Use the Agricultural Time series database on "Excel Databases.xls".Use the variable Broccoli over the first three years of the study (Months 1 - 36 only).Assume Month 1 = January.Develop an estimated regression equation that can be used to account for any seasonal and linear trend effects.Use dummy variables for the monthly seasonal effects in the data.Let Jan = 1 if January, 0 otherwise.Feb = 1 if February, 0 otherwise.Etc.This means you will have 11 dummy variables, when all dummy variables are 0, the observation corresponds to December.Look at the actual value for January of the next year (month 37).What is the difference between the observed amount of broccoli and the forecasted amount you found in the previous question?Round answer to a whole number.

Month and Year Jan-97 Feb-97 Mar-97 Apr-97 May-97 Jun-97 Jul-97 Aug-97 Sep-97 Oct-97 Nov-97 Dec-97 Jan-98 Feb-98 Mar-98 Apr-98 May-98 Jun-98 Jul-98 Aug-98 Sep-98 Oct-98 Nov-98 Dec-98 Jan-99 Feb-99 Mar-99 Apr-99 May-99 Jun-99 Jul-99 Aug-99 Sep-99 Oct-99 Nov-99 Dec-99 Jan-00 Feb-00 Mar-00 Apr-00 May-00 Jun-00 Jul-00 U.S. Gasoline OPEC Spot Price: Prices (in cents) $ per barrel 128.3 127.6 125.1 124.4 124.5 124.2 122 126.8 127.6 124.2 121.6 117.7 113.2 109.6 106.4 107.7 110.5 110.3 109.4 106.5 104.9 105.9 103.6 98.7 98 96.2 102.2 117.1 117.1 115.4 119.7 126 129.5 128.5 129.2 131.3 132.9 141.5 155.6 150.6 152.6 166.6 159.1 21.52 18.57 18.63 16.64 18.31 16.69 17.16 16.79 17.34 18.18 17.57 15.65 13.48 11.66 11.98 11.78 11.92 10.73 11.55 11.54 12.56 12.45 11.09 9.56 10.46 10.07 13.24 15.73 14.89 15.68 18.74 19.95 22.33 21.6 24.51 24.32 25.54 25.94 24.73 23.63 27.67 29.11 25.22 U.S. Finished Motor Gasoline U.S. Natural Gas Production (1000 Wellhead Price Barrels per Day) ($/1000 Cu.Ft.) 7315 7330 7079 7737 7998 8008 7959 8207 8134 7881 7627 8331 7545 7508 7975 8083 8216 8368 8272 8403 8026 7947 8181 8306 7792 7866 7676 8327 8401 8165 8156 8384 8493 8154 8254 8388 7836 7830 8256 8214 8434 8325 8556 3.4 2.49 1.79 1.81 2 2.08 2 2.08 2.33 2.68 2.92 2.28 1.96 1.96 2.06 2.16 2.04 1.91 2.09 1.82 1.7 1.86 1.94 1.95 1.85 1.77 1.7 1.9 2.17 2.14 2.2 2.51 2.62 2.52 2.68 2.24 2.6 2.73 2.66 2.86 3.04 3.77 3.84 Aug-00 Sep-00 Oct-00 Nov-00 Dec-00 Jan-01 Feb-01 Mar-01 Apr-01 May-01 Jun-01 Jul-01 Aug-01 Sep-01 Oct-01 Nov-01 Dec-01 Jan-02 Feb-02 Mar-02 Apr-02 May-02 Jun-02 Jul-02 Aug-02 Sep-02 Oct-02 Nov-02 Dec-02 Jan-03 Feb-03 Mar-03 Apr-03 May-03 Jun-03 Jul-03 Aug-03 Sep-03 Oct-03 Nov-03 Dec-03 Jan-04 Feb-04 Mar-04 Apr-04 May-04 Jun-04 150.6 158.8 157.1 155.7 148.3 148.7 149 145 159.1 173.8 165.8 146.6 146.1 155.7 135.7 121.2 112.7 114.8 115.5 128.9 143.9 143.4 142.4 143.8 143.8 144.1 148.6 146.1 142.9 150 165.5 173.4 163.3 153.9 153.3 155.4 166.1 172.1 160.6 155.5 152.2 161.4 169 177.8 183.9 202.3 201.3 28.4 28.96 30.66 30.28 20.89 24.63 24.78 23.38 25.02 26.87 24.34 23.42 24.89 21.47 19.21 17.29 18.57 17.56 18.74 23.38 24.18 22.99 23.68 24.2 25.83 27.55 25.69 23.32 28.5 29.18 31.43 24.21 23.55 24.2 25.04 26.64 28.26 24.88 27.14 27.6 28.32 28.84 29.21 31.28 31.91 35.28 33.05 8295 8424 8249 8183 8505 7789 7974 7955 8476 8567 8997 8266 8050 8455 8422 8535 8292 8149 7950 8371 8497 8440 8528 8550 8382 8461 8515 8647 8796 7521 7978 8004 8430 8656 8657 8524 8846 8749 8526 8702 8667 8148 8456 8530 8793 8817 8798 3.73 4.26 4.58 4.4 5.77 6.82 5.08 4.37 4.52 4.36 3.79 3.35 3.33 2.93 2.78 3.41 3.42 2.5 2.19 2.4 2.94 2.94 2.96 2.92 2.76 2.97 3.24 3.59 3.96 4.43 5.05 6.96 4.47 4.77 5.41 5.08 4.46 4.59 4.32 4.26 4.76 5.21 5.02 5.12 5.03 5.4 5.82 Jul-04 Aug-04 Sep-04 Oct-04 Nov-04 Dec-04 Jan-05 Feb-05 Mar-05 Apr-05 May-05 Jun-05 Jul-05 Aug-05 Sep-05 Oct-05 Nov-05 Dec-05 Jan-06 Feb-06 Mar-06 Apr-06 May-06 Jun-06 Jul-06 Aug-06 Sep-06 Oct-06 Nov-06 Dec-06 Jan-07 Feb-07 Mar-07 Apr-07 May-07 Jun-07 Jul-07 Aug-07 Sep-07 Oct-07 Nov-07 Dec-07 Jan-08 Feb-08 Mar-08 Apr-08 May-08 195.4 