Architecture and Design Assignment For
DailyData
| Individual Forecasting Interpretation Assignment, QNT 5160 | |||||
| File No. 1 (Daily data for week 44 through 5) | |||||
| Actual | |||||
| Call | |||||
| Week | Day | Volume | |||
| 44 | Mon | 988 | |||
| 44 | Tue | 842 | |||
| 44 | Wed | 601 | |||
| 44 | Thur | 759 | |||
| 44 | Fri | 687 | |||
| 45 | Mon | 1,091 | |||
| 45 | Tue | 1,042 | |||
| 45 | Wed | 892 | |||
| 45 | Thur | 840 | |||
| 45 | Fri | 791 | |||
| 46 | Mon | 1,303 | |||
| 46 | Tue | 1,121 | |||
| 46 | Wed | 1,003 | |||
| 46 | Thur | 1,113 | |||
| 46 | Fri | 998 | |||
| 47 | Mon | 2,652 | |||
| 47 | Tue | 2,825 | |||
| 47 | Wed | 1,841 | |||
| 47 | Thur | 1,851 | |||
| 47 | Fri | 1,813 | |||
| 48 | Mon | 1,949 | |||
| 48 | Tue | 1,507 | |||
| 48 | Wed | 989 | |||
| 48 | Thur | 990 | |||
| 48 | Fri | 1,084 | |||
| 49 | Mon | 1,260 | |||
| 49 | Tue | 1,134 | |||
| 49 | Wed | 941 | |||
| 49 | Thur | 847 | |||
| 49 | Fri | 714 | |||
| 50 | Mon | 1,002 | |||
| 50 | Tue | 847 | |||
| 50 | Wed | 922 | |||
| 50 | Thur | 842 | |||
| 50 | Fri | 784 | |||
| 51 | Mon | 823 | |||
| 51 | Tue | 756 | |||
| 51 | Wed | 699 | |||
| 51 | Thur | 401 | |||
| 51 | Fri | 429 | |||
| 52 | Mon | 1,209 | |||
| 52 | Tue | 830 | |||
| 52 | Wed | 852 | |||
| 52 | Thur | 1,082 | |||
| 52 | Fri | 841 | |||
| 1 | Mon | 1,362 | |||
| 1 | Tue | 1,174 | |||
| 1 | Wed | 967 | |||
| 1 | Thur | 930 | |||
| 1 | Fri | 853 | |||
| 2 | Mon | 924 | |||
| 2 | Tue | 954 | |||
| 2 | Wed | 1,346 | |||
| 2 | Thur | 904 | |||
| 2 | Fri | 758 | |||
| 3 | Mon | 886 | |||
| 3 | Tue | 878 | |||
| 3 | Wed | 802 | |||
| 3 | Thur | 945 | |||
| 3 | Fri | 610 | |||
| 4 | Mon | 941 | |||
| 4 | Tue | 802 | |||
| 4 | Wed | 705 | |||
| 4 | Thur | 729 | |||
| 4 | Fri | 772 | |||
| 5 | Mon | 877 | |||
| 5 | Tue | 722 | |||
| 5 | Wed | 515 | |||
| 5 | Thur | 584 | |||
| 5 | Fri | 493 |
988 842 601 759 687 1091 1042 892 840 791 1303 1121 1003 1113 998 2652 2825 1841 1851 1813 1949 1507 989 990 1084 1260 1134 941 847 714 1002 847 922 842 784 823 756 699 401 429 1209 830 852 1082 841 1362 1174 967 930 853 924 954 1346 904 758 886 878 802 945 610 941 802 705 729 772 877 722 515 584 493
Seasonal Factors
| Template for Seasonal Factors | |||||||||
| True | Range Name | Cells | |||||||
| Week | Day | Value | Type of Seasonality | SeasonalFactor | G10:G21 | ||||
| 44 | Mon | Daily | TrueValue | D5:D69 | |||||
| 44 | Tue | TypeOfSeasonality | F5 | ||||||
| 44 | Wed | ||||||||
| 44 | Thur | Estimate for | |||||||
| 44 | Fri | Day | Seasonal Factor | ||||||
| 45 | Mon | Mon | 1.2295 | ||||||
| 45 | Tue | Tue | 1.0990 | ||||||
| 45 | Wed | Wed | 0.9310 | ||||||
| 45 | Thur | Thur | 0.9126 | ||||||
| 45 | Fri | Fri | 0.828 | ||||||
| 46 | Mon | ||||||||
| 46 | Tue | ||||||||
| 46 | Wed | ||||||||
| 46 | Thur | ||||||||
| 46 | Fri | ||||||||
| 47 | Mon | ||||||||
| 47 | Tue | ||||||||
| 47 | Wed | ||||||||
| 47 | Thur | ||||||||
| 47 | Fri | ||||||||
| 48 | Mon | ||||||||
| 48 | Tue | ||||||||
| 48 | Wed | ||||||||
| 48 | Thur | ||||||||
| 48 | Fri | ||||||||
| 49 | Mon | ||||||||
| 49 | Tue | ||||||||
| 49 | Wed | ||||||||
| 49 | Thur | ||||||||
| 49 | Fri | ||||||||
| 50 | Mon | ||||||||
| 50 | Tue | ||||||||
| 50 | Wed | ||||||||
| 50 | Thur | ||||||||
| 50 | Fri | ||||||||
| 51 | Mon | ||||||||
| 51 | Tue | ||||||||
| 51 | Wed | ||||||||
| 51 | Thur | ||||||||
| 51 | Fri | ||||||||
| 52 | Mon | ||||||||
| 52 | Tue | ||||||||
| 52 | Wed | ||||||||
| 52 | Thur | ||||||||
| 52 | Fri | ||||||||
| 1 | Mon | ||||||||
| 1 | Tue | ||||||||
| 1 | Wed | ||||||||
| 1 | Thur | ||||||||
| 1 | Fri | ||||||||
| 2 | Mon | ||||||||
| 2 | Tue | ||||||||
| 2 | Wed | ||||||||
| 2 | Thur | ||||||||
| 2 | Fri | ||||||||
| 3 | Mon | ||||||||
| 3 | Tue | ||||||||
| 3 | Wed | ||||||||
| 3 | Thur | ||||||||
| 3 | Fri | ||||||||
| 4 | Mon | ||||||||
