", "REMHERRERA",
"REMCOCLE", "REMCOLON", "REMESTI", "REMCOCLE", "REMBAYANO", "REMPARITA",
"REMSANTIAGO", "REMAZUL", "REMPARITA", "REMPARITA", "REMCOCLE",
"REMPARITA", "REMDARIEN", "REMITAMUT", "REMTONOSI", "REMPICACHO",
"REMAZUL", "REMCACIQUE", "REMBELEN", "REMCACIQUE", "REMPEQUENI",
"REMDARIEN", "REMCHIRIQUI", "REMCHANG", "REMTUIRA", "REMBELEN",
"REMLIDER", "REMHERRERA", "REMCALOV", "REMINDIO", "REMESTI",
"REMHAYNES", "REMCOCLE", "REMGUIA", "REMCOCLE", "REMCOCLE", "REMDARIEN",
"REMCACIQUE", "REMCALOV", "REMHERRERA", "REMPACORA", "REMLOSSANTOS",
"REMCHIRIQUI", "REMCACIQUE", "REMCACIQUE", "REMHAYNES", "REMHAYNES",
"REMAZUL", "REMPACORA", "REMCALOV", "REMCACIQUE", "REMCOLON",
"REMBELEN", "REMUNIDAD", "REMINDIO", "REMDOLEGA", "REMTERIBE",
"REMBELEN", "REMTUIRA", "REMINDIO", "REMJEFE", "REMBAYANO", "REMCHANG",
"REMPARITA", "REMCOLON", "REMBELEN", "REMFARFAN", "REMESTI",
"REMCACIQUE", "REMLOSSANTOS", "REMHERRERA", "REMDARIEN", "REMUNIDAD",
"REMPACORA", "REMCHIRIQUI", "REMBELEN", "REMBAYANO", "REMLOSSANTOS",
"REMTERIBE", "REMSIXAOLA", "REMCOLON", "REMESTI", "REMFARFAN",
"REMFARFAN", "REMUNIDAD", "REMBDELT", "REMTERIBE", "REMDOLEGA",
"REMCALOV", "REMCALOV", "REMESTI", "REMCOCLE", "REMPARITA", "REMPARITA",
"REMTERIBE", "REMFARFAN", "REMPEQUENI", "REMTERIBE", "REMPICACHO",
"REMHAYNES", "REMDOLEGA", "REMPARITA", "REMDOLEGA", "REMVERAGUAS",
"REMCOCLE", "REMLOSSANTOS", "REMITAMUT", "REMPARITA", "REMPARITA",
"REMTERIBE", "REMTERIBE", "REMHERRERA", "REMTERIBE", "REMBDELT",
"REMBAYANO", "REMDOLEGA", "REMINDIO", "REMJEFE", "REMINDIO",
"REMDOLEGA", "REMPICACHO", "REMCOCLE", "REMPARITA", "REMHAYNES",
"REMCOCLE", "REMPANAMA", "REMAZUL", "REMSANTIAGO", "REMPARITA",
"REMJEFE", "REMTERIBE", "REMLOSSANTOS", "REMSIXAOLA", "REMCHIRIQUI",
"REMPARITA", "REMVERAGUAS", "REMCHIRIQUI", "REMPANAMA", "REMCALOV",
"REMTERIBE", "REMVERAGUAS", "REMHERRERA", "REMPACORA", "REMLOSSANTOS",
"REMESTI", "REMLOSSANTOS", "REMTERIBE", "REMESTI", "REMTERIBE",
"REMLIDER", "REMTERIBE", "REMTERIBE", "REMCOLON", "REMTERIBE",
"REMTERIBE", "REMTERIBE", "REMTUIRA", "REMMCAULIFFE", "REMPACORA",
"REMTERIBE", "REMVERAGUAS", "REMPARITA", "REMPARITA", "REMSIXAOLA",
"REMPACORA", "REMPEQUENI", "REMPARITA", "REMPACORA", "REMPEQUENI",
"REMTERIBE", "REMSAJALICES", "REMTERIBE", "REMTERIBE", "REMGUIA",