192 191.2 204.2 202.3 188.7 187.5 195.3 212 228.5 220.5 219.8 233.3 252.9 295.1 276.5 230.3 222.9 236 232.6 246.8 278.7 295.3 293 302.5 299.9 260.6 229.3 227.5 235.9 228.9 232.3 260.9 289.1 318.7 310.2 301.1 283.4 284.9 285.3 312.8 307 309.5 307.8 329.3 350.7 381.5 36.6 39.67 39.85 44.72 38.26 33.29 41.89 44.04 49.6 48.58 44.25 53.08 53.59 59.95 58.83 53.45 50.29 52.22 60.9 55.76 59.91 67.59 64.12 65.7 68.71 67.48 56.07 55.45 54.73 57.33 50.17 54.4 61.7 64.35 67.39 68.02 73.74 68.83 76.52 81.62 90.74 90.99 85.4 95.4 99.45 110.96 126.43 8832 8879 8187 8779 8857 9013 8465 8485 8198 8752 9128 9136 8661 8799 7507 8734 8966 8937 8664 8350 8134 8595 9208 9207 9037 9141 8902 8763 8856 9326 9087 8668 8773 8777 9258 9402 9429 9157 8698 8917 9092 9070 8887 9042 8608 8964 9113 5.62 5.52 5.06 5.43 6.21 6.01 5.8 5.73 5.95 6.57 6.25 6.09 6.71 6.48 8.95 10.33 9.89 9.08 8.02 6.86 6.44 6.38 6.24 5.78 5.92 6.56 6.06 5.09 6.72 6.76 5.92 6.66 6.56 6.84 6.98 6.86 6.19 5.9 5.61 6.25 6.37 6.53 6.99 7.55 8.29 8.94 9.81 Month 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 GreenBns Broccoli Carrots Corn Onions GrnPeas TotVegs 184336 61415 169022 471423 30289 193721 1675598 147677 62099 155202 405031 29870 151250 1463357 124821 71027 141133 341149 26479 118599 1311003 103125 78708 121945 280675 22433 102494 1226398 80031 91997 110867 212140 20237 82478 1094891 81518 100281 106260 164356 21218 126417 1081974 123193 120458 96669 124541 22609 311332 1310713 263758 121500 88959 292598 21228 386200 1755657 260146 111292 92348 557510 19365 364715 2030721 234632 96597 131302 582181 20327 325270 2070681 208237 89708 166230 527734 23773 286696 1986389 189759 92757 163749 474726 23437 252861 1857392 158418 88626 154464 403480 23843 208957 1645455 135750 91122 142100 353309 24282 175712 1489574 111393 89571 128094 301441 25406 145141 1333747 94549 97859 117083 237033 22059 132368 1249413 76863 112532 105650 187099 20107 120333 1188015 75177 133257 96060 143053 19304 228352 1269518 142850 136407 93494 120475 25823 429052 1565296 236556 139469 94671 315192 27407 457145 1954127 249682 121990 93574 574891 23271 431648 2238029 219228 107326 139982 616876 25598 385900 2299599 196034 86992 194817 564899 28714 353382 2204174 171884 79402 180809 510603 27434 314974 2021944 150779 80134 163938 450699 27166 277296 1828771 129530 89260 147623 383096 29640 242928 1678130 108632 87152 143909 316787 30944 208615 1516676 93087 74884 123996 260590 32586 185085 1392251 78399 80195 113702 210631 34530 164019 1281053 71150 105760 103190 162571 34235 227592 1300882 130649 123028 92705 136995 36241 307374 1436921 231016 144299 89619 324013 36391 396948 1886999 237804 135592 95700 565815 33142 355786 2133405 221846 125584 164525 606821 34850 317676 2265932 200997 118320 210759 545706 35756 284148 2161280 182613 105146 208728 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67 89.7 666.8 1109.8 18.9 Company Type AFLAC Albertson's Allstate Amerada Hess American General American Stores Amoco Arco Chemical Ashland Atlantic Richfield Bausch & Lomb Baxter International Bristol-Myers Squibb Burlington Coat Central Maine Power Chevron CIGNA Cinergy Dayton Hudson Dillard's Dominion Resources Dow Chemical DPL E. I. DuPont DeNemours Eastman Chemical Edison International Engelhard Entergy Equitable Ethyl Exxon FPL Group The GAP Georgia Gulf GIANT Food A&P Great Lakes Chemicals Green Mountain Power Comp Hannaford Bros. Hercules Houston Industries Jefferson-Pilot Johnson & Johnson Liberty The Limited Lincoln National 6 4 6 7 6 4 7 2 7 7 5 5 5 1 3 7 6 3 1 1 3 2 3 2 2 3 2 3 6 7 7 3 1 2 4 4 2 3 4 2 3 6 5 6 1 6 Total Revenues Total Assets Return on Equity 7251 29454 17.1 14690 5219 21.4 20106 80918 20.1 8340 7935 0.2 3362 80620 7.1 19139 8536 12.2 36287 32489 16.7 3995 4116 6.2 14319 7777 9.5 19272 25322 21.8 1916 2773 6 6138 8707 11.5 16701 14977 44.4 