| 4 | Tue | ||||||||
| 4 | Wed | ||||||||
| 4 | Thur | ||||||||
| 4 | Fri | ||||||||
| 5 | Mon | ||||||||
| 5 | Tue | ||||||||
| 5 | Wed | ||||||||
| 5 | Thur | ||||||||
| 5 | Fri |
Last Value
| Template for Last-Value Forecasting Method with Seasonality | |||||||||||
| Range Name | Cells | ||||||||||
| True | Actual | Forecasting | ActualForecast | G6:G75 | |||||||
| Week | Day | Value | Forecast | Error | ForecastingError | H6:H75 | |||||
| 44 | Mon | 988 | Mean Absolute Deviation | MAD | K23 | ||||||
| 44 | Tue | 842 | 988 | 146 | MAD = | 203 | MSE | K26 | |||
| 44 | Wed | 601 | 842 | 241 | SeasonalFactor | K9:K20 | |||||
| 44 | Thu | 759 | 601 | 158 | Mean Square Error | SeasonallyAdjustedForecast | F6:F75 | ||||
| 44 | Fri | 687 | 759 | 72 | MSE = | 104,041 | SeasonallyAdjustedValue | E6:E75 | |||
| 45 | Mon | 1,091 | 687 | 404 | TrueValue | D6:D75 | |||||
| 45 | Tue | 1,042 | 1,091 | 49 | TypeOfSeasonality | K6 | |||||
| 45 | Wed | 892 | 1,042 | 150 | |||||||
| 45 | Thu | 840 | 892 | 52 | |||||||
| 45 | Fri | 791 | 840 | 49 | |||||||
| 46 | Mon | 1,303 | 791 | 512 | |||||||
| 46 | Tue | 1,121 | 1,303 | 182 | |||||||
| 46 | Wed | 1,003 | 1,121 | 118 | |||||||
| 46 | Thu | 1,113 | 1,003 | 110 | |||||||
| 46 | Fri | 998 | 1,113 | 115 | |||||||
| 47 | Mon | 2,652 | 998 | 1,654 | |||||||
| 47 | Tue | 2,825 | 2,652 | 173 | |||||||
| 47 | Wed | 1,841 | 2,825 | 984 | |||||||
| 47 | Thu | 1,851 | 1,841 | 10 | |||||||
| 47 | Fri | 1,813 | 1,851 | 38 | |||||||
| 48 | Mon | 1,949 | 1,813 | 136 | |||||||
| 48 | Tue | 1,507 | 1,949 | 442 | |||||||
| 48 | Wed | 989 | 1,507 | 518 | |||||||
| 48 | Thu | 990 | 989 | 1 | |||||||
| 48 | Fri | 1,084 | 990 | 94 | |||||||
| 49 | Mon | 1,260 | 1,084 | 176 | |||||||
| 49 | Tue | 1,134 | 1,260 | 126 | |||||||
| 49 | Wed | 941 | 1,134 | 193 | |||||||
| 49 | Thu | 847 | 941 | 94 | |||||||
| 49 | Fri | 714 | 847 | 133 | |||||||
| 50 | Mon | 1,002 | 714 | 288 | |||||||
| 50 | Tue | 847 | 1,002 | 155 | |||||||
| 50 | Wed | 922 | 847 | 75 | |||||||
| 50 | Thu | 842 | 922 | 80 | |||||||
| 50 | Fri | 784 | 842 | 58 | |||||||
| 51 | Mon | 823 | 784 | 39 | |||||||
| 51 | Tue | 756 | 823 | 67 | |||||||
| 51 | Wed | 699 | 756 | 57 | |||||||
| 51 | Thu | 401 | 699 | 298 | |||||||
| 51 | Fri | 429 | 401 | 28 | |||||||
| 52 | Mon | 1,209 | 429 | 780 | |||||||
| 52 | Tue | 830 | 1,209 | 379 | |||||||
| 52 | Wed | 852 | 830 | 22 | |||||||
| 52 | Thu | 1,082 | 852 | 230 | |||||||
| 52 | Fri | 841 | 1,082 | 241 | |||||||
| 1 | Mon | 1,362 | 841 | 521 | |||||||
| 1 | Tue | 1,174 | 1,362 | 188 | |||||||
| 1 | Wed | 967 | 1,174 | 207 | |||||||
| 1 | Thu | 930 | 967 | 37 | |||||||
| 1 | Fri | 853 | 930 | 77 | |||||||
| 2 | Mon | 924 | 853 | 71 | |||||||
| 2 | Tue | 954 | 924 | 30 | |||||||
| 2 | Wed | 1,346 | 954 | 392 | |||||||
| 2 | Thu | 904 | 1,346 | 442 | |||||||
| 2 | Fri | 758 | 904 | 146 | |||||||
| 3 | Mon | 886 | 758 | 128 | |||||||
| 3 | Tue | 878 | 886 | 8 | |||||||
| 3 | Wed | 802 | 878 | 76 | |||||||
| 3 | Thu | 945 | 802 | 143 | |||||||
| 3 | Fri | 610 | 945 | 335 | |||||||
| 4 | Mon | 941 | 610 | 331 | |||||||
| 4 | Tue | 802 | 941 | 139 | |||||||
| 4 | Wed | 705 | 802 | 97 | |||||||
| 4 | Thu | 729 | 705 | 24 | |||||||
| 4 | Fri | 772 | 729 | 43 | |||||||
| 5 | Mon | 877 | 772 | 105 | |||||||
| 5 | Tue | 722 | 877 | 155 | |||||||
| 5 | Wed | 515 | 722 | 207 | |||||||
| 5 | Thu | 584 | 515 | 69 | |||||||
| 5 | Fri | 493 | 584 | 91 |
Time Period
Seasonally-Adjusted Value
Last Value with Seasonality
| Template for Last-Value Forecasting Method with Seasonality | |||||||||||||
| Seasonally | Seasonally | Range Name | Cells | ||||||||||
| True | Adjusted | Adjusted | Actual | Forecasting | ActualForecast | G6:G75 | |||||||
| Week | Day | Value | Value | Forecast | Forecast | Error | Type of Seasonality | ForecastingError | H6:H75 | ||||
