Task 1

First, we read in the states_purchase_orders.csv file and made sure all the columns were captured. We wil also check the first couple of rows of the dataset “head(mydata)”

mydata = read.csv(file="data/states_purchase_orders.csv")
head(mydata)
#loan_purpose = mydata$Loan.Purpose !Do the same for all the columns!

Below are allt the columns read individually

Record Type

record_type = mydata$RECORD.TYPE
record_type
   [1] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
  [54] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [107] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [160] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [213] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [266] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [319] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [372] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [425] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [478] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [531] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [584] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [637] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [690] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [743] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [796] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [849] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [902] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [955] D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D D
 [ reached getOption("max.print") -- omitted 31452 entries ]
Levels: D

Purchase order number

po_number = mydata$PURCHASE.ORDER.NUMBER
po_number
   [1] VO014151 RQ037437 RQ032962 RQ029751 PO170848 PO170847 PO170847 PO170847 PO170846 PO170845 PO170845
  [12] PO170845 PO170845 PO170844 PO170843 PO170842 PO170841 PO170840 PO170839 PO170838 PO170837 PO170836
  [23] PO170835 PO170835 PO170835 PO170834 PO170834 PO170834 PO170834 PO170833 PO170833 PO170833 PO170832
  [34] PO170831 PO170831 PO170831 PO170830 PO170830 PO170829 PO170829 PO170829 PO170829 PO170829 PO170828
  [45] PO170828 PO170828 PO170828 PO170827 PO170826 PO170825 PO170824 PO170823 PO170822 PO170821 PO170820
  [56] PO170819 PO170819 PO170819 PO170819 PO170819 PO170819 PO170818 PO170818 PO170818 PO170818 PO170817
  [67] PO170817 PO170817 PO170817 PO170817 PO170817 PO170816 PO170816 PO170816 PO170816 PO170816 PO170816
  [78] PO170815 PO170815 PO170815 PO170815 PO170815 PO170815 PO170815 PO170815 PO170815 PO170814 PO170814
  [89] PO170814 PO170814 PO170814 PO170814 PO170814 PO170814 PO170813 PO170812 PO170811 PO170810 PO170809
 [100] PO170808 PO170807 PO170806 PO170806 PO170806 PO170806 PO170806 PO170805 PO170804 PO170803 PO170802
 [111] PO170801 PO170801 PO170800 PO170799 PO170798 PO170797 PO170797 PO170797 PO170797 PO170797 PO170797
 [122] PO170797 PO170797 PO170796 PO170795 PO170795 PO170794 PO170793 PO170792 PO170791 PO170791 PO170791
 [133] PO170790 PO170789 PO170789 PO170789 PO170789 PO170789 PO170788 PO170787 PO170786 PO170785 PO170784
 [144] PO170783 PO170782 PO170781 PO170780 PO170780 PO170779 PO170778 PO170777 PO170776 PO170776 PO170775
 [155] PO170775 PO170775 PO170775 PO170775 PO170775 PO170775 PO170775 PO170775 PO170775 PO170774 PO170774
 [166] PO170774 PO170773 PO170772 PO170772 PO170771 PO170771 PO170771 PO170770 PO170770 PO170770 PO170770
 [177] PO170770 PO170769 PO170768 PO170767 PO170766 PO170765 PO170764 PO170763 PO170762 PO170762 PO170762
 [188] PO170761 PO170761 PO170760 PO170759 PO170758 PO170757 PO170756 PO170755 PO170754 PO170753 PO170752
 [199] PO170751 PO170750 PO170750 PO170750 PO170750 PO170750 PO170750 PO170750 PO170750 PO170750 PO170749
 [210] PO170748 PO170747 PO170747 PO170746 PO170745 PO170745 PO170745 PO170745 PO170744 PO170744 PO170743
 [221] PO170743 PO170743 PO170743 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742
 [232] PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742 PO170742
 [243] PO170741 PO170740 PO170740 PO170740 PO170740 PO170740 PO170740 PO170740 PO170739 PO170738 PO170738
 [254] PO170738 PO170737 PO170736 PO170736 PO170736 PO170736 PO170736 PO170736 PO170735 PO170734 PO170733
 [265] PO170732 PO170732 PO170732 PO170731 PO170731 PO170730 PO170729 PO170728 PO170728 PO170728 PO170728
 [276] PO170728 PO170727 PO170727 PO170726 PO170725 PO170724 PO170723 PO170723 PO170722 PO170721 PO170720
 [287] PO170720 PO170720 PO170720 PO170720 PO170720 PO170720 PO170720 PO170720 PO170720 PO170720 PO170720
 [298] PO170719 PO170718 PO170717 PO170716 PO170715 PO170715 PO170715 PO170714 PO170713 PO170712 PO170711
 [309] PO170711 PO170711 PO170711 PO170711 PO170711 PO170710 PO170709 PO170708 PO170708 PO170708 PO170708
 [320] PO170707 PO170707 PO170706 PO170705 PO170704 PO170704 PO170703 PO170703 PO170702 PO170701 PO170700
 [331] PO170699 PO170698 PO170697 PO170696 PO170695 PO170694 PO170694 PO170693 PO170692 PO170692 PO170692
 [342] PO170692 PO170691 PO170690 PO170690 PO170690 PO170690 PO170689 PO170689 PO170688 PO170687 PO170687
 [353] PO170686 PO170686 PO170686 PO170686 PO170686 PO170686 PO170686 PO170686 PO170686 PO170686 PO170685
 [364] PO170685 PO170684 PO170683 PO170682 PO170681 PO170680 PO170679 PO170678 PO170677 PO170677 PO170677
 [375] PO170677 PO170676 PO170675 PO170674 PO170674 PO170673 PO170673 PO170672 PO170671 PO170670 PO170669
 [386] PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668
 [397] PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668 PO170668
 [408] PO170668 PO170667 PO170667 PO170666 PO170665 PO170664 PO170664 PO170664 PO170664 PO170664 PO170664
 [419] PO170663 PO170662 PO170662 PO170661 PO170661 PO170661 PO170660 PO170659 PO170658 PO170658 PO170658
 [430] PO170658 PO170658 PO170658 PO170658 PO170658 PO170658 PO170658 PO170658 PO170658 PO170658 PO170657
 [441] PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657
 [452] PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657
 [463] PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657
 [474] PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657
 [485] PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657 PO170657
 [496] PO170657 PO170657 PO170656 PO170656 PO170656 PO170656 PO170656 PO170656 PO170656 PO170655 PO170654
 [507] PO170653 PO170652 PO170652 PO170651 PO170650 PO170650 PO170649 PO170648 PO170647 PO170646 PO170645
 [518] PO170644 PO170644 PO170644 PO170644 PO170643 PO170642 PO170641 PO170641 PO170641 PO170640 PO170639
 [529] PO170638 PO170637 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636
 [540] PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170636
 [551] PO170636 PO170636 PO170636 PO170636 PO170636 PO170636 PO170635 PO170635 PO170635 PO170635 PO170635
 [562] PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635
 [573] PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635
 [584] PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635
 [595] PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635
 [606] PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635 PO170635
 [617] PO170635 PO170634 PO170633 PO170633 PO170633 PO170633 PO170632 PO170631 PO170630 PO170629 PO170628
 [628] PO170627 PO170626 PO170625 PO170624 PO170624 PO170624 PO170623 PO170623 PO170622 PO170622 PO170621
 [639] PO170620 PO170619 PO170619 PO170619 PO170619 PO170619 PO170619 PO170619 PO170619 PO170619 PO170619
 [650] PO170619 PO170619 PO170618 PO170618 PO170617 PO170617 PO170617 PO170617 PO170617 PO170616 PO170615
 [661] PO170615 PO170614 PO170614 PO170614 PO170614 PO170614 PO170614 PO170614 PO170614 PO170614 PO170614
 [672] PO170614 PO170614 PO170613 PO170613 PO170612 PO170611 PO170610 PO170610 PO170610 PO170609 PO170608
 [683] PO170608 PO170608 PO170608 PO170608 PO170608 PO170608 PO170607 PO170606 PO170605 PO170604 PO170603
 [694] PO170602 PO170601 PO170601 PO170600 PO170600 PO170600 PO170600 PO170600 PO170600 PO170600 PO170600
 [705] PO170599 PO170599 PO170599 PO170598 PO170598 PO170597 PO170596 PO170595 PO170595 PO170595 PO170595
 [716] PO170595 PO170595 PO170595 PO170594 PO170594 PO170594 PO170594 PO170594 PO170594 PO170594 PO170594
 [727] PO170594 PO170594 PO170594 PO170594 PO170594 PO170593 PO170593 PO170592 PO170591 PO170591 PO170591
 [738] PO170590 PO170589 PO170588 PO170587 PO170586 PO170585 PO170584 PO170583 PO170582 PO170581 PO170580
 [749] PO170579 PO170578 PO170577 PO170577 PO170577 PO170576 PO170576 PO170576 PO170576 PO170575 PO170574
 [760] PO170574 PO170574 PO170574 PO170574 PO170573 PO170573 PO170572 PO170572 PO170571 PO170570 PO170569
 [771] PO170568 PO170567 PO170567 PO170566 PO170565 PO170564 PO170564 PO170564 PO170564 PO170564 PO170563
 [782] PO170563 PO170563 PO170563 PO170563 PO170563 PO170562 PO170561 PO170560 PO170560 PO170560 PO170559
 [793] PO170558 PO170557 PO170556 PO170555 PO170554 PO170553 PO170552 PO170551 PO170550 PO170548 PO170547
 [804] PO170546 PO170545 PO170544 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543
 [815] PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170543 PO170542
 [826] PO170541 PO170541 PO170540 PO170540 PO170540 PO170539 PO170539 PO170539 PO170539 PO170538 PO170538
 [837] PO170538 PO170538 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537
 [848] PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170537 PO170536
 [859] PO170536 PO170536 PO170536 PO170536 PO170536 PO170536 PO170536 PO170536 PO170536 PO170536 PO170536
 [870] PO170536 PO170536 PO170536 PO170536 PO170536 PO170535 PO170534 PO170533 PO170532 PO170531 PO170530
 [881] PO170529 PO170528 PO170527 PO170527 PO170527 PO170527 PO170526 PO170525 PO170525 PO170524 PO170524
 [892] PO170524 PO170524 PO170524 PO170523 PO170523 PO170523 PO170523 PO170522 PO170521 PO170520 PO170519
 [903] PO170518 PO170517 PO170516 PO170515 PO170514 PO170513 PO170512 PO170511 PO170511 PO170511 PO170511
 [914] PO170510 PO170509 PO170509 PO170509 PO170509 PO170508 PO170507 PO170506 PO170505 PO170504 PO170503
 [925] PO170502 PO170502 PO170502 PO170501 PO170500 PO170500 PO170499 PO170498 PO170497 PO170496 PO170495
 [936] PO170495 PO170494 PO170493 PO170492 PO170492 PO170491 PO170490 PO170489 PO170489 PO170489 PO170489
 [947] PO170489 PO170488 PO170488 PO170488 PO170488 PO170488 PO170487 PO170487 PO170487 PO170487 PO170486
 [958] PO170486 PO170485 PO170485 PO170485 PO170485 PO170485 PO170485 PO170484 PO170483 PO170482 PO170482
 [969] PO170482 PO170481 PO170480 PO170480 PO170480 PO170480 PO170479 PO170478 PO170477 PO170476 PO170476
 [980] PO170475 PO170475 PO170475 PO170475 PO170475 PO170475 PO170474 PO170473 PO170472 PO170471 PO170470
 [991] PO170469 PO170469 PO170469 PO170468 PO170468 PO170467 PO170466 PO170465 PO170465 PO170464
 [ reached getOption("max.print") -- omitted 31452 entries ]
13213 Levels: P9700742 PO000655 PO010523 PO010813 PO010834 PO010847 PO010990 PO011226 PO011376 ... VO014151

input date

input_type = mydata$INPUT.DATE
input_type
   [1] 8/13/14  11/12/14 11/26/12 8/31/11  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17 
  [12] 6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/27/17 
  [23] 6/27/17  6/27/17  6/27/17  6/27/17  6/27/17  6/27/17  6/27/17  6/28/17  6/28/17  6/28/17  6/28/17 
  [34] 6/28/17  6/28/17  6/28/17  6/26/17  6/26/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17 
  [45] 6/28/17  6/28/17  6/28/17  6/23/17  6/23/17  6/23/17  6/23/17  6/28/17  6/28/17  6/23/17  6/23/17 
  [56] 6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/28/17 
  [67] 6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17 
  [78] 6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/23/17  6/23/17 
  [89] 6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/23/17  6/22/17  6/20/17  6/20/17  6/28/17  6/28/17 
 [100] 6/28/17  6/19/17  6/28/17  6/28/17  6/28/17  6/28/17  6/28/17  6/19/17  6/19/17  6/19/17  6/21/17 
 [111] 6/19/17  6/19/17  6/28/17  6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/15/17 
 [122] 6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/19/17  6/15/17  6/15/17  6/20/17  6/20/17  6/20/17 
 [133] 6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/15/17  6/19/17  6/13/17  6/13/17  6/13/17  6/13/17 
 [144] 6/13/17  6/14/17  6/13/17  6/13/17  6/13/17  6/13/17  6/13/17  6/13/17  6/13/17  6/13/17  6/9/17  
 [155] 6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/21/17  6/21/17 
 [166] 6/21/17  6/13/17  6/9/17   6/9/17   6/8/17   6/8/17   6/8/17   6/12/17  6/12/17  6/12/17  6/12/17 
 [177] 6/12/17  6/9/17   6/13/17  6/9/17   6/7/17   6/10/17  6/10/17  6/6/17   6/9/17   6/9/17   6/9/17  
 [188] 6/9/17   6/9/17   6/13/17  6/6/17   6/8/17   6/16/17  6/6/17   6/28/17  6/28/17  6/26/17  6/9/17  
 [199] 6/5/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/9/17   6/26/17 
 [210] 6/2/17   6/1/17   6/1/17   6/1/17   6/2/17   6/2/17   6/2/17   6/2/17   5/30/17  5/30/17  6/19/17 
 [221] 6/19/17  6/19/17  6/19/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17 
 [232] 5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17 
 [243] 6/12/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  5/26/17  6/22/17  6/28/17  6/28/17 
 [254] 6/28/17  6/9/17   5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17 
 [265] 6/1/17   6/1/17   6/1/17   5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17 
 [276] 5/25/17  5/25/17  5/25/17  5/24/17  6/8/17   5/25/17  6/1/17   6/1/17   5/30/17  5/25/17  5/25/17 
 [287] 5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17 
 [298] 5/25/17  6/28/17  5/25/17  5/25/17  5/25/17  5/25/17  5/25/17  5/22/17  5/19/17  5/18/17  5/22/17 
 [309] 5/22/17  5/22/17  5/22/17  5/22/17  5/22/17  5/18/17  5/19/17  5/19/17  5/19/17  5/19/17  5/19/17 
 [320] 5/19/17  5/19/17  5/22/17  5/22/17  5/25/17  5/25/17  5/17/17  5/17/17  5/17/17  5/18/17  5/17/17 
 [331] 5/18/17  5/18/17  5/30/17  5/17/17  5/17/17  5/18/17  5/18/17  5/26/17  5/17/17  5/17/17  5/17/17 
 [342] 5/17/17  6/12/17  5/15/17  5/15/17  5/15/17  5/15/17  5/15/17  5/15/17  5/12/17  5/16/17  5/16/17 
 [353] 5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/12/17  5/15/17 
 [364] 5/15/17  5/12/17  5/15/17  5/12/17  5/12/17  6/12/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [375] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/11/17  5/11/17  5/30/17  5/10/17  5/12/17  5/10/17 
 [386] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [397] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [408] 5/10/17  5/10/17  5/10/17  5/8/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17  
 [419] 5/4/17   5/5/17   5/5/17   5/4/17   5/4/17   5/4/17   5/4/17   5/12/17  5/10/17  5/10/17  5/10/17 
 [430] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/5/17  
 [441] 5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17  
 [452] 5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17  
 [463] 5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17  
 [474] 5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17  
 [485] 5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17   5/5/17  
 [496] 5/5/17   5/5/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17   5/4/17   6/16/17  5/25/17 
 [507] 5/4/17   5/5/17   5/5/17   5/4/17   5/2/17   5/2/17   5/3/17   5/3/17   5/3/17   5/4/17   5/4/17  
 [518] 5/5/17   5/5/17   5/5/17   5/5/17   6/12/17  4/28/17  5/1/17   5/1/17   5/1/17   4/28/17  4/27/17 
 [529] 5/3/17   5/2/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17  
 [540] 5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17  
 [551] 5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/3/17   5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [562] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [573] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [584] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [595] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [606] 5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17  5/10/17 
 [617] 5/10/17  4/28/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  5/1/17   5/16/17  5/12/17 
 [628] 5/30/17  5/18/17  5/2/17   5/10/17  5/10/17  5/10/17  4/26/17  4/26/17  4/25/17  4/25/17  4/25/17 
 [639] 5/3/17   4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17 
 [650] 4/28/17  4/28/17  4/25/17  4/25/17  6/16/17  6/16/17  6/16/17  6/16/17  6/16/17  5/10/17  4/25/17 
 [661] 4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/25/17 
 [672] 4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  5/19/17  4/25/17  4/25/17  4/25/17  4/21/17  4/28/17 
 [683] 4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/21/17  6/16/17  4/25/17  5/5/17   4/19/17 
 [694] 6/8/17   4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17 
 [705] 4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  4/19/17  5/4/17   4/19/17  4/19/17  4/19/17  4/19/17 
 [716] 4/19/17  4/19/17  4/19/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  4/26/17 
 [727] 4/26/17  4/26/17  4/26/17  4/26/17  4/26/17  5/23/17  5/23/17  4/19/17  4/17/17  4/17/17  4/17/17 
 [738] 4/18/17  4/18/17  4/18/17  4/25/17  4/26/17  4/18/17  4/18/17  4/17/17  4/13/17  5/2/17   4/22/17 
 [749] 4/24/17  5/4/17   4/26/17  4/26/17  4/26/17  4/13/17  4/13/17  4/13/17  4/13/17  4/13/17  5/22/17 
 [760] 5/22/17  5/22/17  5/22/17  5/22/17  4/13/17  4/13/17  4/17/17  4/17/17  4/13/17  6/2/17   4/17/17 
 [771] 4/11/17  4/13/17  4/13/17  4/11/17  4/13/17  4/13/17  4/13/17  4/13/17  4/13/17  4/13/17  4/25/17 
 [782] 4/25/17  4/25/17  4/25/17  4/25/17  4/25/17  4/10/17  4/7/17   4/26/17  4/26/17  4/26/17  4/7/17  
 [793] 4/12/17  4/10/17  4/17/17  4/10/17  4/6/17   4/6/17   4/7/17   4/6/17   4/10/17  4/10/17  4/10/17 
 [804] 4/18/17  4/5/17   4/10/17  4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17  
 [815] 4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17   4/7/17  
 [826] 4/7/17   4/7/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17  
 [837] 4/4/17   4/4/17   4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17 
 [848] 4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/28/17  4/4/17  
 [859] 4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17  
 [870] 4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/4/17   4/3/17   6/20/17 
 [881] 4/3/17   4/7/17   4/4/17   4/4/17   4/4/17   4/4/17   4/17/17  5/10/17  5/10/17  4/3/17   4/3/17  
 [892] 4/3/17   4/3/17   4/3/17   4/3/17   4/3/17   4/3/17   4/3/17   4/4/17   3/30/17  3/30/17  3/30/17 
 [903] 3/30/17  4/4/17   4/4/17   4/4/17   4/25/17  3/30/17  3/31/17  6/16/17  6/16/17  6/16/17  6/16/17 
 [914] 3/29/17  3/29/17  3/29/17  3/29/17  3/29/17  3/29/17  3/29/17  3/29/17  3/28/17  3/29/17  3/28/17 
 [925] 3/28/17  3/28/17  3/28/17  3/29/17  3/28/17  3/28/17  3/28/17  3/28/17  3/28/17  6/6/17   3/28/17 
 [936] 3/28/17  3/28/17  3/29/17  3/29/17  3/29/17  3/29/17  3/29/17  4/4/17   4/4/17   4/4/17   4/4/17  
 [947] 4/4/17   6/1/17   6/1/17   6/1/17   6/1/17   6/1/17   3/31/17  3/31/17  3/31/17  3/31/17  3/27/17 
 [958] 3/27/17  3/24/17  3/24/17  3/24/17  3/24/17  3/24/17  3/24/17  4/4/17   3/27/17  4/7/17   4/7/17  
 [969] 4/7/17   4/4/17   4/3/17   4/3/17   4/3/17   4/3/17   3/27/17  3/29/17  3/27/17  5/3/17   5/3/17  
 [980] 4/3/17   4/3/17   4/3/17   4/3/17   4/3/17   4/3/17   4/4/17   3/29/17  3/23/17  3/31/17  5/2/17  
 [991] 4/3/17   4/3/17   4/3/17   4/24/17  4/24/17  3/23/17  3/23/17  3/23/17  3/23/17  3/23/17 
 [ reached getOption("max.print") -- omitted 31452 entries ]
1804 Levels: 1/10/11 1/10/12 1/10/13 1/10/14 1/11/10 1/11/11 1/11/12 1/11/13 1/11/16 1/11/17 1/12/11 ... 9/9/16

total amount

total_amount = mydata$TOTAL.AMOUNT
total_amount
   [1]     302.51    7088.00  100000.00  172500.00  590812.00 4200000.00 4200000.00 4200000.00 1818505.00
  [10]    6332.25    6332.25    6332.25    6332.25   15660.00  238895.00 2777705.75 2500000.00   41137.50
  [19]  593337.50   11834.00    2310.00    6450.00   91124.00   91124.00   91124.00   16931.95   16931.95
  [28]   16931.95   16931.95   29918.00   29918.00   29918.00   13582.00   25798.00   25798.00   25798.00
  [37]   90000.00   90000.00   21694.38   21694.38   21694.38   21694.38   21694.38   70352.07   70352.07
  [46]   70352.07   70352.07    9600.00    9800.00    9600.00    9800.00   10582.00    9867.00    4500.00
  [55]    4500.00   11662.00   11662.00   11662.00   11662.00   11662.00   11662.00    6098.46    6098.46
  [64]    6098.46    6098.46    1970.72    1970.72    1970.72    1970.72    1970.72    1970.72    1970.72
  [73]    1970.72    1970.72    1970.72    1970.72    1970.72    2538.85    2538.85    2538.85    2538.85
  [82]    2538.85    2538.85    2538.85    2538.85    2538.85    2420.35    2420.35    2420.35    2420.35
  [91]    2420.35    2420.35    2420.35    2420.35   28284.50   40417.00    9950.00    6000.00    5000.00
 [100]    2000.00  110257.89     818.37     818.37     818.37     818.37     818.37   33976.00   50000.00
 [109] 1583625.05  138283.15   14850.00   14850.00   12539.87    5000.00    5000.00   30664.80   30664.80
 [118]   30664.80   30664.80   30664.80   30664.80   30664.80   30664.80   16000.00    4734.00    4734.00
 [127]   22925.00  212375.00   18528.00   34453.00   34453.00   34453.00   17500.00   19579.40   19579.40
 [136]   19579.40   19579.40   19579.40    5493.60   22688.40   79999.92    1121.40    2300.00    1121.40
 [145]    1121.40   13588.00  143960.00  143960.00   14760.00   16000.00   17500.00    9900.00    9900.00
 [154]   30139.00   30139.00   30139.00   30139.00   30139.00   30139.00   30139.00   30139.00   30139.00
 [163]   30139.00     497.00     497.00     497.00   59999.71   49127.00   49127.00   15850.00   15850.00
 [172]   15850.00    8847.83    8847.83    8847.83    8847.83    8847.83   36432.00   16000.00  284127.64
 [181]   15000.00  199050.00   11520.00   22000.00   23992.00   23992.00   23992.00    7478.00    7478.00
 [190]   90000.00   11500.00  407000.00    1600.00    7194.00   11925.00   24300.00   23700.00   15950.00
 [199]   13750.00   59141.00   59141.00   59141.00   59141.00   59141.00   59141.00   59141.00   59141.00
 [208]   59141.00    9996.00   17360.00    1326.25    1326.25   16900.00    8264.60    8264.60    8264.60
 [217]    8264.60 9989000.00 9989000.00   56088.00   56088.00   56088.00   56088.00    8479.52    8479.52
 [226]    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52
 [235]    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52    8479.52   14970.00
 [244]    8848.91    8848.91    8848.91    8848.91    8848.91    8848.91    8848.91   42403.51   25798.00
 [253]   25798.00   25798.00   27334.87    1320.50    1320.50    1320.50    1320.50    1320.50    1320.50
 [262]   75000.00    8000.00  684900.00   11318.00   11318.00   11318.00    5990.00    5990.00   75000.00
 [271]   14910.00   99250.00   99250.00   99250.00   99250.00   99250.00   16797.09   16797.09    1920.00
 [280]    3200.00   13265.00    7451.10    7451.10   15750.00     129.00   11694.46   11694.46   11694.46
 [289]   11694.46   11694.46   11694.46   11694.46   11694.46   11694.46   11694.46   11694.46   11694.46
 [298]   22000.00   40000.00   17475.00   13600.00   16103.20   16103.20   16103.20   16890.00    3400.00
 [307]  166660.00   12340.22   12340.22   12340.22   12340.22   12340.22   12340.22   27850.00   25884.00
 [316]   15697.00   15697.00   15697.00   15697.00    1681.02    1681.02   24106.00  424615.00   29302.00
 [325]   29302.00    8200.00    8200.00    5000.00    5000.00    5000.00    5000.00    8500.00    1575.00
 [334]   24817.00  192412.00    6133.36    6133.36  130995.17    1927.99    1927.99    1927.99    1927.99
 [343]   30060.00    5020.53    5020.53    5020.53    5020.53     728.37     728.37     982.88   11412.19
 [352]   11412.19   26201.50   26201.50   26201.50   26201.50   26201.50   26201.50   26201.50   26201.50
 [361]   26201.50   26201.50    7650.00    7650.00    7717.00   26998.00   17455.50   10000.00  150300.00
 [370]  299332.00   81487.00   73659.00   73659.00   73659.00   73659.00  281208.00   15000.00 4644974.00
 [379] 4644974.00    6565.00    6565.00   34000.00  334202.00   17463.96   49126.00   13006.00   13006.00
 [388]   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00
 [397]   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00   13006.00
 [406]   13006.00   13006.00   13006.00   59178.00   59178.00   18000.00   15000.00    6390.00    6390.00
 [415]    6390.00    6390.00    6390.00    6390.00  700000.00    6474.00    6474.00  750000.00  750000.00
 [424]  750000.00  206024.00   23884.00    3395.00    3395.00    3395.00    3395.00    3395.00    3395.00
 [433]    3395.00    3395.00    3395.00    3395.00    3395.00    3395.00    3395.00   16758.31   16758.31
 [442]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [451]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [460]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [469]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [478]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [487]   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31   16758.31
 [496]   16758.31   16758.31   33626.00   33626.00   33626.00   33626.00   33626.00   33626.00   33626.00
 [505]    6000.00   23884.00    6841.78    3584.10    3584.10    4326.88    1987.94    1987.94   14161.00
 [514]   49570.00   13716.84   17120.00   40000.00    9778.58    9778.58    9778.58    9778.58    9705.28
 [523]   24635.00   50526.56   50526.56   50526.56   35700.00   10000.00   46400.00    1800.00   22884.00
 [532]   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00
 [541]   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00
 [550]   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   22884.00   76416.45   76416.45
 [559]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [568]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [577]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [586]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [595]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [604]   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45   76416.45
 [613]   76416.45   76416.45   76416.45   76416.45   76416.45  192534.00   50000.00   50000.00   50000.00
 [622]   50000.00   56000.00   17650.00   17400.00   12000.00   12786.00   25342.45   17300.00    4400.00
 [631]  100230.00  100230.00  100230.00    2133.18    2133.18  149247.00  149247.00   10367.42   13324.35
 [640] 2000000.00 2000000.00 2000000.00 2000000.00 2000000.00 2000000.00 2000000.00 2000000.00 2000000.00
 [649] 2000000.00 2000000.00 2000000.00 2056965.00 2056965.00   13000.00   13000.00   13000.00   13000.00
 [658]   13000.00    7120.00   72680.00   72680.00   15142.00   15142.00   15142.00   15142.00   15142.00
 [667]   15142.00   15142.00   15142.00   15142.00   15142.00   15142.00   15142.00   81510.00   81510.00
 [676]   10000.00   10318.00    5330.00    5330.00    5330.00    6000.00   83171.05   83171.05   83171.05
 [685]   83171.05   83171.05   83171.05   83171.05    5000.00    5000.00     288.98   31690.56   22781.00
 [694]    5419.00  213063.00  213063.00    6428.60    6428.60    6428.60    6428.60    6428.60    6428.60
 [703]    6428.60    6428.60    1495.00    1495.00    1495.00   13138.00   13138.00    1058.49    4295.00
 [712]    6146.57    6146.57    6146.57    6146.57    6146.57    6146.57    6146.57   64665.83   64665.83
 [721]   64665.83   64665.83   64665.83   64665.83   64665.83   64665.83   64665.83   64665.83   64665.83
 [730]   64665.83   64665.83    4069.80    4069.80   12000.00   10287.00   10287.00   10287.00   10282.00
 [739]   15600.00   22800.00 1100000.00  115499.98   16227.00   62500.00    7139.00   10787.00   20830.00
 [748]   16200.00   14800.00     300.00    6022.33    6022.33    6022.33   62563.56   62563.56   62563.56
 [757]   62563.56   39817.89   18495.60   18495.60   18495.60   18495.60   18495.60    1871.37    1871.37
 [766]  300000.00  300000.00    4170.00    2880.00   16800.00     300.00   10862.50   10862.50     300.00
 [775]    3725.00   33528.00   33528.00   33528.00   33528.00   33528.00    7830.00    7830.00    7830.00
 [784]    7830.00    7830.00    7830.00   84167.07   50000.00   38285.86   38285.86   38285.86   65250.00
 [793]    5579.80   21792.00   19200.00   12000.00   15000.00   10000.00   30816.00   21336.00   25000.00
 [802]   25000.00   25000.00   24100.00    2400.00   17500.00   22665.00   22665.00   22665.00   22665.00
 [811]   22665.00   22665.00   22665.00   22665.00   22665.00   22665.00   22665.00   22665.00   22665.00
 [820]   22665.00   22665.00   22665.00   22665.00   22665.00    7840.00   21059.00   21059.00    6024.00
 [829]    6024.00    6024.00    2023.69    2023.69    2023.69    2023.69  150000.00  150000.00  150000.00
 [838]  150000.00  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41
 [847]  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41  152046.41
 [856]  152046.41  152046.41    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62
 [865]    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62    8192.62
 [874]    8192.62   15800.00   17000.00   90000.00   10500.00    5000.00    5000.00   39000.00   17745.00
 [883]    4300.00    4300.00    4300.00    4300.00   23884.00    3724.19    3724.19   25186.00   25186.00
 [892]   25186.00   25186.00   25186.00   29782.00   29782.00   29782.00   29782.00    2400.00   10096.12
 [901]   10096.12   12980.77   12500.00    7400.00   32400.00    5490.00   12000.00   12000.00   75000.00
 [910]   14611.95   14611.95   14611.95   14611.95   16400.00   56293.00   56293.00   56293.00   56293.00
 [919]   96000.00   48000.00  393750.00  150000.00    5000.00  114500.00  149040.00  149040.00  149040.00
 [928]   30000.00  800000.00  800000.00   59900.00   69999.96   48000.00   40000.00  110000.00  110000.00
 [937]   80000.00   48000.00   57399.96   57399.96   20200.00   38500.00    2656.00    2656.00    2656.00
 [946]    2656.00    2656.00     396.83     396.83     396.83     396.83     396.83    9581.60    9581.60
 [955]    9581.60    9581.60    2297.00    2297.00   25626.55   25626.55   25626.55   25626.55   25626.55
 [964]   25626.55    5220.00    1232.40   32042.94   32042.94   32042.94   19944.00    7491.96    7491.96
 [973]    7491.96    7491.96   24000.00   17500.00   16964.00    3059.70    3059.70    4019.65    4019.65
 [982]    4019.65    4019.65    4019.65    4019.65   30000.00  125000.00   15136.50    1495.20    2300.00
 [991]   32157.68   32157.68   32157.68    6939.27    6939.27   17500.00   60000.00   24170.89   24170.89
[1000]   76396.80
 [ reached getOption("max.print") -- omitted 31452 entries ]

