Introduction to casabourse

Diakite Abdoul Oudouss

library(casabourse)

Introduction

Casabourse est un R package qui permet d’obtenir des données à temps réel de la bourse de Casablanca. L’objectif est de faciliter l’accès aux données à tous les utilisateurs du langage de programmation R. Ce package comporte une diversité de données accessibles juste par appel de fonction.

La fonction tickers()

Cette fonction ne prend aucun argument et retourne une table de données associant chaque entreprise à un ticker. Il est important de visualiser les tickers. En effet, ils sont utilisés par les autres fonctions du package pour représenter les entreprises auxquelles ils correspondent.

#>Affichage des tickers
tickers()
#>     tick     codeisin
#> 1   MASI         MASI
#> 2    ADH MA0000011512
#> 3    AFM MA0000012296
#> 4    AFI MA0000012114
#> 5    GAZ MA0000010951
#> 6    AGM MA0000010944
#> 7    ADI MA0000011819
#> 8    ALM MA0000010936
#> 9    ARD MA0000012460
#> 10   ATL MA0000011710
#> 11   ATW MA0000012445
#> 12   ATH MA0000010969
#> 13   NEJ MA0000011009
#> 14   BAL MA0000011991
#> 15   BOA MA0000012437
#> 16   BCP MA0000011884
#> 17   BCI MA0000010811
#> 18   CRS MA0000011868
#> 19   CDM MA0000010381
#> 20   CDA MA0000012049
#> 21   CIH MA0000011454
#> 22   CMA MA0000010506
#> 23   CMT MA0000011793
#> 24   COL MA0000011934
#> 25   CSR MA0000012247
#> 26   CTM MA0000010340
#> 27   DRI MA0000011421
#> 28   DLM MA0000011777
#> 29   DHO MA0000011850
#> 30   DIS MA0000010639
#> 31   DWY MA0000011637
#> 32   NKL MA0000011942
#> 33   EQD MA0000010357
#> 34   FBR MA0000011587
#> 35   HPS MA0000011611
#> 36   IBC MA0000011132
#> 37   IMO MA0000012387
#> 38   INV MA0000011579
#> 39   JET MA0000012080
#> 40   LBV MA0000011801
#> 41   LHM MA0000012320
#> 42   LES MA0000012031
#> 43   LYD MA0000011439
#> 44   M2M MA0000011678
#> 45   MOX MA0000010985
#> 46   MAB MA0000011215
#> 47   MNG MA0000011058
#> 48   MLE MA0000010035
#> 49   IAM MA0000011488
#> 50   MDP MA0000011447
#> 51   MIC MA0000012163
#> 52   MUT MA0000012395
#> 53   NEX MA0000011140
#> 54   OUL MA0000010415
#> 55   PRO MA0000011660
#> 56   REB MA0000010993
#> 57   RDS MA0000012239
#> 58 RISMA MA0000011462
#> 59   S2M MA0000012106
#> 60   SAH MA0000012007
#> 61   SLF MA0000011744
#> 62   SAM MA0000010803
#> 63   SMI MA0000010068
#> 64   SNA MA0000011843
#> 65   SNP MA0000011728
#> 66   MSA MA0000012312
#> 67   SID MA0000010019
#> 68   SOT MA0000012502
#> 69   SRM MA0000011595
#> 70   SBM MA0000010365
#> 71   STR MA0000012056
#> 72   TQM MA0000012205
#> 73   TIM MA0000011686
#> 74   TMA MA0000012262
#> 75   UMR MA0000012023
#> 76   WAA MA0000010928
#> 77   ZDJ MA0000010571
#> 78   TGC MA0000012528

La fonction msi20.data()

C’est une fonction permettant de télécharger les données de l’indice MSI20. Elle renvoie une table de données.

msi20 <- msi20.data() #>affection de la table MSI20 a la variable ms
msi20 #>afichage des premiers elements de la table
#> # A tibble: 20 × 6
#>    Libellé              Place      Cours Quantité `Var.(%)` Date      
#>    <chr>                <chr>      <dbl> <chr>    <chr>     <chr>     
#>  1 ATLANTASANAD         Casablanca   134 -        -         14/03/2022
#>  2 ATTIJARIWAFA BANK    Casablanca   452 -        -         14/03/2022
#>  3 BANK OF AFRICA       Casablanca  1965 -        -         14/03/2022
#>  4 BCP                  Casablanca  2651 -        -         14/03/2022
#>  5 CIMENTS DU MAROC     Casablanca  1710 -        -         14/03/2022
#>  6 COSUMAR              Casablanca  2419 -        -         14/03/2022
#>  7 DISWAY               Casablanca   819 -        -         14/03/2022
#>  8 DOUJA PROM ADDOHA    Casablanca   797 -        -         14/03/2022
#>  9 HPS                  Casablanca  6000 -        -         14/03/2022
#> 10 ITISSALAT AL-MAGHRIB Casablanca 12955 -        -         14/03/2022
#> 11 LABEL VIE            Casablanca  4850 -        -         14/03/2022
#> 12 LAFARGEHOLCIM MAROC  Casablanca  1831 -        -         14/03/2022
#> 13 MANAGEM              Casablanca  1890 -        -         14/03/2022
#> 14 MICRODATA            Casablanca   617 -        -         14/03/2022
#> 15 MUTANDIS SCA         Casablanca   247 -        -         14/03/2022
#> 16 SMI                  Casablanca  1420 -        -         14/03/2022
#> 17 SNEP                 Casablanca   794 -        -         14/03/2022
#> 18 SODEP-Marsa Maroc    Casablanca   269 -        -         14/03/2022
#> 19 SONASID              Casablanca   668 -        -         14/03/2022
#> 20 TAQA MOROCCO         Casablanca  1083 -        -         14/03/2022

La fonction masi.data()

C’est une fonction permettant de télécharger les données de l’indice MASI. Elle renvoie une table de données.

#>Affichage des données de MASI
ms <- masi.data() #>affection de la table MASI a la variable ms
head(ms) #>afichage des premiers elements de la table
#> # A tibble: 6 × 8
#>   `Code Isin`  Instrument           `Nombre de titres` Cours    `Facteur flott…`
#>   <chr>        <chr>                <chr>              <chr>    <chr>           
#> 1 MA0000012445 ATTIJARIWAFA BANK    215 140 839,00     450,00   0,30            
#> 2 MA0000011488 ITISSALAT AL-MAGHRIB 879 095 340,00     129,50   0,20            
#> 3 MA0000012320 LAFARGEHOLCIM MAR    23 431 240,00      1 850,00 0,30            
#> 4 MA0000011884 BCP                  203 312 473,00     265,00   0,20            
#> 5 MA0000012437 BANK OF AFRICA       205 606 648,00     195,00   0,25            
#> 6 MA0000012247 COSUMAR              94 487 143,00      237,10   0,40            
#> # … with 3 more variables: `Facteur de plafonnement` <chr>,
#> #   `Capitalisation flottante` <chr>, Poids <chr>

La fonction daily.data(“ticker”, “from”, “to”) :

Comme son nom l’indique, cette fonction renvoie les cours journaliers d’un titre entre deux dates données par l’utilisateur. Elle reçoit trois arguments : * ticker : qui correspond au ticker du titre qui nous intéresse ( pour rappelle vous pouvez connaitre tous les tickers des titres grâce à la fonction tickers() ) * from : représente la date de début de collecte de données. Cet argument est du type ‘’jour-mois-année’’. * to : représente la date d’arrêt de collecte de données. Cet argument est du type ‘’jour-mois-année’’. NB : Les week-end ne sont pas pris en compte lors du téléchargement des données et en plus Il est important de mettre chaque argument entre des doubles quotes( ’’ ’’)