"REMTONOSI", "REMPARITA", "REMCALOV", "REMBAYANO", "REMCOCLE",
"REMJEFE", "REMESTI", "REMPARITA", "REMESTI", "REMFARFAN", "REMPARITA",
"REMTERIBE", "REMAZUL", "REMBELEN", "REMCACIQUE", "REMTUIRA",
"REMPACORA", "REMESTI", "REMHERRERA", "REMLOSSANTOS", "REMPACORA",
"REMCHIRIQUI", "REMTUIRA", "REMCOLON", "REMCOCLE", "REMDOLEGA",
"REMPANAMA", "REMDOLEGA", "REMTERIBE", "REMCOCLE", "REMJEFE",
"REMBAYANO", "REMJEFE", "REMGUIA", "REMSIXAOLA", "REMHERRERA",
"REMCOCLE", "REMSIXAOLA", "REMBAYANO", "REMPARITA", "REMPANAMA",
"REMDOLEGA", "REMLOSSANTOS", "REMITAMUT", "REMBELEN", "REMCHIRIQUI",
"REMCHIRIQUI", "REMBAYANO", "REMTERIBE", "REMPANAMA", "REMCHIRIQUI",
"REMPACORA", "REMBDELT", "REMTUIRA", "REMHAYNES", "REMCACIQUE",
"REMSIXAOLA", "REMITAMUT", "REMPARITA", "REMCOCLE", "REMTONOSI",
"REMGUIA", "REMCOCLE", "REMHERRERA", "REMSAJALICES", "REMINDIO",
"REMJEFE", "REMCOCLE", "REMSIXAOLA", "REMVERAGUAS", "REMUNIDAD",
"REMCALOV", "REMCOCLE", "REMSANTIAGO", "REMBAYANO", "REMSANTIAGO",
"REMPARITA", "REMTONOSI", "REMCHIRIQUI", "REMCOCLE", "REMLIDER",
"REMSANTIAGO", "REMCHIRIQUI", "REMFARFAN", "REMAZUL", "REMGUIA",
"REMITAMUT", "REMESTI", "REMTERIBE", "REMPARITA", "REMHAYNES",
"REMCHANG", "REMHERRERA", "REMLIDER", "REMITAMUT", "REMPEQUENI",
"REMPARITA", "REMDARIEN", "REMBAYANO", "REMMAJAGUAL", "REMMAJAGUAL",
"REMCANAJAGUA", "REMPARITA", "REMBAYANO", "REMTERIBE", "REMHERRERA",
"REMPARITA", "REMTUIRA", "REMGUARDIA", "REMJEFE", "REMITAMUT",
"REMLOSSANTOS", "REMBAYANO", "REMPARITA", "REMBAYANO", "REMESTI",
"REMLOSSANTOS", "REMAZUL", "REMSANTIAGO", "REMCHANG", "REMCOLON",
"REMTUIRA", "REMFARFAN", "REMTUIRA", "REMVERAGUAS", "REMLOSSANTOS",
"REMTONOSI", "REMSAJALICES", "REMTERIBE", "REMSIXAOLA", "REMPICACHO",
"REMVERAGUAS", "REMBAYANO", "REMVERAGUAS", "REMFARFAN", "REMCHIRIQUI",
"REMPARITA", "REMPARITA", "REMESTI", "REMBAYANO", "REMCHIRIQUI",
"REMITAMUT", "REMESTI", "REMBELEN", "REMCACIQUE", "REMTERIBE",
"REMPICACHO", "REMPICACHO", "REMESTI", "REMPICACHO", "REMCHANG",
"REMCHANG", "REMITAMUT", "REMHERRERA", "REMCHIRIQUI", "REMESTI",
"REMGUARDIA", "REMCACIQUE", "REMCHANG", "REMBELEN", "REMBDELT",
"REMAZUL", "REMPEQUENI", "REMITAMUT", "REMSIXAOLA", "REMLOSSANTOS",
"REMESTI", "REMMAJAGUAL", "REMBDELT", "REMTUIRA", "REMESTI",
"REMSANTIAGO", "REMPEQUENI", "REMESTI", "REMHAYNES", "REMPACORA",
