[Blank Page in Original Bulletin] A TABLE OF AREAS UNDER DISEASE PROGRESS CURVES DENNIS A. JOHNSON AND Rov D. WILCOXSON Technical Bulletin » Texas Agricultural Experiment Station Texas A & M University System~ [Blank Page in Original Bulletin] A TABLE OF AREAS UNDER DISEASE PROGRESS CURVES DENNIS A. JOHNSON AND Rov D. WILCOXSON CONTENTS Introduction How to Use the Tables A Study of AUDPC and Yield of Winter Wheats Evaluation of AUDPC of Spring Wheats Conclusion Literature Cited Table of AUDPC based on 2 Observations Table of AUDPC based on 3 Observations 14 Table of AUDPC based on 4 Observations 26 l"* 9-‘\O\IU1UJLOI\J Extension Plant Pathologist Irrigated Agricultural Research and Extension Center - Prosser, WA 99350; Formerly, Assistant Professor of Plant Pathology Texas A & M University Agricultural Research and Extension Center Chillicothe-Vernon, TX 7638A; and Professor Department of Plant Pathology University of Minnesota St. Paul, MN 55108 A Table of Areas Under Disease Progress Curves ' ‘ Dennis A. Johnson and Roy D. Wilcoxson Introduction Disease progress curves illustrate.epidemics and reflect the effects of the several factors that influence the development of disease. with appropriately planned experiments disease progress curves may be used t° compare the effects of cultivars, races of the pathogens, or individual environmental factors by means of probits, infection rates, slopes, areas ‘ under the curves, and perhaps with other procedures (9). The purpose of this bulletin is to provide tables of areas under disease progress curves (AUDPC) when the disease progress curves were constructed from different numbers of observations of epidemics at different time intervals. We have also included some examples from our own studies to demonstrate how the values from the AUDPC tables might be employed in a practical manner. The area under the disease progress curve (AUDPC) has been used: A. To present the development of plant disease epidemics; B. To indicate the slow rusting characteristics or other types of resistance of cultivars infected with various fungi; and C. To study the sporulation of pathogenic fungi in the field. Since AUDPC indicates in a single statistic both the severity of disease, or the abundanee of the pathogen, and the rate at which the disease or pathogen increased during the crop season, it should find wide application in plant disease studies. AUDPC was first used in 1963 by Vanderplank (24) to study losses in yield due to wheat stem rust and has been used in similar studies by Buchenau (2), Schneider, et al. (16), Singleton (21), Romig and Calpouzos (15) and Johnson and Wilcoxson (7). The value of AUDPC in yield loss models has recently been reviewed by Calpouzos et al. (3) and by James and Teng (6). AUDPC has been used to evaluate the slow rusting characteristics of spring wheats and barley infected with several different rust fungi (5, 8, 10, 13, 14, 22), It has also been used to study the inheritance of slow rusting in wheat infected with the stem rust (22) and leaf rust (5) pathogens and in barley infected with the leaf rust pathogen (8). In addition, it has been used in studies on the stability of slow rusting in wheat infected withrstem rust (23, 25, 26). AUDPCwas used to study the relationship between time morphological characteristics (H? wheat peduncles and slow rusting of wheat infected with stem rust (11). Area upder the curve was used by Shearer and Wilgaason (18, 19, 20) to summarize data on the sporulation of Septoria spegies in spring and winter wheats and rye and in spring barley. » Despite the fact the AUDPC has been used in several different kinds of studies, its use has not been widely accepted. The difficulty encountered in constructing disease progress curves and calculating the area under these curves may discourage some research workers from using this method of 1 characterizing plant response to disease. AUDPC can be calculated with the aid of computer programs, but some may not be familiar with or have access to a computer »r the program. Others may feel they have too few data to,‘ warrant the use of computer facilities. The computer program used for calculating the values of AUDPC shown in this bulletin was selected and checked for accuracy by Shearer (17). The calculation of AUDPC is given by the formula: t area = h f(x) t1 where t1 ll first sampling date t last sampling late f?x) = function describing change of disease with time. Since f(x) is often not known, AUDPC may be estimated by summing weighted datum observations with the aid of Fortran IV subroutine AREA and the subroutine INVERT of Davies (4). Details on how AREA calculates the areas is given in Bevington (1). How to Use the Tables The data shown in this bulletin were calculated as indicated above. The table shows disease severities for two or more observations during the development of the epidemic. The values for AUDPC are listed under the days between the observations of disease. Thus, from disease severities taken at appropriate time intervals, the area under the disease progress curve can be determined by using the table. For example, if disease severities for a given cultivar or epidemic were 10%, 30%, and 70% at a 4-day interval, one would read off AUDPC on Page 21 as follows: first disease estimate = 10%, second disease estimate = 30%, and third disease estimate = 70%, and AUDPC = 280. The values of AUDPC may be calculated or checked manually by drawing the disease progress curve and then summing the areas of the triangles and rectangles indicated in Figure 1. Example No. 1 - A Study of AUDPC and Yield of Winter Wheat Cultivars The area under the disease progress curve (AUDPC) was used to study yield losses due to Puccinia recondita f. sp. tritici. Three wheat cultivars were sown in 4-row plots 12 ft. long on an Abilene_ clay loan: soil at Chillicothe, TX. Plots were in a split plot design of 10 replicates. The two border rows of the main plots were inoculated with an oil suspension of urediospores of Puccinia recondita f. sp. tritici (Avirulent/Virulent formula: LR 2A, 2D, 16, 17, 19/LRI, 3, 3B, 9, 10, 11, 18) or the main plots were kept disease-free by spraying plots with Dithane M-45. The subplots were the cultivars. Fungicide spraying began 10 days after inoculation and was continued once a week. About three weeks after inoculation, rust had developed sufficiently in the two center rows of the inoculated plots to begin a systematic assessment of leaf rust development by estimating leaf rust severity with the modified Cobb's scale (12) at 10 day intervals. The growth stage of the cultivars was recorded using the Romig scale (3). At the end of the epidemic, AUDPC was determined from the Table in this bulletin. Rust did not noticeably increase after the fourth disease severity reading (early dough stage of growth) because of hot and dry weather. The grain ripened soon afterwards and the fourth disease severity reading was the last reading used in determining AUDPC. 