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Background Spring Venture Group (SVG) sells insurance to individuals, and as part of this process, SVG generates leads two ways: 1. Ads on Facebook/Google/Bing/etc that SVG directly manages 2. Purchases leads from third-party vendors who do their own advertising but are not interested in selling insurance to these prospects In both instances above, a lead is still defined the same: a person who has shown interest in purchasing insurance. Key Terms Lead = An individual’s information (phone, name) SVG has purchased with the intent of selling an insurance product to Marketing Spend = The amount of money SVG spends on advertising to acquire leads (through both means outlined above) Policies = Insurance contracts sold by SVG to customers LTV = Long Term Value (the expected revenue that will be generated over the life of a policy) CPA = Cost per Acquisition (sum total marketing spend / sum total policies) EV = Expected Value (sum LTV - sum total marketing spend) Close Rate = sum Policies / sum leads Source = The marketing channel that SVG acquired the prospect’s information from (e.g. SVG Adwords, SVG Bing, Marketing Company ABC) *Important note: EV is the business metric SVG optimized for. Although CPA is important, EV is the most relevant metric as it takes into account both revenue and their largest per unit expense (CPA). Questions 1. Which day in November had the HIGHEST EV? • Why? CPA low? Average LTV per policy high? Both? • Why? Was the CPA high? Was the Average LTV per policy low? Was it Both the CPA and LTV? 2. Which day in November had the LOWEST EV? 3. What state has the highest CPAs? What state has the lowest CPA? 4. What state has the highest LTV per policy? What state has the lowest LTV per policy? 5. How would you change how SVG spends their marketing dollars to optimize EV? Shift marketing spend to different days of the week? Allocate more spend towards better performing sources/states? purchase_id source_id 120021 78 120030 68 120031 55 120035 55 120038 76 120039 82 120041 61 120041 52 120062 73 120063 81 120065 68 120066 82 120076 81 120085 50 120086 79 120089 68 120091 52 120096 72 120100 52 120100 72 120102 52 120104 56 120104 65 120106 50 120108 59 120125 71 120133 50 120136 59 120138 54 120139 50 120144 76 120148 80 120149 82 120158 66 120161 71 120163 74 120169 71 120171 58 120184 54 120201 68 120203 71 120209 68 120223 77 120226 51 marketing_spend purchase_date state_id $52.00 11/19/2017 2 $16.00 11/9/2017 2 $18.00 11/28/2017 5 $16.00 11/2/2017 2 $37.00 11/5/2017 5 $31.00 11/22/2017 6 $62.00 11/26/2017 3 $66.00 11/22/2017 1 $34.00 11/4/2017 5 $42.00 11/4/2017 5 $20.00 11/8/2017 4 $65.00 11/1/2017 6 $52.00 11/26/2017 4 $42.00 11/30/2017 2 $23.00 11/14/2017 3 $67.00 11/22/2017 6 $37.00 11/8/2017 1 $47.00 11/30/2017 4 $23.00 11/14/2017 3 $41.00 11/14/2017 5 $13.00 11/13/2017 4 $42.00 11/26/2017 6 $52.00 11/28/2017 6 $13.00 11/25/2017 3 $54.00 11/6/2017 1 $63.00 11/6/2017 5 $40.00 11/23/2017 4 $50.00 11/18/2017 3 $18.00 11/12/2017 4 $35.00 11/29/2017 3 $33.00 11/15/2017 6 $27.00 11/18/2017 3 $50.00 11/10/2017 5 $30.00 11/17/2017 5 $52.00 11/21/2017 6 $53.00 11/16/2017 3 $65.00 11/6/2017 5 $66.00 11/13/2017 1 $55.00 11/30/2017 3 $42.00 11/29/2017 4 $50.00 11/1/2017 4 $37.00 11/29/2017 1 $44.00 11/13/2017 3 $29.00 11/7/2017 4 120233 66 120243 79 120265 81 120282 71 120290 59 120294 76 120296 69 120312 72 120314 82 120318 53 120324 79 120326 60 120335 81 120340 63 120344 57 120345 57 120350 79 120353 64 120359 80 120360 52 120361 53 120362 72 120364 81 120371 53 120389 61 120393 57 120398 56 120400 82 120414 68 120420 60 120422 62 120424 52 120428 74 120435 50 120436 67 120447 50 120462 78 120465 57 120486 52 120492 79 120504 50 120519 58 120533 68 120537 58 120548 55 120548 65 120558 64 $16.00 11/2/2017 2 $65.00 11/9/2017 5 $59.00 11/8/2017 6 $35.00 11/25/2017 5 $65.00 11/19/2017 3 $49.00 11/1/2017 3 $35.00 11/7/2017 5 $41.00 11/19/2017 3 $26.00 11/5/2017 4 $17.00 11/30/2017 3 $60.00 11/13/2017 1 $39.00 11/25/2017 4 $41.00 11/20/2017 3 $46.00 11/24/2017 2 $17.00 11/19/2017 5 $22.00 11/14/2017 5 $43.00 11/11/2017 1 $33.00 11/16/2017 2 $25.00 11/14/2017 3 $45.00 11/24/2017 2 $35.00 11/18/2017 5 $40.00 11/28/2017 3 $53.00 11/16/2017 1 $55.00 11/7/2017 2 $65.00 11/27/2017 3 $65.00 11/27/2017 3 $59.00 11/22/2017 3 $33.00 11/14/2017 2 $62.00 11/10/2017 4 $60.00 11/18/2017 6 $59.00 11/11/2017 1 $39.00 11/6/2017 3 $31.00 11/29/2017 6 $52.00 11/9/2017 3 $25.00 11/14/2017 1 $39.00 11/1/2017 6 $57.00 11/9/2017 6 $35.00 11/6/2017 2 $67.00 11/14/2017 2 $50.00 11/15/2017 1 $54.00 11/11/2017 2 $37.00 11/1/2017 1 $13.00 11/12/2017 2 $46.00 11/15/2017 3 $59.00 11/5/2017 4 $55.00 11/20/2017 1 $19.00 11/19/2017 6 120575 68 120578 55 120587 69 120599 76 120616 76 120617 77 120623 54 120625 76 120626 67 120627 73 120631 64 120633 59 120647 76 120669 72 120678 53 120680 79 120684 57 120690 54 120691 63 120695 60 120696 57 120696 77 120702 53 120703 70 120705 60 120711 53 120713 73 120722 81 120734 59 120738 61 120739 55 120756 68 120760 52 120765 58 120778 76 120785 82 120787 61 120788 79 120791 61 120797 66 120800 77 120812 53 120821 54 120825 71 120834 71 120856 57 120861 56 $55.00 11/7/2017 3 $66.00 11/27/2017 4 $48.00 11/26/2017 3 $37.00 11/7/2017 1 $56.00 11/4/2017 3 $45.00 11/23/2017 2 $57.00 11/26/2017 5 $65.00 11/25/2017 2 $55.00 11/5/2017 3 $54.00 11/14/2017 1 $34.00 11/11/2017 4 $44.00 11/28/2017 4 $51.00 