department number

dept_number = mydata$DEPARTMENT.NUMBER
dept_number
   [1] 70 70 72 61 72 75 75 75 75 50 50 50 50  5 79 72 70 12 75 70 12 54 79 79 79 50 50 50 50 70 70 70 70 79 79
  [36] 79 61 61 52 52 52 52 52 21 21 21 21 50 50 50 50 71 71 50 50 50 50 50 50 50 50 50 50 50 50 46 46 46 46 46
  [71] 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 46 72  9 50 60 60 60 75 70 70 70 70
 [106] 70 50 77 75 72 60 60 77 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 44 44 44 44 71 41 41 41 41 41  2 41
 [141] 77 77 41 77 77 70 79 79 40 50  9 60 60 50 50 50 50 50 50 50 50 50 50 12 12 12 70 70 70 41 41 41 77 77 77
 [176] 77 77 25 50 12 51 12 12 78 79 79 79 70 70 61 40 75 78 70 61 61 61 52 52 70 70 70 70 70 70 70 70 70 11 60
 [211] 76 76 60 12 12 12 12 75 75 20 20 20 20 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77 77  5 76 76
 [246] 76 76 76 76 76 12 79 79 79 12 40 40 40 40 40 40 40 40 75 30 30 30 52 52 75 70 50 50 50 50 50 70 70  2 12
 [281] 52 79 79  2 77 77 77 77 77 77 77 77 77 77 77 77 77 78 70 20 20 41 41 41 50 50 40  1  1  1  1  1  1 40 12
 [316] 71 71 71 71 70 70 60 60 70 70 12 12 50 50 50 50 50 15 60 60 52 52 44  8  8  8  8 70 60 60 60 60 60 60 20
 [351] 44 44 50 50 50 50 50 50 50 50 50 50 50 50 70 50 77 75 70 60 60 60 60 60 60 60 44  9  9 52 52 55 60 78 60
 [386] 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 76 50 50 50  9 52 52 52 52 52 52 61 54
 [421] 54 61 61 61 61 71 50 50 50 50 50 50 50 50 50 50 50 50 50 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60
 [456] 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60 60
 [491] 60 60 60 60 60 60 60 50 50 50 50 50 50 50 71 79 78 60 60 60 44 44 44 52 44 44  9 44 44 44 44  9 50 50 50
 [526] 50 50 50 75 72 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 51 55 55 55 55
 [561] 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55
 [596] 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 55 79 41 41 41 41 61 41 75 44 70 12 40 75
 [631] 12 12 12 70 70 70 70  9  9 61 61 61 61 61 61 61 61 61 61 61 61 41 41 60 60 60 60 60 52 41 41  9  9  9  9
 [666]  9  9  9  9  9  9  9  9 41 41  9  5 60 60 60 50 12 12 12 12 12 12 12 50 50 60 44 61 52 61 61 46 46 46 46
 [701] 46 46 46 46 50 50 50 12 12 80 41 60 60 60 60 60 60 60 44 44 44 44 44 44 44 44 44 44 44 44 44 60 60 46 70
 [736] 70 70 70 75 75 70 53 75 71 50 50 78 70 70 60 44 44 44 70 70 70 70 79 44 44 44 44 44 60 60 61 61 11 12 40
 [771] 60 44 44 60 61 70 70 70 70 70 50 50 50 50 50 50 52 12 12 12 12 40 78 70 75 75 60  5 50  9 12 46 12 76 53
 [806] 70 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 79 70 71 71 50 50 50  1  1  1  1 61 61 61 61 44 44
 [841] 44 44 44 44 44 44 44 44 44 44 44 44 44 44 44 44 44 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70  9
 [876]  9  9  9 40 40 40 12 70 70 70 70 12 52 52 79 79 79 79 79 79 79 79 79 71 60 60 60 78 70 70 60 56 41 53 60
 [911] 60 60 60 60 61 61 61 61 61 61 72 61 78 61 61 61 61 12 61 61 61 76 61 61 61 61 61 61 73 73 61 61 20 20 20
 [946] 20 20  2  2  2  2  2 79 79 79 79 73 73 60 60 60 60 60 60 79 20 50 50 50 80 60 60 60 60 12 12 53 80 80 73
 [981] 73 73 73 73 73 53 70 78 73 60 75 75 75 70 70 51 46 52 52 78
 [ reached getOption("max.print") -- omitted 31452 entries ]

department name

dept_name = mydata$DEPARTMENT.NAME
dept_name
   [1] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
   [3] ROAD REHABILITATION PROGRAM                 COMMUNITY DEVELOPMENT PROGRAMS             
   [5] ROAD REHABILITATION PROGRAM                 CONSTRUCTION PROJECTS                      
   [7] CONSTRUCTION PROJECTS                       CONSTRUCTION PROJECTS                      
   [9] CONSTRUCTION PROJECTS                       POLICE DEPARTMENT                          
  [11] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [13] POLICE DEPARTMENT                           PARISH ATTORNEY                            
  [15] DEPT OF FLEET MANAGEMENT                    ROAD REHABILITATION PROGRAM                
  [17] DEPARTMENT OF PUBLIC WORKS                  LIBRARY BOARD OF CONTROL                   
  [19] CONSTRUCTION PROJECTS                       DEPARTMENT OF PUBLIC WORKS                 
  [21] LIBRARY BOARD OF CONTROL                    OFC. OF HOMELAND SECURITY & EMERGENCY PREPA
  [23] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
  [25] DEPT OF FLEET MANAGEMENT                    POLICE DEPARTMENT                          
  [27] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [29] POLICE DEPARTMENT                           DEPARTMENT OF PUBLIC WORKS                 
  [31] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
  [33] DEPARTMENT OF PUBLIC WORKS                  DEPT OF FLEET MANAGEMENT                   
  [35] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
  [37] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
  [39] EMERGENCY MEDICAL SERVICES                  EMERGENCY MEDICAL SERVICES                 
  [41] EMERGENCY MEDICAL SERVICES                  EMERGENCY MEDICAL SERVICES                 
  [43] EMERGENCY MEDICAL SERVICES                  CITY CONSTABLE                             
  [45] CITY CONSTABLE                              CITY CONSTABLE                             
  [47] CITY CONSTABLE                              POLICE DEPARTMENT                          
  [49] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [51] POLICE DEPARTMENT                           DEPT OF TRANSPORTATION AND DRAINAGE        
  [53] DEPT OF TRANSPORTATION AND DRAINAGE         POLICE DEPARTMENT                          
  [55] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [57] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [59] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [61] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [63] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
  [65] POLICE DEPARTMENT                           HUMAN RESOURCES                            
  [67] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [69] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [71] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [73] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [75] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [77] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [79] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [81] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [83] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [85] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [87] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [89] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [91] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [93] HUMAN RESOURCES                             HUMAN RESOURCES                            
  [95] ROAD REHABILITATION PROGRAM                 GREATER BATON ROUGE AIRPORT DISTRICT       
  [97] POLICE DEPARTMENT                           HUMAN DEVELOPMENT AND SERVICES             
  [99] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [101] CONSTRUCTION PROJECTS                       DEPARTMENT OF PUBLIC WORKS                 
 [103] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [105] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [107] POLICE DEPARTMENT                           DEPT OF MAINTENANCE                        
 [109] CONSTRUCTION PROJECTS                       ROAD REHABILITATION PROGRAM                
 [111] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [113] DEPT OF MAINTENANCE                         POLICE DEPARTMENT                          
 [115] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [117] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [119] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [121] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [123] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [125] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [127] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [129] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [131] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [133] DEPT OF TRANSPORTATION AND DRAINAGE         FINANCE DEPARTMENT                         
 [135] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [137] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [139] COUNCIL ADMINISTRATOR                       FINANCE DEPARTMENT                         
 [141] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [143] FINANCE DEPARTMENT                          DEPT OF MAINTENANCE                        
 [145] DEPT OF MAINTENANCE                         DEPARTMENT OF PUBLIC WORKS                 
 [147] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [149] OFFICE OF THE MAYOR-PRESIDENT               POLICE DEPARTMENT                          
 [151] GREATER BATON ROUGE AIRPORT DISTRICT        HUMAN DEVELOPMENT AND SERVICES             
 [153] HUMAN DEVELOPMENT AND SERVICES              POLICE DEPARTMENT                          
 [155] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [157] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [159] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [161] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [163] POLICE DEPARTMENT                           LIBRARY BOARD OF CONTROL                   
 [165] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [167] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [169] DEPARTMENT OF PUBLIC WORKS                  FINANCE DEPARTMENT                         
 [171] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [173] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [175] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [177] DEPT OF MAINTENANCE                         DISTRICT COURT                             
 [179] POLICE DEPARTMENT                           LIBRARY BOARD OF CONTROL                   
 [181] FIRE DEPARTMENT                             LIBRARY BOARD OF CONTROL                   
 [183] LIBRARY BOARD OF CONTROL                    DEPT OF BUILDINGS AND GROUNDS              
 [185] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [187] DEPT OF FLEET MANAGEMENT                    DEPARTMENT OF PUBLIC WORKS                 
 [189] DEPARTMENT OF PUBLIC WORKS                  COMMUNITY DEVELOPMENT PROGRAMS             
 [191] OFFICE OF THE MAYOR-PRESIDENT               CONSTRUCTION PROJECTS                      
 [193] DEPT OF BUILDINGS AND GROUNDS               DEPARTMENT OF PUBLIC WORKS                 
 [195] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [197] COMMUNITY DEVELOPMENT PROGRAMS              EMERGENCY MEDICAL SERVICES                 
 [199] EMERGENCY MEDICAL SERVICES                  DEPARTMENT OF PUBLIC WORKS                 
 [201] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [203] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [205] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [207] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [209] MOSQUITO & RODENT CONTROL                   HUMAN DEVELOPMENT AND SERVICES             
 [211] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [213] HUMAN DEVELOPMENT AND SERVICES              LIBRARY BOARD OF CONTROL                   
 [215] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [217] LIBRARY BOARD OF CONTROL                    CONSTRUCTION PROJECTS                      
 [219] CONSTRUCTION PROJECTS                       CITY COURT                                 
 [221] CITY COURT                                  CITY COURT                                 
 [223] CITY COURT                                  DEPT OF MAINTENANCE                        
 [225] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [227] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [229] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [231] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [233] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [235] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [237] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [239] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [241] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [243] PARISH ATTORNEY                             DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [245] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [247] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [249] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [251] LIBRARY BOARD OF CONTROL                    DEPT OF FLEET MANAGEMENT                   
 [253] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [255] LIBRARY BOARD OF CONTROL                    OFFICE OF THE MAYOR-PRESIDENT              
 [257] OFFICE OF THE MAYOR-PRESIDENT               OFFICE OF THE MAYOR-PRESIDENT              
 [259] OFFICE OF THE MAYOR-PRESIDENT               OFFICE OF THE MAYOR-PRESIDENT              
 [261] OFFICE OF THE MAYOR-PRESIDENT               OFFICE OF THE MAYOR-PRESIDENT              
 [263] OFFICE OF THE MAYOR-PRESIDENT               CONSTRUCTION PROJECTS                      
 [265] SHERIFF'S OFFICE                            SHERIFF'S OFFICE                           
 [267] SHERIFF'S OFFICE                            EMERGENCY MEDICAL SERVICES                 
 [269] EMERGENCY MEDICAL SERVICES                  CONSTRUCTION PROJECTS                      
 [271] DEPARTMENT OF PUBLIC WORKS                  POLICE DEPARTMENT                          
 [273] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [275] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [277] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [279] COUNCIL ADMINISTRATOR                       LIBRARY BOARD OF CONTROL                   
 [281] EMERGENCY MEDICAL SERVICES                  DEPT OF FLEET MANAGEMENT                   
 [283] DEPT OF FLEET MANAGEMENT                    COUNCIL ADMINISTRATOR                      
 [285] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [287] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [289] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [291] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [293] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [295] DEPT OF MAINTENANCE                         DEPT OF MAINTENANCE                        
 [297] DEPT OF MAINTENANCE                         DEPT OF BUILDINGS AND GROUNDS              
 [299] DEPARTMENT OF PUBLIC WORKS                  CITY COURT                                 
 [301] CITY COURT                                  FINANCE DEPARTMENT                         
 [303] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [305] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [307] OFFICE OF THE MAYOR-PRESIDENT               METROPOLITAN COUNCIL                       
 [309] METROPOLITAN COUNCIL                        METROPOLITAN COUNCIL                       
 [311] METROPOLITAN COUNCIL                        METROPOLITAN COUNCIL                       
 [313] METROPOLITAN COUNCIL                        OFFICE OF THE MAYOR-PRESIDENT              
 [315] LIBRARY BOARD OF CONTROL                    DEPT OF TRANSPORTATION AND DRAINAGE        
 [317] DEPT OF TRANSPORTATION AND DRAINAGE         DEPT OF TRANSPORTATION AND DRAINAGE        
 [319] DEPT OF TRANSPORTATION AND DRAINAGE         DEPARTMENT OF PUBLIC WORKS                 
 [321] DEPARTMENT OF PUBLIC WORKS                  HUMAN DEVELOPMENT AND SERVICES             
 [323] HUMAN DEVELOPMENT AND SERVICES              DEPARTMENT OF PUBLIC WORKS                 
 [325] DEPARTMENT OF PUBLIC WORKS                  LIBRARY BOARD OF CONTROL                   
 [327] LIBRARY BOARD OF CONTROL                    POLICE DEPARTMENT                          
 [329] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [331] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [333] DOWNTOWN DEVELOPMENT DISTRICT               HUMAN DEVELOPMENT AND SERVICES             
 [335] HUMAN DEVELOPMENT AND SERVICES              EMERGENCY MEDICAL SERVICES                 
 [337] EMERGENCY MEDICAL SERVICES                  INFORMATION SERVICES                       
 [339] ANIMAL CONTROL CENTER                       ANIMAL CONTROL CENTER                      
 [341] ANIMAL CONTROL CENTER                       ANIMAL CONTROL CENTER                      
 [343] DEPARTMENT OF PUBLIC WORKS                  HUMAN DEVELOPMENT AND SERVICES             
 [345] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [347] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [349] HUMAN DEVELOPMENT AND SERVICES              CITY COURT                                 
 [351] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [353] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [355] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [357] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [359] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [361] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [363] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [365] DEPARTMENT OF PUBLIC WORKS                  POLICE DEPARTMENT                          
 [367] DEPT OF MAINTENANCE                         CONSTRUCTION PROJECTS                      
 [369] DEPARTMENT OF PUBLIC WORKS                  HUMAN DEVELOPMENT AND SERVICES             
 [371] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [373] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [375] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [377] INFORMATION SERVICES                        GREATER BATON ROUGE AIRPORT DISTRICT       
 [379] GREATER BATON ROUGE AIRPORT DISTRICT        EMERGENCY MEDICAL SERVICES                 
 [381] EMERGENCY MEDICAL SERVICES                  BATON ROUGE RIVER CENTER                   
 [383] HUMAN DEVELOPMENT AND SERVICES              DEPT OF BUILDINGS AND GROUNDS              
 [385] HUMAN DEVELOPMENT AND SERVICES              DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [387] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [389] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [391] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [393] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [395] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [397] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [399] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [401] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [403] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [405] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [407] DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [409] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [411] POLICE DEPARTMENT                           GREATER BATON ROUGE AIRPORT DISTRICT       
 [413] EMERGENCY MEDICAL SERVICES                  EMERGENCY MEDICAL SERVICES                 
 [415] EMERGENCY MEDICAL SERVICES                  EMERGENCY MEDICAL SERVICES                 
 [417] EMERGENCY MEDICAL SERVICES                  EMERGENCY MEDICAL SERVICES                 
 [419] COMMUNITY DEVELOPMENT PROGRAMS              OFC. OF HOMELAND SECURITY & EMERGENCY PREPA
 [421] OFC. OF HOMELAND SECURITY & EMERGENCY PREPA COMMUNITY DEVELOPMENT PROGRAMS             
 [423] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [425] COMMUNITY DEVELOPMENT PROGRAMS              DEPT OF TRANSPORTATION AND DRAINAGE        
 [427] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [429] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [431] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [433] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [435] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [437] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [439] POLICE DEPARTMENT                           HUMAN DEVELOPMENT AND SERVICES             
 [441] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [443] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [445] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [447] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [449] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [451] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [453] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [455] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [457] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [459] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [461] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [463] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [465] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [467] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [469] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [471] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [473] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [475] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [477] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [479] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [481] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [483] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [485] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [487] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [489] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [491] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [493] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [495] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [497] HUMAN DEVELOPMENT AND SERVICES              POLICE DEPARTMENT                          
 [499] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [501] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [503] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [505] DEPT OF TRANSPORTATION AND DRAINAGE         DEPT OF FLEET MANAGEMENT                   
 [507] DEPT OF BUILDINGS AND GROUNDS               HUMAN DEVELOPMENT AND SERVICES             
 [509] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [511] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [513] INFORMATION SERVICES                        EMERGENCY MEDICAL SERVICES                 
 [515] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [517] GREATER BATON ROUGE AIRPORT DISTRICT        INFORMATION SERVICES                       
 [519] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [521] INFORMATION SERVICES                        GREATER BATON ROUGE AIRPORT DISTRICT       
 [523] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [525] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [527] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [529] CONSTRUCTION PROJECTS                       ROAD REHABILITATION PROGRAM                
 [531] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [533] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [535] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [537] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [539] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [541] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [543] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [545] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [547] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [549] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [551] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [553] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [555] FIRE DEPARTMENT                             FIRE DEPARTMENT                            
 [557] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [559] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [561] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [563] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [565] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [567] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [569] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [571] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [573] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [575] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [577] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [579] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [581] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [583] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [585] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [587] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [589] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [591] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [593] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [595] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [597] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [599] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [601] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [603] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [605] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [607] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [609] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [611] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [613] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [615] BATON ROUGE RIVER CENTER                    BATON ROUGE RIVER CENTER                   
 [617] BATON ROUGE RIVER CENTER                    DEPT OF FLEET MANAGEMENT                   
 [619] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [621] FINANCE DEPARTMENT                          FINANCE DEPARTMENT                         
 [623] COMMUNITY DEVELOPMENT PROGRAMS              FINANCE DEPARTMENT                         
 [625] CONSTRUCTION PROJECTS                       INFORMATION SERVICES                       
 [627] DEPARTMENT OF PUBLIC WORKS                  LIBRARY BOARD OF CONTROL                   
 [629] OFFICE OF THE MAYOR-PRESIDENT               CONSTRUCTION PROJECTS                      
 [631] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [633] LIBRARY BOARD OF CONTROL                    DEPARTMENT OF PUBLIC WORKS                 
 [635] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [637] DEPARTMENT OF PUBLIC WORKS                  GREATER BATON ROUGE AIRPORT DISTRICT       
 [639] GREATER BATON ROUGE AIRPORT DISTRICT        COMMUNITY DEVELOPMENT PROGRAMS             
 [641] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [643] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [645] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [647] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [649] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [651] COMMUNITY DEVELOPMENT PROGRAMS              FINANCE DEPARTMENT                         
 [653] FINANCE DEPARTMENT                          HUMAN DEVELOPMENT AND SERVICES             
 [655] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [657] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [659] EMERGENCY MEDICAL SERVICES                  FINANCE DEPARTMENT                         
 [661] FINANCE DEPARTMENT                          GREATER BATON ROUGE AIRPORT DISTRICT       
 [663] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [665] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [667] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [669] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [671] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [673] GREATER BATON ROUGE AIRPORT DISTRICT        FINANCE DEPARTMENT                         
 [675] FINANCE DEPARTMENT                          GREATER BATON ROUGE AIRPORT DISTRICT       
 [677] PARISH ATTORNEY                             HUMAN DEVELOPMENT AND SERVICES             
 [679] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [681] POLICE DEPARTMENT                           LIBRARY BOARD OF CONTROL                   
 [683] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [685] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [687] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [689] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [691] HUMAN DEVELOPMENT AND SERVICES              INFORMATION SERVICES                       
 [693] COMMUNITY DEVELOPMENT PROGRAMS              EMERGENCY MEDICAL SERVICES                 
 [695] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [697] HUMAN RESOURCES                             HUMAN RESOURCES                            
 [699] HUMAN RESOURCES                             HUMAN RESOURCES                            
 [701] HUMAN RESOURCES                             HUMAN RESOURCES                            
 [703] HUMAN RESOURCES                             HUMAN RESOURCES                            
 [705] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [707] POLICE DEPARTMENT                           LIBRARY BOARD OF CONTROL                   
 [709] LIBRARY BOARD OF CONTROL                    OUTSIDE AGENCIES                           
 [711] FINANCE DEPARTMENT                          HUMAN DEVELOPMENT AND SERVICES             
 [713] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [715] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [717] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [719] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [721] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [723] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [725] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [727] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [729] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [731] INFORMATION SERVICES                        HUMAN DEVELOPMENT AND SERVICES             
 [733] HUMAN DEVELOPMENT AND SERVICES              HUMAN RESOURCES                            
 [735] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [737] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [739] CONSTRUCTION PROJECTS                       CONSTRUCTION PROJECTS                      
 [741] DEPARTMENT OF PUBLIC WORKS                  JUVENILE SERVICES                          
 [743] CONSTRUCTION PROJECTS                       DEPT OF TRANSPORTATION AND DRAINAGE        
 [745] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [747] DEPT OF BUILDINGS AND GROUNDS               DEPARTMENT OF PUBLIC WORKS                 
 [749] DEPARTMENT OF PUBLIC WORKS                  HUMAN DEVELOPMENT AND SERVICES             
 [751] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [753] INFORMATION SERVICES                        DEPARTMENT OF PUBLIC WORKS                 
 [755] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [757] DEPARTMENT OF PUBLIC WORKS                  DEPT OF FLEET MANAGEMENT                   
 [759] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [761] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [763] INFORMATION SERVICES                        HUMAN DEVELOPMENT AND SERVICES             
 [765] HUMAN DEVELOPMENT AND SERVICES              COMMUNITY DEVELOPMENT PROGRAMS             
 [767] COMMUNITY DEVELOPMENT PROGRAMS              MOSQUITO & RODENT CONTROL                  
 [769] LIBRARY BOARD OF CONTROL                    OFFICE OF THE MAYOR-PRESIDENT              
 [771] HUMAN DEVELOPMENT AND SERVICES              INFORMATION SERVICES                       
 [773] INFORMATION SERVICES                        HUMAN DEVELOPMENT AND SERVICES             
 [775] COMMUNITY DEVELOPMENT PROGRAMS              DEPARTMENT OF PUBLIC WORKS                 
 [777] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [779] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [781] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [783] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [785] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [787] EMERGENCY MEDICAL SERVICES                  LIBRARY BOARD OF CONTROL                   
 [789] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [791] LIBRARY BOARD OF CONTROL                    OFFICE OF THE MAYOR-PRESIDENT              
 [793] DEPT OF BUILDINGS AND GROUNDS               DEPARTMENT OF PUBLIC WORKS                 
 [795] CONSTRUCTION PROJECTS                       CONSTRUCTION PROJECTS                      
 [797] HUMAN DEVELOPMENT AND SERVICES              PARISH ATTORNEY                            
 [799] POLICE DEPARTMENT                           GREATER BATON ROUGE AIRPORT DISTRICT       
 [801] LIBRARY BOARD OF CONTROL                    HUMAN RESOURCES                            
 [803] LIBRARY BOARD OF CONTROL                    DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [805] JUVENILE SERVICES                           DEPARTMENT OF PUBLIC WORKS                 
 [807] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [809] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [811] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [813] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [815] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [817] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [819] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [821] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [823] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [825] DEPARTMENT OF PUBLIC WORKS                  DEPT OF TRANSPORTATION AND DRAINAGE        
 [827] DEPT OF TRANSPORTATION AND DRAINAGE         POLICE DEPARTMENT                          
 [829] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [831] METROPOLITAN COUNCIL                        METROPOLITAN COUNCIL                       
 [833] METROPOLITAN COUNCIL                        METROPOLITAN COUNCIL                       
 [835] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [837] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [839] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [841] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [843] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [845] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [847] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [849] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [851] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [853] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [855] INFORMATION SERVICES                        INFORMATION SERVICES                       
 [857] INFORMATION SERVICES                        DEPARTMENT OF PUBLIC WORKS                 
 [859] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [861] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [863] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [865] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [867] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [869] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [871] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [873] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [875] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [877] GREATER BATON ROUGE AIRPORT DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT       
 [879] OFFICE OF THE MAYOR-PRESIDENT               OFFICE OF THE MAYOR-PRESIDENT              
 [881] OFFICE OF THE MAYOR-PRESIDENT               LIBRARY BOARD OF CONTROL                   
 [883] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [885] DEPARTMENT OF PUBLIC WORKS                  DEPARTMENT OF PUBLIC WORKS                 
 [887] LIBRARY BOARD OF CONTROL                    EMERGENCY MEDICAL SERVICES                 
 [889] EMERGENCY MEDICAL SERVICES                  DEPT OF FLEET MANAGEMENT                   
 [891] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [893] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [895] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [897] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [899] DEPT OF TRANSPORTATION AND DRAINAGE         HUMAN DEVELOPMENT AND SERVICES             
 [901] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [903] DEPT OF BUILDINGS AND GROUNDS               DEPARTMENT OF PUBLIC WORKS                 
 [905] DEPARTMENT OF PUBLIC WORKS                  HUMAN DEVELOPMENT AND SERVICES             
 [907] MUNICIPAL FIRE & POLICE CIVIL SERVICE BOARD FINANCE DEPARTMENT                         
 [909] JUVENILE SERVICES                           HUMAN DEVELOPMENT AND SERVICES             
 [911] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [913] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [915] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [917] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [919] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [921] ROAD REHABILITATION PROGRAM                 COMMUNITY DEVELOPMENT PROGRAMS             
 [923] DEPT OF BUILDINGS AND GROUNDS               COMMUNITY DEVELOPMENT PROGRAMS             
 [925] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [927] COMMUNITY DEVELOPMENT PROGRAMS              LIBRARY BOARD OF CONTROL                   
 [929] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [931] COMMUNITY DEVELOPMENT PROGRAMS              DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO
 [933] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [935] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [937] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [939] DEPT OF DEVELOPMENT                         DEPT OF DEVELOPMENT                        
 [941] COMMUNITY DEVELOPMENT PROGRAMS              COMMUNITY DEVELOPMENT PROGRAMS             
 [943] CITY COURT                                  CITY COURT                                 
 [945] CITY COURT                                  CITY COURT                                 
 [947] CITY COURT                                  COUNCIL ADMINISTRATOR                      
 [949] COUNCIL ADMINISTRATOR                       COUNCIL ADMINISTRATOR                      
 [951] COUNCIL ADMINISTRATOR                       COUNCIL ADMINISTRATOR                      
 [953] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [955] DEPT OF FLEET MANAGEMENT                    DEPT OF FLEET MANAGEMENT                   
 [957] DEPT OF DEVELOPMENT                         DEPT OF DEVELOPMENT                        
 [959] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [961] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [963] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [965] DEPT OF FLEET MANAGEMENT                    CITY COURT                                 
 [967] POLICE DEPARTMENT                           POLICE DEPARTMENT                          
 [969] POLICE DEPARTMENT                           OUTSIDE AGENCIES                           
 [971] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [973] HUMAN DEVELOPMENT AND SERVICES              HUMAN DEVELOPMENT AND SERVICES             
 [975] LIBRARY BOARD OF CONTROL                    LIBRARY BOARD OF CONTROL                   
 [977] JUVENILE SERVICES                           OUTSIDE AGENCIES                           
 [979] OUTSIDE AGENCIES                            DEPT OF DEVELOPMENT                        
 [981] DEPT OF DEVELOPMENT                         DEPT OF DEVELOPMENT                        
 [983] DEPT OF DEVELOPMENT                         DEPT OF DEVELOPMENT                        
 [985] DEPT OF DEVELOPMENT                         JUVENILE SERVICES                          
 [987] DEPARTMENT OF PUBLIC WORKS                  DEPT OF BUILDINGS AND GROUNDS              
 [989] DEPT OF DEVELOPMENT                         HUMAN DEVELOPMENT AND SERVICES             
 [991] CONSTRUCTION PROJECTS                       CONSTRUCTION PROJECTS                      
 [993] CONSTRUCTION PROJECTS                       DEPARTMENT OF PUBLIC WORKS                 
 [995] DEPARTMENT OF PUBLIC WORKS                  FIRE DEPARTMENT                            
 [997] HUMAN RESOURCES                             EMERGENCY MEDICAL SERVICES                 
 [999] EMERGENCY MEDICAL SERVICES                  DEPT OF BUILDINGS AND GROUNDS              
 [ reached getOption("max.print") -- omitted 31452 entries ]
45 Levels: ANIMAL CONTROL CENTER BATON ROUGE CONVENTION & VISTORS COMMISSION ... SHERIFF'S OFFICE

