我有一些看起来像这样的数据
> head(d)
V1 V2 V3 V4 V5 V6 V7 V8 V9
50 28 79 4 6 48 2 17 4 20
51 28 79 4 6 48 2 17 4 21
52 28 79 4 6 48 2 17 4 22
53 28 79 4 6 48 2 17 4 23
54 28 79 4 6 48 2 17 4 24
55 28 79 4 6 48 2 17 4 25
V10
50 000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.5V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V
51 000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.5V000.8V000.8V000.5V000.4V000.4V000.4V000.5V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.5V000.6V
52 000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.6V000.4V000.4V000.5V000.5V000.5V000.4V000.4V000.4V000.5V000.5V000.5V000.7V000.7V000.8V
53 000.7V000.5V000.4V000.5V000.5V000.4V000.4V000.4V000.4V000.5V000.5V000.4V000.4V000.3V000.4V000.4V000.4V000.3V000.4V000.3V000.4V000.9V001.0V001.0V
54 000.8V000.5V000.3V000.4V000.4V000.4V000.7V001.2V001.2V001.0N000.5V000.4V000.4V000.4V000.4V000.3V000.3V000.3V000.4V000.4V000.5V000.5V000.6V000.6V
55 000.5V000.5V000.3V000.3V000.3V000.3V000.3V000.4V000.5V000.6V000.5V000.5V000.4V000.3V000.4V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.3V000.4V
V10
列是一个大列,由24个V和N分隔。 V是“有效”的观测值,N是无效的观测值。
我想分隔V10
列。我尝试使用以下方法,但不能解决N问题。
sep_data <- df %>%
separate(V10, into = paste("x",1:24, sep = "_"), sep = "V")
看tail()
中的sep_data
:
V1 V2 V3 V4 V5 x_1 x_2 x_3 x_4 x_5 x_6 x_7 x_8 x_9 x_10 x_11 x_12
174 28079008 6 48 2 17042 4002.0 001.1 000.6 000.4 000.4 000.4 000.4 000.5 000.7 000.9 000.7N000.5 000.5
175 28079008 6 48 2 17042 5000.7 000.5 000.4 000.3 000.3 000.3 000.3 000.4 000.5 000.6 000.5 000.5
176 28079008 6 48 2 17042 6000.4 000.3 000.3 000.3 000.3 000.3 000.3 000.4 000.5 000.6 000.5 000.4
177 28079008 6 48 2 17042 7000.3 000.3 000.2 000.2 000.2 000.2 000.2 000.3 000.4 000.5 000.4 000.4
178 28079008 6 48 2 17042 8000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.4 000.5 000.5 000.5 000.5
179 28079008 6 48 2 17042 9000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.3 000.3
x_13 x_14 x_15 x_16 x_17 x_18 x_19 x_20 x_21 x_22 x_23 x_24 nchar
174 000.4 000.5 000.5 000.5 000.5 000.5 000.6 000.6 000.6 000.6 000.7 145
175 000.5 000.5 000.5 000.5 000.5 000.5 000.5 000.6 000.6 000.6 000.6 000.5 145
176 000.4 000.4 000.5 000.5 000.5 000.5 000.5 000.5 000.5 000.4 000.4 000.3 145
177 000.4 000.4 000.4 000.4 000.4 000.5 000.5 000.6 000.5 000.5 000.5 000.4 145
178 000.4 000.4 000.4 000.5 000.5 000.5 000.5 000.4 000.4 000.4 000.4 000.4 145
179 000.4 000.3 000.3 000.3 000.3 000.3 000.4 000.5 000.5 000.5 000.6 000.5 145
我有000.7N000.5
。
如何使用separate()
来基于V
或N
进行分隔。
数据:
structure(list(V1 = c(28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28, 28,
28, 28, 28, 28, 28, 28, 28, 28), V2 = c(79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79,
79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79, 79), V3 = c(4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8), V4 = c(6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7,
7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7,
7, 7, 7, 7, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6,
6, 6, 6, 6, 6, 6, 6, 6, 6), V5 = c(48, 48, 48, 48, 48, 48, 48,
48, 48, 48, 48, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8,
8, 8, 8, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38,
38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38, 38,
38, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48,
48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48, 48), V6 = c(2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
2, 2, 2), V7 = c(17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17,
17, 17, 17, 17, 17, 17, 17), V8 = c(4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,
4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4), V9 = c(20, 21,
22, 23, 24, 25, 26, 27, 28, 29, 30, 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, 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, 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, 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), V10 = c("000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.5V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V",