11/5/2017 1 $28.00 11/5/2017 6 $49.00 11/22/2017 3 $27.00 11/22/2017 4 $58.00 11/11/2017 3 $34.00 11/7/2017 3 $11.00 11/28/2017 5 $21.00 11/7/2017 2 $61.00 11/19/2017 2 $53.00 11/1/2017 4 $55.00 11/24/2017 3 $26.00 11/9/2017 5 $23.00 11/12/2017 4 $35.00 11/12/2017 2 $67.00 11/10/2017 1 $45.00 11/26/2017 6 $55.00 11/17/2017 6 $24.00 11/26/2017 5 $11.00 11/10/2017 5 $50.00 11/22/2017 4 $23.00 11/25/2017 1 $66.00 11/3/2017 4 $19.00 11/10/2017 2 $22.00 11/2/2017 6 $49.00 11/25/2017 6 $41.00 11/5/2017 2 $35.00 11/30/2017 1 $35.00 11/22/2017 6 $37.00 11/5/2017 4 $20.00 11/5/2017 5 $54.00 11/25/2017 6 $31.00 11/25/2017 5 $65.00 11/24/2017 3 $29.00 11/10/2017 6 $18.00 11/4/2017 2 120865 80 120874 66 120879 65 120883 66 120889 52 120902 82 120913 66 120932 52 120939 73 120939 70 120940 77 120969 63 120983 71 120983 71 120991 56 120992 61 121005 57 121006 60 121021 52 121029 79 121034 68 121036 60 121040 58 121048 80 121066 73 121068 51 121097 81 121099 70 121103 69 121107 54 121113 81 121113 61 121114 55 121144 53 121160 64 121162 56 121186 75 121188 60 121189 52 121190 64 121193 81 121198 79 121207 75 121211 76 121213 63 121216 58 121230 69 $22.00 11/22/2017 6 $50.00 11/9/2017 3 $23.00 11/30/2017 5 $58.00 11/9/2017 3 $59.00 11/20/2017 4 $48.00 11/3/2017 5 $57.00 11/5/2017 3 $56.00 11/1/2017 3 $49.00 11/1/2017 5 $52.00 11/16/2017 6 $63.00 11/13/2017 2 $31.00 11/14/2017 1 $37.00 11/30/2017 4 $15.00 11/27/2017 4 $32.00 11/22/2017 6 $56.00 11/18/2017 6 $14.00 11/11/2017 3 $47.00 11/24/2017 5 $62.00 11/3/2017 6 $54.00 11/24/2017 1 $14.00 11/30/2017 2 $38.00 11/15/2017 5 $66.00 11/29/2017 4 $42.00 11/8/2017 4 $65.00 11/13/2017 1 $28.00 11/3/2017 5 $21.00 11/19/2017 4 $24.00 11/12/2017 4 $37.00 11/13/2017 4 $62.00 11/1/2017 1 $61.00 11/23/2017 2 $61.00 11/20/2017 4 $28.00 11/2/2017 3 $18.00 11/29/2017 3 $43.00 11/10/2017 6 $22.00 11/15/2017 6 $25.00 11/17/2017 3 $24.00 11/15/2017 6 $54.00 11/5/2017 3 $60.00 11/4/2017 5 $51.00 11/29/2017 1 $12.00 11/4/2017 5 $12.00 11/27/2017 6 $28.00 11/5/2017 3 $21.00 11/1/2017 5 $29.00 11/4/2017 1 $24.00 11/6/2017 6 121235 73 121242 80 121252 76 121260 71 121268 51 121269 50 121278 61 121287 82 121287 65 121292 63 121302 80 121310 64 121311 79 121312 51 121316 71 121319 72 121322 72 121326 60 121327 50 121329 67 121336 66 121338 59 121348 61 121353 57 121363 57 121373 52 121387 80 121391 51 121409 82 121413 80 121428 60 121429 77 121432 57 121435 51 121438 77 121439 82 121444 73 121448 68 121450 67 121465 65 121465 60 121469 73 121475 57 121478 69 121484 58 121503 72 121506 62 $59.00 11/24/2017 4 $11.00 11/2/2017 6 $40.00 11/24/2017 5 $36.00 11/26/2017 5 $41.00 11/29/2017 6 $60.00 11/29/2017 2 $23.00 11/19/2017 6 $22.00 11/19/2017 4 $36.00 11/30/2017 5 $48.00 11/11/2017 2 $28.00 11/30/2017 2 $31.00 11/25/2017 1 $59.00 11/13/2017 1 $16.00 11/16/2017 1 $30.00 11/2/2017 6 $15.00 11/29/2017 1 $64.00 11/3/2017 1 $29.00 11/17/2017 3 $53.00 11/5/2017 6 $45.00 11/16/2017 6 $36.00 11/14/2017 4 $37.00 11/26/2017 3 $39.00 11/5/2017 2 $33.00 11/27/2017 3 $66.00 11/4/2017 4 $36.00 11/28/2017 2 $65.00 11/10/2017 2 $33.00 11/22/2017 3 $14.00 11/21/2017 1 $63.00 11/6/2017 2 $63.00 11/5/2017 5 $49.00 11/11/2017 1 $11.00 11/18/2017 2 $22.00 11/29/2017 3 $29.00 11/1/2017 2 $13.00 11/17/2017 1 $56.00 11/18/2017 2 $14.00 11/23/2017 2 $60.00 11/7/2017 4 $12.00 11/6/2017 2 $16.00 11/20/2017 3 $42.00 11/19/2017 3 $27.00 11/22/2017 1 $11.00 11/3/2017 2 $33.00 11/28/2017 6 $24.00 11/9/2017 5 $64.00 11/20/2017 5 121507 51 121525 60 121528 63 121538 65 121546 52 121551 78 121563 70 121567 62 121567 60 121570 68 121572 75 121581 57 121592 75 121594 64 121599 71 121604 57 121605 75 121612 77 121615 53 121628 54 121636 53 121650 64 121652 73 121654 61 121687 59 121695 66 121696 55 121696 56 121701 61 121703 72 121709 69 121722 59 121725 76 121727 67 121727 78 121729 78 121740 82 121769 61 121774 73 121779 82 121779 54 121787 59 121788 54 121794 72 121794 82 121798 64 121814 58 $56.00 11/19/2017 6 $38.00 11/16/2017 5 $11.00 11/5/2017 2 $36.00 11/2/2017 1 $62.00 11/21/2017 1 $60.00 11/30/2017 5 $64.00 11/6/2017 2 $52.00 11/16/2017 3 $28.00 11/3/2017 2 $52.00 11/23/2017 5 $52.00 11/6/2017 3 $58.00 11/2/2017 3 $43.00 11/20/2017 2 $16.00 11/8/2017 4 $43.00 11/1/2017 4 $35.00 11/8/2017 2 $14.00 11/5/2017 5 $20.00 11/19/2017 1 $22.00 11/6/2017 1 $19.00 11/11/2017 4 $28.00 11/11/2017 5 $28.00 11/11/2017 5 $56.00 11/30/2017 2 $67.00 11/12/2017 1 $49.00 11/19/2017 4 $40.00 11/12/2017 4 $60.00 11/17/2017 4 $14.00 11/30/2017 4 $48.00 11/4/2017 5 $60.00 11/8/2017 6 $57.00 11/13/2017 4 $17.00 11/11/2017 6 $34.00 11/20/2017 2 $65.00 11/30/2017 4 $47.00 11/3/2017 4 $49.00 11/28/2017 6 $39.00 11/16/2017 5 $38.00 11/18/2017 5 $53.00 11/17/2017 4 $46.00 11/10/2017 4 $32.00 11/7/2017 5 $62.00 11/3/2017 6 $46.00 11/3/2017 5 $23.00 11/30/2017 3 $67.00 11/2/2017 1 $67.00 11/7/2017 6 $29.00 11/28/2017 1 121817 78 121823 81 121825 75 121832 52 121833 63 121846 75 121851 68 121859 54 121865 58 121867 51 121868 76 121871 55 121880 79 121886 73 121901 54 121910 77 121911 60 121912 50 121913 61 121915 63 121919 52 121921 59 121922 66 121925 51 121932 64 121934 72 121934 65 121939 60 121940 66 121940 62 121942 61 121943 60 121949 61 121975 68 121979 67 121980 51 121985 82 121986 67 121989 56 121994 61 122000 54 122007 80 122011 63 122013 59 122069 60 122073 78 122074 66 $12.00 11/23/2017 2 $38.00 11/9/2017 5 $41.00 11/1/2017 3 $22.00 11/6/2017 3 $12.00 11/8/2017 1 $50.00 11/22/2017 4 $64.00 11/2/2017 5 $28.00 