"REMDARIEN", "REMLOSSANTOS", "REMDARIEN", "REMTERIBE", "REMPARITA",
"REMLIDER", "REMITAMUT", "REMPACORA", "REMCALOV", "REMBELEN",
"REMTONOSI", "REMTONOSI", "REMVERAGUAS", "REMPACORA", "REMTERIBE",
"REMPARITA", "REMGUARDIA", "REMSANTIAGO", "REMCACIQUE", "REMTERIBE",
"REMTUIRA", "REMESTI", "REMLOSSANTOS", "REMTUIRA", "REMTUIRA",
"REMCOCLE", "REMPICACHO", "REMDARIEN", "REMBELEN", "REMITAMUT",
"REMGUIA", "REMHAYNES", "REMSAJALICES", "REMCHIRIQUI", "REMHERRERA",
"REMPACORA", "REMBAYANO", "REMCOLON", "REMPACORA", "REMCOLON",
"REMJEFE", "REMCOLON", "REMESTI", "REMBDELT", "REMPICACHO", "REMPEQUENI",
"REMVERAGUAS", "REMTERIBE", "REMLIDER", "REMAZUL", "REMHERRERA",
"REMBELEN", "REMJEFE", "REMESTI", "REMESTI", "REMVERAGUAS", "REMESTI",
"REMBAYANO", "REMBAYANO", "REMHAYNES", "REMESTI", "REMLOSSANTOS",
"REMTUIRA", "REMAZUL", "REMPICACHO", "REMDARIEN", "REMJEFE",
"REMLOSSANTOS", "REMPEQUENI", "REMPEQUENI", "REMGRANDE", "REMITAMUT",
"REMBAYANO", "REMTERIBE", "REMSIXAOLA", "REMESTI", "REMSANTIAGO",
"REMUNIDAD", "REMBAYANO", "REMBAYANO", "REMCACIQUE", "REMJEFE",
"REMSIXAOLA", "REMUNIDAD", "REMPARITA", "REMCOCLE", "REMSIXAOLA",
"REMESTI", "REMDARIEN", "REMCACIQUE", "REMAZUL", "REMFARFAN",
"REMMCAULIFFE", "REMCHIRIQUI", "REMCALOV", "REMLOSSANTOS", "REMDOLEGA",
"REMCHIRIQUI", "REMCHANG", "REMCHANG", "REMFARFAN", "REMCHIRIQUI",
"REMBELEN", "REMCANAJAGUA", "REMLIDER", "REMMCAULIFFE", "REMAZUL",
"REMBELEN", "REMITAMUT", "REMSIXAOLA", "REMLOSSANTOS", "REMCHIRIQUI",
"REMCACIQUE", "REMTERIBE", "REMTUIRA", "REMCACIQUE", "REMESTI",
"REMTUIRA", "REMHERRERA", "REMCAMPANA", "REMLOSSANTOS", "REMINDIO",
"REMAZUL", "REMPEQUENI", "REMUNIDAD", "REMBDELT", "REMSANTIAGO",
"REMITAMUT", "REMSAJALICES", "REMCHIRIQUI", "REMPICACHO", "REMHAYNES",
"REMBAYANO", "REMCHIRIQUI", "REMCOLON", "REMTERIBE", "REMTONOSI",
"REMLIDER", "REMHERRERA", "REMSAJALICES", "REMPARITA", "REMCANAJAGUA",
"REMBDELT", "REMLOSSANTOS", "REMFARFAN", "REMESTI", "REMUNIDAD",
"REMTERIBE", "REMPICACHO", "REMPACORA", "REMBDELT", "REMITAMUT",
"REMGUIA", "REMESTI", "REMCOCLE", "REMPARITA", "REMJEFE", "REMVERAGUAS",
"REMPICACHO", "REMCHANG", "REMITAMUT", "REMHERRERA", "REMSIXAOLA",
"REMPARITA", "REMPANAMA", "REMVERAGUAS", "REMVERAGUAS", "REMTERIBE",
"REMPARITA", "REMBAYANO", "REMTERIBE", "REMCOLON", "REMTERIBE",
"REMTERIBE", "REMDOLEGA", "REMPARITA", "REMBDELT", "REMMCAULIFFE",