"000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.5V000.8V000.8V000.5V000.4V000.4V000.4V000.5V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.5V000.6V",
"000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.6V000.4V000.4V000.5V000.5V000.5V000.4V000.4V000.4V000.5V000.5V000.5V000.7V000.7V000.8V",
"000.7V000.5V000.4V000.5V000.5V000.4V000.4V000.4V000.4V000.5V000.5V000.4V000.4V000.3V000.4V000.4V000.4V000.3V000.4V000.3V000.4V000.9V001.0V001.0V",
"000.8V000.5V000.3V000.4V000.4V000.4V000.7V001.2V001.2V001.0N000.5V000.4V000.4V000.4V000.4V000.3V000.3V000.3V000.4V000.4V000.5V000.5V000.6V000.6V",
"000.5V000.5V000.3V000.3V000.3V000.3V000.3V000.4V000.5V000.6V000.5V000.5V000.4V000.3V000.4V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.3V000.4V",
"000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.5V000.5V000.4V000.4V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.5V000.4V000.3V000.3V000.3V",
"000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.3V000.4V000.4V000.4V000.4V000.4V000.4V000.3V",
"000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.4V000.4V000.4V000.3V000.4V000.4V000.4V000.3V",
"000.4V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.4V000.5V000.5V000.4V000.5V000.6V000.6V",
"000.7V000.7V000.6V000.4V000.4V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.3V000.3V000.3V000.3V000.3V000.4V000.4V000.4V000.4V",
"00003V00004V00002V00002V00001V00002V00004V00003V00005V00005V00005V00009V00011V00014V00014V00009V00008V00010V00011V00014V00011V00008V00009V00006V",
"00005V00005V00003V00003V00002V00003V00009V00023V00069V00068V00008V00013V00010V00007V00012V00008V00007V00004V00006V00005V00007V00006V00004V00004V",
"00002V00001V00002V00001V00001V00001V00003V00007V00018V00022V00042V00034V00021V00016V00018V00011V00009V00009V00014V00010V00010V00033V00083V00111V",
"00098V00046V00016V00010V00005V00013V00052V00217V00337V00485V00138V00029V00026V00020V00019V00011V00006V00012V00012V00008V00010V00007V00005V00004V",
"00002V00002V00001V00001V00001V00001V00002V00007V00013V00020V00012V00010V00010V00012V00009V00007V00006V00008V00010V00009V00010V00006V00004V00003V",
"00002V00001V00001V00001V00001V00002V00003V00009V00014V00015V00013V00014V00018V00017V00010V00009V00010V00009V00006V00007V00008V00036V00061V00007V",
"00005V00005V00002V00002V00002V00002V00003V00008V00055V00038V00020V00023V00022V00015V00017V00011V00007V00006V00009V00009V00015V00117V00082V00096V",
"00046V00031V00047V00042V00037V00033V00040V00044V00067V00093V00053V00009V00006V00006V00006V00004V00003V00004V00020V00016V00010V00020V00049V00104V",
"00088V00112V00055V00046V00013V00043V00023V00023V00040V00093V00046V00011V00007V00007V00007V00005V00008V00007V00010V00010V00025V00079V00059V00025V",
"00028V00038V00022V00017V00018V00028V00049V00152V00116V00158V00087V00030V00024V00017V00018V00008V00008V00008V00010V00013V00012V00022V00072V00083V",
"00060V00024V00032V00026V00014V00032V00078V00129V00199V00164V00107V00067V00052V00024V00012V00009V00015V00015V00036V00024V00019V00035V00056V00062V",
"00020V00046V00042V00019V00003V00004V00020V00091V00159V00137V00121V00052V00045V00039V00008V00004V00005V00004V00008V00009V00004V00002V00009V00005V",
"00070V00027V00026V00038V00020V00011V00016V00057V00073V00111V00053V00031V00018V00005V00003V00002V00002V00002V00010V00030V00033V00009V00005V00017V",
"00033V00059V00042V00019V00018V00015V00017V00024V00036V00063V00026V00008V00005V00003V00003V00002V00003V00005V00005V00009V00009V00007V00005V00006V",
"00009V00004V00001V00001V00002V00015V00012V00019V00031V00028V00013V00010V00008V00007V00004V00003V00003V00006V00017V00017V00014V00024V00012V00002V",
"00002V00002V00003V00002V00001V00001V00002V00002V00009V00003V00004V00004V00006V00007V00010V00005V00004V00003V00003V00002V00002V00005V00067V00080V",