| 44 | Mon | 988 | 804 | Daily | MAD | K23 | |||||||
| 44 | Tue | 842 | 766 | 804 | 883 | 41 | MSE | K26 | |||||
| 44 | Wed | 601 | 646 | 766 | 713 | 112 | Day | Seasonal Factor | SeasonalFactor | K9:K20 | |||
| 44 | Thur | 759 | 832 | 646 | 589 | 170 | Mon | 1.2295 | SeasonallyAdjustedForecast | F6:F75 | |||
| 44 | Fri | 687 | 830 | 832 | 689 | 2 | Tue | 1.0990 | SeasonallyAdjustedValue | E6:E75 | |||
| 45 | Mon | 1,091 | 887 | 830 | 1,020 | 71 | Wed | 0.9310 | TrueValue | D6:D75 | |||
| 45 | Tue | 1,042 | 948 | 887 | 975 | 67 | Thur | 0.9126 | TypeOfSeasonality | K6 | |||
| 45 | Wed | 892 | 958 | 948 | 883 | 9 | Fri | 0.8279 | |||||
| 45 | Thur | 840 | 920 | 958 | 874 | 34 | 1.053 | ||||||
| 45 | Fri | 791 | 955 | 920 | 762 | 29 | 0.915 | ||||||
| 46 | Mon | 1,303 | 1,060 | 955 | 1,175 | 128 | 0.908 | ||||||
| 46 | Tue | 1,121 | 1,020 | 1,060 | 1,165 | 44 | 1.064 | ||||||
| 46 | Wed | 1,003 | 1,077 | 1,020 | 950 | 53 | 1.041 | ||||||
| 46 | Thur | 1,113 | 1,220 | 1,077 | 983 | 130 | 1.018 | ||||||
| 46 | Fri | 998 | 1,205 | 1,220 | 1,010 | 12 | 0.884 | ||||||
| 47 | Mon | 2,652 | 2,157 | 1,205 | 1,482 | 1,170 | |||||||
| 47 | Tue | 2,825 | 2,571 | 2,157 | 2,370 | 455 | Mean Absolute Deviation | ||||||
| 47 | Wed | 1,841 | 1,977 | 2,571 | 2,393 | 552 | MAD = | 159 | |||||
| 47 | Thur | 1,851 | 2,028 | 1,977 | 1,805 | 46 | |||||||
| 47 | Fri | 1,813 | 2,190 | 2,028 | 1,679 | 134 | Mean Square Error | ||||||
| 48 | Mon | 1,949 | 1,585 | 2,190 | 2,692 | 743 | MSE = | 64,847 | |||||
| 48 | Tue | 1,507 | 1,371 | 1,585 | 1,742 | 235 | |||||||
| 48 | Wed | 989 | 1,062 | 1,371 | 1,277 | 288 | |||||||
| 48 | Thur | 990 | 1,085 | 1,062 | 969 | 21 | |||||||
| 48 | Fri | 1,084 | 1,309 | 1,085 | 898 | 186 | |||||||
| 49 | Mon | 1,260 | 1,025 | 1,309 | 1,610 | 350 | |||||||
| 49 | Tue | 1,134 | 1,032 | 1,025 | 1,126 | 8 | |||||||
| 49 | Wed | 941 | 1,011 | 1,032 | 961 | 20 | |||||||
| 49 | Thur | 847 | 928 | 1,011 | 922 | 75 | |||||||
| 49 | Fri | 714 | 862 | 928 | 768 | 54 | |||||||
| 50 | Mon | 1,002 | 815 | 862 | 1,060 | 58 | |||||||
| 50 | Tue | 847 | 771 | 815 | 896 | 49 | |||||||
| 50 | Wed | 922 | 990 | 771 | 718 | 204 | |||||||
| 50 | Thur | 842 | 923 | 990 | 904 | 62 | |||||||
| 50 | Fri | 784 | 947 | 923 | 764 | 20 | |||||||
| 51 | Mon | 823 | 669 | 947 | 1,164 | 341 | |||||||
| 51 | Tue | 756 | 688 | 669 | 736 | 20 | |||||||
| 51 | Wed | 699 | 751 | 688 | 640 | 59 | |||||||
| 51 | Thur | 401 | 439 | 751 | 685 | 284 | |||||||
| 51 | Fri | 429 | 518 | 439 | 364 | 65 | |||||||
| 52 | Mon | 1,209 | 983 | 518 | 637 | 572 | |||||||
| 52 | Tue | 830 | 755 | 983 | 1,081 | 251 | |||||||
| 52 | Wed | 852 | 915 | 755 | 703 | 149 | |||||||
| 52 | Thur | 1,082 | 1,186 | 915 | 835 | 247 | |||||||
| 52 | Fri | 841 | 1,016 | 1,186 | 982 | 141 | |||||||
| 1 | Mon | 1,362 | 1,108 | 1,016 | 1,249 | 113 | |||||||
| 1 | Tue | 1,174 | 1,068 | 1,108 | 1,217 | 43 | |||||||
| 1 | Wed | 967 | 1,039 | 1,068 | 995 | 28 | |||||||
| 1 | Thur | 930 | 1,019 | 1,039 | 948 | 18 | |||||||
| 1 | Fri | 853 | 1,030 | 1,019 | 844 | 9 | |||||||
| 2 | Mon | 924 | 752 | 1,030 | 1,267 | 343 | |||||||
| 2 | Tue | 954 | 868 | 752 | 826 | 128 | |||||||
| 2 | Wed | 1,346 | 1,446 | 868 | 808 | 538 | |||||||
| 2 | Thur | 904 | 991 | 1,446 | 1,319 | 415 | |||||||
| 2 | Fri | 758 | 916 | 991 | 820 | 62 | |||||||
| 3 | Mon | 886 | 721 | 916 | 1,126 | 240 | |||||||
| 3 | Tue | 878 | 799 | 721 | 792 | 86 | |||||||
| 3 | Wed | 802 | 861 | 799 | 744 | 58 | |||||||
| 3 | Thur | 945 | 1,035 | 861 | 786 | 159 | |||||||
| 3 | Fri | 610 | 737 | 1,035 | 857 | 247 | |||||||
| 4 | Mon | 941 | 765 | 737 | 906 | 35 | |||||||
| 4 | Tue | 802 | 730 | 765 | 841 | 39 | |||||||
| 4 | Wed | 705 | 757 | 730 | 679 | 26 | |||||||
| 4 | Thur | 729 | 799 | 757 | 691 | 38 | |||||||
| 4 | Fri | 772 | 932 | 799 | 661 | 111 | |||||||
