FSeriesSales-20102018-worksheet
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School
Salisbury University *
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Course
144
Subject
Aerospace Engineering
Date
Oct 30, 2023
Type
xlsx
Pages
13
Uploaded by JusticeOwl3304
YEAR
Month
SALES
VALIDATION
M1 SALEShat
M2 SALEShat
M3 SALEShat
2010 JAN
27630
0 43020.245275 28115.455431
2010 FEB
32895
0 43380.948883 34596.417105
2010 MAR
42514
0 43741.652491 47887.003778
2010 APR
40946
0
44102.3561 41183.340452
2010 MAY
49858
0 44463.059708 45320.677126
2010 JUN
46502
0 44823.763316
44479.7638
2010 JUL
50449
0 45184.466924 43271.350474
2010 AUG
47652
0 45545.170533 47805.187147
2010 SEP
47433
0 45905.874141 46420.898821
2010 OCT
49041
0 46266.577749 45965.735495
2010 NOV
38541
0 46627.281357 44213.697169
2010 DEC
54888
0 46987.984966 60077.408843
2011 JAN
35806
0 47348.688574 33838.598214 32525.247594
2011 FEB
37549
0 47709.392182 40280.927981 41334.423053
2011 MAR
53272
0
48070.09579 53532.882748 53799.447058
2011 APR
45435
0 48430.799399 46790.587515 46635.488946
2011 MAY
42399
0 48791.503007 50889.292282 49617.011147
2011 JUN
49618
0 49152.206615 50009.747049 47210.515269
2011 JUL
49104
0 49512.910223 48762.701816 47381.254553
2011 AUG
48795
0 49873.613832 53257.906583 53825.305669
2011 SEP
54410
0
50234.31744
51834.98635 50264.239223
2011 OCT
52511
0 50595.021048 51341.191117 51649.336641
2011 NOV
47740
0 50955.724656 49550.520884 51334.525075
2011 DEC
68278
0 51316.428265 65375.600651 65725.020064
2012 JAN
38493
0 51677.131873 39098.158115 40116.352679
2012 FEB
47273
0 52037.835481 45501.855975 45772.626274
2012 MAR
58061
0 52398.539089 58715.178835 60018.798171
2012 APR
47453
0 52759.242698 51934.251696 51684.796978
2012 MAY
54836
0 53119.946306 55994.324556 54539.652362
2012 JUN
55025
0 53480.649914 55076.147416 54685.135499
2012 JUL
49314
0 53841.353522 53790.470276 52913.437151
2012 AUG
58201
0 54202.057131 58247.043136 57541.270249
2012 SEP
55077
0 54562.760739 56785.490997 56454.702402
2012 OCT
56497
0 54923.464347 56253.063857 55300.836178
2012 NOV
56299
0 55284.167955 54423.761717 55627.270197
2012 DEC
68787
0 55644.871564 70210.209577 71150.704416
2013 JAN
46841
0 56005.575172 43894.135135
43682.37366
2013 FEB
54489
0
56366.27878 50259.201088 51310.785623
2013 MAR
67513
0 56726.982388 63433.892042 65491.648247
2013 APR
59030
0 57087.685997 56614.332995 58007.407876
2013 MAY
71604
0 57448.389605 60635.773948 60827.541442
2013 JUN
69009
0 57809.093213 59678.964902 63022.334523
2013 JUL
60449
0 58169.796821 58354.655855 60684.984395
2013 AUG
71115
0
58530.50043 62772.596809 63799.585109
2013 SEP
60456
0 58891.204038 61272.412762 63804.169106
2013 OCT
63803
0 59251.907646 60701.353715 60048.550533
2013 NOV
65501
0 59612.611254 58833.419669 60654.883993
2013 DEC
74592
0 59973.314863 74581.235622 77261.714384
2014 JAN
46536
0 60334.018471 48226.529273 48196.000133
2014 FEB
55882
0 60694.722079
54552.96332
53955.55352
2014 MAR
70940
0 61055.425687 67689.022366 68495.173336
2014 APR
63387
0 61416.129296 60830.831413 61482.038552
2014 MAY
68520
