Dear all,

I am new to this forum and also new to Stata. Therefore, I would like to apologize for any ignorant questions upfront.

I am trying to analyze herd behavior in the Swiss stock market. The methodology I chose for the analysis is based on the return dispersion model by Chang et al. (2000).
The measure of dispersion is the cross sectional absolute deviation (CSAD) and the herding equation that will be estimated is a regression.

Array



As I am new to Stata I would like to test the calculations described above with a small sample of data available online first. I gathered the daily closing prices of the 20 stocks included in the Swiss Market Index (SMI) as well as the closing prices of the index from 2016 to 2019. Ri and Rm I planned to calculate as ln returns based on the stock prices and the index points.

I imported the dataset to Stata and included an example using the -dataex- command below. The first column contains the data of the observation and the following 21 columns contain the closing prices of the 20 stocks and the index points. The names of the variables are the names of the stocks.

Is it possible to run the calculations with the data in this format? I read a similar thread in this forum “Test on Herd Behavior” from 2018 and tried to work based on the commands explained there. However, my first problem is the calculation of Ri and Rm for all the 21 variables/stocks. I managed to calculate Ri and Rm for one stock but not for the entire dataset.

I would be thankful for any suggestions on the commands for this analysis.

Code:
* Example generated by -dataex-. To install: ssc install dataex
clear
input str10 date double(abb adecco cs geberit) str8 givaudan double(juliusbaer lafargeholcim lonza nestle novartis richemont roche) str8 sgssa double(sika swatch swisslife swissre swisscom ubs zurich) str8 smi
"02.04.2019" 19.08 54.18 11.98 409.1 "2'482.00" 41.37 50.28 309.7 94.49 95.36 73.74 273.85 "2'497.00" 142.9 290.9 443.6  98.2 489.8  12.4   332 "7'950.84"
"01.04.2019" 18.86 53.56 11.71 408.7 "2'501.00" 40.67 49.75 310.3 95.23 95.99  73.3  274.7 "2'495.00" 140.2   289   440 97.66 488.5 12.19   331 "7'982.57"
"29.03.2019"  18.6  52.3 11.53   406 "2'564.00" 39.48 49.37 304.9 95.22 95.42  71.6  272.2 "2'475.00" 137.7   282 434.3 97.44 486.5 12.01 329.5 "8'019.13"
"28.03.2019" 18.52  51.5 11.45   404 "2'546.00" 39.98 49.01 296.2 95.24 94.16 71.58  271.4 "2'454.00"   137   281 432.7 96.98 484.7 11.93 329.3 "7'971.15"
"27.03.2019" 18.55 51.38 11.39 404.5 "2'570.00"  40.5 49.05   292 95.18 94.86  71.6 272.85 "2'483.00" 137.7 282.8 432.2 96.94 485.2 11.92   330 "7'975.81"
"26.03.2019" 18.51 51.58  11.4 404.9 "2'554.00" 40.75 49.27 286.8  94.2  92.5 71.62  270.5 "2'448.00"   138   284 431.8 96.88   482 11.86 328.7 "7'893.66"
"25.03.2019" 18.43 51.24 11.42 402.6 "2'521.00" 40.97 48.49 284.5 93.86  92.5    70  267.6 "2'500.00" 137.1   280   426 96.18 482.4 11.85 327.5 "7'998.43"