| 5 | Mon | 877 | 713 | 932 | 1,146 | 269 | |||||||
| 5 | Tue | 722 | 657 | 664 | 730 | 8 | |||||||
| 5 | Wed | 515 | 553 | 664 | 618 | 103 | |||||||
| 5 | Thur | 584 | 640 | 664 | 606 | 22 | |||||||
| 5 | Fri | 493 | 595 | 664 | 550 | 57 |
Time Period
Seasonally-Adjusted Value
Averaging with Seasonality
| Template for Averaging Forecasting Method with Seasonality | |||||||||||||
| Seasonally | Seasonally | Range Name | Cells | ||||||||||
| True | Adjusted | Adjusted | Actual | Forecasting | ActualForecast | G6:G75 | |||||||
| Week | Day | Value | Value | Forecast | Forecast | Error | Type of Seasonality | ForecastingError | H6:H75 | ||||
| 44 | Mon | 988 | 804 | Daily | MAD | K23 | |||||||
| 44 | Tue | 842 | 766 | 804 | 883 | 41 | MSE | K26 | |||||
| 44 | Wed | 601 | 646 | 785 | 731 | 130 | Day | Seasonal Factor | SeasonalFactor | K9:K20 | |||
| 44 | Thur | 759 | 832 | 738 | 674 | 85 | Mon | 1.2295 | SeasonallyAdjustedForecast | F6:F75 | |||
| 44 | Fri | 687 | 830 | 762 | 631 | 56 | Tue | 1.0990 | SeasonallyAdjustedValue | E6:E75 | |||
| 45 | Mon | 1,091 | 887 | 775 | 953 | 138 | Wed | 0.9310 | TrueValue | D6:D75 | |||
| 45 | Tue | 1,042 | 948 | 794 | 873 | 169 | Thur | 0.9126 | TypeOfSeasonality | K6 | |||
| 45 | Wed | 892 | 958 | 816 | 760 | 132 | Fri | 0.8279 | |||||
| 45 | Thur | 840 | 920 | 834 | 761 | 79 | 1.000 | ||||||
| 45 | Fri | 791 | 955 | 843 | 698 | 93 | 1.000 | ||||||
| 46 | Mon | 1,303 | 1,060 | 855 | 1,051 | 252 | 1.000 | ||||||
| 46 | Tue | 1,121 | 1,020 | 873 | 960 | 161 | 1.000 | ||||||
| 46 | Wed | 1,003 | 1,077 | 886 | 824 | 179 | 1.000 | ||||||
| 46 | Thur | 1,113 | 1,220 | 900 | 822 | 291 | 1.000 | ||||||
| 46 | Fri | 998 | 1,205 | 923 | 764 | 234 | 1.000 | ||||||
| 47 | Mon | 2,652 | 2,157 | 942 | 1,158 | 1,494 | |||||||
| 47 | Tue | 2,825 | 2,571 | 1,018 | 1,119 | 1,706 | Mean Absolute Deviation | ||||||
| 47 | Wed | 1,841 | 1,977 | 1,109 | 1,033 | 808 | MAD = | 299 | |||||
| 47 | Thur | 1,851 | 2,028 | 1,157 | 1,056 | 795 | |||||||
| 47 | Fri | 1,813 | 2,190 | 1,203 | 996 | 817 | Mean Square Error | ||||||
| 48 | Mon | 1,949 | 1,585 | 1,253 | 1,540 | 409 | MSE = | 175,224 | |||||
| 48 | Tue | 1,507 | 1,371 | 1,268 | 1,394 | 113 | |||||||
| 48 | Wed | 989 | 1,062 | 1,273 | 1,185 | 196 | |||||||
| 48 | Thur | 990 | 1,085 | 1,264 | 1,153 | 163 | |||||||
| 48 | Fri | 1,084 | 1,309 | 1,256 | 1,040 | 44 | |||||||
| 49 | Mon | 1,260 | 1,025 | 1,259 | 1,547 | 287 | |||||||
| 49 | Tue | 1,134 | 1,032 | 1,250 | 1,373 | 239 | |||||||
| 49 | Wed | 941 | 1,011 | 1,242 | 1,156 | 215 | |||||||
| 49 | Thur | 847 | 928 | 1,233 | 1,126 | 279 | |||||||
| 49 | Fri | 714 | 862 | 1,223 | 1,012 | 298 | |||||||
| 50 | Mon | 1,002 | 815 | 1,211 | 1,489 | 487 | |||||||
| 50 | Tue | 847 | 771 | 1,198 | 1,317 | 470 | |||||||
| 50 | Wed | 922 | 990 | 1,185 | 1,103 | 181 | |||||||
| 50 | Thur | 842 | 923 | 1,179 | 1,076 | 234 | |||||||
| 50 | Fri | 784 | 947 | 1,171 | 970 | 186 | |||||||
| 51 | Mon | 823 | 669 | 1,165 | 1,432 | 609 | |||||||
| 51 | Tue | 756 | 688 | 1,151 | 1,265 | 509 | |||||||
| 51 | Wed | 699 | 751 | 1,139 | 1,060 | 361 | |||||||
| 51 | Thur | 401 | 439 | 1,128 | 1,030 | 629 | |||||||
| 51 | Fri | 429 | 518 | 1,111 | 920 | 491 | |||||||
| 52 | Mon | 1,209 | 983 | 1,096 | 1,347 | 138 | |||||||
| 52 | Tue | 830 | 755 | 1,093 | 1,201 | 371 | |||||||
| 52 | Wed | 852 | 915 | 1,085 | 1,010 | 158 | |||||||
| 52 | Thur | 1,082 | 1,186 | 1,081 | 987 | 95 | |||||||
| 52 | Fri | 841 | 1,016 | 1,083 | 897 | 56 | |||||||
| 1 | Mon | 1,362 | 1,108 | 1,082 | 1,330 | 32 | |||||||
| 1 | Tue | 1,174 | 1,068 | 1,083 | 1,190 | 16 | |||||||
| 1 | Wed | 967 | 1,039 | 1,082 | 1,008 | 41 | |||||||
| 1 | Thur | 930 | 1,019 | 1,081 | 987 | 57 | |||||||
| 1 | Fri | 853 | 1,030 | 1,080 | 894 | 41 | |||||||
| 2 | Mon | 924 | 752 | 1,079 | 1,327 | 403 | |||||||