0 61776.832904 64813.640459 64230.109992
2014 JUN
60560
0 62137.536512 63818.199506 64245.750165
2014 JUL
63240
0
62498.24012 62455.258553 60383.404973
2014 AUG
68109
0 62858.943729 66834.567599 66873.688221
2014 SEP
59863
0 63219.647337 65295.751646
65519.90601
2014 OCT
63410
0 63580.350945 64686.060692 62366.808934
2014 NOV
59049
0 63941.054553 62779.494739 62884.797547
2014 DEC
74355
0 64301.758162 78488.678786 77784.653311
2015 JAN
54370
0
64662.46177
52095.34053 51029.582474
2015 FEB
55236
0 65023.165378 58383.142669 59177.861171
2015 MAR
67706
0 65383.868986 71480.569809 70902.643242
2015 APR
62827
0 65744.572595 64583.746949 62990.506581
2015 MAY
61870
0 66105.276203 68527.924089 67026.323379
2015 JUN
55171
0 66465.979811 67493.851229 65452.066251
2015 JUL
66288
0 66826.683419 66092.278368 61231.600636
2015 AUG
71332
0 67187.387027 70432.955508 70708.044349
2015 SEP
69651
0 67548.090636 68855.507648 69224.783776
2015 OCT
65500
0 67908.794244 68207.184788
68085.40627
2015 NOV
65192
0 68269.497852 66261.986928 66554.761366
2015 DEC
85211
0
68630.20146 81932.539067 82294.359975
2016 JAN
51540
0 68990.905069 55500.568905 56466.102217
2016 FEB
60697
0 69351.608677 61749.739138 60846.943634
2016 MAR
73884
0 69712.312285 74808.534371 75305.444242
2016 APR
70774
0 70073.015893 67873.079604 67416.708623
2016 MAY
67412
0 70433.719502 71778.624837 72369.891765
2016 JUN
70937
0
70794.42311
70705.92007 69932.604063
2016 JUL
65657
0 71155.126718 69265.715303 68340.800169
2016 AUG
66946
0 71515.830326 73567.760536
72643.45057
2016 SEP
67809
0 71876.533935 71951.680769 69532.795033
2016 OCT
65542
0 72237.237543 71264.726002
69657.01799
2016 NOV
72089
0 72597.941151 69280.896235 68426.309335
2016 DEC
87512
0 72958.644759 84912.816468 85979.685239
2017 JAN
57995
0 73319.348368 58442.214398 59565.341243
2017 FEB
65956
0 73680.051976 64652.752724 64683.806725
2017 MAR
81330
0 74040.755584 77672.916051 78692.845703
2017 APR
70657
0 74401.459192 70698.829377 71346.052445
2017 MAY
76027
0 74762.162801 74565.742703 74057.469914
2017 JUN
77895
0 75122.866409 73454.406029 73666.594229
2017 JUL
69467
0 75483.570017 71975.569355 72583.518122
2017 AUG
77007
0 75844.273625 76238.982682 76113.655833
2017 SEP
82302
0 76204.977234 74584.271008 74767.404451
2017 OCT
75974
0 76565.680842 73858.684334 76129.043453
2017 NOV
72769
0
76926.38445
71836.22266 73156.452487
2017 DEC
89385
0 77287.088058 87429.510986 87923.862612
2018 JAN
58937
1 77647.791667
60920.27701 61586.604504
2018 FEB
68243
1 78008.495275 67092.183429 66461.816462
2018 MAR
87011
1 78369.198883 80073.714849
80722.24931
2018 APR
73104
1 78729.902491 73060.996268 74896.484187
2018 MAY
84639
1
79090.6061 76889.277688 76004.022385
2018 JUN
79204
1 79451.309708 75739.309107 77621.263303
2018 JUL
70949
1 79812.013316 74221.840526 74425.690123
2018 AUG
81839
1 80172.716924 78446.621946
77578.47058
2018 SEP
75092
1 80533.420533 76753.278365 76966.726206
2018 OCT
70438
1 80894.124141 75989.059785 74790.962308
2018 NOV
72102
1 81254.827749 73927.966204 72941.908733
2018 DEC
87772
1 81615.531357 89482.622624 89128.070093