"22.03.2019" 19.12 53.66 11.86 417.5 "2'568.00" 42.37 50.78 299.7 95.46 93.32 72.36 270.95 "2'583.00" 140.5 291.2 437.4 97.84 484.5 12.23   334 "8'018.36"
"21.03.2019" 19.27 53.06 11.87 414.1 "2'533.00" 42.45 50.84   296 94.36  92.4 72.02  269.7 "2'543.00"   139 290.3 437.5  97.5   480  12.2   332 "7'953.93"
"20.03.2019"  19.6  54.1 12.42 418.2 "2'541.00" 44.45 51.24 297.2  94.4 92.52 73.44  269.5 "2'610.00" 139.3 298.2   442  99.5 485.4  12.6   338 "7'916.43"
"19.03.2019" 19.47 53.68  12.4   416 "2'565.00"  44.5 51.02 297.2 94.34 93.22 72.56 270.05 "2'600.00" 138.5 291.6 443.1 99.64 484.2 12.54 339.3 "7'861.79"
"18.03.2019" 19.29 53.46 12.13 416.2 "2'566.00" 43.76 51.02 299.3  93.7 93.48 72.32 271.15 "2'600.00" 138.6   292 443.1   100 482.7 12.23   337 "7'813.68"
"15.03.2019" 19.29 53.26 12.13 414.3 "2'568.00" 43.99 51.02 299.3  94.8 92.86 72.56  274.8 "2'582.00"   138 293.5 442.8 99.46 482.2  12.3 334.6 "7'849.57"
"14.03.2019" 19.21 52.52 12.03 402.8 "2'538.00"  43.5  50.2   297  93.5 91.74 71.64    272 "2'570.00" 136.4 293.5 439.2  98.4 480.5  12.3   330 "7'853.07"
"13.03.2019" 19.08 52.06 11.81 398.3 "2'520.00"  42.8  49.8   293  92.6 90.72  71.2    270 "2'555.00" 135.1   290   435 97.66 476.8 12.18 326.9 "7'894.36"
"12.03.2019" 19.25  52.3 12.03   409 "2'531.00" 43.02  49.9   295 92.88    91 72.24  271.9 "2'566.00" 135.2   294 436.5 98.38 474.8 12.35 328.2 "7'775.58"
"11.03.2019" 18.98 51.48  11.9   404 "2'481.00" 41.97 48.58 287.5  92.9  90.2 72.38  271.4 "2'549.00" 135.5 291.2 435.4  97.6   474 12.13 326.8 "7'797.65"
"08.03.2019" 18.99 51.62  11.9   402 "2'522.00" 42.58 48.25 286.7 92.68 90.14 71.06  269.8 "2'536.00" 135.3 290.4   434 97.16   470 12.06   325 "7'845.08"
"07.03.2019" 19.44 52.62 12.25 404.2 "2'514.00" 44.35    49   292 91.54 90.36  72.6  272.6 "2'550.00" 136.5 298.3 439.1 98.42 464.5 12.45 329.3 "7'807.89"
"06.03.2019" 19.46 52.56 12.23 401.2 "2'508.00"    44 49.51 292.9 91.68    90 74.32  278.5 "2'557.00" 137.5 302.5   435 97.84 462.1 12.48 328.8 "7'688.34"
"05.03.2019"  19.4 52.82 12.36 405.1 "2'506.00" 43.99  50.3   289 90.76 89.24 74.48  277.8 "2'561.00" 137.6 302.5 435.7 98.36   463 12.64   330 "7'731.81"
"04.03.2019" 19.67 53.02 12.47   407 "2'515.00" 44.46 49.94 288.8 91.28  88.8 78.18  279.5 "2'557.00" 138.1 305.3 437.3  99.5 462.7 12.75 330.9 "7'673.67"
"01.03.2019" 19.76  52.2  12.4 400.8 "2'520.00"    44  49.8 280.5 90.84 91.08 77.38 278.95 "2'564.00" 136.5 299.6 437.2    99 463.7 12.78 330.8 "7'768.23"
"28.02.2019" 20.45 51.02  12.3 399.7 "2'490.00" 42.84 49.48 287.5  89.9 90.98  76.1  276.4 "2'530.00" 135.4 297.9 430.1  98.5 461.2 12.55   328 "7'761.35"
"27.02.2019" 20.38 53.72 12.11   405 "2'501.00" 41.85 49.57 297.1  90.8 91.32    77  278.2 "2'537.00" 135.7   298 427.6 98.72 461.1 12.51 328.9 "7'817.55"