80 \l O - O’) O U’! C) Disease Severity -(%) m w a o o o -.a O I Example of Manual Calculation of Area Under the Disease Progress Curve (AUDPC). 4 2 3 1 0 4 Days Notes Were Taken Rectangle or Triangle Area 1 (4 x 10) = 40 2 (4 x 20/2) = 40 3 (4 x 30) = 120 4 (4 x 49/2) = 8O AUDPC = 280 The grain from the two center rows of each plot was harvested when ripe. The yield ratio: weight of yield of disease plot/mean weight of yield of disease-free plots, and the 1000 kernel weight ratio: weight of 1000 kernels of diseased plot/mean weight of 1000 kernels of disease—free plots, were calculated. The disease progress curves and the growth stage of the cultivars during the epidemic are shown ill Figure 2. AUDPC, yield ratixn and 1000 kernel weight ratio of each cultivar are listed in Table 1. Differences among the cultivars were all significant (P = 0.05). TAM W-101 rusted more slowly than Newton. The low AUDPC value of Blueboy II can not be attributable to slow rusting, but to race specific resistance to leaf rust races prevalent during the beginning of the epidemic. A race virulent on Blueboy II infected the, plants during the latter part of the epidemic (Figure 2). Table 1. Mean Area under the Disease Progress Curve, Yield Ratio and 1000—Kernel Weight Ratio of Three Winter Wheat Cultivars Infected with Puccinia recondita f. sp. tritici. Cultivar Area Yield Ratio Kernel Wt. Ratio Newton 1150 a .695 c .882 c TAM W-101 625 b .886 b .921 b Blueboy II 160 c .997 a .959 a Values in the same column not followed by the same letter are significantly different (P = 0.05) as determined by Duncan's multiple range test. Example No. 2. Evaluation of AUDPC of Spring Wheat Cultivars AUDPC was used to evaluate the slow "rusting; characteristic of three cultivars of spring wheat in a fertilizer experiment at Rosemount, MN, in 1979. The experiment was located in a field that had been used for a fertilizer factorial experiment each year since 1959. The plots were 7.7 X 19 m in size and there were four replicates with the fertilizers being the main plots and the cultivars the sub plots. In the spring, 363 kg of NHQNO , 312 kg of P20 , and 335 kg of K 0 were scattered by hand on the appropriate plots and then the field was isced and planted. The spring wheat (Triticum ggstivium L.) cultivars Lee, Marquis, and Thatcher were each planted at the rate of 90 kg of seed per hectare as a strip 2.h m wide in each fertilizer plot during the first week of May. The cultivars were chosen because Lee was known to rust at a moderate rate with stem rust, Marquis to rust rapidly, and Thatcher to rust slowly. Leaf rust (Puccinia recondita f. sp. grigigi) was prevented; from developing in e plots by spraying with triazbutil (4-butyl-QM-1,2,4-triazole) (Indar , Rohm and Haas Co., Philadelphia, PA 19105) at the rate of 877 ml/ha when plants were 2 weeks old. When plants were in the early boot growth stage, they were inoculated with freshly collected urediospores of Puccinia graminis f. sp. tritici race 15B2-TLM suspended in Soltrol. Stem rust severity was evaluated once weekly beginning about one week before inoculation and then for four weeks after inoculation with the aid of the modified Cobb Scale (12) . The rust severity data Were Converted Fig. 2e Disease Progress, Cuptves of» Three Winter Wheat Cultivars lnfiectedlnwith- Pqccinia recondita f. sp. tritici. 100 90- 80- - 70- TAM W-IO1 6o ,1 .,'. 5U."- Rust Severity (%) 4O - 30 - Blueboy ll 20- 10- Timea 190 Z00 210 22.0 Growth Stageb 11 1s 21 27 aDays from planting bRomig 30am: 11 = Awns just showing 16 = Beginning of flowegring 21 = Kernels near middle pf head V: formed 27 = Early dough to AUDPC from the table in this bulletin. Analysis of variance was used to help interpret AUDPC values in the various treatments. Stem rust was severe in the fertility plots (Figure 3). In each fertilizer treatment Thatcher rusted slowly, Lee at a nwderate rate, and Marquis rapidly (Table 3). These rusting characteristics of the cultivars were readily identified and agreed with previous reports. Of the fertilizer treatments, only nitrogen (NHQNO ) significantly affected stem rust development (P = .05); it increased the average value of AUDPC from 588 in plots that were not fertilized with NHQNOB to 645 in plots that were fertilized. Table 2. Mean Area under the Disease Progress Curve when Three Spring Wheat Cultivars Were Grown in Fertilizer Plots and Infected with Puccinia graminis f. sp. tritici. Fertilizer3/ Areas/CultivarR/ Thatcher gee Marguis N 342 687 910 P 265 653 892 K 258 705 884 NP 387 705 954 NK 366 A 684 901 PK 314 600 875 NPK 356 579 875 None 278 622 831 Average 321 640 890 5/ Fertilizers applied at following rates: NH NO 363 kg/ha, P205 312 kg/ha, K20 335 kg/ha. L‘ 3 2/ Data are averages of 4 replicates. Differences due to cultivars and applications of NHQNO3 were significant (P = .05). Conclusion Area under the disease progress curve (AUPDC) has been used to study the effects of disease on yields, to evaluate slow rusting in cereals, to study the inheritance of slow rusting, and to evaluate sporulation of Septoria species growing in the field. Despite its apparent usefulness, AUDPC has not been widely used in the study of epidemics of plant disease. We hope that qthe tables in this bulletin that provide AUDPC for many different epidemics will facilitate a greater use of this useful statistic. Rust Severity (%) “Fig. 3 Disease Progress Curves of Three Spring Wheat Cultivars Infected with WTUccinia graminis f. sp. tritici in Plots Fertilized with NH4N03, P205 or K20. » t 100 K20 75 - ... 50 - .. 25 - .. Thamhqr 1 I | l | l 7/20 7/27 8/1 s/a 7/20 1/27 8/1 a/s 7/20 7/27 8/1 a/s Days w i ~ * J T > 1Q 2. BEVINGTON, P.R. BUCHENAU, G.W. LITERATURE CITED 1969. Data Reduction and Error Analysis of the Physical Sciences. New York. McGraw Hill. 336 pp. 1975. rust Relationship between yield loss and area under the wheat stem and leaf rust progress curves. Phytopathology 65:1317-1318. A.P. ROELFS, M.E. MADSON, F.B. MARTIN, J.R. WELSH and R.D. WILCOXSON. 