"REMINDIO", "REMITAMUT", "REMSAJALICES", "REMTERIBE", "REMBDELT",
"REMLOSSANTOS", "REMLOSSANTOS", "REMCHANG", "REMTERIBE", "REMBAYANO",
"REMPARITA", "REMPARITA", "REMESTI", "REMESTI", "REMTERIBE",
"REMPARITA", "REMPARITA", "REMPARITA", "REMTERIBE", "REMVERAGUAS",
"REMGUARDIA", "REMHERRERA", "REMLOSSANTOS", "REMFARFAN", "REMLIDER",
"REMLOSSANTOS", "REMCOCLE", "REMPICACHO", "REMCALOV", "REMPARITA",
"REMTERIBE", "REMBAYANO", "REMCACIQUE", "REMLOSSANTOS", "REMAZUL",
"REMTERIBE", "REMTERIBE", "REMESTI", "REMMCAULIFFE", "REMLIDER",
"REMBAYANO", "REMCHIRIQUI", "REMCHIRIQUI", "REMMCAULIFFE", "REMCACIQUE",
"REMBAYANO", "REMAZUL", "REMCACIQUE", "REMESTI", "REMAZUL", "REMVERAGUAS",
"REMUNIDAD", "REMPICACHO", "REMGUARDIA", "REMTERIBE", "REMLOSSANTOS",
"REMPEQUENI", "REMDOLEGA", "REMTERIBE", "REMTERIBE", "REMFARFAN",
"REMLOSSANTOS", "REMBDELT", "REMCHIRIQUI", "REMVERAGUAS", "REMVERAGUAS",
"REMTERIBE", "REMHERRERA", "REMGUIA", "REMFARFAN", "REMBDELT",
"REMBELEN", "REMCACIQUE", "REMTERIBE", "REMPARITA", "REMBDELT",
"REMPARITA", "REMPARITA", "REMPARITA", "REMFARFAN", "REMTERIBE",
"REMFARFAN", "REMTONOSI", "REMHAYNES", "REMVERAGUAS", "REMITAMUT",
"REMBAYANO", "REMBDELT", "REMDARIEN", "REMDARIEN", "REMSANTIAGO",
"REMCACIQUE", "REMDOLEGA", "REMSANTIAGO", "REMCHIRIQUI", "REMCACIQUE",
"REMUNIDAD", "REMBELEN", "REMCHIRIQUI", "REMITAMUT", "REMCOLON",
"REMCACIQUE", "REMPACORA", "REMLOSSANTOS", "REMCOLON", "REMJEFE",
"REMSIXAOLA", "REMUNIDAD", "REMTUIRA", "REMPANAMA", "REMSAJALICES",
"REMDARIEN", "REMCOLON", "REMDOLEGA", "REMCALOV", "REMAZUL",
"REMPARITA", "REMTUIRA", "REMLOSSANTOS", "REMJEFE", "REMBAYANO",
"REMCOLON", "REMGUARDIA", "REMSIXAOLA", "REMSIXAOLA", "REMAZUL",
"REMJEFE", "REMESTI", "REMBDELT", "REMPICACHO", "REMCHANG", "REMGUARDIA",
"REMESTI", "REMCOCLE", "REMBELEN", "REMTUIRA", "REMPICACHO",
"REMCOLON", "REMSIXAOLA", "REMANCON", "REMCALOV", "REMSAJALICES",
"REMLIDER", "REMGUIA", "REMBDELT", "REMTONOSI", "REMUNIDAD",
"REMINDIO", "REMTUIRA", "REMCOLON", "REMLIDER", "REMLIDER", "REMLOSSANTOS",
"REMJEFE", "REMJEFE", "REMAZUL", "REMUNIDAD", "REMINDIO", "REMLOSSANTOS",
"REMINDIO", "REMTERIBE", "REMFARFAN", "REMTUIRA", "REMHAYNES",
"REMINDIO", "REMFARFAN", "REMCOCLE", "REMPICACHO", "REMLOSSANTOS",
"REMLIDER", "REMINDIO", "REMITAMUT", "REMTONOSI", "REMUNIDAD",