category description

cat_descp = mydata$PO.CATEGORY.DESCRIPTION
cat_descp
   [1]                                          INFORMAL QUOTATIONS                     
   [3] CONSTRUCTION PROJECTS OVER  $25,000.     PROFESSIONAL SERVICES                   
   [5] CONSTRUCTION PROJECTS OVER  $25,000.     CONSTRUCTION PROJECTS OVER  $25,000.    
   [7] CONSTRUCTION PROJECTS OVER  $25,000.     CONSTRUCTION PROJECTS OVER  $25,000.    
   [9] CONSTRUCTION PROJECTS OVER  $25,000.     INFORMAL QUOTATIONS                     
  [11] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [13] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
  [15] MISCELLANEOUS NON-QUOTES                 CONSTRUCTION PROJECTS OVER  $25,000.    
  [17] CONSTRUCTION PROJECTS OVER  $25,000.     STATE CONTRACT                          
  [19] CONSTRUCTION PROJECTS OVER  $25,000.     PROFESSIONAL SERVICES                   
  [21] STATE CONTRACT                           PROFESSIONAL SERVICES                   
  [23] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
  [25] MISCELLANEOUS NON-QUOTES                 INFORMAL QUOTATIONS                     
  [27] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [29] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
  [31] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
  [33] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
  [35] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
  [37] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
  [39] STATE CONTRACT                           STATE CONTRACT                          
  [41] STATE CONTRACT                           STATE CONTRACT                          
  [43] STATE CONTRACT                           STATE CONTRACT                          
  [45] STATE CONTRACT                           STATE CONTRACT                          
  [47] STATE CONTRACT                           PROFESSIONAL SERVICES                   
  [49] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
  [51] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
  [53] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
  [55] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
  [57] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [59] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [61] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [63] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
  [65] INFORMAL QUOTATIONS                                                              
  [67]                                                                                  
  [69]                                                                                  
  [71]                                          STATE CONTRACT                          
  [73] STATE CONTRACT                           STATE CONTRACT                          
  [75] STATE CONTRACT                           STATE CONTRACT                          
  [77] STATE CONTRACT                           STATE CONTRACT                          
  [79] STATE CONTRACT                           STATE CONTRACT                          
  [81] STATE CONTRACT                           STATE CONTRACT                          
  [83] STATE CONTRACT                           STATE CONTRACT                          
  [85] STATE CONTRACT                           STATE CONTRACT                          
  [87] STATE CONTRACT                           STATE CONTRACT                          
  [89] STATE CONTRACT                           STATE CONTRACT                          
  [91] STATE CONTRACT                           STATE CONTRACT                          
  [93] STATE CONTRACT                           STATE CONTRACT                          
  [95] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
  [97] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
  [99] PROFESSIONAL SERVICES                                                            
 [101] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [103] STATE CONTRACT                           STATE CONTRACT                          
 [105] STATE CONTRACT                           STATE CONTRACT                          
 [107] SEALED BIDS                              CITY ANNUAL CONTRACTS                   
 [109] CONSTRUCTION PROJECTS OVER  $25,000.     CONSTRUCTION PROJECTS OVER  $25,000.    
 [111] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [113] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [115] PROFESSIONAL SERVICES                    CITY ANNUAL CONTRACTS                   
 [117] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [119] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [121] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [123] CITY ANNUAL CONTRACTS                    PROFESSIONAL SERVICES                   
 [125] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [127] SEALED BIDS                              STATE CONTRACT                          
 [129] SEALED BIDS                              SEALED BIDS                             
 [131] SEALED BIDS                              SEALED BIDS                             
 [133] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [135] STATE CONTRACT                           STATE CONTRACT                          
 [137] STATE CONTRACT                           STATE CONTRACT                          
 [139] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [141] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [143] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [145] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [147] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [149] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [151] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [153] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [155] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [157] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [159] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [161] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [163] MISCELLANEOUS NON-QUOTES                 INFORMAL QUOTATIONS                     
 [165] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [167] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [169] CITY ANNUAL CONTRACTS                    STATE CONTRACT                          
 [171] STATE CONTRACT                           STATE CONTRACT                          
 [173] STATE CONTRACT                           STATE CONTRACT                          
 [175] STATE CONTRACT                           STATE CONTRACT                          
 [177] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [179] PROFESSIONAL SERVICES                    SEALED BIDS                             
 [181] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [183] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [185] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [187] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [189] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [191] PROFESSIONAL SERVICES                    CONSTRUCTION PROJECTS OVER  $25,000.    
 [193] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [195] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [197] INFORMAL QUOTATIONS                      SEALED BIDS                             
 [199]                                          MISCELLANEOUS NON-QUOTES                
 [201] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [203] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [205] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [207] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [209] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [211] STATE CONTRACT                           STATE CONTRACT                          
 [213] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [215] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [217] INFORMAL QUOTATIONS                      CONSTRUCTION PROJECTS OVER  $25,000.    
 [219] CONSTRUCTION PROJECTS OVER  $25,000.     MISCELLANEOUS NON-QUOTES                
 [221] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [223] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [225] STATE CONTRACT                           STATE CONTRACT                          
 [227] STATE CONTRACT                           STATE CONTRACT                          
 [229] STATE CONTRACT                           STATE CONTRACT                          
 [231] STATE CONTRACT                           STATE CONTRACT                          
 [233] STATE CONTRACT                           STATE CONTRACT                          
 [235] STATE CONTRACT                           STATE CONTRACT                          
 [237] STATE CONTRACT                           STATE CONTRACT                          
 [239] STATE CONTRACT                           STATE CONTRACT                          
 [241] STATE CONTRACT                           STATE CONTRACT                          
 [243] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [245] STATE CONTRACT                           STATE CONTRACT                          
 [247] STATE CONTRACT                           STATE CONTRACT                          
 [249] STATE CONTRACT                           STATE CONTRACT                          
 [251] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
 [253] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [255] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [257] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [259] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [261] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [263] PROFESSIONAL SERVICES                    CONSTRUCTION PROJECTS OVER  $25,000.    
 [265] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [267] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
 [269] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [271] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [273] STATE CONTRACT                           STATE CONTRACT                          
 [275] STATE CONTRACT                           STATE CONTRACT                          
 [277] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [279] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [281] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [283] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [285] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [287] STATE CONTRACT                           STATE CONTRACT                          
 [289] STATE CONTRACT                           STATE CONTRACT                          
 [291] STATE CONTRACT                           STATE CONTRACT                          
 [293] STATE CONTRACT                           STATE CONTRACT                          
 [295] STATE CONTRACT                           STATE CONTRACT                          
 [297] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [299] EMERGENCY PURCHASES AUGUST 2016 FLOOD EV PROFESSIONAL SERVICES                   
 [301]                                          STATE CONTRACT                          
 [303] STATE CONTRACT                           STATE CONTRACT                          
 [305] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
 [307] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [309] STATE CONTRACT                           STATE CONTRACT                          
 [311] STATE CONTRACT                           STATE CONTRACT                          
 [313] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [315] STATE CONTRACT                           STATE CONTRACT                          
 [317] STATE CONTRACT                           STATE CONTRACT                          
 [319] STATE CONTRACT                           STATE CONTRACT                          
 [321] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [323] PROFESSIONAL SERVICES                    CITY ANNUAL CONTRACTS                   
 [325] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [327] CITY ANNUAL CONTRACTS                    PROFESSIONAL SERVICES                   
 [329] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [331] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [333] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [335] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [337] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [339] STATE CONTRACT                           STATE CONTRACT                          
 [341] STATE CONTRACT                           STATE CONTRACT                          
 [343] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [345] STATE CONTRACT                           STATE CONTRACT                          
 [347] STATE CONTRACT                           STATE CONTRACT                          
 [349] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [351] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [353] SEALED BIDS                              SEALED BIDS                             
 [355] SEALED BIDS                              SEALED BIDS                             
 [357] SEALED BIDS                              SEALED BIDS                             
 [359] SEALED BIDS                              SEALED BIDS                             
 [361] SEALED BIDS                              SEALED BIDS                             
 [363] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [365] MISCELLANEOUS NON-QUOTES                 SEALED BIDS                             
 [367] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [369] EMERGENCY PURCHASES AUGUST 2016 FLOOD EV PROFESSIONAL SERVICES                   
 [371] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [373] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [375] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [377] PROFESSIONAL SERVICES                    CONSTRUCTION PROJECTS OVER  $25,000.    
 [379] CONSTRUCTION PROJECTS OVER  $25,000.     STATE CONTRACT                          
 [381] STATE CONTRACT                                                                   
 [383] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [385] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [387] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [389] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [391] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [393] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [395] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [397] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [399] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [401] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [403] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [405] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [407] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [409]                                                                                  
 [411] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [413] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [415] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [417] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [419] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [421] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [423] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [425] PROFESSIONAL SERVICES                                                            
 [427] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [429] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [431] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [433] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [435] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [437] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [439] INFORMAL QUOTATIONS                      STATE CONTRACT                          
 [441] STATE CONTRACT                           STATE CONTRACT                          
 [443] STATE CONTRACT                           STATE CONTRACT                          
 [445] STATE CONTRACT                           STATE CONTRACT                          
 [447] STATE CONTRACT                           STATE CONTRACT                          
 [449] STATE CONTRACT                           STATE CONTRACT                          
 [451] STATE CONTRACT                           STATE CONTRACT                          
 [453] STATE CONTRACT                           STATE CONTRACT                          
 [455] STATE CONTRACT                           STATE CONTRACT                          
 [457] STATE CONTRACT                           STATE CONTRACT                          
 [459] STATE CONTRACT                           STATE CONTRACT                          
 [461] STATE CONTRACT                           STATE CONTRACT                          
 [463] STATE CONTRACT                           STATE CONTRACT                          
 [465] STATE CONTRACT                           STATE CONTRACT                          
 [467] STATE CONTRACT                           STATE CONTRACT                          
 [469] STATE CONTRACT                           STATE CONTRACT                          
 [471] STATE CONTRACT                           STATE CONTRACT                          
 [473] STATE CONTRACT                           STATE CONTRACT                          
 [475] STATE CONTRACT                           STATE CONTRACT                          
 [477] STATE CONTRACT                           STATE CONTRACT                          
 [479] STATE CONTRACT                           STATE CONTRACT                          
 [481] STATE CONTRACT                           STATE CONTRACT                          
 [483] STATE CONTRACT                           STATE CONTRACT                          
 [485] STATE CONTRACT                           STATE CONTRACT                          
 [487] STATE CONTRACT                           STATE CONTRACT                          
 [489] STATE CONTRACT                           STATE CONTRACT                          
 [491] STATE CONTRACT                           STATE CONTRACT                          
 [493] STATE CONTRACT                           STATE CONTRACT                          
 [495] STATE CONTRACT                           STATE CONTRACT                          
 [497] STATE CONTRACT                           STATE CONTRACT                          
 [499] STATE CONTRACT                           STATE CONTRACT                          
 [501] STATE CONTRACT                           STATE CONTRACT                          
 [503] STATE CONTRACT                           STATE CONTRACT                          
 [505] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [507] INFORMAL QUOTATIONS                      STATE CONTRACT                          
 [509] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [511] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [513] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [515] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [517] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [519] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [521] INFORMAL QUOTATIONS                      STATE CONTRACT                          
 [523] MISCELLANEOUS NON-QUOTES                 CITY ANNUAL CONTRACTS                   
 [525] CITY ANNUAL CONTRACTS                    CITY ANNUAL CONTRACTS                   
 [527] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [529] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [531] STATE CONTRACT                           STATE CONTRACT                          
 [533] STATE CONTRACT                           STATE CONTRACT                          
 [535] STATE CONTRACT                           STATE CONTRACT                          
 [537] STATE CONTRACT                           STATE CONTRACT                          
 [539] STATE CONTRACT                           STATE CONTRACT                          
 [541] STATE CONTRACT                           STATE CONTRACT                          
 [543] STATE CONTRACT                           STATE CONTRACT                          
 [545] STATE CONTRACT                           STATE CONTRACT                          
 [547] STATE CONTRACT                           STATE CONTRACT                          
 [549] STATE CONTRACT                           STATE CONTRACT                          
 [551] STATE CONTRACT                           STATE CONTRACT                          
 [553] STATE CONTRACT                           STATE CONTRACT                          
 [555] STATE CONTRACT                           STATE CONTRACT                          
 [557] SEALED BIDS                              SEALED BIDS                             
 [559] SEALED BIDS                              SEALED BIDS                             
 [561] SEALED BIDS                              SEALED BIDS                             
 [563] SEALED BIDS                              SEALED BIDS                             
 [565] SEALED BIDS                              SEALED BIDS                             
 [567] SEALED BIDS                              SEALED BIDS                             
 [569] SEALED BIDS                              SEALED BIDS                             
 [571] SEALED BIDS                              SEALED BIDS                             
 [573] SEALED BIDS                              SEALED BIDS                             
 [575] SEALED BIDS                              SEALED BIDS                             
 [577] SEALED BIDS                              SEALED BIDS                             
 [579] SEALED BIDS                              SEALED BIDS                             
 [581] SEALED BIDS                              SEALED BIDS                             
 [583] SEALED BIDS                              SEALED BIDS                             
 [585] SEALED BIDS                              SEALED BIDS                             
 [587] SEALED BIDS                              SEALED BIDS                             
 [589] SEALED BIDS                              SEALED BIDS                             
 [591] SEALED BIDS                              SEALED BIDS                             
 [593] SEALED BIDS                              SEALED BIDS                             
 [595] SEALED BIDS                              SEALED BIDS                             
 [597] SEALED BIDS                              SEALED BIDS                             
 [599] SEALED BIDS                              SEALED BIDS                             
 [601] SEALED BIDS                              SEALED BIDS                             
 [603] SEALED BIDS                              SEALED BIDS                             
 [605] SEALED BIDS                              SEALED BIDS                             
 [607] SEALED BIDS                              SEALED BIDS                             
 [609] SEALED BIDS                              SEALED BIDS                             
 [611] SEALED BIDS                              SEALED BIDS                             
 [613] SEALED BIDS                              SEALED BIDS                             
 [615] SEALED BIDS                              SEALED BIDS                             
 [617] SEALED BIDS                              INFORMAL QUOTATIONS                     
 [619] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [621] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [623] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [625] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [627] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [629] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [631] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [633] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [635] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [637] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [639] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [641] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [643] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [645] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [647] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [649] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [651] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [653] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [655] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [657] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [659] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [661] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [663] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [665] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [667] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [669] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [671] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [673] INFORMAL QUOTATIONS                      PROFESSIONAL SERVICES                   
 [675] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [677] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [679] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [681] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [683] STATE CONTRACT                           STATE CONTRACT                          
 [685] STATE CONTRACT                           STATE CONTRACT                          
 [687] STATE CONTRACT                           STATE CONTRACT                          
 [689] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [691] STATE CONTRACT                           STATE CONTRACT                          
 [693] PROFESSIONAL SERVICES                    STATE CONTRACT                          
 [695] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [697] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [699] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [701] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [703] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [705] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [707] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [709] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [711] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [713] STATE CONTRACT                           STATE CONTRACT                          
 [715] STATE CONTRACT                           STATE CONTRACT                          
 [717] STATE CONTRACT                           STATE CONTRACT                          
 [719] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [721] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [723] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [725] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [727] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [729] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [731] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [733] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [735] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [737] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [739] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [741] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [743] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [745] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [747] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [749] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [751] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [753] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [755] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [757] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [759] STATE CONTRACT                           STATE CONTRACT                          
 [761] STATE CONTRACT                           STATE CONTRACT                          
 [763] STATE CONTRACT                           STATE CONTRACT                          
 [765] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [767] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [769] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [771] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [773] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [775] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [777] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [779] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [781] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [783] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [785] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [787] EMERGENCY                                PROFESSIONAL SERVICES                   
 [789] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [791] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [793] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [795] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [797] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [799] SEALED BIDS                              INFORMAL QUOTATIONS                     
 [801] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [803] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [805] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [807] STATE CONTRACT                           STATE CONTRACT                          
 [809] STATE CONTRACT                           STATE CONTRACT                          
 [811] STATE CONTRACT                           STATE CONTRACT                          
 [813] STATE CONTRACT                           STATE CONTRACT                          
 [815] STATE CONTRACT                           STATE CONTRACT                          
 [817] STATE CONTRACT                           STATE CONTRACT                          
 [819] STATE CONTRACT                           STATE CONTRACT                          
 [821] STATE CONTRACT                           STATE CONTRACT                          
 [823] STATE CONTRACT                           STATE CONTRACT                          
 [825] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [827] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [829] INFORMAL QUOTATIONS                      INFORMAL QUOTATIONS                     
 [831] STATE CONTRACT                           STATE CONTRACT                          
 [833] STATE CONTRACT                           STATE CONTRACT                          
 [835] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [837] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [839] SEALED BIDS                              SEALED BIDS                             
 [841] SEALED BIDS                              SEALED BIDS                             
 [843] SEALED BIDS                              SEALED BIDS                             
 [845] SEALED BIDS                              SEALED BIDS                             
 [847] SEALED BIDS                              SEALED BIDS                             
 [849] SEALED BIDS                              SEALED BIDS                             
 [851] SEALED BIDS                              SEALED BIDS                             
 [853] SEALED BIDS                              SEALED BIDS                             
 [855] SEALED BIDS                              SEALED BIDS                             
 [857] SEALED BIDS                              MISCELLANEOUS NON-QUOTES                
 [859] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [861] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [863] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [865] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [867] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [869] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [871] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [873] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [875] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [877] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [879] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [881] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [883] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [885] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [887] EMERGENCY PURCHASES AUGUST 2016 FLOOD EV INFORMAL QUOTATIONS                     
 [889] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
 [891] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [893] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [895] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [897] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [899] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [901] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [903] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [905] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [907] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [909] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [911] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [913] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [915] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [917] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [919] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [921] CONSTRUCTION PROJECTS OVER  $25,000.     PROFESSIONAL SERVICES                   
 [923] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [925] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [927] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [929] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [931] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [933] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [935] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [937] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [939] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [941] PROFESSIONAL SERVICES                    PROFESSIONAL SERVICES                   
 [943] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [945] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [947] MISCELLANEOUS NON-QUOTES                 STATE CONTRACT                          
 [949] STATE CONTRACT                           STATE CONTRACT                          
 [951] STATE CONTRACT                           STATE CONTRACT                          
 [953] STATE CONTRACT                           STATE CONTRACT                          
 [955] STATE CONTRACT                           STATE CONTRACT                          
 [957] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [959] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [961] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [963] MISCELLANEOUS NON-QUOTES                 MISCELLANEOUS NON-QUOTES                
 [965] INFORMAL QUOTATIONS                      MISCELLANEOUS NON-QUOTES                
 [967] STATE CONTRACT                           STATE CONTRACT                          
 [969] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [971] STATE CONTRACT                           STATE CONTRACT                          
 [973] STATE CONTRACT                           STATE CONTRACT                          
 [975] MISCELLANEOUS NON-QUOTES                 PROFESSIONAL SERVICES                   
 [977] STATE CONTRACT                           STATE CONTRACT                          
 [979] STATE CONTRACT                           STATE CONTRACT                          
 [981] STATE CONTRACT                           STATE CONTRACT                          
 [983] STATE CONTRACT                           STATE CONTRACT                          
 [985] STATE CONTRACT                           PROFESSIONAL SERVICES                   
 [987] PROFESSIONAL SERVICES                    INFORMAL QUOTATIONS                     
 [989]                                          PROFESSIONAL SERVICES                   
 [991] STATE CONTRACT                           STATE CONTRACT                          
 [993] STATE CONTRACT                           MISCELLANEOUS NON-QUOTES                
 [995] MISCELLANEOUS NON-QUOTES                                                         
 [997] PROFESSIONAL SERVICES                    MISCELLANEOUS NON-QUOTES                
 [999] MISCELLANEOUS NON-QUOTES                 CITY ANNUAL CONTRACTS                   
 [ reached getOption("max.print") -- omitted 31452 entries ]
13 Levels:  CITY ANNUAL CONTRACTS CONSTRUCTION PROJECTS OVER  $25,000. ... STATE CONTRACT

vouched amount

vouch_amt = mydata$VOUCHED.AMOUNT
vouch_amt
   [1]    302.51   7088.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [11]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [21]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [31]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [41]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [51]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [61]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [71]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [81]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
  [91]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [101]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [111]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [121]      0.00      0.00      0.00   4000.00      0.00      0.00      0.00      0.00      0.00      0.00
 [131]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00  22688.40
 [141]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00   6300.00      0.00
 [151]   8562.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [161]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [171]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [181]      0.00      0.00   4800.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [191]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [201]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00   9996.00   7801.15
 [211]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [221]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [231]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [241]      0.00      0.00  14970.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [251]      0.00      0.00      0.00      0.00      0.00   1320.50   1320.50   1320.50   1320.50   1320.50
 [261]   1320.50  75000.00   4000.00      0.00      0.00      0.00      0.00   5990.00   5990.00      0.00
 [271]      0.00      0.00      0.00      0.00      0.00      0.00    489.60    489.60      0.00      0.00
 [281]  13265.00      0.00      0.00  15750.00      0.00      0.00      0.00      0.00      0.00      0.00
 [291]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00   4525.00
 [301]   4050.00      0.00      0.00      0.00      0.00   3400.00  41665.00      0.00      0.00      0.00
 [311]      0.00      0.00      0.00   4313.34      0.00      0.00      0.00      0.00      0.00      0.00
 [321]      0.00   9836.57      0.00      0.00      0.00      0.00      0.00      0.00      0.00   1000.00
 [331]   5000.00   2500.00    525.00  11810.62      0.00      0.00      0.00      0.00      0.00      0.00
 [341]      0.00      0.00      0.00   5020.53   5020.53   5020.53   5020.53      0.00      0.00      0.00
 [351]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [361]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00 145314.83
 [371]  39051.35  20000.00  20000.00  20000.00  20000.00  94144.54      0.00      0.00      0.00   6565.00
 [381]   6565.00      0.00  52417.63   2910.66  15089.25      0.00      0.00      0.00      0.00      0.00
 [391]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [401]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [411]  18000.00   3192.00      0.00      0.00      0.00      0.00      0.00      0.00 110642.77      0.00
 [421]      0.00      0.00      0.00      0.00  73331.02      0.00      0.00      0.00      0.00      0.00
 [431]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [441]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [451]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [461]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [471]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [481]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [491]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [501]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00   3365.36
 [511]      0.00      0.00  14161.00  14871.00      0.00      0.00      0.00   9778.58   9778.58   9778.58
 [521]   9778.58      0.00  24635.00      0.00      0.00      0.00  35700.00  10000.00    898.75   1800.00
 [531]   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00
 [541]   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00
 [551]   6652.00   6652.00   6652.00   6652.00   6652.00   6652.00      0.00      0.00      0.00      0.00
 [561]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [571]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [581]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [591]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [601]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [611]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00  50000.00  50000.00
 [621]  50000.00  50000.00  38776.00      0.00   1200.00  12000.00      0.00      0.00      0.00   4400.00
 [631]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [641]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [651]      0.00 343808.21 343808.21  12840.00  12840.00  12840.00  12840.00  12840.00      0.00  14719.50
 [661]  14719.50  12142.00  12142.00  12142.00  12142.00  12142.00  12142.00  12142.00  12142.00  12142.00
 [671]  12142.00  12142.00  12142.00  23184.90  23184.90   4347.00   1474.00   5330.00   5330.00   5330.00
 [681]   3000.00  82971.05  82971.05  82971.05  82971.05  82971.05  82971.05  82971.05    889.00      0.00
 [691]    288.98  31690.56      0.00      0.00  38764.73  38764.73      0.00      0.00      0.00      0.00
 [701]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [711]   4295.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00  64665.83  64665.83
 [721]  64665.83  64665.83  64665.83  64665.83  64665.83  64665.83  64665.83  64665.83  64665.83  64665.83
 [731]  64665.83   4069.80   4069.80   5000.00      0.00      0.00      0.00      0.00      0.00   9600.00
 [741] 465659.38  17666.68      0.00  19165.52      0.00      0.00   6249.00      0.00   7400.00      0.00
 [751]   6022.33   6022.33   6022.33  62563.56  62563.56  62563.56  62563.56  39817.89  18402.08  18402.08
 [761]  18402.08  18402.08  18402.08      0.00      0.00      0.00      0.00    445.00    552.99  10000.00
 [771]    300.00      0.00      0.00    300.00   3725.00  33528.00  33528.00  33528.00  33528.00  33528.00
 [781]   7830.00   7830.00   7830.00   7830.00   7830.00   7830.00  84167.07   4017.68      0.00      0.00
 [791]      0.00  18125.00      0.00  21792.00   7200.00      0.00  12000.00   1138.50  30816.00      0.00
 [801]      0.00   2200.00  12000.00  24100.00   1000.00      0.00      0.00      0.00      0.00      0.00
 [811]      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00      0.00
 [821]      0.00      0.00      0.00      0.00      0.00  21059.00  21059.00   6024.00   6024.00   6024.00
 [831]    187.40    187.40    187.40    187.40      0.00      0.00      0.00      0.00 152046.41 152046.41
 [841] 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41
 [851] 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41 152046.41   8192.62   8192.62   8192.62
 [861]   8192.62   8192.62   8192.62   8192.62   8192.62   8192.62   8192.62   8192.62   8192.62   8192.62
 [871]   8192.62   8192.62   8192.62   8192.62   1225.00      0.00  25186.69   6300.00   2100.00   2740.00
 [881]  10833.35      0.00      0.00      0.00      0.00      0.00      0.00   1424.59   1424.59  25186.00
 [891]  25186.00  25186.00  25186.00  25186.00  29782.00  29782.00  29782.00  29782.00      0.00   9423.05
 [901]   9423.05  12115.39   5513.00   7355.00   2204.10      0.00   3600.00      0.00  23900.00   7241.30
 [911]   7241.30   7241.30   7241.30  12931.00      0.00      0.00      0.00      0.00  36631.11  10281.86
 [921]      0.00  44912.84      0.00      0.00      0.00      0.00      0.00   4500.00      0.00      0.00
 [931]      0.00  11666.66  42951.26  22366.32  32133.19  32133.19  59754.67  35152.67  19133.32  19133.32
 [941]      0.00      0.00   2656.00   2656.00   2656.00   2656.00   2656.00    396.83    396.83    396.83
 [951]    396.83    396.83      0.00      0.00      0.00      0.00   2297.00   2297.00  23300.61  23300.61
 [961]  23300.61  23300.61  23300.61  23300.61   5220.00   1232.40  32042.94  32042.94  32042.94   9972.00
 [971]   7491.96   7491.96   7491.96   7491.96  24000.00   6387.50      0.00      0.00      0.00   1011.84
 [981]   1011.84   1011.84   1011.84   1011.84   1011.84  10000.00  54976.80  15136.50    186.90   2300.00
 [991]      0.00      0.00      0.00      0.00      0.00   1000.00      0.00  24170.89  24170.89  15279.36
 [ reached getOption("max.print") -- omitted 31452 entries ]