1976. A new model to measure yield losses caused by stem rust in spring wheat. University of Minnesota Agricultural Experiment Station Techn. Bul. 307. 23 pp. CALPOUZOS, L., 4. DAVIES, R.G. 1971. Computer Programming in Quantitative Biology. London. 5O 10. 11. 12. 13. Academic Press. 492 pp. GAVINLERTVATANA, S. and R.D. WILCOXSON. 1978. Inheritance of slow rusting of spring wheat by Puccinia recondita f.sp. tritici and host parasite relationships. Trans. Br. Mycol. Soc. 71:413-418. JAMES, W.C. and P.S. TENG. 1979. The quantification of production constraints associated with plant diseases. Pgs. 200-267. In Applied Biology, Volume IV, T.H. Coaker, ed. London. Academic Press. 285 pp. JOHNSON, D.A. and R.D. WILCOXSON. 1979. Yield losses of fast and slow rusting barleys infected with Puccinia hordei. Plant Disease Reporter 63:764-768. JOHNSQN, D.A. and R.D. WILCOXSON. 1979. Inheritance of slow rusting of barley infected with Puccinia hordei and selection of latent period and number of uredia. Phytopathology 69:145-151. KRANZ, J. 1974. Comparison of epidemics. Annual Review of Phytopathology 12:355-374. MARTINEZ-GONZALEZ, J.M.S. 1979. Slow rusting to Puccinia graminis f.sp. tritici in Era wheat. Ph.D. Thesis. University of Minnesota, St. Paul, MN. 53 pp. PALMER, M.L.A. 1978. Studies of the structure of wheat peduncles in relation to the slow development of stem rust. Master of Science Thesis. University of Minnesota, St. Paul, MN. 103 pp. PETERSéN, R.F., A.B. CAMPBELL and A.B. HANNAH. 1948. A diagrammatic scale for estimating rust intensity on leaves and stems of cereals. Can. J. Res. Sec. C 26:496-500. and R.J. MAYER. 1979. Slow rusting and I. The progress and effects of epidemics in selected wheat cultivars. Aust. J. REES, R.G., J.P. THOMPSON tolerance to rusts in wheat. of Puccinia graminis tritici Agric. Res. 30: 403-419. 1a. REES, R“.G., J.P. THOMPSON and E.A. GOWARD. 1979. Slow rusting and tolerance to rusts in wheat. ll. The progress and effects of epidemics hi Puccinia recondita tritici in selected wheat cultivars. Aust. J. Agric. Res. 30: 421-432. 15. ROMIG, R.W. and L. CALPOUZOS. 1970. The relationship between stem rust and loss in yield of spring wheat. Phytopathology 60:1801—18Q5. 16. SCHNEIDER, R.W., R.J. WILLIAMS and J.B. SINCLAIR. 1976. Cercospora leaf spot of cowpea: models for estimating yield loss. Phytopathology 66:384-388. 17. SHEARER, B.L. 1975. Population dynamics of Septoria species parasitizing wheat in Minnesota. Ph.D. Thesis. University of Minnesota, St. Paul, MN. 181 pp. 18. SHEARER, B.L. and R.D. WILCOXSON. 1976. The distribution of Septoria species on winter wheat plants sprayed with fungicides. Plant Disease Reporter 60:990-994. 19. SHEARER, B.L. and R.D. WILCOXSON. 1977. Pathogenicity and development of Septoria aveanae f. sp. triticea on winter and spring rye and on spring barley and wheat. Plant Disease Reporter 61:438-442. 20. SHEARER, B.L. and R.D. WILCOXSON. 1980. Sporulation of Septoria species on wheat and barely in Minnesota. University of Minnesota Agricultural Experiment Station Tech. Bul. 323. 21. SINGLETON, Lmlm 1974. Evaluation iof selected moderately resistant oat lines for their ability to reduce disease development and yield losses caused by Puccinia coronata var. avenae. Ph.D. Thesis. University of Minnesota, St. Paul, MN. 119 pp. 22. SKOVMAND, B., R.D. WILCOXSON, B.L. SHEARER and R.E. STUCKER. 1978. Inheritance of slow rusting to stem rust in wheat. Euphytica 27:95—107. 23. SOUTHERN, J.W. 1978. The stability of the slow rusting character in nine spring wheat cultivars to five races of Puccinia graminis tritici in four Minnesota environments. Ph.D. Thesis. University of Minnesotaa, St. Paul, MN. 162 pp. 24. VANDERPLANK, J.E. 1963. Plant Diseases: Epidemics and Control. New York. Academic Press. 349 pp. 25. WILCOXSON, R.D., B. SKOVMAND and A.H. ATIF. 1975. Evaluation of wheat cultivars for ability ix) retard development of stem rust. Ann. Appl. Biol. 80:275-281. 26. WILCOXSON, R.D. 1980. Effects of fertilizers on slow rusting in wheat. Phytopathology (In press). ll A Table of Areas under Disease Progress Curves when Disease Severities Were Observed Twice During the Epidemic at Different Day Intervals Between Observations. Disease Severity (Z) Area under the Disease Progress Curve Obs. 1* Obs. 2* 4 daZ** 7 daZ** 10 day** 14 day** 0 0.5 1 2 3 4 0 1 2 4 5 7 0 5 10 18 25 35 0 10 20 35 50 70 0 20 40 70 100 140 0 30 60 105 150 210 0 40 80 140 200 280 0 50 100 175 250 350 0 60 120 210 300 420 0 70 140 245 350 490 0 80 160 280 400 560 0 90 180 315 450 630 0 100 200 350 500 700 0.5 0.5 2 4 5 7 0.5 1 3 5 8 11 0.5 5 11 19 28 39 0.5 10 21 37 53 74 0.5 20 41 72 103 144 0.5 30 61 107 153 214 0.5 40 V 81 142 203 284 0.5 50 101 177 253 354 0.5 60 121 212 303 424 0.5 70 141 247 353 494 0.5 80 161 282 403 564 0.5 90 181 317 453 534 0.5 100 201 352 503 704 1 1 4 7 10 14 1 5 12 21 30 42 1 10 22 39 ' 55 77 1 20 42 74 105 147 1 30 62 109 155 217 1 40 82 144 205 287 1 50 102 179 255 357 1 60 122 214 305 427 1 70 142 249 355 497 1 80 162 284 405 567 1 90 182 319 455 637 1 100 202 354 505 707 *0bservation number. **T1me interval between observations. Disease Severity (72) - Area under the Disease Proiress Curve Obs. 1* Qbs. 2* 4 daZ** 7 daX** 10 da1** 14 da1** 5 5 20 35 50 70 5 10 30 53 75 105 5 20 50 88 125 175 5 30 70 123 175 245 5 40 90 158 225 315 5 50 110 193 275 § 385 5 60 130 228 326 4' 455 5 70 150 263 376 525 5 80 170 298 426 595 5 90 190 333 476 665 5 100 210 368 526 735 10 10 40 70 100 140 10 20 60 105 150 210 10 30 80 140 200 280 10 40 100 175 250 350 10 .50 120 210 300 420 10 60 140 245 350 490 10 70 160 280 400 560 10 80 180 315 450 630 10 90 ‘200 350 500 700 10 100 220 385 550 770 20 20 80 140 200 280 20 30 100 175 250 350 20 40 120 210 300 420 20 50 140 ‘ 245 350 490 20 60 160 280 400 560 20 70 180 315 450 630 20 80 200 350 500 700 20 90 220 385 550 770 20 100 240 420 600 840 30 30 120 210 300 420 30 40 140 245 350 490 30 50 160 280 400 560 30 60 180 315 450 630 30 70 ‘ 200 350 500 700 30 80 220 385 550 770 30 90 240 420 600 840 30 100 260 455 650 910 40 40 160 280 400 560 40 50 180 315 450 630 40 60 200 350 500 700 40 70 220 385 550 770 40 80 240 420 600 840 40 90 260 455 650 910 40 100 280 490 700 980 13 Disease Severity (Z) Area under the Disease Progress Curve Obs. 1* Obs. 2* 4 daz** 7 da1** 10 daX** 14 daX** 50 50 200 350 500 700 50 60 220 385 550 770 50 70 240 420 600 - 840 50 80 260 455 650 910 50 90 280 490 700 980 50 100 300 525 750 1050 60 60 240 420 600 840 60 70 260 455 650 910 60 80 280 490 700 980 60 90 300 525 750 1050 60 100 320 560 800 1120 70 70 280 490 700 980 70 80 300 525 750 1050 70 90 320 560 800 1120 70 100 340 595 850 1190 80 80 320 560 800 1120 80 90 340 595 850 1190 80 100 360 630 900 1260 90 90 360 630 900 1260 90 100 380 665 950 1330 90 100 400 700 1000 1400 A Table of Areas under Disease Progress Curves when Disease Severities Were Observed Three Times During the Epidemic at Different Day Intervals Between Observations. Disease Severity (Z1 Area under the Disease Prqgress Curve Obs. 1* Obs. 2* 4 Obs. 3* 4 da1** 7 da1** ' 0 10 da!