"REMESTI", "REMLOSSANTOS", "REMANCON", "REMUNIDAD", "REMGRANDE",
"REMESTI", "REMJEFE", "REMITAMUT", "REMESTI", "REMCHANG", "REMDARIEN",
"REMHERRERA", "REMBAYANO", "REMSANTIAGO", "REMMCAULIFFE", "REMCOLON",
"REMCALOV", "REMBDELT", "REMVERAGUAS", "REMSIXAOLA", "REMCOLON",
"REMSANTIAGO", "REMLOSSANTOS", "REMSAJALICES", "REMVERAGUAS",
"REMTONOSI", "REMTONOSI", "REMPEQUENI", "REMDARIEN", "REMCACIQUE",
"REMITAMUT", "REMBELEN", "REMBELEN", "REMLOSSANTOS", "REMTONOSI",
"REMITAMUT", "REMCOCLE", "REMSANTIAGO", "REMITAMUT", "REMJEFE",
"REMFARFAN", "REMHERRERA", "REMCALOV", "REMCOLON", "REMINDIO",
"REMITAMUT", "REMITAMUT", "REMMCAULIFFE", "REMBDELT", "REMPACORA",
"REMTONOSI", "REMPACORA", "REMBAYANO", "REMTERIBE", "REMBELEN",
"REMPACORA", "REMMCAULIFFE", "REMBDELT", "REMCHIRIQUI", "REMSAJALICES",
"REMPARITA"), Days_At_Failure = c(2369, 2369, 3743, 3730, 3158,
3008, 6342, 2215, 2219, 1887, 5469, 5413, 3221, 2644, 2196, 5786,
3802, 1369, 3786, 3769, 3366, 1638, 3573, 2602, 2775, 4210, 1734,
3168, 3228, 3692, 3323, 6687, 3501, 3370, 2663, 3613, 3826, 2580,
4106, 3060, 3938, 2689, 2444, 4217, 3962, 2241, 3081, 4176, 6395,
2069, 6942, 2542, 6775, 2486, 2709, 6864, 2849, 6867, 6512, 2495,
6625, 6656, 6363, 3048, 3042, 2730, 3740, 4295, 5672, 5648, 2508,
2244, 2836, 3695, 6807, 5879, 2358, 3198, 2279, 4402, 2807, 3983,
3095, 2300, 3206, 6544, 2939, 6253, 6239, 6239, 2468, 3165, 3012,
1902, 7132, 4411, 4151, 3085, 4227, 2896, 2897, 3290, 3235, 3077,
4145, 3828, 6377, 2848, 3141, 3122, 4118, 4118, 6338, 3881, 3881,
3991, 3204, 7074, 2335, 4185, 2499, 5863, 7417, 2967, 2175, 6437,
3335, 7501, 7169, 7169, 2735, 7329, 6870, 3081, 2794, 3218, 3280,
6050, 4389, 3137, 2879, 3014, 7414, 3140, 2841, 2383, 4168, 2826,
7002, 2974, 4158, 2550, 4238, 2789, 6286, 2885, 7073, 2643, 4562,
6027, 6027, 6353, 2077, 2950, 3023, 4571, 2985, 6850, 2697, 3124,
2628, 2393, 2390, 6914, 2726, 2344, 2967, 6117, 3396, 2924, 4908,
4508, 4141, 2198, 7137, 7139, 3038, 4873, 1965, 1829, 7007, 2604,
2736, 3984, 4035, 5876, 3153, 2200, 2794, 3108, 2982, 2830, 7220,
6573, 3388, 2487, 7260, 3039, 3003, 3004, 2055, 3037, 2144, 2145,
2879, 2653, 2674, 6042, 6434, 3218, 6102, 7274, 4302, 2964, 2825,
6230, 3024, 2697, 3025, 2698, 3027, 3022, 2934, 7228, 3124, 7282,
6279, 6737, 6737, 2710, 6544, 3935, 2757, 2178, 2966, 2872, 2872,