vendor name 1

vendor_name = mydata$VENDOR.NAME.1
vendor_name
   [1] CONTRACTORS SUPPLY & EQUIPMENT       WATSON MECHANICAL SERVICES INC      
   [3] CLEAN SWEEP INC                      EAST BATON ROUGE REDEVELOPMENT      
   [5] ERNEST P BREAUX ELECTRICAL INC       ALLEN & LEBLANC LLC                 
   [7] ALLEN & LEBLANC LLC                  ALLEN & LEBLANC LLC                 
   [9] ALLEN & LEBLANC LLC                  TEECO SAFETY INC                    
  [11] TEECO SAFETY INC                     TEECO SAFETY INC                    
  [13] TEECO SAFETY INC                     COMPSTAR SYSTEMS INC                
  [15] COVINGTON SALES & SERVICE INC        BARRIERE CONSTRUCTION CO LLC        
  [17] ALLEN & LEBLANC LLC                  DELL INC                            
  [19] J & W CONTRACTORS INC                SGS ACCUTEST INC                    
  [21] PRISON ENTERPRISES                   COMPOSE DIGITAL DESIGN LLC          
  [23] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
  [25] HIXSON AUTOPLEX OF ALEXANDRIA INC    PCMG INC                            
  [27] PCMG INC                             PCMG INC                            
  [29] PCMG INC                             WSG & SOLUTIONS INC                 
  [31] WSG & SOLUTIONS INC                  WSG & SOLUTIONS INC                 
  [33] ABBA PUMP PARTS & SERVICE            HIXSON AUTOPLEX OF ALEXANDRIA INC   
  [35] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
  [37] OUR LADY OF THE LAKE REGIONAL MC     OUR LADY OF THE LAKE REGIONAL MC    
  [39] PCN NET INC                          PCN NET INC                         
  [41] PCN NET INC                          PCN NET INC                         
  [43] PCN NET INC                          COURTESY CHRYSLER DODGE JEEP RAM    
  [45] COURTESY CHRYSLER DODGE JEEP RAM     COURTESY CHRYSLER DODGE JEEP RAM    
  [47] COURTESY CHRYSLER DODGE JEEP RAM     CHRISTOPHER PATRICK TURNER          
  [49] WALTER MCLAUGHLIN JR                 JOSEPH HINES JR                     
  [51] ARTHUR REED                          TRAFFICWARE GROUP INC               
  [53] TRAFFICWARE GROUP INC                EVELYN STEWART                      
  [55] ADELL BROWN JR                       FLEET SAFETY EQUIPMENT INC          
  [57] FLEET SAFETY EQUIPMENT INC           FLEET SAFETY EQUIPMENT INC          
  [59] FLEET SAFETY EQUIPMENT INC           FLEET SAFETY EQUIPMENT INC          
  [61] FLEET SAFETY EQUIPMENT INC           FLEET SAFETY EQUIPMENT INC          
  [63] FLEET SAFETY EQUIPMENT INC           FLEET SAFETY EQUIPMENT INC          
  [65] FLEET SAFETY EQUIPMENT INC           KYOCERA DOCUMENT SOLUTIONS INC      
  [67] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [69] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [71] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [73] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [75] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [77] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [79] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [81] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [83] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [85] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [87] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [89] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [91] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [93] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
  [95] JAMES INC                            INFAX INCORPORATED                  
  [97] TODD L STERLING                      KIISA CORPORATION                   
  [99] KIISA CORPORATION                    KIISA CORPORATION                   
 [101] DEMCO                                HP INC                              
 [103] HP INC                               HP INC                              
 [105] HP INC                               HP INC                              
 [107] PREMIER AUTOMOTIVE LLC               DOLESE BROTHERS CO                  
 [109] GRADY CRAWFORD CONSTRUCTION CO INC   GRADY CRAWFORD CONSTRUCTION CO INC  
 [111] SCREENVISION                         SCREENVISION                        
 [113] TRACE INFRARED ASPHALT               KADEIDRA S WILLIS                   
 [115] LIONEL FRANKLIN JR                   THOMAS GRANT                        
 [117] THOMAS GRANT                         THOMAS GRANT                        
 [119] THOMAS GRANT                         THOMAS GRANT                        
 [121] THOMAS GRANT                         THOMAS GRANT                        
 [123] THOMAS GRANT                         BAPTIST BUILDERS INTERNATONAL       
 [125] OOK JANITORIAL SERVICES INC          OOK JANITORIAL SERVICES INC         
 [127] TEAM HONDA                           CDW GOVERNMENT                      
 [129] NETRAID                              APYXX TECHNOLOGIES INC              
 [131] APYXX TECHNOLOGIES INC               APYXX TECHNOLOGIES INC              
 [133] STANTEC CONSULTING SERVICES INC      DELL INC                            
 [135] DELL INC                             DELL INC                            
 [137] DELL INC                             DELL INC                            
 [139] CHAMPION GRAPHIC COMMUNICATIONS      RAMWARE LLC                         
 [141] MATERIAL RESOURCES INC               APPLIED BUSINESS CONCEPTS           
 [143] OPEN TEXT INC                        APPLIED BUSINESS CONCEPTS           
 [145] APPLIED BUSINESS CONCEPTS            GULF STATES ENGINEERING CO INC      
 [147] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [149] KEITH K WASHINGTON SR                SHILOH MISSINARY BAPTIST CHURCH     
 [151] OAG AVIATION WORLDWIDE LLC           WILLIAM A MINTON                    
 [153] WILLIAM A MINTON                     L3 COMMUNICATIONS                   
 [155] L3 COMMUNICATIONS                    L3 COMMUNICATIONS                   
 [157] L3 COMMUNICATIONS                    L3 COMMUNICATIONS                   
 [159] L3 COMMUNICATIONS                    L3 COMMUNICATIONS                   
 [161] L3 COMMUNICATIONS                    L3 COMMUNICATIONS                   
 [163] L3 COMMUNICATIONS                    FROST-BARBER INC                    
 [165] FROST-BARBER INC                     FROST-BARBER INC                    
 [167] BRENNTAG SOUTHWEST                   CONTROLWORX LLC                     
 [169] CONTROLWORX LLC                      WJS ENTERPRISES INC                 
 [171] WJS ENTERPRISES INC                  WJS ENTERPRISES INC                 
 [173] HON COMPANY                          HON COMPANY                         
 [175] HON COMPANY                          HON COMPANY                         
 [177] HON COMPANY                          THYSSENKRUPP ELEVATORS CO           
 [179] LOUISIANA CENTER FOR HEALTH EQUITY   ARNOLD & ASSOCIATES INTERIORS INC   
 [181] SPARTAN SERVICES GROUP LLC           ARTS COUNCIL OF GREATER BATON ROUGE 
 [183] BART KELLER CO LLC                   ADVANCE WATERPROOFING CO INC        
 [185] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [187] HIXSON AUTOPLEX OF ALEXANDRIA INC    INNOVATIVE FLOW SOLUTIONS INC       
 [189] INNOVATIVE FLOW SOLUTIONS INC        OUR LADY OF THE LAKE REGIONAL MC    
 [191] BATON ROUGE GREEN ASSOCIATION INC    THE LUSTER GROUP LLC                
 [193] SOLAR ALTERNATIVES INC               SOUTHERN ELECTRIC WORKS INC         
 [195] EDR CONSTRUCTION LLC                 EDR CONSTRUCTION LLC                
 [197] EDR CONSTRUCTION LLC                 PRO PULL LLC                        
 [199] MOTOROLA SOLUTIONS INC               AUTOMATION CONTROL CO INC           
 [201] AUTOMATION CONTROL CO INC            AUTOMATION CONTROL CO INC           
 [203] AUTOMATION CONTROL CO INC            AUTOMATION CONTROL CO INC           
 [205] AUTOMATION CONTROL CO INC            AUTOMATION CONTROL CO INC           
 [207] AUTOMATION CONTROL CO INC            AUTOMATION CONTROL CO INC           
 [209] PUMPELLY OIL ACQUISTION LLC          OUR LADY OF THE LAKE INC            
 [211] DELL INC                             DELL INC                            
 [213] MARIAN ADDISON                       RAINBOW PRINTING                    
 [215] RAINBOW PRINTING                     RAINBOW PRINTING                    
 [217] RAINBOW PRINTING                     ERNEST P BREAUX ELECTRICAL INC      
 [219] ERNEST P BREAUX ELECTRICAL INC       JOURNAL TECHNOLOGIES INC            
 [221] JOURNAL TECHNOLOGIES INC             JOURNAL TECHNOLOGIES INC            
 [223] JOURNAL TECHNOLOGIES INC             HON COMPANY                         
 [225] HON COMPANY                          HON COMPANY                         
 [227] HON COMPANY                          HON COMPANY                         
 [229] HON COMPANY                          HON COMPANY                         
 [231] HON COMPANY                          HON COMPANY                         
 [233] HON COMPANY                          HON COMPANY                         
 [235] HON COMPANY                          HON COMPANY                         
 [237] HON COMPANY                          HON COMPANY                         
 [239] HON COMPANY                          HON COMPANY                         
 [241] HON COMPANY                          HON COMPANY                         
 [243] YORK RISK SERVICES GROUP INC         HON COMPANY                         
 [245] HON COMPANY                          HON COMPANY                         
 [247] HON COMPANY                          HON COMPANY                         
 [249] HON COMPANY                          HON COMPANY                         
 [251] BIBLIOTHECA LLC                      HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [253] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [255] BIBLIOTHECA LLC                      PRINTING SOURCE                     
 [257] PRINTING SOURCE                      PRINTING SOURCE                     
 [259] PRINTING SOURCE                      PRINTING SOURCE                     
 [261] PRINTING SOURCE                      THE WALLS PROJECT                   
 [263] MITCHELL PROVENSAL                   BLOUNT GENERAL CONTRACTORS LLC      
 [265] PIERCE COMMERCIAL LAUNDRY            PIERCE COMMERCIAL LAUNDRY           
 [267] PIERCE COMMERCIAL LAUNDRY            GENERAL DEVICES                     
 [269] GENERAL DEVICES                      PROFESSIONAL ENGINEERING CONSULTANTS
 [271] HADRONEX INC                         BARNEY'S INC                        
 [273] BARNEY'S INC                         BARNEY'S INC                        
 [275] BARNEY'S INC                         BARNEY'S INC                        
 [277] J S HELD LLC                         J S HELD LLC                        
 [279] AMERICAN PRESS A+ STAMPS INC         JOHNSON CONTROLS INC                
 [281] ALAN MCCLINTOCK                      MOTOROLA SOLUTIONS INC              
 [283] MOTOROLA SOLUTIONS INC               PUBLIC SYSTEMS ASSOCIATES INC       
 [285] ARROW PEST CONTROL                   HON COMPANY                         
 [287] HON COMPANY                          HON COMPANY                         
 [289] HON COMPANY                          HON COMPANY                         
 [291] HON COMPANY                          HON COMPANY                         
 [293] HON COMPANY                          HON COMPANY                         
 [295] HON COMPANY                          HON COMPANY                         
 [297] HON COMPANY                          FLUID PROCESS & PUMPS LLC           
 [299] COX ENGINEERING INC                  ANGELA ANDERS                       
 [301] TRENIECE LANDRY                      DELL INC                            
 [303] DELL INC                             DELL INC                            
 [305] S & F SONICS INC                     MTM BUSINESS SYSTEMS                
 [307] SQUIRE PATTON BOGGS (US) LLP         DELL INC                            
 [309] DELL INC                             DELL INC                            
 [311] DELL INC                             DELL INC                            
 [313] DELL INC                             STAYING GOLD PRODUCTIONS LLC        
 [315] DELL INC                             DELL INC                            
 [317] DELL INC                             DELL INC                            
 [319] DELL INC                             DELL INC                            
 [321] DELL INC                             HIV/AIDS ALLIANCE FOR REGION TWO    
 [323] HIV/AIDS ALLIANCE FOR REGION TWO     SCOTT FENCE USA LLC                 
 [325] SCOTT FENCE USA LLC                  LOUISIANA CONTROLS INC              
 [327] LOUISIANA CONTROLS INC               JANE LORAINE BROWN                  
 [329] KARMYCE CHISLEY                      DURELL HAMILTON SR                  
 [331] TREMAINE STERLING                    DAWN CHANET COLLINS                 
 [333] COVALENT LOGIC LLC                   CAPITOL CITY FAMILY HEALTH CENTER   
 [335] OUR LADY OF THE LAKE INC             SIMPLIFYIT INC                      
 [337] SIMPLIFYIT INC                       CIVICPLUS INC                       
 [339] DELL INC                             DELL INC                            
 [341] DELL INC                             DELL INC                            
 [343] THOMPSON CONSULTING SERVICES LLC     DELL INC                            
 [345] DELL INC                             DELL INC                            
 [347] DELL INC                             DELL INC                            
 [349] DELL INC                             BT CONFERENCING VIDEO INC           
 [351] CDW GOVERNMENT                       CDW GOVERNMENT                      
 [353] COLORADO SUNRISE HOLDINGS LLC        COLORADO SUNRISE HOLDINGS LLC       
 [355] COLORADO SUNRISE HOLDINGS LLC        COLORADO SUNRISE HOLDINGS LLC       
 [357] COLORADO SUNRISE HOLDINGS LLC        COLORADO SUNRISE HOLDINGS LLC       
 [359] COLORADO SUNRISE HOLDINGS LLC        COLORADO SUNRISE HOLDINGS LLC       
 [361] COLORADO SUNRISE HOLDINGS LLC        COLORADO SUNRISE HOLDINGS LLC       
 [363] STAR SERVICE INC OF BATON ROUGE      STAR SERVICE INC OF BATON ROUGE     
 [365] FLUID PROCESS & PUMPS LLC            PREMIER AUTOMOTIVE PRODUCTS LLC     
 [367] SPORTS TURF MANAGEMENT LLC           OWEN & WHITE INC                    
 [369] DRC EMERGENCY SERVICES LLC           CAPITOL CITY FAMILY HEALTH CENTER   
 [371] VOLUNTEERS OF AMERICA OF GREATER     GERMAIN & CO INC                    
 [373] GERMAIN & CO INC                     GERMAIN & CO INC                    
 [375] GERMAIN & CO INC                     FAMILY SERVICE OF GREATER B R       
 [377] MMR CONSTRUCTORS INC                 L KING COMPANY LLC                  
 [379] L KING COMPANY LLC                   TRANSFORMYX INC                     
 [381] TRANSFORMYX INC                      POINT SECURITY INC                  
 [383] VOLUNTEERS OF AMERICA OF GREATER     BART KELLER CO LLC                  
 [385] NO/AIDS TASK FORCE                   SU INSURANCE COMPANY                
 [387] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [389] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [391] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [393] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [395] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [397] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [399] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [401] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [403] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [405] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [407] SU INSURANCE COMPANY                 SU INSURANCE COMPANY                
 [409] COURTESY CHRYSLER DODGE JEEP RAM     COURTESY CHRYSLER DODGE JEEP RAM    
 [411] CLOUDGAVEL LLC                       CIVIL SOLUTIONS CONSULTING          
 [413] EMS TECHNOLOGY SOLUTIONS LLC         EMS TECHNOLOGY SOLUTIONS LLC        
 [415] EMS TECHNOLOGY SOLUTIONS LLC         EMS TECHNOLOGY SOLUTIONS LLC        
 [417] EMS TECHNOLOGY SOLUTIONS LLC         EMS TECHNOLOGY SOLUTIONS LLC        
 [419] BATON ROUGE AREA ALCOHOL & DRUG      C F BIGGS CO INC                    
 [421] C F BIGGS CO INC                     HIV/AIDS ALLIANCE FOR REGION TWO    
 [423] HIV/AIDS ALLIANCE FOR REGION TWO     HIV/AIDS ALLIANCE FOR REGION TWO    
 [425] HIV/AIDS ALLIANCE FOR REGION TWO     HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [427] MFAC LLC                             MFAC LLC                            
 [429] MFAC LLC                             MFAC LLC                            
 [431] MFAC LLC                             MFAC LLC                            
 [433] MFAC LLC                             MFAC LLC                            
 [435] MFAC LLC                             MFAC LLC                            
 [437] MFAC LLC                             MFAC LLC                            
 [439] MFAC LLC                             FROST-BARBER INC                    
 [441] FROST-BARBER INC                     FROST-BARBER INC                    
 [443] FROST-BARBER INC                     FROST-BARBER INC                    
 [445] FROST-BARBER INC                     FROST-BARBER INC                    
 [447] FROST-BARBER INC                     FROST-BARBER INC                    
 [449] FROST-BARBER INC                     FROST-BARBER INC                    
 [451] FROST-BARBER INC                     FROST-BARBER INC                    
 [453] FROST-BARBER INC                     FROST-BARBER INC                    
 [455] FROST-BARBER INC                     FROST-BARBER INC                    
 [457] FROST-BARBER INC                     FROST-BARBER INC                    
 [459] FROST-BARBER INC                     FROST-BARBER INC                    
 [461] FROST-BARBER INC                     FROST-BARBER INC                    
 [463] FROST-BARBER INC                     FROST-BARBER INC                    
 [465] FROST-BARBER INC                     FROST-BARBER INC                    
 [467] FROST-BARBER INC                     FROST-BARBER INC                    
 [469] FROST-BARBER INC                     FROST-BARBER INC                    
 [471] FROST-BARBER INC                     FROST-BARBER INC                    
 [473] FROST-BARBER INC                     FROST-BARBER INC                    
 [475] FROST-BARBER INC                     FROST-BARBER INC                    
 [477] FROST-BARBER INC                     FROST-BARBER INC                    
 [479] FROST-BARBER INC                     FROST-BARBER INC                    
 [481] FROST-BARBER INC                     FROST-BARBER INC                    
 [483] FROST-BARBER INC                     FROST-BARBER INC                    
 [485] FROST-BARBER INC                     FROST-BARBER INC                    
 [487] FROST-BARBER INC                     FROST-BARBER INC                    
 [489] FROST-BARBER INC                     FROST-BARBER INC                    
 [491] FROST-BARBER INC                     FROST-BARBER INC                    
 [493] FROST-BARBER INC                     FROST-BARBER INC                    
 [495] FROST-BARBER INC                     FROST-BARBER INC                    
 [497] FROST-BARBER INC                     COURTESY CHRYSLER DODGE JEEP RAM    
 [499] COURTESY CHRYSLER DODGE JEEP RAM     COURTESY CHRYSLER DODGE JEEP RAM    
 [501] COURTESY CHRYSLER DODGE JEEP RAM     COURTESY CHRYSLER DODGE JEEP RAM    
 [503] COURTESY CHRYSLER DODGE JEEP RAM     COURTESY CHRYSLER DODGE JEEP RAM    
 [505] KANSAS CITY SOUTHERN RAILROAD CO     HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [507] JOHNSTONE SUPPLY                     HON COMPANY                         
 [509] HON COMPANY                          VASHONDA K POSEY                    
 [511] LOUISIANA TECHNOLOGY GROUP INC       LOUISIANA TECHNOLOGY GROUP INC      
 [513] SOCRATA INC                          PAUL J ALLAIN ARCHITECT APAC        
 [515] HEWLETT PACKARD ENTERPRISE COMPANY   METHODS TECHNOLOGY SOLUTIONS INC    
 [517] CDM SMITH INC                        LOUISIANA TECHNOLOGY GROUP INC      
 [519] LOUISIANA TECHNOLOGY GROUP INC       LOUISIANA TECHNOLOGY GROUP INC      
 [521] LOUISIANA TECHNOLOGY GROUP INC       DELL INC                            
 [523] ALAN MCCLINTOCK                      OOK JANITORIAL SERVICES INC         
 [525] OOK JANITORIAL SERVICES INC          OOK JANITORIAL SERVICES INC         
 [527] FLEET SAFETY EQUIPMENT INC           DIVISION OF ADMINISTRATION          
 [529] JEFFREY CARBO FASLA LANDSCAPE        JAMES INC                           
 [531] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [533] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [535] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [537] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [539] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [541] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [543] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [545] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [547] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [549] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [551] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [553] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [555] LATECH SECURITY + SURVEILLANCE       LATECH SECURITY + SURVEILLANCE      
 [557] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [559] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [561] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [563] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [565] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [567] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [569] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [571] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [573] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [575] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [577] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [579] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [581] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [583] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [585] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [587] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [589] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [591] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [593] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [595] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [597] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [599] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [601] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [603] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [605] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [607] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [609] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [611] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [613] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [615] MUSSON THEATRICAL INC                MUSSON THEATRICAL INC               
 [617] MUSSON THEATRICAL INC                ALL TRUCK PARTS &                   
 [619] OMNICAP GROUP LLC                    OMNICAP GROUP LLC                   
 [621] OMNICAP GROUP LLC                    OMNICAP GROUP LLC                   
 [623] THE WALLS PROJECT                    MGT OF AMERICA                      
 [625] JAMES INC                            INFO-TECH RESEARCH GROUP INC        
 [627] TEAM INDUSTRIAL SERVICES INC         ROUNDTOWER TECHNOLOGIES INC         
 [629] JC&K CONSULTING                      ARCHITECTS PLUS LLC                 
 [631] INFOR LIBRARY SOLUTIONS              INFOR LIBRARY SOLUTIONS             
 [633] INFOR LIBRARY SOLUTIONS              DELL INC                            
 [635] DELL INC                             FLUID PROCESS & PUMPS LLC           
 [637] FLUID PROCESS & PUMPS LLC            DELL INC                            
 [639] M & L INDUSTRIES LLC                 GULF COAST HOUSING PARTNERSHIP      
 [641] GULF COAST HOUSING PARTNERSHIP       GULF COAST HOUSING PARTNERSHIP      
 [643] GULF COAST HOUSING PARTNERSHIP       GULF COAST HOUSING PARTNERSHIP      
 [645] GULF COAST HOUSING PARTNERSHIP       GULF COAST HOUSING PARTNERSHIP      
 [647] GULF COAST HOUSING PARTNERSHIP       GULF COAST HOUSING PARTNERSHIP      
 [649] GULF COAST HOUSING PARTNERSHIP       GULF COAST HOUSING PARTNERSHIP      
 [651] GULF COAST HOUSING PARTNERSHIP       BATON ROUGE WATER WORKS CO AND      
 [653] BATON ROUGE WATER WORKS CO AND       GUARANTY BROADCASTING COMPANY       
 [655] GUARANTY BROADCASTING COMPANY        GUARANTY BROADCASTING COMPANY       
 [657] GUARANTY BROADCASTING COMPANY        GUARANTY BROADCASTING COMPANY       
 [659] LYTX INC                             CITY OF BAKER                       
 [661] CITY OF BAKER                        DICK ROUNDTREE COPIERS INC          
 [663] DICK ROUNDTREE COPIERS INC           DICK ROUNDTREE COPIERS INC          
 [665] DICK ROUNDTREE COPIERS INC           DICK ROUNDTREE COPIERS INC          
 [667] DICK ROUNDTREE COPIERS INC           DICK ROUNDTREE COPIERS INC          
 [669] DICK ROUNDTREE COPIERS INC           DICK ROUNDTREE COPIERS INC          
 [671] DICK ROUNDTREE COPIERS INC           DICK ROUNDTREE COPIERS INC          
 [673] DICK ROUNDTREE COPIERS INC           CITY OF ZACHARY                     
 [675] CITY OF ZACHARY                      BENCHMARK GROUP LLC                 
 [677] ABACUS DATA SYSTEMS INC              CITADEL BROADCASTING CO A WHOLLY    
 [679] CITADEL BROADCASTING CO A WHOLLY     CITADEL BROADCASTING CO A WHOLLY    
 [681] LEVAR ROBINSON                       PRESIDIO NETWORK SOLUTIONS          
 [683] PRESIDIO NETWORK SOLUTIONS           PRESIDIO NETWORK SOLUTIONS          
 [685] PRESIDIO NETWORK SOLUTIONS           PRESIDIO NETWORK SOLUTIONS          
 [687] PRESIDIO NETWORK SOLUTIONS           PRESIDIO NETWORK SOLUTIONS          
 [689] LETITIA BOWMAN                       SAVE BATON ROUGE YOUTH PRAYER       
 [691] DELL INC                             SHI                                 
 [693] O'BRIEN HOUSE                        TRANSFORMYX INC                     
 [695] LOUISIANA HEALTH & REHAB CENTER      LOUISIANA HEALTH & REHAB CENTER     
 [697] J BRANDT RECOGNITION LTD             J BRANDT RECOGNITION LTD            
 [699] J BRANDT RECOGNITION LTD             J BRANDT RECOGNITION LTD            
 [701] J BRANDT RECOGNITION LTD             J BRANDT RECOGNITION LTD            
 [703] J BRANDT RECOGNITION LTD             J BRANDT RECOGNITION LTD            
 [705] HIMMELS ARCHITECTURAL DOOR &         HIMMELS ARCHITECTURAL DOOR &        
 [707] HIMMELS ARCHITECTURAL DOOR &         CUSTOM EARTH PROMOS LLC             
 [709] CUSTOM EARTH PROMOS LLC              DICK ROUNDTREE COPIERS INC          
 [711] IPC PRINTING LLC                     DELL INC                            
 [713] DELL INC                             DELL INC                            
 [715] DELL INC                             DELL INC                            
 [717] DELL INC                             DELL INC                            
 [719] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [721] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [723] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [725] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [727] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [729] ENVIRONMENTAL SYSTEMS RESEARCH       ENVIRONMENTAL SYSTEMS RESEARCH      
 [731] ENVIRONMENTAL SYSTEMS RESEARCH       PRESIDIO NETWORK SOLUTIONS          
 [733] PRESIDIO NETWORK SOLUTIONS           WATSON BLANCHE WILSON & POSNER      
 [735] ABBA PUMP PARTS & SERVICE            ABBA PUMP PARTS & SERVICE           
 [737] ABBA PUMP PARTS & SERVICE            SGS ACCUTEST INC                    
 [739] JAMES LIEUX APPRAISER                ROBERTO J AGUILAR                   
 [741] GOTECH INC                           CONVENIENT CARE LLC                 
 [743] OWEN & WHITE INC                     TOMMY M BROWN                       
 [745] GUIDRYS UNIFORMS INC                 GUIDRYS UNIFORMS INC                
 [747] JOHNSON CONTROLS INC                 C-K ASSOCIATES LLC                  
 [749] PROVIDENCE ENGINEERING &             LALANEA M MCGEHEE                   
 [751] VISIX INC                            VISIX INC                           
 [753] VISIX INC                            ENVIRODYNE SYSTEMS INC              
 [755] ENVIRODYNE SYSTEMS INC               ENVIRODYNE SYSTEMS INC              
 [757] ENVIRODYNE SYSTEMS INC               TRAPEZE SOFTWARE GROUP INC          
 [759] HP INC                               HP INC                              
 [761] HP INC                               HP INC                              
 [763] HP INC                               DELL INC                            
 [765] DELL INC                             LOUISIANA BLACK HISTORY HALL        
 [767] LOUISIANA BLACK HISTORY HALL         EVANS EQUIPMENT & ENVIRONMENTAL     
 [769] SITESAFE SECURITY                    SUPREME SOLUTIONS LLC               
 [771] STEPHANIE SEEMION                    ESI ACQUISITION INC                 
 [773] ESI ACQUISITION INC                  ELIZABETH C SMITH                   
 [775] LIGHTFOOT SOFTWARE COMPANY D/B/A     RALPH'S INDUSTRIAL ELECTRONIC       
 [777] RALPH'S INDUSTRIAL ELECTRONIC        RALPH'S INDUSTRIAL ELECTRONIC       
 [779] RALPH'S INDUSTRIAL ELECTRONIC        RALPH'S INDUSTRIAL ELECTRONIC       
 [781] LOUISIANA OFFICE SOLUTIONS CO        LOUISIANA OFFICE SOLUTIONS CO       
 [783] LOUISIANA OFFICE SOLUTIONS CO        LOUISIANA OFFICE SOLUTIONS CO       
 [785] LOUISIANA OFFICE SOLUTIONS CO        LOUISIANA OFFICE SOLUTIONS CO       
 [787] MOLLE CHEVROLET                      VOLUNTEERS OF AMERICA OF GREATER    
 [789] UNIT DESIGN INC                      UNIT DESIGN INC                     
 [791] UNIT DESIGN INC                      PATTON PRODUCTIONS INC              
 [793] MAYER IT LLC                         FLUID PROCESS & PUMPS LLC           
 [795] THE LAKVOLD GROUP LLC                R-O-W ACQUISITIONS LLC              
 [797] CLARISSA J MUSE                      DREW M TALBOT ATTORNEY AT LAW LLC   
 [799] BOTACH TACTICAL                      SITESAFE SECURITY                   
 [801] REPUTATION CAPITAL MEDIA             MATRIX INC                          
 [803] THE PRO GAP LLC                      QSCEND TECHNOLOGIES INC             
 [805] MICHAEL GAINES AND FAITH LLC         MONROE & CORIE INC                  
 [807] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [809] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [811] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [813] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [815] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [817] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [819] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [821] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [823] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [825] SCOTT FENCE USA LLC                  TRAFFIC LOGIX CORPORATION           
 [827] TRAFFIC LOGIX CORPORATION            METT-T LLC                          
 [829] METT-T LLC                           METT-T LLC                          
 [831] XEROX CORP                           XEROX CORP                          
 [833] XEROX CORP                           XEROX CORP                          
 [835] MID CITY REDEVELOPMENT ALLIANCE      MID CITY REDEVELOPMENT ALLIANCE     
 [837] MID CITY REDEVELOPMENT ALLIANCE      MID CITY REDEVELOPMENT ALLIANCE     
 [839] PCMG INC                             PCMG INC                            
 [841] PCMG INC                             PCMG INC                            
 [843] PCMG INC                             PCMG INC                            
 [845] PCMG INC                             PCMG INC                            
 [847] PCMG INC                             PCMG INC                            
 [849] PCMG INC                             PCMG INC                            
 [851] PCMG INC                             PCMG INC                            
 [853] PCMG INC                             PCMG INC                            
 [855] PCMG INC                             PCMG INC                            
 [857] PCMG INC                             BETTER PUMPS & SOLUTIONS LLC        
 [859] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [861] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [863] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [865] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [867] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [869] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [871] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [873] BETTER PUMPS & SOLUTIONS LLC         BETTER PUMPS & SOLUTIONS LLC        
 [875] COMPOSE DIGITAL DESIGN LLC           JAMES PURPERA                       
 [877] INTERSTATE ELECTRONIC SYSTEMS LLC    MODIPHY INC                         
 [879] BREELIN CLARK                        JUSTINE ROBERTS                     
 [881] JANENE TATE                          VERTIV GROUP CORP                   
 [883] H & E EQUIPMENT SERVICES INC         H & E EQUIPMENT SERVICES INC        
 [885] H & E EQUIPMENT SERVICES INC         H & E EQUIPMENT SERVICES INC        
 [887] HIXSON AUTOPLEX OF ALEXANDRIA INC    KYOCERA DOCUMENT SOLUTIONS INC      
 [889] KYOCERA DOCUMENT SOLUTIONS INC       HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [891] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [893] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [895] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [897] HIXSON AUTOPLEX OF ALEXANDRIA INC    HIXSON AUTOPLEX OF ALEXANDRIA INC   
 [899] THE AGUILAR GROUP INC                CHRISTOPHER HUDDLESTON              
 [901] MARVIN ANDERSON                      JAY J COLAR                         
 [903] RHINO LOUISIANA LLC                  C-K ASSOCIATES LLC                  
 [905] C-K ASSOCIATES LLC                   LSU SPEECH & HEARING CLINIC         
 [907] AVANT & FALCON                       FOSTER & FOSTER CONSULTING          
 [909] BRANDON P ROMANO PSY D & ASSOC LLC   GREATER BATON ROUGE BUSINESS REPORT 
 [911] GREATER BATON ROUGE BUSINESS REPORT  GREATER BATON ROUGE BUSINESS REPORT 
 [913] GREATER BATON ROUGE BUSINESS REPORT  LISA R TRUSCLAIR                    
 [915] CAPITAL AREA ALLIANCE FOR THE        CAPITAL AREA ALLIANCE FOR THE       
 [917] CAPITAL AREA ALLIANCE FOR THE        CAPITAL AREA ALLIANCE FOR THE       
 [919] MARY BIRD PERKINS CANCER CENTER      MID CITY REDEVELOPMENT ALLIANCE     
 [921] FORBY CONTRACTING INC                NEW ORLEANS VIDEO ACCESS CENTER INC 
 [923] THOMPSON ELECTRIC SIGN CO            SOCIETY OF ST VINCENT DE PAUL       
 [925] BATON ROUGE ALLIANCE FOR TRANSITION  BATON ROUGE ALLIANCE FOR TRANSITION 
 [927] BATON ROUGE ALLIANCE FOR TRANSITION  LAMAR ADVERTISING OF LOUISIANA LLC  
 [929] VOLUNTEERS OF AMERICA OF GREATER     VOLUNTEERS OF AMERICA OF GREATER    
 [931] VOLUNTEERS OF AMERICA OF GREATER     SOUTH CENTRAL PLANNING &            
 [933] SOCIETY OF ST VINCENT DE PAUL        URBAN RESTORATION ENHANCEMENT CORP/ 
 [935] BATON ROUGE BLACK ALCOHOLISM         BATON ROUGE BLACK ALCOHOLISM        
 [937] ST VINCENT DE PAUL COMMUNITY         INTERFAITH FEDERATION OF GREATER    
 [939] SOUTH CENTRAL PLANNING &             SOUTH CENTRAL PLANNING &            
 [941] SOCIETY OF ST VINCENT DE PAUL        SOCIETY OF ST VINCENT DE PAUL       
 [943] GOVOLUTION LLC                       GOVOLUTION LLC                      
 [945] GOVOLUTION LLC                       GOVOLUTION LLC                      
 [947] GOVOLUTION LLC                       HP INC                              
 [949] HP INC                               HP INC                              
 [951] HP INC                               HP INC                              
 [953] KUBOTA TRACTOR CORPORATION           KUBOTA TRACTOR CORPORATION          
 [955] KUBOTA TRACTOR CORPORATION           KUBOTA TRACTOR CORPORATION          
 [957] ADVANCED OFFICE SYSTEMS INC          ADVANCED OFFICE SYSTEMS INC         
 [959] BELLE OF BATON ROUGE HOTEL           BELLE OF BATON ROUGE HOTEL          
 [961] BELLE OF BATON ROUGE HOTEL           BELLE OF BATON ROUGE HOTEL          
 [963] BELLE OF BATON ROUGE HOTEL           BELLE OF BATON ROUGE HOTEL          
 [965] M & L INDUSTRIES LLC                 CANON SOLUTIONS AMERICA INC         
 [967] MMR CONSTRUCTORS INC                 MMR CONSTRUCTORS INC                
 [969] MMR CONSTRUCTORS INC                 EMPLOYMENT DEVELOPMENT SERVICES INC 
 [971] LOUISIANA TECHNOLOGY GROUP INC       LOUISIANA TECHNOLOGY GROUP INC      
 [973] LOUISIANA TECHNOLOGY GROUP INC       LOUISIANA TECHNOLOGY GROUP INC      
 [975] UNIT DESIGN INC                      BALLER STOKES & LIDE PC             
 [977] BILL HOOD FORD                       KYOCERA DOCUMENT SOLUTIONS INC      
 [979] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
 [981] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
 [983] KYOCERA DOCUMENT SOLUTIONS INC       KYOCERA DOCUMENT SOLUTIONS INC      
 [985] KYOCERA DOCUMENT SOLUTIONS INC       LYNN SIMON MD                       
 [987] STERICYCLE ENVIRONMENTAL SOLUTIONS   INSTITUTIONAL SERVICE &             
 [989] APPLIED BUSINESS CONCEPTS            SOUTHERN UNIVERSITY                 
 [991] ARCCO COMPANY SERVICES INC           ARCCO COMPANY SERVICES INC          
 [993] ARCCO COMPANY SERVICES INC           BRENTWOOD INDUSTRIES INC            
 [995] BRENTWOOD INDUSTRIES INC             MATRIX INC                          
 [997] OUR LADY OF THE LAKE PHYSICIAN       LYTX INC                            
 [999] LYTX INC                             STRATOS ELEVATOR INC                
 [ reached getOption("max.print") -- omitted 31452 entries ]
2759 Levels: 1 STOP CAMERA & ELECTRONICS 1 STOP SIGNS & SAFETY INC 1ST CO INC ... ZONES INC
cat_descp = mydata$VENDOR.ADDRESS.1
cat_descp
   [1] 14020 AIRLINE HWY SUITE A            1743 DALLAS DR                      
   [3] 4300 GROOM RD                        801 NORTH BLVD SUITE 200            
   [5] 2812 BROKEN ARROW RD                 PO BOX 15789                        
   [7] PO BOX 15789                         PO BOX 15789                        
   [9] PO BOX 15789                         1360 GRIMMET                        
  [11] 1360 GRIMMET                         1360 GRIMMET                        
  [13] 1360 GRIMMET                         13681 NEWPORT AVE                   
  [15] PO BOX 1144                          ONE GALLERIA BLVD STE 1650          
  [17] PO BOX 15789                         ONE DELL WAY RR-MS41                
  [19] 15541 MALVERN HILL                   201 RT 17 NORTH 7TH FLOOR           
  [21] PO BOX 44314                         522 EUROPE ST                       
  [23] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
  [25] 2506 MACARTHUR DRIVE                 14120 NEWBROOK DRIVE SUITE 100      
  [27] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
  [29] 14120 NEWBROOK DRIVE SUITE 100       160 COMMERCE DR STE 100             
  [31] 160 COMMERCE DR STE 100              160 COMMERCE DR STE 100             
  [33] 5370 MUNRO COURT                     2506 MACARTHUR DRIVE                
  [35] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
  [37] 7556 HENNESSY BLVD                   7556 HENNESSY BLVD                  
  [39] 1101 15TH ST NW STE 206              1101 15TH ST NW STE 206             
  [41] 1101 15TH ST NW STE 206              1101 15TH ST NW STE 206             
  [43] 1101 15TH ST NW STE 206              6100 HWY 90PRISE PKWY               
  [45] 6100 HWY 90PRISE PKWY                6100 HWY 90PRISE PKWY               
  [47] 6100 HWY 90PRISE PKWY                172 GOVERNMENT ST STE 103-169       
  [49] 5838 TARRYTOWN AVE                   1529 RIDGELAND DR                   
  [51] 2377 TENNESSEE ST                    522 GILLINGHAM BLVD                 
  [53] 522 GILLINGHAM BLVD                  6316 CALHOUN ST                     
  [55] 5731 VALLEY FORGE AVE                10362 GREENWELL SPRINGS RD          
  [57] 10362 GREENWELL SPRINGS RD           10362 GREENWELL SPRINGS RD          
  [59] 10362 GREENWELL SPRINGS RD           10362 GREENWELL SPRINGS RD          
  [61] 10362 GREENWELL SPRINGS RD           10362 GREENWELL SPRINGS RD          
  [63] 10362 GREENWELL SPRINGS RD           10362 GREENWELL SPRINGS RD          
  [65] 10362 GREENWELL SPRINGS RD           225 SAND ROAD                       
  [67] 225 SAND ROAD                        225 SAND ROAD                       
  [69] 225 SAND ROAD                        225 SAND ROAD                       
  [71] 225 SAND ROAD                        225 SAND ROAD                       
  [73] 225 SAND ROAD                        225 SAND ROAD                       
  [75] 225 SAND ROAD                        225 SAND ROAD                       
  [77] 225 SAND ROAD                        225 SAND ROAD                       
  [79] 225 SAND ROAD                        225 SAND ROAD                       
  [81] 225 SAND ROAD                        225 SAND ROAD                       
  [83] 225 SAND ROAD                        225 SAND ROAD                       
  [85] 225 SAND ROAD                        225 SAND ROAD                       
  [87] 225 SAND ROAD                        225 SAND ROAD                       
  [89] 225 SAND ROAD                        225 SAND ROAD                       
  [91] 225 SAND ROAD                        225 SAND ROAD                       
  [93] 225 SAND ROAD                        225 SAND ROAD                       
  [95] 22820 OLD SCENIC HWY                 4250 RIVER GREEN PARKWAY SUITE D    
  [97] 2926 SARASOTA DRIVE                  401 OLIVE DR                        
  [99] 401 OLIVE DR                         401 OLIVE DR                        
 [101] PO BOX 7488                          1501 PAGE MILL RD                   
 [103] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [105] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [107] 13150 I-10 SERVICE RD                1897 HIGHWAY 63                     
 [109] 12290 GREENWELL SPRINGS RD           12290 GREENWELL SPRINGS RD          
 [111] 245 KENNETH DR STE 400               245 KENNETH DR STE 400              
 [113] 275 JOE FREY LN                      2121 LOBDELL BLVD APT 708           
 [115] 6130 MAPLEWOOD DR                    808 CYPRESS ST                      
 [117] 808 CYPRESS ST                       808 CYPRESS ST                      
 [119] 808 CYPRESS ST                       808 CYPRESS ST                      
 [121] 808 CYPRESS ST                       808 CYPRESS ST                      
 [123] 808 CYPRESS ST                       617 EDDIE ROBINSON SR DR            
 [125] 11628 S CHOCTAW BLVD STE 251         11628 S CHOCTAW BLVD STE 251        
 [127] 6363 SIEGEN LN                       230 N MILWAUKEE AVE                 
 [129] 225 WIMPOLE                          3833 AIRLINE DR                     
 [131] 3833 AIRLINE DR                      3833 AIRLINE DR                     
 [133] 500 MAIN ST                          ONE DELL WAY RR-MS41                
 [135] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [137] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [139] 10848 AIRLINE HWY                    8282 GOODWOOD BLVD STE W-1          
 [141] 4323 N RIVER ROAD                    17991 OLD PERKINS ROAD EAST STE A   
 [143] 1301 S MOPAC EXPRESSWAY STE 150      17991 OLD PERKINS ROAD EAST STE A   
 [145] 17991 OLD PERKINS ROAD EAST STE A    11814 MARKET PLACE AVE SUITE B      
 [147] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [149] 8431 GREENMOSS DR                    185 EDDIE ROBINSON SR DR            
 [151] 801 WARRENVILLE RD #555              2156 LEE DR                         
 [153] 2156 LEE DR                          90 FANNY ROAD                       
 [155] 90 FANNY ROAD                        90 FANNY ROAD                       
 [157] 90 FANNY ROAD                        90 FANNY ROAD                       
 [159] 90 FANNY ROAD                        90 FANNY ROAD                       
 [161] 90 FANNY ROAD                        90 FANNY ROAD                       
 [163] 90 FANNY ROAD                        9322 INTERLINE AVE                  
 [165] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [167] 7200 HWY 74                          17630 PERKINS RD WEST STE           
 [169] 17630 PERKINS RD WEST STE            11725 INDUSTRIPLEX BLVD SUITE 1     
 [171] 11725 INDUSTRIPLEX BLVD SUITE 1      11725 INDUSTRIPLEX BLVD SUITE 1     
 [173] 200 OAK ST                           200 OAK ST                          
 [175] 200 OAK ST                           200 OAK ST                          
 [177] 200 OAK ST                           10237 MAMMOTH AVE                   
 [179] 8937 STARING COURT                   3707 GOVERNMENT STREET              
 [181] 110 COLORADO RD                      427 LAUREL ST                       
 [183] 3256 NICHOLSON DR                    P O BOX 1188                        
 [185] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [187] 2506 MACARTHUR DRIVE                 400 MARINERS PLAZA DR STE 420       
 [189] 400 MARINERS PLAZA DR STE 420        7556 HENNESSY BLVD                  
 [191] 439 N 11TH ST                        1520 THOMAS H DELPIT DR SUITE 142   
 [193] 437 PHILIP ST                        PO BOX 586                          
 [195] 9441 COMMON ST                       9441 COMMON ST                      
 [197] 9441 COMMON ST                       P O BOX 315                         
 [199] 19546 SPYGLASS HILL DR               11914 CLOVERLAND COURT              
 [201] 11914 CLOVERLAND COURT               11914 CLOVERLAND COURT              
 [203] 11914 CLOVERLAND COURT               11914 CLOVERLAND COURT              
 [205] 11914 CLOVERLAND COURT               11914 CLOVERLAND COURT              
 [207] 11914 CLOVERLAND COURT               11914 CLOVERLAND COURT              
 [209] 1890 SWISCO RD                       5000 HENNESSY BLVD                  
 [211] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [213] 929 N 20TH STREET                    3711 BOETTLER OAKS DRIVE            
 [215] 3711 BOETTLER OAKS DRIVE             3711 BOETTLER OAKS DRIVE            
 [217] 3711 BOETTLER OAKS DRIVE             2812 BROKEN ARROW RD                
 [219] 2812 BROKEN ARROW RD                 915 E 1ST ST                        
 [221] 915 E 1ST ST                         915 E 1ST ST                        
 [223] 915 E 1ST ST                         200 OAK ST                          
 [225] 200 OAK ST                           200 OAK ST                          
 [227] 200 OAK ST                           200 OAK ST                          
 [229] 200 OAK ST                           200 OAK ST                          
 [231] 200 OAK ST                           200 OAK ST                          
 [233] 200 OAK ST                           200 OAK ST                          
 [235] 200 OAK ST                           200 OAK ST                          
 [237] 200 OAK ST                           200 OAK ST                          
 [239] 200 OAK ST                           200 OAK ST                          
 [241] 200 OAK ST                           200 OAK ST                          
 [243] 1625 W CAUSEWAY APPROACH             200 OAK ST                          
 [245] 200 OAK ST                           200 OAK ST                          
 [247] 200 OAK ST                           200 OAK ST                          
 [249] 200 OAK ST                           200 OAK ST                          
 [251] 3169 HOLCOMB BRIDGE RD STE 200       2506 MACARTHUR DRIVE                
 [253] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [255] 3169 HOLCOMB BRIDGE RD STE 200       888 HARDING BLVD                    
 [257] 888 HARDING BLVD                     888 HARDING BLVD                    
 [259] 888 HARDING BLVD                     888 HARDING BLVD                    
 [261] 888 HARDING BLVD                     451 FLORIDA STREET STE 102          
 [263] 623 LONGWOOD DR                      P O BOX 1090                        
 [265] 22258 MARSHALL                       22258 MARSHALL                      
 [267] 22258 MARSHALL                       1000 RIVER STREET                   
 [269] 1000 RIVER STREET                    7600 INNOVATION PARK DR             
 [271] 2067 WINERIDGE PL STE E              218 FOUR PARK RD                    
 [273] 218 FOUR PARK RD                     218 FOUR PARK RD                    
 [275] 218 FOUR PARK RD                     218 FOUR PARK RD                    
 [277] 4307 BLUEBONNET BLVD STE B           4307 BLUEBONNET BLVD STE B          
 [279] 12527 S CHOCTAW                      11135 INDUSTRIPLEX BLVD STE 900     
 [281] 1525 BRAZOS TRAIL                    19546 SPYGLASS HILL DR              
 [283] 19546 SPYGLASS HILL DR               2431 S ACADIAN THWY STE 570         
 [285] 4720 JONES CREEK RD                  200 OAK ST                          
 [287] 200 OAK ST                           200 OAK ST                          
 [289] 200 OAK ST                           200 OAK ST                          
 [291] 200 OAK ST                           200 OAK ST                          
 [293] 200 OAK ST                           200 OAK ST                          
 [295] 200 OAK ST                           200 OAK ST                          
 [297] 200 OAK ST                           405 COMMERCE POINT                  
 [299] 15582 SUMMERWOOD AVE                 404 GISELE ST                       
 [301] 2002 E CATALPA ST                    ONE DELL WAY RR-MS41                
 [303] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [305] 330 EAST EASY ST STE A               1622 EDINGER AVE STE F              
 [307] 2550 M STREET N W                    ONE DELL WAY RR-MS41                
 [309] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [311] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [313] ONE DELL WAY RR-MS41                 5350 BOONE AVE                      
 [315] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [317] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [319] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [321] ONE DELL WAY RR-MS41                 455 NORTH BLVD STE 250              