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YEAR
Month
VALIDATION
SALES
M1 SALEShat
M2 SALEShat
2010
JAN
0
27630 43020.245275 15390.245275 0.5570121345 28115.455431
2010
FEB
0
32895 43380.948883 10485.948883 0.3187702959 34596.417105
2010
MAR
0
42514 43741.652491 1227.6524914 0.0288764287 47887.003778
2010
APR
0
40946
44102.3561 3156.3560997 0.0770858228 41183.340452
2010
MAY
0
49858 44463.059708 5394.9402921 0.1082061112 45320.677126
2010
JUN
0
46502 44823.763316 1678.2366838 0.0360895592
44479.7638
2010
JUL
0
50449 45184.466924 5264.5330756 0.1043535665 43271.350474
2010
AUG
0
47652 45545.170533 2106.8294674 0.0442128235 47805.187147
2010
SEP
0
47433 45905.874141 1527.1258591 0.0321954306 46420.898821
2010
OCT
0
49041 46266.577749 2774.4222509 0.0565735252 45965.735495
2010
NOV
0
38541 46627.281357 8086.2813574 0.2098098481 44213.697169
2010
DEC
0
54888 46987.984966 7900.0150344 0.1439297303 60077.408843
2011
JAN
0
35806 47348.688574 11542.688574 0.3223674405 33838.598214
2011
FEB
0
37549 47709.392182 10160.392182 0.2705902203 40280.927981
2011
MAR
0
53272
48070.09579 5201.9042096 0.0976479991 53532.882748
2011
APR
0
45435 48430.799399 2995.7993986 0.0659359392 46790.587515
2011
MAY
0
42399 48791.503007 6392.5030069 0.1507701363 50889.292282
2011
JUN
0
49618 49152.206615 465.79338488 0.0093875889 50009.747049
2011
JUL
0
49104 49512.910223 408.91022337
0.008327432 48762.701816
2011
AUG
0
48795 49873.613832 1078.6138316 0.0221050073 53257.906583
2011
SEP
0
54410
50234.31744 4175.6825601 0.0767447631
51834.98635
2011
OCT
0
52511 50595.021048 1915.9789519 0.0364871922 51341.191117
2011
NOV
0
47740 50955.724656 3215.7246564 0.0673591256 49550.520884
2011
DEC
0
68278 51316.428265 16961.571735
0.248419282 65375.600651
2012
JAN
0
38493 51677.131873 13184.131873 0.3425072578 39098.158115
2012
FEB
0
47273 52037.835481 4764.8354811 0.1007940152 45501.855975
2012
MAR
0
58061 52398.539089 5662.4609107 0.0975260659 58715.178835
2012
APR
0
47453 52759.242698 5306.2426976 0.1118210165 51934.251696
2012
MAY
0
54836 53119.946306 1716.0536942 0.0312942901 55994.324556
2012
JUN
0
55025 53480.649914 1544.3500859
0.028066335 55076.147416
2012
JUL
0
49314 53841.353522 4527.3535223 0.0918066578 53790.470276
2012
AUG
0
58201 54202.057131 3998.9428694
0.068709178 58247.043136
2012
SEP
0
55077 54562.760739 514.23926117 0.0093367333 56785.490997
2012
OCT
0
56497 54923.464347 1573.5356529 0.0278516674 56253.063857
2012
NOV
0
56299 55284.167955 1014.8320447 0.0180257561 54423.761717
2012
DEC
0
68787 55644.871564 13142.128436 0.1910554093 70210.209577
2013
JAN
0
46841 56005.575172 9164.5751718 0.1956528505 43894.135135
2013
FEB
0
54489
56366.27878 1877.2787801 0.0344524359 50259.201088
2013
MAR
0
67513 56726.982388 10786.017612 0.1597620845 63433.892042
2013
APR
0
59030 57087.685997 1942.3140034 0.0329038456 56614.332995
2013
MAY
0
71604 57448.389605 14155.610395 0.1976930115 60635.773948
2013
JUN
0
69009 57809.093213 11199.906787 0.1622963206 59678.964902
M1 Absolute
Deviation
M1 Absolute
Percentage
Error
2013
JUL
0
60449 58169.796821 2279.2031787 0.0377045638 58354.655855
2013