"00063V00039V00025V00004V00003V00006V00015V00062V00144V00098V00079V00026V00017V00015V00007V00005V00004V00006V00004V00003V00003V00002V00003V00005V",
"00004V00001V00001V00001V00001V00001V00002V00005V00011V00014V00013V00012V00013V00020V00014V00013V00008V00007V00007V00006V00007V00006V00003V00002V",
"00002V00001V00001V00001V00001V00001V00002V00004V00008V00012V00025V00020V00026V00016V00017V00012V00011V00012V00017V00010V00012V00011V00006V00004V",
"00003V00002V00002V00001V00001V00002V00008V00013V00013V00019V00022V00015V00019V00018V00015V00015V00010V00011V00016V00015V00012V00011V00007V00005V",
"00003V00002V00002V00001V00001V00002V00004V00026V00145V00131V00027V00021V00020V00017V00019V00014V00011V00013V00012V00010V00007V00016V00025V00034V",
"00004V00003V00003V00002V00002V00003V00007V00024V00022V00046V00013V00011V00012V00016V00019V00011V00010V00010V00018V00022V00039V00060V00051V00121V",
"00085V00038V00024V00056V00039V00024V00022V00026V00040V00058V00041V00010V00010V00008V00013V00008V00008V00006V00013V00005V00004V00068V00079V00102V",
"00081V00019V00005V00015V00008V00048V00114V00179V00240V00153N00031V00021V00024V00018V00013V00008V00004V00006V00010V00014V00009V00013V00010V00032V",
"00018V00030V00006V00001V00001V00001V00003V00024V00038V00046V00024V00009V00010V00010V00006V00004V00004V00004V00004V00006V00004V00003V00002V00006V",
"00003V00002V00002V00001V00001V00001V00002V00012V00021V00025V00027V00011V00009V00006V00007V00004V00006V00005V00006V00020V00008V00004V00003V00004V",
"00002V00001V00001V00001V00001V00001V00002V00004V00007V00010V00011V00013V00013V00018V00010V00006V00005V00007V00010V00014V00016V00009V00006V00004V",
"00003V00002V00001V00001V00001V00001V00003V00006V00009V00012V00011V00015V00019V00029V00022V00016V00010V00013V00009V00008V00012V00012V00017V00009V",
"00009V00006V00003V00002V00003V00002V00003V00007V00007V00009V00010V00012V00011V00022V00013V00011V00011V00013V00019V00029V00022V00024V00037V00047V",
"00074V00082V00059V00021V00003V00002V00001V00002V00002V00002V00003V00003V00003V00004V00007V00007V00004V00004V00005V00010V00007V00009V00005V00005V",
"00025V00021V00010V00010V00008V00016V00032V00023V00023V00017V00013V00021V00024V00028V00027V00020V00020V00024V00029V00040V00048V00049V00043V00028V",
"00027V00033V00035V00022V00026V00036V00048V00063V00065V00059V00022V00029V00025V00022V00029V00028V00021V00017V00018V00021V00031V00030V00024V00020V",
"00012V00008V00008V00006V00005V00009V00018V00040V00059V00053V00063V00060V00044V00040V00043V00032V00029V00032V00052V00058V00071V00110V00128V00117V",
"00097V00074V00058V00049V00043V00043V00052V00094V00127V00160V00091V00050V00043V00038V00040V00031V00021V00038V00046V00043V00050V00061V00050V00022V",
"00017V00014V00019V00018V00008V00011V00014V00042V00050V00048V00027V00021V00019V00021V00016V00013V00016V00019V00028V00030V00034V00035V00021V00016V",
"00010V00008V00007V00006V00007V00009V00015V00040V00058V00045V00034V00032V00039V00032V00023V00024V00029V00029V00033V00039V00068V00112V00096V00047V",
"00030V00024V00018V00010V00010V00011V00019V00045V00071V00061V00050V00052V00049V00045V00046V00038V00027V00029V00041V00046V00073V00143V00131V00109V",
"00065V00054V00063V00067V00060V00055V00060V00062V00067V00075V00068V00036V00026V00025V00028V00020V00016V00020V00044V00056V00062V00098V00127V00116V",
"00091V00094V00079V00067V00040V00057V00056V00054V00054V00065V00059V00041V00027V00030V00026V00019V00023V00022V00032V00040V00060V00087V00079V00054V",
"00047V00061V00057V00050V00049V00049V00056V00085V00074V00086V00084V00062V00058V00048V00047V00027V00026V00026V00036V00064V00085V00096V00117V00106V",
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"000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.3V000.4V000.3V000.3V000.3V000.3V000.3V000.4V000.5V000.5V000.5V000.6V000.5V"
)), row.names = 50:179, class = "data.frame")
答案 0 :(得分:1)
如何基于V或N使用split()进行分离? sep = "V|N"
。
但是我建议进行预处理。使用gsub
或stringr::str_replace_all
使N
项NA
之前分开。类似于df$V10 = gsub("N\\d+(\\.)?\\d+", "VNA", df$V10)
。将NXXX.XX
替换为VNA
,然后在V
上进行分割,应使NA
保留原来的N
所在的位置。