| 2 | Tue | 954 | 868 | 1,073 | 1,179 | 225 | |||||||
| 2 | Wed | 1,346 | 1,446 | 1,069 | 995 | 351 | |||||||
| 2 | Thur | 904 | 991 | 1,076 | 982 | 78 | |||||||
| 2 | Fri | 758 | 916 | 1,074 | 889 | 131 | |||||||
| 3 | Mon | 886 | 721 | 1,071 | 1,317 | 431 | |||||||
| 3 | Tue | 878 | 799 | 1,065 | 1,171 | 293 | |||||||
| 3 | Wed | 802 | 861 | 1,060 | 987 | 185 | |||||||
| 3 | Thur | 945 | 1,035 | 1,057 | 965 | 20 | |||||||
| 3 | Fri | 610 | 737 | 1,057 | 875 | 265 | |||||||
| 4 | Mon | 941 | 765 | 1,051 | 1,293 | 352 | |||||||
| 4 | Tue | 802 | 730 | 1,047 | 1,150 | 348 | |||||||
| 4 | Wed | 705 | 757 | 1,041 | 970 | 265 | |||||||
| 4 | Thur | 729 | 799 | 1,037 | 946 | 217 | |||||||
| 4 | Fri | 772 | 932 | 1,033 | 855 | 83 | |||||||
| 5 | Mon | 877 | 713 | 1,032 | 1,268 | 391 | |||||||
| 5 | Tue | 722 | 657 | 1,027 | 1,129 | 407 | |||||||
| 5 | Wed | 515 | 553 | 1,021 | 951 | 436 | |||||||
| 5 | Thur | 584 | 640 | 1,014 | 926 | 342 | |||||||
| 5 | Fri | 493 | 595 | 1,009 | 835 | 342 |
Time Period
Seasonally-Adjusted Value
Moving Average with Seasonality
| Template for Moving-Average Forecasting Method with Seasonality | |||||||||||||
| Seasonally | Seasonally | Range Name | Cells | ||||||||||
| True | Adjusted | Adjusted | Actual | Forecasting | Number of previous | ActualForecast | G6:G75 | ||||||
| Week | Day | Value | Value | Forecast | Forecast | Error | periods to consider | ForecastingError | H6:H75 | ||||
| 44 | Mon | 988 | 804 | n = | 5 | MAD | K26 | ||||||
| 44 | Tue | 842 | 766 | ERROR:#N/A | MSE | K29 | |||||||
| 44 | Wed | 601 | 646 | ERROR:#N/A | Type of Seasonality | NumberOfPeriods | K6 | ||||||
| 44 | Thur | 759 | 832 | ERROR:#N/A | Daily | SeasonalFactor | K12:K23 | ||||||
| 44 | Fri | 687 | 830 | ERROR:#N/A | SeasonallyAdjustedForecast | F6:F75 | |||||||
| 45 | Mon | 1,091 | 887 | 775 | 953 | 138 | Day | Seasonal Factor | SeasonallyAdjustedValue | E6:E75 | |||
| 45 | Tue | 1,042 | 948 | 792 | 871 | 171 | Mon | 1.2295 | TrueValue | D6:D75 | |||
| 45 | Wed | 892 | 958 | 829 | 771 | 121 | Tue | 1.0990 | TypeOfSeasonality | K9 | |||
| 45 | Thur | 840 | 920 | 891 | 813 | 27 | Wed | 0.9310 | |||||
| 45 | Fri | 791 | 955 | 909 | 752 | 39 | Thur | 0.9126 | |||||
| 46 | Mon | 1,303 | 1,060 | 934 | 1,148 | 155 | Fri | 0.8279 | |||||
| 46 | Tue | 1,121 | 1,020 | 968 | 1,064 | 57 | 1.000 | ||||||
| 46 | Wed | 1,003 | 1,077 | 983 | 915 | 88 | 1.000 | ||||||
| 46 | Thur | 1,113 | 1,220 | 1,007 | 919 | 194 | 1.000 | ||||||
| 46 | Fri | 998 | 1,205 | 1,066 | 883 | 115 | 1.000 | ||||||
| 47 | Mon | 2,652 | 2,157 | 1,116 | 1,373 | 1,279 | 1.000 | ||||||
| 47 | Tue | 2,825 | 2,571 | 1,336 | 1,468 | 1,357 | 1.000 | ||||||
| 47 | Wed | 1,841 | 1,977 | 1,646 | 1,532 | 309 | 1.000 | ||||||
| 47 | Thur | 1,851 | 2,028 | 1,826 | 1,666 | 185 | |||||||
| 47 | Fri | 1,813 | 2,190 | 1,988 | 1,646 | 167 | Mean Absolute Deviation | ||||||
| 48 | Mon | 1,949 | 1,585 | 2,185 | 2,686 | 737 | MAD = | 221 | |||||
| 48 | Tue | 1,507 | 1,371 | 2,070 | 2,275 | 768 | |||||||
| 48 | Wed | 989 | 1,062 | 1,830 | 1,704 | 715 | Mean Square Error | ||||||
| 48 | Thur | 990 | 1,085 | 1,647 | 1,503 | 513 | MSE = | 114,286 | |||||
| 48 | Fri | 1,084 | 1,309 | 1,459 | 1,208 | 124 | |||||||
| 49 | Mon | 1,260 | 1,025 | 1,283 | 1,577 | 317 | |||||||
| 49 | Tue | 1,134 | 1,032 | 1,171 | 1,286 | 152 | |||||||
| 49 | Wed | 941 | 1,011 | 1,103 | 1,027 | 86 | |||||||
| 49 | Thur | 847 | 928 | 1,092 | 997 | 150 | |||||||
| 49 | Fri | 714 | 862 | 1,061 | 878 | 164 | |||||||
| 50 | Mon | 1,002 | 815 | 972 | 1,195 | 193 | |||||||
| 50 | Tue | 847 | 771 | 930 | 1,022 | 175 | |||||||
| 50 | Wed | 922 | 990 | 877 | 817 | 105 | |||||||
| 50 | Thur | 842 | 923 | 873 | 797 | 45 | |||||||
| 50 | Fri | 784 | 947 | 872 | 722 | 62 | |||||||
| 51 | Mon | 823 | 669 | 889 | 1,093 | 270 | |||||||
| 51 | Tue | 756 | 688 | 860 | 945 | 189 | |||||||