AUG
0
71115
58530.50043
12584.49957 0.1769598477 62772.596809
2013
SEP
0
60456 58891.204038 1564.7959622 0.0258832202 61272.412762
2013
OCT
0
63803 59251.907646
4551.092354 0.0713303819 60701.353715
2013
NOV
0
65501 59612.611254 5888.3887457 0.0898976923 58833.419669
2013
DEC
0
74592 59973.314863 14618.685137 0.1959819436 74581.235622
2014
JAN
0
46536 60334.018471 13798.018471 0.2965020301 48226.529273
2014
FEB
0
55882 60694.722079
4812.722079
0.086122939
54552.96332
2014
MAR
0
70940 61055.425687 9884.5743127 0.1393371062 67689.022366
2014
APR
0
63387 61416.129296 1970.8707045 0.0310926642 60830.831413
2014
MAY
0
68520 61776.832904 6743.1670962 0.0984116622 64813.640459
2014
JUN
0
60560 62137.536512
1577.536512 0.0260491498 63818.199506
2014
JUL
0
63240
62498.24012 741.75987973 0.0117292834 62455.258553
2014
AUG
0
68109 62858.943729 5250.0562715 0.0770831501 66834.567599
2014
SEP
0
59863 63219.647337 3356.6473368 0.0560721537 65295.751646
2014
OCT
0
63410 63580.350945 170.35094502 0.0026864997 64686.060692
2014
NOV
0
59049 63941.054553 4892.0545533 0.0828473734 62779.494739
2014
DEC
0
74355 64301.758162 10053.241838 0.1352059961 78488.678786
2015
JAN
0
54370
64662.46177
10292.46177 0.1893040605
52095.34053
2015
FEB
0
55236 65023.165378
9787.165378 0.1771881631 58383.142669
2015
MAR
0
67706 65383.868986 2322.1310137 0.0342972708 71480.569809
2015
APR
0
62827 65744.572595 2917.5725945 0.0464381969 64583.746949
2015
MAY
0
61870 66105.276203 4235.2762027
0.06845444 68527.924089
2015
JUN
0
55171 66465.979811 11294.979811 0.2047267552 67493.851229
2015
JUL
0
66288 66826.683419 538.68341924 0.0081264093 66092.278368
2015
AUG
0
71332 67187.387027 4144.6129725 0.0581031371 70432.955508
2015
SEP
0
69651 67548.090636 2102.9093643 0.0301920915 68855.507648
2015
OCT
0
65500 67908.794244
2408.794244 0.0367754846 68207.184788
2015
NOV
0
65192 68269.497852 3077.4978522 0.0472066795 66261.986928
2015
DEC
0
85211
68630.20146
16580.79854
0.194585189 81932.539067
2016
JAN
0
51540 68990.905069 17450.905069 0.3385895434 55500.568905
2016
FEB
0
60697 69351.608677
8654.608677 0.1425870912 61749.739138
2016
MAR
0
73884 69712.312285 4171.6877148 0.0564626674 74808.534371
2016
APR
0
70774 70073.015893 700.98410653 0.0099045427 67873.079604
2016
MAY
0
67412 70433.719502 3021.7195017 0.0448246529 71778.624837
2016
JUN
0
70937
70794.42311 142.57689003 0.0020099087
70705.92007
2016
JUL
0
65657 71155.126718 5498.1267182 0.0837401453 69265.715303
2016
AUG
0
66946 71515.830326 4569.8303265 0.0682614395 73567.760536
2016
SEP
0
67809 71876.533935 4067.5339347 0.0599851632 71951.680769
2016
OCT
0
65542 72237.237543
6695.237543 0.1021518651 71264.726002
2016
NOV
0
72089 72597.941151
508.9411512 0.0070599003 69280.896235
2016
DEC
0
87512 72958.644759 14553.355241 0.1663012529 84912.816468
2017
JAN
0
57995 73319.348368 15324.348368 0.2642356818 58442.214398
2017
FEB
0
65956 73680.051976 7724.0519759 0.1171091633 64652.752724
2017
MAR
0
81330 74040.755584 7289.2444158 0.0896255307 77672.916051
2017
APR
0
70657 74401.459192 3744.4591924 0.0529948794 70698.829377
2017
MAY
0