** 0 0.5 0.5 3 54 8 0 0.5 1 4 7 x 10 0 0.5 5 12 21 ¥ 30 0 0.5 10 22 39 55 0 0.5 20 42 74 105 0 0.5 30 62 109 155 O 0.5 40 82 144 205 0 0.5 50 102 179 255 O 0.5 60 122 214 305 0 0.5 70 142 249 355 0 0.5 80 162 284 405 O 0.5 90 182 319 455 O 0.5 100 202 354 505 0 1 1 6 11 15 0 1 5 14 25 35 O 1 10 24 42 60 0 1 20 44 77 110 0 1 30 64 112 160 0 1 40 84 147 210 0 1 50 104 182 260 O 1 60 124 217 310 0 1 70 144 252 360 0 1 80 164 287 410 0 1 90 184 322 460 0 1 100 204 357 510 0 5 5 30 53 75 0 5 10 40 70 100 0 5 20 60 105 150 0 5 30 80 140 200 0 5 40 100 175 250 O 5 50 120 210 300 0 5 60 140 245 350 0 5 70 160 280 5 400 O 5 80 180 315 450 0 5 90 200 350 500 0 5 100 220 385 550 0 10 10 60 105 150 O 10 20 80 140 200 0 10 30 100 175 250 O 10 40 120 210 300 O 10 50 140 245 350 0 10 60 160 280 400 0 10 70 180 315 450 0 10 80 200 350 500 0 {G 90 220 385 1 550 0 10 100 240 420 600 *Observation number. **Time interval between observations. 15 Disease Severity (Z) Area under the Disease Progpess Curve Obs. 1* Obs. 2* Obs. 3* 4 daX** 7 da1** 10 daX** 0 20 20 120 210 300 0 20 30 140 245 350 0 20 40 160 280 400 0 20 50 180 315 450 0 20 60 200 350 500 0 20 70 220 385 550 0 20 80 240 420 600 0 20 90 260 455 650 0 20 100 280 490 700 0 30 30 180 315 450 0 30 40 200 350 500 0 30 50 220 385 550 0 30 60 240 420 600 0 30 70 260 455 650 0 30 80 280 490 700 0 30 90 300 525 750 0 30 100 320 560 800 0 40 40 240 420 600 0 40 50 260 455 650 0 40 60 280 490 700 0 40 70 300 525 750 0 40 80 320 560 800 0 40 ‘ 90 340 595 850 0 40 100 360 630 900 0 50 50 300 525 750 0 50 60 320 560 800 0 50 70 340 595 850 0 50 80 360 630 900 0 50 90 380 665 950 0 50 100 400 700 1000 0 60 60 360 .630 900 0 60 70 380 665 950 0 60 80 400 .700 1000 0 60 90 420 735 1050 0 60 100 440 770 1100 0 70 70 420 735 1050 0 70 80 440 770 1100 0 70 90 460 805 1150 0 70 100 480 840 1200 0 _80 80 480 840 1200 0 80 90 500 875 1250 0 80 100 520 910 1300 0 90 90 540 945 1350 0 90 100 560 980 1400 0 100 100 600 1050 1500 Disease Severity (Z) Area under the Disease Progxess Curve Obs. I Obs. 2 Obs. 3 4 dal 7 day 10 day 0.5 0.5 0.5 4 7 10 0.5 0.5 1 5 9 13 0.5 0.5 5 13 23 33 0.5 0.5 10 23 40 58 0.5 0.5 20 43 75 8 108 0.5 0.5 30 63 110 158 0.5 0.5 40 83 145 208 0.5 0.5 50 103 180 258 0.5 0.5 60 123 215 308 0.5 0.5 70 143 250 358 0.5 0.5 80 163 285 6 408 0.5 0.5 90 183 320 458 0.5 0.5 100 203 355 508 0.5 1 1 7 12 18 0.5 1 9 5 15 26 38 0.5 1 10 25 44 63 0.5 1 20 45 79 113 0.5 1 30 65 114 163 0.5 1 40 85 149 213 0.5 1 50 105 184 263 0.5 1 60 125 219 313 0.5 1 70 145 254 363 0.5 1 80 165 289 413 0.5 1 90 185 324 463 0.5 1 100 205 359 513 0.5 5 5 31 54 78 0.5 5 10 41 72 103 0.5 5 20 61 107 153 0.5 5 30 81 142 203 0.5 5 40 101 177 253 0.5 5 50 121 212 303 0.5 5 60 141 247 353 0.5 5 70 161 282 403 0.5 5 80 181 317 453 0.5 5 90 201 352 503 0.5 5 100 221 387 553 0.5 10 10 61 107 153 0.5 10 28: 81 142 203 0.5 4 10 30 101 177 253 0.5 10 40 121 212 303 0.5 10 50 141 247 353 0.5 10 68 161 282 403 0.5 10 70 181 317 453 0.5 10 88 201 352 503 0.5 10 90 221 387 553 0.5 10 100 241 422 603 17 Disease Severity $2) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day 10 day 0.5 20 20 121 212 303 0.5 20 30 141 247 353 0.5 20 40 161 282 403 0.5 20 50 181 317 453 0.5 20 60 201 352 503 0.5 20 70 221 387 553 0.5 20 80 241 422 603 0.5 20 90 261 457 653 0.5 20 100 281 492 703 0.5 30 30 181 317 453 0.5 30 40 201 352 503 0.5 30 50 221 387 553 0.5 30 60 241 422 603 0.5 30 70 261 457 653 0.5 30 80 281 492 703 0.5 30 90 301 527 753 0.5 30 100 321 562 803 0.5 40 40 241 422 603 0.5 40 50 261 _ 457 653 0.5 40 60 281 492 703 0.5 40 70 301 527 753 0.5 40 80 321 562 803 _ 0.5 40 90 341 597 853 0.5 40 100 361 632 903 0.5 50 50 301 527 753 0.5 50 60 321 562 803 0.5 50 70 341 597 853 0.5 50 80 361 632 903 0.5 50 90 381 667 953 0.5 50 100 401 702 1003 0.5 60 _ 60 361 "632 903 0.5 60 70 381 667 953 0.5 60 80 401 702 1003 0.5 60 90 8 421 737 1053 0.5 60 100 441 772 1103 0.5 70 70 421 737 1053 0.5 70 80 441 772 1103 0.5 70 90 461 807 1153 0.5 70 100 481 842 1203 0.5 80 80 481 842 1203 0.5 80 90 501 877 1253 0.5 80 100 521 912 1303 0.5 90 90 541 947 1353 0.5 90 100 561 982 1403 0.5 100 100 601 1052 1503 Disgase Sevgrity (Z) Area under the Disease Progress Curve Qbs. 1 Q1153 2 ' V Qbs. 3 4 dag 7 day ’ 10 day 1 61 1 8 14 20 1 1 5 16 28 40 1 1 10 26 46 65 1 1 20 46 81 115 1 1 30 66 116 , 165 1 1 40 86 151 3 215 1 1 50 106 186 265 1 1 60 126 221 315 1 1 70 146 256 365 1 1 80 166 291 415 1 1 90 186 326 465 1 1 100 206 361 515 1 5 5 32 56 80 1 5 10 42 74 105 1 5 20 62 ~109 155 1 5 30 82 144 205 1 5 40 102 179 255 1 5 50 122 214 305 1 5 60 142 249 355 1 5 70 162 284 405 1 5 80 182 319 455 1 5 90 202 354 505 1 5 10 222 289 555 1 10 10 62 109 155 1 10 20 82 144 205 1 10 30 102 179 255 1 10 40 122 214 305 1 10 50 142 249 355 1 10 60 162 284 405 1 10 70 182 319 455 1 10 80 202 354 505 1 10 90 222 389 555 1 10 100 242 424 605 1 20 20 122 214 305 1 20 30 142 1 249 355 1 20 40 162 284 405 1 20 50 182 319 455 1 20 60 202 354 505 1 20 70 222 389 555 1 20 80 242 424 605 1 20 90 262 459 655 1 20 100 282 494 705 1 30 30 182 319 455 1 30 40 202 354 505 1 30 50 222 389 555 1 30 60 242 424 605 1 30 70 262 459 655 1 30 80 282 494 705 1 30 90 302 529 755 1 30 100 322 564 805 19 Disease Severity (Z) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day 10 day “T77 4o 4o 242 424 60s 1 40 50 262 459 655 1 40 60 282 494 705 1 40 70 302 529 755 1 40 80 322 564 805 1 40 90 342 599 855 1 40 100 362 634 905 1 50 50 302 529 755 1 50 60 322 564 ' 805 1 50 70 342 599 855 1 50 80 362 634 905 1 50 90 382 669 955 1 50 100 402 704 1005 1 60 60 362 634 905 1 60 70 382 669 955 1 60 80 402 704 1005 1 60 _ 90 422 739 1055 1 60 100 442 774 1105 1 70 70 422 739 1055 1 70 80 442 774 1105 1 70 90 462 "%£H%-899 1155 1 70 ‘ 100 V 482 "914m-?@%- 1205 1 80 80 482 5w844~-?%H 1205 1 80 90 502 "~870——¢?? 