6549, 3059, 4846, 2258, 2789, 2319, 3062, 7038, 3083, 7325, 3119,
4553, 4201, 3449, 4168, 3146, 7078, 6167, 3062, 4316, 2917, 7302,
6658, 7378, 6791, 6791, 4849, 7496, 3244, 6119, 2633, 5644, 4254,
7190, 7020, 7039, 7044, 2398, 3096, 3406, 7190, 6259, 2808, 7038,
4142, 3211, 3385, 3265, 4133, 4242, 3106, 4226, 3168, 2983, 6692,
2969, 2819, 2742, 7476, 5566, 5952, 4686, 7382, 3088, 4159, 2865,
4006, 6504, 3721, 3135, 6954, 3319, 3261, 3249, 7635, 5201, 3586,
3551, 3939, 3940, 3361, 6977, 3424, 3424, 3783, 3587, 3286, 3888,
2279, 7745, 3467, 3424, 3372, 4993, 6958, 6612, 2747, 3636, 3653,
3981, 3706, 7237, 3725, 5555, 4369, 3372, 4567, 2938, 4492, 3420,
2737, 7063, 2778, 7611, 6874, 4545, 3314, 2571, 3458, 2938, 3815,
6512, 3628, 4946, 3517, 5028, 4911, 4658, 3944, 3859, 5114, 6826,
3469, 6525, 3395, 6907, 3887, 3255, 3865, 7452, 3985, 3997, 6871,
3879, 3879, 3879, 4517, 8087, 3422, 3972, 5005, 3400, 3424, 3645,
3858, 3608, 3424, 3506, 3527, 3980, 3122, 3974, 4082, 8075, 3082,
3709, 3616, 4006, 6899, 3329, 3180, 3614, 3887, 3279, 3440, 3480,
3314, 3499, 7671, 4571, 3891, 3952, 7285, 5561, 2134, 3508, 3213,
5909, 5925, 2259, 3549, 2131, 2264, 5767, 2195, 3267, 2119, 6402,
2341, 5406, 5712, 2334, 3438, 2589, 3987, 2519, 5648, 1782, 2605,
3327, 3417, 3292, 2579, 3823, 3514, 2376, 4093, 3621, 6737, 6767,
2831, 2035, 2245, 6395, 2355, 6954, 6100, 5839, 2676, 3540, 2469,
5728, 2610, 3845, 6499, 2607, 5911, 1651, 3633, 1966, 2481, 2425,
3997, 6250, 6955, 1886, 3998, 2501, 2688, 7062, 2404, 2893, 3119,
2904, 7183, 3048, 6310, 7321, 2468, 3165, 2907, 4715, 4153, 1934,
1937, 2101, 2952, 4006, 3144, 6225, 2516, 3867, 7312, 2937, 2290,
6313, 4208, 3028, 4256, 2738, 6286, 2761, 1907, 2857, 6216, 3934,
2983, 4193, 4340, 5884, 2973, 2854, 3107, 3139, 2284, 4736, 4233,
4466, 2738, 4194, 2720, 2728, 2855, 4226, 4532, 2634, 3211, 3213,
6974, 3397, 2239, 2237, 3023, 2341, 2840, 2863, 2313, 6049, 4532,
3129, 7525, 7525, 3408, 3241, 4810, 2441, 3108, 2316, 3339, 6367,
3080, 1974, 4383, 3640, 2689, 2145, 2959, 3179, 7045, 2687, 4562,
6402, 4822, 3411, 3082, 7216, 2294, 2731, 2981, 3049, 2387, 2390,
4429, 2570, 2873, 3047, 6968, 1597, 6968, 3003, 3956, 2814, 6080,
3992, 4069, 6349, 2545, 4562, 3297, 2300, 7171, 7165, 3014, 4491,
6463, 2788, 3893, 6784, 2508, 6184, 3037, 6328, 2878, 4559, 2197,