| 51 | Wed | 699 | 751 | 843 | 785 | 86 | |||||||
| 51 | Thur | 401 | 439 | 796 | 726 | 325 | |||||||
| 51 | Fri | 429 | 518 | 699 | 579 | 150 | |||||||
| 52 | Mon | 1,209 | 983 | 613 | 754 | 455 | |||||||
| 52 | Tue | 830 | 755 | 676 | 743 | 87 | |||||||
| 52 | Wed | 852 | 915 | 689 | 642 | 210 | |||||||
| 52 | Thur | 1,082 | 1,186 | 722 | 659 | 423 | |||||||
| 52 | Fri | 841 | 1,016 | 871 | 722 | 119 | |||||||
| 1 | Mon | 1,362 | 1,108 | 971 | 1,194 | 168 | |||||||
| 1 | Tue | 1,174 | 1,068 | 996 | 1,094 | 80 | |||||||
| 1 | Wed | 967 | 1,039 | 1,059 | 985 | 18 | |||||||
| 1 | Thur | 930 | 1,019 | 1,083 | 989 | 59 | |||||||
| 1 | Fri | 853 | 1,030 | 1,050 | 869 | 16 | |||||||
| 2 | Mon | 924 | 752 | 1,053 | 1,294 | 370 | |||||||
| 2 | Tue | 954 | 868 | 982 | 1,079 | 125 | |||||||
| 2 | Wed | 1,346 | 1,446 | 942 | 877 | 469 | |||||||
| 2 | Thur | 904 | 991 | 1,023 | 934 | 30 | |||||||
| 2 | Fri | 758 | 916 | 1,017 | 842 | 84 | |||||||
| 3 | Mon | 886 | 721 | 994 | 1,222 | 336 | |||||||
| 3 | Tue | 878 | 799 | 988 | 1,086 | 208 | |||||||
| 3 | Wed | 802 | 861 | 974 | 907 | 105 | |||||||
| 3 | Thur | 945 | 1,035 | 857 | 783 | 162 | |||||||
| 3 | Fri | 610 | 737 | 866 | 717 | 107 | |||||||
| 4 | Mon | 941 | 765 | 831 | 1,021 | 80 | |||||||
| 4 | Tue | 802 | 730 | 840 | 923 | 121 | |||||||
| 4 | Wed | 705 | 757 | 826 | 769 | 64 | |||||||
| 4 | Thur | 729 | 799 | 805 | 735 | 6 | |||||||
| 4 | Fri | 772 | 932 | 758 | 627 | 145 | |||||||
| 5 | Mon | 877 | 713 | 797 | 980 | 103 | |||||||
| 5 | Tue | 722 | 657 | 786 | 864 | 142 | |||||||
| 5 | Wed | 515 | 553 | 772 | 719 | 204 | |||||||
| 5 | Thur | 584 | 640 | 731 | 667 | 83 | |||||||
| 5 | Fri | 493 | 595 | 699 | 579 | 86 |
Time Period
Seasonally-Adjusted Value
Expon Smoothing wSeason (lo)
| Template for Exponential Smoothing Forecasting Method with Seasonality | |||||||||||||
| Seasonally | Seasonally | Range Name | Cells | ||||||||||
| True | Adjusted | Adjusted | Actual | Forecasting | Smoothing Constant | ActualForecast | G6:G75 | ||||||
| Week | Day | Value | Value | Forecast | Forecast | Error | a = | 0.2 | Alpha | K5 | |||
| 44 | Mon | 988 | 804 | 900 | 1,107 | 119 | ForecastingError | H6:H75 | |||||
| 44 | Tue | 842 | 766 | 881 | 968 | 126 | Initial Estimate | InitialEstimate | K8 | ||||
| 44 | Wed | 601 | 646 | 858 | 799 | 198 | Average = | 900 | MAD | K28 | |||
| 44 | Thur | 759 | 832 | 815 | 744 | 15 | MSE | K31 | |||||
| 44 | Fri | 687 | 830 | 819 | 678 | 9 | Type of Seasonality | SeasonalFactor | K14:K25 | ||||
| 45 | Mon | 1,091 | 887 | 821 | 1,009 | 82 | Daily | SeasonallyAdjustedForecast | F6:F75 | ||||
| 45 | Tue | 1,042 | 948 | 834 | 917 | 125 | SeasonallyAdjustedValue | E6:E75 | |||||
| 45 | Wed | 892 | 958 | 857 | 798 | 94 | Day | Seasonal Factor | TrueValue | D6:D75 | |||
| 45 | Thur | 840 | 920 | 877 | 801 | 39 | Mon | 1.2295 | TypeOfSeasonality | K11 | |||
| 45 | Fri | 791 | 955 | 886 | 733 | 58 | Tue | 1.0990 | |||||
| 46 | Mon | 1,303 | 1,060 | 900 | 1,106 | 197 | Wed | 0.9310 | |||||
| 46 | Tue | 1,121 | 1,020 | 932 | 1,024 | 97 | Thur | 0.9126 | |||||
| 46 | Wed | 1,003 | 1,077 | 949 | 884 | 119 | Fri | 0.8279 | |||||
| 46 | Thur | 1,113 | 1,220 | 975 | 890 | 223 | 1.000 | ||||||
| 46 | Fri | 998 | 1,205 | 1,024 | 848 | 150 | 1.000 | ||||||
| 47 | Mon | 2,652 | 2,157 | 1,060 | 1,304 | 1,348 | 1.000 | ||||||
| 47 | Tue | 2,825 | 2,571 | 1,280 | 1,406 | 1,419 | 1.000 | ||||||
| 47 | Wed | 1,841 | 1,977 | 1,538 | 1,432 | 409 | 1.000 | ||||||
| 47 | Thur | 1,851 | 2,028 | 1,626 | 1,484 | 367 | 1.000 | ||||||
| 47 | Fri | 1,813 | 2,190 | 1,706 | 1,413 | 400 | 1.000 | ||||||
| 48 | Mon | 1,949 | 1,585 | 1,803 | 2,217 | 268 | |||||||
| 48 | Tue | 1,507 | 1,371 | 1,759 | 1,934 | 427 | Mean Absolute Deviation | ||||||
| 48 | Wed | 989 | 1,062 | 1,682 | 1,566 | 577 | MAD = | 224 | |||||