 [323] 455 NORTH BLVD STE 250               245 HIGHLANDIA DR                   
 [325] 245 HIGHLANDIA DR                    2332 CHATAWA DR                     
 [327] 2332 CHATAWA DR                      20565 REAMES RD                     
 [329] 11555 SOUTHFORK AVE APT 2006         11329 CATALPA ST                    
 [331] 11585 N HARRELL'S FERRY RD           11875 PAMELA DR                     
 [333] 1111 FOSTER DR STE C                 3140 FLORIDA STREET                 
 [335] 5000 HENNESSY BLVD                   P O BOX 785                         
 [337] P O BOX 785                          302 S 4TH ST STE 500                
 [339] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [341] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [343] 1135 TOWNPARK AVE STE 2101           ONE DELL WAY RR-MS41                
 [345] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [347] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [349] ONE DELL WAY RR-MS41                 11400 WESTMOOR CIR STE 225          
 [351] 230 N MILWAUKEE AVE                  230 N MILWAUKEE AVE                 
 [353] 10 CEDAR BEND TRAIL                  10 CEDAR BEND TRAIL                 
 [355] 10 CEDAR BEND TRAIL                  10 CEDAR BEND TRAIL                 
 [357] 10 CEDAR BEND TRAIL                  10 CEDAR BEND TRAIL                 
 [359] 10 CEDAR BEND TRAIL                  10 CEDAR BEND TRAIL                 
 [361] 10 CEDAR BEND TRAIL                  10 CEDAR BEND TRAIL                 
 [363] 527 N ACADIAN                        527 N ACADIAN                       
 [365] 405 COMMERCE POINT                   13000 I-10 SERVICE RD               
 [367] 5614 SUMMER LAKE DR                  8755 GOODWOOD BLVD FL 2ND           
 [369] 6258 MARSHALL FOCH STREET            3140 FLORIDA STREET                 
 [371] 3949 NORTH BOULEVARD                 10552 SUCCESS LANE SUITE A          
 [373] 10552 SUCCESS LANE SUITE A           10552 SUCCESS LANE SUITE A          
 [375] 10552 SUCCESS LANE SUITE A           4727 REVERE AVE                     
 [377] 15961 AIRLINE HWY                    2450 FLORIDA AVE STE B              
 [379] 2450 FLORIDA AVE STE B               6867 BLUEBONNET BLVD                
 [381] 6867 BLUEBONNET BLVD                 5815 NC HWY 8 SOUTH                 
 [383] 3949 NORTH BOULEVARD                 3256 NICHOLSON DR                   
 [385] 2601 TULANE AVENUE SUITE 500         9667 S 20TH STREET                  
 [387] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [389] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [391] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [393] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [395] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [397] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [399] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [401] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [403] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [405] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [407] 9667 S 20TH STREET                   9667 S 20TH STREET                  
 [409] 6100 HWY 90PRISE PKWY                6100 HWY 90PRISE PKWY               
 [411] 5000 WEST ESPLANADE AVE STE 123      301 MAIN ST STE 830                 
 [413] 3771 TRAMORE POINTE PKWY             3771 TRAMORE POINTE PKWY            
 [415] 3771 TRAMORE POINTE PKWY             3771 TRAMORE POINTE PKWY            
 [417] 3771 TRAMORE POINTE PKWY             3771 TRAMORE POINTE PKWY            
 [419] 1819 FLORIDA BLVD                    11924 SUNRAY AVENUE SUITE B         
 [421] 11924 SUNRAY AVENUE SUITE B          455 NORTH BLVD STE 250              
 [423] 455 NORTH BLVD STE 250               455 NORTH BLVD STE 250              
 [425] 455 NORTH BLVD STE 250               2506 MACARTHUR DRIVE                
 [427] 1600 DIVISION RD                     1600 DIVISION RD                    
 [429] 1600 DIVISION RD                     1600 DIVISION RD                    
 [431] 1600 DIVISION RD                     1600 DIVISION RD                    
 [433] 1600 DIVISION RD                     1600 DIVISION RD                    
 [435] 1600 DIVISION RD                     1600 DIVISION RD                    
 [437] 1600 DIVISION RD                     1600 DIVISION RD                    
 [439] 1600 DIVISION RD                     9322 INTERLINE AVE                  
 [441] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [443] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [445] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [447] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [449] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [451] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [453] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [455] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [457] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [459] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [461] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [463] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [465] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [467] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [469] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [471] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [473] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [475] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [477] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [479] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [481] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [483] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [485] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [487] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [489] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [491] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [493] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [495] 9322 INTERLINE AVE                   9322 INTERLINE AVE                  
 [497] 9322 INTERLINE AVE                   6100 HWY 90PRISE PKWY               
 [499] 6100 HWY 90PRISE PKWY                6100 HWY 90PRISE PKWY               
 [501] 6100 HWY 90PRISE PKWY                6100 HWY 90PRISE PKWY               
 [503] 6100 HWY 90PRISE PKWY                6100 HWY 90PRISE PKWY               
 [505] P O BOX 219335                       2506 MACARTHUR DRIVE                
 [507] 11030 COURSEY BLVD                   200 OAK ST                          
 [509] 200 OAK ST                           12989 CASTLEHILL DR                 
 [511] 2219 N LAKESHORE DRIVE SUITE 320     2219 N LAKESHORE DRIVE SUITE 320    
 [513] 705 5TH AVE S STE 600                109 N WEEKS ST                      
 [515] 3000 HANOVER ST                      4734 JAMESTOWN AVE                  
 [517] 445 NORTH BLVD STE 850               2219 N LAKESHORE DRIVE SUITE 320    
 [519] 2219 N LAKESHORE DRIVE SUITE 320     2219 N LAKESHORE DRIVE SUITE 320    
 [521] 2219 N LAKESHORE DRIVE SUITE 320     ONE DELL WAY RR-MS41                
 [523] 1525 BRAZOS TRAIL                    11628 S CHOCTAW BLVD STE 251        
 [525] 11628 S CHOCTAW BLVD STE 251         11628 S CHOCTAW BLVD STE 251        
 [527] 10362 GREENWELL SPRINGS RD           1201 NORTH 3RD ST SUITE 6-150       
 [529] 200 GOVERNMENT ST STE 20             22820 OLD SCENIC HWY                
 [531] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [533] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [535] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [537] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [539] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [541] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [543] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [545] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [547] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [549] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [551] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [553] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [555] 10741 COURSEY BLVD                   10741 COURSEY BLVD                  
 [557] 890 WALSH AVE                        890 WALSH AVE                       
 [559] 890 WALSH AVE                        890 WALSH AVE                       
 [561] 890 WALSH AVE                        890 WALSH AVE                       
 [563] 890 WALSH AVE                        890 WALSH AVE                       
 [565] 890 WALSH AVE                        890 WALSH AVE                       
 [567] 890 WALSH AVE                        890 WALSH AVE                       
 [569] 890 WALSH AVE                        890 WALSH AVE                       
 [571] 890 WALSH AVE                        890 WALSH AVE                       
 [573] 890 WALSH AVE                        890 WALSH AVE                       
 [575] 890 WALSH AVE                        890 WALSH AVE                       
 [577] 890 WALSH AVE                        890 WALSH AVE                       
 [579] 890 WALSH AVE                        890 WALSH AVE                       
 [581] 890 WALSH AVE                        890 WALSH AVE                       
 [583] 890 WALSH AVE                        890 WALSH AVE                       
 [585] 890 WALSH AVE                        890 WALSH AVE                       
 [587] 890 WALSH AVE                        890 WALSH AVE                       
 [589] 890 WALSH AVE                        890 WALSH AVE                       
 [591] 890 WALSH AVE                        890 WALSH AVE                       
 [593] 890 WALSH AVE                        890 WALSH AVE                       
 [595] 890 WALSH AVE                        890 WALSH AVE                       
 [597] 890 WALSH AVE                        890 WALSH AVE                       
 [599] 890 WALSH AVE                        890 WALSH AVE                       
 [601] 890 WALSH AVE                        890 WALSH AVE                       
 [603] 890 WALSH AVE                        890 WALSH AVE                       
 [605] 890 WALSH AVE                        890 WALSH AVE                       
 [607] 890 WALSH AVE                        890 WALSH AVE                       
 [609] 890 WALSH AVE                        890 WALSH AVE                       
 [611] 890 WALSH AVE                        890 WALSH AVE                       
 [613] 890 WALSH AVE                        890 WALSH AVE                       
 [615] 890 WALSH AVE                        890 WALSH AVE                       
 [617] 890 WALSH AVE                        15959 FLORIDA BLVD                  
 [619] 2425 SILVERSTRAND AVENUE             2425 SILVERSTRAND AVENUE            
 [621] 2425 SILVERSTRAND AVENUE             2425 SILVERSTRAND AVENUE            
 [623] 451 FLORIDA STREET STE 102           3800 ESPLANADE WAY #210             
 [625] 22820 OLD SCENIC HWY                 3960 HOWARD HUGHES PKWY STE 500     
 [627] 6048 COMMERCE POINTE DRD             4555 LAKE FOREST DR STE 220         
 [629] 155 MARILYN DR 48C                   618 A MAIN ST                       
 [631] 492 OLD CONNECTICUT PATH STE 600     492 OLD CONNECTICUT PATH STE 600    
 [633] 492 OLD CONNECTICUT PATH STE 600     ONE DELL WAY RR-MS41                
 [635] ONE DELL WAY RR-MS41                 405 COMMERCE POINT                  
 [637] 405 COMMERCE POINT                   ONE DELL WAY RR-MS41                
 [639] 5810 AIRLINE HWY                     1614B ORETHA CASTLE HALEY BOULEVARD 
 [641] 1614B ORETHA CASTLE HALEY BOULEVARD  1614B ORETHA CASTLE HALEY BOULEVARD 
 [643] 1614B ORETHA CASTLE HALEY BOULEVARD  1614B ORETHA CASTLE HALEY BOULEVARD 
 [645] 1614B ORETHA CASTLE HALEY BOULEVARD  1614B ORETHA CASTLE HALEY BOULEVARD 
 [647] 1614B ORETHA CASTLE HALEY BOULEVARD  1614B ORETHA CASTLE HALEY BOULEVARD 
 [649] 1614B ORETHA CASTLE HALEY BOULEVARD  1614B ORETHA CASTLE HALEY BOULEVARD 
 [651] 1614B ORETHA CASTLE HALEY BOULEVARD  8755 GOODWOOD BLVD                  
 [653] 8755 GOODWOOD BLVD                   929 GOVERNMENT ST                   
 [655] 929 GOVERNMENT ST                    929 GOVERNMENT ST                   
 [657] 929 GOVERNMENT ST                    929 GOVERNMENT ST                   
 [659] 9785 TOWN CENTRE DR                  PO BOX 707                          
 [661] PO BOX 707                           7195 SCOBELL DR                     
 [663] 7195 SCOBELL DR                      7195 SCOBELL DR                     
 [665] 7195 SCOBELL DR                      7195 SCOBELL DR                     
 [667] 7195 SCOBELL DR                      7195 SCOBELL DR                     
 [669] 7195 SCOBELL DR                      7195 SCOBELL DR                     
 [671] 7195 SCOBELL DR                      7195 SCOBELL DR                     
 [673] 7195 SCOBELL DR                      PO BOX 310                          
 [675] PO BOX 310                           11328 PENNYWOOD AVE                 
 [677] 9171 TOWNE CENTRE DR                 631 MAIN ST                         
 [679] 631 MAIN ST                          631 MAIN ST                         
 [681] 2959 MADISON AVE                     3300 WEST ESPLANADE AVE STE 101     
 [683] 3300 WEST ESPLANADE AVE STE 101      3300 WEST ESPLANADE AVE STE 101     
 [685] 3300 WEST ESPLANADE AVE STE 101      3300 WEST ESPLANADE AVE STE 101     
 [687] 3300 WEST ESPLANADE AVE STE 101      3300 WEST ESPLANADE AVE STE 101     
 [689] 820 WINDINGWAY DR                    4520 S SHERWOOD FOREST BLVD #104-236
 [691] ONE DELL WAY RR-MS41                 290 DAVIDSON AVE                    
 [693] 1231 LAUREL ST                       6867 BLUEBONNET BLVD                
 [695] 2121 WOODDALE BOULEVARD              2121 WOODDALE BOULEVARD             
 [697] 2816 W LANCASTER AVE                 2816 W LANCASTER AVE                
 [699] 2816 W LANCASTER AVE                 2816 W LANCASTER AVE                
 [701] 2816 W LANCASTER AVE                 2816 W LANCASTER AVE                
 [703] 2816 W LANCASTER AVE                 2816 W LANCASTER AVE                
 [705] PO BOX 960                           PO BOX 960                          
 [707] PO BOX 960                           1200 NW 17TH AVE STE 15             
 [709] 1200 NW 17TH AVE STE 15              7195 SCOBELL DR                     
 [711] 11632 INDUSTRIPLEX BLVD              ONE DELL WAY RR-MS41                
 [713] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [715] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [717] ONE DELL WAY RR-MS41                 ONE DELL WAY RR-MS41                
 [719] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [721] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [723] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [725] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [727] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [729] 380 NEW YORK STREET                  380 NEW YORK STREET                 
 [731] 380 NEW YORK STREET                  3300 WEST ESPLANADE AVE STE 101     
 [733] 3300 WEST ESPLANADE AVE STE 101      505 NORTH BLVD                      
 [735] 5370 MUNRO COURT                     5370 MUNRO COURT                    
 [737] 5370 MUNRO COURT                     201 RT 17 NORTH 7TH FLOOR           
 [739] 9422 COMMON STREET STE 9             17732 HIGHLAND RD STE G-159         
 [741] 8383 BLUEBONNET BLVD                 3333 DRUSILLA LANE STE B            
 [743] 8755 GOODWOOD BLVD FL 2ND            10914 TALLOWWOOD AVE                
 [745] 3909 A MOSS ST                       3909 A MOSS ST                      
 [747] 11135 INDUSTRIPLEX BLVD STE 900      17170 PERKINS RD                    
 [749] 1201 MAIN STREET                     8403 JOLEE DR                       
 [751] 230 SCIENTIFIC DRIVE SUITE 800       230 SCIENTIFIC DRIVE SUITE 800      
 [753] 230 SCIENTIFIC DRIVE SUITE 800       75 ZIMMERMAN DR                     
 [755] 75 ZIMMERMAN DR                      75 ZIMMERMAN DR                     
 [757] 75 ZIMMERMAN DR                      998 OLD EAGLE SCHOOL ROAD SUITE 1215
 [759] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [761] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [763] 1501 PAGE MILL RD                    ONE DELL WAY RR-MS41                
 [765] ONE DELL WAY RR-MS41                 11322 FLAMINGO DR                   
 [767] 11322 FLAMINGO DR                    P O BOX 130                         
 [769] 10434 PLAZA AMERICANA                7046 MYRTLE BLUFF DR                
 [771] 420 ANTOINETTE DR                    823 BROAD STREET                    
 [773] 823 BROAD STREET                     1463 TARA BLVD                      
 [775] 132 VENTURE COURT SUITE 1            1732 PLANK RD                       
 [777] 1732 PLANK RD                        1732 PLANK RD                       
 [779] 1732 PLANK RD                        1732 PLANK RD                       
 [781] 7643 FLORIDA BLVD                    7643 FLORIDA BLVD                   
 [783] 7643 FLORIDA BLVD                    7643 FLORIDA BLVD                   
 [785] 7643 FLORIDA BLVD                    7643 FLORIDA BLVD                   
 [787] 411 MOCK AVE                         3949 NORTH BOULEVARD                
 [789] 1666 SCENIC HWY                      1666 SCENIC HWY                     
 [791] 1666 SCENIC HWY                      333 LAUREL ST APT 2C                
 [793] 9456 JEFFERSON HWY STE C             405 COMMERCE POINT                  
 [795] 4520 JAMESTOWN AVE STE 1             4520 JAMESTOWN AVE STE 1            
 [797] 11732 QUEENS DR                      8480 BLUEBONNET BLVD STE D          
 [799] 3423 WEST 43RD PLACE                 10434 PLAZA AMERICANA               
 [801] 804 MAIN ST STE A                    740 COLONIAL DR                     
 [803] 10936 OLD HAMMOND HWY STE 42126      231 BANK ST                         
 [805] 13888 PLANK RD STE B                 11325 PENNYWOOD AVE                 
 [807] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [809] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [811] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [813] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [815] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [817] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [819] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [821] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [823] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [825] 245 HIGHLANDIA DR                    3 HARRIET LANE                      
 [827] 3 HARRIET LANE                       2020 COUNTRY CLUB DR                
 [829] 2020 COUNTRY CLUB DR                 2020 COUNTRY CLUB DR                
 [831] 9131 INTERLINE AVE STE 4A            9131 INTERLINE AVE STE 4A           
 [833] 9131 INTERLINE AVE STE 4A            9131 INTERLINE AVE STE 4A           
 [835] 419 NORTH 19TH STREET                419 NORTH 19TH STREET               
 [837] 419 NORTH 19TH STREET                419 NORTH 19TH STREET               
 [839] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [841] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [843] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [845] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [847] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [849] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [851] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [853] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [855] 14120 NEWBROOK DRIVE SUITE 100       14120 NEWBROOK DRIVE SUITE 100      
 [857] 14120 NEWBROOK DRIVE SUITE 100       1285 BAYOU PAUL LANE                
 [859] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [861] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [863] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [865] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [867] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [869] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [871] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [873] 1285 BAYOU PAUL LANE                 1285 BAYOU PAUL LANE                
 [875] 522 EUROPE ST                        9855 HILLYARD AVE                   
 [877] 1521 DICKORY AVENUE                  7906 WRENWOOD BLVD STE A            
 [879] 4794 CHARLES ST                      1729 SAUX LN                        
 [881] 4020 HESSMER AVE                     610 EXECUTIVE CAMPUS DR             
 [883] 7502 PECUE LANE                      7502 PECUE LANE                     
 [885] 7502 PECUE LANE                      7502 PECUE LANE                     
 [887] 2506 MACARTHUR DRIVE                 225 SAND ROAD                       
 [889] 225 SAND ROAD                        2506 MACARTHUR DRIVE                
 [891] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [893] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [895] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [897] 2506 MACARTHUR DRIVE                 2506 MACARTHUR DRIVE                
 [899] 3216 BELLE HELENE CT                 9551 MESA VERDE AVE                 
 [901] 1400 NORTH ST #2                     9275 CEDAR COURT                    
 [903] P O BOX 1678                         17170 PERKINS RD                    
 [905] 17170 PERKINS RD                     & DISORDERS                         
 [907] 429 GOVERNMENT ST                    13420 PARKER COMMONS BLVD STE 104   
 [909] 10211 SIEGEN LN STE 2A               9029 JEFFERSON HWY STE 300          
 [911] 9029 JEFFERSON HWY STE 300           9029 JEFFERSON HWY STE 300          
 [913] 9029 JEFFERSON HWY STE 300           10453 FIRELIGHT AVE                 
 [915] 153 NORTH 17TH STREET                153 NORTH 17TH STREET               
 [917] 153 NORTH 17TH STREET                153 NORTH 17TH STREET               
 [919] 4950 ESSEN LANE STE 102              419 NORTH 19TH STREET               
 [921] 34363 SWEDE ALLEY                    532 LOUISA ST                       
 [923] P O BOX 15389                        PO BOX 127                          
 [925] 260 SOUTH ACADIAN THRUWAY            260 SOUTH ACADIAN THRUWAY           
 [927] 260 SOUTH ACADIAN THRUWAY            5321 CORPORATE BLVD                 
 [929] 3949 NORTH BOULEVARD                 3949 NORTH BOULEVARD                
 [931] 3949 NORTH BOULEVARD                 P O BOX 1870                        
 [933] PO BOX 127                           7732 GOODWOOD BLVD STE 204          
 [935] 950 EAST WASHINGTON STREET           950 EAST WASHINGTON STREET          
 [937] P O BOX 127                          3112 CONVENTION STREET              
 [939] P O BOX 1870                         P O BOX 1870                        
 [941] PO BOX 127                           PO BOX 127                          
 [943] 2000 NORTH 14TH ST STE 600           2000 NORTH 14TH ST STE 600          
 [945] 2000 NORTH 14TH ST STE 600           2000 NORTH 14TH ST STE 600          
 [947] 2000 NORTH 14TH ST STE 600           1501 PAGE MILL RD                   
 [949] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [951] 1501 PAGE MILL RD                    1501 PAGE MILL RD                   
 [953] 1000 KUBOTA DR                       1000 KUBOTA DR                      
 [955] 1000 KUBOTA DR                       1000 KUBOTA DR                      
 [957] 11434 INDUSTRIPLEX BLVD              11434 INDUSTRIPLEX BLVD             
 [959] 103 FRANCE ST                        103 FRANCE ST                       
 [961] 103 FRANCE ST                        103 FRANCE ST                       
 [963] 103 FRANCE ST                        103 FRANCE ST                       
 [965] 5810 AIRLINE HWY                     2323 EDENBORN AVENUE                
 [967] 15961 AIRLINE HWY                    15961 AIRLINE HWY                   
 [969] 15961 AIRLINE HWY                    PO BOX 15447                        
 [971] 2219 N LAKESHORE DRIVE SUITE 320     2219 N LAKESHORE DRIVE SUITE 320    
 [973] 2219 N LAKESHORE DRIVE SUITE 320     2219 N LAKESHORE DRIVE SUITE 320    
 [975] 1666 SCENIC HWY                      2014 P ST NW STE 200                
 [977] 1500 N MORRISON BLVD                 225 SAND ROAD                       
 [979] 225 SAND ROAD                        225 SAND ROAD                       
 [981] 225 SAND ROAD                        225 SAND ROAD                       
 [983] 225 SAND ROAD                        225 SAND ROAD                       
 [985] 225 SAND ROAD                        PO BOX 66504                        
 [987] 5151 SAN FELIPE ST STE 1000          PO BOX 60430                        
 [989] 17991 OLD PERKINS ROAD EAST STE A    P O BOX 9270                        
 [991] 9424 N INTERSTATE DR                 9424 N INTERSTATE DR                
 [993] 9424 N INTERSTATE DR                 500 SPRING RIDGE DR                 
 [995] 500 SPRING RIDGE DR                  740 COLONIAL DR                     
 [997] 7777 HENNESSY BLVD SUITE 1000        9785 TOWN CENTRE DR                 
 [999] 9785 TOWN CENTRE DR                  13625 SOUTH CHOCTAW DR              
 [ reached getOption("max.print") -- omitted 31452 entries ]
2712 Levels:  & DISORDERS 1 COMMERCE DRIVE STE 200 1 EASY ST 1 GBC PLAZA ... WSCA CONTRACT-DUNS #05518-9732
cat_descp = mydata$VENDOR.CITY
cat_descp
   [1] BATON ROUGE                BATON ROUGE                BAKER                     
   [4] BATON ROUGE                NEW IBERIA                 BATON ROUGE               
   [7] BATON ROUGE                BATON ROUGE                BATON ROUGE               
  [10] SHREVEPORT                 SHREVEPORT                 SHREVEPORT                
  [13] SHREVEPORT                 TUSTIN                     DENHAM SPRINGS            
  [16] METAIRIE                   BATON ROUGE                ROUND ROCK                
  [19] BATON ROUGE                RUTHERFORD                 BATON ROUGE               
  [22] BATON ROUGE                ALEXANDRIA                 ALEXANDRIA                
  [25] ALEXANDRIA                 CHANTILLY                  CHANTILLY                 
  [28] CHANTILLY                  CHANTILLY                  MONTGOMERYVILLE           
  [31] MONTGOMERYVILLE            MONTGOMERYVILLE            BURLINGTON ONTARIO L7L 5N8
  [34] ALEXANDRIA                 ALEXANDRIA                 ALEXANDRIA                
  [37] BATON ROUGE                BATON ROUGE                WASHINGTON                
  [40] WASHINGTON                 WASHINGTON                 WASHINGTON                
  [43] WASHINGTON                 NEW IBERIA                 NEW IBERIA                
  [46] NEW IBERIA                 NEW IBERIA                 BATON ROUGE               
  [49] BATON ROUGE                BATON ROUGE                BATON ROUGE               
  [52] SUGAR LAND                 SUGAR LAND                 BATON ROUGE               
  [55] BATON ROUGE                BATON ROUGE                BATON ROUGE               
  [58] BATON ROUGE                BATON ROUGE                BATON ROUGE               
  [61] BATON ROUGE                BATON ROUGE                BATON ROUGE               
  [64] BATON ROUGE                BATON ROUGE                FAIRFIELD                 
  [67] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [70] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [73] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [76] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [79] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [82] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [85] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [88] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [91] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
  [94] FAIRFIELD                  ZACHARY                    DULUTH                    
  [97] BATON ROUGE                SLIDELL                    SLIDELL                   
 [100] SLIDELL                    MADISON                    PALO ALTO                 
 [103] PALO ALTO                  PALO ALTO                  PALO ALTO                 
 [106] PALO ALTO                  NEW ORLEANS                PINE GROVE                
 [109] BATON ROUGE                BATON ROUGE                ROCHESTER                 
 [112] ROCHESTER                  EUNICE                     BATON ROUGE               
 [115] BATON ROUGE                BAKER                      BAKER                     
 [118] BAKER                      BAKER                      BAKER                     
 [121] BAKER                      BAKER                      BAKER                     
 [124] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [127] BATON ROUGE                VERNON HILLS               ROCHESTER HILLS           
 [130] METAIRIE                   METAIRIE                   METAIRIE                  
 [133] BATON ROUGE                ROUND ROCK                 ROUND ROCK                
 [136] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [139] BATON ROUGE                BATON ROUGE                PORT ALLEN                
 [142] BATON ROUGE                AUSTIN                     BATON ROUGE               
 [145] BATON ROUGE                BATON ROUGE                ALEXANDRIA                
 [148] ALEXANDRIA                 BATON ROUGE                BATON ROUGE               
 [151] LISLE                      BATON ROUGE                BATON ROUGE               
 [154] BOONTON                    BOONTON                    BOONTON                   
 [157] BOONTON                    BOONTON                    BOONTON                   
 [160] BOONTON                    BOONTON                    BOONTON                   
 [163] BOONTON                    BATON ROUGE                BATON ROUGE               
 [166] BATON ROUGE                ST GABRIEL                 BATON ROUGE               
 [169] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [172] BATON ROUGE                MUSCATINE                  MUSCATINE                 
 [175] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [178] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [181] DUSON                      BATON ROUGE                BATON ROUGE               
 [184] GRETNA                     ALEXANDRIA                 ALEXANDRIA                
 [187] ALEXANDRIA                 MADISONVILLE               MADISONVILLE              
 [190] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [193] NEW ORLEANS                BROOKHAVEN                 BATON ROUGE               
 [196] BATON ROUGE                BATON ROUGE                GREENWELL SPRINGS         
 [199] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [202] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [205] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [208] BATON ROUGE                SULPHUR                    BATON ROUGE               
 [211] ROUND ROCK                 ROUND ROCK                 BATON ROUGE               
 [214] UNIONTOWN                  UNIONTOWN                  UNIONTOWN                 
 [217] UNIONTOWN                  NEW IBERIA                 NEW IBERIA                
 [220] LOS ANGELES                LOS ANGELES                LOS ANGELES               
 [223] LOS ANGELES                MUSCATINE                  MUSCATINE                 
 [226] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [229] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [232] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [235] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [238] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [241] MUSCATINE                  MUSCATINE                  MANDEVILLE                
 [244] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [247] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [250] MUSCATINE                  NORCROSS                   ALEXANDRIA                
 [253] ALEXANDRIA                 ALEXANDRIA                 NORCROSS                  
 [256] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [259] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [262] BATON ROUGE                BATON ROUGE                WALKER                    
 [265] MANDEVILLE                 MANDEVILLE                 MANDEVILLE                
 [268] RIDGEFIELD                 RIDGEFIELD                 BATON ROUGE               
 [271] ESCONDIDO                  LAFAYETTE                  LAFAYETTE                 
 [274] LAFAYETTE                  LAFAYETTE                  LAFAYETTE                 
 [277] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [280] BATON ROUGE                PLANO                      BATON ROUGE               
 [283] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [286] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [289] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [292] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [295] MUSCATINE                  MUSCATINE                  MUSCATINE                 
 [298] HARAHAN                    BATON ROUGE                NEW ROADS                 
 [301] GONZALES                   ROUND ROCK                 ROUND ROCK                
 [304] ROUND ROCK                 SIMI VALLEY                TUSTIN                    
 [307] WASHINGTON                 ROUND ROCK                 ROUND ROCK                
 [310] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [313] ROUND ROCK                 BATON ROUGE                ROUND ROCK                
 [316] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [319] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [322] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [325] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [328] ZACHARY                    BATON ROUGE                BATON ROUGE               
 [331] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [334] BATON ROUGE                BATON ROUGE                NORRIS                    
 [337] NORRIS                     MANHATTAN                  ROUND ROCK                
 [340] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [343] LAKE MARY                  ROUND ROCK                 ROUND ROCK                
 [346] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [349] ROUND ROCK                 WESTMINSTER                VERNON HILLS              
 [352] VERNON HILLS               LUCAS                      LUCAS                     
 [355] LUCAS                      LUCAS                      LUCAS                     
 [358] LUCAS                      LUCAS                      LUCAS                     
 [361] LUCAS                      LUCAS                      BATON ROUGE               
 [364] BATON ROUGE                HARAHAN                    NEW ORLEANS               
 [367] BATON ROUGE                BATON ROUGE                NEW ORLEANS               
 [370] BATON ROUGE                BATON ROUGE                DAYTON                    
 [373] DAYTON                     DAYTON                     DAYTON                    
 [376] BATON ROUGE                BATON ROUGE                DENHAM SPRINGS            
 [379] DENHAM SPRINGS             BATON ROUGE                BATON ROUGE               
 [382] LEXINGTON                  BATON ROUGE                BATON ROUGE               
 [385] NEW ORLEANS                OAK CREEK                  OAK CREEK                 
 [388] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [391] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [394] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [397] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [400] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [403] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [406] OAK CREEK                  OAK CREEK                  OAK CREEK                 
 [409] NEW IBERIA                 NEW IBERIA                 METAIRIE                  
 [412] BATON ROUGE                AUSTELL                    AUSTELL                   
 [415] AUSTELL                    AUSTELL                    AUSTELL                   
 [418] AUSTELL                    BATON ROUGE                BATON ROUGE               
 [421] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [424] BATON ROUGE                BATON ROUGE                ALEXANDRIA                
 [427] WEST WARWICK               WEST WARWICK               WEST WARWICK              
 [430] WEST WARWICK               WEST WARWICK               WEST WARWICK              
 [433] WEST WARWICK               WEST WARWICK               WEST WARWICK              
 [436] WEST WARWICK               WEST WARWICK               WEST WARWICK              
 [439] WEST WARWICK               BATON ROUGE                BATON ROUGE               
 [442] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [445] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [448] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [451] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [454] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [457] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [460] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [463] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [466] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [469] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [472] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [475] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [478] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [481] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [484] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [487] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [490] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [493] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [496] BATON ROUGE                BATON ROUGE                NEW IBERIA                
 [499] NEW IBERIA                 NEW IBERIA                 NEW IBERIA                
 [502] NEW IBERIA                 NEW IBERIA                 NEW IBERIA                
 [505] KANSAS CITY                ALEXANDRIA                 BATON ROUGE               
 [508] MUSCATINE                  MUSCATINE                  BATON ROUGE               
 [511] NEW ORLEANS                NEW ORLEANS                SEATTLE                   
 [514] NEW IBERIA                 PALO ALTO                  BATON ROUGE               
 [517] BATON ROUGE                NEW ORLEANS                NEW ORLEANS               
 [520] NEW ORLEANS                NEW ORLEANS                ROUND ROCK                
 [523] PLANO                      BATON ROUGE                BATON ROUGE               
 [526] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [529] BATON ROUGE                ZACHARY                    BATON ROUGE               
 [532] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [535] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [538] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [541] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [544] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [547] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [550] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [553] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [556] BATON ROUGE                SANTA CLARA                SANTA CLARA               
 [559] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [562] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [565] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [568] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [571] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [574] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [577] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [580] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [583] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [586] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [589] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [592] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [595] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [598] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [601] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [604] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [607] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [610] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [613] SANTA CLARA                SANTA CLARA                SANTA CLARA               
 [616] SANTA CLARA                SANTA CLARA                BATON ROUGE               
 [619] HERMOSA BEACH              HERMOSA BEACH              HERMOSA BEACH             
 [622] HERMOSA BEACH              BATON ROUGE                TALLAHASSEE               
 [625] ZACHARY                    LAS VEGAS                  GEISMAR                   
 [628] CINCINNATI                 BATON ROUGE                BATON ROUGE               
 [631] FRAMINGHAM                 FRAMINGHAM                 FRAMINGHAM                
 [634] ROUND ROCK                 ROUND ROCK                 HARAHAN                   
 [637] HARAHAN                    ROUND ROCK                 BATON ROUGE               
 [640] NEW ORLEANS                NEW ORLEANS                NEW ORLEANS               
 [643] NEW ORLEANS                NEW ORLEANS                NEW ORLEANS               
 [646] NEW ORLEANS                NEW ORLEANS                NEW ORLEANS               
 [649] NEW ORLEANS                NEW ORLEANS                NEW ORLEANS               
 [652] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [655] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [658] BATON ROUGE                SAN DIEGO                  BAKER                     
 [661] BAKER                      BATON ROUGE                BATON ROUGE               
 [664] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [667] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [670] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [673] BATON ROUGE                ZACHARY                    ZACHARY                   
 [676] BATON ROUGE                SAN DIEGO                  BATON ROUGE               
 [679] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [682] METAIRIE                   METAIRIE                   METAIRIE                  
 [685] METAIRIE                   METAIRIE                   METAIRIE                  
 [688] METAIRIE                   BATON ROUGE                BATON ROUGE               
 [691] ROUND ROCK                 SOMERSET                   BATON ROUGE               
 [694] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [697] FT WORTH                   FT WORTH                   FT WORTH                  
 [700] FT WORTH                   FT WORTH                   FT WORTH                  
 [703] FT WORTH                   FT WORTH                   PRAIRIEVILLE              
 [706] PRAIRIEVILLE               PRAIRIEVILLE               DELRAY BEACH              
 [709] DELRAY BEACH               BATON ROUGE                BATON ROUGE               
 [712] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [715] ROUND ROCK                 ROUND ROCK                 ROUND ROCK                
 [718] ROUND ROCK                 REDLANDS                   REDLANDS                  
 [721] REDLANDS                   REDLANDS                   REDLANDS                  
 [724] REDLANDS                   REDLANDS                   REDLANDS                  
 [727] REDLANDS                   REDLANDS                   REDLANDS                  
 [730] REDLANDS                   REDLANDS                   METAIRIE                  
 [733] METAIRIE                   BATON ROUGE                BURLINGTON ONTARIO L7L 5N8
 [736] BURLINGTON ONTARIO L7L 5N8 BURLINGTON ONTARIO L7L 5N8 RUTHERFORD                
 [739] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [742] BATON ROUGE                BATON ROUGE                BAKER                     
 [745] LAFAYETTE                  LAFAYETTE                  BATON ROUGE               
 [748] BATON ROUGE                BATON ROUGE                DENHAM SPRINGS            
 [751] NORCROSS                   NORCROSS                   NORCROSS                  
 [754] CAMP HILL                  CAMP HILL                  CAMP HILL                 
 [757] CAMP HILL                  WAYNE                      PALO ALTO                 
 [760] PALO ALTO                  PALO ALTO                  PALO ALTO                 
 [763] PALO ALTO                  ROUND ROCK                 ROUND ROCK                
 [766] BATON ROUGE                BATON ROUGE                BROUSSARD                 
 [769] BATON ROUGE                BATON ROUGE                LAKE CHARLES              
 [772] AUGUSTA                    AUGUSTA                    BATON ROUGE               
 [775] LEXINGTON                  BATON ROUGE                BATON ROUGE               
 [778] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [781] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [784] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [787] BLUE SPRINGS               BATON ROUGE                BATON ROUGE               
 [790] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [793] BATON ROUGE                HARAHAN                    BATON ROUGE               
 [796] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [799] LOS ANGELES                BATON ROUGE                BATON ROUGE               
 [802] BATON ROUGE                BATON ROUGE                WATERBURY                 
 [805] BAKER                      BATON ROUGE                BATON ROUGE               
 [808] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [811] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [814] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [817] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [820] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [823] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [826] SPRING VALLEY              SPRING VALLEY              EUSTIS                    
 [829] EUSTIS                     EUSTIS                     BATON ROUGE               
 [832] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [835] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [838] BATON ROUGE                CHANTILLY                  CHANTILLY                 
 [841] CHANTILLY                  CHANTILLY                  CHANTILLY                 
 [844] CHANTILLY                  CHANTILLY                  CHANTILLY                 
 [847] CHANTILLY                  CHANTILLY                  CHANTILLY                 
 [850] CHANTILLY                  CHANTILLY                  CHANTILLY                 
 [853] CHANTILLY                  CHANTILLY                  CHANTILLY                 
 [856] CHANTILLY                  CHANTILLY                  ST GABRIEL                
 [859] ST GABRIEL                 ST GABRIEL                 ST GABRIEL                
 [862] ST GABRIEL                 ST GABRIEL                 ST GABRIEL                
 [865] ST GABRIEL                 ST GABRIEL                 ST GABRIEL                
 [868] ST GABRIEL                 ST GABRIEL                 ST GABRIEL                
 [871] ST GABRIEL                 ST GABRIEL                 ST GABRIEL                
 [874] ST GABRIEL                 BATON ROUGE                BATON ROUGE               
 [877] HARAHAN                    BATON ROUGE                BATON ROUGE               
 [880] NEW ORLEANS                METAIRIE                   WESTERVILLE               
 [883] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [886] BATON ROUGE                ALEXANDRIA                 FAIRFIELD                 
 [889] FAIRFIELD                  ALEXANDRIA                 ALEXANDRIA                
 [892] ALEXANDRIA                 ALEXANDRIA                 ALEXANDRIA                
 [895] ALEXANDRIA                 ALEXANDRIA                 ALEXANDRIA                
 [898] ALEXANDRIA                 BATON ROUGE                BATON ROUGE               
 [901] BATON ROUGE                BATON ROUGE                TEMPE                     
 [904] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [907] BATON ROUGE                FORT MYERS                 BATON ROUGE               
 [910] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [913] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [916] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [919] BATON ROUGE                BATON ROUGE                HINCKLEY                  
 [922] NEW ORLEANS                BATON ROUGE                BATON ROUGE               
 [925] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [928] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [931] BATON ROUGE                GRAY                       BATON ROUGE               
 [934] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [937] BATON ROUGE                BATON ROUGE                GRAY                      
 [940] GRAY                       BATON ROUGE                BATON ROUGE               
 [943] ARLINGTON                  ARLINGTON                  ARLINGTON                 
 [946] ARLINGTON                  ARLINGTON                  PALO ALTO                 
 [949] PALO ALTO                  PALO ALTO                  PALO ALTO                 
 [952] PALO ALTO                  GRAPEVINE                  GRAPEVINE                 
 [955] GRAPEVINE                  GRAPEVINE                  BATON ROUGE               
 [958] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [961] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [964] BATON ROUGE                BATON ROUGE                METAIRIE                  
 [967] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [970] BATON ROUGE                NEW ORLEANS                NEW ORLEANS               
 [973] NEW ORLEANS                NEW ORLEANS                BATON ROUGE               
 [976] WASHINGTON                 HAMMOND                    FAIRFIELD                 
 [979] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
 [982] FAIRFIELD                  FAIRFIELD                  FAIRFIELD                 
 [985] FAIRFIELD                  BATON ROUGE                HOUSTON                   
 [988] LAFAYETTE                  BATON ROUGE                BATON ROUGE               
 [991] BATON ROUGE                BATON ROUGE                BATON ROUGE               
 [994] READING                    READING                    BATON ROUGE               
 [997] BATON ROUGE                SAN DIEGO                  SAN DIEGO                 
[1000] BATON ROUGE               
 [ reached getOption("max.print") -- omitted 31452 entries ]
686 Levels:  ABITA SPRINGS ACWORTH ADAMS CENTER ADDIS ADDISON ALBANY ALEXANDRIA ALLEN ALPHARETTA ... ZACHARY