1777 775 12.3 954 2299 2.4 41950 35473 18.6 14935 108199 13.7 4353 8858 13.3 27757 14191 18 6817 5592 9.2 7678 20193 7.9 20018 24040 23.6 1356 3585 13.9 46653 42942 21.3 4678 5778 16.3 9235 25101 12.3 3631 2586 6.1 9562 27001 4.2 9666 151438 12.3 1064 1067 53.6 137242 96064 19.4 6369 12449 12.2 6508 3338 33.7 966 613 228 4231 1522 7.9 10262 2995 6.9 1311 2270 5.5 179 326 8.3 3226 1227 9.9 1866 2411 47 6873 18415 8 2578 23131 14.5 22629 21453 26.7 660 3185 11.1 9189 4301 10.6 4899 77175 0.4 Lubrizol Lyondell Petrochemical Mallinkrodt May Department Stores McKesson Mercantile Stores Merck Millennium Chemicals Mobil Monsanto Morton Murphy Oil Mylan Laboratories NALCO Chemical Nevada Power NIPSCO Olin Orion Capital Owens & Minor Pacific Corporation J. C. Penney Pennzoil Pfizer Pharmacia & Upjohn Phillips Petroleum Poe & Brown PPG PP&L Resources Progressive Rohm & Haas Ruddick Schering-Plough Sears, Roebuck Stryker Sun Sunamerica Texaco The TJX Companies Torchmark Tosco Travelers Ultramar Diamond Shamrock Union Carbide United States Surgical Corpor UNOCAL UNUM USX-Marathon 2 7 5 1 5 1 5 2 7 2 2 7 5 2 3 3 2 6 5 3 1 7 5 5 7 6 2 3 6 2 4 5 1 5 7 6 7 1 6 7 6 7 2 5 7 6 7 1674 3010 1868 12685 20857 3144 23637 3048 65906 7514 2388 2138 555 1434 799 2587 2410 1591 3117 6278 30546 2654 12504 6710 15424 129 7379 3049 4190 3999 2300 6778 41296 980 10531 2114 46667 7389 2283 13282 37609 10882 6502 1172 6064 4077 15754 1462 1559 2988 9930 5608 2178 25812 4326 43559 10774 2805 2238 848 1441 2339 4937 1946 3884 713 13880 23493 4406 15336 10380 13860 194 6868 9485 7560 3900 885 6507 38700 985 4667 35637 29600 2610 10967 5975 386555 5595 6964 1726 7530 13200 10565 19 46.2 14.8 20.5 11 7.9 36.6 12.6 16.8 7.2 12.3 12.3 13.5 25 10.1 14.1 17.4 16 9.4 5.2 7.7 15.8 27.9 5.8 19.9 25.1 28.5 11.4 18.7 19.8 12.5 51.2 20.3 20.5 18 14.7 20.9 26.3 17.5 10.9 14.9 9.5 28.8 7.5 28.9 15.2 12.6 Valero Energy Warner-Lambert WEIS Markets Wellman Winn-Dixie Stores WITCO Zenith Nation Insurance 7 5 4 2 4 2 6 5756 8180 1819 1083 13219 2187 601 2493 8031 972 1319 2921 2298 1252 9.6 30.7 9.2 4.8 15.3 14 7.8 Earnings per Share Average Yield 2.08 2.08 3.56 0.08 2.19 1.01 2.76 1.14 3.8 5.41 0.89 1.06 3.14 1.18 0.16 4.95 4.88 1.59 1.7 2.31 2.15 7.7 1.2 2.08 3.63 1.73 0.33 1.03 2.86 0.71 3.37 3.57 1.3 2.39 1.18 1.66 1.19 1.57 1.4 3.18 1.66 3.47 2.41 3.34 0.79 0.21 Dividends per Share 0.9 1.6 1 1.1 3 1.4 3.1 6.1 2.3 3.8 2.6 2.3 2 0.1 7.8 3 2 5.1 1.2 0.4 6.8 3.6 5.3 2.1 3 4.2 1.9 6.9 0.5 5.6 2.8 3.7 0.7 1.1 2.4 1.2 1.3 7.3 1.5 2.2 6.6 2.3 1.5 1.8 2.3 3.1 Average P/E Ratio 0.22 0.63 0.36 0.6 1.4 0.34 1.4 2.8 1.1 2.83 1.04 1.13 1.52 0.02 0.9 2.28 1.1 1.8 0.33 0.16 2.58 3.24 0.91 1.23 1.76 1 0.38 1.8 0.2 0.5 1.63 1.92 0.2 0.32 0.78 0.35 0.62 1.61 0.54 1 1.5 1.04 0.85 0.77 0.48 1.96 11.5 19 10.6 698.3 21.2 23.5 16.1 40.4 12.4 3.8 2.6 47.2 24.1 12.9 79.6 15.2 11.4 22.4 16.2 15.7 17.7 11.6 14.3 27.9 16 13.6 61.8 25.4 13.4 12.6 17.1 14.4 22 11.8 26.9 17.8 40.5 14 26.6 14.5 13.7 13.3 24.1 12.7 26.7 300.2 2.66 3.58 2.47 3.11 1.59 3.53 3.74 2.47 4.01 0.48 1.48 2.94 0.82 2.1 1.65 1.53 3 4.15 0.6 0.68 2.1 3.76 1.7 0.61 3.61 1.48 3.94 1.8 5.31 2.13 1.02 1.95 2.99 1.28 2.7 1.8 4.87 1.75 2.39 1.37 2.54 1.94 4.53 1.21 2.65 2.59 1.58 2.6 3.9 1.7 2.4 1.2 2.1 1.7 2.9 3.1 1.1 1 2.6 0.9 2.6 6.8 4.1 2.8 1.5 1.4 4.6 3.8 1.6 1.1 3.1 3 1.5 2.3 7.7 0.3 2.2 1.8 1.5 1.8 0.3 2.8 0.9 3.1 0.6 1.7 0.8 0.9 3.5 1.6 0.5 2 1.3 2.4 1.01 0.9 0.66 1.2 0.5 1.19 1.69 0.6 2.12 0.5 0.36 1.35 0.16 1 1.6 0.9 1.2 0.6 0.18 1.08 2.13 1 0.68 1.08 1.34 0.35 1.33 1.67 0.24 0.63 0.32 0.74 0.92 0.11 1 0.3 1.75 0.09 0.59 0.24 0.4 1.1 0.79 0.16 0.8 0.56 0.76 14.5 6.4 16 16.2 26 16.3 26.6 8.3 17.2 90.7 25.2 18 22.4 18.3 14.2 14.4 14.5 9.8 21.7 34.2 26.9 17.1 35.4 56.2 12.4 16.3 14.7 12 17 13.4 17 24.6 17.4 27.2 13 19.5 11.5 8.2 14.2 23 17 16.1 10.7 29 15.5 17 19.8 2.03 1.04 1.87 0.97 1.36 1.55 