11/5/2017 4 $54.00 11/1/2017 4 $33.00 11/9/2017 6 $58.00 11/9/2017 3 $54.00 11/20/2017 5 $14.00 11/29/2017 5 $51.00 11/4/2017 5 $44.00 11/14/2017 1 $36.00 11/8/2017 6 $31.00 11/2/2017 4 $20.00 11/21/2017 6 $15.00 11/1/2017 2 $49.00 11/15/2017 4 $37.00 11/10/2017 4 $67.00 11/18/2017 4 $64.00 11/15/2017 4 $16.00 11/8/2017 3 $33.00 11/9/2017 5 $32.00 11/12/2017 5 $67.00 11/18/2017 1 $45.00 11/7/2017 2 $64.00 11/4/2017 5 $21.00 11/28/2017 1 $42.00 11/27/2017 4 $47.00 11/5/2017 3 $25.00 11/5/2017 3 $37.00 11/25/2017 3 $17.00 11/2/2017 6 $38.00 11/17/2017 3 $30.00 11/5/2017 6 $45.00 11/19/2017 1 $18.00 11/16/2017 4 $62.00 11/11/2017 1 $52.00 11/27/2017 4 $64.00 11/15/2017 6 $20.00 11/28/2017 3 $55.00 11/11/2017 2 $13.00 11/26/2017 1 $28.00 11/25/2017 1 $20.00 11/20/2017 5 122082 51 122082 68 122092 79 122099 81 122100 54 122115 69 122137 58 122142 56 122145 63 122153 77 122156 70 122170 75 122186 80 122188 58 122188 71 122189 69 122193 61 122197 81 122201 72 122201 76 122212 65 122216 59 122223 66 122235 58 122256 51 122258 79 122258 75 122262 56 122265 58 122271 76 122282 77 122285 51 122324 70 122352 75 122364 70 122373 76 122375 79 122375 68 122396 68 122400 54 122404 82 122412 59 122416 72 122425 71 122426 76 122435 54 122443 56 $37.00 11/3/2017 3 $34.00 11/12/2017 5 $62.00 11/11/2017 5 $13.00 11/6/2017 3 $49.00 11/11/2017 4 $13.00 11/7/2017 1 $17.00 11/5/2017 1 $54.00 11/24/2017 5 $11.00 11/26/2017 1 $29.00 11/22/2017 4 $22.00 11/7/2017 1 $39.00 11/12/2017 3 $35.00 11/22/2017 3 $64.00 11/4/2017 4 $61.00 11/17/2017 5 $34.00 11/17/2017 1 $25.00 11/17/2017 1 $62.00 11/17/2017 2 $17.00 11/9/2017 5 $58.00 11/8/2017 5 $59.00 11/22/2017 5 $67.00 11/4/2017 1 $48.00 11/12/2017 3 $51.00 11/9/2017 4 $19.00 11/8/2017 2 $22.00 11/12/2017 1 $24.00 11/18/2017 4 $59.00 11/10/2017 5 $19.00 11/29/2017 5 $20.00 11/12/2017 6 $37.00 11/8/2017 1 $15.00 11/16/2017 4 $30.00 11/20/2017 4 $57.00 11/7/2017 1 $46.00 11/20/2017 6 $61.00 11/12/2017 5 $16.00 11/24/2017 2 $11.00 11/18/2017 4 $16.00 11/7/2017 5 $30.00 11/25/2017 5 $17.00 11/25/2017 1 $35.00 11/12/2017 3 $49.00 11/9/2017 1 $64.00 11/23/2017 3 $26.00 11/6/2017 5 $57.00 11/1/2017 2 $59.00 11/29/2017 2 122459 69 122473 50 122487 56 122492 78 122495 75 122497 60 122511 65 122518 62 122523 78 122529 56 122535 54 122540 61 122549 74 122557 72 122558 80 122570 68 122574 71 122579 60 122580 64 122599 61 122601 61 122604 52 122613 60 122613 59 122617 66 122621 69 122625 79 122627 71 122630 75 122641 52 122650 82 122650 66 122651 78 122656 50 122656 81 122658 67 122666 70 122671 74 122700 67 122701 71 122703 65 122706 73 122708 77 122709 81 122713 67 122732 58 122735 67 $39.00 11/3/2017 4 $26.00 11/2/2017 1 $64.00 11/1/2017 4 $66.00 11/30/2017 5 $46.00 11/2/2017 2 $46.00 11/2/2017 6 $61.00 11/23/2017 4 $37.00 11/15/2017 5 $32.00 11/8/2017 4 $44.00 11/21/2017 4 $63.00 11/21/2017 5 $32.00 11/2/2017 2 $48.00 11/6/2017 1 $47.00 11/12/2017 5 $30.00 11/14/2017 6 $28.00 11/17/2017 3 $48.00 11/2/2017 3 $46.00 11/7/2017 6 $60.00 11/20/2017 3 $45.00 11/16/2017 4 $54.00 11/4/2017 2 $47.00 11/6/2017 5 $23.00 11/14/2017 6 $63.00 11/10/2017 1 $49.00 11/13/2017 1 $15.00 11/14/2017 4 $61.00 11/28/2017 1 $60.00 11/18/2017 6 $66.00 11/5/2017 6 $48.00 11/28/2017 4 $47.00 11/24/2017 6 $61.00 11/10/2017 4 $23.00 11/15/2017 6 $34.00 11/14/2017 5 $34.00 11/28/2017 6 $60.00 11/24/2017 1 $28.00 11/20/2017 2 $54.00 11/18/2017 2 $22.00 11/28/2017 3 $57.00 11/9/2017 6 $48.00 11/15/2017 3 $45.00 11/15/2017 3 $63.00 11/4/2017 2 $65.00 11/27/2017 1 $21.00 11/29/2017 1 $36.00 11/3/2017 1 $43.00 11/18/2017 4 122737 58 122745 51 122748 52 122748 58 122761 57 122763 63 122765 63 122789 57 122794 66 122799 79 122803 60 122814 57 122828 69 122835 62 122835 66 122837 68 122842 59 122843 61 122845 66 122850 57 122854 51 122863 52 122866 68 122889 72 122898 71 122903 78 122912 65 122914 71 122920 57 122924 67 122942 64 122943 77 122949 81 122950 51 122951 72 122953 61 122970 55 122973 68 122976 74 122978 69 122985 81 122986 51 122988 80 122989 55 122989 79 122991 82 122992 58 $37.00 11/15/2017 2 $67.00 11/3/2017 3 $67.00 11/27/2017 5 $33.00 11/21/2017 3 $35.00 11/28/2017 1 $25.00 11/8/2017 3 $56.00 11/29/2017 2 $33.00 11/2/2017 4 $42.00 11/6/2017 5 $45.00 11/14/2017 5 $44.00 11/17/2017 5 $39.00 11/19/2017 1 $22.00 11/7/2017 1 $54.00 11/2/2017 1 $31.00 11/17/2017 5 $53.00 11/4/2017 5 $43.00 11/1/2017 5 $14.00 11/18/2017 4 $53.00 11/16/2017 6 $42.00 11/14/2017 6 $26.00 11/20/2017 2 $18.00 11/19/2017 1 $36.00 11/12/2017 5 $39.00 11/15/2017 3 $67.00 11/17/2017 1 $38.00 11/14/2017 1 $11.00 11/5/2017 2 $49.00 11/16/2017 3 $64.00 11/27/2017 4 $64.00 11/25/2017 1 $62.00 11/28/2017 4 $23.00 11/4/2017 1 $48.00 11/27/2017 1 $60.00 11/29/2017 5 $44.00 11/13/2017 6 $60.00 11/2/2017 1 $61.00 11/7/2017 1 $35.00 11/7/2017 5 $38.00 11/1/2017 3 $28.00 11/29/2017 5 $67.00 11/28/2017 2 $43.00 11/13/2017 4 $54.00 11/29/2017 4 $11.00 11/6/2017 4 $34.00 11/10/2017 2 $22.00 11/18/2017 5 $56.00 11/1/2017 3 122994 55 123011 58 123028 68 123029 72 123032 65 123037 63 123044 75 123054 71 123058 76 123059 56 123063 60 123077 71 123090 65 123094 66 123098 64 123099 60 123106 65 123111 69 123116 69 123135 58 123144 54 123146 82 123146 76 123146 82 123146 75 123155 61 123157 68 123158 58 123160 72 123161 82 123167 82 123174 50 123178 61 123178 66 123197 55 123201 51 123206 80 123218 59 123226 64 123238 63 123238 67 123239 71 123249 67 123252 58 123265 79 123267 58 123273 55 $43.00 11/27/2017 2 $21.00 11/14/2017 