76027 74762.162801 1264.8371993 0.0166366843 74565.742703
2017
JUN
0
77895 75122.866409 2772.1335911 0.0355880813 73454.406029
2017
JUL
0
69467 75483.570017 6016.5700172 0.0866104772 71975.569355
2017
AUG
0
77007 75844.273625 1162.7263746 0.0150989699 76238.982682
2017
SEP
0
82302 76204.977234 6097.0227663 0.0740811009 74584.271008
2017
OCT
0
75974 76565.680842 591.68084192 0.0077879385 73858.684334
2017
NOV
0
72769
76926.38445 4157.3844502 0.0571312571
71836.22266
2017
DEC
0
89385 77287.088058 12097.911942 0.1353461089 87429.510986
2018
JAN
1
58937 77647.791667 18710.791667 0.3174710567
60920.27701
2018
FEB
1
68243 78008.495275 9765.4952749 0.1430988567 67092.183429
2018
MAR
1
87011 78369.198883 8641.8011168 0.0993184898 80073.714849
2018
APR
1
73104 78729.902491 5625.9024914 0.0769575193 73060.996268
2018
MAY
1
84639
79090.6061 5548.3939003 0.0655536325 76889.277688
2018
JUN
1
79204 79451.309708
247.3097079 0.0031224396 75739.309107
2018
JUL
1
70949 79812.013316 8863.0133162 0.1249209054 74221.840526
2018
AUG
1
81839 80172.716924 1666.2830756 0.0203605014 78446.621946
2018
SEP
1
75092 80533.420533 5441.4205326 0.0724633853 76753.278365
2018
OCT
1
70438 80894.124141 10456.124141 0.1484443644 75989.059785
2018
NOV
1
72102 81254.827749 9152.8277491
0.126942772 73927.966204
2018
DEC
1
87772 81615.531357 6156.4686426 0.0701416015 89482.622624
Model 1
MAD
MAPE
Model 2
Training
5711.473
10.2% Training
Validation
7522.986
10.6% Validation
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M3 SALEShat
485.45543085 0.0175698672
1701.4171046 0.0517226662
5373.0037784 0.1263819866
237.34045222 0.0057964258
4537.322874 0.0910049114
2022.2362002 0.0434870801
7177.6495264 0.1422753578
153.1871474 0.0032147055
1012.1011788 0.0213374903
3075.264505 0.0627080301
5672.6971688
0.14718604
5189.4088426 0.0945454169
1967.4017862 0.0549461483 32525.247594 3280.7524059 0.0916257724
2731.9279808 0.0727563445 41334.423053 3785.4230528 0.1008128859
260.88274775 0.0048971833 53799.447058 527.44705777 0.0099010185
1355.5875147 0.0298357547 46635.488946 1200.4889457 0.0264221183
8490.2922817 0.2002474653 49617.011147 7218.0111474 0.1702401271
391.74704873 0.0078952608 47210.515269 2407.4847307 0.0485203904
341.29818427 0.0069505169 47381.254553 1722.7454468 0.0350836072
4462.9065827 0.0914623749 53825.305669 5030.3056686 0.1030905968
2575.0136503 0.0473261101 50264.239223 4145.7607769 0.0761948314
1169.8088833 0.0222774063 51649.336641
861.663359 0.0164091973
1810.5208837
0.03792461 51334.525075
3594.525075 0.0752937804
2902.3993493 0.0425085584 65725.020064
2552.979936 0.0373909595
605.15811509
0.015721251 40116.352679 1623.3526791 0.0421726724
1771.1440247 0.0374662921 45772.626274 1500.3737263 0.0317384919
654.17883548 0.0112670956 60018.798171 1957.7981713 0.0337196771
4481.2516957 0.0944355825 51684.796978 4231.7969778 0.0891787027
1158.3245559 0.0211234327 54539.652362 296.34763828 0.0054042534
51.147416075 0.0009295305 54685.135499 339.86450062
0.006176547
4476.4702763 0.0907748363 52913.437151 3599.4371508 0.0729901681
46.043136469 0.0007911056 57541.270249 659.72975093
0.011335368