1.57 1.2 1.4 3 1.8 2.7 2.9 3.7 0.42 0.51 0.94 0.35 0.98 1.12 1 17.2 35.7 16.9 20.5 27.2 24.9 17 Hospital 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 Geog. RegiControl 1 1 1 1 7 4 4 4 1 1 1 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 5 5 5 2 2 2 1 1 1 1 1 1 1 1 1 1 Service 2 1 2 1 1 2 4 2 2 1 1 3 3 2 4 1 3 2 3 3 3 2 2 1 3 2 2 3 3 2 2 2 2 2 2 2 3 2 1 2 3 1 2 2 1 3 Beds 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 2 210 347 511 142 40 220 137 80 440 48 56 46 109 306 7 16 167 444 236 247 93 236 220 228 83 273 225 236 80 78 197 60 31 264 246 556 56 120 674 414 320 315 344 168 315 88 AdmissionsCensus Outpat. VisBirths Tot. Exp. 7713 107 86982 312 56831 16065 198 149222 1077 127223 23028 356 222565 1027 157093 4338 100 36710 355 24462 905 9 13350 168 13730 15563 159 88721 3810 93257 5347 65 188885 735 45458 636 48 10209 1 6151 15954 253 77343 1733 98992 1827 21 33977 257 11569 1617 27 17925 169 11356 2954 30 27170 430 15200 2805 43 30263 0 20848 9871 233 43128 2049 62778 756 2 96000 211 20300 342 11 7217 16 3836 8426 84 66073 2648 41417 18258 219 170223 2450 144966 8280 112 31022 1465 67997 5449 124 44425 0 123175 5247 50 29551 1993 28318 11301 142 90178 2275 88080 9466 111 172146 1494 107313 10444 140 95649 1313 116486 2648 28 15507 451 20625 9249 154 51102 1689 67519 7763 150 91654 1583 60080 10688 144 68482 2017 94401 6671 42 35221 995 26094 7761 77 37370 2045 38825 9553 119 153994 1686 105672 2730 27 16060 503 29444 1112 15 36735 126 8496 13395 179 267091 2026 153844 12264 175 140152 1412 128312 12811 461 68330 1517 122809 860 32 5778 0 7079 5502 74 36461 0 50823 26547 414 294682 2719 367706 12260 253 81885 1074 85696 4147 180 47636 1421 29699 12804 184 92458 762 108848 16539 243 185313 3194 141031 7566 115 66309 496 56207 15853 215 93373 1442 131297 2662 48 6533 0 9617 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 1 1 1 1 1 1 1 1 7 7 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 1 1 1 1 1 2 3 2 1 1 3 2 1 2 2 3 1 3 2 2 2 2 2 3 2 2 2 4 2 2 1 3 1 2 2 2 1 2 2 1 3 1 1 3 4 1 2 3 3 2 1 3 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 2 1 1 1 1 2 1 1 1 1 245 311 233 46 103 331 186 177 149 286 488 242 128 33 255 481 191 60 155 626 105 59 258 47 22 53 244 352 366 194 109 285 175 342 140 50 214 80 467 80 160 106 40 99 133 138 88 8733 15196 1466 812 2312 2305 10541 4469 5994 11142 508 5682 5511 925 13780 28390 9899 1247 9893 31452 1456 4706 9950 1940 1241 1475 9731 14974 7284 5356 458 11624 8080 1259 2876 404 794 746 6122 823 6584 3870 859 3313 6306 2764 4112 124 189 181 9 28 288 108 154 76 165 295 101 69 12 185 378 114 49 106 460 43 29 125 17 10 14 173 207 223 82 64 139 109 298 52 34 168 21 390 47 80 50 113 45 76 129 60 78773 115155 18659 11519 30661 35600 76176 57104 111901 173393 0 37461 37898 24679 146454 796525 85986 35955 192386 236900 47152 292105 121004 45057 31833 43357 103595 110754 181430 48413 26770 599315 200048 0 3192 13468 0 10074 179676 10409 91769 53424 2251 30814 172253 17907 85800 1107 2989 113 0 0 173 1064 759 1317 1751 0 0 714 99 2243 3966 1308 0 2514 3714 126 556 1327 415 216 339 1217 2641 790 520 35 1168 793 0 0 14 0 0 0 0 776 451 0 145 1284 1 319 63442 109394 9840 4417 31628 20848 56185 43406 40014 75810 26298 57236 30063 7947 143118 270244 83223 20151 105523 323725 15701 33014 88222 22274 10900 14830 71691 155097 55926 42104 6428 127796 65083 28246 22324 2547 21517 4861 114160 8086 45492 24529 4663 16296 55663 32936 29164 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 3 3 1 1 1 3 3 3 3 3 5 5 5 5 3 3 3 5 5 5 2 2 2 2 2 2 5 5 5 2 2 2 2 2 2 1 2 4 2 1 3 3 4 1 3 2 1 2 2 3 1 1 1 4 3 1 4 2 1 4 2 3 1 2 3 3 1 4 3 3 2 2 1 1 2 2 2 1 1 1 1 1 1 1 2 2 1 1 2 1 2 2 1 1 1 1 1 2 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 573 44 225 105 100 186 375 485 64 495 114 62 149 427 40 129 149 71 256 153 1297 70 69 71 243 206 62 219 54 