#>Affichage des cours journaliers de ATTIJARIWAFA BANK entre 01 janvier 2017 et le 14 decembre 2021
daily.data("ATW","01-01-2017","14-12-2021") #>affection de la table a la variable atw
#> Warning: JSON string contains (illegal) UTF8 byte-order-mark!
#>             Value Minimum Maximum Variation  Volume
#> 10/03/2017 425.50  425.00  428.00     -0.58    8300
#> 13/03/2017 425.50  422.05  429.50      0.00   16192
#> 14/03/2017 425.50  422.35  426.00      0.00   18739
#> 15/03/2017 424.90  424.00  427.90     -0.14   31768
#> 16/03/2017 425.00  420.05  425.50      0.02   52916
#> 17/03/2017 425.00  425.00  425.00      0.00   12550
#> 20/03/2017 425.00  421.00  425.00      0.00    8486
#> 21/03/2017 422.00  422.00  422.05     -0.71    2885
#> 22/03/2017 422.00  422.00  422.10      0.00   10639
#> 23/03/2017 418.05  418.05  422.00     -0.94   15145
#> 24/03/2017 414.50  405.00  418.05     -0.85    6523
#> 27/03/2017 411.00  410.00  415.10     -0.84   12815
#> 28/03/2017 412.00  411.50  412.10      0.24    9911
#> 29/03/2017 412.00  412.00  412.05      0.00    1409
#> 30/03/2017 411.00  410.50  414.00     -0.24    3416
#> 31/03/2017 400.00  400.00  411.00     -2.68   93446
#> 03/04/2017 400.15  400.00  405.15      0.04   15925
#> 04/04/2017 400.00  400.00  400.05     -0.04   16719
#> 05/04/2017 400.00  400.00  424.95      0.00   41358
#> 06/04/2017 400.00  399.95  409.00      0.00   25640
#> 07/04/2017 400.00  400.00  400.00      0.00    5590
#> 10/04/2017 400.00  395.00  400.00      0.00    3286
#> 11/04/2017 400.00  400.00  405.00      0.00   32594
#> 12/04/2017 400.00  395.50  400.00      0.00    1658
#> 13/04/2017 396.10  396.10  400.00     -0.97    1500
#> 14/04/2017 396.55  396.55  400.00      0.11    3261
#> 17/04/2017 400.00  396.20  400.00      0.87    2233
#> 18/04/2017 400.00  397.15  400.00      0.00   39151
#> 19/04/2017 400.00  396.00  400.00      0.00    4571
#> 20/04/2017 398.90  396.05  399.95     -0.28    2927
#> 21/04/2017 399.00  396.00  399.80      0.03   34185
#> 24/04/2017 398.00  397.00  399.95     -0.25    8834
#> 25/04/2017 397.00  397.00  399.00     -0.25   89752
#> 26/04/2017 397.00  396.50  398.00      0.00   16478
#> 27/04/2017 410.00  397.00  410.00      3.27   50110
#> 28/04/2017 409.00  400.10  409.00     -0.24   80217
#> 02/05/2017 419.30  402.05  419.30      2.52   42217
#> 03/05/2017 419.00  410.00  425.00     -0.07   42040
#> 04/05/2017 418.00  414.00  419.00     -0.24   13098
#> 05/05/2017 413.00  413.00  419.00     -1.20   10797
#> 08/05/2017 419.00  416.30  419.00      1.45   14637
#> 09/05/2017 419.95  419.00  419.95      0.23   19213
#> 10/05/2017 419.00  418.00  419.00     -0.23    6941
#> 11/05/2017 420.00  419.00  420.10      0.24   68931
#> 12/05/2017 420.00  417.00  423.50      0.00   17472
#> 15/05/2017 421.00  417.55  421.00      0.24   16768
#> 16/05/2017 420.00  419.00  421.00     -0.24  115660
#> 17/05/2017 421.00  416.10  421.00      0.24    6077
#> 18/05/2017 426.00  419.60  426.00      1.19   90757
#> 19/05/2017 429.00  415.00  429.00      0.70   45407
#> 22/05/2017 419.00  418.25  425.00     -2.33    6707
#> 23/05/2017 427.00  419.00  427.00      1.91   35697
#> 24/05/2017 427.00  420.10  428.90      0.00   27100
#> 25/05/2017 422.45  422.10  428.90     -1.07   28353
#> 26/05/2017 424.00  422.45  428.50      0.37   10948
#> 29/05/2017 424.00  422.55  424.00      0.00  302748
#> 30/05/2017 428.00  422.65  428.00      0.94   11072
#> 31/05/2017 428.20  422.65  428.95      0.05   57181
#> 01/06/2017 428.90  423.70  428.90      0.16   18996
#> 02/06/2017 429.90  429.90  429.90      0.23   10660
#> 05/06/2017 432.00  429.90  435.00      0.49   19409
#> 06/06/2017 432.00  432.00  432.00      0.00    1000
#> 07/06/2017 440.00  433.00  440.10      1.85   92089
#> 08/06/2017 439.90  435.00  444.00     -0.02  129685
#> 09/06/2017 430.00  430.00  440.00     -2.25   57655
#> 12/06/2017 430.40  430.10  430.60      0.09   21374
#> 13/06/2017 435.10  430.05  437.00      1.09  270783
#> 14/06/2017 441.00  435.00  441.00      1.36   10339
#> 15/06/2017 445.00  436.05  445.00      0.91   22422
#> 16/06/2017 442.00  440.00  444.95     -0.67   20209
#> 19/06/2017 447.00  442.15  447.00      1.13   70359
#> 20/06/2017 437.70  437.20  424.00      0.62    9145
#> 21/06/2017 441.00  437.50  444.00      0.75 1076483
#> 22/06/2017 444.00  441.05  444.00      0.68   26965
#> 23/06/2017 445.00  440.00  449.00      0.23   11100
#> 28/06/2017 450.00  449.95  453.00      1.12   59824
#> 29/06/2017 448.00  444.00  448.00     -0.44    6012
#> 30/06/2017 440.05  440.00  445.00     -1.77  208392
#> 03/07/2017 443.50  440.00  447.90      0.78   19661
#> 04/07/2017 441.00  440.50  445.00     -0.56    6390
#> 05/07/2017 447.80  441.00  447.80      1.54   14791
#> 06/07/2017 447.50  445.60  454.40     -0.07   85742
#> 07/07/2017 447.80  447.00  449.00      0.07   39169
#> 10/07/2017 443.10  443.00  447.50     -1.05   59852
#> 11/07/2017 449.00  443.00  449.00      1.33   25853
#> 12/07/2017 448.00  443.00  448.00     -0.22  103093
#> 13/07/2017 447.90  444.00  448.00     -0.02   64890
#> 14/07/2017 443.00  442.10  445.00     -1.09   42624
#> 17/07/2017 443.00  443.00  445.00      0.00   15122
#> 18/07/2017 443.10  442.10  443.10      0.02   86691
#> 19/07/2017 443.00  442.15  446.95     -0.02   92575
#> 20/07/2017 442.55  442.50  444.00     -0.10   11823
#> 21/07/2017 442.50  442.00  442.55     -0.01   63333
#> 24/07/2017 444.00  443.00  449.95      0.34    5297
#> 25/07/2017 444.00  442.00  444.00      0.00    6458
#> 26/07/2017 446.00  443.00  446.00      0.45   44526
#> 27/07/2017 449.90  446.00  449.95      0.87   82465
#> 28/07/2017 449.90  447.00  449.90      0.00   47355
#> 31/07/2017 446.00  446.00  450.00     -0.87   27463
#> 01/08/2017 446.00  444.05  446.50      0.00   15041
#> 02/08/2017 449.00  446.00  449.00      0.67   14436
#> 03/08/2017 449.00  442.00  449.00      0.00   20237
#> 04/08/2017 449.00  444.00  449.00      0.00   11609
#> 07/08/2017 449.00  445.10  450.00      0.00    6480
#> 08/08/2017 454.00  449.00  454.00      1.11   51576
#> 09/08/2017 447.30  447.00  453.00     -1.48    8286
#> 10/08/2017 447.70  445.00  450.00      0.09    6295
#> 11/08/2017 450.00  447.55  450.00      0.51   25869
#> 15/08/2017 446.10  445.05  450.00     -0.87   33917
#> 16/08/2017 449.50  445.00  449.50      0.76   60189
#> 17/08/2017 449.00  445.35  449.00     -0.11   16761
#> 18/08/2017 443.00  440.00  445.00     -1.34    5661
#> 22/08/2017 437.00  430.50  447.00     -1.35    2574
#> 23/08/2017 437.00  437.00  437.00      0.00   22356
#> 24/08/2017 437.00  437.00  437.00      0.00    2579
#> 25/08/2017 437.05  431.00  440.00      0.01    1262
#> 28/08/2017 438.60  435.00  438.60      0.35    5903
#> 29/08/2017 443.00  438.60  444.90      1.00    3563
#> 30/08/2017 450.00  440.00  450.00      1.58   28825
#> 31/08/2017 450.00  450.00  453.00      0.00   50573
#> 04/09/2017 450.00  445.00  453.00      0.00   20063
#> 05/09/2017 455.00  450.00  455.00      1.11   50362
#> 06/09/2017 453.00  453.00  453.00     -0.44    2046
#> 07/09/2017 465.00  453.00  465.00      2.65   45194
#> 08/09/2017 467.00  461.00  467.00      0.43   18773
#> 11/09/2017 478.00  467.00  478.90      2.36   18147
#> 12/09/2017 480.05  478.00  485.00      0.43  131090
#> 13/09/2017 484.95  480.00  484.95      1.02   52642
#> 14/09/2017 480.00  480.00  485.00     -1.02   74906
#> 15/09/2017 475.00  475.00  480.00     -1.04   73938
#> 18/09/2017 474.80  474.80  475.00     -0.04   15596
#> 19/09/2017 469.00  465.00  475.00     -1.22  105769
#> 20/09/2017 460.00  460.00  465.00     -1.92   63560
#> 21/09/2017 460.05  460.05  473.60      0.01   17206
#> 25/09/2017 467.00  456.05  467.00      1.51   14287
#> 26/09/2017 473.00  467.00  477.00      1.28   17910
#> 27/09/2017 472.50  470.00  474.10     -0.11    8807
#> 28/09/2017 474.00  472.00  475.00      0.32   65730
#> 29/09/2017 465.00  465.00  473.50     -1.90   35228
#> 02/10/2017 470.00  465.00  475.00      1.08   20877
#> 03/10/2017 470.25  470.00  470.25      0.05   15586
#> 04/10/2017 480.00  474.95  480.00      2.07   97465
#> 05/10/2017 480.00  480.00  481.90      0.00   33951
#> 06/10/2017 476.25  475.00  476.60     -0.78   15858
#> 09/10/2017 476.25  472.00  476.40      0.00   17988
#> 10/10/2017 476.25  470.20  476.25      0.00   13942
#> 11/10/2017 477.00  473.05  477.00      0.16   18691
#> 12/10/2017 475.00  474.05  475.00     -0.42     390
#> 13/10/2017 477.00  476.00  480.00      0.42   59710
#> 16/10/2017 473.05  473.05  476.50     -0.83   12528
#> 17/10/2017 473.00  470.00  473.05     -0.01   46755
#> 18/10/2017 478.00  471.00  478.00      1.06   28449
#> 19/10/2017 474.15  473.00  478.00     -0.81    6455
#> 20/10/2017 473.00  473.00  475.00     -0.24   59033
#> 23/10/2017 473.60  473.60  475.50      0.13   12556
#> 24/10/2017 477.90  473.10  478.90      0.91    3065
#> 25/10/2017 474.00  473.50  475.00     -0.82   18258
#> 26/10/2017 474.00  474.00  474.00      0.00    1785
#> 27/10/2017 473.00  472.95  473.00     -0.21   13948
#> 30/10/2017 473.05  473.05  476.45      0.01    4596
#> 31/10/2017 473.00  473.00  473.05     -0.01   25794
#> 01/11/2017 473.00  473.00  473.50      0.00   73350
#> 02/11/2017 473.00  473.00  474.95      0.00   27228
#> 03/11/2017 473.00  472.10  474.00      0.00   96018
#> 07/11/2017 473.00  473.00  474.95      0.00    8773
#> 08/11/2017 474.00  473.05  475.00      0.21   34970
#> 09/11/2017 475.00  472.30  475.00      0.21   58391
#> 10/11/2017 476.10  475.00  477.00      0.23   16939
#> 13/11/2017 479.90  475.05  479.90      0.80    3930
#> 14/11/2017 482.05  478.00  482.05      0.45    9775
#> 15/11/2017 485.00  480.00  485.00      0.61   20639
#> 16/11/2017 485.00  483.10  490.00      0.00   10749
#> 17/11/2017 482.50  481.05  482.50     -0.52    3479
#> 20/11/2017 481.00  481.00  485.00     -0.31   15884
#> 21/11/2017 484.00  481.00  484.00      0.62    7816
#> 22/11/2017 481.00  481.00  482.00     -0.62    3837
#> 23/11/2017 481.00  480.05  481.00      0.00   49722
#> 24/11/2017 482.90  481.00  482.90      0.40   69300
#> 27/11/2017 497.00  485.00  497.00      2.92   87277
#> 28/11/2017 497.05  495.15  498.90      0.01   89113
#> 29/11/2017 500.50  496.05  500.50      0.69   35436
#> 30/11/2017 495.00  495.00  501.00     -1.10  126588
#> 04/12/2017 490.00  490.00  496.00     -1.01   37298
#> 05/12/2017 484.90  484.90  490.00     -1.04   22477
#> 06/12/2017 475.00  475.00  487.85     -2.04   55793
#> 07/12/2017 479.10  476.05  492.90      0.86    6151
#> 08/12/2017 480.00  477.25  483.00      0.19   72327
#> 11/12/2017 476.60  476.60  480.00     -0.71   30100
#> 12/12/2017 488.00  480.00  488.00      2.39   24122
#> 13/12/2017 482.00  482.00  489.00     -1.23    4070
#> 14/12/2017 486.00  485.00  486.00      0.83    3435
#> 15/12/2017 486.00  482.00  486.00      0.00   69949