| 48 | Thur | 990 | 1,085 | 1,558 | 1,422 | 432 | |||||||
| 48 | Fri | 1,084 | 1,309 | 1,463 | 1,211 | 127 | Mean Square Error | ||||||
| 49 | Mon | 1,260 | 1,025 | 1,432 | 1,761 | 501 | MSE = | 108,520 | |||||
| 49 | Tue | 1,134 | 1,032 | 1,351 | 1,485 | 351 | |||||||
| 49 | Wed | 941 | 1,011 | 1,287 | 1,198 | 257 | |||||||
| 49 | Thur | 847 | 928 | 1,232 | 1,124 | 277 | |||||||
| 49 | Fri | 714 | 862 | 1,171 | 970 | 256 | |||||||
| 50 | Mon | 1,002 | 815 | 1,109 | 1,364 | 362 | |||||||
| 50 | Tue | 847 | 771 | 1,050 | 1,154 | 307 | |||||||
| 50 | Wed | 922 | 990 | 995 | 926 | 4 | |||||||
| 50 | Thur | 842 | 923 | 994 | 907 | 65 | |||||||
| 50 | Fri | 784 | 947 | 979 | 811 | 27 | |||||||
| 51 | Mon | 823 | 669 | 973 | 1,196 | 373 | |||||||
| 51 | Tue | 756 | 688 | 912 | 1,003 | 247 | |||||||
| 51 | Wed | 699 | 751 | 867 | 808 | 109 | |||||||
| 51 | Thur | 401 | 439 | 844 | 770 | 369 | |||||||
| 51 | Fri | 429 | 518 | 763 | 632 | 203 | |||||||
| 52 | Mon | 1,209 | 983 | 714 | 878 | 331 | |||||||
| 52 | Tue | 830 | 755 | 768 | 844 | 14 | |||||||
| 52 | Wed | 852 | 915 | 765 | 713 | 139 | |||||||
| 52 | Thur | 1,082 | 1,186 | 795 | 726 | 356 | |||||||
| 52 | Fri | 841 | 1,016 | 873 | 723 | 118 | |||||||
| 1 | Mon | 1,362 | 1,108 | 902 | 1,109 | 253 | |||||||
| 1 | Tue | 1,174 | 1,068 | 943 | 1,036 | 138 | |||||||
| 1 | Wed | 967 | 1,039 | 968 | 901 | 66 | |||||||
| 1 | Thur | 930 | 1,019 | 982 | 896 | 34 | |||||||
| 1 | Fri | 853 | 1,030 | 990 | 819 | 34 | |||||||
| 2 | Mon | 924 | 752 | 998 | 1,227 | 303 | |||||||
| 2 | Tue | 954 | 868 | 948 | 1,042 | 88 | |||||||
| 2 | Wed | 1,346 | 1,446 | 932 | 868 | 478 | |||||||
| 2 | Thur | 904 | 991 | 1,035 | 945 | 41 | |||||||
| 2 | Fri | 758 | 916 | 1,026 | 850 | 92 | |||||||
| 3 | Mon | 886 | 721 | 1,004 | 1,234 | 348 | |||||||
| 3 | Tue | 878 | 799 | 947 | 1,041 | 163 | |||||||
| 3 | Wed | 802 | 861 | 918 | 854 | 52 | |||||||
| 3 | Thur | 945 | 1,035 | 906 | 827 | 118 | |||||||
| 3 | Fri | 610 | 737 | 932 | 772 | 162 | |||||||
| 4 | Mon | 941 | 765 | 893 | 1,098 | 157 | |||||||
| 4 | Tue | 802 | 730 | 868 | 953 | 151 | |||||||
| 4 | Wed | 705 | 757 | 840 | 782 | 77 | |||||||
| 4 | Thur | 729 | 799 | 823 | 752 | 23 | |||||||
| 4 | Fri | 772 | 932 | 819 | 678 | 94 | |||||||
| 5 | Mon | 877 | 713 | 841 | 1,034 | 157 | |||||||
| 5 | Tue | 722 | 657 | 816 | 896 | 174 | |||||||
| 5 | Wed | 515 | 553 | 784 | 730 | 215 | |||||||
| 5 | Thur | 584 | 640 | 738 | 673 | 89 | |||||||
| 5 | Fri | 493 | 595 | 718 | 595 | 102 |
Time Period
Seasonally-Adjusted Value
Expon Smoothing wSeason (hi)
| Template for Exponential Smoothing Forecasting Method with Seasonality | |||||||||||||
| Seasonally | Seasonally | Range Name | Cells | ||||||||||
| True | Adjusted | Adjusted | Actual | Forecasting | Smoothing Constant | ActualForecast | G6:G75 | ||||||
| Week | Day | Value | Value | Forecast | Forecast | Error | a = | 0.9 | Alpha | K5 | |||
| 44 | Mon | 988 | 804 | 900 | 1,107 | 119 | ForecastingError | H6:H75 | |||||
| 44 | Tue | 842 | 766 | 813 | 894 | 52 | Initial Estimate | InitialEstimate | K8 | ||||
| 44 | Wed | 601 | 646 | 771 | 718 | 117 | Average = | 900 | MAD | K28 | |||
| 44 | Thur | 759 | 832 | 658 | 601 | 158 | MSE | K31 | |||||
| 44 | Fri | 687 | 830 | 814 | 674 | 13 | Type of Seasonality | SeasonalFactor | K14:K25 | ||||
| 45 | Mon | 1,091 | 887 | 828 | 1,018 | 73 | Daily | SeasonallyAdjustedForecast | F6:F75 | ||||
| 45 | Tue | 1,042 | 948 | 881 | 969 | 73 | SeasonallyAdjustedValue | E6:E75 | |||||
| 45 | Wed | 892 | 958 | 941 | 877 | 15 | Day | Seasonal Factor | TrueValue | D6:D75 | |||
| 45 | Thur | 840 | 920 | 956 | 873 | 33 | Mon | 1.2295 | TypeOfSeasonality | K11 | |||
| 45 | Fri | 791 | 955 | 924 | 765 | 26 | Tue | 1.0990 | |||||
| 46 | Mon | 1,303 | 1,060 | 952 | 1,171 | 132 | Wed | 0.9310 | |||||