1708.4909967 0.0310200446 56454.702402 1377.7024017 0.0250141148
243.93614314 0.0043176831 55300.836178 1196.1638217 0.0211721653
1875.2382829
0.033308554 55627.270197 671.72980287 0.0119314695
1423.2095773 0.0206900952 71150.704416 2363.7044157 0.0343626618
2946.8648652 0.0629120827
43682.37366 3158.6263396 0.0674329399
4229.7989118
0.077626657 51310.785623
3178.214377 0.0583276327
4079.1079584 0.0604195926 65491.648247 2021.3517527 0.0299401856
2415.667005 0.0409227004 58007.407876 1022.5921237 0.0173232615
10968.226052 0.1531789572 60827.541442 10776.458558 0.1505007899
9330.0350982 0.1352002652 63022.334523 5986.6654765 0.0867519523
M2 Absolute
Deviation
M2 Absolute
Percentage
Error
M3 Absolute
Deviation
M3 Absolute
Percentage
Error
2094.3441448 0.0346464647 60684.984395 235.98439472 0.0039038594
8342.4031914 0.1173086296 63799.585109 7315.4148912 0.1028673963
816.41276204 0.0135042471 63804.169106 3348.1691061 0.0553819159
3101.6462846 0.0486128597 60048.550533 3754.4494667 0.0588444033
6667.5803312 0.1017935655 60654.883993
4846.116007 0.0739853744
10.764377763 0.0001443101 77261.714384 2669.7143841 0.0357908943
1690.529273 0.0363273438 48196.000133 1660.0001329 0.0356713111
1329.0366804 0.0237829119
53955.55352 1926.4464799 0.0344734705
3250.9776338 0.0458271445 68495.173336 2444.8266635 0.0344633023
2556.1685872 0.0403263853 61482.038552 1904.9614484 0.0300528728
3706.3595406 0.0540916454 64230.109992 4289.8900085 0.0626078518
3258.199506 0.0538011807 64245.750165
3685.750165 0.0608611322
784.74144736 0.0124089413 60383.404973 2856.5950266 0.0451706993
1274.4324008 0.0187116593 66873.688221 1235.3117785 0.0181372767
5432.7516458 0.0907530803
65519.90601
5656.90601 0.0944975362
1276.0606924 0.0201239661 62366.808934
1043.191066 0.0164515229
3730.494739
0.063176256 62884.797547 3835.7975471 0.0649595683
4133.6787856
0.055593824 77784.653311 3429.6533106 0.0461253892
2274.6594704 0.0418366649 51029.582474 3340.4175265 0.0614386155
3147.1426694 0.0569762957 59177.861171 3941.8611714 0.0713639867
3774.5698092 0.0557494138 70902.643242 3196.6432421 0.0472135888
1756.746949 0.0279616558 62990.506581 163.50658083 0.0026024891
6657.9240888 0.1076115094 67026.323379 5156.3233791 0.0833412539
12322.851229 0.2233574021 65452.066251 10281.066251
0.186349101
195.72163154 0.0029525952 61231.600636 5056.3993636 0.0762792566
899.04449174
0.012603663 70708.044349 623.95565057 0.0087472053
795.49235194 0.0114211189 69224.783776 426.21622447 0.0061193123
2707.1847879 0.0413310655
68085.40627 2585.4062704 0.0394718515
1069.9869277 0.0164128563 66554.761366 1362.7613659 0.0209038128
3278.4609325
0.038474621 82294.359975 2916.6400253
0.034228445
3960.5689047 0.0768445655 56466.102217 4926.1022167 0.0955782347
1052.7391377 0.0173441708 60846.943634 149.94363443 0.0024703632
924.53437068 0.0125133232 75305.444242 1421.4442422 0.0192388642
2900.9203963 0.0409885042 67416.708623 3357.2913769
0.04743679
4366.6248367
0.064775186 72369.891765 4957.8917646 0.0735461307
231.07993031 0.0032575374 69932.604063
1004.395937 0.0141589853
3608.7153027 0.0549631464 68340.800169