#> 18/12/2017 483.95  482.15  486.00     -0.42    2259
#> 19/12/2017 480.50  480.50  482.60     -0.71    4168
#> 20/12/2017 478.15  478.15  482.45     -0.49  200937
#> 21/12/2017 477.30  477.30  479.95     -0.18   90152
#> 22/12/2017 470.00  470.00  475.00     -1.53  146099
#> 25/12/2017 470.00  470.00  470.00      0.00    2239
#> 26/12/2017 476.20  475.00  485.00      0.25 1112483
#> 27/12/2017 481.00  480.00  481.00      1.01   25925
#> 28/12/2017 481.00  480.00  484.80      0.00   20910
#> 29/12/2017 484.00  475.00  484.00      0.62   45063
#> 02/01/2018 481.00  480.00  481.00     -0.62    2019
#> 03/01/2018 490.00  484.00  490.00      1.87  184999
#> 04/01/2018 490.00  471.20  499.00      0.00    1956
#> 05/01/2018 497.85  490.10  497.85      1.60    8132
#> 08/01/2018 492.00  472.80  492.00     -1.18      71
#> 09/01/2018 496.05  492.00  496.05      0.82    7397
#> 10/01/2018 500.00  497.00  502.00      0.80   83565
#> 12/01/2018 500.10  500.00  504.00      0.02   35569
#> 15/01/2018 508.00  472.80  472.80      1.58  137809
#> 16/01/2018 500.00  500.00  509.00     -1.57  146385
#> 17/01/2018 500.00  498.00  503.00      0.00   90771
#> 18/01/2018 500.00  500.00  502.00      0.00   37039
#> 19/01/2018 500.00  498.05  502.00      0.00   42268
#> 22/01/2018 505.00  500.00  505.00      1.00   20527
#> 23/01/2018 500.00  498.05  500.00     -0.99   24295
#> 24/01/2018 501.00  500.00  505.00      0.20   46032
#> 25/01/2018 509.30  504.90  509.70      1.66   35324
#> 26/01/2018 507.90  502.10  507.90     -0.27   49288
#> 29/01/2018 503.60  502.10  505.50     -0.85   25232
#> 30/01/2018 507.70  501.00  507.70      0.81   37639
#> 31/01/2018 500.00  500.00  506.90     -1.52   88923
#> 01/02/2018 500.40  497.15  505.00      0.08   34533
#> 02/02/2018 502.50  500.50  505.00      0.42   47131
#> 05/02/2018 500.00  500.00  503.00     -0.50   19003
#> 06/02/2018 498.00  498.00  500.00     -0.40   23420
#> 07/02/2018 488.00  488.00  498.00     -2.01   39187
#> 08/02/2018 495.00  488.65  495.00      1.43   18694
#> 09/02/2018 492.50  490.15  497.90     -0.51   34899
#> 12/02/2018 490.00  490.00  492.50     -0.51   45611
#> 13/02/2018 503.90  490.55  503.90      2.84   32583
#> 14/02/2018 495.00  495.00  496.50     -1.77   15229
#> 15/02/2018 497.10  495.00  502.00      0.42   16840
#> 16/02/2018 501.00  496.05  506.00      0.78   27154
#> 19/02/2018 502.00  501.10  502.00      0.20   10228
#> 20/02/2018 500.00  500.00  504.00     -0.40    2500
#> 21/02/2018 503.70  500.10  503.70      0.74    4634
#> 22/02/2018 508.00  503.00  508.00      0.85   79889
#> 23/02/2018 514.00  508.00  515.00      1.18   62961
#> 26/02/2018 504.30  502.00  518.90     -1.89   55041
#> 27/02/2018 507.80  502.00  510.00      0.69   19303
#> 28/02/2018 507.80  507.80  513.70      0.00  113223
#> 01/03/2018 509.80  506.20  509.90      0.39   14707
#> 02/03/2018 509.40  509.40  510.00     -0.08   58895
#> 05/03/2018 512.00  509.00  512.00      0.51   20541
#> 06/03/2018 511.40  510.00  512.00     -0.12   46527
#> 07/03/2018 510.00  508.60  512.00     -0.27   41483
#> 08/03/2018 511.90  509.00  511.90      0.37   82824
#> 09/03/2018 512.00  511.00  512.80      0.02   47078
#> 12/03/2018 513.60  511.00  513.60      0.31    6511
#> 13/03/2018 510.00  509.00  513.60     -0.70   26005
#> 14/03/2018 510.00  509.90  511.90      0.00   23752
#> 15/03/2018 510.00  509.50  510.00      0.00    4503
#> 16/03/2018 509.00  508.50  510.00     -0.20   19906
#> 19/03/2018 509.00  509.00  509.50      0.00   47451
#> 20/03/2018 507.90  507.90  509.00     -0.22   24451
#> 21/03/2018 500.00  500.00  507.00     -1.56   78810
#> 22/03/2018 500.00  499.95  500.00      0.00    9139
#> 23/03/2018 500.00  500.00  504.00      0.00   26676
#> 26/03/2018 500.00  500.00  500.00      0.00   22815
#> 27/03/2018 500.00  500.00  508.80      0.00  359026
#> 28/03/2018 499.00  499.00  500.00     -0.20   16000
#> 29/03/2018 491.00  491.00  500.00     -1.60   13909
#> 30/03/2018 500.00  491.70  500.00      1.83   38937
#> 02/04/2018 493.50  493.50  500.00     -1.30   51898
#> 03/04/2018 494.15  493.50  496.50      0.13   35110
#> 04/04/2018 494.00  491.50  496.00     -0.03  134455
#> 05/04/2018 494.00  492.30  494.00      0.00   68414
#> 06/04/2018 493.00  492.25  493.00     -0.20   78346
#> 09/04/2018 492.00  492.00  492.10     -0.20   11192
#> 10/04/2018 492.05  490.00  493.00      0.01   10969
#> 11/04/2018 492.20  492.05  492.20      0.03   20245
#> 12/04/2018 493.00  492.15  493.95      0.16    8500
#> 13/04/2018 498.00  492.30  498.00      1.01   26194
#> 16/04/2018 494.00  494.00  498.00     -0.80   56187
#> 17/04/2018 494.70  494.00  496.50      0.14    4270
#> 18/04/2018 496.00  494.50  498.00      0.26    3512
#> 19/04/2018 500.00  496.05  500.00      0.81    5080
#> 20/04/2018 504.60  496.10  505.00      0.92   13395
#> 23/04/2018 504.90  498.05  505.00      0.06    7367
#> 24/04/2018 500.00  500.00  504.90     -0.97    7923
#> 25/04/2018 500.10  497.00  504.90      0.02    8037
#> 26/04/2018 500.00  500.00  500.10     -0.02    8759
#> 27/04/2018 505.00  500.00  505.00      1.00   11539
#> 30/04/2018 509.90  500.00  509.90      0.97   41321
#> 02/05/2018 500.60  500.60  505.00     -1.82    6976
#> 03/05/2018 500.60  500.00  509.00      0.00    5233
#> 04/05/2018 504.90  504.90  504.90      0.86    1000
#> 07/05/2018 500.00  497.10  507.70     -0.97   10416
#> 08/05/2018 497.15  497.15  500.00     -0.57    5579
#> 09/05/2018 498.00  497.00  500.00      0.17    7917
#> 10/05/2018 496.10  496.10  498.00     -0.38    3378
#> 11/05/2018 493.65  493.65  496.00     -0.49   25558
#> 14/05/2018 491.00  491.00  494.00     -0.54    3552
#> 15/05/2018 489.00  489.00  491.00     -0.41   12688
#> 16/05/2018 486.00  485.00  488.05     -0.61   40023
#> 17/05/2018 483.00  482.00  486.00     -0.62   30998
#> 18/05/2018 480.00  480.00  485.00     -0.62   41118
#> 21/05/2018 478.05  478.05  481.00     -0.41   56280
#> 22/05/2018 478.00  478.00  480.00     -0.01   14375
#> 23/05/2018 477.00  477.00  483.90     -0.21   15674
#> 24/05/2018 477.00  476.00  483.70      0.00   14084
#> 25/05/2018 487.80  475.60  487.80      2.26   54593
#> 28/05/2018 477.15  476.05  477.15     -2.18   44141
#> 29/05/2018 478.90  477.15  478.90      0.37    9271
#> 30/05/2018 481.05  481.00  481.05      0.45   18137
#> 31/05/2018 485.05  481.60  485.05      0.83   34032
#> 01/06/2018 485.50  483.00  489.00      0.09   48379
#> 04/06/2018 483.10  483.10  488.50     -0.49   15770
#> 05/06/2018 483.10  483.10  485.00      0.00   10761
#> 06/06/2018 485.05  483.10  485.05      0.40    4042
#> 07/06/2018 497.00  485.00  497.00      2.46    8054
#> 08/06/2018 495.00  485.10  497.00     -0.40   71230
#> 11/06/2018 495.00  492.50  497.00      0.00   58325
#> 12/06/2018 492.30  492.30  497.00     -0.55   29483
#> 13/06/2018 490.10  490.00  494.95     -0.45    7392
#> 14/06/2018 490.10  489.90  492.00      0.00   28230
#> 18/06/2018 486.70  486.10  491.00     -0.69   25232
#> 19/06/2018 489.30  487.50  492.00      0.53   47144
#> 20/06/2018 492.00  488.10  492.00      0.55  236936
#> 21/06/2018 471.20  466.00  476.85     -1.73  211557
#> 22/06/2018 479.90  469.00  479.90      1.85    2517
#> 25/06/2018 479.40  471.10  479.40     -0.10   38311
#> 26/06/2018 475.00  472.00  476.00     -0.92   71157
#> 27/06/2018 475.00  472.00  479.00      0.00   27201
#> 28/06/2018 475.00  470.00  475.00      0.00 1829964
#> 29/06/2018 470.00  470.00  475.00     -1.05   77958
#> 02/07/2018 469.00  469.00  479.60     -0.21    2509
#> 03/07/2018 462.15  462.15  472.00     -1.46   46852
#> 04/07/2018 463.00  463.00  463.00      0.18   22841
#> 05/07/2018 463.00  463.00  476.85      0.00   22841
#> 06/07/2018 474.90  464.00  474.90      2.57    6242
#> 09/07/2018 467.00  465.00  474.50     -1.66   17803
#> 10/07/2018 470.00  470.00  479.60      0.64      56
#> 11/07/2018 462.05  462.05  475.00     -1.69   35398
#> 12/07/2018 461.95  460.10  465.00     -0.02   19875
#> 13/07/2018 459.95  459.95  464.80     -0.43   79895
#> 16/07/2018 456.00  456.00  468.80     -0.86    4600
#> 17/07/2018 453.00  451.00  456.50     -0.66   14803
#> 18/07/2018 446.05  442.00  453.00     -1.53   63446
#> 19/07/2018 452.00  445.50  458.50      1.33   12199
#> 20/07/2018 460.00  453.00  460.00      1.77   17156
#> 23/07/2018 464.00  460.00  479.00      0.87    1443
#> 24/07/2018 465.20  464.00  470.05      0.26   34737
#> 25/07/2018 468.95  465.00  470.00      0.81   21803
#> 26/07/2018 476.90  465.00  476.90      1.70   13252
#> 27/07/2018 479.50  476.00  480.00      0.55   45502
#> 31/07/2018 473.00  473.00  478.00     -1.36   46689
#> 01/08/2018 468.00  468.00  473.00     -1.06   55332
#> 02/08/2018 469.00  468.95  469.00      0.21   44973
#> 03/08/2018 469.00  467.00  472.00      0.00   45044
#> 06/08/2018 465.00  461.00  469.00     -0.85   10202
#> 07/08/2018 468.00  465.00  468.00      0.65   18680
#> 08/08/2018 470.00  464.00  475.00      0.43   12787
#> 09/08/2018 470.00  465.00  470.00      0.00    3280
#> 10/08/2018 474.90  470.00  475.00      1.04   37693
#> 13/08/2018 470.00  465.00  470.05     -1.03    6495
#> 15/08/2018 470.00  465.70  470.00      0.00    6693
#> 16/08/2018 470.10  467.00  470.10      0.02   15881
#> 17/08/2018 473.00  467.15  473.00      0.62    5169
#> 24/08/2018 474.00  470.00  474.00      0.21    4639
#> 27/08/2018 474.00  473.90  474.00      0.00   17241
#> 28/08/2018 470.00  470.00  474.00     -0.84   16117
#> 29/08/2018 469.00  469.00  470.00     -0.21   13884
#> 30/08/2018 473.00  469.00  473.00      0.85  228008
#> 31/08/2018 463.00  463.00  470.00     -2.11   11076
#> 03/09/2018 462.00  461.00  462.00     -0.22    8021
#> 04/09/2018 460.00  455.00  462.00     -0.43   44431
#> 05/09/2018 454.85  454.85  456.00     -1.12   47909
#> 06/09/2018 452.00  451.95  454.95     -0.63   48909
#> 07/09/2018 448.00  448.00  455.00     -0.88   74620
#> 10/09/2018 440.15  440.15  444.00     -2.62    3873
#> 12/09/2018 443.10  441.00  444.00      0.67   30704
#> 13/09/2018 450.00  443.10  457.95      1.56   12296
#> 14/09/2018 448.00  446.00  453.00     -0.44   49315
#> 17/09/2018 446.00  445.05  446.00     -0.45    4505
#> 18/09/2018 447.70  446.00  448.50      0.38   25980
#> 19/09/2018 448.00  446.00  448.00      0.07   12826
#> 20/09/2018 452.00  450.00  459.50      0.89   92513
#> 21/09/2018 451.00  450.00  454.00     -0.22   41918
#> 24/09/2018 446.10  446.00  447.00     -1.09   10529
#> 25/09/2018 454.50  446.00  454.50      1.88   16057
#> 26/09/2018 460.00  447.25  460.00      1.21   34483
#> 27/09/2018 452.00  452.00  459.00     -1.74   26266
#> 28/09/2018 450.00  446.05  452.00     -0.44  106149
#> 01/10/2018 447.05  447.05  448.00     -0.66    8885
#> 02/10/2018 446.60  446.50  447.05     -0.10   15509
#> 03/10/2018 446.10  446.00  446.10     -0.11   23922
#> 04/10/2018 445.10  445.00  449.90     -0.22    1870