1255 1 80 100 522 “~909-—-9H4 1305 1 90 90 542 949 1355 1 90 100 562 984 1405 1 100 100 602 1053 1505 5 5 5 40 , 70 100 5 5 10 50 88 125 5 5 20 70 123 175 5 5 30 90 158 225 5 5 40 110 193 275 5 5 50 130 228 325 5 5 60 150 263 375 5 5 70 170 298 425 5 5 80 190 333 475 5 5 90 210 368 525 5 5 100 230 . 403 575 5 10 10 70 123 175 5 10 20 90 158 225 5 10 30 110 193 275 5 10 40 130 228 325 5 10 50 150 263 375 5 10 60 170 298 425 5 10 4 70 190 333 475 5 10 80 210 368 ‘ 525 5 10' 90 ' ‘ 230 403 575 5 10 100 250 438 625 w Disease Severity¥fi%) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day 10 day 5 20 20 130 228 325 5 20 30 150 263 375 5 20 40 170 298 425 5 20 50 190 333 475 5 20 60 210 368 525 5 20 70 230 403 3 575 5 20 80 250 438 ‘ 625 5 20 90 270 473 675 5 20 100 290 508 725 5 30 30 190 333 475 5 30 40 210 368 525 5 30 50 230 403 575 5 30 60 250 438 625 5 30 70 270 473 675 5 30 80 290 508 725 5 30 K 90 310 543 775 5 30 100 330 578 825 5 40 40 250 438 625 5 40 50 270 473 675 5 40 60 290 508 725 5 40 70 310 543 775 5 40 80 330 578 825 5 40 90 350 613 875 5 40 100 370 648 925 5 50 50 310 543 775 5 50 60 330 578 825 5 50 70 350 613 875 5 50 80 370 648 925 5 50 90 390 683 975 5 50 100 410 718 1025 5 60 60 370 648 925 5 60 70 390 683 975 5 60 80 410 718 1025 5 60 90 430 753 1075 5 60 100 450 788 1125 5 70 70 430 753 1075 5 70 80 450 788 1125 5 70 90 470 823 1175 5 70 100 490 858 1225 5 80 80 490 858 1225 5 80 90 510 893 1275 5 80 100 530 928 1325 5 90 90 550 963 1375 5 90 100 570 998 1425 5 100 100 610 1068 1525 21 Disease Severigy (Z) Area under the Disease Prqggess Curve Obs. 1 Obs. 2 Obs. 3 4 daz 7 dax 10 day 10 10 10 80 140 200 IO 1O 20 100 175 250 10 10 30 120 210 300 10 10 40 140 245 350 10 10 50 160 280 400 10 10 60 180 315 450 10 10 70 200 350 500 10 10 80 220 385 550 10 10 90 240 420 600 10 0 10 100 260 455 650 10 20 20 140 245 V 350 10 20 30 160 280 400 10 20 40 180 315 450 10 20 50 200 350 500 10 20 60 220 385 550 10 20 70 240 420 600 10 20 , 80 260 455 650 10 20 90 280 490 700 10 20 100 300 525 750 ' 10 30 ~ 30 200 350 500’ 10 30 40 220 385 550 10 30 50 240 420 600 10 30 60 260 455 650 10 30 70 280 490 700 10_ ' 30 80 300 525 750 10 30 90 . 320 560 800 10 30 100 340 595 850 10 40 40 260 455 650 10 40 50 280 490 700 10 40 60 300 525 750 10 40 70 320 560 800 10 40 80 340 595 850 10 40 90 ’ 360 630 900 10 40 100 380 665 950 1o 50 50 320 s60 s00‘ 10 50 ~ 60 340 595 850 10 50 70 360 630 900 10 50 80 380 665 950 10 50 90 400 700 1000 10 50 100 420 735 1050 10 60 60 380 665 950 10 60 70 400 700 1000 10 _ 60 80 420 735 1050 10 6o 90 440 770 1100 10 60 A 100 460 805 1150 10 70 70 440 770 1100 10 70 80 460 805 1150 10 70 90 480 840 1200 10 70 100 500 875 1250 22 Disease Severigy (%) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day 10 day 10 80 80 500 875 1250 * 10 80 90 520 910 1300 10 80 100 540 945 1350 10 90 90 560 980 1400 10 90 100 580 1015 ; 1450 10 100 * 100 620 1085 ‘ 1550 20 20 20 160 280 400 20 20 30 180 315 450 20 20 40 200 350 500; ‘ 20 20 . 50 220 385 - 550 20 20 60 240 420 600 20 20 70 260 455 650 20 20 80 280 490 700 20 20 90 300 525 750 20 20 100 320 560 800 20 30 30 220 385 550 20 30 40 240 420 600 20 30 50 260 455 650 20 30 60 280 490 700 20 30 70 300 525 750 20 30 80 320 560 800 20 30 90 340 595 850 20 30 100 360 630 900 20 40 40 280 490 700 20 40 , 50 300 525 750 20 40 60 320 560 V 800 20 40 70 340 595 850 20 40 80 360 630 900 20 40 90 380 665 950 20 40 100 400 700 1000 20 50 50 340 595 850 20 50 60 360 630 900 20 50 70 380 665 950 20 50 80 400 700 1000 20 50 90 420 735 ‘ 1050 20 50 100 440 770 1100 20 1 60 60 400 700 1000 20 60 70 420 735 1050 20 60 80 440 770 1 1100 20 60 90 460 805 1150 20 60 100 480 840 1200 20 70 70 460 805 1150A ‘ 20 70 . 80 480 840 1200 20 70 90 500 875 1250 20 100 520 910 1300 ' 23 Disease Severigy (%) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 daz 7 dag 10 day 20 80 80 520 910 1300 20 80 90 540 945 1350 20 80 100 560 980 1400 20 1 90 90 580 1015 1450 20 90 100 600 1050 1500 20 100 100 640 1120 1600 30 30 30 240 420 600 30 30 40 260 455 650 30 30 50 280 490 700 30 30 60 300 525 750 30 30 70 320 560 800 30 30 80 340 595 850 30 30 90 360 630 900 30 30 100 380 665 950 30 40 40 300 525 750 30 40 50 320 560 800 30 40 60 340 595 850 30 40 70 360 630 900 30 40 80 380 665 950 30 40 90 400 700 1000 30 40 100 420 735 1050 30 50 50 360 630 900 30 50 60 380 665 950 30 50 70 400 700 1000 30 50 80 420 735 1050 30 50 90 440 770 1100 30 50 100 460 805 1150 30 60 60 420 735 1050 30 60 70 440 770 1100 30 60 80 460 805 1150 30 60 90 480 840 1200 30 60 100 500 V 875 1250 30 70 70 480 840 1200 30 70 80 500 875 1250 30 . 70 90 520 910 1300 30 70 100 540 945 1350 30 80 80 540 945 1350 30 80 90 560 980 1400 30 80 100 580 1015 1450 30 .; 90 90 600 1050 1500 30 I 90 100 ' 620 1085 1550 30 100 100 660 1155 1650 24 Disease Severigy (Z) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day I0 day 40 40 40 320 560 800 40 40» 50 340 595 850 40 40 60 360 630 900 40 40 70 380 665 950 40 40 80 400 700 1000 40 40 90 420 735 § 1050 40 40 100 440 770 1100 40 50 50 380 665 950 40 50 60 400 700 1000 40 50 70 420 735 1050 40 50 80 440 770 1100 40 50 90 460 805- 1150 40 50 100' 480 840 1200 40 60 60 440 770 1100 40 60 , 70 460 805 1150 40 60 80' 480 840 - 1200 40 60 90 500 875 1250 40 60 100 520 910 1300 40 70 70 500 875 1250 40 70- 80 520 910 1300 40 70 90 540 945 1350 40 70> 100 560 980 1400 40 80 80 ‘S60 980 1400 40 80 90 580 1015 1450 40 80 100 600 1050 1500 40 90 90 620 1085 1550 40 90 100 640 1120 1600 40 100 100 680 1190 1700 50 50 50 400 700 1000 50 50 60 420 735 1050 50 50 70 440 770 1100 50 50 80 460 805 1150 50 50 90 480 840 1200 50 50 100 500 875 1250 50 60 60 460 805 1150 50 ' 60 70 480 840 1200 50 60 80 500 875 1250 50 60 90 520 9101 1300 50 60 100 540 945 1350 50 70 70 520 910 1300 50 70 80 540 945 1350 50 70 90 560 980 1400 50 70 100 580 1015 1450 50 80 80 580 1015 1450 50 80 90 600 1050 1500 50 80 100 620 1085 1550 25 Disease Severig (Z) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 4 day 7 day 10 dax 50 90 90 640 1120 1600 50 90 100 660 1155 1650 50 100 100 700 1225 1750 60 60 60 480 840 1200 60 60 70 500 ' 875 1250 60 60 80 520 910 1300 60 60 90 540 945 1350 60 60 100 560 980 1400 60 70 70 540 945 ' 1350 60 70 80 560 980 1400 60 70 90 580 1015 1450 60 70 100 600 1050 1500 60 80 80 600 1050 1500 60 80 90 620 1085 1550 60 80 ’ 100 640 1120 1600 so 9o 90 e60 0 115s 1650 60 90 100 680 1190 1700 60 100 100 720 ‘ 1260 1800 70 70 70 560 980 1400 70 70 80 580 1015 1450 70 70 90_ 600 1050 