24 151 160 262 296 671 184 249 157 100 100 375 123 457 263 160 69 153 26392 1497 8187 6251 5335 8184 21169 4112 1785 21327 538 883 1897 592 1049 9507 1589 617 7203 6156 1407 1609 1666 3477 5667 1499 1256 9275 143 1503 1764 3228 3689 14018 37375 7699 7931 2018 510 2271 11821 4093 16987 19776 7798 2814 3611 418 17 138 64 62 131 265 456 40 310 72 19 112 375 15 78 123 54 96 82 1106 30 56 36 127 180 59 127 37 13 100 47 194 172 516 120 179 140 78 68 186 91 340 254 108 61 174 121321 35357 89248 103225 172105 87453 331478 109270 7749 312733 0 5850 69776 0 0 64109 13721 48469 107440 4170 5551 14630 6376 238060 161912 0 68886 42058 3224 105101 27889 29179 57144 139741 119462 53313 88869 102547 935 13405 184144 36172 304839 362424 87511 64651 69833 2154 295 496 589 806 701 3968 0 0 3655 0 0 0 0 0 3063 169 66 827 570 0 0 0 342 494 0 0 0 0 286 235 339 398 1275 5699 1364 714 0 0 0 779 0 2202 3346 1071 352 254 329667 17714 84347 43323 53578 76537 188190 103822 8723 231187 16083 5283 34946 53604 4479 58597 14738 7934 88779 35543 73334 4937 14307 53307 43013 21260 29581 160226 3043 21939 17395 26343 36112 156543 239458 56221 45034 46804 2082 17874 102559 36922 322786 196619 68084 35452 24702 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 2 2 2 2 2 1 1 1 1 1 3 3 3 3 3 3 3 3 3 3 7 7 7 7 7 2 2 2 2 2 1 1 1 3 3 1 1 1 1 1 1 1 1 1 5 5 5 1 3 2 2 1 2 1 4 1 2 2 2 4 1 2 2 1 3 4 1 2 1 1 4 2 1 4 2 2 2 4 3 3 4 2 2 3 3 2 3 4 3 3 3 3 1 2 2 2 1 1 1 1 1 2 1 1 1 1 2 2 1 1 2 1 1 2 1 1 1 1 1 2 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 260 34 479 973 440 51 347 612 141 115 50 261 334 228 85 357 189 139 60 164 105 114 73 314 350 602 74 53 152 317 43 269 79 181 122 65 97 169 407 160 117 80 100 370 123 380 149 163 213 4848 24753 21004 111 19026 3378 4080 2030 944 10112 4410 515 3233 14900 1076 4014 3108 1132 7528 6685 568 8408 17484 570 1426 1963 5373 14275 1438 11508 4044 3217 2938 3246 2481 5348 16466 6504 12209 1266 767 8974 4085 16647 8479 306 28 395 923 335 46 316 416 74 86 38 147 232 138 38 245 171 51 28 797 56 69 40 163 231 523 31 43 66 231 11 144 43 185 82 49 24 63 274 93 86 28 25 181 39 302 80 56662 0 262583 339009 550588 1257 287498 129088 54460 32678 14995 86607 109111 0 67906 279079 0 59061 202739 42432 98805 27365 11443 289471 196534 0 85674 848 65824 162753 287501 172047 83963 169698 65898 51167 62150 64834 134581 30246 813369 3813 5742 53406 56073 31412 209595 0 0 699 2462 3311 0 4207 0 339 130 91 1143 0 0 509 1026 0 447 1161 0 922 562 78 0 2122 0 0 0 710 1165 466 1106 376 0 637 0 352 447 1227 963 3038 0 0 868 1189 2849 1728 50850 4861 55313 343160 275305 2435 180781 104009 31187 13706 6885 155709 80088 27911 26229 143322 27683 36847 27790 12990 48914 48855 6148 176241 173817 62703 41680 6584 38863 131696 43490 84731 39452 71806 26355 14183 15241 38483 148287 54167 118076 6026 6390 80866 31770 241842 56095 188 189 190 191 192 193 194 195 196 197 198 199 200 5 2 2 1 1 1 7 7 7 7 5 5 5 2 2 2 1 2 3 2 1 2 2 1 1 1 1 1 2 1 1 1 1 1 1 1 2 1 1 112 61 219 260 350 121 206 70 334 190 122 170 73 7260 2730 2161 13943 12132 7894 4567 2089 15696 6395 441 7244 352 63 31 170 203 296 83 84 29 187 77 104 85 47 163261 59584 14923 138404 100323 85585 107027 24369 102641 244254 0 167454 9714 2171 364 0 2993 0 1964 601 387 1946 545 0 838 51 43977 23025 31366 97659 96458 46491 39836 17257 168045 79859 15321 58247 4565 Payroll ExpPersonnel 22061 792 55799 1762 61326 2310 10503 328 6368 181 33920 1077 26919 742 2768 131 40956 1594 5664 233 5084 241 7085 203 9709 325 28958 676 12300 347 2015 79 20633 505 61667 1543 31285 755 41899 959 12589 325 32191 954 38668 1091 49017 671 3009 300 28066 753 21944 607 38757 929 13464 354 15951 408 46710 1251 12583 386 3918 144 86780 2047 63615 1343 63516 1723 3202 96 20346 529 165344 3694 34117 1042 12391 1071 43575 1525 56421 1983 22128 670 52366 1653 4735 167 28088 47744 5593 2455 10847 