#> 05/10/2018 444.00  444.00  446.00     -0.25    8000
#> 08/10/2018 443.10  440.00  445.00     -0.20    1808
#> 09/10/2018 449.00  443.00  449.00      1.33   21607
#> 10/10/2018 443.00  443.00  449.00     -1.34    4100
#> 11/10/2018 441.00  441.00  441.00     -0.45    1778
#> 12/10/2018 441.00  441.00  445.00      0.00   23985
#> 15/10/2018 444.00  441.00  444.00      0.68    2013
#> 16/10/2018 441.00  440.05  442.00     -0.68   26509
#> 17/10/2018 441.00  440.00  441.00      0.00     130
#> 18/10/2018 440.90  430.05  440.90     -0.02    5508
#> 19/10/2018 435.00  435.00  438.50     -1.34   26216
#> 22/10/2018 442.00  435.00  442.00      1.61   60434
#> 23/10/2018 433.90  430.00  440.00     -1.83   93663
#> 24/10/2018 431.00  430.00  431.00     -0.67   36781
#> 25/10/2018 431.10  431.00  431.50      0.02   32813
#> 26/10/2018 430.25  430.15  434.90     -0.20    4054
#> 29/10/2018 430.20  430.00  433.00     -0.21     405
#> 30/10/2018 426.00  425.10  430.00     -0.98   27201
#> 31/10/2018 416.50  416.50  426.10     -2.23   25102
#> 01/11/2018 416.70  416.50  426.00      0.05   38110
#> 02/11/2018 420.00  417.00  420.00      0.79   13853
#> 05/11/2018 420.00  420.00  432.05      0.79    7055
#> 07/11/2018 427.05  420.00  429.65      1.68   27846
#> 08/11/2018 433.00  430.00  433.00      1.39   36491
#> 09/11/2018 441.65  431.05  441.65      2.00   27669
#> 12/11/2018 435.00  435.00  450.00     -1.51   26470
#> 13/11/2018 438.00  427.00  440.00      0.69    4664
#> 14/11/2018 442.00  438.00  442.00      0.91   22258
#> 15/11/2018 443.00  442.10  446.00      0.23   22706
#> 16/11/2018 443.00  440.00  444.00      0.00   29607
#> 19/11/2018 443.00  440.00  443.85      0.00   16660
#> 22/11/2018 443.00  440.55  444.35      0.00   17076
#> 23/11/2018 445.00  443.00  445.00      0.45    7724
#> 26/11/2018 448.00  434.00  448.00      0.67   36537
#> 27/11/2018 448.00  445.50  449.00      0.00   78697
#> 28/11/2018 454.10  449.00  455.00      1.36   29089
#> 29/11/2018 447.00  447.00  469.00     -1.56  126109
#> 30/11/2018 447.00  447.00  455.00      0.00   99262
#> 03/12/2018 459.45  450.00  459.45      2.79   15534
#> 04/12/2018 459.00  453.00  460.00     -0.10   70345
#> 05/12/2018 460.00  459.00  462.00      0.22   15966
#> 06/12/2018 451.05  450.10  459.00     -1.95   30437
#> 07/12/2018 447.50  447.00  452.30     -0.79   52684
#> 10/12/2018 447.50  445.10  451.00      0.00    7486
#> 11/12/2018 454.00  447.90  454.00      1.45   74913
#> 12/12/2018 447.00  447.00  453.95     -1.54   30142
#> 13/12/2018 450.00  447.25  450.00      0.67   17094
#> 14/12/2018 445.00  445.00  449.95     -1.11   15491
#> 17/12/2018 445.00  445.00  446.00      0.00   57050
#> 18/12/2018 445.05  442.10  445.50      0.01  101855
#> 19/12/2018 445.00  444.10  445.00     -0.01   48187
#> 20/12/2018 445.15  445.00  445.15      0.03   21134
#> 21/12/2018 450.00  444.05  450.00      1.09   91169
#> 24/12/2018 450.00  446.50  450.00      0.00   15578
#> 25/12/2018 448.00  447.00  459.90     -0.44 3652340
#> 26/12/2018 450.05  448.00  450.05      0.01 1633185
#> 27/12/2018 450.05  448.30  452.90      0.00   15657
#> 28/12/2018 446.00  445.15  452.90     -0.90    2002
#> 31/12/2018 453.00  446.00  453.00      0.67 4050093
#> 02/01/2019 449.90  444.00  449.90     -0.68    4770
#> 03/01/2019 444.00  444.00  449.95     -1.31    9340
#> 04/01/2019 442.00  442.00  448.95     -0.45   32188
#> 07/01/2019 436.10  436.00  443.50     -1.33   16010
#> 08/01/2019 431.15  430.00  431.15     -1.14   29804
#> 09/01/2019 431.50  431.00  439.00      0.08    1146
#> 10/01/2019 431.50  430.20  432.00      0.00   35796
#> 14/01/2019 431.50  430.00  431.50      0.00   14023
#> 15/01/2019 439.00  431.15  439.00      1.74   10080
#> 16/01/2019 439.00  433.55  446.00      0.00    6845
#> 17/01/2019 440.00  439.00  440.00      0.23   10011
#> 18/01/2019 440.00  440.00  447.95      0.00   26975
#> 21/01/2019 440.50  440.00  445.00      0.11     155
#> 22/01/2019 446.00  441.00  446.00      1.25   62564
#> 23/01/2019 450.00  440.55  450.00      0.90   19685
#> 24/01/2019 450.00  446.10  455.00      0.00    6303
#> 25/01/2019 457.00  450.00  459.00      1.56   74128
#> 28/01/2019 457.00  454.00  458.00      0.00    7607
#> 29/01/2019 454.00  451.10  455.00     -0.66   23904
#> 30/01/2019 460.00  451.20  460.00      1.32   10226
#> 31/01/2019 451.00  451.00  460.00     -1.96   96918
#> 01/02/2019 451.00  451.00  460.00      0.00   25848
#> 04/02/2019 452.50  450.00  459.30      0.33   17350
#> 05/02/2019 452.60  452.55  457.85      0.02   11944
#> 06/02/2019 453.00  452.50  455.00      0.09   18629
#> 07/02/2019 448.00  448.00  454.95     -1.10   65251
#> 08/02/2019 448.15  448.00  450.00      0.03   21594
#> 11/02/2019 448.70  448.70  453.20      0.12   16361
#> 12/02/2019 458.00  450.10  458.00      2.07   43159
#> 13/02/2019 460.00  453.60  460.00      0.44   34428
#> 14/02/2019 463.00  462.00  468.00      0.65   51863
#> 15/02/2019 458.00  458.00  463.50     -1.08   48006
#> 18/02/2019 455.15  455.15  467.75     -0.62   14632
#> 19/02/2019 458.50  451.55  460.00      0.74   50710
#> 20/02/2019 459.00  458.00  466.00      0.11   70153
#> 21/02/2019 455.00  452.00  455.00     -0.87    4433
#> 22/02/2019 452.00  450.00  460.00     -0.66   85941
#> 25/02/2019 446.00  440.00  453.15     -1.33   12235
#> 26/02/2019 458.00  446.00  458.00      2.69   27073
#> 27/02/2019 449.00  449.00  455.00     -1.97    5760
#> 28/02/2019 448.00  445.00  448.00     -0.22   51028
#> 01/03/2019 448.00  445.00  448.00      0.00   30956
#> 04/03/2019 451.90  441.00  451.90      0.87    7759
#> 05/03/2019 450.00  445.05  450.50     -0.42    5096
#> 06/03/2019 443.00  440.30  446.00     -1.56    6525
#> 07/03/2019 444.50  441.30  445.00      0.34   21941
#> 08/03/2019 443.10  443.10  445.00     -0.31   35141
#> 11/03/2019 442.25  442.25  444.00     -0.19   13293
#> 12/03/2019 440.15  440.15  448.90     -0.47   38556
#> 13/03/2019 441.00  440.00  442.00      0.19   18310
#> 14/03/2019 425.25  423.55  440.05     -3.57   48744
#> 15/03/2019 431.20  426.10  440.00      1.40   98872
#> 18/03/2019 430.60  430.00  431.20     -0.14    8601
#> 19/03/2019 438.10  430.00  438.90      1.74   11591
#> 20/03/2019 438.10  438.10  440.00      0.00   48466
#> 21/03/2019 430.00  430.00  438.10     -1.85   67893
#> 22/03/2019 426.00  426.00  431.00     -0.93   68040
#> 25/03/2019 425.25  425.00  429.85     -0.18   41174
#> 26/03/2019 426.00  425.00  426.00      0.18   52098
#> 27/03/2019 426.55  425.10  430.00      0.13   26705
#> 28/03/2019 427.00  427.00  427.25      0.11   39458
#> 29/03/2019 425.00  425.00  427.00     -0.47   88401
#> 01/04/2019 425.00  422.15  425.05      0.00   13328
#> 02/04/2019 423.00  423.00  425.50     -0.47    7429
#> 03/04/2019 425.00  422.00  429.00      0.47   15685
#> 04/04/2019 425.00  424.90  425.00      0.00   44535
#> 05/04/2019 425.00  425.00  428.90      0.00   30279
#> 08/04/2019 426.00  425.00  426.00      0.24    1239
#> 09/04/2019 425.00  425.00  426.00     -0.23   33722
#> 10/04/2019 423.00  420.20  426.00     -0.47   77476
#> 11/04/2019 425.00  425.00  425.00      0.47   86975
#> 12/04/2019 428.00  425.10  437.70      0.71     518
#> 15/04/2019 428.00  427.00  428.00      0.00   17580
#> 16/04/2019 430.00  428.00  430.00      0.47   29876
#> 17/04/2019 430.00  430.00  430.00      0.00    4257
#> 18/04/2019 427.15  426.20  430.00     -0.66   20037
#> 19/04/2019 430.00  429.95  430.00      0.67   28547
#> 22/04/2019 430.00  430.00  430.00      0.00   12991
#> 23/04/2019 430.00  430.00  433.00      0.00   64027
#> 24/04/2019 426.50  426.50  430.00     -0.81    3050
#> 25/04/2019 429.85  426.15  429.85      0.79    7700
#> 26/04/2019 428.70  428.50  429.85     -0.27   32155
#> 29/04/2019 430.00  428.50  430.00      0.30    2855
#> 30/04/2019 447.10  430.00  447.10      3.98   30293
#> 02/05/2019 439.00  430.50  444.80     -1.81   44824
#> 03/05/2019 435.00  435.00  435.00     -0.91   13450
#> 06/05/2019 435.00  435.00  435.00      0.00     637
#> 07/05/2019 439.00  435.10  440.00      0.92    9962
#> 08/05/2019 438.65  435.05  443.85     -0.08   19413
#> 09/05/2019 439.80  435.00  440.00      0.26   43198
#> 10/05/2019 443.00  439.00  443.00      0.73   22430
#> 13/05/2019 442.65  442.00  442.65     -0.08   21196
#> 14/05/2019 443.50  442.65  444.50      0.19   23504
#> 15/05/2019 450.05  440.15  450.05      1.48   67022
#> 16/05/2019 451.20  451.00  453.00      0.26   25725
#> 17/05/2019 452.00  451.20  458.25      0.18   77916
#> 20/05/2019 452.00  436.05  457.75      0.00   29949
#> 21/05/2019 449.90  447.10  450.00     -0.46   30144
#> 22/05/2019 449.90  449.90  449.90      0.00   11913
#> 23/05/2019 445.00  445.00  448.15     -1.09   34419
#> 24/05/2019 448.00  447.00  450.00      0.67   12001
#> 27/05/2019 451.45  448.00  452.00      1.45   56136
#> 28/05/2019 457.00  452.90  457.00      1.23  336717
#> 29/05/2019 454.00  454.00  457.00     -0.66    9982
#> 30/05/2019 446.00  445.10  450.00     -1.76   35626
#> 31/05/2019 443.00  443.00  446.00     -0.67   70130
#> 03/06/2019 443.00  443.00  443.00      0.00     390
#> 04/06/2019 449.50  436.60  449.50      1.47    7411
#> 10/06/2019 445.05  436.05  448.00     -0.99    8633
#> 11/06/2019 448.00  445.05  448.00      0.66   23201
#> 12/06/2019 447.00  440.00  447.00     -0.22   14306
#> 13/06/2019 446.00  446.00  446.00     -0.22    8316
#> 14/06/2019 453.50  446.05  453.50      1.68   14617
#> 17/06/2019 470.00  460.00  474.00      3.64   30178
#> 18/06/2019 484.00  465.45  485.00      2.98  155467
#> 19/06/2019 487.40  486.00  493.00      0.70  397729
#> 20/06/2019 482.05  477.30  488.00     -1.10   44042
#> 21/06/2019 477.00  470.00  477.00      1.69   19431
#> 24/06/2019 475.00  460.00  476.50     -0.42    8212
#> 25/06/2019 464.00  452.00  471.00     -2.32  128612
#> 26/06/2019 460.05  460.00  466.00     -0.85   60938
#> 27/06/2019 468.50  460.00  468.50      1.84 3854572
#> 28/06/2019 466.00  460.05  466.00     -0.53  556760
#> 01/07/2019 463.05  460.00  466.00     -0.63   91434
#> 02/07/2019 462.05  460.05  462.05     -0.22   34335
#> 03/07/2019 470.00  461.50  470.00      1.72   13339
#> 04/07/2019 470.00  460.50  473.00      0.00    8630
#> 05/07/2019 472.30  470.00  472.30      0.49     649
#> 08/07/2019 464.05  462.00  464.05     -1.75   33570
#> 09/07/2019 475.00  463.70  475.00      2.36   19204
#> 10/07/2019 475.00  470.00  475.00      0.00   56815
#> 11/07/2019 471.00  471.00  476.85     -0.84   10304
#> 12/07/2019 471.00  471.00  474.50      0.00   53889
#> 15/07/2019 471.70  468.00  471.70      0.15    2801
#> 16/07/2019 478.15  474.90  478.15      1.37  133509
#> 17/07/2019 481.50  478.65  483.90      0.70  278204
#> 18/07/2019 478.15  475.15  483.00     -0.70   19869
#> 19/07/2019 482.00  480.00  483.80      0.81   86080
#> 22/07/2019 480.50  480.00  480.50     -0.31    2146