1 $45.00 11/22/2017 2 $18.00 11/23/2017 3 $11.00 11/17/2017 1 $56.00 11/28/2017 4 $29.00 11/17/2017 5 $20.00 11/11/2017 1 $62.00 11/9/2017 6 $57.00 11/23/2017 1 $27.00 11/4/2017 5 $29.00 11/21/2017 4 $65.00 11/17/2017 1 $12.00 11/26/2017 6 $57.00 11/9/2017 5 $18.00 11/3/2017 2 $13.00 11/30/2017 5 $54.00 11/24/2017 4 $29.00 11/21/2017 3 $15.00 11/11/2017 4 $29.00 11/23/2017 3 $61.00 11/14/2017 1 $40.00 11/2/2017 6 $25.00 11/2/2017 4 $40.00 11/20/2017 2 $55.00 11/3/2017 1 $30.00 11/15/2017 6 $36.00 11/13/2017 4 $21.00 11/16/2017 3 $11.00 11/27/2017 3 $44.00 11/17/2017 6 $52.00 11/14/2017 4 $41.00 11/23/2017 2 $49.00 11/9/2017 2 $23.00 11/22/2017 1 $21.00 11/7/2017 5 $38.00 11/11/2017 6 $60.00 11/26/2017 5 $64.00 11/15/2017 4 $25.00 11/17/2017 4 $48.00 11/8/2017 4 $44.00 11/3/2017 6 $30.00 11/1/2017 2 $67.00 11/20/2017 3 $50.00 11/1/2017 5 $12.00 11/11/2017 5 $39.00 11/11/2017 4 123283 61 123291 80 123294 73 123308 66 123309 60 123330 81 123341 82 123343 60 123344 53 123352 67 123355 54 123371 80 123378 63 123380 72 123383 57 123400 79 123403 73 123405 52 123413 52 123417 56 123421 59 123433 61 123437 74 123439 58 123460 60 123467 55 123479 54 123481 81 123482 65 123505 73 123510 53 123516 76 123517 54 123520 50 123534 76 123535 50 123543 81 123545 62 123552 64 123555 67 123564 60 123564 52 123567 53 123567 64 123568 71 123568 66 123577 56 $57.00 11/1/2017 3 $16.00 11/20/2017 1 $37.00 11/16/2017 2 $56.00 11/7/2017 6 $17.00 11/20/2017 4 $11.00 11/28/2017 4 $50.00 11/6/2017 3 $30.00 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11/15/2017 2 $25.00 11/5/2017 4 $54.00 11/22/2017 5 $54.00 11/6/2017 1 $50.00 11/7/2017 4 $14.00 11/7/2017 2 $25.00 11/3/2017 3 $21.00 11/28/2017 1 126745 59 126763 74 126763 51 126763 58 126768 67 126774 80 126785 65 126789 79 126794 60 126795 69 126807 56 126825 58 126825 81 126827 75 126832 79 126833 59 126835 61 126844 69 126849 72 126863 67 126867 59 126869 71 126874 68 126879 58 126879 59 126880 54 126883 50 126885 60 126891 52 126892 77 126906 71 126914 69 126918 78 126928 78 126929 75 126934 69 126939 51 126941 63 126957 55 126971 58 126972 56 126974 82 126975 50 126976 64 126988 72 126995 77 126996 72 $52.00 11/17/2017 1 $45.00 11/9/2017 6 $36.00 11/16/2017 6 $19.00 11/22/2017 2 $64.00 11/27/2017 5 $29.00 11/30/2017 1 $65.00 11/30/2017 2 $56.00 11/28/2017 4 $24.00 11/30/2017 1 $20.00 11/1/2017 6 $24.00 11/11/2017 6 $26.00 11/7/2017 2 $29.00 11/19/2017 6 $22.00 11/22/2017 6 $51.00 11/14/2017 3 $47.00 11/2/2017 6 $40.00 11/9/2017 6 $59.00 11/7/2017 6 $16.00 11/22/2017 6 $57.00 11/16/2017 2 $20.00 11/12/2017 1 $45.00 11/21/2017 5 $13.00 11/19/2017 2 $31.00 11/5/2017 5 $62.00 11/20/2017 6 $44.00 11/10/2017 3 $45.00 11/13/2017 5 $31.00 11/15/2017 2 $65.00 11/5/2017 1 $47.00 11/12/2017 4 $14.00 11/23/2017 2 $27.00 11/26/2017 4 $15.00 11/2/2017 2 $16.00 11/3/2017 5 $13.00 11/17/2017 5 $49.00 11/17/2017 1 $52.00 11/22/2017 1 $21.00 11/16/2017 5 $41.00 11/24/2017 1 $65.00 11/30/2017 3 $36.00 11/3/2017 5 $52.00 11/26/2017 4 $44.00 11/29/2017 2 $63.00 11/19/2017 5 $57.00 11/21/2017 6 $32.00 11/10/2017 6 $38.00 11/15/2017 5 127004 61 127009 73 127009 78 127011 62 127029 51 127031 67 127042 67 127049 79 127052 50 127057 79 127059 71 127076 53 127077 82 127081 51 127092 63 127114 76 127122 60 127124 50 127124 62 127127 52 127132 56 127139 65 127143 75 127150 82 127157 63 127160 57 127171 56 127179 63 127180 63 127183 64 127186 56 127191 60 127195 67 127198 52 127201 78 127202 74 127203 62 127208 76 127209 67 127213 52 127213 76 127213 69 127214 76 127223 77 127233 73 127233 75 127238 62 $61.00 11/10/2017 3 $27.00 11/12/2017 5 $21.00 11/30/2017 6 $28.00 11/7/2017 1 $63.00 11/26/2017 2 $25.00 11/8/2017 4 $55.00 11/12/2017 4 $35.00 11/2/2017 2 $19.00 11/24/2017 3 $21.00 11/1/2017 2 $47.00 11/21/2017 1 $23.00 11/28/2017 2 $18.00 11/21/2017 1 $61.00 11/18/2017 2 $36.00 11/21/2017 1 $28.00 11/12/2017 1 $11.00 11/1/2017 1 $19.00 11/2/2017 1 $24.00 11/2/2017 5 $17.00 11/4/2017 2 $47.00 11/14/2017 3 $20.00 11/28/2017 5 $55.00 11/7/2017 2 $37.00 11/28/2017 4 $63.00 11/18/2017 5 $21.00 11/13/2017 3 $22.00 11/19/2017 6 $62.00 11/27/2017 1 $42.00 11/26/2017 3 $14.00 11/21/2017 6 $60.00 11/9/2017 1 $45.00 11/24/2017 2 $40.00 11/22/2017 4 $62.00 11/7/2017 3 $50.00 11/14/2017 1 $57.00 11/12/2017 5 $66.00 11/19/2017 3 $22.00 11/18/2017 1 $46.00 11/22/2017 3 $27.00 11/9/2017 3 $55.00 11/7/2017 5 $46.00 11/2/2017 6 $18.00 11/21/2017 3 $26.00 11/21/2017 2 $54.00 11/26/2017 2 $61.00 11/26/2017 2 $16.00 11/23/2017 4 127244 68 127251 67 127261 52 127273 68 127273 71 127277 59 127278 57 127281 61 127285 54 127287 63 127290 71 127305 73 127308 60 127312 54 127316 58 127324 81 127325 73 127335 77 127342 68 127343 55 127357 81 127374 82 127374 75 127393 50 127394 61 127401 52 127409 78 127411 74 127416 82 127422 77 127423 63 127427 54 127427 60 127433 55 127435 64 127439 73 127447 68 127460 78 127461 82 127474 57 127474 64 127475 51 127479 54 127483 73 127488 63 127489 69 127489 76 $62.00 11/9/2017 1 $66.00 11/7/2017 2 $66.00 11/26/2017 3 $11.00 11/30/2017 6 $23.00 11/26/2017 3 $25.00 11/27/2017 4 $26.00 11/10/2017 6 $33.00 11/14/2017 5 $61.00 11/18/2017 5 $61.00 11/3/2017 2 $58.00 11/2/2017 6 $52.00 11/7/2017 6 $54.00 11/30/2017 5 $25.00 11/26/2017 1 $26.00 11/1/2017 5 $19.00 11/7/2017 6 $65.00 11/1/2017 5 $65.00 11/12/2017 1 $52.00 11/14/2017 6 $39.00 11/5/2017 4 $28.00 11/27/2017 4 $59.00 11/6/2017 4 $37.00 11/3/2017 1 $43.00 11/8/2017 2 $25.00 11/15/2017 4 $23.00 