10389 24373 21388 17450 32620 21070 21461 14717 3388 56630 113093 38537 8139 40048 143991 7478 6272 35949 11191 5542 6624 33804 61771 24520 17721 3280 56476 28006 18783 9346 1235 13795 2591 69051 3623 18955 9420 2569 7925 22064 10177 13663 793 841 316 93 373 263 943 605 596 1165 568 507 479 136 1456 3486 885 243 1001 3301 337 1193 1161 322 185 205 1224 1704 815 712 156 1769 875 790 308 70 494 111 1618 244 525 472 94 297 847 234 401 128158 7700 45164 17837 28592 33789 86172 58336 4871 100456 7789 2637 23156 34280 2171 22611 7040 4130 43895 13390 47273 3172 7260 22512 20808 14755 13762 72855 1637 9481 6604 11304 18621 58378 100322 18421 24427 22395 1533 7685 47925 15160 170956 81345 30310 18210 12706 3928 198 1231 545 663 820 2581 1298 126 2534 251 85 432 864 66 556 347 239 973 439 1849 102 262 885 549 611 330 1471 75 262 328 377 575 1916 2620 571 703 535 160 202 1330 370 3123 2745 815 576 502 35000 2032 24742 188865 147417 1053 83474 55542 15242 5352 3841 78535 43948 17394 12487 72409 17784 10861 14969 7256 23004 24584 2917 86574 80414 38412 16082 4779 16583 70732 25993 28639 11190 39192 10272 7723 6424 11568 54588 21347 51986 3084 2695 30372 10260 98138 21266 808 50 728 4087 3012 68 3090 1358 576 284 145 2312 1124 336 415 1779 338 453 437 261 609 647 61 2074 2232 948 409 153 741 1625 538 789 395 956 362 144 229 396 2256 731 1477 102 106 939 392 3516 785 21292 9410 18090 42580 45898 21744 20671 7425 78118 33639 8878 25018 2228 607 273 630 1379 1108 583 514 216 1593 1055 399 834 104 Year U.S. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 5.5 5.5 6.7 5.5 5.7 5.2 4.5 3.8 3.8 3.6 3.5 4.9 5.9 5.6 4.9 5.6 8.5 7.7 7.1 6.1 5.8 7.1 7.6 9.7 9.6 7.5 7.2 7 6.2 5.5 5.3 5.6 6.8 7.5 6.9 6.1 5.6 5.4 4.9 4.5 Canada Australia 5.6 2.1 6.5 1.6 6.7 3.0 5.5 2.9 5.2 2.3 4.4 1.4 3.6 1.3 3.4 1.6 3.8 1.9 4.5 1.8 4.4 1.8 5.7 1.6 6.2 1.9 6.2 2.6 5.5 2.3 5.3 2.7 6.9 4.9 7.2 4.8 8.1 5.6 8.4 6.3 7.5 6.3 7.5 6.1 7.6 5.8 11 7.2 11.9 10.0 11.3 9.0 10.5 8.3 9.6 8.1 8.9 8.1 7.8 7.2 7.5 6.2 8.1 6.9 10.4 9.6 11.3 10.8 11.2 10.9 10.4 9.7 9.5 8.5 9.7 8.6 9.2 8.6 8.3 8.0 Japan France Germany 2.3 1.6 2 1.7 1.5 1.1 1.5 1.2 0.6 1.3 1.4 0.6 1.3 1.6 0.5 1.2 1.2 0.4 1.2 1.6 0.3 1.4 1.6 0.3 1.3 2.1 1.3 1.2 2.7 1.1 1.1 2.3 0.6 1.2 2.5 0.5 1.3 2.8 0.6 1.4 2.9 0.7 1.3 2.8 0.7 1.4 2.9 1.6 1.9 4.2 3.4 2 4.6 3.4 2 5.2 3.4 2.3 5.4 3.3 2.1 6.1 2.9 2 6.5 2.8 2.2 7.6 4 2.4 8.3 5.6 2.7 8.6 6.9 2.8 10 7.1 2.6 10.5 7.2 2.8 10.6 6.6 2.9 10.8 6.3 2.5 10.3 6.3 2.3 9.6 5.7 2.1 9.1 5 2.1 9.6 4.3 2.2 10.4 4.6 2.5 11.8 5.7 2.9 12.3 6.5 3.2 11.8 6.5 3.4 12.5 7.2 3.4 12.4 7.8 4.1 11.8 7.5 Italy 4.8 3.7 3.2 2.8 2.4 2.7 3.5 3.7 3.4 3.5 3.5 3.2 3.3 3.8 3.7 3.1 3.4 3.9 4.1 4.1 4.4 4.4 4.9 5.4 5.9 5.9 6 7.5 7.9 7.9 7.8 7 6.9 7.3 10.2 11.3 12 12.1 12.3 12.3 SIC Code No. Emp. No. Prod. Value AddeCost of MatValue of InNew Cap. EEnd Yr. Inv Indus. Grp. 201 433 370 23518 78713 4 1833 3630 1 202 131 83 15724 42774 4 1056 3157 1 203 204 169 24506 27222 4 1405 8732 1 204 100 70 21667 37040 4 1912 3407 1 205 220 137 20712 12030 4 1006 1155 1 206 89 69 12640 13674 3 873 3613 1 207 26 18 4258 19130 3 487 1946 1 208 143 72 35210 33521 4 2011 7199 1 209 171 126 20548 19612 4 1135 3135 1 211 21 15 23442 5557 3 605 5506 2 212 3 2 287 163 1 2 42 2 213 2 2 1508 314 1 15 155 2 214 6 4 624 2622 1 27 554 2 221 52 47 2471 4219 2 292 929 3 222 74 63 4307 5357 2 454 1427 3 223 13 12 673 1061 1 20 325 3 224 17 13 817 707 1 84 267 3 225 169 147 8986 10421 3 534 2083 3 226 51 41 3145 4140 2 220 697 3 227 55 44 4076 7125 2 176 1446 3 228 84 76 3806 8994 2 423 1014 3 229 61 47 4276 5504 2 464 1291 3 231 27 22 1239 716 1 22 356 4 232 200 178 9423 8926 3 200 2314 4 233 294 250 11045 11121 3 189 2727 4 234 38 32 1916 2283 1 29 682 4 235 17 14 599 364 1 21 197 4 236 34 28 2063 1813 1 20 450 4 237 1 1 34 71 1 2 17 4 238 31 25 1445 1321 1 16 526 4 239 224 179 10603 12376 3 465 2747 4 241 