#> 23/07/2019 479.95  477.00  482.00     -0.11   33099
#> 24/07/2019 478.20  478.20  480.00     -0.36   12395
#> 25/07/2019 480.75  478.80  482.00      0.53   35333
#> 26/07/2019 482.95  478.55  483.05      0.46   37476
#> 29/07/2019 482.60  481.00  483.00     -0.07   44101
#> 31/07/2019 484.95  482.30  486.00      0.49   88244
#> 01/08/2019 484.00  482.50  487.00     -0.20   49796
#> 02/08/2019 485.95  483.30  488.90      0.40   14073
#> 05/08/2019 484.10  483.10  484.10     -0.38    4129
#> 06/08/2019 484.00  482.00  484.50     -0.02  123363
#> 07/08/2019 480.00  480.00  482.00     -0.83   32781
#> 08/08/2019 476.00  475.00  480.00     -0.83    6556
#> 09/08/2019 477.00  476.50  477.00      0.21    5064
#> 15/08/2019 482.50  473.00  482.50      1.15   10330
#> 16/08/2019 482.00  474.05  482.00     -0.10    4186
#> 19/08/2019 474.20  474.20  482.00     -1.62      41
#> 22/08/2019 476.50  475.00  476.50      0.49   39816
#> 23/08/2019 480.00  475.05  480.00      0.73    1778
#> 26/08/2019 478.10  476.00  478.10     -0.40    3802
#> 27/08/2019 484.05  480.00  487.00      1.24   73240
#> 28/08/2019 484.15  484.10  484.15      0.02    6550
#> 29/08/2019 487.75  480.10  487.75      0.74    5430
#> 30/08/2019 482.50  481.00  487.75     -1.08   14983
#> 02/09/2019 482.00  482.00  482.50     -0.10    5749
#> 03/09/2019 482.00  480.00  482.00      0.00    8032
#> 04/09/2019 480.00  480.00  481.05     -0.41   38779
#> 05/09/2019 477.00  477.00  481.00     -0.63   33690
#> 06/09/2019 477.05  476.10  477.10      0.01   28492
#> 09/09/2019 477.00  477.00  477.15     -0.01     775
#> 10/09/2019 475.05  475.05  477.00     -0.41   46770
#> 11/09/2019 472.60  472.60  475.05     -0.52   21198
#> 12/09/2019 472.15  472.00  472.20     -0.10    7593
#> 13/09/2019 476.00  472.10  476.00      0.82   21297
#> 16/09/2019 479.90  472.00  479.90      0.82     565
#> 17/09/2019 473.55  472.00  479.85     -1.32    5595
#> 18/09/2019 473.65  473.60  473.65      0.02    7834
#> 19/09/2019 479.00  472.25  479.00      1.13   67246
#> 20/09/2019 471.00  471.00  475.00     -1.67   39843
#> 23/09/2019 467.50  467.50  471.00     -0.74    3836
#> 24/09/2019 467.05  466.50  467.05     -0.10   35393
#> 25/09/2019 466.65  466.55  466.65     -0.09    3352
#> 26/09/2019 470.00  466.55  479.00      0.72   12551
#> 27/09/2019 479.00  470.00  479.00      1.91   26667
#> 30/09/2019 479.50  473.00  479.50      0.10   69880
#> 01/10/2019 480.00  475.00  480.00      0.10   15100
#> 02/10/2019 472.00  472.00  475.55     -1.67   27752
#> 03/10/2019 472.00  472.00  472.00      0.00   16049
#> 04/10/2019 465.00  465.00  472.00     -1.48   75336
#> 07/10/2019 465.00  465.00  465.00     -1.48     104
#> 08/10/2019 460.10  460.10  468.00     -1.05   13557
#> 09/10/2019 460.15  460.10  460.30     -1.04   10170
#> 10/10/2019 460.50  451.25  461.00      0.08    9624
#> 11/10/2019 460.00  460.00  463.05     -0.11   45487
#> 14/10/2019 462.05  461.00  462.05      0.45   38072
#> 15/10/2019 464.10  462.20  465.00      0.44   49619
#> 16/10/2019 465.10  463.10  465.10      0.22   22297
#> 17/10/2019 475.00  465.00  475.00      2.13   77538
#> 18/10/2019 476.05  470.10  480.00      0.22  117951
#> 21/10/2019 475.15  475.15  483.90     -0.19    4632
#> 22/10/2019 480.00  475.30  480.00      1.02   35248
#> 23/10/2019 476.55  476.55  480.00     -0.72   44344
#> 24/10/2019 481.00  476.30  481.00      0.93    6469
#> 25/10/2019 475.00  475.00  478.00     -1.25   47253
#> 28/10/2019 475.00  475.00  475.00      0.00    7378
#> 29/10/2019 472.15  472.00  474.00     -0.60  907803
#> 30/10/2019 480.00  475.00  480.00      1.66   31017
#> 31/10/2019 470.00  470.00  475.40     -2.08   37708
#> 01/11/2019 479.45  473.50  479.85      2.01    5522
#> 04/11/2019 479.75  475.35  479.75      0.06     210
#> 05/11/2019 472.40  471.50  476.00     -1.53  135109
#> 07/11/2019 476.00  472.40  476.00      0.76   18708
#> 08/11/2019 476.00  472.70  476.00      0.00   32210
#> 12/11/2019 473.70  473.55  476.00     -0.48   29898
#> 13/11/2019 471.10  471.10  473.70     -0.55   92936
#> 14/11/2019 471.10  471.10  473.55      0.00    9720
#> 15/11/2019 479.00  472.00  480.00      1.68   74740
#> 19/11/2019 483.00  471.00  483.00      2.53  111045
#> 20/11/2019 480.10  480.00  483.00     -0.60   89215
#> 21/11/2019 487.00  477.00  488.85      1.44  217336
#> 22/11/2019 484.95  475.05  492.00     -0.42  116060
#> 25/11/2019 481.05  478.25  481.05     -0.80   11137
#> 26/11/2019 482.80  481.00  484.00      0.36   80220
#> 27/11/2019 483.05  481.00  484.00      0.05    8070
#> 28/11/2019 483.10  483.00  485.00      0.01   14828
#> 29/11/2019 485.00  483.00  485.00      0.39   56614
#> 02/12/2019 484.50  483.10  485.00     -0.10   16893
#> 03/12/2019 484.00  483.00  484.00     -0.10   42642
#> 04/12/2019 484.00  476.50  484.00      0.00    1093
#> 05/12/2019 481.00  479.15  481.00     -0.62   38802
#> 06/12/2019 482.05  481.10  484.50      0.22   21640
#> 09/12/2019 481.15  481.00  481.50     -0.19    5513
#> 10/12/2019 485.00  481.60  485.00      0.80   21774
#> 11/12/2019 490.00  485.00  490.00      1.03  136172
#> 12/12/2019 486.10  486.10  489.90     -0.80   19920
#> 13/12/2019 489.95  486.10  489.95      0.79   24952
#> 16/12/2019 490.00  486.10  490.00      0.01   10098
#> 17/12/2019 490.00  489.00  490.00      0.00  127744
#> 18/12/2019 488.95  486.70  490.00     -0.21   35043
#> 19/12/2019 491.50  490.00  491.85      0.52  216387
#> 20/12/2019 492.60  491.60  492.60      0.22  234984
#> 23/12/2019 493.00  487.70  493.00      0.08  118553
#> 24/12/2019 490.00  490.00  492.00     -0.61  127766
#> 25/12/2019 489.00  488.10  492.00     -0.20   99806
#> 26/12/2019 487.15  487.10  488.10     -0.38   35424
#> 27/12/2019 489.00  486.00  489.00      0.38   28925
#> 30/12/2019 490.00  485.25  490.00      0.20   29598
#> 31/12/2019 499.00  488.00  499.00      1.84  167170
#> 02/01/2020 490.00  490.00  490.00     -1.80    4770
#> 03/01/2020 494.95  487.00  495.00      1.01   26656
#> 06/01/2020 490.50  490.00  490.50     -0.90   21396
#> 07/01/2020 495.00  490.50  495.00      0.92   17848
#> 08/01/2020 497.00  495.00  498.00      0.40  112770
#> 09/01/2020 498.95  498.00  500.20      0.39  120485
#> 10/01/2020 496.50  496.50  501.90     -0.49  361565
#> 13/01/2020 493.15  492.05  493.15     -0.67    1827
#> 14/01/2020 496.55  493.50  496.55      0.69    7710
#> 15/01/2020 497.95  496.65  499.00      0.28   97600
#> 16/01/2020 500.00  495.10  500.00      0.41   60363
#> 17/01/2020 499.00  497.10  503.00     -0.20   83774
#> 20/01/2020 502.90  498.30  502.90      0.78    6719
#> 21/01/2020 503.00  500.00  503.00      0.02   24988
#> 22/01/2020 507.00  503.00  507.00      0.80  130080
#> 23/01/2020 505.00  501.10  507.00     -0.39   65410
#> 24/01/2020 506.00  501.20  507.00      0.20  107846
#> 27/01/2020 505.00  504.00  505.50     -0.20   51028
#> 28/01/2020 503.00  503.00  505.00     -0.40   31068
#> 29/01/2020 500.00  500.00  503.00     -0.60   44574
#> 30/01/2020 498.00  497.10  498.00     -0.40   52869
#> 31/01/2020 504.00  498.00  505.00      1.20   66589
#> 03/02/2020 494.00  494.00  513.00     -1.98    6549
#> 04/02/2020 494.00  493.90  494.00      0.00   39257
#> 05/02/2020 500.00  494.05  503.00      1.21   20775
#> 06/02/2020 494.00  494.00  496.05     -1.20   52421
#> 07/02/2020 488.50  488.05  493.00     -1.11  133338
#> 10/02/2020 488.50  488.50  489.10      0.00   31519
#> 11/02/2020 482.85  482.50  486.00     -1.16   22517
#> 12/02/2020 483.05  483.05  483.05      0.04    2553
#> 13/02/2020 495.00  487.05  495.00      2.52    3063
#> 14/02/2020 500.10  487.50  500.10      1.03   81573
#> 17/02/2020 500.00  498.00  500.00     -0.02   10776
#> 18/02/2020 500.00  499.10  500.10      0.00   31282
#> 19/02/2020 500.00  493.05  500.00      0.00    1234
#> 20/02/2020 504.00  500.00  504.00      0.80   41120
#> 21/02/2020 510.00  500.00  513.00      1.19  415850
#> 24/02/2020 510.10  501.10  510.10      0.02   13140
#> 25/02/2020 511.00  510.00  513.00      0.18   66894
#> 26/02/2020 507.00  507.00  511.00     -0.78   38832
#> 27/02/2020 507.00  507.00  511.00      0.00   38832
#> 28/02/2020 495.00  495.00  507.00     -2.37  163503
#> 02/03/2020 496.00  494.00  496.00      0.20    5641
#> 03/03/2020 483.80  483.80  493.00     -2.46   47801
#> 04/03/2020 477.00  477.00  485.00     -1.41   52848
#> 05/03/2020 476.00  476.00  480.00     -0.21  100467
#> 06/03/2020 458.00  458.00  480.00     -3.78   93750
#> 09/03/2020 430.20  427.00  463.00     -6.07  145702
#> 10/03/2020 457.00  436.00  473.20      6.23  127259
#> 11/03/2020 454.00  452.50  463.00     -0.66  137032
#> 12/03/2020 420.00  420.00  440.00     -7.49  242687
#> 13/03/2020 425.00  405.00  430.00      1.19  116672
#> 16/03/2020 382.55  382.55  420.00     -9.99  129508
#> 17/03/2020 367.25  367.25  377.00     -4.00  106090
#> 18/03/2020 352.60  352.60  368.00     -3.99   92098
#> 19/03/2020 366.70  358.00  366.70      4.00  204824
#> 20/03/2020 381.35  379.00  381.35      4.00  275078
#> 23/03/2020 396.60  391.00  396.60      4.00  156026
#> 24/03/2020 399.00  395.05  412.45      0.61  182280
#> 25/03/2020 387.95  384.00  399.00     -2.77  142938
#> 26/03/2020 378.00  375.50  390.00     -2.56   29176
#> 27/03/2020 371.90  371.90  389.00     -1.61   47144
#> 30/03/2020 371.90  371.00  386.00      0.00   77874
#> 31/03/2020 371.90  371.90  378.00      0.00  162472
#> 01/04/2020 369.95  369.95  374.95     -0.52    8644
#> 02/04/2020 362.00  362.00  368.00     -2.15   64223
#> 03/04/2020 354.00  354.00  368.00     -2.21  146263
#> 06/04/2020 339.85  339.85  355.00     -4.00   26803
#> 07/04/2020 326.30  326.30  336.55     -3.99  124284
#> 08/04/2020 339.00  326.35  339.00      3.89   88609
#> 09/04/2020 343.00  339.00  348.00      1.18  167693
#> 10/04/2020 343.90  340.00  345.00      0.26   44249
#> 13/04/2020 341.00  339.00  343.10     -0.84    3353
#> 14/04/2020 341.00  340.50  349.80      0.00   30028
#> 15/04/2020 335.00  335.00  340.00     -1.76   45557
#> 16/04/2020 335.30  335.30  342.00      0.09   14312
#> 17/04/2020 331.25  330.00  335.50     -1.21   16348
#> 20/04/2020 330.00  330.00  335.00     -0.38   18905
#> 21/04/2020 323.00  323.00  330.10     -2.59   79319
#> 22/04/2020 326.00  325.00  329.90      0.93   14397
#> 23/04/2020 326.00  325.00  329.00      0.00    6548
#> 24/04/2020 330.00  329.00  330.00      1.23   34508
#> 27/04/2020 335.05  331.00  335.05      1.53   28382
#> 28/04/2020 348.45  340.00  348.45      4.00   28724
#> 29/04/2020 352.05  346.00  355.00      1.03  242348
#> 30/04/2020 356.20  353.00  362.00      1.18   77185
#> 04/05/2020 355.00  350.00  357.10     -0.34  944288
#> 05/05/2020 355.00  354.05  359.90      0.00  190247
#> 06/05/2020 348.50  345.00  355.00     -1.83   71823
#> 07/05/2020 346.05  345.00  348.50     -0.70   23143