Vendor State

vendor_state = mydata$VENDOR.STATE
vendor_state
   [1] LA LA LA LA LA LA LA LA LA LA LA LA LA CA LA LA LA TX LA NJ LA LA LA LA LA VA VA VA VA PA PA PA ,  LA LA
  [36] LA LA LA DC DC DC DC DC LA LA LA LA LA LA LA LA TX TX LA LA LA LA LA LA LA LA LA LA LA LA NJ NJ NJ NJ NJ
  [71] NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ LA GA LA LA LA LA WI CA CA CA CA
 [106] CA LA LA LA LA NY NY LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA IL MI LA LA LA LA TX TX TX TX TX LA LA
 [141] LA LA TX LA LA LA LA LA LA LA IL LA LA NJ NJ NJ NJ NJ NJ NJ NJ NJ NJ LA LA LA LA LA LA LA LA LA IA IA IA
 [176] IA IA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA MS LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA
 [211] TX TX LA OH OH OH OH LA LA CA CA CA CA IA IA IA IA IA IA IA IA IA IA IA IA IA IA IA IA IA IA IA LA IA IA
 [246] IA IA IA IA IA GA LA LA LA GA LA LA LA LA LA LA LA LA LA LA LA LA NJ NJ LA CA LA LA LA LA LA LA LA LA LA
 [281] TX LA LA LA LA IA IA IA IA IA IA IA IA IA IA IA IA LA LA LA LA TX TX TX CA CA DC TX TX TX TX TX TX LA TX
 [316] TX TX TX TX TX TX LA LA LA LA LA LA LA LA LA LA LA LA LA LA TN TN KS TX TX TX TX FL TX TX TX TX TX TX CO
 [351] IL IL TX TX TX TX TX TX TX TX TX TX LA LA LA LA LA LA LA LA LA OH OH OH OH LA LA LA LA LA LA NC LA LA LA
 [386] WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI WI LA LA LA LA GA GA GA GA GA GA LA LA
 [421] LA LA LA LA LA LA RI RI RI RI RI RI RI RI RI RI RI RI RI LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA
 [456] LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA
 [491] LA LA LA LA LA LA LA LA LA LA LA LA LA LA MO LA LA IA IA LA LA LA WA LA CA LA LA LA LA LA LA TX TX LA LA
 [526] LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA CA CA CA CA
 [561] CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA
 [596] CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA CA LA CA CA CA CA LA FL LA NV LA OH LA LA
 [631] MA MA MA TX TX LA LA TX LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA CA LA LA LA LA LA LA
 [666] LA LA LA LA LA LA LA LA LA LA LA CA LA LA LA LA LA LA LA LA LA LA LA LA LA TX NJ LA LA LA LA TX TX TX TX
 [701] TX TX TX TX LA LA LA FL FL LA LA TX TX TX TX TX TX TX CA CA CA CA CA CA CA CA CA CA CA CA CA LA LA LA , 
 [736] ,  ,  NJ LA LA LA LA LA LA LA LA LA LA LA LA GA GA GA PA PA PA PA PA CA CA CA CA CA TX TX LA LA LA LA LA
 [771] LA GA GA LA KY LA LA LA LA LA LA LA LA LA LA LA MO LA LA LA LA LA LA LA LA LA LA LA CA LA LA LA LA CT LA
 [806] LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA NY NY FL FL FL LA LA LA LA LA LA LA LA VA VA
 [841] VA VA VA VA VA VA VA VA VA VA VA VA VA VA VA VA VA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA
 [876] LA LA LA LA LA LA OH LA LA LA LA LA NJ NJ LA LA LA LA LA LA LA LA LA LA LA LA LA AZ LA LA LA LA FL LA LA
 [911] LA LA LA LA LA LA LA LA LA LA MN LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA VA VA VA
 [946] VA VA CA CA CA CA CA TX TX TX TX LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA LA DC LA NJ NJ NJ
 [981] NJ NJ NJ NJ NJ LA TX LA LA LA LA LA LA PA PA LA LA CA CA LA
 [ reached getOption("max.print") -- omitted 31452 entries ]
49 Levels:  , AL AR AZ CA CD CO CT DC FL GA IA ID IL IN KS KY LA MA MD ME MI MN MO MS NC ND NE NH NJ NM ... WV

vendor zip

vendor_zip = mydata$VENDOR.ZIP
vendor_zip
   [1] 70817      70806      70714      70802      70560-0516 70895      70895      70895      70895     
  [10] 71107      71107      71107      71107      92780      70726      70001      70895      78682     
  [19] 70817      7070       70804-4314 70802-6407 71301      71301      71301      20151      20151     
  [28] 20151      20151      18936      18936      18936      CANADA     71301      71301      71301     
  [37] 70808      70808      20005      20005      20005      20005      20005      70560      70560     
  [46] 70560      70560      70802-6054 70808-3538 70810      70802-6762 77487-0765 77487-0765 70806-1277
  [55] 70808      70814-5003 70814-5003 70814-5003 70814-5003 70814-5003 70814-5003 70814-5003 70814-5003
  [64] 70814-5003 70814-5003 7004       7004       7004       7004       7004       7004       7004      
  [73] 7004       7004       7004       7004       7004       7004       7004       7004       7004      
  [82] 7004       7004       7004       7004       7004       7004       7004       7004       7004      
  [91] 7004       7004       7004       7004       70791      30096      70808      70458      70458     
 [100] 70458      53707-7488 94304      94304      94304      94304      94304      70128      70453-7513
 [109] 70814      70814      14623      14623      70535      70806      70812      70714      70714     
 [118] 70714      70714      70714      70714      70714      70714      70802      70815      70815     
 [127] 70809      60061-9740 48309      70001      70001      70001      70801      78682      78682     
 [136] 78682      78682      78682      70816-4234 70806      70767      70809      78746      70809     
 [145] 70809      70816      71301      71301      70806      70802      60532      70808      70808     
 [154] 7005       7005       7005       7005       7005       7005       7005       7005       7005      
 [163] 7005       70809-1966 70809-1966 70809-1966 70776      70195      70195      70809      70809     
 [172] 70809      52761      52761      52761      52761      52761      70814      70810      70806-5723
 [181] 70529      70801      70802      70054      71301      71301      71301      70448      70448     
 [190] 70808      70802      70802      70130      39602      70809      70809      70809      70739-0315
 [199] 70809      70809      70809      70809      70809      70809      70809      70809      70809     
 [208] 70809      70665      70808      78682      78682      70802      44685      44685      44685     
 [217] 44685      70560-0516 70560-0516 90012      90012      90012      90012      52761      52761     
 [226] 52761      52761      52761      52761      52761      52761      52761      52761      52761     
 [235] 52761      52761      52761      52761      52761      52761      52761      52761      70471-2954
 [244] 52761      52761      52761      52761      52761      52761      52761      30071      71301     
 [253] 71301      71301      30071      70807      70807      70807      70807      70807      70807     
 [262] 70801      70806      70785      70471      70471      70471      7657       7657       70820     
 [271] 92029      70507-2481 70507-2481 70507-2481 70507-2481 70507-2481 70809      70809      70815     
 [280] 70809-0000 75075      70809      70809      70808      70817      52761      52761      52761     
 [289] 52761      52761      52761      52761      52761      52761      52761      52761      52761     
 [298] 70123      70817-1545 70760-2727 70737      78682      78682      78682      93065      92780     
 [307] 20037-1350 78682      78682      78682      78682      78682      78682      70808      78682     
 [316] 78682      78682      78682      78682      78682      78682      70806      70806      70810     
 [325] 70810      70815      70815      70791      70816      70815      70816      70815      70806     
 [334] 70806      70808      37828-0785 37828-0785 66502      78682      78682      78682      78682     
 [343] 32746-4790 78682      78682      78682      78682      78682      78682      80021      60061-9740
 [352] 60061-9740 75002      75002      75002      75002      75002      75002      75002      75002     
 [361] 75002      75002      70806      70806      70123      70128      70817      70806-7916 70124     
 [370] 70806      70806      45458      45458      45458      45458      70808      70817      70726     
 [379] 70726      70810      70810      27292      70806      70802      70118      53154      53154     
 [388] 53154      53154      53154      53154      53154      53154      53154      53154      53154     
 [397] 53154      53154      53154      53154      53154      53154      53154      53154      53154     
 [406] 53154      53154      53154      70560      70560      70006      70801      30106      30106     
 [415] 30106      30106      30106      30106      70802      70816      70816      70806      70806     
 [424] 70806      70806      71301      2893       2893       2893       2893       2893       2893      
 [433] 2893       2893       2893       2893       2893       2893       2893       70809-1966 70809-1966
 [442] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [451] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [460] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [469] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [478] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [487] 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966 70809-1966
 [496] 70809-1966 70809-1966 70560      70560      70560      70560      70560      70560      70560     
 [505] 64121-9335 71301      70816-4024 52761      52761      70714      70122      70122      98104     
 [514] 70560      94304      70808      70815      70122      70122      70122      70122      78682     
 [523] 75075      70815      70815      70815      70814-5003 70802      70802      70791      70816-4018
 [532] 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018
 [541] 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018
 [550] 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 70816-4018 95050      95050     
 [559] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [568] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [577] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [586] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [595] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [604] 95050      95050      95050      95050      95050      95050      95050      95050      95050     
 [613] 95050      95050      95050      95050      95050      70819-2712 90254      90254      90254     
 [622] 90254      70801      32311      70791      89169      70734      45242      70815      70801     
 [631] 1701       1701       1701       78682      78682      70123      70123      78682      70805     
 [640] 70113      70113      70113      70113      70113      70113      70113      70113      70113     
 [649] 70113      70113      70113      70806-7916 70806-7916 70802-6034 70802-6034 70802-6034 70802-6034
 [658] 70802-6034 92121      70704-0707 70704-0707 70806-1502 70806-1502 70806-1502 70806-1502 70806-1502
 [667] 70806-1502 70806-1502 70806-1502 70806-1502 70806-1502 70806-1502 70806-1502 70791-0310 70791-0310
 [676] 70809      92122      70801      70801      70801      70802      70002      70002      70002     
 [685] 70002      70002      70002      70002      70810      70816      78682      8873       70802     
 [694] 70810      70806      70806      76107      76107      76107      76107      76107      76107     
 [703] 76107      76107      70769-0960 70769-0960 70769-0960 33445      33445      70806-1502 70809     
 [712] 78682      78682      78682      78682      78682      78682      78682      92373-8100 92373-8100
 [721] 92373-8100 92373-8100 92373-8100 92373-8100 92373-8100 92373-8100 92373-8100 92373-8100 92373-8100
 [730] 92373-8100 92373-8100 70002      70002      70802-5720 CANADA     CANADA     CANADA     7070      
 [739] 70809      70810-3846 70810-2826 70809      70806-7916 70714      70507-4533 70507-4533 70809-0000
 [748] 70769      70802      70706      30092      30092      30092      17011      17011      17011     
 [757] 17011      19087      94304      94304      94304      94304      94304      78682      78682     
 [766] 70814      70814      70518      70816      70810      70615      30901      30901      70806     
 [775] 40511-2631 70802-2937 70802-2937 70802-2937 70802-2937 70802-2937 70806-4150 70806-4150 70806-4150
 [784] 70806-4150 70806-4150 70806-4150 64014      70806      70802      70802      70802      70801     
 [793] 70802      70123      70808      70808      70807      70810-2879 90008      70816      70802     
 [802] 70806      70835-2126 6702       70704-0157 70809      70817      70817      70817      70817     
 [811] 70817      70817      70817      70817      70817      70817      70817      70817      70817     
 [820] 70817      70817      70817      70817      70817      70810      10977      10977      32726     
 [829] 32726      32726      70809      70809      70809      70809      70802      70802      70802     
 [838] 70802      20151      20151      20151      20151      20151      20151      20151      20151     
 [847] 20151      20151      20151      20151      20151      20151      20151      20151      20151     
 [856] 20151      20151      70776      70776      70776      70776      70776      70776      70776     
 [865] 70776      70776      70776      70776      70776      70776      70776      70776      70776     
 [874] 70776      70802-6407 70809      70123      70809      70805      70114      70002      43082     
 [883] 70817      70817      70817      70817      71301      7004       7004       71301      71301     
 [892] 71301      71301      71301      71301      71301      71301      71301      70820      70814-4018
 [901] 70802      70812      85280      70769      70769      70803-2606 70802-6114 33912      70810     
 [910] 70809      70809      70809      70809      70815      70802      70802      70802      70802     
 [919] 70809-3482 70802      55037      70117      70895-5389 70821      70806      70806      70806     
 [928] 70808      70806      70806      70806      70359      70821      70806      70802      70802     
 [937] 70821      70806      70359      70359      70821      70821      22201      22201      22201     
 [946] 22201      22201      94304      94304      94304      94304      94304      76051      76051     
 [955] 76051      76051      70809-4230 70809-4230 70802      70802      70802      70802      70802     
 [964] 70802      70805      70001      70817      70817      70817      70895-5447 70122      70122     
 [973] 70122      70122      70802      20036      70401      7004       7004       7004       7004      
 [982] 7004       7004       7004       7004       70896-6504 77056      70596-0430 70809      70813     
 [991] 70809      70809      70809      19610      19610      70806      70808      92121      92121     
[1000] 70815     
 [ reached getOption("max.print") -- omitted 31452 entries ]
1361 Levels:  , 01821-3487 01824-4105 01888-3377 02199-7610 02241-4857 02322-9908 06371-1518 ... M5H 2V1

total items

total_items = mydata$TOTAL.ITEMS
total_items
   [1]  1  1  1  1  1  3  3  3  1  4  4  4  4  1  1  1  1  1  1  1  1  1  3  3  3  4  4  4  4  3  3  3  1  3  3
  [36]  3  2  2  5  5  5  5  5  4  4  4  4  1  1  1  1  1  1  1  1  7  7  7  7  7  7  4  4  4  4  7  7  7  7  7
  [71]  7  6  6  6  6  6  6  9  9  9  9  9  9  9  9  9  8  8  8  8  8  8  8  8  1  1  1  1  1  1  1  5  5  5  5
 [106]  5  1  1  1  1  2  2  1  1  1  8  8  8  8  8  8  8  8  1  2  2  1  1  1  3  3  3  1  5  5  5  5  5  1  1
 [141]  1  1  1  1  1  1  2  2  1  1  1  2  2 10 10 10 10 10 10 10 10 10 10  5  5  5  1  2  2  3  3  3  5  5  5
 [176]  5  5  1  1  1  1  1  1  1  3  3  3  2  2  1  1  1  1  1  1  1  1  1  1  9  9  9  9  9  9  9  9  9  1  1
 [211]  2  2  1  4  4  4  4  2  2  4  4  4  4 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19  1  7  7
 [246]  7  7  7  7  7  1  4  4  4  1  6  6  6  6  6  6  1  1  1  3  3  3  2  2  1  1  5  5  5  5  5  2  2  1  1
 [281]  1  2  2  1  1 12 12 12 12 12 12 12 12 12 12 12 12  1  1  1  1  3  3  3  4  1  1  6  6  6  6  6  6  1  1
 [316]  4  4  4  4  2  2  1  1  2  2  2  2  1  1  1  1  1  1  1  1  3  3  1  4  4  4  4  1  4  4  4  4  2  2  1
 [351]  2  2 21 21 21 21 21 21 21 21 21 21  2  2  1  1  1  1  1  1  1  4  4  4  4  1  1  2  2  2  2  1  1  1  1
 [386] 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23  2  2  1  1  6  6  6  6  6  6  1  2
 [421]  2  3  3  3  1  2 13 13 13 13 13 13 13 13 13 13 13 13 13 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58
 [456] 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58 58
 [491] 58 58 58 58 58 58 58  8  8  8  8  8  8  8  1  3  1  2  2  1  2  2  1  1  1  1  1  4  4  4  4  2  1  3  3
 [526]  3  1  1  1  1 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 27 61 61 61 61
 [561] 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61
 [596] 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61 61  1  9  9  9  9  1  1  1  1  1  1  1  1
 [631]  3  3  3  2  2  2  2  1  1 13 13 13 13 13 13 13 13 13 13 13 13  2  2  9  9  9  9  9  1  2  2 12 12 12 12
 [666] 12 12 12 12 12 12 12 12  2  2  1  1  3  3  3  1  8  8  8  8  8  8  8  1  1  1  1  1  1  2  2  8  8  8  8
 [701]  8  8  8  8  3  3  3  5  5  1  1  7  7  7  7  7  7  7 14 14 14 14 14 14 14 14 14 14 14 14 14  4  4  1  3
 [736]  3  3  1  1  1  1  2  1  1  1  1  1  1  1  1  3  3  3  4  4  4  4  1  5  5  5  5  5  2  2  2  2  1  1  1
 [771]  1  2  2  1  1  5  5  5  5  5  6  6  6  6  6  6  1  1  3  3  3  1  1  1  1  1  1  1  1  1  1  1  1  1  1
 [806]  1 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18  1  3  3  3  3  3  5  5  5  5  4  4  4  4 19 19
 [841] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17  1
 [876]  1  1  1  1  1  1  1  4  4  4  4  3  2  2  5  5  5  5  5  4  4  4  4  1  1  1  1  1  1  1  1  1  1  1  6
 [911]  6  6  6  1  4  4  4  4  1  1  1  1  1  1  3  3  3  1  2  2  1  1  1  1  2  2  1  1  2  2  1  1  5  5  5
 [946]  5  5  5  5  5  5  5  4  4  4  4  2  2  6  6  6  6  6  6  1  1  3  3  3  1  4  4  4  4  1  1  1  4  4  6
 [981]  6  6  6  6  6  1  1  1  1  1  4  4  4  2  2  1  1  2  2  4
 [ reached getOption("max.print") -- omitted 31452 entries ]