11/17/2017 6 $46.00 11/5/2017 4 $66.00 11/30/2017 6 $35.00 11/11/2017 5 $45.00 11/1/2017 2 $34.00 11/9/2017 5 $15.00 11/18/2017 6 $19.00 11/27/2017 4 $63.00 11/14/2017 6 $15.00 11/29/2017 1 $48.00 11/2/2017 4 $52.00 11/3/2017 2 $27.00 11/12/2017 3 $44.00 11/26/2017 2 $55.00 11/7/2017 1 $40.00 11/26/2017 2 $62.00 11/10/2017 4 $31.00 11/11/2017 2 $27.00 11/30/2017 2 $19.00 11/23/2017 2 $21.00 11/6/2017 4 $36.00 11/20/2017 2 127491 80 127506 72 127536 63 127540 72 127558 61 127572 80 127579 50 127597 70 127600 58 127603 61 127604 59 127609 78 127615 72 127638 56 127639 54 127648 56 127657 72 127666 58 127671 56 127671 66 127695 67 127700 63 127701 63 127705 63 127715 52 127725 70 127725 66 127730 68 127732 59 127741 76 127741 81 127742 66 127751 65 127774 64 127779 63 127787 75 127810 81 127812 55 127816 81 127821 82 127824 53 127828 69 127829 81 127835 75 127838 52 127844 77 127854 76 $32.00 11/9/2017 6 $11.00 11/6/2017 1 $64.00 11/5/2017 4 $64.00 11/14/2017 4 $50.00 11/15/2017 5 $59.00 11/18/2017 5 $53.00 11/24/2017 6 $16.00 11/22/2017 3 $19.00 11/12/2017 3 $56.00 11/9/2017 3 $49.00 11/3/2017 4 $52.00 11/13/2017 4 $18.00 11/17/2017 5 $46.00 11/13/2017 2 $65.00 11/15/2017 6 $66.00 11/26/2017 2 $26.00 11/6/2017 1 $24.00 11/19/2017 6 $64.00 11/7/2017 2 $44.00 11/16/2017 2 $30.00 11/2/2017 5 $33.00 11/26/2017 4 $28.00 11/22/2017 4 $62.00 11/24/2017 2 $45.00 11/21/2017 1 $65.00 11/17/2017 4 $50.00 11/19/2017 5 $56.00 11/18/2017 1 $34.00 11/11/2017 2 $50.00 11/17/2017 3 $25.00 11/19/2017 3 $58.00 11/23/2017 6 $15.00 11/5/2017 6 $32.00 11/25/2017 3 $36.00 11/29/2017 5 $42.00 11/9/2017 2 $44.00 11/19/2017 5 $24.00 11/7/2017 1 $25.00 11/16/2017 3 $12.00 11/3/2017 5 $52.00 11/13/2017 6 $21.00 11/9/2017 2 $66.00 11/3/2017 5 $34.00 11/17/2017 2 $43.00 11/2/2017 5 $60.00 11/19/2017 4 $66.00 11/16/2017 4 127856 77 127857 54 127858 56 127860 60 127864 82 127864 67 127876 67 127879 53 127882 65 127884 71 127891 55 127892 52 127894 54 127903 71 127905 50 127916 76 127921 57 127936 80 127943 74 127967 73 127973 52 127976 55 127980 72 127981 58 127982 68 127984 80 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$22.00 11/1/2017 6 $34.00 11/25/2017 1 $29.00 11/22/2017 3 $28.00 11/8/2017 2 $17.00 11/11/2017 6 $44.00 11/18/2017 2 $50.00 11/5/2017 4 128116 60 128116 67 128122 60 128127 70 128131 71 128131 61 128140 69 128160 52 128171 66 128173 59 128185 56 128198 68 128205 52 128205 69 128211 60 128216 71 128218 60 128219 57 128220 56 128224 78 128228 70 128228 82 128239 67 128241 80 128247 53 128248 71 128252 50 128261 82 128263 81 128266 68 128268 54 128276 56 128279 62 128286 57 128296 73 128300 65 128301 53 128301 61 128307 74 128308 73 128325 79 128337 79 128339 54 128339 80 128347 78 128354 73 128356 56 $37.00 11/20/2017 6 $56.00 11/20/2017 3 $58.00 11/9/2017 3 $25.00 11/27/2017 4 $15.00 11/24/2017 4 $36.00 11/22/2017 5 $58.00 11/25/2017 6 $59.00 11/15/2017 3 $37.00 11/15/2017 1 $43.00 11/15/2017 5 $18.00 11/11/2017 1 $55.00 11/28/2017 3 $42.00 11/20/2017 2 $22.00 11/29/2017 6 $32.00 11/22/2017 3 $66.00 11/28/2017 4 $59.00 11/27/2017 4 $55.00 11/17/2017 4 $34.00 11/1/2017 6 $50.00 11/23/2017 3 $17.00 11/28/2017 2 $50.00 11/6/2017 2 $36.00 11/6/2017 6 $23.00 11/22/2017 6 $64.00 11/21/2017 3 $60.00 11/10/2017 2 $29.00 11/12/2017 6 $16.00 11/11/2017 2 $57.00 11/9/2017 3 $24.00 11/13/2017 5 $48.00 11/17/2017 3 $65.00 11/27/2017 5 $38.00 11/29/2017 1 $49.00 11/15/2017 2 $63.00 11/8/2017 4 $53.00 11/4/2017 1 $59.00 11/4/2017 6 $41.00 11/6/2017 5 $35.00 11/24/2017 5 $36.00 11/19/2017 3 $14.00 11/23/2017 6 $28.00 11/19/2017 1 $17.00 11/24/2017 5 $27.00 11/10/2017 2 $67.00 11/26/2017 5 $22.00 11/30/2017 2 $36.00 11/22/2017 4 128363 58 128367 69 128379 60 128403 72 128417 52 128421 56 128431 68 128432 74 128433 55 128434 53 128435 56 128438 58 128444 70 128444 60 128447 53 128464 78 128464 72 128472 64 128477 81 128479 74 128500 51 128502 59 128505 71 128517 66 128518 79 128524 81 128527 54 128531 51 128554 64 128566 66 128568 79 128581 50 128589 52 128590 50 128593 52 128603 62 128604 66 128605 55 128619 64 128619 77 128624 79 128632 74 128643 50 128651 80 128670 73 128670 56 128677 78 $46.00 11/16/2017 4 $39.00 11/28/2017 3 $66.00 11/5/2017 1 $40.00 11/9/2017 4 $48.00 11/18/2017 5 $21.00 11/20/2017 4 $29.00 11/5/2017 2 $30.00 11/23/2017 4 $18.00 11/19/2017 3 $16.00 11/21/2017 2 $57.00 11/8/2017 4 $13.00 11/5/2017 4 $45.00 11/16/2017 4 $36.00 11/9/2017 6 $24.00 11/28/2017 2 $63.00 11/20/2017 1 $36.00 11/23/2017 4 $34.00 11/19/2017 5 $23.00 11/10/2017 3 $37.00 11/26/2017 3 $23.00 11/21/2017 4 $66.00 11/14/2017 6 $28.00 11/11/2017 6 $65.00 11/11/2017 2 $49.00 11/21/2017 6 $13.00 11/17/2017 2 $67.00 11/3/2017 2 $50.00 11/24/2017 4 $14.00 11/6/2017 1 $42.00 11/20/2017 1 $22.00 11/23/2017 4 $38.00 11/1/2017 6 $62.00 11/25/2017 5 $28.00 11/11/2017 5 $30.00 11/13/2017 5 $31.00 11/5/2017 2 $31.00 11/25/2017 6 $49.00 11/8/2017 5 $52.00 11/13/2017 4 $16.00 11/12/2017 3 $62.00 11/22/2017 2 $13.00 11/7/2017 4 $22.00 11/25/2017 5 $49.00 11/21/2017 1 $39.00 11/8/2017 6 $21.00 11/18/2017 5 $64.00 11/16/2017 4 128680 51 128685 80 128686 61 128688 59 128693 53 128696 58 128699 63 128703 53 128703 81 128704 78 128706 67 128729 51 128734 61 128740 52 128743 72 128751 65 128757 65 128769 69 128773 61 128777 56 128779 78 128786 72 128788 59 128792 82 128793 66 128822 52 128846 62 128853 56 128871 60 128872 62 128891 57 128893 61 128896 52 128900 73 128905 60 128906 58 128912 74 128924 78 128925 60 128927 