"26.02.2019" 20.33  53.5 12.04 403.9 "2'485.00" 41.53 49.02 296.9    91 90.94 75.22  276.4 "2'550.00" 133.8   293 428.4 98.04 457.5  12.4 326.8 "7'751.58"
"25.02.2019"  20.3 53.52 12.02 405.9 "2'483.00"  40.8 49.08 288.8  90.9 90.98  74.9  276.5 "2'547.00" 135.5 286.3 420.5 98.42 460.3 12.41   327 "7'788.78"
"22.02.2019" 20.24    53 11.92 401.9 "2'466.00" 39.88    48   286 91.68 90.46 73.94  277.6 "2'510.00" 130.7 281.2 414.5 98.14 458.3 12.31 325.8 "7'934.46"
"21.02.2019" 20.14 53.14    12   399 "2'459.00"  40.5 48.99 291.6  90.8 90.78  73.5    277 "2'493.00" 131.6 286.6 417.6 96.98   457 12.47   325 "8'021.00"
"20.02.2019" 19.77  52.4 11.92 394.7 "2'441.00" 40.25 48.42 286.1 89.84    90  72.9 274.05 "2'474.00" 131.8 283.5 414.6 97.18   452 12.86   323 "8'014.60"
"19.02.2019"  19.7 52.72 11.94 394.5 "2'448.00"  40.6    48   289  89.4 90.08 72.36 272.95 "2'484.00" 131.7 286.9   411 97.04 451.8    13 320.4 "8'044.60"
"18.02.2019" 19.82  53.1  11.8   396 "2'451.00" 40.83 47.82 292.1 89.38 90.14 72.16 272.35 "2'480.00" 130.9 284.7 415.1 97.28 447.7 12.98 322.3 "8'152.76"
"15.02.2019" 19.48 52.06 11.53 392.2 "2'461.00" 39.53 47.21 285.5 88.28  88.7 71.48  270.7 "2'478.00"   131 283.9 411.1 96.08 447.4 12.77 318.2 "8'186.97"
"14.02.2019" 19.46  52.8 12.29 393.2 "2'475.00" 41.19  47.8 285.9    87  89.5  73.5    271 "2'481.00" 132.4 289.8 414.9  97.3   450 13.11   320 "8'159.67"
"13.02.2019" 19.22 52.42 12.04   392 "2'456.00" 41.14 47.71 283.5  86.4  89.5 70.44  272.5 "2'467.00" 132.3 285.4 412.4 97.14   448 12.96   320 "8'109.44"
"12.02.2019" 19.13 51.06 11.81 392.5 "2'445.00" 40.82  47.3 280.2  86.8 89.04 68.56  270.7 "2'447.00" 130.7 275.9 413.2  96.8 450.9 12.82 318.4 "8'079.89"
"11.02.2019" 19.18 50.54 11.74   386 "2'439.00"  39.9 47.38 278.5  86.7  88.8 67.66    269 "2'418.00" 128.5 273.1   407 96.48   449 12.72   317 "8'077.18"
"08.02.2019" 19.29 50.52  11.8 388.6 "2'412.00" 40.31 47.43 275.3  86.2 88.14 68.16  265.8 "2'404.00" 129.5 274.3 404.8 95.54 444.7 12.75 316.2 "8'096.76"
"07.02.2019" 19.59 51.16 12.09 395.5 "2'433.00" 40.13 48.58 279.6 86.66  89.2  69.8 267.05 "2'445.00" 131.4 282.4 412.1 96.44   460 13.02 317.5 "8'099.42"
"06.02.2019" 19.59 51.32 12.04 398.4 "2'455.00" 39.72 48.59 281.2 87.06 88.74 70.86  267.4 "2'451.00" 131.8 287.5 412.6 96.44 464.9 12.98 315.8 "7'960.85"
"05.02.2019" 19.31  50.5 11.95 390.7 "2'410.00" 37.92 47.41 273.9 86.24 87.92 68.82  264.1 "2'381.00" 131.6   285 412.5    96 458.6 12.78 314.6 "7'977.77"
"04.02.2019" 19.16 50.02 11.87 386.7 "2'394.00" 38.05 47.25 268.1 86.22 87.02 68.58  263.1 "2'407.00" 131.4 284.4 412.2 95.54   469 12.78 314.1 "7'850.68"
"01.02.2019" 19.06  49.7  12.1   389 "2'435.00"  40.2 46.97 262.3 86.88  87.2 69.04    264 "2'392.00"   133 285.3 410.5  95.5 478.1 12.96   313 "7'752.97"
"31.01.2019" 19.14 51.02 12.39 386.1 "2'441.00" 40.98  46.4 253.5  86.5 85.74 68.22    260 "2'407.00" 133.6   285 412.1 95.88 486.9 13.15   314 "7'735.60"