1500 70 70 100 620 1085 1550 70 80 80 620 1085 1550 70 80 90 640 1120 1600 70 80 100 660 1155 1650 70 90 90 680 1190 1700 70 90 100 700 1225 1750 » 70 100 100 740 1295 _ 1850 80 '80 80 640 1120 1600 80 80 90 660 1155 1650 80 80 100 680 1190 1700 80 90 90 700 1225 1750 80 90 100 720 1260 1800 80 100 100 760 1330 1900 90 90 90 720 1260 1800 90 90 100 740 1295 1850 9Q“ 100 100 780 1365 1950 100 100 100 800 1400 2000 26 A Table of Areas under Disease Progress Curves when Disease Severities were Observed Four Times During the Epidemic at Different Day Intervals Between Observations.' Disease Severity (Z) Area under the Disease Progress Curv Obs. 1* Obs. 2* Obs. 3* Obs. 4* 4 daX**, 7 day** 10 day** 0 O 0 0.5 1 1 2 3 0 0 0 1 2 4 F 5 0 0 0 5 10 18 ‘Y 25 0 0 0 10 20» 35 50 0 0 0 20 40 70 100 0 0 0 30 60 105 150 0 0 0 40 80 140 200 0 0 0 50 100 175 250 0 0 0 60 120 210 300 0 0 0 70 140 245 350 0 0 0" 80 160 280 » 400 0 0 0 90 180 315 450 0 0 Q 100 200 350 500 0 0 0.5 0.5 3 5 8 0 0 0.5 1 4 7 10 0 0 0.5 5 12 21 30 0 0 0.5 10 22 39 55 0 0 0.5 20 42 74 105 0 0 0.5 30 62 109 155 0 0 0.5 40 82 144 205 0 0 0.5 50 102 179 255 0 0 0.5 60 * 122 214 305 0 0 0.5 70 142 249 355 0 0 0.5 80 162 284 405 0 0 0.5 90 182 319 455 0 0 0.5 100 202 354 505 0 0 1 1 6 11 15 0 0 1 5 14 25 35 _ 0 0 1 10 24 42 60 0 0 1 20 44 77 110 0 0 1 ‘ 30 64 112 160 0 0 1 40 84 147 210 0 0 1 50 104 182 260 0 0 1 60 124 217 310 0 0 1 70 144 252 360 0 0 1 80 164 287 410 0 0 1 90 184 322 460 0 0 1 100 204 357 510 0 0 5 5 30 53 75 0 0 5 10 40 70 100 0 0 5 20 60 105 150 0 0 5 30 80 140 200 0 0 5 40 100 175 250 0 0 5 50 120 210 300 0 0 5 60 140 245 350 0 0 5 70 160 280 400 0 0 5 80 180 315 450 0 0 5 90 200 350 500 0 O 5 100 220 385 550 *Observat1on number. **T4vnn 4aO-n-v-uun1 LAl-v-unnrq ALnA-nn-uvab-{Afin 27 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 daz 10 daz 0 0 10 10 60 105 150 0 0 10 20 80 140 200 0 0 10 30 100 175 250 0 0 10 40 120 210 300 0 0 10 50 140 245 350 0 0 10 60 160 280 400 0 0 10 70 180 315 450 0 0 10 80 200 350 500 0 0 10 90 220 385 550 0 0 10 100 240 420 600 0 0 20 20 120 210 300 0 0 20 30 140 245 350 0 0 20 40 160 280 400 0 0 20 50 180 315 450 0 0 20 60 200 350 500 0 0 20 70 220 385 ~ 550 0 0 20 80 240 420 600 0 0 20 90 260 455 650 0 0 20 100 280 490 700 0 0 30 30 180 315 450 0 0 30 40 200 350 500 0 0 30 50 220 385 550 0 0 30 60 240 420 600 0 0 30 70- 260 455 650 0 0 30 80 280 490 700 0 0 30 90 300 525 750 0 0 30 100 320 560 800 0 0 40 40 240 420 600 0 _ 0 40 50 260 455 650 0 0 40 60 280 490 700 0 0 40’ 70 300 525 750 0 0 40 80 320 560 800 0 0 40 90 340 '595 850 0 0 40 100 360 630 900 0 0 50 50 300 525 750 0 0 50 60 320 560 800 0 0 50 70 340 595 850 0 0 50 80 360 630 900 0 0 50 90 380 665 950 0 0 50 100 400 700 1000 0 0 60 60 360 630 900 0 0 60 70 380 665 950 0 0 60 80 400 700 1000 0 0 60 90 420 735 1050 0 0 60 100 440 770 1100 Disease Severity (Z) Area under the Disease Progress Curve Obs. 1 _Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 0 0 70 70 420 735 1050 4,; 0 0 70 2 so 440 770 1100 0 0 70 90 460 s05 1150 0 0 70 100 4s0 s40 1200 0 0 so so 4so s40 , 1200 0 0 so 90 500 s75 1 1250 0 so 100 520 910 1300 0 0 90 90 540 945 ~r230~~Ti*? 0 0 90 100 560 9s0 1400 ;5‘r 0 100 100 600 1050 1500 0 0.5 0.5 0.5 5 9 13 0 0.5 0.5 1 6 11 15 0 0.5 0.5 5 14 25 35 0 0.5 0.5 10 24 42 60 0 0.5 0.5 20 44 77 110 0 0.5 0.5 30 64 112 160 0 0.5 0.5 40 s4 147 210 0 0.5 0.5 50 104 1s2 260 0 0.5 0.5 60 124 217 310 0 0.5 0.5 70 144 252 360 0 0.5 0.5 so 164 2s7 410 0 0.5 0.5 90 1s4 322 460 0 0.5 0.5 100 204 357 510 0 0.5 1 5 16 2s 40 0 0.5 1 10 26 46 65 0 0.5 1 20 46 s1 115 0 0.5 1 30 66 116 165 0 0.5 1 40 s6 151 215 0 0.5 1 50 106 1s6 265 0 0.5 1 60 126 221 315 0 0.5 1 70 146 256 365 0 0.5 1 so 166 291 415 0 0.5 1 90 1s6 326 465 0 0.5 1 100 206 361 515 0 0.5 5 5 32 56 so 0 0.5 5 10 42 74 105 0 0.5 5 20 62 109 155 0 0.5 5 30 s2 144 205 0 0.5 5 40 102 179 255 0 0.5 5 50 122 214 305 0 0.5 5 60 142 249 355 0 0.5 5 70 162 2s4 405 0 0.5 5 so 1s2 319 455 0 0.5 5 90 202 354 505 15 0 0.5 5 100 2225 3s9 555 29 Disease Severity (Z) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 daz 7 day 10 day 0 0.5 10 10 62 109 155 0 0.5 10 20 82 144 205 0 0.5 10 30 102 179 255 0 0.5 10 40 122 214 305 0 0.5 10 50 142 249 355 0 0.5 10 60 162 284 405 0 0.5 10 70 182 319 455 0 0.5 10 80 202 354 V 505 0 0.5 10 90 222 ' 389 555 0 0.5 10 100 242 424 605 0 0.5 20 20 122 214 305 0 0.5 20 30 142 249 355 0 0.5 20 40 162 284 405 0 0.5 20 50 182 319 455 0 0.5 20 60 202 354 505 0 0.5 20 70 222 389 555 0 0.5 20 80 242 424 ' 605 0 0.5 20 90 262 459 655 0 0.5 20 100 282 494 705 0 0.5 30 30 182 319 455 0 0.5 30 40 202 354 505 0 0.5 30 ‘50 222 389 555 0 0.5 30 60 242 424 605 0 0.5 30 70 262 459 655 0 0.5 30 80 282 494 705 0 0.5 30 90 302 529 755 0 0.5 30 100 322 564 805 0 0.5 40 40 242 424 605 0 0.5 40 50 262 459 655 0 0.5 40 60 282 I 494 705 0 0.5 40 70 302 529 755 0 0.5 40 80 322 564 805 0 0.5 40 90 342 599 855 0 0.5 40 100 362 634 905 0 0.5 50 50 302 529 755 0 0.5 50 60 322 564 805 0 0.5 50 70 342 599 855 0 0.5 50 80 362 634 905 0 0.5 50 90 382 669 955 0 0.5 50 100 402 704 1055 O 0.5 60 60 362 634 905 0 0.5 60 70 382 669 955 0 0.5 60 80 402 704 1005 0 0.5 60 90 422 739 1055 0 0.5 60 100 442 .774 1105 30 Disease Severiqy (Z) Area under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day O 0.5 70 70 422 739 1055 0 0.5 70 80 442 774 1105 0 0.5 70 90 462 809 1155 0 0.5 70 100 482 844 W 1205 0 ‘0.5 80 80 482 844 1205 0 90.5 80 90 502 879 1255 0 0.5 80 100 522 914 1305 0 0.5 90 90 542 949 1355 0 0.5 90 100 562 984 1405 0 0.5 100 100 602 1054 1505 0 1 1 1 10 18 25 0 1 1 5 18 32 45 0 1 1 10 28 49 70 0 1 1 20 48 844 120 0 1 1 30 68 119 170 O 1 1 40 88 154 220 0 1 1 50 108 189 270 0 1 1 60 128 224 320 0 1 1 70 148 259 370 0 1 1 80 168 294 420 0 1 1 90 188 329 470 0 1 1 100 208 364 520 0 1 5 5 34 60 85 0 1 5 10 44 77 110 0 1 5 20 64 112 160 0 1 5 30 84 147 210 0 1 5 40 104 182 260 0 1 5 50 124 217 310 0 1 5 60 144 252 360 0 1 5 70 164 287 410 0 1 5 80 184 322 460 0 1 5 90 204 357 510 0 1 5 100 224 392 560 0 1 10 10 64 112 160 O 1 10 20 84 147 210 O 1 10 30 104 182 260 0 1 10 40 124 217 310 0 1 10 50 144 252 360 O 1 10 60 164 287 410 O 1 10 70 184 322 460 O 1 10 80 204 357 510 0 1 10 90 224 392 560 0 1 10 100 244 427 610 31 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 ‘Obs. 2 Obs. 3 Obs. 4 4 dag 7 dag 10 day 0 1 20 20 124 217 310 0 1 20 30 144 252 360 0 1 20 40 164 287 410 0 1 20 50 184 322 460 0 1 20 60 204 357 510 0 1 20 70 224 392 560 O 1 20 80 244 427 610 0 1 20 90 