I have loads of unstructured data in the following rough format. I think I need to keep one variable at a time, reshape and then build it back together.
I am wondering if this can be automated somehow? There is this pattern that the wide values have "v" + "digit" format and the break in the time series is shown by the series name as a variable.
Note that the time length of the series is uneven, so the procedure would have to take that into account.
Any ideas?
I am wondering if this can be automated somehow? There is this pattern that the wide values have "v" + "digit" format and the break in the time series is shown by the series name as a variable.
Note that the time length of the series is uneven, so the procedure would have to take that into account.
Any ideas?
Code:
* Example generated by -dataex-. For more info, type help dataex clear input int id float(population v151 v152 v153 v154 v155 v156) str9 employees float(v157 v158 v159 v160 v161 v162 v163 v164) . 2000 2001 2002 2003 2004 2005 2006 "1997" 2007 2008 2009 2010 2011 2012 2013 2014 1001 58 57 55 54 54 54 56 "37.547" 57 57 57 56 56 56 57 58 1002 155 155 153 151 152 152 154 "102.161" 156 158 159 159 160 161 163 167 1003 118 118 117 116 114 113 116 "80.390" 118 121 121 123 125 126 124 123 1004 46 47 46 45 45 44 44 "31.786" 45 46 47 47 48 48 48 49 1051 60 60 58 56 56 56 55 "35.371" 56 57 56 56 57 57 58 58 1053 64 64 64 64 64 64 64 "38.497" 65 65 65 65 67 67 67 67 1054 81 81 81 80 80 80 80 "46.960" 81 83 84 86 87 88 88 88 1055 84 84 84 82 82 82 82 "52.379" 82 83 83 84 85 86 87 88 1056 120 121 120 119 119 118 118 "74.724" 120 122 122 122 124 125 126 126 1057 44 43 43 42 42 42 42 "23.376" 43 43 44 43 43 42 42 43 1058 110 112 112 109 109 109 110 "63.769" 111 113 113 112 113 114 114 114 1059 77 76 76 75 75 74 74 "42.472" 76 78 78 78 79 79 80 81 1060 113 114 113 112 113 112 113 "74.758" 115 116 115 114 116 117 118 119 1061 58 58 57 56 56 55 55 "34.051" 55 55 55 55 56 56 56 55 1062 95 96 96 96 97 98 99 "62.772" 101 103 106 106 106 107 107 109 2000 1.051 1.058 1.051 1.039 1.042 1.051 1.062 "732.322" 1.087 1.115 1.131 1.14 1.157 1.178 1.193 1.202 3101 151 150 146 145 146 145 146 "107.796" 149 150 150 150 152 155 158 161 3102 58 58 58 56 56 56 56 "46.728" 56 56 56 55 55 56 56 57 3103 96 99 100 107 107 105 104 "73.363" 105 108 109 110 117 125 129 129 3151 51 50 51 52 53 53 52 "30.670" 52 53 54 54 54 55 56 57 3153 68 67 66 64 64 63 63 "48.270" 63 62 62 62 62 62 62 62 3154 31 31 29 29 30 29 29 "21.015" 29 29 29 29 29 30 30 29 3155 61 60 59 59 59 58 58 "42.806" 59 60 60 60 60 60 60 60 3157 46 45 43 44 44 43 43 "28.290" 43 43 43 43 44 44 44 44 3158 35 35 35 35 36 36 36 "22.069" 36 36 36 36 36 36 36 36 3159 161 161 164 161 162 160 160 "116.634" 163 165 165 167 168 170 170 172 3241 599 594 612 591 598 599 604 "427.236" 611 619 625 627 634 639 647 657 3251 87 86 84 88 87 86 87 "50.474" 88 90 91 91 94 96 96 97 3252 75 75 75 72 72 71 70 "50.438" 70 70 70 70 70 70 69 70 3254 128 126 122 122 124 122 122 "84.871" 122 122 122 122 123 124 123 123 3255 34 34 33 31 31 31 30 "23.075" 30 30 30 30 30 30 30 30 3256 54 53 50 51 51 51 51 "32.081" 51 51 51 52 53 54 55 56 3257 61 61 61 60 60 60 62 "40.289" 61 62 62 61 62 62 62 63 3351 77 76 74 75 76 75 75 "48.361" 75 76 76 76 77 79 79 81 3352 68 68 68 68 68 67 67 "39.691" 68 68 69 69 70 71 71 71 3353 73 73 74 74 75 76 78 "42.352" 80 83 84 84 86 87 89 89 3354 20 20 19 19 20 20 20 "12.858" 20 20 20 20 20 20 20 20 3355 70 70 70 71 70 71 71 "44.466" 74 76 77 77 78 79 80 80 3356 36 36 37 35 36 36 36 "19.843" 37 37 37 38 38 39 39 38 3357 73 72 72 72 72 71 71 "41.552" 74 75 77 78 78 80 81 81 3358 66 65 67 65 66 65 65 "39.419" 67 67 67 67 68 70 70 70 3359 77 77 76 77 78 78 79 "48.229" 80 82 83 83 86 87 88 88 3360 41 40 41 40 40 39 39 "26.074" 40 40 40 39 40 41 41 41 3361 56 56 57 57 57 56 56 "37.841" 57 58 58 59 60 60 60 61 3401 33 32 32 31 31 31 30 "18.840" 31 31 31 31 31 31 29 29 3402 37 38 36 36 35 35 35 "25.845" 36 36 37 38 39 41 41 42 3403 100 101 102 102 101 101 103 "62.778" 104 106 107 109 110 111 112 113 3404 118 117 112 114 113 112 113 "78.059" 115 117 117 117 119 122 123 124 3405 48 46 45 45 45 45 45 "26.280" 44 44 44 45 45 46 46 45 3451 48 48 48 48 49 50 50 "30.139" 52 53 53 54 55 56 56 57 3452 69 69 69 70 70 69 70 "40.691" 72 73 75 76 78 79 80 81 3453 62 63 65 65 67 68 69 "38.917" 72 75 76 77 79 82 83 84 3454 143 144 144 144 146 147 151 "86.152" 158 162 163 166 170 175 177 178 3455 42 42 41 41 41 40 39 "24.009" 39 40 40 40 41 41 41 41 3456 59 59 58 58 59 59 60 "34.131" 62 63 63 64 66 67 67 68 3457 58 59 59 60 60 60 62 "33.534" 65 66 67 68 68 69 70 70 3458 43 42 43 43 44 44 45 "24.872" 46 47 48 49 50 51 51 52 3459 139 140 141 141 142 141 143 "90.747" 147 151 151 154 158 160 162 163 3460 67 67 69 70 72 73 75 "40.631" 78 80 82 84 87 89 91 91 3461 37 37 36 36 36 36 36 "24.830" 37 37 38 38 38 38 39 39 3462 23 22 22 22 22 22 23 "12.814" 23 23 24 24 24 24 24 24 4011 334 335 336 334 335 334 337 "237.371" 342 342 340 340 346 351 353 355 4012 60 60 58 57 58 58 60 "45.244" 62 64 64 64 63 64 63 63 5111 459 462 459 454 454 458 462 "333.553" 472 490 494 493 497 502 509 511 5112 223 218 214 216 218 216 217 "157.511" 222 226 225 222 222 224 225 226 5113 314 315 310 306 304 302 304 "217.237" 312 314 316 318 321 322 322 325 5114 124 123 122 121 121 119 119 "87.811" 120 120 118 117 118 118 118 119 5116 124 124 123 120 121 120 121 "83.503" 123 125 124 124 126 127 129 130 5117 80 79 79 78 78 78 78 "59.144" 79 80 81 81 82 83 82 81 5119 93 92 92 91 91 90 88 "59.315" 89 90 90 90 92 93 93 92 5120 65 64 63 62 62 61 61 "48.410" 61 62 60 59 60 61 59 59 5122 74 73 72 71 71 70 71 "49.793" 72 72 69 69 70 71 71 72 5124 181 177 172 168 165 164 163 "129.764" 164 166 163 163 165 165 166 169 5154 128 126 127 128 131 130 130 "72.752" 131 132 132 133 136 137 140 141 5158 237 237 235 232 236 236 238 "165.183" 241 244 241 241 241 243 244 244 5162 186 185 185 183 185 187 188 "123.564" 191 192 192 190 193 194 194 196 5166 125 125 125 124 126 126 123 "80.576" 125 126 124 124 126 125 125 127 5170 176 176 177 176 181 182 182 "113.940" 185 187 188 188 191 194 195 195 5314 214 213 211 212 213 214 217 "143.212" 222 232 234 232 233 235 236 237 5315 630 637 646 629 629 630 640 "432.112" 653 669 674 676 691 702 717 728 5316 78 78 78 76 78 78 77 "67.227" 77 77 78 80 80 81 82 82 5334 274 274 275 272 273 271 270 "174.489" 274 279 276 279 283 285 287 290 5358 108 108 107 107 108 109 110 "70.090" 110 111 111 111 113 116 116 117 5362 174 174 174 172 174 173 175 "110.002" 178 181 182 185 188 191 191 189 5366 73 73 72 73 73 73 74 "44.186" 75 76 76 77 79 79 80 81 5370 88 88 89 90 92 91 91 "48.792" 92 93 94 94 96 98 100 101 5374 129 130 129 128 129 129 130 "82.929" 132 134 131 131 134 136 137 138 5378 102 102 103 103 103 103 104 "62.668" 105 107 106 106 107 108 109 111 5382 206 208 208 208 215 214 213 "118.574" 216 222 223 224 223 226 228 231 5512 47 46 47 46 46 47 47 "31.306" 48 48 48 48 48 48 47 46 5513 111 109 108 107 107 107 107 "82.036" 108 108 111 113 114 115 115 115 5515 183 183 187 184 189 187 190 "118.065" 194 198 199 202 207 210 213 217 5554 179 178 176 175 176 175 176 "106.481" 180 184 184 187 192 197 200 203 5558 89 88 88 87 88 88 89 "49.307" 91 91 91 91 92 93 94 96 5562 245 235 236 237 238 237 236 "160.441" 237 238 237 236 238 238 237 237 5566 190 190 192 191 192 192 195 "114.230" 200 203 204 204 208 211 212 215 5570 130 124 123 123 122 120 121 "80.363" 123 126 125 124 125 127 127 128 5711 182 182 181 178 179 180 181 "127.342" 183 185 185 185 189 192 195 198 5754 185 184 183 182 183 185 187 "126.681" 192 196 195 194 199 204 206 209 end
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