#> 08/05/2020 341.95  332.25  343.70     -1.18  126664
#> 11/05/2020 336.50  336.50  340.00     -1.59   50874
#> 12/05/2020 325.00  324.95  336.75     -3.42  136419
#> 13/05/2020 318.10  317.45  328.90     -2.12   42477
#> 14/05/2020 322.70  319.00  325.00      1.45  130727
#> 15/05/2020 335.00  328.95  335.00      3.81   46809
#> 18/05/2020 343.95  338.00  344.00      2.67   91619
#> 19/05/2020 340.10  340.10  348.00     -1.12   24409
#> 20/05/2020 334.00  331.00  340.10     -1.79   20905
#> 21/05/2020 340.00  331.00  342.50      1.80   59926
#> 22/05/2020 344.45  340.00  346.00      1.31  202824
#> 26/05/2020 349.00  347.00  352.00      1.32  173541
#> 27/05/2020 355.00  350.00  358.00      1.72  137895
#> 28/05/2020 345.00  345.00  360.00     -2.82   61063
#> 29/05/2020 345.00  340.00  349.95      0.00   98395
#> 01/06/2020 346.50  343.00  348.00      0.43   48755
#> 02/06/2020 350.00  349.90  353.50      1.01   72813
#> 03/06/2020 348.80  348.80  353.00     -0.34  130924
#> 04/06/2020 350.00  350.00  352.95      0.34   18794
#> 05/06/2020 351.00  349.50  353.00      0.29   22870
#> 08/06/2020 354.50  352.00  354.90      1.00   29833
#> 09/06/2020 353.95  353.20  354.90     -0.16   89053
#> 10/06/2020 348.90  348.90  354.00     -1.43   80593
#> 11/06/2020 345.00  344.00  350.90     -1.12   77074
#> 12/06/2020 342.00  342.00  348.95     -0.87   41798
#> 15/06/2020 345.00  342.00  347.80      0.88  109678
#> 16/06/2020 350.00  347.00  351.40      1.45  420545
#> 17/06/2020 363.95  363.95  363.95      3.99   79177
#> 18/06/2020 365.05  365.05  374.90      0.30  337650
#> 19/06/2020 364.00  360.00  369.90     -0.29   65147
#> 22/06/2020 363.95  361.00  364.00     -0.01    5878
#> 23/06/2020 362.30  361.00  364.00     -0.45    4704
#> 24/06/2020 357.00  354.00  363.85     -1.46   31395
#> 25/06/2020 355.05  355.05  359.00     -0.55   37859
#> 26/06/2020 350.10  350.10  360.00     -1.39   65370
#> 29/06/2020 351.10  351.10  359.00      0.29   17282
#> 30/06/2020 356.00  353.00  356.00      1.40  173969
#> 01/07/2020 357.00  356.00  359.80      0.28    6276
#> 02/07/2020 357.00  352.00  357.00      0.00    6048
#> 03/07/2020 355.05  355.05  358.00     -0.55   20588
#> 06/07/2020 352.50  350.00  357.95     -0.72   12455
#> 07/07/2020 351.10  350.00  353.00     -0.40   59679
#> 08/07/2020 351.00  351.00  358.00     -0.03    1761
#> 09/07/2020 351.10  351.00  354.90      0.03     275
#> 10/07/2020 352.00  351.05  353.90      0.26   16362
#> 13/07/2020 351.50  351.00  354.95     -0.14     438
#> 14/07/2020 353.00  351.00  353.00      0.43  111860
#> 15/07/2020 355.10  351.10  356.95      0.59   11809
#> 16/07/2020 357.00  353.00  358.95      0.54   23036
#> 17/07/2020 355.00  355.00  357.00     -0.56    3011
#> 20/07/2020 358.00  355.00  358.00      0.85    3110
#> 21/07/2020 358.00  356.15  359.80      0.00    7607
#> 22/07/2020 355.00  350.00  356.10     -0.84    7674
#> 23/07/2020 355.50  354.05  358.00      0.14   11160
#> 24/07/2020 358.00  355.05  358.00      0.70   41886
#> 27/07/2020 362.00  355.50  362.00      1.12   72442
#> 28/07/2020 369.90  362.00  369.90      2.18    8849
#> 29/07/2020 369.00  365.10  369.00     -0.24   48616
#> 03/08/2020 365.10  365.10  369.00     -1.06   21831
#> 04/08/2020 370.00  366.00  370.00      1.34   18617
#> 05/08/2020 371.20  369.00  374.00      0.32   15358
#> 06/08/2020 374.85  374.00  375.00      0.98    8852
#> 07/08/2020 376.00  371.00  376.95      0.31   22183
#> 10/08/2020 381.00  377.00  384.90      1.33   18380
#> 11/08/2020 381.15  381.05  384.95      0.04   56510
#> 12/08/2020 389.00  381.15  389.00      2.06   41767
#> 13/08/2020 387.10  386.00  389.00     -0.49   30831
#> 17/08/2020 385.00  383.10  387.90     -0.54   23691
#> 18/08/2020 384.50  382.05  387.75     -0.13    2969
#> 19/08/2020 383.50  382.55  383.55     -0.26    3624
#> 24/08/2020 378.60  375.00  384.95     -1.28   28081
#> 25/08/2020 375.00  374.95  380.00     -0.95   22058
#> 26/08/2020 372.10  371.00  377.00     -0.77    5798
#> 27/08/2020 360.10  360.10  371.00     -3.22   34987
#> 28/08/2020 355.20  353.00  361.00     -1.36   65137
#> 31/08/2020 356.65  352.00  359.95      0.41   47210
#> 01/09/2020 370.90  358.05  370.90      4.00   23566
#> 02/09/2020 368.10  367.20  377.00     -0.75    9571
#> 03/09/2020 369.00  366.00  370.00      0.24     942
#> 04/09/2020 364.85  364.85  369.50     -1.12   22262
#> 07/09/2020 369.00  362.00  369.00      1.14    1826
#> 08/09/2020 363.15  361.10  365.05     -1.59    1157
#> 09/09/2020 364.00  363.00  367.90      0.23    1151
#> 10/09/2020 368.00  364.00  369.00      1.10   29489
#> 11/09/2020 369.95  367.05  372.00      0.53   49064
#> 14/09/2020 366.00  365.00  369.00     -1.07   42182
#> 15/09/2020 359.90  359.90  370.00     -1.67   26482
#> 16/09/2020 356.80  355.90  363.00     -0.86   10052
#> 17/09/2020 355.10  354.00  359.00     -0.48    9353
#> 18/09/2020 358.10  357.00  360.00      0.84   13150
#> 21/09/2020 360.00  360.00  363.00      0.53   21305
#> 22/09/2020 360.00  356.60  363.00      0.00   27199
#> 23/09/2020 359.85  359.85  362.00     -0.04   31748
#> 24/09/2020 350.00  350.00  356.00     -2.74   94702
#> 25/09/2020 352.00  350.00  355.00      0.57   18000
#> 28/09/2020 355.00  351.50  355.00      0.85     515
#> 29/09/2020 353.50  353.50  358.00     -0.42    5406
#> 30/09/2020 357.70  352.00  358.00      1.19     614
#> 01/10/2020 357.00  357.00  357.00     -0.20   25037
#> 02/10/2020 356.50  355.05  357.75     -0.14    5411
#> 05/10/2020 361.20  358.00  363.00      1.32   66877
#> 06/10/2020 369.00  362.00  369.00      2.16   57681
#> 07/10/2020 371.50  370.00  372.00      0.68   59496
#> 08/10/2020 370.00  367.00  371.50     -0.40    3534
#> 09/10/2020 366.90  366.00  367.20     -0.84  680698
#> 12/10/2020 367.50  367.50  371.00      0.16    1008
#> 13/10/2020 372.10  369.00  372.10      1.25   18168
#> 14/10/2020 384.60  372.50  385.95      3.36   86646
#> 15/10/2020 379.00  376.50  385.00     -1.46   44265
#> 16/10/2020 374.00  374.00  380.90     -1.32   29581
#> 19/10/2020 370.65  370.65  374.00     -0.90   16507
#> 20/10/2020 371.00  370.05  371.00      0.09    2541
#> 21/10/2020 375.00  371.10  375.50      1.08    2977
#> 22/10/2020 377.05  373.00  380.00      0.55   21921
#> 23/10/2020 379.95  377.00  380.00      0.77   33647
#> 26/10/2020 378.00  378.00  383.00     -0.51    4392
#> 27/10/2020 378.25  376.60  380.00      0.07   16104
#> 28/10/2020 378.00  374.55  379.50     -0.07   52207
#> 02/11/2020 375.80  374.00  377.90     -0.58   10886
#> 03/11/2020 376.00  375.10  376.00      0.05   27072
#> 04/11/2020 375.35  375.05  376.00     -0.17   25506
#> 05/11/2020 375.55  375.00  377.00      0.05    9280
#> 09/11/2020 385.00  375.15  386.00      2.52  129195
#> 10/11/2020 387.00  386.10  392.00      0.52   64383
#> 11/11/2020 385.00  384.00  389.90     -0.52   20417
#> 12/11/2020 385.10  381.00  387.95      0.03   20062
#> 13/11/2020 390.00  385.55  394.00      1.27  100639
#> 16/11/2020 395.10  389.00  397.00      1.31   96423
#> 17/11/2020 396.00  395.15  399.00      0.23   48921
#> 19/11/2020 394.90  390.40  397.90     -0.28   44771
#> 20/11/2020 406.70  405.00  410.65      2.99  162436
#> 23/11/2020 406.60  406.60  413.00     -0.02    8029
#> 24/11/2020 410.90  408.25  411.90      1.06   22626
#> 25/11/2020 417.00  411.00  418.90      1.48  109681
#> 26/11/2020 410.00  410.00  418.00     -1.68    9095
#> 27/11/2020 403.00  403.00  411.80     -1.71   13936
#> 30/11/2020 410.00  400.50  410.00      1.74   98047
#> 01/12/2020 406.00  404.00  411.90     -0.98    3751
#> 02/12/2020 405.60  405.25  409.50     -0.10   81542
#> 03/12/2020 407.00  406.00  410.00      0.35  132896
#> 04/12/2020 409.95  408.00  411.00      0.72   23564
#> 07/12/2020 412.00  412.00  412.75      0.50    3399
#> 08/12/2020 415.40  412.95  417.00      0.83   10192
#> 09/12/2020 417.90  417.00  422.00      0.60  143549
#> 10/12/2020 415.00  415.00  420.00     -0.69   18860
#> 11/12/2020 427.10  420.85  428.00      2.92  140960
#> 14/12/2020 425.05  425.05  430.00     -0.48   27830
#> 15/12/2020 426.10  425.05  427.00      0.25   56552
#> 16/12/2020 436.00  426.20  436.00      2.32   97916
#> 17/12/2020 439.95  436.00  441.00      0.91   55847
#> 18/12/2020 437.00  437.00  441.00     -0.67   67766
#> 21/12/2020 419.55  419.55  428.00     -3.99   81203
#> 22/12/2020 428.95  412.00  430.00      2.24  143388
#> 23/12/2020 432.10  427.10  435.95      0.73   32194
#> 24/12/2020 428.00  428.00  434.75     -0.95   59923
#> 25/12/2020 427.00  425.50  428.00     -0.23   86808
#> 28/12/2020 444.00  428.00  434.00      3.98  647024
#> 29/12/2020 430.00  429.10  432.40      0.23   56366
#> 30/12/2020 430.00  429.10  432.00      0.00  107233
#> 31/12/2020 423.25  422.00  428.85      0.00   18788
#> 04/01/2021 430.00  423.60  430.00      1.59   28469
#> 05/01/2021 424.00  424.00  427.80      0.18    4431
#> 06/01/2021 420.00  418.10  425.00     -0.94   18492
#> 07/01/2021 424.00  423.00  426.00      0.95   63979
#> 08/01/2021 420.00  420.00  429.40     -0.94   27701
#> 12/01/2021 423.95  422.00  425.00      0.94   71608
#> 13/01/2021 424.00  420.00  424.00      0.01    7501
#> 14/01/2021 427.05  424.00  427.50      0.72   46335
#> 15/01/2021 432.05  428.00  432.05      1.17   88748
#> 18/01/2021 437.00  432.15  439.00      1.15   70291
#> 19/01/2021 434.00  430.05  437.00     -0.69   46692
#> 20/01/2021 434.00  430.05  435.50      0.00   21232
#> 21/01/2021 435.25  432.60  436.90      0.29   60504
#> 22/01/2021 437.00  435.00  437.00      0.40   50272
#> 25/01/2021 445.00  435.00  445.00      1.83   36766
#> 26/01/2021 442.00  442.00  445.00     -0.67   38914
#> 27/01/2021 441.00  440.00  442.05     -0.23   14150
#> 28/01/2021 435.70  435.10  442.00     -1.20   14482
#> 29/01/2021 436.10  435.50  441.75      0.09   35035
#> 01/02/2021 437.95  434.95  437.95      0.42   11877
#> 02/02/2021 440.00  437.50  440.95      0.47   21062
#> 03/02/2021 439.00  439.00  440.00     -0.23   17399
#> 04/02/2021 436.15  436.00  439.00     -0.65    5420
#> 05/02/2021 434.50  433.10  438.95     -0.38   18588
#> 08/02/2021 433.60  433.60  438.00     -0.21   52013
#> 09/02/2021 431.00  431.00  434.00     -0.60  123280
#> 10/02/2021 423.00  421.10  431.00     -1.86   32189
#> 11/02/2021 426.50  420.00  426.50      0.83   23747
#> 12/02/2021 427.90  427.90  435.00      0.33    5359
#> 15/02/2021 425.10  425.10  434.00     -0.65    7477
#> 16/02/2021 428.60  428.60  428.95      0.82    2061
#> 17/02/2021 425.10  425.10  431.00     -0.82   80625
#> 18/02/2021 429.70  426.10  430.00      1.08     786
#> 19/02/2021 425.60  425.50  429.60     -0.95   12843
#> 22/02/2021 424.60  423.10  429.70     -0.23   22656
#> 23/02/2021 420.05  420.05  424.00     -1.07   12064
#> 24/02/2021 415.00  405.50  420.00     -1.20   46453
#> 25/02/2021 418.00  406.75  418.00      0.72   32179