264 462 660 0 1 20 100 284 497 710 0 1 30 30 184 322 460 0 1 30 40 204 357 S10 0 1 30 50 224 392 560 0 1 30 60 244 427 610 0 1 30 70 264 462 660 0 1 30 80 284 497 710 0 1 30 90 304 532 760 0 1 30 100 324 567 810 0 1 40 40 244 427 610 O 1 40 50 264 462 660 0 1 40 60 284 497 710 0 1 40 70 304 532 760 0 1 40 80 324 S67 -810 0 1 40 90 344 602 860 0 1 40 100 364 637 910 0 1 50 50 304 532 760 0 1 50 60 324 567 810 0 1 50 70 344 602 860 0 1 50 80 364 637 910 0 1 50 90 384 672 960 0 1 50 100 404 707 1010 0 1 60 60 364 637 910 0 1 60 70 384 '672 960 0 1 60 80 404 707 - V 1010 0 1 60 90 424 742 1060 0 1 60 100 444 777 1110 0 1 70 70 424 742 1060 0 1 70 80 444 777 1110 0 1 70 90 464 812 1160 0 1 70 100 484 847 1210 0 1 80 80 484 847 1210 0 1 80 90 504 882 1260 0 1 80 100 524 917 1310 32 Digggqg Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day _ 7 day 10 day 4 0 1 90 90 544 952 1360 0 1 90 100 564 987 1410 0 1 100 100 604 1057 1510 0 5 5 5 50 88 L; 125 0 5 5 10 60 105 150 0 5 5 20 80 140 200 0 5 55 30 100 175 250 0 5 5 40 120 210 300 ,‘ 0 5 5 50 140 245 350 0 5 5 60 160 280 400 O 5 5 70 180 315 450 0 5 5 80 200 350 500 0 5 5 90 220 385 550 0 5 5 100 240 420 600 0 5 10 10 80 140 200 O 5 10 20 100 175 250 O 5 10 30 120 210 300 O 5 10 40 140 245 350 0 5 10 50 160 280 400 O 5 10 60 180 315 450 0 5 10 70 200 350 500 0 5 10 80 220 385 550 0 S 10 90 240 420 600 0 5 10 100 260 455 650 0 5 20 20 140 245 350 0 5 20 30 160 280 400 0 5 20 40 180 315 450 O 5 20 50 200 350 500 0 5 20 60 220 385 550 O 5 20 70 240 420 600 O 5 20 80 260 455 650 0 5 20 90 280 490 700 O 5 20 100 300 525 750 0 5 30 30 200 350 500 0 5 30 40 220 385 550 0 5 30 50 240 420 600 O 5 30 60 260 455 650 0 5 30 70 280 490 700 0 5 30 80 300 525 750 0 5 30 90 320 560 800 O 5 30 100 340 595 850 o s 4o 4o 260 455 65o 1 O 5 40 50 280 490 700 0 5 40 60 300 525 750 O 5 40 70 320 560 ' 800 ‘ O 5 40 80 340 595 ' 850 O 5 40 90 360 630 900 O 5 40 100 380 665 950 33 ‘ Disease Severity (%) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 0 5 50 50 320 560 800 0 5 50 60 340 595 850 0 5 50 70 360 630 900 0 5 50 80 380 665 950 0 5 50 90 400 700 1000 0 5 50 100 420 735 ‘ 1050 0 5 60 60 380 665 950 0 5 60 70 400 700 1000 0 5 60 80 420 735 7' 1050 0 5 60 90 440 770 1100 0 5 60 100 460 805 1150 0 5 70 70 440 770 1100 0 ' 5 70 80 460 805 1150 0 5 70 90 480 840 1200 0 5 70 100 500 875 1250 5 80 80 500 875 1250 0 5 80 90 520 910 1300 5 80 100 540 945 1350 0 5 90 90 560 980 1400 0 5 90 100 580 1015 1450 0 5 100 100 620 1085 1550 0 10 10 10 100 175 250 0 10 10 20 120 210 300 0 10 10 30 140 245 350 O 10 10 40 160 280 400 0 10 10 50 180 315 450 o 1o 1o ‘so 20o 35o 50o 0 10 10 70 220 385 - 550 0 10 10 80 240 420 600 0 10 10 90 260 _ 455 650 0 10 10 100 280 490 700 0 10 20 20 160 280 400 0 10 20 30 180 315 450 0 10 20 40 200 350 500 0 10 20 50 220 385 550 0 10 20 60 240 420 600 0 10 20 70 260 455 650 0 10 20 80 280 490 700 0 10 20 90 300 525 7508 0 010 20 100 320 560 800 O O‘ m CCCCCCCCC CCC COC OCCO CCOOC CCCOCC CCCCCOC CCOCCCCO . 1 Disease Severity QQ Obs. 2 Obs. 3 10 30 10 30 10 30 10 30 10 30 10 30 10 30 10v 30 10 40 10 40 10 40 10 40 10 40 10 40 10 1 40 10 so 10 so 10 so 10 so 10 so 10 so 10 so 10 so 10 so 10 so 10 so 10 70 10 70 10 70 10 70 10 so 10 so 10 so 10 90 1o 90 10 100 20 20 201 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 30 40 50 60 70 80 90 100 40 50 60 70 80 90 100 50 60 70 80 90 100 60 70 80 90 100 70 80 90 100 80 90 100 90 100 100 20 30 40 50 60 70 80 90 100 4 Obs. 34 Area Under The Disease Brogpess Curve 4 day 220 240 260 280 300 320 340 360 280 300 320 340 360 380 400 340 360 380 400 420 440 400 420 440 460 480 460 480 500 520 520 540 560 580 600 640 200 220 240 260 280 300 320 340 360 7 day 385 420 455 490 525 560 595 630 490 525 560 595 630 665 700 595 630 665 700 735 770 700 735 770 805 840 805 840 875 910 910 945 980 1015 1050 1120 350 385 420 455 490 525 560 595 630 10 day 550 600 650 700 7501 800 850 900 700 750 800 850 900 950 1000 850 900 950 1000 1050 1100 1000 1050 1100 1150 1200 1150 1200 1250 1300 1300 1350 1400 1450 1500 1600 500 550 600 650 700 750 800 850 900 4d 35 Disease Severity (%) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 0 20 30 30 260 455 650 0 20 30 A 40 280 490 700 0 20 30 50 300 525 750 0 20 30 60 320 560 800 0 20 30 70 340 595 850 0 20 30 80 360 630 900 0 20 30 90 380 665 950 0 ’20 30 100 400 700 1000 0 20 40 40 320 560 800 0 20 40 50 340 595 850 0 20 40 60 360 630 900 0 20 40 70 380 665 950 0 20 40 80 400 700 1000 0 20 40 90 420 735 1050 0 20 40 100 440 770 1100 0 20 50 50 380 665 950 0 20 50 60 400 700 1000 0 20 50 70 420 735 1050 O 20 50 80 440 770 1100 0 20 50 90 460 805 1150 0 20 50 100 480 840 1200 0 20 60 60 440 770 1100 0 20 60 70 460 805 1150 0 20 60 80 480 840 1200 0 20 60 90 500 875 1250 0 20 60 100 520 910 1300 0 20 70 70 500 875 1250 0 20 70 80 520 910 1300 0 20 70 90 540 945 1350 0 20 70 100 560 980 1400 0 20 80 80 560 980 1400 0 20 80 90 580 1015 1450 20 80 100 600 1050 1500 0 20 90 90 620 1085 1550 0 20 90 100 640 1120 1600 0 20 100 100 680 1190 1700 0 30 30 30 300 525 750 0 30 30 40 320 560 800 0 30 30 50 340 595 850 0 30 30 60 360 630 900 0 30 30 70 380 665 950 0 30 30 4 80 400 700 1000 0 30 30 90 420 735 1050 0 30 30 100 440 770 1100 36 Disea§g,Sevgnity (3) Area Under The Disease Progress Curve Obs. 1 Obs, Z Obs. 3 Obs. 4 4 dag 7 day 10 day 0 30 40 40 360 630 900 0 30 40 50 380 665 950 0 30 40 60 400 700 1000 0 30 40 70 420 735 _ 1050 0 30 40 80 440 770 1 1100 0 30 40 90 460 805 1150 0 30 40 100 480 840 1200 0 30- 50 50 420 735 1050 0 30 505 60 440 770 1100 0 30 50 70 460 805 1150 0 30 50 80 480 840 1200 0 30 50 90 500 875 1250 0 30 50 100 520 910 1300 0 30 60 60 480 840 1200 0 30 60 70 500 875 1250 0 30 60 80 520 910 1300 0 30 60 90 540 945 1350 0 30 60 100 560 980 1400 0 30 70 70 540 945 1350 0 30' 70 80 560 980 1400 0 30 70 90 580 1015 1450 0 30 70 100 600 1050 1500 0 30 80 80 600 1050 1500 0 30 80 90 620 1085 1550 0 30 80 100 640 1120 1600 0 30 90 90 660 1155 1650 0 30 90 100 680 1190 1700 0 30 100 100 720 1260 1800 0 40 40 40 400 700 1000 0 40 40 50 420 735 1050 0 40 40 60 440 770 1100 0 40 40 70 460 805 1150 0 40 40 80 480 840 1200 0 40 40 90 500 875 1250 0 40 40 100 520 910 1300 0 40 50 50 460 805 1150 0 40 50 60 480 840 1200 0 40 50 70 500 875 1250 0 40 50 80 520 910 1300 0 40 50 90 540 945 1350 0 40 50 100 560 980 1400 OOOOO OOO OOO OOOO OOOOO OOOOOO OOO OOO OOOO OOOOO . 