83 68 5775 9661 3 539 578 5 242 172 147 10404 19285 4 1071 3979 5 243 257 209 13274 18632 4 711 3329 5 244 51 43 1909 2170 1 88 355 5 245 82 68 4606 7290 2 182 580 5 249 94 78 5518 8135 2 715 1604 5 251 273 233 12464 12980 3 481 3535 6 252 70 53 5447 4011 2 358 829 6 253 37 29 2290 5101 2 128 447 6 254 81 61 4182 3755 2 177 956 6 259 54 39 2818 2694 2 109 718 6 261 15 11 2201 3279 2 698 725 7 262 116 90 18848 20596 4 3143 4257 7 263 55 42 9655 10604 3 2360 1502 7 265 212 163 15668 24634 4 1352 3976 7 267 271 272 273 274 275 276 277 278 279 281 282 283 284 285 286 287 289 291 295 299 301 302 305 306 308 311 313 314 315 316 317 319 321 322 323 324 325 326 327 328 329 331 332 333 334 335 232 403 121 136 69 604 41 21 65 55 80 115 213 126 51 126 37 76 67 25 14 65 8 61 122 763 15 3 37 2 6 8 7 12 60 64 17 31 45 205 17 72 221 128 35 15 162 182 136 16 57 25 437 28 12 50 39 45 79 106 75 28 75 24 45 43 18 8 54 7 46 95 598 12 2 31 2 4 7 6 9 51 50 13 25 36 152 13 53 174 106 26 11 123 25918 30692 17982 17857 9699 38407 3878 3989 4388 4055 16567 25025 59813 31801 8497 28886 12277 11547 26006 3464 2187 7079 442 4528 7275 55621 1313 162 1907 53 747 328 233 1717 6532 4850 3509 2176 2696 15739 999 7838 29180 9061 4200 1410 16670 28963 8483 6940 8863 2823 29572 3811 1047 2055 1098 11298 34596 27187 19932 9849 46935 11130 13085 132880 6182 4446 7091 496 3805 7195 57264 1865 163 1682 85 395 255 177 943 3527 4254 2282 1387 1183 17010 565 5432 45696 6913 11184 5735 31892 4 4 3 3 2 4 2 2 2 2 3 4 4 4 3 4 3 3 4 2 2 3 1 2 3 4 1 1 1 1 1 1 1 1 2 2 2 1 1 4 1 2 4 3 3 2 4 1750 1277 311 618 144 2959 198 66 130 210 2002 3731 4301 1304 404 6269 1025 1006 5197 251 124 579 9 341 435 5658 52 1 35 12 18 6 4 248 853 493 495 201 154 1200 50 464 3433 651 635 90 1761 5427 894 1216 3736 874 4300 688 577 504 236 2644 6192 11533 4535 2178 8577 2354 2749 10718 658 670 1067 175 1057 1411 11874 404 35 716 62 199 75 40 282 1505 883 828 700 600 1966 263 1652 12198 1543 1834 694 6377 7 8 8 8 8 8 8 8 8 8 9 9 9 9 9 9 9 9 10 10 10 11 11 11 11 11 12 12 12 12 12 12 12 13 13 13 13 13 13 13 13 13 14 14 14 14 14 336 339 341 342 343 344 345 346 347 348 349 351 352 353 354 355 356 357 358 359 361 362 363 364 365 366 367 369 371 372 373 374 375 376 379 381 382 384 385 386 387 391 393 394 395 396 399 94 32 33 140 45 432 104 259 129 40 300 79 94 205 295 192 265 259 201 392 74 171 108 157 49 258 588 151 772 377 141 31 18 81 47 186 272 268 27 61 6 43 13 103 35 24 179 79 23 27 107 32 315 81 211 99 24 219 55 70 133 211 110 172 96 147 293 51 120 87 117 37 120 368 106 634 190 108 23 14 29 35 68 141 157 17 36 4 30 10 76 26 19 123 5856 3164 3999 11750 4412 27974 6936 19880 7793 3528 21718 10513 9545 18178 22673 19221 23110 41135 17521 25322 6700 14278 9466 13428 3459 38705 84059 13920 105899 45220 7903 2590 1435 9986 3564 21071 29028 31051 2390 14032 415 2761 685 8327 2643 1406 11199 4696 2790 9364 8720 3527 31527 4909 21531 6232 1689 19273 12954 11858 23474 14343 16515 18543 60857 21819 13897 5523 12657 12578 11065 7621 29591 44486 13398 223639 42367 7760 4363 1674 8120 5476 8760 18028 16787 1020 8114 382 3646 506 6604 1789 997 8530 2 2 2 3 2 4 2 4 3 2 4 3 3 4 4 4 4 4 4 4 2 3 3 3 2 4 4 3 4 4 3 2 1 3 2 4 4 4 1 3 1 2 1 3 1 1 3 459 271 526 620 178 1139 421 1908 724 85 1273 678 414 889 1485 1334 1260 2917 907 1568 308 784 721 671 485 2268 14345 1286 10264 2023 351 97 131 490 142 1223 1466 1648 197 724 17 119 15 396 197 51 595 938 800 1453 3124 1121 7204 1768 3997 1181 1077 6460 3679 3339 7344 6730 6823 7898 10277 4857 4964 1495 3887 2299 3076 1070 9467 13145 3514 15852 36814 2165 1233 412 4770 1102 6183 7681 7761 426 2290 177 1451 328 2608 799 415 2861 14 14 15 15 15 15 15 15 15 15 15 16 16 16 16 16 16 16 16 16 17 17 17 17 17 17 17 17 18 18 18 18 18 18 18 19 19 19 19 19 19 20 20 20 20 20 20 DATE 9-Feb 9-Jan 8-Dec 8-Nov 8-Oct 8-Sep 8-Aug 8-Jul 8-Jun 8-May 8-Apr 