67 128928 70 128929 57 128930 53 128936 69 128937 61 128938 79 128965 59 $38.00 11/18/2017 5 $39.00 11/20/2017 6 $18.00 11/11/2017 2 $49.00 11/11/2017 6 $14.00 11/27/2017 2 $34.00 11/16/2017 6 $39.00 11/21/2017 2 $18.00 11/3/2017 4 $64.00 11/4/2017 2 $62.00 11/28/2017 6 $15.00 11/3/2017 6 $37.00 11/22/2017 5 $64.00 11/9/2017 3 $42.00 11/13/2017 5 $63.00 11/9/2017 6 $45.00 11/9/2017 1 $60.00 11/23/2017 2 $14.00 11/13/2017 6 $25.00 11/16/2017 2 $27.00 11/25/2017 3 $21.00 11/25/2017 4 $37.00 11/20/2017 3 $38.00 11/16/2017 6 $40.00 11/19/2017 5 $35.00 11/14/2017 2 $55.00 11/23/2017 1 $20.00 11/11/2017 4 $60.00 11/25/2017 5 $21.00 11/23/2017 6 $55.00 11/4/2017 6 $56.00 11/6/2017 5 $20.00 11/13/2017 3 $64.00 11/8/2017 4 $61.00 11/5/2017 6 $60.00 11/27/2017 2 $60.00 11/13/2017 2 $16.00 11/12/2017 3 $45.00 11/1/2017 4 $57.00 11/29/2017 3 $49.00 11/12/2017 6 $54.00 11/12/2017 5 $63.00 11/16/2017 2 $67.00 11/20/2017 6 $60.00 11/17/2017 6 $18.00 11/16/2017 6 $12.00 11/16/2017 5 $42.00 11/4/2017 1 128984 69 128996 72 129001 51 129007 51 129016 72 129021 70 129023 64 129025 81 129031 69 129045 58 129046 70 129048 56 129052 79 129064 63 129066 78 129071 73 129074 74 129086 77 129099 68 129120 50 129131 79 129135 64 129135 78 129137 55 129142 60 129143 72 129166 69 129173 50 129175 74 129176 71 129178 54 129185 67 129202 57 129215 60 129217 54 129217 77 129223 80 129231 58 129242 70 129250 69 129265 72 129272 73 129275 62 129276 72 129285 80 129290 67 129291 58 $37.00 11/17/2017 2 $28.00 11/15/2017 4 $55.00 11/8/2017 5 $64.00 11/3/2017 3 $15.00 11/20/2017 2 $27.00 11/29/2017 1 $18.00 11/25/2017 3 $28.00 11/24/2017 5 $23.00 11/8/2017 2 $17.00 11/9/2017 6 $24.00 11/4/2017 2 $56.00 11/4/2017 6 $37.00 11/13/2017 1 $12.00 11/2/2017 1 $25.00 11/5/2017 5 $59.00 11/16/2017 5 $48.00 11/16/2017 4 $40.00 11/10/2017 5 $56.00 11/26/2017 6 $26.00 11/11/2017 4 $62.00 11/6/2017 4 $61.00 11/9/2017 4 $31.00 11/1/2017 5 $57.00 11/24/2017 6 $51.00 11/27/2017 4 $60.00 11/23/2017 6 $54.00 11/8/2017 6 $35.00 11/5/2017 2 $37.00 11/1/2017 6 $31.00 11/8/2017 4 $39.00 11/8/2017 4 $62.00 11/21/2017 1 $26.00 11/4/2017 6 $17.00 11/23/2017 6 $55.00 11/27/2017 4 $47.00 11/7/2017 2 $55.00 11/29/2017 3 $50.00 11/8/2017 5 $57.00 11/12/2017 2 $49.00 11/26/2017 4 $13.00 11/27/2017 2 $60.00 11/6/2017 2 $37.00 11/28/2017 3 $52.00 11/11/2017 1 $21.00 11/25/2017 4 $48.00 11/19/2017 3 $60.00 11/19/2017 6 129296 53 129307 79 129337 74 129342 59 129350 58 129351 73 129360 81 129364 62 129369 60 129379 60 129386 59 129389 72 129403 80 129419 55 129421 59 129428 50 129463 57 129465 66 129470 81 129475 52 129492 66 129502 56 129505 59 129517 79 129534 50 129536 66 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$31.00 11/10/2017 4 $35.00 11/15/2017 3 $41.00 11/21/2017 1 $62.00 11/17/2017 4 $59.00 11/27/2017 3 $26.00 11/24/2017 4 $64.00 11/28/2017 6 129680 77 129694 63 129698 77 129702 58 129704 53 129719 57 129727 67 129741 53 129742 57 129750 55 129754 59 129757 72 129758 60 129761 50 129762 55 129769 69 129771 69 129779 76 129784 76 129790 76 129800 68 129808 63 129815 68 129816 76 129816 72 129825 76 129832 53 129836 55 129840 70 129841 52 129842 67 129854 54 129860 81 129862 71 129873 74 129880 57 129880 66 129887 66 129892 69 129894 56 129903 67 129908 60 129908 54 129911 57 129921 67 129924 81 129928 70 $30.00 11/8/2017 5 $56.00 11/17/2017 6 $32.00 11/18/2017 5 $56.00 11/20/2017 4 $21.00 11/10/2017 3 $49.00 11/10/2017 5 $20.00 11/4/2017 4 $23.00 11/7/2017 1 $56.00 11/18/2017 2 $62.00 11/25/2017 1 $34.00 11/25/2017 2 $66.00 11/2/2017 3 $17.00 11/13/2017 4 $30.00 11/16/2017 4 $11.00 11/6/2017 6 $52.00 11/8/2017 4 $40.00 11/22/2017 5 $52.00 11/18/2017 1 $34.00 11/13/2017 6 $58.00 11/20/2017 4 $45.00 11/23/2017 1 $26.00 11/2/2017 1 $48.00 11/18/2017 2 $11.00 11/16/2017 4 $48.00 11/9/2017 1 $58.00 11/24/2017 6 $34.00 11/24/2017 5 $59.00 11/10/2017 2 $52.00 11/6/2017 3 $51.00 11/2/2017 4 $33.00 11/16/2017 1 $27.00 11/24/2017 6 $53.00 11/16/2017 3 $41.00 11/3/2017 2 $42.00 11/26/2017 3 $24.00 11/12/2017 3 $39.00 11/8/2017 6 $27.00 11/14/2017 5 $52.00 11/24/2017 3 $13.00 11/20/2017 6 $58.00 11/4/2017 4 $50.00 11/21/2017 5 $63.00 11/17/2017 2 $62.00 11/3/2017 5 $36.00 11/5/2017 4 $17.00 11/13/2017 6 $33.00 11/27/2017 1 129928 51 129929 78 129944 62 129944 77 129945 52 129948 74 129954 79 129954 60 129954 82 129964 65 129965 79 129968 72 129997 69 130001 51 130001 79 130003 68 130007 80 130008 67 130008 74 130015 75 130026 79 130028 68 130036 50 130037 55 130040 73 130050 80 130062 67 130072 55 130073 81 130078 51 130093 66 130103 76 130111 75 130115 75 130120 75 130122 61 130126 76 130139 51 130140 79 130145 73 130145 51 130145 62 130149 54 130157 77 130185 73 130191 59 130191 65 $58.00 11/25/2017 1 $64.00 11/29/2017 2 $14.00 11/24/2017 2 $39.00 11/24/2017 2 $49.00 11/21/2017 5 $64.00 11/5/2017 1 $41.00 11/25/2017 1 $54.00 11/28/2017 5 $19.00 11/11/2017 5 $57.00 11/25/2017 1 $24.00 11/23/2017 4 $15.00 11/3/2017 1 $41.00 11/24/2017 4 $47.00 11/18/2017 1 $34.00 11/29/2017 3 $15.00 11/8/2017 3 $27.00 11/9/2017 2 $64.00 11/24/2017 1 $25.00 11/16/2017 2 $51.00 11/11/2017 2 $44.00 11/9/2017 1 $20.00 11/2/2017 2 $35.00 11/13/2017 1 $13.00 11/6/2017 4 $37.00 11/29/2017 5 $24.00 11/14/2017 3 $64.00 11/24/2017 4 $50.00 11/8/2017 1 $66.00 11/3/2017 3 $54.00 11/30/2017 4 $67.00 11/1/2017 1 $51.00 11/23/2017 1 $26.00 11/8/2017 1 $22.00 11/17/2017 5 $33.00 11/20/2017 2 $26.00 11/5/2017 5 $39.00 11/7/2017 1 $43.00 11/13/2017 2 $46.00 