#> 26/02/2021 420.50  418.00  426.00      0.60   95550
#> 01/03/2021 425.00  420.00  425.00      1.07      92
#> 02/03/2021 421.10  421.10  425.00     -0.92    8050
#> 03/03/2021 420.00  420.00  422.00     -0.26   22000
#> 04/03/2021 419.00  416.05  421.00     -0.24   18606
#> 05/03/2021 419.00  419.00  421.00      0.00   17316
#> 08/03/2021 417.00  416.50  420.00     -0.48   15242
#> 09/03/2021 419.50  416.00  419.80      0.60    9465
#> 10/03/2021 419.50  417.00  419.50      0.00   11280
#> 11/03/2021 419.20  419.00  419.20     -0.07   11227
#> 12/03/2021 421.00  421.00  424.00      0.43   36414
#> 15/03/2021 418.60  418.00  421.00     -0.57    2744
#> 16/03/2021 420.95  417.50  420.95      0.56   19022
#> 17/03/2021 423.00  421.00  423.70      0.49   65428
#> 18/03/2021 415.05  415.05  423.75     -1.88  138769
#> 19/03/2021 418.90  418.90  420.00      0.93   19766
#> 22/03/2021 418.00  415.15  418.00     -0.21   15332
#> 23/03/2021 415.00  415.00  418.00     -0.72   40782
#> 24/03/2021 415.55  414.00  415.55      0.13    3460
#> 25/03/2021 418.00  415.05  418.00      0.59   16501
#> 26/03/2021 420.00  416.00  420.00      0.48   65869
#> 29/03/2021 420.00  420.00  420.00      0.00   50786
#> 30/03/2021 426.00  420.00  426.00      1.43    8485
#> 31/03/2021 421.35  420.00  421.35     -1.09   10934
#> 01/04/2021 430.00  425.00  430.00      2.05   68078
#> 02/04/2021 430.90  425.00  431.00      0.21    8869
#> 05/04/2021 427.00  425.10  427.00     -0.91   15042
#> 06/04/2021 425.00  425.00  430.00     -0.47   20672
#> 07/04/2021 425.00  423.35  425.00      0.00    5535
#> 08/04/2021 424.00  423.00  424.00     -0.24   11257
#> 09/04/2021 425.00  420.30  425.00      0.24   11761
#> 12/04/2021 430.00  423.00  430.00      1.18    3150
#> 13/04/2021 425.00  425.00  429.00     -1.16    2512
#> 14/04/2021 426.00  425.05  426.00      0.24   21509
#> 15/04/2021 424.00  423.00  429.80     -0.47     302
#> 16/04/2021 427.00  421.00  427.00      0.71   37097
#> 19/04/2021 426.00  425.00  427.00     -0.23   20745
#> 20/04/2021 429.00  426.00  429.50      0.70   46766
#> 21/04/2021 426.00  426.00  429.00     -0.70   80512
#> 22/04/2021 426.00  426.00  426.15      0.00    3232
#> 23/04/2021 429.90  427.15  429.90      0.92   22300
#> 26/04/2021 429.00  427.05  429.00     -0.21   71377
#> 27/04/2021 428.00  427.25  428.00     -0.23   19965
#> 28/04/2021 429.00  426.05  429.00      0.23   44641
#> 29/04/2021 428.50  428.50  429.50     -0.12   25478
#> 30/04/2021 430.00  428.00  430.00      0.35   52941
#> 03/05/2021 434.05  430.00  434.05      0.94   66430
#> 04/05/2021 436.00  434.50  437.00      0.45   56788
#> 05/05/2021 439.25  439.00  439.50      0.75   27954
#> 06/05/2021 445.05  441.00  446.00      1.32   64312
#> 07/05/2021 446.85  445.20  446.85      0.40   85475
#> 10/05/2021 447.10  446.00  447.50      0.06   14441
#> 11/05/2021 445.50  445.00  447.00     -0.36   21918
#> 12/05/2021 446.05  445.00  446.90      0.12   65587
#> 17/05/2021 454.10  448.00  456.00      1.80  165992
#> 18/05/2021 456.00  451.00  463.90      0.42   19558
#> 19/05/2021 461.25  451.00  463.00      1.15   26673
#> 20/05/2021 451.00  451.00  460.00     -2.22   26216
#> 21/05/2021 456.00  451.00  456.00      1.11   23970
#> 24/05/2021 455.60  455.50  457.90     -0.09   13707
#> 25/05/2021 451.25  451.25  457.00     -0.95    7190
#> 26/05/2021 455.00  451.00  455.95      0.83     669
#> 27/05/2021 452.60  450.00  453.90     -0.53   39041
#> 28/05/2021 457.90  448.00  457.90      1.17   62248
#> 31/05/2021 454.00  452.15  456.00     -0.85    5714
#> 01/06/2021 459.70  452.55  459.70      1.26   24567
#> 02/06/2021 459.50  454.00  459.50     -0.04   20334
#> 03/06/2021 465.05  459.90  465.05      1.21   39796
#> 04/06/2021 462.50  460.05  466.00     -0.55   33478
#> 07/06/2021 463.00  460.50  465.00      0.11    8278
#> 08/06/2021 465.00  461.00  465.00      0.43   40595
#> 09/06/2021 462.00  461.50  465.00     -0.65  126301
#> 10/06/2021 464.15  461.05  464.15      0.47   46444
#> 11/06/2021 462.60  460.00  465.00     -0.33   56160
#> 14/06/2021 467.00  463.00  467.00      0.95   33845
#> 15/06/2021 463.85  463.85  469.00     -0.67   71708
#> 16/06/2021 461.30  460.00  463.90     -0.55   54584
#> 17/06/2021 461.30  460.20  462.00      0.00   16505
#> 18/06/2021 462.10  461.00  462.10      0.17   58081
#> 21/06/2021 464.50  462.10  465.00      0.52    8293
#> 22/06/2021 464.50  463.00  467.00      0.00   36920
#> 23/06/2021 463.00  462.00  466.00     -0.32    5397
#> 24/06/2021 461.00  461.00  463.15     -0.43   23385
#> 25/06/2021 460.00  450.05  463.90     -0.22  270719
#> 28/06/2021 461.00  455.00  461.00      0.22     845
#> 29/06/2021 459.80  455.10  461.00     -0.26   13822
#> 30/06/2021 459.00  458.10  459.80     -0.17 1489064
#> 01/07/2021 462.00  453.20  464.95      0.65   98438
#> 02/07/2021 460.00  457.00  460.00     -0.43   38037
#> 05/07/2021 442.00  439.00  449.00     -1.56   46926
#> 06/07/2021 440.00  437.50  447.00     -0.45   18215
#> 07/07/2021 446.00  440.00  450.00      1.36   28878
#> 08/07/2021 444.95  444.95  446.00     -0.24   11705
#> 09/07/2021 445.70  440.15  445.70      0.17   36688
#> 12/07/2021 445.00  440.45  445.00     -0.16   15557
#> 13/07/2021 441.00  440.05  443.00     -0.90    4116
#> 14/07/2021 440.60  440.10  444.70     -0.09   34700
#> 15/07/2021 441.05  440.00  442.00      0.10   33644
#> 16/07/2021 442.10  441.00  443.80      0.24   33336
#> 19/07/2021 442.60  442.10  443.00      0.11   14270
#> 20/07/2021 440.00  440.00  443.00     -0.59   13006
#> 23/07/2021 442.50  442.00  442.50      0.57   17198
#> 26/07/2021 442.70  441.00  442.70      0.05    1849
#> 27/07/2021 445.25  443.00  445.25      0.58   46069
#> 28/07/2021 443.70  441.70  447.00     -0.35    5302
#> 29/07/2021 450.00  447.00  450.00      1.42    2645
#> 02/08/2021 464.00  451.90  464.00      3.11   20400
#> 03/08/2021 460.00  457.10  464.00     -0.86   78653
#> 04/08/2021 460.55  459.00  463.30      0.12   12073
#> 05/08/2021 464.00  461.00  464.00      0.75   25258
#> 06/08/2021 465.00  461.10  465.00      0.22   93624
#> 09/08/2021 462.00  459.20  462.00     -0.65     210
#> 11/08/2021 468.00  462.00  469.00      1.30   55664
#> 12/08/2021 465.05  465.00  465.65     -0.63   10135
#> 13/08/2021 469.00  461.05  469.00      0.85   53719
#> 16/08/2021 468.00  463.00  469.00     -0.21   13662
#> 17/08/2021 467.90  466.00  467.90     -0.02   12337
#> 18/08/2021 467.00  466.50  467.90     -0.19   30241
#> 19/08/2021 465.10  465.00  470.00     -0.41   11399
#> 23/08/2021 470.00  463.05  470.00      1.05   20888
#> 24/08/2021 470.00  465.00  474.00      0.00    7326
#> 25/08/2021 467.00  465.20  467.00     -0.64    2687
#> 26/08/2021 470.00  468.00  470.00      0.64   46863
#> 27/08/2021 476.00  469.00  476.00      1.28   43516
#> 30/08/2021 478.00  470.50  479.90      0.42   13032
#> 31/08/2021 470.00  469.00  475.00     -1.67   61951
#> 01/09/2021 469.00  468.00  470.00     -0.21    6688
#> 02/09/2021 468.00  466.00  468.00     -0.21    3207
#> 03/09/2021 473.95  468.00  474.00      1.27   29639
#> 06/09/2021 472.00  468.10  474.00     -0.41   23042
#> 07/09/2021 470.25  470.05  473.00     -0.37   11609
#> 08/09/2021 472.00  470.65  472.00      0.37   20616
#> 09/09/2021 484.00  471.05  484.00      2.54  209210
#> 10/09/2021 475.00  475.00  484.00     -1.86   56054
#> 13/09/2021 475.05  473.25  482.90      0.01   28373
#> 14/09/2021 476.50  473.60  476.50      0.31   18300
#> 15/09/2021 477.00  474.00  477.00      0.10   18953
#> 16/09/2021 477.05  475.00  477.05      0.01   18622
#> 17/09/2021 484.80  475.10  484.80      1.62   28341
#> 20/09/2021 478.50  478.00  480.00     -1.30   84056
#> 21/09/2021 480.00  475.50  480.00      0.31   64616
#> 22/09/2021 480.10  478.10  480.10      0.02   31155
#> 23/09/2021 488.00  481.00  488.00      1.65   49697
#> 24/09/2021 488.00  485.10  499.00      0.00  128719
#> 27/09/2021 489.50  486.00  492.00      0.31   37313
#> 28/09/2021 492.00  485.00  492.00      0.51   12082
#> 29/09/2021 494.00  490.00  494.00      0.41   30012
#> 30/09/2021 495.00  490.15  495.00      0.20   12023
#> 01/10/2021 491.90  488.00  491.90     -0.63   38857
#> 04/10/2021 490.00  488.05  490.00     -0.39   15956
#> 05/10/2021 487.55  487.55  489.00     -0.50    4924
#> 06/10/2021 486.00  486.00  488.00     -0.32   30889
#> 07/10/2021 486.15  485.60  486.15      0.03   37632
#> 08/10/2021 495.00  486.25  495.00      1.82   35308
#> 11/10/2021 489.00  489.00  491.10     -1.21   15362
#> 12/10/2021 489.00  489.00  489.00      0.00      10
#> 13/10/2021 490.10  485.00  490.10      0.22   27634
#> 14/10/2021 494.50  490.00  494.50      0.90   68549
#> 15/10/2021 492.50  490.10  495.00     -0.40   51218
#> 18/10/2021 495.00  492.25  495.00      0.51    4504
#> 21/10/2021 495.05  490.05  497.00      0.01   14259
#> 22/10/2021 495.00  491.10  496.50     -0.01   26811
#> 25/10/2021 498.00  491.60  498.00      0.61   29375
#> 26/10/2021 510.00  498.00  510.00      2.41  119111
#> 27/10/2021 505.00  500.00  509.00     -0.98   40656
#> 28/10/2021 507.00  500.00  509.50      0.40   91724
#> 29/10/2021 490.15  490.15  508.00     -3.32   97762
#> 01/11/2021 497.15  496.00  507.90      1.43   28016
#> 02/11/2021 498.60  497.00  500.00      0.29    8544
#> 03/11/2021 499.00  497.00  505.00      0.08   29926
#> 04/11/2021 496.50  496.50  500.10     -0.50   23166
#> 05/11/2021 490.50  490.50  500.00     -1.21   32899
#> 08/11/2021 490.50  490.20  500.00      0.00     229
#> 09/11/2021 491.05  491.00  499.00      0.11    3625
#> 10/11/2021 490.00  490.00  498.00     -0.21    9020
#> 11/11/2021 488.00  486.00  490.00     -0.41   16265
#> 12/11/2021 488.00  488.00  490.00      0.00   27414
#> 15/11/2021 484.50  484.50  484.50     -0.72    7643
#> 16/11/2021 481.10  481.10  486.00     -0.70    7827
#> 17/11/2021 483.15  481.70  485.05      0.43   45184
#> 19/11/2021 487.30  485.05  487.30      0.86   12075
#> 22/11/2021 487.00  486.00  490.00     -0.06   10832
#> 23/11/2021 487.00  485.00  487.00      0.00   27541
#> 24/11/2021 489.00  487.00  489.00      0.41    6560
#> 25/11/2021 487.45  487.00  489.00     -0.32    4362
#> 26/11/2021 480.00  480.00  488.00     -1.53   43276
#> 29/11/2021 474.00  461.00  474.95     -1.25   29808
#> 30/11/2021 473.00  470.70  475.00     -0.21  111950
#> 01/12/2021 480.00  473.15  480.00      1.48   15818
#> 02/12/2021 486.00  479.50  486.00      1.25   26860
#> 03/12/2021 487.90  480.00  487.90      0.39   12962
#> 06/12/2021 480.50  480.00  487.00     -1.52   45106
#> 07/12/2021 485.00  478.00  490.00      0.94   13410
#> 08/12/2021 487.00  480.20  490.00      0.41   13345
#> 09/12/2021 487.00  485.00  487.00      0.00    5675
#> 10/12/2021 487.00  487.00  489.00      0.00  116646
#> 13/12/2021 482.10  482.10  489.00     -1.01  179949
#> 14/12/2021 483.50  483.50  486.00      0.29   26761