| 46 | Tue | 1,121 | 1,020 | 1,049 | 1,153 | 32 | Thur | 0.9126 | |||||
| 46 | Wed | 1,003 | 1,077 | 1,023 | 952 | 51 | Fri | 0.8279 | |||||
| 46 | Thur | 1,113 | 1,220 | 1,072 | 978 | 135 | 1.000 | ||||||
| 46 | Fri | 998 | 1,205 | 1,205 | 997 | 1 | 1.000 | ||||||
| 47 | Mon | 2,652 | 2,157 | 1,205 | 1,482 | 1,170 | 1.000 | ||||||
| 47 | Tue | 2,825 | 2,571 | 2,062 | 2,266 | 559 | 1.000 | ||||||
| 47 | Wed | 1,841 | 1,977 | 2,520 | 2,346 | 505 | 1.000 | ||||||
| 47 | Thur | 1,851 | 2,028 | 2,032 | 1,854 | 3 | 1.000 | ||||||
| 47 | Fri | 1,813 | 2,190 | 2,029 | 1,679 | 134 | 1.000 | ||||||
| 48 | Mon | 1,949 | 1,585 | 2,174 | 2,673 | 724 | |||||||
| 48 | Tue | 1,507 | 1,371 | 1,644 | 1,807 | 300 | Mean Absolute Deviation | ||||||
| 48 | Wed | 989 | 1,062 | 1,399 | 1,302 | 313 | MAD = | 157 | |||||
| 48 | Thur | 990 | 1,085 | 1,096 | 1,000 | 10 | |||||||
| 48 | Fri | 1,084 | 1,309 | 1,086 | 899 | 185 | Mean Square Error | ||||||
| 49 | Mon | 1,260 | 1,025 | 1,287 | 1,582 | 322 | MSE = | 63,929 | |||||
| 49 | Tue | 1,134 | 1,032 | 1,051 | 1,155 | 21 | |||||||
| 49 | Wed | 941 | 1,011 | 1,034 | 962 | 21 | |||||||
| 49 | Thur | 847 | 928 | 1,013 | 925 | 78 | |||||||
| 49 | Fri | 714 | 862 | 937 | 775 | 61 | |||||||
| 50 | Mon | 1,002 | 815 | 870 | 1,069 | 67 | |||||||
| 50 | Tue | 847 | 771 | 820 | 902 | 55 | |||||||
| 50 | Wed | 922 | 990 | 776 | 722 | 200 | |||||||
| 50 | Thur | 842 | 923 | 969 | 884 | 42 | |||||||
| 50 | Fri | 784 | 947 | 927 | 768 | 16 | |||||||
| 51 | Mon | 823 | 669 | 945 | 1,162 | 339 | |||||||
| 51 | Tue | 756 | 688 | 697 | 766 | 10 | |||||||
| 51 | Wed | 699 | 751 | 689 | 641 | 58 | |||||||
| 51 | Thur | 401 | 439 | 745 | 680 | 279 | |||||||
| 51 | Fri | 429 | 518 | 470 | 389 | 40 | |||||||
| 52 | Mon | 1,209 | 983 | 513 | 631 | 578 | |||||||
| 52 | Tue | 830 | 755 | 936 | 1,029 | 199 | |||||||
| 52 | Wed | 852 | 915 | 773 | 720 | 132 | |||||||
| 52 | Thur | 1,082 | 1,186 | 901 | 822 | 260 | |||||||
| 52 | Fri | 841 | 1,016 | 1,157 | 958 | 117 | |||||||
| 1 | Mon | 1,362 | 1,108 | 1,030 | 1,266 | 96 | |||||||
| 1 | Tue | 1,174 | 1,068 | 1,100 | 1,209 | 35 | |||||||
| 1 | Wed | 967 | 1,039 | 1,071 | 998 | 31 | |||||||
| 1 | Thur | 930 | 1,019 | 1,042 | 951 | 21 | |||||||
| 1 | Fri | 853 | 1,030 | 1,021 | 846 | 7 | |||||||
| 2 | Mon | 924 | 752 | 1,029 | 1,266 | 342 | |||||||
| 2 | Tue | 954 | 868 | 779 | 856 | 98 | |||||||
| 2 | Wed | 1,346 | 1,446 | 859 | 800 | 546 | |||||||
| 2 | Thur | 904 | 991 | 1,387 | 1,266 | 362 | |||||||
| 2 | Fri | 758 | 916 | 1,030 | 853 | 95 | |||||||
| 3 | Mon | 886 | 721 | 927 | 1,140 | 254 | |||||||
| 3 | Tue | 878 | 799 | 741 | 815 | 63 | |||||||
| 3 | Wed | 802 | 861 | 793 | 738 | 64 | |||||||
| 3 | Thur | 945 | 1,035 | 855 | 780 | 165 | |||||||
| 3 | Fri | 610 | 737 | 1,017 | 842 | 232 | |||||||
| 4 | Mon | 941 | 765 | 765 | 940 | 1 | |||||||
| 4 | Tue | 802 | 730 | 765 | 841 | 39 | |||||||
| 4 | Wed | 705 | 757 | 733 | 683 | 22 | |||||||
| 4 | Thur | 729 | 799 | 755 | 689 | 40 | |||||||
| 4 | Fri | 772 | 932 | 794 | 658 | 114 | |||||||
| 5 | Mon | 877 | 713 | 919 | 1,130 | 253 | |||||||
| 5 | Tue | 722 | 657 | 734 | 806 | 84 | |||||||
| 5 | Wed | 515 | 553 | 665 | 619 | 104 | |||||||
| 5 | Thur | 584 | 640 | 564 | 515 | 69 | |||||||
| 5 | Fri | 493 | 595 | 632 | 524 | 31 |
Time Period
Seasonally-Adjusted Value
Sheet1
| Forecast | ||||||||
| Week | Day | Actual Value | Last Value | Last Value w Seasonal | Averaging | Moving Average | Exponential Smoothing (lo) | Exponential Smoothing (hi) |
| 5 | Mon | 877 | 877 | 932 | 1,032 | 797 | 841 | 919 |
| 5 | Tue | 722 | 722 | 664 | 1,027 | 786 | 816 | 734 |
| 5 | Wed | 515 | 515 | 664 | 1,021 | 772 | 784 | 665 |
| 5 | Thur | 584 | 584 | 664 | 1,014 | 731 | 738 | 564 |
| 5 | Fri | 493 | 493 | 664 | 1,009 | 699 | 718 | 632 |
| MAD | 202.7 | 158.8 | 299.0 | 221.4 | 224.3 | 157.0 |