"30.01.2019" 19.05 51.04  12.4 387.8 "2'440.00" 40.75  46.5   257  86.5    84 69.26  255.4 "2'397.00" 133.5 298.1 416.4    96 487.3 13.09 313.9 "7'824.95"
"29.01.2019" 18.99 50.22  12.2 386.2 "2'352.00" 40.26 45.89 276.7  84.6  84.6  68.5 254.65 "2'373.00" 133.5 302.8   411  95.4 485.8 12.75   311 "7'934.93"
"28.01.2019" 19.11 50.12 12.37 385.8 "2'350.00"  40.8 46.01 279.5    84  84.7 69.32  256.2 "2'361.00" 133.1 305.8 410.5  95.3 483.2    13   312 "7'937.88"
"25.01.2019" 19.05 50.42 12.33 387.7 "2'360.00" 40.71 45.38 278.3 84.98 86.54  69.9 257.65 "2'367.00" 133.3 305.7 416.5 96.56 487.6 13.07 314.8 "7'885.85"
"24.01.2019" 18.98 50.48 12.29 383.4 "2'466.00" 40.18 45.01 278.1  84.9 87.66 68.98 257.15 "2'340.00" 130.5 304.7 415.7 95.16 487.5    13 311.3 "7'925.76"
"23.01.2019" 19.12 50.72 12.15   382 "2'441.00" 39.88 46.75 271.4  84.3  87.9 68.62    256 "2'320.00" 129.8 303.9 415.2  95.3 483.1 12.91 311.4 "7'906.76"
"22.01.2019" 19.29  50.5 11.98 392.8 "2'460.00" 39.99 46.53 279.1  84.1 88.22 69.28 257.85 "2'286.00" 136.1 306.9 417.1 95.28 484.5 12.75 313.7 "7'973.93"
"21.01.2019" 19.28  50.5 12.23 384.7 "2'443.00" 40.97 47.53 278.1 83.94  88.3 68.96  257.1 "2'375.00" 135.6 307.4 417.8 94.64   487 13.53   314 "7'908.79"
"18.01.2019" 19.09 50.62 12.18 379.4 "2'413.00" 40.33 46.95 280.3 84.38 88.72 67.94 259.15 "2'350.00" 132.1 304.7 415.9 94.28   490 13.48 310.3 "7'997.30"
"17.01.2019" 18.87    50 12.01 374.9 "2'377.00"  40.2 45.73 271.5 82.86 87.12 67.04 255.15 "2'293.00" 128.1   300   408  92.9 483.5 13.26 304.2 "8'038.46"
"16.01.2019" 19.15 49.67 11.75 361.6 "2'359.00" 38.96  45.3 276.2 83.66 86.72  67.3    257 "2'304.00" 129.1 300.7 407.5 92.98 480.7  13.1 303.5 "8'125.24"
"15.01.2019" 19.13  49.8 11.81 360.5 "2'328.00"    39 45.25 278.6 83.28 86.16 67.48  255.8 "2'310.00" 128.3   299 407.2 93.96 485.5 13.16   306 "8'167.61"
"14.01.2019"    19 49.25 11.62 365.3 "2'318.00" 38.44 44.04 279.2 82.82 85.96    67 253.95 "2'309.00"   128   295 401.1 93.32   484  12.9 303.4 "8'229.55"
"11.01.2019"  19.4  49.5 11.61   372 "2'341.00" 38.33 45.39 287.4    83 86.72 67.12    257 "2'330.00" 130.9 300.1   400  93.5 480.9  12.9 304.5 "8'292.45"
"10.01.2019" 19.12  48.2 11.25 370.2 "2'318.00" 36.78  42.9   278 81.46  84.7 65.54  252.3 "2'256.00"   127 293.7 391.5 91.74 477.3 12.51 298.3 "8'277.83"
"09.01.2019" 19.24    48  11.4 370.9 "2'321.00" 37.27  42.5 274.9 81.52 85.04 65.66  254.8 "2'300.00"   122 295.5   395 91.52 478.5 12.85 300.8 "8'216.42"
"08.01.2019"  19.3 46.89 11.25 373.5 "2'304.00" 37.06 41.49 265.4 81.12 83.02 64.34 248.05 "2'281.00"   124 287.4 384.6 91.14   480 12.77 296.3 "8'185.53"
"07.01.2019" 19.11 46.09 11.34   385 "2'338.00" 36.99  42.2 263.1 82.28 84.42  64.2 250.55 "2'292.00" 125.4 288.7 381.3  91.5 482.7 12.79 298.7 "8'205.82"
"04.01.2019" 18.57 43.75 10.91 377.5 "2'298.00" 35.36  40.1 255.5 81.14 83.72  62.1  250.9 "2'222.00" 122.8 282.8   380 90.26 480.5 12.34   294 "8'148.40"