La fonction get_info(ticker)

Elle permet d’obtenir des informations rapides sur une entreprise.

get_info('ATW')
#>                  Information         
#> name             "Attijariwafa Bk Rg"
#> name_2           ""                  
#> ISIN             "MA0000012445"      
#> nbTitre          "215140839"         
#> cours            "452.000"           
#> cloture          "450.00"            
#> capitalisation   "97243659228.00"    
#> cotation         "14/03/2022 à 15:30"
#> variation        "0.44"              
#> volume_variation "1.98"              
#> volume           "473244"            
#> volumeTitre      "1047"              
#> ouverture        "452.000"           
#> min              "450.000"           
#> max              "452.000"

La fonction bySector() :

Elle renvoie une table contenant des données par secteur d’activités. Elle est une fonction sans argument.

#>Afichage des données par secteur d'activité
bySector()
#> # A tibble: 23 × 4
#>    Secteur                                      Valeur    `Var %` `Var % 31/12`
#>    <chr>                                        <chr>     <chr>   <chr>        
#>  1 INGENIERIES & BIENS D’EQUIPEMENT INDUSTRIELS 140,14    2,89 %  16,15 %      
#>  2 SERVICES DE TRANSPORT                        4 138,46  2,28 %  -3,89 %      
#>  3 PETROLE & GAZ                                19 626,62 1,92 %  -8,63 %      
#>  4 AGROALIMENTAIRE / PRODUCTION                 34 905,05 1,51 %  -5,75 %      
#>  5 PARTICIPATION ET PROMOTION IMMOBILIERES      3 184,85  1,05 %  -7,33 %      
#>  6 CHIMIE                                       6 900,90  1,05 %  9,41 %       
#>  7 MATERIELS,LOGICIELS & SERVICES INFORMATIQUES 2 578,34  0,52 %  -6,69 %      
#>  8 BANQUES                                      13 513,43 0,35 %  -4,20 %      
#>  9 ASSURANCES                                   5 389,92  0,22 %  -2,39 %      
#> 10 LOISIRS ET HOTELS                            463,19    0,15 %  -6,74 %      
#> # … with 13 more rows

La fonction instruments() :

Elle est sans argument et nous donne les informations sur les instruments financiers du marché, telles que le code ISIN, le compartiment, le nombre de titres etc.

#>Afichage les instruments financiers du marché
instruments()
#> # A tibble: 76 × 5
#>    `Code ISIN`  `Libelle instru…` `Secteur/Catég…` Compartiment `Nombre de tit…`
#>    <chr>        <chr>             <chr>            <chr>        <chr>           
#>  1 MA0000012296 AFMA              ACTIONS 1ERE LI… Principal B  1000000         
#>  2 MA0000012114 AFRIC INDUSTRIES… ACTIONS 1ERE LI… Principal B  291500          
#>  3 MA0000010951 AFRIQUIA GAZ      ACTIONS 1ERE LI… Principal A  3437500         
#>  4 MA0000010944 AGMA              ACTIONS 1ERE LI… Alternatif A 200000          
#>  5 MA0000011819 ALLIANCES         ACTIONS 1ERE LI… Principal B  22078588        
#>  6 MA0000010936 ALUMINIUM DU MAR… ACTIONS 1ERE LI… Principal B  465954          
#>  7 MA0000012460 ARADEI CAPITAL    ACTIONS 1ERE LI… Principal F  10645783        
#>  8 MA0000011710 ATLANTASANAD      ACTIONS 1ERE LI… Principal A  60283595        
#>  9 MA0000012445 ATTIJARIWAFA BANK ACTIONS 1ERE LI… Principal A  215140839       
#> 10 MA0000010969 AUTO HALL         ACTIONS 1ERE LI… Principal A  50294528        
#> # … with 66 more rows

La classe de fonctions today. :

C’est une classe de fonctions permettant d’obtenir des informations de la date d’aujourd’hui. Nous pouvons y trouver les fonctions suivantes :

#>Afichage du palmares de hausse des cours de la journée
today.prizelist('up')
#> # A tibble: 43 × 7
#>    Nom          Cours `1 sem. perf.%` `Max 1 sem.` `Min 1 sem.` `Quantité 1 se…`
#>    <chr>        <chr> <chr>           <chr>        <chr>        <chr>           
#>  1 Alliances P  61,55 +33,78%         61,55        45,03        3 748 128,00    
#>  2 STROC Indus… 46,00 +19,02%         46,50        36,40        60 219,00       
#>  3 Delattre Le… 67,99 +18,35%         67,99        51,00        87 391,00       
#>  4 Ennakl N     36,00 +18,03%         36,90        30,00        30 937,00       
#>  5 Resid Dar S… 27,01 +11,20%         28,91        23,10        1 852 918,00    
#>  6 Managem P    1 89… +9,88%          1 900,00     1 636,00     11 567,00       
#>  7 FENIE BROSS… 133,… +9,08%          136,00       116,00       44 882,00       
#>  8 SNEP P       794,… +8,56%          800,00       731,40       46 878,00       
#>  9 COSUMAR      241,… +8,48%          250,50       221,85       355 948,00      
#> 10 Jet Contrac… 200,… +7,72%          219,00       177,10       118 798,00      
#> # … with 33 more rows, and 1 more variable: `Volume 1 sem.` <chr>
#>Affichage des données du marché d'aujourd'hui
today.market()
#> # A tibble: 75 × 9
#>    Valeur    `Date/Heure` Ouverture Cours `Variation %` Quantité Volume `+ Haut`
#>    <chr>     <chr>        <chr>     <chr> <chr>         <chr>    <chr>  <chr>   
#>  1 Addoha    14.03.2022   7,98      7,97  0,00%         190 772  1 530… 8,30    
#>  2 AFMA      14.03.2022   1 387,00  1 38… 0,00%         1        1 387… 1 387,00
#>  3 Afric In… 14.03.2022   359,00    350,… -4,76%        40       14 21… 359,00  
#>  4 Afriquia… 14.03.2022   4 930,00  4 80… 0,00%         1 078    5 176… 4 930,00
#>  5 Agma      14.03.2022   4 807,00  4 80… 0,00%         1        4 807… 4 807,00
#>  6 Alliances 14.03.2022   59,99     61,55 +5,99%        277 455  16 87… 61,55   
#>  7 Aluminiu… 14.03.2022   1 375,00  1 37… 0,00%         1        1 375… 1 375,00
#>  8 Aradei C… 14.03.2022   451,60    451,… -1,93%        260      117 3… 451,60  
#>  9 ATLANTAS… 14.03.2022   134,90    134,… +1,52%        1 025    137 3… 134,90  
#> 10 Attijari… 14.03.2022   451,50    452,… +0,44%        1 047    473 1… 452,00  
#> # … with 65 more rows, and 1 more variable: `+ Bas` <chr>
#>Affichages des transactions de la journée
today.transactions()
#> # A tibble: 50 × 5
#>    Heure    `Insturment financier` Cours    Quantité Volume   
#>    <chr>    <chr>                  <chr>    <chr>    <chr>    
#>  1 15:40:26 ALLIANCES              61,55    209,00   12 863,95
#>  2 15:40:26 ALLIANCES              61,55    791,00   48 686,05
#>  3 15:40:06 ALLIANCES              61,55    22,00    1 354,10 
#>  4 15:39:11 ALLIANCES              61,55    10,00    615,50   
#>  5 15:38:16 MUTANDIS SCA           247,00   7,00     1 729,00 
#>  6 15:37:50 MED PAPER              20,02    30,00    600,60   
#>  7 15:37:20 MANAGEM                1 890,00 2,00     3 780,00 
#>  8 15:37:20 MANAGEM                1 890,00 3,00     5 670,00 
#>  9 15:37:18 FENIE BROSSETTE        133,95   3,00     401,85   
#> 10 15:36:54 RES DAR SAADA          27,01    1 104,00 29 819,04
#> # … with 40 more rows

Exemples d’utilisations de la library(casabourse) :

#>lecture des donnees de Attijariwafa Bank
atw <- daily.data(ticker = "ATW", from = "01-01-2020", to = "15-12-2021")
#>lecture des donnees de la Banque Populaire du Maroc
bcp <- daily.data(ticker = "BCP", from = "01-01-2020", to = "15-12-2021")