2984, 4509, 3079, 7280, 3013, 6184, 2980, 2945, 2890, 2722, 4695,
2719, 3836, 3878, 7083, 2753, 5953, 3954, 2964, 2305, 4598, 2985,
6174, 3026, 3025, 2235, 2394, 3954, 3072, 3296, 2953, 2155, 7323,
4191, 4160, 7324, 2747, 3227, 7131, 2747, 6577, 3236, 2899, 4649,
7322, 3063, 2946, 7038, 4102, 3047, 6072, 3076, 4173, 3035, 3150,
2804, 4392, 2759, 1801, 6982, 6991, 2123, 3130, 2368, 3412, 6067,
4068, 7083, 3051, 3420, 7116, 2812, 4208, 5952, 1978, 6129, 4131,
2753, 3239, 7038, 4391, 2273, 2511, 2885, 4516, 2545, 7377, 4201,
4482, 6495, 3102, 2957, 7209, 5952, 2859, 2596, 1390, 4488, 6371,
2958, 3255, 7898, 3362, 2753, 3272, 5201, 2818, 7922, 3150, 6980,
3527, 3209, 5171, 2509, 3617, 2727, 6845, 3807, 3457, 4398, 4994,
5119, 3959, 3177, 4400, 4017, 6936, 3703, 3544, 3620, 3460, 4957,
7745, 4492, 2843, 3122, 3644, 5554, 6532, 6123, 3718, 3757, 4441,
3741, 3719, 3897, 2879, 3593, 3306, 3306, 3410, 3638, 5118, 7755,
6905, 6630, 3319, 7745, 6612, 6999, 2831, 3942, 3509, 3858, 4307,
7604, 6635, 3420, 3866, 3867, 3232, 8097, 7657, 4542, 4865, 4865,
8192, 7593, 4493, 3446, 7719, 2879, 3474, 5106, 7714, 2752, 7881,
3486, 6613, 3527, 3442, 3720, 3720, 3296, 6593, 5233, 4954, 5243,
5201, 3746, 6745, 8075, 3231, 4971, 3461, 7855, 3943, 3590, 5475,
3764, 3665, 3790, 3279, 4036, 3294, 3339, 7686, 5121, 2948, 3029,
3829, 3665, 3752, 1571, 6488, 2164, 1526, 3646, 6582, 6633, 2396,
3652, 1654, 5751, 6449, 2077, 5391, 5783, 2119, 2337, 6431, 3259,
3404, 2249, 3757, 5699, 2236, 2607, 2456, 1834, 3588, 5188, 2235,
3318, 6003, 6656, 2796, 2678, 1849, 2578, 2157, 4257, 1752, 3081,
6919, 2751, 6098, 2457, 3640, 1830, 5988, 2656, 1722, 2616, 2504,
6925, 6901, 4117, 2434, 6951, 3753, 3640, 6118, 6674, 6708, 5594,
2690, 2690, 2637, 6665, 3829, 5447, 4166, 3194, 2961, 3791, 7183,
3983, 2878, 6584, 2398, 6262, 7336, 4214, 2468, 2832, 7365, 3018,
6304, 2298, 7348, 2110, 2627, 2993, 2682, 2535, 2863, 4278, 6355,
3962, 2011, 7025, 6338, 3219, 4564, 4833, 3405, 6334, 2243, 6133,
3122, 4479, 2958, 2973, 3366, 4373, 7501, 2297, 2937, 2937, 6137,
2968, 2307, 6672, 2541, 2468, 3057, 3137, 6503, 3534, 6835, 4363,
2336, 2317, 7054, 4383, 2750, 2979, 2564, 3618, 3012, 2988, 2815,
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939L, 940L, 941L, 942L, 943L, 945L, 946L, 947L, 948L, 949L, 950L,