"03.01.2019" 18.56 44.39 10.73   382 "2'295.00" 34.79  40.3 256.3 80.84  82.6 61.98  243.5 "2'195.00" 125.7 282.1 375.6 89.38   470 12.22 293.1 "8'165.98"
"28.12.2018" 18.38 45.03 10.55   372 "2'260.00" 34.33 39.85   249  78.9  82.2 61.58  237.1 "2'183.00"   123 281.9 370.7 88.12 457.8 11.88 286.1 "8'215.78"
"27.12.2018" 19.09 46.49 10.95   382 "2'312.00" 35.49 41.06   260 80.56 83.02 63.08 243.65 "2'249.00" 124.6 292.6 378.1    90 474.8 12.38 293.2 "8'143.76"
"21.12.2018"  18.7  45.4 10.47 373.8 "2'322.00"  34.5    40 263.2 80.64 83.84 61.88 244.05 "2'195.00" 120.6 281.5 374.5  88.6 475.6 11.86   290 "8'076.35"
"20.12.2018"  18.9  44.9 10.63   372 "2'303.00" 35.23 40.56 276.7 81.06    84  61.6    240 "2'230.00" 121.6   284 373.2 88.22 472.5 12.06   289 "7'922.71"
"19.12.2018" 19.34    45 10.92   375 "2'310.00" 35.84 41.39 285.3 81.56 84.98  62.9 245.75 "2'270.00" 122.5 283.5 376.5 88.44   473 12.25   291 "7'782.35"
"18.12.2018" 19.16 44.52 10.93 373.8 "2'321.00" 35.84 41.08 290.6 82.32 85.54    62  247.7 "2'280.00"   121 279.1 375.5 88.32 477.3 12.26   291 "7'638.77"
"17.12.2018"  20.1 45.65 11.15   378 "2'348.00"    37  41.8   300 83.62    87  62.8  249.2 "2'321.00"   126   283 382.3 89.22 477.2 12.43 297.4 "7'679.49"
"14.12.2018" 19.53 45.81  11.2 378.8 "2'349.00" 37.54 42.11   304  84.2  87.1 63.64  253.6 "2'303.00" 126.5 292.7 383.1  89.5 472.5 12.45 299.5 "7'634.66"
"13.12.2018" 19.89 46.48 11.45 387.5 "2'371.00" 38.35 43.29 312.2  85.3    88 65.68 256.05 "2'352.00" 126.4 301.4 389.5 90.78 482.5  12.7 300.2 "7'713.61"
"12.12.2018" 18.93 45.82 11.06 380.7 "2'391.00" 37.13 42.47 307.8 84.68 87.44 64.22  251.4 "2'336.00" 122.8 291.3 381.7 89.54 478.2 12.32 297.3 "7'900.22"
"11.12.2018" 18.92 45.69 10.98 377.4 "2'358.00" 36.33  41.4 304.9  83.8 85.78  63.2  249.9 "2'314.00" 120.6 286.1   378 88.52 469.6 12.39   297 "7'935.75"
"10.12.2018" 18.89 46.16 11.05 376.2 "2'375.00"  36.8  41.5 304.2  84.4  85.9 62.72 250.45 "2'309.00" 121.5 288.5 379.2  88.6 473.6 12.48   298 "7'972.14"
"07.12.2018" 19.04 46.51  11.2 379.7 "2'387.00"  38.1  42.1 310.6 83.64  87.5  64.1 248.05 "2'336.00"   123 294.5 380.5 88.56 472.5 12.75   300 "8'023.05"
"06.12.2018" 19.45 47.56 11.54 381.5 "2'421.00" 39.29 42.98 321.3 84.54  89.8    65 252.95 "2'340.00"   124   298   385    90 476.7 13.01   305 "7'747.18"
"05.12.2018" 19.87 49.02 11.71 383.2 "2'437.00" 39.71  44.2 323.1 85.88  91.2 65.66  256.6 "2'368.00" 124.9 301.8 392.4  91.1 477.2  13.2 312.6 "7'594.49"
"04.12.2018" 20.22 50.14 12.04 392.5 "2'437.00" 40.75 45.92   329 84.98    91 67.16  259.5 "2'405.00"   127   310   393 91.72 476.5 13.67 314.5 "7'773.80"
"03.12.2018"  20.6  50.8 12.08 397.5 "2'497.00"  41.3 46.87 330.2 85.58 91.94    68    260 "2'422.00"   127 311.2 398.8 92.62   484 13.89   317 "7'978.96"