2683.800169 0.0408760706
6621.7605357 0.0989119669
72643.45057 5697.4505699 0.0851051679
4142.6807687 0.0610933765 69532.795033 1723.7950325
0.025421331
5722.7260017 0.0873138751
69657.01799 4115.0179902 0.0627844434
2808.1037653 0.0389532906 68426.309335 3662.6906653 0.0508078995
2599.1835323 0.0297008814 85979.685239 1532.3147612 0.0175097674
447.21439812 0.0077112578 59565.341243 1570.3412434 0.0270771833
1303.2472757 0.0197593437 64683.806725 1272.1932754 0.0192885147
3657.0839495 0.0449659898 78692.845703 2637.1542972 0.0324253572
41.829376744 0.0005920061 71346.052445 689.05244458 0.0097520762
1461.257297 0.0192202415 74057.469914 1969.5300859 0.0259056662
4440.5939708 0.0570074327 73666.594229 4228.4057708 0.0542834042
2508.5693554 0.0361116696 72583.518122 3116.5181225 0.0448632894
768.01731843 0.0099733442 76113.655833 893.34416725 0.0116008177
7717.7289922 0.0937732861 74767.404451 7534.5955489 0.0915481464
2115.315666
0.027842626 76129.043453
155.0434528 0.0020407436
932.77733981 0.0128183339 73156.452487 387.45248717 0.0053244168
1955.4890136 0.0218771496 87923.862612
1461.137388 0.0163465614
1983.27701 0.0336507968 61586.604504
2649.604504 0.0449565554
1150.8165706 0.0168635108 66461.816462 1781.1835376 0.0261006043
6937.2851512 0.0797288291
80722.24931 6288.7506901 0.0722753524
43.003731771 0.0005882542 74896.484187 1792.4841875 0.0245196458
7749.7223124 0.0915620732 76004.022385 8634.9776148 0.1020212622
3464.690893 0.0437438878 77621.263303 1582.7366966
0.01998304
3272.8405265 0.0461294807 74425.690123 3476.6901232 0.0490026656
3392.3780541 0.0414518512
77578.47058 4260.5294199
0.052059891
1661.2783653 0.0221232404 76966.726206 1874.7262056 0.0249657248
5551.0597847 0.0788077428 74790.962308 4352.9623083 0.0617984938
1825.9662041
0.025324765 72941.908733 839.90873294 0.0116488965
1710.6226235 0.0194893887 89128.070093 1356.0700929 0.0154499167
MAD
MAPE
Model 3
MAD
MAPE
2876.941
4.9% Training
2840.795
4.7%
3228.578
4.2% Validation
3240.885
4.2%
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YEAR
Month
VALIDATION
SALES
M1 SALEShat
2010
JAN
0
27630
43020
=ABS($D2-E2) =ABS(($D2-E2)/$D2)
2010
FEB
0
32895
43381
10486
31.9%
Training set
2010
MAR
0
42514
43742
1228
2.9%
Validation set
2010
APR
0
40946
44102
3156
7.7%
2010
MAY
0
49858
44463
5395
10.8%
2010
JUN
0
46502
44824
1678
3.6%
2010
JUL
0
50449
45184
5265
10.4%
Pe
2010
AUG
0
47652
45545
2107
4.4%
2010
SEP
0
47433
45906
1527
3.2%
Training set
2010
OCT
0
49041
46267
2774
5.7%
Validation set
2010
NOV
0
38541
46627
8086
21.0%
2010
DEC
0
54888
46988
7900
14.4%
2011
JAN
0
35806
47349
11543
32.2%
2011
FEB
0
37549
47709
10160
27.1%
2011
MAR
0
53272
48070
5202
9.8%
2011
APR
0
45435
48431
2996
6.6%
2011
MAY
0
42399
48792
6393
15.1%
2011
JUN
0
49618
49152
466
0.9%
2011
JUL
0
49104
49513
409
0.8%
2011
AUG
0
48795
49874
1079
2.2%
2011
SEP
0
54410
50234
4176
7.7%
2011
OCT
0
52511
50595
1916
3.6%
2011
NOV
0
47740
50956
3216
6.7%
2011
DEC
0
68278
51316
16962
24.8%
2012
JAN
0
38493
51677
13184
34.3%
2012
FEB
0
47273
52038
4765
10.1%
2012
MAR
0
58061
52399
5662
9.8%
2012
APR
0
47453
52759
5306
11.2%