11/19/2017 4 $52.00 11/20/2017 1 $39.00 11/21/2017 5 $19.00 11/30/2017 4 $60.00 11/4/2017 4 $34.00 11/2/2017 2 $27.00 11/13/2017 3 $39.00 11/5/2017 2 $13.00 11/8/2017 2 130192 77 130196 50 130198 52 130198 78 130199 60 130200 54 130214 73 130231 55 130239 74 130240 57 130244 54 130247 61 130255 62 130259 67 130267 81 130274 67 130298 71 130301 56 130315 76 130317 60 130318 73 130320 73 130328 82 130330 82 130334 80 130342 80 130346 54 130346 71 130346 72 130347 69 130354 79 130361 54 130370 59 130383 68 130399 73 130409 71 130409 68 130410 63 130421 52 130423 65 130431 60 130456 69 130458 74 130458 68 130464 52 130464 63 130471 52 $39.00 11/27/2017 5 $17.00 11/16/2017 4 $27.00 11/7/2017 1 $37.00 11/12/2017 3 $18.00 11/30/2017 1 $63.00 11/17/2017 5 $45.00 11/15/2017 6 $56.00 11/2/2017 3 $44.00 11/22/2017 3 $64.00 11/28/2017 2 $35.00 11/20/2017 1 $38.00 11/7/2017 6 $52.00 11/14/2017 3 $64.00 11/6/2017 5 $16.00 11/1/2017 4 $18.00 11/25/2017 5 $45.00 11/2/2017 2 $52.00 11/4/2017 3 $56.00 11/28/2017 6 $27.00 11/12/2017 1 $30.00 11/25/2017 2 $55.00 11/16/2017 6 $62.00 11/5/2017 4 $36.00 11/3/2017 4 $49.00 11/3/2017 3 $54.00 11/28/2017 4 $67.00 11/4/2017 5 $35.00 11/10/2017 1 $36.00 11/7/2017 2 $62.00 11/24/2017 6 $55.00 11/12/2017 4 $58.00 11/9/2017 1 $40.00 11/27/2017 6 $56.00 11/15/2017 2 $25.00 11/29/2017 1 $40.00 11/25/2017 2 $29.00 11/7/2017 4 $59.00 11/7/2017 5 $52.00 11/22/2017 2 $46.00 11/23/2017 1 $40.00 11/3/2017 4 $35.00 11/13/2017 2 $67.00 11/11/2017 1 $50.00 11/28/2017 3 $48.00 11/25/2017 6 $45.00 11/12/2017 2 $64.00 11/16/2017 5 130472 70 130472 59 130481 64 130500 78 130502 50 130508 62 130515 64 130532 63 130539 78 130554 77 130571 67 130584 80 130587 75 130590 57 130598 75 130599 81 130604 61 130610 57 130626 58 130628 82 130636 75 130645 56 130646 79 130650 59 130655 58 130662 74 130668 61 130674 50 130696 82 130700 67 130703 75 130705 76 130716 62 130723 52 130729 79 130735 68 130744 75 130750 72 130757 60 130768 70 130770 81 130777 76 130781 51 130784 81 130794 70 130800 66 130801 68 $55.00 11/22/2017 6 $57.00 11/17/2017 6 $21.00 11/1/2017 4 $18.00 11/18/2017 5 $12.00 11/1/2017 4 $54.00 11/4/2017 2 $43.00 11/1/2017 2 $59.00 11/30/2017 4 $37.00 11/26/2017 1 $22.00 11/4/2017 1 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131047 72 131063 66 131081 72 131093 59 131096 56 131098 60 131108 53 131114 82 131120 81 131138 52 131148 78 131168 63 131174 59 131176 64 131179 68 131189 72 131189 57 131193 71 131199 54 131199 80 $39.00 11/21/2017 6 $49.00 11/22/2017 2 $48.00 11/3/2017 1 $50.00 11/1/2017 1 $67.00 11/19/2017 1 $15.00 11/23/2017 2 $27.00 11/18/2017 3 $48.00 11/4/2017 4 $11.00 11/15/2017 5 $28.00 11/13/2017 5 $44.00 11/20/2017 5 $33.00 11/23/2017 2 $34.00 11/29/2017 1 $17.00 11/9/2017 3 $24.00 11/24/2017 2 $17.00 11/6/2017 3 $43.00 11/21/2017 5 $42.00 11/2/2017 3 $29.00 11/30/2017 5 $38.00 11/26/2017 3 $61.00 11/4/2017 6 $11.00 11/6/2017 2 $55.00 11/22/2017 3 $39.00 11/2/2017 1 $20.00 11/17/2017 1 $27.00 11/28/2017 2 $56.00 11/27/2017 4 $14.00 11/21/2017 5 $31.00 11/10/2017 6 $32.00 11/21/2017 2 $62.00 11/23/2017 4 $30.00 11/9/2017 2 $33.00 11/10/2017 3 $42.00 11/1/2017 3 $51.00 11/7/2017 6 $18.00 11/27/2017 6 $26.00 11/12/2017 1 $29.00 11/27/2017 2 $11.00 11/11/2017 2 $41.00 11/25/2017 1 $17.00 11/29/2017 3 $60.00 11/16/2017 3 $56.00 11/23/2017 1 $33.00 11/25/2017 6 $51.00 11/2/2017 2 $52.00 11/13/2017 6 $51.00 11/7/2017 4 131201 77 131204 70 131207 57 131213 54 131219 64 131220 54 131225 61 131232 69 131236 67 131239 51 131254 67 131255 78 131279 69 131281 56 131283 73 131290 77 131290 68 131294 69 131299 71 131301 55 131304 62 131318 78 131320 79 131331 53 131333 78 131334 60 131337 56 131340 63 131345 64 131346 51 131349 65 131351 75 131363 52 131365 76 131367 73 131369 75 131371 52 131375 64 131375 50 131375 60 131380 72 131382 59 131386 78 131392 64 131396 61 131405 62 131407 79 $35.00 11/21/2017 2 $58.00 11/30/2017 6 $22.00 11/27/2017 3 $39.00 11/10/2017 1 $12.00 11/11/2017 1 $44.00 11/15/2017 6 $67.00 11/11/2017 5 $53.00 11/28/2017 2 $51.00 11/6/2017 4 $31.00 11/13/2017 4 $46.00 11/8/2017 2 $11.00 11/12/2017 2 $17.00 11/27/2017 1 $62.00 11/9/2017 4 $23.00 11/12/2017 3 $21.00 11/23/2017 6 $44.00 11/18/2017 5 $27.00 11/18/2017 3 $21.00 11/29/2017 4 $14.00 11/21/2017 4 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58 $44.00 11/28/2017 4 $48.00 11/2/2017 6 $59.00 11/16/2017 4 $23.00 11/5/2017 2 $18.00 11/14/2017 2 $32.00 11/29/2017 2 $62.00 11/16/2017 5 $24.00 11/24/2017 6 $49.00 11/16/2017 1 $36.00 11/26/2017 6 $67.00 11/24/2017 2 $32.00 11/13/2017 4 $14.00 11/4/2017 2 $45.00 11/22/2017 6 $52.00 11/3/2017 1 $27.00 11/26/2017 3 $64.00 11/15/2017 1 $62.00 11/30/2017 5 $34.00 11/26/2017 6 $31.00 11/29/2017 3 $22.00 11/9/2017 1 $15.00 11/27/2017 5 $15.00 11/9/2017 6 $20.00 11/12/2017 2 $42.00 11/17/2017 5 $59.00 11/15/2017 1 $16.00 11/26/2017 6 $35.00 11/29/2017 5 $29.00 11/18/2017 6 $57.00 11/18/2017 2 $42.00 11/3/2017 6 $18.00 11/24/2017 4 $48.00 11/30/2017 5 $39.00 11/30/2017 1 $57.00 11/14/2017 2 $36.00 11/26/2017 6 $67.00 11/13/2017 5 $43.00 11/24/2017 4 $20.00 11/23/2017 1 $50.00 11/2/2017 2 $23.00 11/24/2017 1 $56.00 11/28/2017 5 $13.00 11/19/2017 1 $54.00 11/4/2017 2 $13.00 11/7/2017 4 $37.00 11/18/2017 5 $35.00 11/10/2017 2 131708 74 131712 80 131722 51 131728 57 131735 74 131741 56 131746 61 131753 62 131757 77 131758 62 131762 80 131763 69 131765 65 131773 76 131793 53 131812 54 131812 80 131822 63 131825 73 131825 58 131840 