item unit cost

item_unit_cost = mydata$ITEM.UNIT.COST
item_unit_cost
   [1]     302.51    3544.00  100000.00  172500.00  590812.00  890000.00 2000000.00 1310000.00 1818505.00
  [10]     202.52     202.52     208.60     235.61    1740.00  238895.00 2777705.75 2500000.00    1371.25
  [19]  593337.50   11834.00     385.00    6450.00     570.00    3973.00   18238.00     111.85       7.16
  [28]     235.61    2789.00     748.00    1762.00   24898.00    6791.00     365.00    4531.00   20902.00
  [37]   65199.00   24801.00     153.89    1790.88     153.89     323.99     444.69     111.69       6.00
  [46]     199.00   23134.00    9600.00    9800.00    9600.00    9800.00     407.00     299.00    4500.00
  [55]    4500.00     350.00      36.00     195.00      28.50      28.00    2250.00      58.76     168.19
  [64]      49.67     336.44       0.00       9.95      22.00      21.00      18.00     254.17       0.00
  [73]       9.95      22.00      21.00      18.00     254.17       0.04       0.00      23.00      24.06
  [82]       9.95      22.00      21.00      18.00     287.59       0.04       0.00      23.00      24.06
  [91]       9.95      22.00      18.00     287.59   28284.50   40417.00    9950.00    6000.00    5000.00
 [100]    2000.00  110257.89     107.38     107.38     107.38      83.15     413.08   33976.00   50000.00
 [109] 1583625.05  138283.15     550.00     550.00   12539.87    5000.00    5000.00     700.80     464.00
 [118]     380.00     982.80     480.00     576.00     691.20     836.00   16000.00     290.40     498.60
 [127]   22925.00    1699.00   18528.00     163.00     789.00    1189.00   17500.00      42.99      27.99
 [136]     258.89     331.52    1037.66      45.78   22688.40      72.00     186.90    2300.00     186.90
 [145]     186.90    6794.00     628.00   28164.00   14760.00   16000.00   17500.00    4950.00    4950.00
 [154]    1913.00      70.00    1795.00    1913.00      70.00    1795.00    1913.00    1795.00      70.00
 [163]    1795.00      35.00       8.40       8.40       0.69    8971.00   40156.00     145.00    1470.00
 [172]   13800.00     492.57     923.62     165.00     480.37     601.50    4554.00   16000.00  284127.64
 [181]   15000.00  199050.00     960.00   22000.00       2.00     100.00   23884.00     400.00    7078.00
 [190]   90000.00   11500.00  407000.00    1600.00    7194.00   11925.00   24300.00   23700.00   15950.00
 [199]   13750.00     750.00      84.00     104.00   13071.00   11617.00   10303.00    9159.00    6888.00
 [208]    6225.00       4.76   17360.00     242.79    1083.46   16900.00     133.30     133.30     133.30
 [217]     133.30  925843.88 9063156.12    1102.50     165.38    5149.78   49670.34     242.97     242.97
 [226]     351.78     351.78      16.12      94.87      94.87      73.44      94.87      75.37      75.37
 [235]     573.75     573.75     460.12     460.12     122.25     122.25     562.12     562.12   14970.00
 [244]     308.88     127.87     200.62      31.96     190.87     124.12     329.55   42403.51     365.00
 [253]    4531.00   20902.00   27334.87       7.10       6.10       5.10       5.10       5.10       5.10
 [262]   75000.00    8000.00  684900.00     750.00    3749.00    6819.00     995.00    4995.00   75000.00
 [271]   14910.00       6.00       6.00     155.00     155.00      75.00    3359.42   13437.67     240.00
 [280]    3200.00   13265.00     155.00    2328.70   15750.00     129.00     280.12     310.50      99.00
 [289]     291.37     216.84     109.87      64.12     382.12     372.75     214.87     537.70     211.77
 [298]   22000.00   40000.00   17475.00   13600.00     242.79      42.99    1324.54   16890.00    3400.00
 [307]   20832.50      25.02     166.74     889.00      25.02     166.74     826.11   27850.00    1294.20
 [316]     242.79      25.02     166.74    1135.15     195.74    1485.28   24106.00  424615.00      37.00
 [325]     850.00    3800.00    4400.00    5000.00    5000.00    5000.00    5000.00    8500.00     175.00
 [334]   24817.00  192412.00     704.17     500.00  130995.17      31.18     242.79     195.74    1458.28
 [343]   30060.00     123.24    1550.27     123.24    1550.27     242.79     242.79     982.88     315.00
 [352]    8262.19     200.00     300.00     990.00      97.50     643.72     135.00      85.00      11.00
 [361]      11.00    1291.93    2610.00    5040.00    7717.00   26998.00   17455.50   10000.00  150300.00
 [370]  299332.00   81487.00     600.00    3000.00   40296.00   29763.00  281208.00   15000.00  455482.00
 [379] 4189492.00     395.00    4590.00    3400.00  334202.00    1455.33   49126.00     140.00    1350.00
 [388]     657.00    1015.00    1134.00    1015.00     455.00    1350.00    2009.00     594.00     136.00
 [397]     136.00     136.00     136.00     856.00     498.00      82.00      82.00      82.00      82.00
 [406]     114.00     709.00     238.00   29589.00   29589.00   18000.00   15000.00      60.00     475.00
 [415]      95.00    1500.00      10.00     250.00  700000.00     799.00    5675.00  715882.00   18005.19
 [424]   16112.81  206024.00   23884.00     395.00      32.00     734.00     225.00       8.00      69.00
 [433]      15.00      15.00       7.50       7.00       6.50      12.00      36.00      13.16      24.67
 [442]      21.62      68.62      53.34      62.98      53.34      65.56      55.46     571.05     202.80
 [451]      35.48      17.86      59.69      19.03      22.56      16.21      12.22       4.93      88.12
 [460]     178.13     178.83     171.78     162.62     144.52     133.71     119.85      85.07     168.02
 [469]     168.02     325.00     205.86     199.51     233.35     204.92     174.37     233.59     167.79
 [478]     271.19     259.44     242.28     228.65     288.58     244.63     233.59     223.01     212.44
 [487]       3.52     118.67     110.68     244.63      78.02      33.60      31.72      10.81      10.81
 [496]      49.82      16.68     375.00     945.00     261.00     755.00     660.00   10389.00   20241.00
 [505]    6000.00   23884.00    6841.78     283.14     216.84    4326.88       8.00     329.99   14161.00
 [514]   49570.00   13716.84   17120.00   40000.00     424.49     978.75     602.02     300.63     303.29
 [523]   24635.00     401.04    4398.89    1515.89     595.00   10000.00   46400.00    1800.00     508.00
 [532]     120.00     120.00     118.00    1220.00       1.00     362.00     236.00     639.00     123.00
 [541]     129.00      39.00     559.00     349.00      37.00      74.00      44.00      61.00       2.00
 [550]     338.00     242.00      79.00     190.00     405.00     387.00     446.00    1975.00      19.60
 [559]       2.53      37.00      26.75      22.75     695.00     183.00     202.00     107.00      40.00
 [568]      68.50     182.00     144.00     158.00     134.00     565.00     165.00     460.00     430.00
 [577]      16.50     196.00     121.00      83.00      72.00      46.00      33.25      25.25      22.75
 [586]     250.00     149.00     105.00     980.00     263.00     465.00    1650.00      33.10      23.25
 [595]      85.00    1058.00      13.25     149.00    1715.00    6005.00       4.75      32.60       2.40
 [604]      13.25      26.80      22.85      18.65      18.65      18.65      18.65     501.50       2.40
 [613]      26.60      22.75     240.00     220.00    1572.00   96267.00    5000.00    5000.00   10000.00
 [622]    2000.00   56000.00   17650.00   17400.00   12000.00   12786.00      50.68   17300.00    4400.00
 [631]     600.00   16605.00    1383.75     242.79    1890.39    2000.00  147247.00   10367.42   13324.35
 [640]  100911.28  272722.71  299085.00   38309.88   90457.46   97112.67  314817.27  260086.83  372493.19
 [649]    8268.28   84651.52   61083.91  395320.00 1661645.00    3440.00    3440.00    5200.00    5200.00
 [658]    2600.00    7120.00   21800.00   50880.00     750.00     750.00     750.00     750.00     275.00
 [667]    4134.00     498.00    1002.00     516.00     656.00     275.00    4786.00   16300.00   65210.00
 [676]   10000.00    1474.00    2132.00    2132.00    1066.00    6000.00     200.00    7897.09   32369.19
 [685]    1674.00    9139.53    4812.75   27078.49    5000.00    5000.00     144.49      10.56   22781.00
 [694]    5419.00    4994.00  208069.00      50.00      18.50      15.00      13.50      13.50      11.60
 [703]      10.00       8.15      75.00      85.00    1250.00     568.00       4.19     117.61    4295.00
 [712]      42.89      35.74     142.99     159.49    1459.26      49.59      48.70    4575.34    2068.49
 [721]   10000.00     105.48     175.00    1500.00     500.00     500.00     500.00    1200.00    1500.00
 [730]    1200.00    3000.00      85.60    1271.00   12000.00     400.00    1750.00    8137.00   10282.00
 [739]   15600.00   22800.00 1100000.00  142000.00   16227.00   62500.00     649.00     234.50    2083.00
 [748]   16200.00   14800.00     100.00     183.33     220.00    2099.00   12080.00     938.52    5056.00
 [757]    2780.00   39817.89    4967.08    1239.42     217.00     584.22    2023.08     381.00     242.79
 [766]  249812.64   50187.36    4170.00     240.00   16800.00     100.00     137.50    9900.00     100.00
 [775]    3725.00     605.00     730.00    1027.00    1034.00     795.00      90.00     175.00     110.00
 [784]     110.00     285.00     180.00   28055.69   50000.00   15743.30    4335.00   18207.56   65250.00
 [793]    5579.80   10896.00   19200.00   12000.00   15000.00   10000.00    1027.20   21336.00   25000.00
 [802]   25000.00   25000.00   24100.00    2400.00   17500.00     125.00      54.00     296.10     125.00
 [811]     719.10     125.00      75.60     107.10      44.10     584.10     125.00      44.10     107.10
 [820]     674.10     125.00      75.60      89.10    1079.10    7840.00     417.75    4847.00     300.00
 [829]       8.00     469.00      24.86       0.45       0.40     199.90   68812.13   47141.72   33866.15
 [838]     180.00    7447.49    6870.48   36374.36    2728.08    2728.08   18187.19   13640.41    9093.59
 [847]    7041.53    3520.78    1056.24    2112.50    2101.90    1056.24   10562.27    2112.50   14083.04
 [856]    1056.24   10273.49       1.60       1.60     652.00      10.70     130.00     624.00       5.33
 [865]     122.00     148.00    1100.00    2450.00    2190.00       6.00      12.71      17.68      25.00
 [874]     100.00   15800.00   17000.00   90000.00   10500.00    5000.00    5000.00   39000.00   17745.00
 [883]     100.00     350.00     350.00     350.00   23884.00       0.04     287.45     870.00     950.00
 [892]    1155.00    3973.00   18238.00     595.00     395.00     628.00   28164.00    2400.00   10096.12
 [901]   10096.12   12980.77   12500.00    7400.00   32400.00    5490.00   12000.00   12000.00   75000.00
 [910]    5000.00    2370.65    1250.00    2370.65   16400.00   10672.89   19124.75   17062.36    9433.00
 [919]   96000.00   48000.00  393750.00  150000.00    5000.00  114500.00    1550.77  146927.56     561.67
 [928]   30000.00  308670.00  491330.00   59900.00    5833.33   48000.00   40000.00   16139.00   93861.00
 [937]   80000.00   48000.00     200.00    4583.33   20200.00   38500.00      18.00      18.00      20.00
 [946]       7.00     269.00     199.99      19.20      19.20      40.82      19.20     742.40     654.40
 [955]     548.80    7636.00    1098.00    1199.00    4421.55     735.00    6450.00    9570.00    1950.00
 [964]    2500.00    5220.00     102.70      54.00     125.00     517.50   19944.00       5.28      19.36
 [973]      28.42     363.16   24000.00   17500.00   16964.00       9.49     296.48       0.00     254.17
 [982]       0.00      93.34       0.00      93.34   30000.00  125000.00   15136.50     186.90    2300.00
 [991]    3565.15    2572.12   26020.41       8.87      76.80   17500.00   60000.00    6370.89   17800.00
[1000]    6997.68
 [ reached getOption("max.print") -- omitted 31452 entries ]

item total cost

item_total_cost = mydata$ITEM.TOTAL.COST
item_total_cost
   [1]     302.51    7088.00  100000.00  172500.00  590812.00  890000.00 2000000.00 1310000.00 1818505.00
  [10]    1012.60    1012.60    3129.00    1178.05   15660.00  238895.00 2777705.75 2500000.00   41137.50
  [19]  593337.50   11834.00    2310.00    6450.00    2280.00   15892.00   72952.00     559.25      71.60
  [28]    2356.10   13945.00    1496.00    3524.00   24898.00   13582.00     365.00    4531.00   20902.00
  [37]   65199.00   24801.00    3077.80    1790.88    3077.80    8423.74    7115.04     335.07      18.00
  [46]     597.00   69402.00    9600.00    9800.00    9600.00    9800.00   10582.00    9867.00    4500.00
  [55]    4500.00    1400.00     144.00     780.00     114.00     224.00    9000.00      58.76    1681.90
  [64]     993.40    3364.40      20.00      59.70     132.00     126.00     108.00    1525.02      20.00
  [73]      59.70     132.00     126.00     108.00    1525.02      88.75      16.50     138.00     144.36
  [82]      59.70     132.00     126.00     108.00    1725.54      96.25      16.50     138.00     144.36
  [91]      59.70     132.00     108.00    1725.54   28284.50   40417.00    9950.00    6000.00    5000.00
 [100]    2000.00  110257.89     107.38     107.38     107.38      83.15     413.08   33976.00   50000.00
 [109] 1583625.05  138283.15    7425.00    7425.00   12539.87    5000.00    5000.00    4204.80    2784.00
 [118]    2280.00    5896.80    2880.00    3456.00    4147.20    5016.00   16000.00    1742.40    2991.60
 [127]   22925.00  212375.00   18528.00   11084.00    3156.00   20213.00   17500.00     429.90     279.90
 [136]    5177.80    3315.20   10376.60    5493.60   22688.40   79999.92    1121.40    2300.00    1121.40
 [145]    1121.40   13588.00    3140.00  140820.00   14760.00   16000.00   17500.00    4950.00    4950.00
 [154]    1913.00    2170.00    1795.00    1913.00    1540.00    1795.00    1913.00    1795.00   13510.00
 [163]    1795.00      35.00     126.00     336.00   59999.71    8971.00   40156.00     580.00    1470.00
 [172]   13800.00    5910.84     923.62     330.00     480.37    1203.00   36432.00   16000.00  284127.64
 [181]   15000.00  199050.00   11520.00   22000.00       8.00     100.00   23884.00     400.00    7078.00
 [190]   90000.00   11500.00  407000.00    1600.00    7194.00   11925.00   24300.00   23700.00   15950.00
 [199]   13750.00     750.00     504.00     624.00   13071.00   11617.00   10303.00    9159.00    6888.00
 [208]    6225.00    9996.00   17360.00     242.79    1083.46   16900.00    1333.00    1333.00    2399.40
 [217]    3199.20  925843.88 9063156.12    1102.50     165.38    5149.78   49670.34     485.94     971.88
 [226]     351.78     703.56      80.60      94.87      94.87     220.32      94.87      75.37     150.74
 [235]     573.75    1147.50     460.12     920.24     122.25     244.50     562.12    1124.24   14970.00
 [244]    1235.52     127.87     200.62      63.92     381.74     248.24    6591.00   42403.51     365.00
 [253]    4531.00   20902.00   27334.87      35.50      61.00     204.00     280.50     433.50     306.00
 [262]   75000.00    8000.00  684900.00     750.00    3749.00    6819.00     995.00    4995.00   75000.00
 [271]   14910.00    1500.00    1500.00   38750.00   38750.00   18750.00    3359.42   13437.67    1920.00
 [280]    3200.00   13265.00     465.00    6986.10   15750.00     129.00     280.12     621.00      99.00
 [289]     291.37    4770.48     109.87     128.24     382.12    2236.50     429.74    1075.40    1270.62
 [298]   22000.00   40000.00   17475.00   13600.00    2427.90     429.90   13245.40   16890.00    3400.00
 [307]  166660.00      50.04     333.48    1778.00     250.20    1667.40    8261.10   27850.00   25884.00
 [316]    2427.90     250.20    1667.40   11351.50     195.74    1485.28   24106.00  424615.00   27602.00
 [325]    1700.00    3800.00    4400.00    5000.00    5000.00    5000.00    5000.00    8500.00    1575.00
 [334]   24817.00  192412.00    5633.36     500.00  130995.17      31.18     242.79     195.74    1458.28
 [343]   30060.00     123.24    1550.27     246.48    3100.54     242.79     485.58     982.88    3150.00
 [352]    8262.19     200.00     300.00    9900.00     975.00    6437.20    1350.00     850.00     440.00
 [361]     110.00   12919.30    2610.00    5040.00    7717.00   26998.00   17455.50   10000.00  150300.00
 [370]  299332.00   81487.00     600.00    3000.00   40296.00   29763.00  281208.00   15000.00  455482.00
 [379] 4189492.00    1975.00    4590.00   34000.00  334202.00   17463.96   49126.00     140.00    1350.00
 [388]     657.00    1015.00    1134.00    1015.00     455.00    1350.00    2009.00     594.00     136.00
 [397]     136.00     136.00     136.00     856.00     498.00      82.00      82.00      82.00      82.00
 [406]     114.00     709.00     238.00   29589.00   29589.00   18000.00   15000.00      60.00     475.00
 [415]    1235.00    1500.00     120.00    3000.00  700000.00     799.00    5675.00  715882.00   18005.19
 [424]   16112.81  206024.00   23884.00     395.00     256.00     734.00     225.00     240.00     690.00
 [433]      30.00      30.00     112.50     105.00      97.50     120.00     360.00      13.16      24.67
 [442]      21.62      68.62     480.06      62.98     160.02     131.12     277.30     571.05    1419.60
 [451]     141.92      35.72      59.69      19.03      90.24     129.68      61.10      34.51     176.24
 [460]     178.13     178.83     171.78     162.62     289.04     267.42     119.85     255.21     672.08
 [469]     840.10     325.00     411.72     399.02     233.35     409.84     348.74     700.77     503.37
 [478]     271.19     518.88     242.28     228.65     288.58     733.89    1167.95     223.01     849.76
 [487]      21.12     118.67     110.68     489.26      78.02     134.40     253.76     205.39     194.58
 [496]      99.64      83.40     375.00     945.00     261.00     755.00     660.00   10389.00   20241.00
 [505]    6000.00   23884.00    6841.78    1415.70    2168.40    4326.88       8.00    1979.94   14161.00
 [514]   49570.00   13716.84   17120.00   40000.00    1273.47    4893.75    3010.10     601.26    9705.28
 [523]   24635.00    3208.32   35191.12   12127.12   35700.00   10000.00   46400.00    1800.00     508.00
 [532]    6000.00     600.00     590.00    6100.00      10.00     362.00     236.00    2556.00     123.00
 [541]     129.00      78.00     559.00     349.00     185.00     370.00     176.00      61.00      32.00
 [550]     338.00    1936.00     158.00     190.00     405.00     387.00     446.00    1975.00     235.20
 [559]     126.50     370.00     668.75     910.00     695.00     183.00     202.00     214.00      40.00
 [568]      68.50     182.00     144.00     158.00     134.00     565.00     165.00     460.00     860.00
 [577]     247.50    1176.00     726.00     498.00     720.00     460.00     831.25     631.25     910.00
 [586]    1000.00     596.00     420.00     980.00     263.00    1860.00    1650.00      33.10      46.50
 [595]     170.00    4232.00      53.00     596.00    1715.00    6005.00     166.25     326.00      84.00
 [604]     463.75     536.00     685.50     373.00     373.00     373.00     652.75   17552.50      24.00
 [613]     106.40     204.75    2400.00    2200.00   15720.00  192534.00    5000.00    5000.00   10000.00
 [622]   30000.00   56000.00   17650.00   17400.00   12000.00   12786.00   25342.45   17300.00    4400.00
 [631]     600.00   16605.00   83025.00     242.79    1890.39    2000.00  147247.00   10367.42   13324.35
 [640]  100911.28  272722.71  299085.00   38309.88   90457.46   97112.67  314817.27  260086.83  372493.19
 [649]    8268.28   84651.52   61083.91  395320.00 1661645.00    3440.00    3440.00    5200.00    5200.00
 [658]    2600.00    7120.00   21800.00   50880.00     750.00     750.00     750.00     750.00     275.00
 [667]    4134.00     498.00    1002.00     516.00     656.00     275.00    4786.00   16300.00   65210.00
 [676]   10000.00   10318.00    2132.00    2132.00    1066.00    6000.00     200.00    7897.09   32369.19
 [685]    1674.00    9139.53    4812.75   27078.49    5000.00    5000.00     288.98   31690.56   22781.00
 [694]    5419.00    4994.00  208069.00      50.00      55.50     390.00     877.50    1093.50     939.60
 [703]    1800.00    1222.50      75.00     170.00    1250.00     568.00   12570.00    1058.49    4295.00
 [712]     128.67     107.22     428.97     956.94    4377.78      49.59      97.40    4575.34    2068.49
 [721]   10000.00   15822.00   17500.00    1500.00     500.00     500.00     500.00    6000.00    1500.00
 [730]    1200.00    3000.00     256.80    3813.00   12000.00     400.00    1750.00    8137.00   10282.00
 [739]   15600.00   22800.00 1100000.00  142000.00   16227.00   62500.00    7139.00   10787.00   20830.00
 [748]   16200.00   14800.00     300.00     183.33    3740.00    2099.00   36240.00    2815.56   15168.00
 [757]    8340.00   39817.89    9934.16    2478.84     868.00    1168.44    4046.16    1143.00     728.37
 [766]  249812.64   50187.36    4170.00    2880.00   16800.00     300.00     962.50    9900.00     300.00
 [775]    3725.00    4840.00    5840.00    8216.00    8272.00    6360.00     540.00    2100.00     660.00
 [784]     660.00    1710.00    2160.00   84167.07   50000.00   15743.30    4335.00   18207.56   65250.00
 [793]    5579.80   21792.00   19200.00   12000.00   15000.00   10000.00   30816.00   21336.00   25000.00
 [802]   25000.00   25000.00   24100.00    2400.00   17500.00     500.00     702.00    3849.30     750.00
 [811]    1438.20    3000.00     302.40     107.10      44.10    3504.60    1000.00      88.20     214.20
 [820]    1348.20    2250.00     151.20     178.20    3237.30    7840.00    1671.00   19388.00     300.00
 [829]      96.00    5628.00     223.74       0.45       0.40    1799.10   68812.13   47141.72   33866.15
 [838]     180.00    7447.49    6870.48   36374.36    2728.08    2728.08   18187.19   13640.41    9093.59
 [847]    7041.53    3520.78    1056.24    2112.50    2101.90    1056.24   10562.27    2112.50   14083.04
 [856]    1056.24   10273.49       1.60       1.60     652.00      10.70     130.00     624.00       5.33
 [865]     122.00     148.00    1100.00    2450.00    2190.00     102.00      12.71      17.68      25.00
 [874]     600.00   15800.00   17000.00   90000.00   10500.00    5000.00    5000.00   39000.00   17745.00
 [883]     100.00     350.00    1050.00    2800.00   23884.00     274.79    3449.40     870.00     950.00
 [892]    1155.00    3973.00   18238.00     595.00     395.00     628.00   28164.00    2400.00   10096.12
 [901]   10096.12   12980.77   12500.00    7400.00   32400.00    5490.00   12000.00   12000.00   75000.00
 [910]    5000.00    2370.65    7500.00    7111.95   16400.00   10672.89   19124.75   17062.36    9433.00
 [919]   96000.00   48000.00  393750.00  150000.00    5000.00  114500.00    1550.77  146927.56     561.67
 [928]   30000.00  308670.00  491330.00   59900.00   69999.96   48000.00   40000.00   16139.00   93861.00
 [937]   80000.00   48000.00    2400.00   54999.96   20200.00   38500.00     144.00     144.00     160.00
 [946]      56.00    2152.00     199.99      38.40      38.40      81.64      38.40     742.40     654.40
 [955]     548.80    7636.00    1098.00    1199.00    4421.55     735.00    6450.00    9570.00    1950.00
 [964]    2500.00    5220.00    1232.40   12582.00   29125.00     517.50   19944.00      95.04     348.48
 [973]     511.56    6536.88   24000.00   17500.00   16964.00      94.90    2964.80      16.00    2287.53
 [982]      18.00     840.06      18.00     840.06   30000.00  125000.00   15136.50    1495.20    2300.00
 [991]    3565.15    2572.12   26020.41     718.47    6220.80   17500.00   60000.00    6370.89   17800.00
[1000]   69976.80
 [ reached getOption("max.print") -- omitted 31452 entries ]