"30.11.2018" 20.28 49.57 11.92 392.8 "2'478.00" 40.85 45.58 319.9 84.82 90.34 65.66  254.8 "2'382.00" 124.8 300.9 391.6 91.42 475.9 13.62 313.8 "8'020.15"
"29.11.2018" 20.25 49.52 11.93 386.1 "2'441.00" 41.02 45.29 305.6 84.88  88.6 65.54  252.7 "2'342.00" 122.7 304.1 387.4 91.12 476.8 13.64 311.6 "8'085.21"
"28.11.2018"  20.1 48.84    12 385.4 "2'444.00" 40.99  46.1   303 84.74  88.5    66    250 "2'358.00" 122.4 302.3 382.5  91.9 476.9 13.75 312.9 "8'056.71"
"27.11.2018" 20.18 49.04 12.04   385 "2'424.00" 41.69 46.19 304.3 84.54  88.4 66.86    250 "2'350.00" 124.8 305.5 380.5    91 474.9 13.74 311.1 "7'941.67"
"26.11.2018"    20 48.33 11.95   385 "2'418.00" 41.29 45.24 304.8 84.52 88.06 66.06  249.8 "2'337.00" 123.7 303.7 379.8    90   463 13.64   308 "7'898.21"
"23.11.2018" 19.74 47.42 11.69 380.3 "2'400.00" 40.79 44.56 299.1 83.76 87.22  65.4    245 "2'298.00"   122 300.3 373.6 88.44 460.4  13.4 303.6 "7'964.23"
"22.11.2018" 19.87 47.73 11.94 383.1 "2'412.00"  40.8 44.84   299 83.86    88  65.4 247.45 "2'288.00" 122.5 297.7 375.2  89.1   462 13.54 306.5 "8'037.94"
"21.11.2018" 19.75 47.34 11.83 379.7 "2'420.00"  40.1 44.66 297.8  83.3 87.24 65.34 248.35 "2'278.00" 121.5 294.2 372.7 88.18 460.4 13.34 303.6 "8'117.11"
"20.11.2018" 19.77 47.51 12.12 376.3 "2'417.00" 41.79 45.38 298.6  83.1 87.34  65.6 246.05 "2'267.00" 123.6   305   381  88.2 463.3 13.48 305.2 "8'143.13"
"19.11.2018" 20.29 48.25  12.4 383.3 "2'456.00" 43.81 46.32 306.3 84.42 88.88  66.7    251 "2'314.00" 126.7 313.1 384.7  89.9 463.3  13.7 309.5 "8'142.33"
"16.11.2018" 20.36 48.69 12.51 384.5 "2'450.00"  44.1  46.4 305.4 84.52 88.14 67.28 249.45 "2'316.00" 130.5 321.5   387 90.24 461.5 13.85 312.6 "8'174.02"
"15.11.2018" 19.92 49.01 12.61 386.4 "2'403.00" 44.26 46.43 306.5 84.12 87.88 68.28 248.45 "2'301.00" 129.2 324.8 388.1 90.46 462.6  13.8 312.8 "8'156.26"
"14.11.2018" 19.92 48.96 12.64 384.1 "2'383.00" 44.68  46.2 309.8  84.7 88.82 67.62  250.7 "2'281.00"   129 324.2 386.7 91.06 463.3  13.7 311.3 "8'161.60"
"13.11.2018" 19.94  49.6 12.74 385.7 "2'411.00"  44.7 46.99 317.3 85.14 89.48 68.14  250.8 "2'306.00" 127.5   323 386.9 90.94 461.1 13.83 311.9 "8'111.48"
"12.11.2018" 20.35  50.5 13.06   388 "2'420.00"  45.8 47.24 330.4  85.5  89.8 69.38    252 "2'330.00" 130.6 324.3 393.6 92.56 464.8  14.2 315.5 "8'197.43"
"09.11.2018" 20.47 50.52 13.05 385.1 "2'405.00" 46.05 47.55 328.4    85  89.4    70 249.95 "2'291.00" 130.1 329.3 386.1 91.88 461.3 14.28 313.7 "8'182.45"
"08.11.2018" 20.64  50.5  13.1   388 "2'426.00"  46.2 47.02   331  84.5  88.5    75  247.4 "2'396.00" 132.2 345.9   384 90.76   460 14.26 314.5 "8'194.73"
"07.11.2018" 20.62  50.2  12.9   386 "2'400.00" 46.36 46.36 325.1 84.46    88 74.88 244.75 "2'368.00" 130.3 346.7 381.5 90.16 457.4  14.2 311.8 "8'194.41"
"06.11.2018" 20.53  49.9 12.88 385.5 "2'407.00" 45.99 46.25 326.4  84.4  88.9  75.5  245.9 "2'398.00" 130.8   345 382.8 89.76 460.3 14.25 312.7 "8'227.20"
end