2012
MAY
0
54836
53120
1716
3.1%
2012
JUN
0
55025
53481
1544
2.8%
2012
JUL
0
49314
53841
4527
9.2%
2012
AUG
0
58201
54202
3999
6.9%
2012
SEP
0
55077
54563
514
0.9%
2012
OCT
0
56497
54923
1574
2.8%
2012
NOV
0
56299
55284
1015
1.8%
2012
DEC
0
68787
55645
13142
19.1%
2013
JAN
0
46841
56006
9165
19.6%
2013
FEB
0
54489
56366
1877
3.4%
2013
MAR
0
67513
56727
10786
16.0%
2013
APR
0
59030
57088
1942
3.3%
2013
MAY
0
71604
57448
14156
19.8%
2013
JUN
0
69009
57809
11200
16.2%
2013
JUL
0
60449
58170
2279
3.8%
Absolute
Deviation
Absolute
Percentage Error
2013
AUG
0
71115
58531
12584
17.7%
2013
SEP
0
60456
58891
1565
2.6%
2013
OCT
0
63803
59252
4551
7.1%
2013
NOV
0
65501
59613
5888
9.0%
2013
DEC
0
74592
59973
14619
19.6%
2014
JAN
0
46536
60334
13798
29.7%
2014
FEB
0
55882
60695
4813
8.6%
2014
MAR
0
70940
61055
9885
13.9%
2014
APR
0
63387
61416
1971
3.1%
2014
MAY
0
68520
61777
6743
9.8%
2014
JUN
0
60560
62138
1578
2.6%
2014
JUL
0
63240
62498
742
1.2%
2014
AUG
0
68109
62859
5250
7.7%
2014
SEP
0
59863
63220
3357
5.6%
2014
OCT
0
63410
63580
170
0.3%
2014
NOV
0
59049
63941
4892
8.3%
2014
DEC
0
74355
64302
10053
13.5%
2015
JAN
0
54370
64662
10292
18.9%
2015
FEB
0
55236
65023
9787
17.7%
2015
MAR
0
67706
65384
2322
3.4%
2015
APR
0
62827
65745
2918
4.6%
2015
MAY
0
61870
66105
4235
6.8%
2015
JUN
0
55171
66466
11295
20.5%
2015
JUL
0
66288
66827
539
0.8%
2015
AUG
0
71332
67187
4145
5.8%
2015
SEP
0
69651
67548
2103
3.0%
2015
OCT
0
65500
67909
2409
3.7%
2015
NOV
0
65192
68269
3077
4.7%
2015
DEC
0
85211
68630
16581
19.5%
2016
JAN
0
51540
68991
17451
33.9%
2016
FEB
0
60697
69352
8655
14.3%
2016
MAR
0
73884
69712
4172
5.6%
2016
APR
0
70774
70073
701
1.0%
2016
MAY
0
67412
70434
3022
4.5%
2016
JUN
0
70937
70794
143
0.2%
2016
JUL
0
65657
71155
5498
8.4%
2016
AUG
0
66946
71516
4570
6.8%
2016
SEP
0
67809
71877
4068
6.0%
2016
OCT
0
65542
72237
6695
10.2%
2016
NOV
0
72089
72598
509
0.7%
2016
DEC
0
87512
72959
14553
16.6%
2017
JAN
0
57995
73319
15324
26.4%
2017
FEB
0
65956
73680
7724
11.7%
2017
MAR
0
81330
74041
7289
9.0%
2017
APR
0
70657
74401
3744
5.3%
2017
MAY
0
76027
74762
1265
1.7%
2017
JUN
0
77895
75123
2772
3.6%
2017
JUL
0
69467
75484
6017
8.7%
2017
AUG
0
77007
75844
1163
1.5%
2017
SEP
0
82302
76205
6097
7.4%
2017
OCT
0
75974
76566
592
0.8%
2017
NOV
0
72769
76926
4157
5.7%
2017
DEC
0
89385
77287
12098
13.5%
2018
JAN
1
58937
77648
18711
31.7%
2018
FEB
1
68243
78008
9765
14.3%
2018
MAR
1
87011
78369
8642
9.9%
2018
APR
1
73104
78730
5626
7.7%
2018
MAY
1
84639
79091
5548
6.6%
2018
JUN
1
79204
79451
247
0.3%
2018
JUL
1
70949
79812
8863
12.5%
2018
AUG
1
81839
80173
1666
2.0%
2018
SEP
1
75092
80533
5441
7.2%
2018
OCT
1
70438
80894
10456
14.8%
2018
NOV
1
72102
81255
9153
12.7%
2018
DEC
1
87772
81616
6156
7.0%
MAD
MAPE
Training
5609.6
9.7%
Validation
7523.0
10.6%
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5711.5
=AVERAGEIF(C2:C109,"=0",F2:F109)
7523.0
=AVERAGEIF(C2:C109,"=1",F2:F109)
Mean Absolute
ercentage Error (MAPE)
10.2%
=AVERAGEIF(C2:C109,"=0",G2:G109)
10.6%
=AVERAGEIF(C2:C109,"=1",G2:G109)
Mean Absolute
Deviation (MAD)
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