unique id

unique_ID = mydata$UNIQUE.ID
unique_ID
   [1] VO0141510001 RQ0374370001 RQ0329620001 RQ0297510001 PO1708480001 PO1708470003 PO1708470002 PO1708470001
   [9] PO1708460001 PO1708450004 PO1708450003 PO1708450002 PO1708450001 PO1708440001 PO1708430001 PO1708420001
  [17] PO1708410001 PO1708400001 PO1708390001 PO1708380001 PO1708370001 PO1708360001 PO1708350003 PO1708350002
  [25] PO1708350001 PO1708340004 PO1708340003 PO1708340002 PO1708340001 PO1708330003 PO1708330002 PO1708330001
  [33] PO1708320001 PO1708310003 PO1708310002 PO1708310001 PO1708300002 PO1708300001 PO1708290005 PO1708290004
  [41] PO1708290003 PO1708290002 PO1708290001 PO1708280004 PO1708280003 PO1708280002 PO1708280001 PO1708270001
  [49] PO1708260001 PO1708250001 PO1708240001 PO1708230001 PO1708220001 PO1708210001 PO1708200001 PO1708190007
  [57] PO1708190005 PO1708190004 PO1708190003 PO1708190002 PO1708190001 PO1708180004 PO1708180003 PO1708180002
  [65] PO1708180001 PO1708170007 PO1708170006 PO1708170005 PO1708170004 PO1708170002 PO1708170001 PO1708160006
  [73] PO1708160005 PO1708160004 PO1708160003 PO1708160002 PO1708160001 PO1708150009 PO1708150008 PO1708150007
  [81] PO1708150006 PO1708150005 PO1708150004 PO1708150003 PO1708150002 PO1708150001 PO1708140008 PO1708140007
  [89] PO1708140006 PO1708140005 PO1708140004 PO1708140003 PO1708140002 PO1708140001 PO1708130001 PO1708120001
  [97] PO1708110001 PO1708100001 PO1708090001 PO1708080001 PO1708070001 PO1708060005 PO1708060004 PO1708060003
 [105] PO1708060002 PO1708060001 PO1708050001 PO1708040001 PO1708030001 PO1708020001 PO1708010002 PO1708010001
 [113] PO1708000001 PO1707990001 PO1707980001 PO1707970008 PO1707970007 PO1707970006 PO1707970005 PO1707970004
 [121] PO1707970003 PO1707970002 PO1707970001 PO1707960001 PO1707950002 PO1707950001 PO1707940001 PO1707930001
 [129] PO1707920001 PO1707910003 PO1707910002 PO1707910001 PO1707900001 PO1707890005 PO1707890004 PO1707890003
 [137] PO1707890002 PO1707890001 PO1707880001 PO1707870001 PO1707860001 PO1707850001 PO1707840001 PO1707830001
 [145] PO1707820001 PO1707810001 PO1707800002 PO1707800001 PO1707790001 PO1707780001 PO1707770001 PO1707760002
 [153] PO1707760001 PO1707750010 PO1707750009 PO1707750008 PO1707750007 PO1707750006 PO1707750005 PO1707750004
 [161] PO1707750003 PO1707750002 PO1707750001 PO1707740005 PO1707740002 PO1707740001 PO1707730001 PO1707720002
 [169] PO1707720001 PO1707710003 PO1707710002 PO1707710001 PO1707700005 PO1707700004 PO1707700003 PO1707700002
 [177] PO1707700001 PO1707690001 PO1707680001 PO1707670001 PO1707660001 PO1707650001 PO1707640001 PO1707630001
 [185] PO1707620003 PO1707620002 PO1707620001 PO1707610002 PO1707610001 PO1707600001 PO1707590001 PO1707580001
 [193] PO1707570001 PO1707560001 PO1707550001 PO1707540001 PO1707530001 PO1707520001 PO1707510001 PO1707500009
 [201] PO1707500008 PO1707500007 PO1707500006 PO1707500005 PO1707500004 PO1707500003 PO1707500002 PO1707500001
 [209] PO1707490001 PO1707480001 PO1707470002 PO1707470001 PO1707460001 PO1707450004 PO1707450003 PO1707450002
 [217] PO1707450001 PO1707440002 PO1707440001 PO1707430004 PO1707430003 PO1707430002 PO1707430001 PO1707420019
 [225] PO1707420018 PO1707420017 PO1707420016 PO1707420015 PO1707420014 PO1707420013 PO1707420012 PO1707420011
 [233] PO1707420010 PO1707420009 PO1707420008 PO1707420007 PO1707420006 PO1707420005 PO1707420004 PO1707420003
 [241] PO1707420002 PO1707420001 PO1707410001 PO1707400007 PO1707400006 PO1707400005 PO1707400004 PO1707400003
 [249] PO1707400002 PO1707400001 PO1707390001 PO1707380003 PO1707380002 PO1707380001 PO1707370001 PO1707360006
 [257] PO1707360005 PO1707360004 PO1707360003 PO1707360002 PO1707360001 PO1707350001 PO1707340001 PO1707330001
 [265] PO1707320003 PO1707320002 PO1707320001 PO1707310002 PO1707310001 PO1707300001 PO1707290001 PO1707280005
 [273] PO1707280004 PO1707280003 PO1707280002 PO1707280001 PO1707270002 PO1707270001 PO1707260001 PO1707250001
 [281] PO1707240001 PO1707230002 PO1707230001 PO1707220001 PO1707210001 PO1707200012 PO1707200011 PO1707200010
 [289] PO1707200009 PO1707200008 PO1707200007 PO1707200006 PO1707200005 PO1707200004 PO1707200003 PO1707200002
 [297] PO1707200001 PO1707190001 PO1707180001 PO1707170001 PO1707160001 PO1707150003 PO1707150002 PO1707150001
 [305] PO1707140001 PO1707130001 PO1707120001 PO1707110006 PO1707110005 PO1707110004 PO1707110003 PO1707110002
 [313] PO1707110001 PO1707100001 PO1707090001 PO1707080004 PO1707080003 PO1707080002 PO1707080001 PO1707070002
 [321] PO1707070001 PO1707060001 PO1707050001 PO1707040002 PO1707040001 PO1707030002 PO1707030001 PO1707020001
 [329] PO1707010001 PO1707000001 PO1706990001 PO1706980001 PO1706970001 PO1706960001 PO1706950001 PO1706940002
 [337] PO1706940001 PO1706930001 PO1706920004 PO1706920003 PO1706920002 PO1706920001 PO1706910001 PO1706900004
 [345] PO1706900003 PO1706900002 PO1706900001 PO1706890002 PO1706890001 PO1706880001 PO1706870002 PO1706870001
 [353] PO1706860021 PO1706860020 PO1706860016 PO1706860007 PO1706860006 PO1706860005 PO1706860004 PO1706860003
 [361] PO1706860002 PO1706860001 PO1706850002 PO1706850001 PO1706840001 PO1706830001 PO1706820001 PO1706810001
 [369] PO1706800001 PO1706790001 PO1706780001 PO1706770004 PO1706770003 PO1706770002 PO1706770001 PO1706760001
 [377] PO1706750001 PO1706740002 PO1706740001 PO1706730002 PO1706730001 PO1706720001 PO1706710001 PO1706700001
 [385] PO1706690001 PO1706680023 PO1706680022 PO1706680021 PO1706680020 PO1706680019 PO1706680018 PO1706680017
 [393] PO1706680016 PO1706680015 PO1706680014 PO1706680013 PO1706680012 PO1706680011 PO1706680010 PO1706680009
 [401] PO1706680008 PO1706680007 PO1706680006 PO1706680005 PO1706680004 PO1706680003 PO1706680002 PO1706680001
 [409] PO1706670002 PO1706670001 PO1706660001 PO1706650001 PO1706640006 PO1706640005 PO1706640004 PO1706640003
 [417] PO1706640002 PO1706640001 PO1706630001 PO1706620002 PO1706620001 PO1706610003 PO1706610002 PO1706610001
 [425] PO1706600001 PO1706590001 PO1706580013 PO1706580012 PO1706580011 PO1706580010 PO1706580009 PO1706580008
 [433] PO1706580007 PO1706580006 PO1706580005 PO1706580004 PO1706580003 PO1706580002 PO1706580001 PO1706570058
 [441] PO1706570057 PO1706570056 PO1706570055 PO1706570054 PO1706570053 PO1706570052 PO1706570051 PO1706570050
 [449] PO1706570049 PO1706570048 PO1706570047 PO1706570046 PO1706570045 PO1706570044 PO1706570043 PO1706570042
 [457] PO1706570041 PO1706570040 PO1706570039 PO1706570038 PO1706570037 PO1706570036 PO1706570035 PO1706570034
 [465] PO1706570033 PO1706570032 PO1706570031 PO1706570030 PO1706570029 PO1706570028 PO1706570027 PO1706570026
 [473] PO1706570025 PO1706570024 PO1706570023 PO1706570022 PO1706570021 PO1706570020 PO1706570019 PO1706570018
 [481] PO1706570017 PO1706570016 PO1706570015 PO1706570014 PO1706570013 PO1706570012 PO1706570011 PO1706570010
 [489] PO1706570009 PO1706570008 PO1706570007 PO1706570006 PO1706570005 PO1706570004 PO1706570003 PO1706570002
 [497] PO1706570001 PO1706560007 PO1706560006 PO1706560005 PO1706560004 PO1706560003 PO1706560002 PO1706560001
 [505] PO1706550001 PO1706540001 PO1706530001 PO1706520002 PO1706520001 PO1706510001 PO1706500002 PO1706500001
 [513] PO1706490001 PO1706480001 PO1706470001 PO1706460001 PO1706450001 PO1706440004 PO1706440003 PO1706440002
 [521] PO1706440001 PO1706430002 PO1706420001 PO1706410003 PO1706410002 PO1706410001 PO1706400001 PO1706390001
 [529] PO1706380001 PO1706370001 PO1706360027 PO1706360025 PO1706360024 PO1706360023 PO1706360022 PO1706360021
 [537] PO1706360020 PO1706360019 PO1706360018 PO1706360017 PO1706360016 PO1706360015 PO1706360014 PO1706360013
 [545] PO1706360012 PO1706360011 PO1706360010 PO1706360009 PO1706360008 PO1706360007 PO1706360006 PO1706360005
 [553] PO1706360004 PO1706360003 PO1706360002 PO1706360001 PO1706350061 PO1706350060 PO1706350059 PO1706350058
 [561] PO1706350057 PO1706350056 PO1706350055 PO1706350054 PO1706350053 PO1706350052 PO1706350051 PO1706350050
 [569] PO1706350049 PO1706350048 PO1706350047 PO1706350046 PO1706350045 PO1706350044 PO1706350043 PO1706350042
 [577] PO1706350041 PO1706350040 PO1706350039 PO1706350038 PO1706350037 PO1706350036 PO1706350035 PO1706350034
 [585] PO1706350033 PO1706350032 PO1706350031 PO1706350030 PO1706350029 PO1706350028 PO1706350027 PO1706350026
 [593] PO1706350025 PO1706350024 PO1706350023 PO1706350022 PO1706350021 PO1706350020 PO1706350019 PO1706350018
 [601] PO1706350017 PO1706350016 PO1706350015 PO1706350014 PO1706350013 PO1706350012 PO1706350011 PO1706350010
 [609] PO1706350009 PO1706350008 PO1706350007 PO1706350006 PO1706350005 PO1706350004 PO1706350003 PO1706350002
 [617] PO1706350001 PO1706340001 PO1706330004 PO1706330003 PO1706330002 PO1706330001 PO1706320001 PO1706310001
 [625] PO1706300001 PO1706290001 PO1706280001 PO1706270001 PO1706260001 PO1706250001 PO1706240003 PO1706240002
 [633] PO1706240001 PO1706230002 PO1706230001 PO1706220002 PO1706220001 PO1706210001 PO1706200001 PO1706190013
 [641] PO1706190011 PO1706190010 PO1706190009 PO1706190008 PO1706190007 PO1706190006 PO1706190005 PO1706190004
 [649] PO1706190003 PO1706190002 PO1706190001 PO1706180002 PO1706180001 PO1706170009 PO1706170008 PO1706170003
 [657] PO1706170002 PO1706170001 PO1706160001 PO1706150002 PO1706150001 PO1706140012 PO1706140011 PO1706140010
 [665] PO1706140009 PO1706140008 PO1706140007 PO1706140006 PO1706140005 PO1706140004 PO1706140003 PO1706140002
 [673] PO1706140001 PO1706130002 PO1706130001 PO1706120001 PO1706110001 PO1706100003 PO1706100002 PO1706100001
 [681] PO1706090001 PO1706080007 PO1706080006 PO1706080005 PO1706080004 PO1706080003 PO1706080002 PO1706080001
 [689] PO1706070001 PO1706060001 PO1706050001 PO1706040001 PO1706030001 PO1706020001 PO1706010002 PO1706010001
 [697] PO1706000008 PO1706000007 PO1706000006 PO1706000005 PO1706000004 PO1706000003 PO1706000002 PO1706000001
 [705] PO1705990003 PO1705990002 PO1705990001 PO1705980005 PO1705980001 PO1705970001 PO1705960006 PO1705950007
 [713] PO1705950006 PO1705950005 PO1705950004 PO1705950003 PO1705950002 PO1705950001 PO1705940013 PO1705940012
 [721] PO1705940011 PO1705940010 PO1705940009 PO1705940008 PO1705940007 PO1705940006 PO1705940005 PO1705940004
 [729] PO1705940003 PO1705940002 PO1705940001 PO1705930002 PO1705930001 PO1705920001 PO1705910003 PO1705910002
 [737] PO1705910001 PO1705900001 PO1705890001 PO1705880001 PO1705870001 PO1705860001 PO1705850001 PO1705840001
 [745] PO1705830001 PO1705820001 PO1705810001 PO1705800001 PO1705790001 PO1705780001 PO1705770003 PO1705770002
 [753] PO1705770001 PO1705760004 PO1705760003 PO1705760002 PO1705760001 PO1705750001 PO1705740005 PO1705740004
 [761] PO1705740003 PO1705740002 PO1705740001 PO1705730002 PO1705730001 PO1705720002 PO1705720001 PO1705710001
 [769] PO1705700001 PO1705690001 PO1705680001 PO1705670002 PO1705670001 PO1705660001 PO1705650001 PO1705640005
 [777] PO1705640004 PO1705640003 PO1705640002 PO1705640001 PO1705630006 PO1705630005 PO1705630004 PO1705630003
 [785] PO1705630002 PO1705630001 PO1705620001 PO1705610001 PO1705600003 PO1705600002 PO1705600001 PO1705590001
 [793] PO1705580001 PO1705570001 PO1705560001 PO1705550001 PO1705540001 PO1705530001 PO1705520001 PO1705510001
 [801] PO1705500001 PO1705480001 PO1705470001 PO1705460001 PO1705450001 PO1705440001 PO1705430018 PO1705430017
 [809] PO1705430016 PO1705430015 PO1705430014 PO1705430013 PO1705430012 PO1705430011 PO1705430010 PO1705430009
 [817] PO1705430008 PO1705430007 PO1705430006 PO1705430005 PO1705430004 PO1705430003 PO1705430002 PO1705430001
 [825] PO1705420001 PO1705410003 PO1705410001 PO1705400003 PO1705400002 PO1705400001 PO1705390004 PO1705390003
 [833] PO1705390002 PO1705390001 PO1705380004 PO1705380003 PO1705380002 PO1705380001 PO1705370019 PO1705370018
 [841] PO1705370017 PO1705370016 PO1705370015 PO1705370014 PO1705370013 PO1705370012 PO1705370011 PO1705370010
 [849] PO1705370009 PO1705370008 PO1705370007 PO1705370006 PO1705370005 PO1705370004 PO1705370003 PO1705370002
 [857] PO1705370001 PO1705360017 PO1705360016 PO1705360015 PO1705360014 PO1705360013 PO1705360012 PO1705360011
 [865] PO1705360010 PO1705360009 PO1705360008 PO1705360007 PO1705360006 PO1705360005 PO1705360004 PO1705360003
 [873] PO1705360002 PO1705360001 PO1705350001 PO1705340001 PO1705330001 PO1705320001 PO1705310001 PO1705300001
 [881] PO1705290001 PO1705280001 PO1705270004 PO1705270003 PO1705270002 PO1705270001 PO1705260001 PO1705250002
 [889] PO1705250001 PO1705240005 PO1705240004 PO1705240003 PO1705240002 PO1705240001 PO1705230004 PO1705230003
 [897] PO1705230002 PO1705230001 PO1705220001 PO1705210001 PO1705200001 PO1705190001 PO1705180001 PO1705170001
 [905] PO1705160001 PO1705150001 PO1705140001 PO1705130001 PO1705120001 PO1705110006 PO1705110005 PO1705110002
 [913] PO1705110001 PO1705100001 PO1705090004 PO1705090003 PO1705090002 PO1705090001 PO1705080001 PO1705070001
 [921] PO1705060001 PO1705050001 PO1705040001 PO1705030001 PO1705020003 PO1705020002 PO1705020001 PO1705010001
 [929] PO1705000002 PO1705000001 PO1704990001 PO1704980001 PO1704970001 PO1704960001 PO1704950002 PO1704950001
 [937] PO1704940001 PO1704930001 PO1704920002 PO1704920001 PO1704910001 PO1704900001 PO1704890005 PO1704890004
 [945] PO1704890003 PO1704890002 PO1704890001 PO1704880005 PO1704880004 PO1704880003 PO1704880002 PO1704880001
 [953] PO1704870004 PO1704870003 PO1704870002 PO1704870001 PO1704860002 PO1704860001 PO1704850006 PO1704850005
 [961] PO1704850004 PO1704850003 PO1704850002 PO1704850001 PO1704840001 PO1704830001 PO1704820003 PO1704820002
 [969] PO1704820001 PO1704810001 PO1704800004 PO1704800003 PO1704800002 PO1704800001 PO1704790001 PO1704780001
 [977] PO1704770001 PO1704760002 PO1704760001 PO1704750006 PO1704750005 PO1704750004 PO1704750003 PO1704750002
 [985] PO1704750001 PO1704740001 PO1704730001 PO1704720001 PO1704710001 PO1704700001 PO1704690003 PO1704690002
 [993] PO1704690001 PO1704680002 PO1704680001 PO1704670001 PO1704660001 PO1704650002 PO1704650001 PO1704640004
 [ reached getOption("max.print") -- omitted 31452 entries ]
32452 Levels: P97007420001 PO0006550001 PO0105230001 PO0105230002 PO0105230003 PO0105230004 ... VO0141510001

For CATEGORICAL variables it is useful to know the frequency of the different categories/levels of the variable. Hence, we will do that by using the table() function.

# Command to create a frequency table: variable_table = table(variable) 
# variable_table
vendor_table= table(mydata$VENDOR.STATE)
vendor_table

          ,    AL    AR    AZ    CA    CD    CO    CT    DC    FL    GA    IA    ID    IL    IN    KS    KY 
    2    62   400   125   189   877     1   114    99    69   418   555  1089    14   330   180    76   100 
   LA    MA    MD    ME    MI    MN    MO    MS    NC    ND    NE    NH    NJ    NM    NV    NY    OH    OK 
20178   149    32    12    55   233    74   361   313     4    56    14  1633     3    12   210   180     9 
   OR    PA    RI    SC    SD    TN    TX    UT    VA    VT    WA    WI    WV 
   27   401    15    41     6   152  2561    77   295     3    60   583     3 
dept_table = table(mydata$DEPARTMENT.NAME)
dept_table

                      ANIMAL CONTROL CENTER BATON ROUGE CONVENTION & VISTORS COMMISSION 
                                         79                                           4 
                   BATON ROUGE RIVER CENTER                              CITY CONSTABLE 
                                        134                                         115 
                                 CITY COURT              COMMUNITY DEVELOPMENT PROGRAMS 
                                       1412                                        1674 
                      CONSTRUCTION PROJECTS                                     CORONER 
                                       2224                                          47 
                      COUNCIL ADMINISTRATOR                       COUNCIL BUDGET OFFICE 
                                        182                                          84 
                 DEPARTMENT OF PUBLIC WORKS               DEPT OF BUILDINGS AND GROUNDS 
                                       5523                                         326 
DEPT OF BUSINESS OPERATIONS AND CAPITAL PRO                         DEPT OF DEVELOPMENT 
                                        107                                          69 
                   DEPT OF FLEET MANAGEMENT                         DEPT OF MAINTENANCE 
                                        325                                         220 
        DEPT OF TRANSPORTATION AND DRAINAGE                              DISTRICT COURT 
                                        200                                          20 
              DOWNTOWN DEVELOPMENT DISTRICT                  EMERGENCY MEDICAL SERVICES 
                                        182                                        1640 
                         FINANCE DEPARTMENT                             FIRE DEPARTMENT 
                                        758                                         498 
                   FIRE PROTECTION DISTRICT        GREATER BATON ROUGE AIRPORT DISTRICT 
                                        217                                        1677 
             HUMAN DEVELOPMENT AND SERVICES                             HUMAN RESOURCES 
                                       2733                                         561 
                       INFORMATION SERVICES                              JUVENILE COURT 
                                       1156                                           1 
                          JUVENILE SERVICES                    LIBRARY BOARD OF CONTROL 
                                        376                                        2620 
                       METROPOLITAN COUNCIL                   MOSQUITO & RODENT CONTROL 
                                        186                                         413 
MUNICIPAL FIRE & POLICE CIVIL SERVICE BOARD OFC. OF HOMELAND SECURITY & EMERGENCY PREPA 
                                         11                                         472 
              OFFICE OF THE MAYOR-PRESIDENT                            OUTSIDE AGENCIES 
                                        386                                         161 
                            PARISH ATTORNEY                         PLANNING COMMISSION 
                                        259                                         138 
                          POLICE DEPARTMENT                   PUBLIC INFORMATION OFFICE 
                                       4066                                          94 
                                 PURCHASING                         REGISTRAR OF VOTERS 
                                        253                                          43 
                          RETIREMENT OFFICE                 ROAD REHABILITATION PROGRAM 
                                          4                                         607 
                           SHERIFF'S OFFICE 
                                        195 

Below is a frequency table of department name for values 1 through 10

dept_table = table(mydata$DEPARTMENT.NAME)
mydata$DEPARTMENT.NAME[1:10]
 [1] DEPARTMENT OF PUBLIC WORKS     DEPARTMENT OF PUBLIC WORKS     ROAD REHABILITATION PROGRAM   
 [4] COMMUNITY DEVELOPMENT PROGRAMS ROAD REHABILITATION PROGRAM    CONSTRUCTION PROJECTS         
 [7] CONSTRUCTION PROJECTS          CONSTRUCTION PROJECTS          CONSTRUCTION PROJECTS         
[10] POLICE DEPARTMENT             
45 Levels: ANIMAL CONTROL CENTER BATON ROUGE CONVENTION & VISTORS COMMISSION ... SHERIFF'S OFFICE

Below is a frequency table of vendor state for values 1 through 10

vendor_table = table(mydata$VENDOR.STATE)
mydata$VENDOR.STATE[1:10]
 [1] LA LA LA LA LA LA LA LA LA LA
49 Levels:  , AL AR AZ CA CD CO CT DC FL GA IA ID IL IN KS KY LA MA MD ME MI MN MO MS NC ND NE NH NJ NM ... WV

Now, we will visualize some of the veriables to observe some patterns and differences.

First create a bar chart of the vendor state frequency table and department name frequency table Remember to extract the sales variable before calling it.

VARIABLES: vendor state and department name

Below is a plot of `department name. From the barplot below we can see that the values throughout the graph increase and decrease. There isn’t a clear trend.

# Plot a bar plot using the " barplot(variable) " command where variable is the extracted variable
barplot(dept_table)

From the barplot below we can see that CA has the highest value, whereas the rest of the values are much less.

barplot(vendor_table[1:10])

Next, create a histogram of vendor state frequency table and department name frequency table

The histogram below is that of the department table which has the data of ‘department name’. From the image below we can conclude that there is a downward trend, given that it starts a very high point and then decreases for the remainder of the graph

# Plot a histogram using the " hist(variable) " command where variable is the extracted variable
hist(dept_table)

hist
function (x, ...) 
UseMethod("hist")
<bytecode: 0x000000000bd24f10>
<environment: namespace:graphics>
hist(vendor_table)

hist
function (x, ...) 
UseMethod("hist")
<bytecode: 0x000000000bd24f10>
<environment: namespace:graphics>
boxplot(vendor_table)
Error in Axis.table(x = c(1, 15, 99, 313, 583), side = 2) : 
  only for 1-D table

box_table= boxplot(dept_table)
Error in Axis.table(x = c(1, 107, 220, 607, 1156), side = 2) : 
  only for 1-D table

What are some observable differences between the boxplot and the histogram? Please record your observations here. Based on the histograms and boxplots above. The histograms seem to be giving a better representation of the data given that we can see value (that of our x and y axis) giving us a better view and understanding of what the data is saying. With the boxplot we are unable to see the increases and decreases whereas with the histograms we can.

Lastly, create a pie chart of vendor state frequency table. Plot only values greather than 10.

VARIABLE: Vendor State

# Plot a pie chart using:
# pie(variable)  (command to make a pie chart)
# To get only values greather than N from a frequency table use:
# new_table = my_table[ my_table > N ]  (command to select values greather than N)
new_table = vendor_table[ vendor_table > 10 ]
pie(new_table)

Why is this visual not a good representation of the data? What makes the barplot a better representation? the pie chart above is not a good representation of the data because you are unable to identify the data name or the amount. It is not legible and we have no values associated with the names


Task 2

Lets explore the Illinois Tax dataset (READ the “state_tax_illinois.csv” file) and create a scatterplot of corporate tax vs. personal income tax.

The dataset start in 1994 but we want to tax revenue since 2000 for the first quarter of the year “Q1”

VARIABLES: personal_income_tax and corporate_income_tax

mydata = read.csv("data/state_tax_illinois.csv")
mydata
# To change the way that R shows very large or small values we can use the following command:
options(scipen = 9999)
# read the dataset extract the year variable and order the dataset by year in decreasing order using the command:
year = mydata$year
# mydata = mydata[order(year, decreasing = TRUE),] (! Order the data in decreasing order)
mydata = mydata[order(year,decreasing = TRUE),]
mydata
# From the ordered dataset Extract personal_income_tax variable
Personal_IT = mydata$personal_income_tax
# From the ordered dataset Extract corporate_income_tax variable
corporate_IT= mydata$corporate_income_tax
plot(Personal_IT,corporate_IT)

plot(mydata)

The previous task focused on visualizing one variable. A good way to visualize two variables would be a scatter plot or a correlation matrix. Below you will see a plot of our personal IT and our corporate IT

# Plot personal_income_tax vs. corporate_income_tax 
# personal_income_tax will be on the x-axis
# corporate_income_tax will be on the y-axis
plot(Personal_IT,corporate_IT)

plot(mydata)

  • Select only entries grather than year 1999
  • After selecting entries greather than year 1999, select entries for quarter “Q1”

Below are the seleted entries greater than 1999 and for quarter one are also seen below

# To create a new_data filtering for an N NUMERIC value we can do the following
# new_data = mydata[ mydata$NUMERIC_VARIABLE > N, ]
new_data = mydata[mydata$year>1999,]
new_data
# If we need to make another filter on a NON-NUMERIC we can do the following
# new_data = new_data[ new_data$CHAR_VARIABLE == "Q1", ]
new_data = mydata[new_data$quarter == "Q1",]
head(new_data)

It might be easier to notice a trend if there was a line that fit through the points. So, lets repeat using the function ‘scatter.smooth’. This functions adds a smooth curve computed by loess, a method to locally smooth a curve.

corporate_IT = new_data$corporate_income_tax
Personal_IT = new_data$personal_income_tax
scatter.smooth(corporate_IT,Personal_IT)

scatter.smooth(new_data$corporate_income_tax,new_data$personal_income_tax)

in this plot the values are not as close to the line as we would like them to be, hence there could be some descrepencies when saying that one variable affects the other. For instance as our corporate IT gets larger the less ofa relationship we see with personal IT. The less corporate IT the more personal IT we get.

Now, we will repeat the same steps for total_tax_US vs. total_state, following the example that was just provided. Observe and note any trends in the scatter plots and potential relationships below. Do the same for all numeric variables.

# total_tax_US vs. total_state
scatter.smooth(new_data$total_tax_US,new_data$total_state)

in the plit above we can see that the line is not perfectly linear but most point are close to it. Hence this gives us a clear understanding of what the data values mean. In this case the greater the total us tax the greater the state total is.

To quantify the data, its best to look at the correlation between two variables. What does this correlation explain?

the correalation below shows that as total us tax increases total tax decreases by a few

corr= cor(new_data[3:8])
corr
                     total_tax_US total_state personal_income_tax corporate_income_tax general_sales_tax
total_tax_US           1.00000000   0.9772814           0.9287605            0.9121218        0.97115049
total_state            0.97728144   1.0000000           0.9764952            0.9421202        0.94316676
personal_income_tax    0.92876050   0.9764952           1.0000000            0.9285015        0.87396931
corporate_income_tax   0.91212182   0.9421202           0.9285015            1.0000000        0.85350458
general_sales_tax      0.97115049   0.9431668           0.8739693            0.8535046        1.00000000
motor_fuel_tax        -0.03569144  -0.1202894          -0.2146447           -0.2200843        0.03778849
                     motor_fuel_tax
total_tax_US            -0.03569144
total_state             -0.12028945
personal_income_tax     -0.21464469
corporate_income_tax    -0.22008427
general_sales_tax        0.03778849
motor_fuel_tax           1.00000000

Below, compute the correlation between every pair of variables (total_tax_US,total_state, personal_income_tax, corporate_income_tax, general_sales_tax, motor_fuel_tax ).

Make sure to extract the variables first and then compute the correlation.

corr01 = mydata[c(3:8)]
cor(corr01)

Task 3 - TABLEAU

The data that we are using is that of ‘states_purchase_orders.csv’

DOUBLE click on the ‘Department.Name’, then DOUBLE click on ‘Number of Records’ variable located on the bottom left of the screen. Note the bar like view and breakdowns.

  • What department ‘bin’ has the highest count? What is the count?* Department of Public Works with 5,523

The screenshot below gives us a nice bar graph of all the data in the file. We can clearly see that DPW is by far the highest value on their while the rest of the fluctuate and seem to be less. There are also fields which dont have a bar at all meaning that they did not have any data attached to them

  1. Create a new sheet by clicking on the icon next to your current sheet.

Then DOUBLE click on ‘Number of Records’ variable then DOUBLE click on ‘Vendor.Zip’, then on the top left select the recommend view.

What are the highlights on the map? some of the highlights on the map are Iowa, Texas, Mississippi, as well as a majority of the east coast. I believe this has to do with age population and customer brand preferences. If residents are not finding what they need at their local grocery stores then they are more than likely to look online and make an online purchase.

Can you give an explanation of why there is a concentration on a particular region? there is a concentration of highlights in Mississippi, Texas, Iowa. I think this may be so due to lack of resources avaialable. Perhaps residents of these states make most of their purchases online. It could also have to do with the age population. If we are talking about the elderly for instance they are more prone to make purchases online if unable to physically go to the store.

---
title: "Business Analytics Lab Worksheet 04"
author: "Marlen Sotelo"
date: "August 2, 2017"
output:
  html_notebook: default
  html_document: default
  pdf_document: default
subtitle: CME Group Foundation Business Analytics Lab
---

### Task 1

First, we read in the `states_purchase_orders.csv` file and made sure all the columns were captured. We wil also check the first couple of rows of the dataset "head(mydata)"

```{r}
mydata = read.csv(file="data/states_purchase_orders.csv")
head(mydata)
#loan_purpose = mydata$Loan.Purpose !Do the same for all the columns!
```

##Below are allt the columns read individually

**Record Type**
```{r}
record_type = mydata$RECORD.TYPE
record_type
```
**Purchase order number**
```{r}
po_number = mydata$PURCHASE.ORDER.NUMBER
po_number
```
**input date**
```{r}
input_type = mydata$INPUT.DATE
input_type
```
**total amount**
```{r}
total_amount = mydata$TOTAL.AMOUNT
total_amount
```
**department number**
```{r}
dept_number = mydata$DEPARTMENT.NUMBER
dept_number
```
**department name**
```{r}
dept_name = mydata$DEPARTMENT.NAME
dept_name
```
**category description**
```{r}
cat_descp = mydata$PO.CATEGORY.DESCRIPTION
cat_descp
```
**vouched amount**
```{r}
vouch_amt = mydata$VOUCHED.AMOUNT
vouch_amt
```
**vendor name 1**
```{r}
vendor_name = mydata$VENDOR.NAME.1
vendor_name
```

```{r}
cat_descp = mydata$VENDOR.ADDRESS.1
cat_descp
```

```{r}
cat_descp = mydata$VENDOR.CITY
cat_descp
```

**Vendor State**
```{r}
vendor_state = mydata$VENDOR.STATE
vendor_state
```
**vendor zip**
```{r}
vendor_zip = mydata$VENDOR.ZIP
vendor_zip
```
**total items**
```{r}
total_items = mydata$TOTAL.ITEMS
total_items
```
**item unit cost**
```{r}
item_unit_cost = mydata$ITEM.UNIT.COST
item_unit_cost
```
**item total cost**
```{r}
item_total_cost = mydata$ITEM.TOTAL.COST
item_total_cost
```
**unique id**
```{r}
unique_ID = mydata$UNIQUE.ID
unique_ID
```

For CATEGORICAL variables it is useful to know the frequency of the different categories/levels of the variable. Hence, we will do that by using the table() function. 

* Below you will see a frequency table for the **vendor state** and **department name***
```{r}
# Command to create a frequency table: variable_table = table(variable) 
# variable_table

vendor_table= table(mydata$VENDOR.STATE)
vendor_table

dept_table = table(mydata$DEPARTMENT.NAME)
dept_table
```

*Below is a frequency table of department name for values 1 through 10*
```{r}
dept_table = table(mydata$DEPARTMENT.NAME)
mydata$DEPARTMENT.NAME[1:10]
```
*Below is a frequency table of vendor state for values 1 through 10*
```{r}
vendor_table = table(mydata$VENDOR.STATE)
mydata$VENDOR.STATE[1:10]
```
Now, we will visualize some of the veriables to observe some patterns and differences. 

First create a bar chart of the vendor state frequency table and department name frequency table Remember to extract the sales variable before calling it.

VARIABLES: vendor state and department name


*Below is a plot of `department name. From the barplot below we can see that the values throughout the graph increase and decrease. There isn't a clear trend. *
```{r}
# Plot a bar plot using the " barplot(variable) " command where variable is the extracted variable
barplot(dept_table)
```
*From the barplot below we can see that CA has the highest value, whereas the rest of the values are much less.*
```{r}
barplot(vendor_table[1:10])
```

Next, create a histogram of vendor state frequency table and department name frequency table

*The histogram below is that of the department table which has the data of 'department name'. From the image below we can conclude that there is a downward trend, given that it starts a very high point and then decreases for the remainder of the graph*
```{r}
# Plot a histogram using the " hist(variable) " command where variable is the extracted variable
hist(dept_table)
hist
```
```{r}
hist(vendor_table)
hist
```

```{r}
boxplot(vendor_table)
boxplot
```

```{r}
boxplot(dept_table)
boxplot
```
What are some observable differences between the boxplot and the histogram? Please record your observations here. 
*Based on the histograms and boxplots above. The histograms seem to be giving a better representation of the data given that we can see value (that of our x and y axis) giving us a better view and understanding of what the data is saying. With the boxplot we are unable to see the increases and decreases whereas with the histograms we can.*

Lastly, create a pie chart of vendor state frequency table. Plot only values greather than 10.

VARIABLE: Vendor State
```{r}
# Plot a pie chart using:
# pie(variable)  (command to make a pie chart)
# To get only values greather than N from a frequency table use:
# new_table = my_table[ my_table > N ]  (command to select values greather than N)

new_table = vendor_table[ vendor_table > 10 ]
pie(new_table)
```

Why is this visual not a good representation of the data? What makes the barplot a better representation?
*the pie chart above is not a good representation of the data because you are unable to identify the data name or the amount. It is not legible and we have no values associated with the names*

----------

### Task 2

Lets explore the Illinois Tax dataset (READ the "state_tax_illinois.csv" file) and create a scatterplot of corporate tax vs. personal income tax.  

The dataset start in 1994 but we want to tax revenue since 2000 for the first quarter of the year "Q1"

VARIABLES: personal_income_tax and corporate_income_tax

```{r}
mydata = read.csv("data/state_tax_illinois.csv")
mydata
```

```{r}
# To change the way that R shows very large or small values we can use the following command:
options(scipen = 9999)

# read the dataset extract the year variable and order the dataset by year in decreasing order using the command:
year = mydata$year

# mydata = mydata[order(year, decreasing = TRUE),] (! Order the data in decreasing order)

mydata = mydata[order(year,decreasing = TRUE),]
mydata

# From the ordered dataset Extract personal_income_tax variable
Personal_IT = mydata$personal_income_tax

# From the ordered dataset Extract corporate_income_tax variable
corporate_IT= mydata$corporate_income_tax
plot(Personal_IT,corporate_IT)
plot(mydata)
```

The previous task focused on visualizing one variable. A good way to visualize two variables would be a scatter plot or a correlation matrix. Below you will see a plot of our personal IT and our corporate IT

```{r}
# Plot personal_income_tax vs. corporate_income_tax 
# personal_income_tax will be on the x-axis
# corporate_income_tax will be on the y-axis

plot(Personal_IT,corporate_IT)
plot(mydata)
```

* Select only entries grather than year 1999
* After selecting entries greather than year 1999, select entries for quarter "Q1"



Below are the seleted entries greater than 1999 and for quarter one are also seen below
```{r}
# To create a new_data filtering for an N NUMERIC value we can do the following
# new_data = mydata[ mydata$NUMERIC_VARIABLE > N, ]

new_data = mydata[mydata$year>1999,]
new_data
```

```{r}
# If we need to make another filter on a NON-NUMERIC we can do the following
# new_data = new_data[ new_data$CHAR_VARIABLE == "Q1", ]
new_data = mydata[new_data$quarter == "Q1",]
head(new_data)
```

It might be easier to notice a trend if there was a line that fit through the points. So, lets repeat using the function 'scatter.smooth'. This functions adds a smooth curve computed by loess, a method to locally smooth a curve. 

```{r}
corporate_IT = new_data$corporate_income_tax
Personal_IT = new_data$personal_income_tax

scatter.smooth(corporate_IT,Personal_IT)
scatter.smooth(new_data$corporate_income_tax,new_data$personal_income_tax)
```
*in this plot the values are not as close to the line as we would like them to be, hence there could be some descrepencies when saying that one variable affects the other. For instance as our corporate IT gets larger the less ofa relationship we see with personal IT. The less corporate IT the more personal IT we get.*



Now, we will repeat the same steps for total_tax_US vs. total_state, following the example that was just provided. Observe and note any trends in the scatter plots and potential relationships below. Do the same for all numeric variables.

```{r}
# total_tax_US vs. total_state
scatter.smooth(new_data$total_tax_US,new_data$total_state)
```
*in the plit above we can see that the line is not perfectly linear but most point are close to it. Hence this gives us a clear understanding of what the data values mean. In this case the greater the total us tax the greater the state total is.*

To quantify the data, its best to look at the correlation between two variables.
What does this correlation explain?

*the correalation below shows that as total us tax increases total tax decreases by a few*
```{r}
corr= cor(new_data[3:8])
corr
```
Below, compute the correlation between every pair of variables (total_tax_US,total_state, personal_income_tax, corporate_income_tax, general_sales_tax, motor_fuel_tax ). 

Make sure to extract the variables first and then compute the correlation. 
```{r}
corr01 = mydata[c(3:8)]
cor(corr01)
```

```{r}
# To make a correlation table of all the NUMERIC variables you can select some columns or a range of columns, with the following command:

# corr01 = mydata[ c(3,4) ] (The command c(3,4,...) inside the brackets selects a given column )
# cor(corr01) (will give you the correlation table for variables in columns 3 and 4)

# corr02 = mydata[3:5] ( the command [3:5] selects a range of columns from 3 to 5)
# cor(corr02)
```

----------

### Task 3 - TABLEAU

 The data that we are using is that of 'states_purchase_orders.csv'

DOUBLE click  on the 'Department.Name', then DOUBLE click on 'Number of Records' variable located on the bottom left of the screen. Note the bar like view and breakdowns.

* What department 'bin' has the highest count? What is the count?*
**Department of Public Works with 5,523**

*The screenshot below gives us a nice bar graph of all the data in the file. We can clearly see that DPW is by far the highest value on their while the rest of the fluctuate and seem to be less. There are also fields which dont have a bar at all meaning that they did not have any data attached to them*

![](imgs/Sheet 1.png)

5. Create a new sheet by clicking on the icon next to your current sheet.

Then DOUBLE click on 'Number of Records' variable then DOUBLE click on 'Vendor.Zip', then on the top left select the recommend view. 

*What are the highlights on the map?*
**some of the highlights on the map are Iowa, Texas, Mississippi, as well as a majority of the east coast. I believe this has to do with age population and customer brand preferences. If residents are not finding what they need at their local grocery stores then they are more than likely to look online and make an online purchase.**

*Can you give an explanation of why there is a concentration on a particular region?*
**there is a concentration of highlights in Mississippi, Texas, Iowa. I think this may be so due to lack of resources avaialable. Perhaps residents of these states make most of their purchases online. It could also have to do with the age population. If we are talking about the elderly for instance they are more prone to make purchases online if unable to physically go to the store.**

![](imgs/Sheet 2.png)