8-Mar 8-Feb 8-Jan 7-Dec 7-Nov 7-Oct 7-Sep 7-Aug 7-Jul 7-Jun 7-May 7-Apr 7-Mar 7-Feb 7-Jan 6-Dec 6-Nov 6-Oct 6-Sep 6-Aug 6-Jul 6-Jun 6-May 6-Apr 6-Mar 6-Feb 6-Jan 5-Dec 5-Nov 5-Oct 5-Sep 5-Aug 5-Jul 5-Jun 5-May DJIA NASDAQ S&P 500 NIKKEI 225HANG SENGFTSE 100 8270.87 1591.56 869.89 87.63 1658.5 5774.95 8000.86 1476.42 825.88 97.73 1856.39 6375.22 8776.39 1577.03 903.25 89.49 1820.22 6033.18 8829.04 1535.57 896.24 86.68 1850.86 7041.92 9336.93 1720.95 968.75 107.68 2319.76 8780.95 10850.66 2091.88 1164.74 118.69 2678.44 10077.78 11543.55 2367.52 1282.83 121.78 2929.61 10569.58 11378.02 2325.55 1267.38 127.03 2834.06 10912.45 11350.01 2292.98 1280 138.12 3182.05 11797.14 12638.32 2522.66 1400.38 132.27 3304.82 12020.49 12820.13 2412.80 1385.59 124.23 2970.75 11561.18 12262.89 2279.10 1322.7 125.67 3029.8 11534.82 12266.39 2271.48 1330.63 127.03 3094.02 11869.34 12650.36 2389.86 1378.55 137.03 3566.91 12853.11 13264.82 2652.28 1468.36 141.48 3680.01 13202.62 13371.72 2660.96 1481.14 146.86 4059.75 13710.23 13930.01 2859.12 1549.38 145.66 3493.38 13292.91 13895.63 2701.50 1526.75 142.62 3066.91 12744.42 13357.74 2596.36 1473.99 142.31 2868.1 12683.95 13211.99 2546.27 1455.27 148.36 2785.83 13271.05 13408.62 2603.23 1503.35 147.16 2638.3 13213.43 13627.64 2604.52 1530.62 144.26 2597.52 12833.75 13062.91 2525.09 1482.37 144.55 2534.49 12491.48 12354.35 2421.64 1420.86 148.38 2476.25 11972.75 12268.63 2416.15 1406.82 145.38 2617.79 12379.44 12621.69 2463.93 1438.24 144.57 2567.06 12175.05 12463.15 2415.29 1418.3 141.71 2403.98 11926.86 12221.93 2431.77 1400.63 139.99 2372.8 11727.62 12080.73 2366.71 1377.94 138.07 2251.33 11229.61 11679.07 2258.43 1335.85 137.52 2240.08 11323.31 11381.15 2183.75 1303.82 134.09 2175.71 10981.88 11185.68 2091.47 1276.66 135.75 2101.99 10851.78 11150.22 2172.09 1270.2 137.92 2016.67 10740.7 11168.31 2178.88 1270.09 149.8 2148.93 11033.48 11367.14 2322.57 1310.61 146.92 2070.09 10464.16 11109.32 2339.79 1294.87 137.66 2039.02 10244.06 10993.41 2281.39 1280.66 139.92 2029.29 10324.87 10864.86 2305.82 1280.08 136.5 1918.66 9646 10717.50 2205.32 1248.29 125.61 1942.99 9490.98 10805.87 2232.82 1249.48 118.87 1879.79 9413.49 10440.07 2120.30 1207.01 118.36 1984.42 9652.19 10568.70 2151.69 1228.81 113.63 1949.17 9746.37 10481.60 2152.09 1220.33 106.54 1927.06 9366.65 10640.91 2184.83 1234.18 104.15 1827.1 9142.46 10274.97 2056.96 1191.33 104.66 1782.11 9098.04 10467.48 2068.22 1191.5 104.65 1783.94 9089.81 5-Apr 5-Mar 5-Feb 5-Jan 4-Dec 4-Nov 4-Oct 4-Sep 4-Aug 4-Jul 4-Jun 4-May 4-Apr 4-Mar 4-Feb 4-Jan 9-Feb 10192.51 10503.76 10766.23 10489.94 10783.01 10428.02 10027.47 10080.27 10173.92 10139.71 10435.48 10188.45 10225.57 10357.70 10583.92 10488.07 8270.87 1921.65 1999.23 2051.72 2062.41 2175.44 2096.81 1974.99 1896.84 1838.10 1887.36 2047.79 1986.74 1920.15 1994.22 2029.82 2066.15 1591.56 1156.85 1180.59 1203.6 1181.27 1211.92 1173.82 1130.2 1114.58 1104.24 1101.72 1140.84 1120.68 1107.3 1126.21 1144.94 1131.13 869.89 109.24 112.78 109.39 111.68 104.79 100.91 99.49 101.64 101.27 109.97 102.77 106.54 112.69 103.45 102.15 99.62 87.63 1729.81 1802.76 1740.82 1830.55 1821.7 1683.15 1682.63 1669.73 1564.33 1575.17 1552.7 1532.17 1627.42 1788.16 1671.89 1619.86 1658.5 9281.12 9600.89 9221.95 9162.32 9130.15 8568.45 8369.66 8074.64 8065.1 8032.19 8126.01 7967.62 8192.45 8479.88 7969.92 8014.26 5774.95 IPC 1351.73 1616.08 1436.55 1612.58 2284.53 2554.66 2700.02 2814.32 3059.82 2886.28 2996.44 2757.18 2721.47 2706.25 2744.68 2887.75 2824.73 2795.17 2738.32 2918.1 2979.65 2650.22 2643.28 2381.06 2533.66 2442.83 2268.27 2145.5 1969.79 1942.88 1810.7 1804.9 1699.2 1870.23 1805.45 1820.84 1837.52 1685.12 1627.2 1479.4 1490.35 1353.07 1376.06 1259.04 1211.94 1127.03 1140.06 1243.08 1193.78 1164.34 1094.63 1007.95 975.11 906.4 890.57 894.2 875.08 891.59 950.59 924.09 880.17 782.69 1351.73