951L, 953L, 954L, 955L, 956L, 960L, 961L, 962L, 963L, 964L, 966L,
969L, 970L, 972L, 973L, 974L, 975L, 976L, 978L, 979L, 983L, 984L,
985L, 986L, 987L, 988L, 989L, 990L, 991L, 992L, 993L, 994L, 995L,
997L, 998L, 999L, 1001L, 1002L, 1003L, 1004L, 1005L, 1007L, 1008L,
1009L, 1010L, 1011L, 1013L, 1014L, 1015L, 1016L, 1018L, 1019L,
1020L, 1021L, 1022L, 1024L, 1025L, 1026L, 1028L, 1030L, 1033L,
1038L, 1039L, 1040L, 1041L, 1043L, 1044L, 1046L, 1048L, 1049L,
1050L, 1052L, 1053L, 1054L, 1055L, 1056L, 1057L, 1058L, 1059L,
1061L, 1062L, 1063L, 1065L, 1066L, 1067L, 1068L, 1071L, 1072L,
1074L, 1075L, 1076L, 1078L, 1079L, 1083L, 1085L, 1086L, 1087L,
1088L, 1089L, 1092L, 1094L, 1095L, 1096L, 1098L, 1099L, 1100L,
1101L, 1102L, 1103L, 1105L, 1106L, 1108L, 1109L, 1110L, 1114L,
1116L, 1117L, 1118L, 1119L, 1122L, 1123L, 1124L, 1125L, 1127L,
1129L, 1130L, 1131L, 1132L, 1133L, 1134L, 1136L, 1137L, 1139L,
1141L, 1142L, 1143L, 1144L, 1145L, 1146L, 1148L, 1149L, 1150L,
1151L, 1152L, 1155L, 1156L, 1159L, 1160L, 1162L, 1163L, 1164L,
1165L, 1166L, 1174L, 1176L, 1177L, 1180L, 1181L, 1182L, 1185L,
1186L, 1187L, 1191L, 1192L, 1193L, 1234L, 1235L, 1236L, 1237L,
1238L, 1239L, 1241L, 1242L, 1243L, 1244L, 1245L, 1246L, 1248L,
1250L, 1251L, 1252L, 1253L, 1254L, 1255L, 1256L, 1257L, 1259L,
1260L, 1261L, 1262L, 1263L, 1264L, 1266L, 1267L, 1270L, 1271L,
1272L, 1273L, 1274L, 1275L, 1277L, 1278L, 1279L, 1280L, 1281L,
1283L, 1284L, 1285L, 1286L, 1287L, 1288L, 1289L, 1290L, 1291L,
1294L, 1295L, 1297L, 1298L, 1299L, 1300L, 1301L, 1302L, 1304L,
1305L, 1306L, 1307L, 1308L, 1309L, 1310L, 1312L, 1313L, 1314L,
1315L, 1316L, 1317L, 1318L, 1319L, 1321L, 1322L, 1323L, 1324L,
1326L, 1327L, 1328L, 1329L, 1330L, 1333L, 1335L, 1336L, 1337L,
1338L, 1339L, 1340L, 1341L, 1342L, 1344L, 1346L, 1347L, 1348L,
1349L, 1353L, 1354L, 1355L, 1356L, 1358L, 1359L, 1360L, 1362L,
1363L, 1364L, 1365L, 1366L, 1367L, 1369L, 1370L, 1371L, 1372L,
1374L, 1376L, 1377L, 1378L, 1381L, 1382L, 1383L, 1384L, 1385L,
1387L, 1388L, 1389L, 1390L, 1391L, 1392L, 1393L, 1396L, 1397L,
1398L, 1400L, 1401L, 1402L, 1403L, 1407L, 1408L, 1409L, 1410L,
1411L, 1413L, 1414L, 1416L, 1417L, 1418L, 1419L, 1420L, 1422L,
1424L), class = "data.frame")
Any guidance will be greatly appreciated.
Best regards,
Paul
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