69 131840 58 131843 73 131844 55 131863 66 131864 55 131867 58 131870 67 131872 61 131877 64 131882 74 131884 64 131888 77 131895 73 131918 81 131928 67 131930 59 131933 82 131942 80 131949 66 131952 77 131953 56 131956 80 131958 57 131969 55 131974 72 131985 60 $61.00 11/6/2017 4 $14.00 11/10/2017 4 $58.00 11/20/2017 6 $59.00 11/10/2017 5 $44.00 11/2/2017 3 $19.00 11/15/2017 3 $59.00 11/9/2017 2 $60.00 11/12/2017 2 $41.00 11/17/2017 5 $46.00 11/27/2017 3 $39.00 11/10/2017 4 $30.00 11/23/2017 5 $32.00 11/25/2017 6 $40.00 11/21/2017 1 $16.00 11/23/2017 5 $41.00 11/1/2017 1 $44.00 11/27/2017 3 $53.00 11/16/2017 1 $27.00 11/29/2017 4 $35.00 11/28/2017 6 $31.00 11/28/2017 4 $11.00 11/29/2017 3 $17.00 11/20/2017 5 $43.00 11/2/2017 3 $51.00 11/20/2017 4 $42.00 11/14/2017 3 $41.00 11/8/2017 6 $46.00 11/23/2017 6 $45.00 11/25/2017 6 $53.00 11/25/2017 4 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11/28/2017 3 $67.00 11/28/2017 2 $42.00 11/19/2017 1 $63.00 11/19/2017 3 $41.00 11/5/2017 1 $38.00 11/28/2017 1 $26.00 11/29/2017 6 132576 65 132592 77 132596 69 132604 68 132604 78 132607 69 132613 57 132615 55 132621 82 132625 50 132626 53 132629 55 132631 57 132644 76 132646 73 132653 63 132657 52 132658 65 132669 66 132673 72 132677 82 132677 82 132689 54 132698 69 132702 68 132707 71 132710 55 132723 74 132751 69 132757 56 132763 74 132764 71 132768 81 132772 58 132781 78 132783 71 132786 80 132788 80 132798 76 132798 53 132811 76 132817 59 132831 75 132844 76 132845 67 132872 68 132874 77 $19.00 11/17/2017 2 $49.00 11/16/2017 3 $29.00 11/7/2017 2 $15.00 11/3/2017 3 $42.00 11/3/2017 2 $26.00 11/18/2017 1 $18.00 11/23/2017 4 $36.00 11/10/2017 5 $48.00 11/9/2017 5 $13.00 11/18/2017 2 $32.00 11/19/2017 6 $33.00 11/30/2017 3 $60.00 11/29/2017 5 $26.00 11/10/2017 1 $43.00 11/1/2017 4 $32.00 11/14/2017 5 $62.00 11/23/2017 5 $24.00 11/22/2017 5 $17.00 11/15/2017 6 $52.00 11/4/2017 3 $39.00 11/10/2017 3 $11.00 11/2/2017 3 $50.00 11/11/2017 1 $58.00 11/3/2017 2 $28.00 11/23/2017 6 $32.00 11/20/2017 6 $65.00 11/19/2017 2 $32.00 11/27/2017 1 $47.00 11/13/2017 4 $36.00 11/4/2017 4 $62.00 11/5/2017 3 $45.00 11/9/2017 6 $15.00 11/17/2017 4 $39.00 11/29/2017 6 $46.00 11/20/2017 5 $42.00 11/15/2017 2 $18.00 11/13/2017 6 $45.00 11/17/2017 4 $26.00 11/7/2017 5 $23.00 11/4/2017 3 $30.00 11/30/2017 5 $63.00 11/13/2017 1 $27.00 11/9/2017 2 $24.00 11/6/2017 3 $50.00 11/14/2017 5 $24.00 11/27/2017 3 $66.00 11/23/2017 5 132874 68 132880 51 132901 55 132904 59 132920 66 132930 64 132931 82 132938 61 132940 58 132943 69 132944 60 132949 52 132960 55 132967 57 132969 79 132987 60 132993 55 133001 72 133004 71 133016 51 133017 56 133020 69 133026 64 133039 57 133041 62 133056 66 133059 81 133070 79 133070 65 133080 82 133083 77 133087 61 133090 82 133090 73 133091 78 133096 71 133115 52 133152 72 133155 63 133156 55 133156 60 133156 60 133161 75 133170 52 133176 73 133180 55 133183 76 $41.00 11/11/2017 3 $63.00 11/25/2017 5 $64.00 11/4/2017 2 $62.00 11/26/2017 2 $14.00 11/3/2017 6 $13.00 11/8/2017 5 $65.00 11/27/2017 6 $62.00 11/26/2017 3 $60.00 11/8/2017 4 $44.00 11/1/2017 6 $59.00 11/18/2017 6 $16.00 11/3/2017 2 $43.00 11/27/2017 4 $63.00 11/6/2017 4 $55.00 11/14/2017 1 $38.00 11/23/2017 5 $63.00 11/25/2017 3 $14.00 11/22/2017 1 $44.00 11/2/2017 4 $12.00 11/25/2017 1 $17.00 11/23/2017 3 $12.00 11/29/2017 2 $28.00 11/26/2017 6 $63.00 11/6/2017 3 $45.00 11/7/2017 5 $24.00 11/14/2017 6 $31.00 11/8/2017 6 $54.00 11/23/2017 6 $42.00 11/6/2017 6 $25.00 11/14/2017 6 $15.00 11/11/2017 5 $59.00 11/9/2017 5 $51.00 11/8/2017 6 $37.00 11/4/2017 3 $58.00 11/10/2017 4 $12.00 11/29/2017 1 $18.00 11/30/2017 3 $65.00 11/11/2017 1 $64.00 11/4/2017 1 $37.00 11/22/2017 5 $49.00 11/1/2017 4 $54.00 11/11/2017 4 $14.00 11/6/2017 6 $42.00 11/28/2017 5 $24.00 11/15/2017 2 $33.00 11/12/2017 5 $30.00 11/12/2017 2 133193 78 133202 59 133214 74 133223 79 133231 74 133232 52 133232 53 133234 60 133237 73 133242 79 133246 59 133248 60 133250 80 133260 59 133268 52 133270 79 133273 50 133275 76 133276 62 133277 67 133278 78 133289 81 133298 60 133308 62 133308 64 133314 63 133323 65 133326 67 133327 63 133336 79 133338 68 133338 71 133366 73 133369 61 133375 50 133385 72 133389 62 133391 57 133394 69 133395 70 133401 56 133413 62 133413 67 133421 63 133425 65 133425 69 133428 67 $54.00 11/14/2017 4 $32.00 11/13/2

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# Importing packages used in this program
import xlrd
import matplotlib.pyplot as plt;
from matplotlib import interactive
plt.rcdefaults()
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import datetime


# Helper method to convert weekday number to name
def get_week_name(weekday):
    if weekday == 0:
       return "Monday"
    if weekday == 1:
       return "Tuesday"
    if weekday == 2:
       return "Wednesday"
    if weekday == 3:
       return "Thursday"
    if weekday == 4:
       return "Friday"
    if weekday == 5:
       return "Saturday"
    if weekday == 6:
       return "Sunday"


# Reading the file
xls = pd.ExcelFile("Assignment_data_science_entry-final.xlsx")

# Reading purchase, source, state and policies sheet from the excel file
purchase = xls.parse(3)
source = xls.parse(4)
states = xls.parse(5)
policies = xls.parse(6)

# Joining purchase and policies data frame on purchase id
purchase_policies = pd.merge(purchase, policies, left_on='purchase_id', right_on='purchase_id', how='inner')...

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