1 Disease Severity (Z) Obs. 2 Obs. 3 Obs. 40 60 60 40 60 70 40 60 80 40 60 90 40 60 100 40 70 70 40 70 80 40 70 90 40 70 100 40 80 80 40 80 90 40 80 100 40 90 90 40 90 100 40 100 100 50 50 50 50 50 60 50 50 70 50 50 80 50 50 90 50 50 100 50 60 60 50 60 70 50 60 80 50 60 90 50 60 100 50 70 70 50 70 80 50 70 90 50 70 100 50 80 80 50 80 90 50 80 100 50 90 90 50 90 100 50 100 100 60 60 60 60 60 70 60 60 80 60 60 90 60 60 100 JI Area Under the Disease Progress Curve 10 day 1300 1350 1400 1450 1500 1450 1500 1550 1600 1600 1650 1700 1750 1800 1900 1250 1300 1350 1400 1450 1500 1400 1450 1500 1550 1600 1550 1600 1650 1700 1700 1750 1800 1850 1900 2000 1500 1550 1600 1650 1700 Obs. OOO OOOO COO COO OOOO OOOO COO Diééasé Severity (Z) 1 0Bs¢'2 06s. 3 Obs. 4 60 7o 7o 60 70 80 60 70 90 60 70 100 60 80 80 60 80 90 60 80 100 60 90 90 60 90 100 60 100 100 70 70 70 70 70 80 70 70 90 70 _70 100 70 80 80 70 80 90 70 $0 100 70 90 90 70 90 100 70 100 100 80 80 80 80 80 90 80 80 100 80 90 90 80 90 100 80 100 100 90 90 90 90 90 100 90 100 100 100 100 100 5 0.5 0.5 0. 5 0.5 0.5 1 5 0.5 0.5 35 5 0.5 0.5 10f 5 0.5 0.5 2d 5 0.5 0.5 30 5 0.5 0.5 40 5 0.5 0.5 50 5 0.5 0.5 60 .5 0.5 0.5 70 5 0.5 0.5 so 5 0.5 0.5 90 .5 0.5 0.5 100 Area Under the Disease Progress Curve 4 day 660 680 700 720 720 740 760 780 800 840 700 720 740 760 760 780 800 820 840 880 800 820 840 s60 s80 92o 900 920 960 1000 6 7 15 25 45 65 85 105 125 145 165 185 205 7 day 1155 1190 1225 1260 1260 1295 1330 1365 1400 1470 1225 1260 1295 1330 1330 1365 1400 1435 1470 1540 1400 1435 1470 1505 1540 1610 1575 1610 1680 1750 11 12 26 44 79 114 149 184 219 254 289 324 359 10 day 1650 1700 1750 1800 1800 1850 1900 1950 2000 2100 1750 1800 1850 1900 1900 1950 2000 2050 2100 2200 2000 2050 2100 2150 2200 2300 2250 2300 2400 2500 15 18 38 63 113 163 213 263 313 363 413 463 513 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 daz 10 day 0.5 0.5 1 1 9 16 23 0.5 0.5 1 5 - 17 30 43 0.5 0.5 1 10 27 47 68 0.5 0.5 1 20 47 82 118 0.5 0.5 1 30 67 117 168 0.5 0.5 1 40 87 152 218 0.5 0.5 1 50 107 187 268 0.5 0.5 1 60 127 222 318 0.5 0.5 1 70 147 257 368 0.5 0.5 1 80 167 292 418 0.5 0.5 1 90 187 327 468 0.5 0.5 1 100 207 362 518 0.5 0.5 5 5 33 58 83 0.5 0.5 5 10 43 75 108 0.5 0.5 5 20 63 110 158 0.5 0.5 5 30 83 145 208 0.5 0.5 5 40 103 180 258 0.5 0.5 5 50 123 215 308 0.5 0.5 5 60 143 250 358 0.5 0.5 5 70 163 285 408 0.5 0.5 5 80 183 320 458 0.5 0.5 5 90 203 355 508 0.5 0.5 5 100 223 390 558 0.5 0.5 10 10 63 110 158 0.5 0.5 10 20 83 145 208 0.5 0.5 10 30 103 180 258 0.5 0.5 10 40 123 215 308 0.5 0.5 10 50 143 250 358 0.5 0.5 10 60 163 285 408 0.5 0.5 10 70 183 320 458 0.5 0.5 10 80 203 355 508 0.5 0.5 10 90 223 390 558 0.5 0.5 10 100 . 243 425 608 0.5 0.5 20 20 123 215 308 0.5 0.5 20 30 143 250 358 0.5 0.5 20 40 163 285 408 0.5 0.5 20 50 183 320 458 0.5 0.5 20 60 203 355 508 0.5 0.5 20 70 223 390 558 0.5 0.5 20 80 243 425 608 0.5 0.5 20 90 263 460 658 0.5 0.5 20 100 283 495 708 0.5 0.5 30 30 183 320 458 0.5 0.5 30 40 203 355 508 0.5 0.5 30 50 223 390 558 0.5 0.5 30 60 243 425 608 0.5 0.5 30 70 263 460 658 0.5 0.5 30 80 283 495 708 0.5 0.5 30 90 303 530 758 0.5 0.5 30 100 323 565 808 40 Disease Severity (%) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 10 day 0.5 0.5 40 40 243 425 608 0.5 0.5 40 50 263 460 658 0.5 0.5 40 60 283 495 j 708 0.5 0.5 40 70 303 530 758 0.5 0.5 40 80 323 565 808 0.5 0.5 40 90 343 600 858 0.5 0.5 40 100 363 635 908 0.5 0.5 50 50 303 530 758 0.5 0.5 50 60 323 565 808 0.5 0.5 50 70 343 600 858 0.5 0.5 50 80 363 635 908 0.5 0.5 50 90 383 670 958 0.5 0.5 50 100 403 705 1008 0.5 0.5 60 60 363 635 908 0.5 0.5 60 70 383 670 958 0.5 0.5 60 80 403 705 1008 0.5 0.5 60 90 423 740 1058 0.5 0.5 60 100 443 775 1108 0.5 0.5 70 70 423 740 1058 0.5 0.5 70 80 443 775 1108 0.5 0.5 70 90 463 810 1158 0.5 0.5 70 100 483 845 1208 0.5 0.5 80 80 483 845 1208 0.5 0.5 80 90 503 880 1258 0.5 0.5 80 100 523 915 1308 0.5 0.5 90 90 543 950 1358 0.5 0.5 90 100 563 985 1408 0.5 0.5 100 100 $03 1055 1508 0.5 1 1 1 11 19 28 0.5 1 1 5 19 33 48 0.5 1 1 10 29 51 73 0.5 1 1 20 49 86 123 0.5 1 1 30 69 121 173 0.5 1 1 40 89 156 223 0.5 1 1 59 109 191 273 0.5 1 1 60 129 226 323 0.5 1 1 70 149 261 373 0.5 1 1 80 169 296 423 0.5 1 1 90 189 331 473 0.5 1 1 100 209 366 523 41 O U‘ U! QQQQOQOOO CDQQCDOCQQQCD OCOOOCCDCDQQCD U1U1U1LI1UIU1UIU1U1 LHMLWLDWUTWUIKBUI U1U1U1U1U1U1U1U1UIUIU1 QCDQQQCQC urunuwuvuwmuyuw IO UIUIUIUIUILIIUI OOOOCQC U1U1U1U1U\U1 OOOOOO Disease Severity (Z) Area Under the Disease Progress Curve Obs. 2 Obs. 3 Obs. 4 4 day 7 daZ 10 day 1 5 5 35 61 88 1 5 10 45 79 113 1 5 20 65 114 163 1 5 30 85 149 213 1 5 40 105 184 263 1 5 50 125 219 313 1 5 60 145 254 363 1 5 70 165 289 413 1 5 80 185 324 463 1 5 90 205 359 513 1 5 100 225 394 563 1 10 10 65 114 163 1 10 20 85 149 213 1_ 10 30 105 184 263 1 10 40 125 ' 219 313 1 10 50 145 254 363 1 10 60 165 289 413 1 10 70 185 324 463 1 10 80 205 359 513 1 10 90 225 394 563 1 10 100 245 429 613 1 20 20 125 219 313 1 20 30 145 254 363 1 20 40 165 289 413 1 20 50 185 324 463 1 20 60 205 359 513 1 20 70 225 394 563 1 20 80 245 429 613 1 20 90 265 464 663 1 20 100 285 499 713 1 30 30 185 324 463 1 30 40 205 359 513 1 30 50 225 ' 394 A 563 1 30 60 245 429 613 1 30 70 265 464 - 663 1 30 80 285 499 713 1 30 90 305 534 763 1 30 100 325 569 813 1 40 40 245 429 613 1 40 50 265 464 663 1 40 60 285 499 713 1 40 70 305 534 763 1 40 80 325 569 813 1 40 90 345 604 863 1 40 100 365 639 913 1 50 50 305 534 763 1 50 60 325 569 813 1 50 70 345 604 863 1 50 80 365 639A 913 1 50 90 385 674 963 1 50 100 405 709 1013 42 Disease Severity (Z) Area Under the Disease Progress Curv< Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 10 day 0.5 1 60 60 365 639 913 0.5 1 60 70 385 674 963 0.5 1 60 80 405 709 1013 0.5 1 6O 90 425 744 1063 0.5 1 60 100 445 779 1 1113 0.5 1 70 70 425 744 1063 0.5 1 70 80 445 779 1113 0.5 1 70 90 465 814 1163 0.5 1 70 100 485 849 1213 0.5 1 80 80 485 849 1213 0.5 1 80 90 505 884 1263 0.5 1 80 100 525 . 919 1313 0.5 1 90 90 545 954 1363 0.5 1 90 100 565 989 1413 0.5 1 100 100 605 1059 ' 1513 0.5 5 5 5 51 89 128 0.5 5 5 10 61 107 153 0.5 5 5 20 81 142 203 0.5 5 5 30 101 177 253 0.5 5 5 40 121 212 303 0.5 5 5 50 ‘ 141 247 353 015 5 5 60 161 282 403 0.5 5 5 70 181 317 453 0.5 5 5 80 201 352 503 0.5 5 5 90 221 387 553 0.5 5 5 100 241 422 603 0.5 5 10 10 81 142 _ 203 0.5 5 10 20 101 177 253 0.5 5 10 30 121 212 303 0.5 5 10 40 141 247 353 0.5 5 10 50 161 282 403 0.5 5 10 60 181 317 453 0.5 5 10 70 201 352 503 0.5 5 10 80 221 387 553 0.5 5 10 90 241 422 603 0.5 5 1O 100 261 457 653 0.5 5 20 20 141 247 353 0.5 5 20 30 161 282 403 0.5 5 20 40 181 317 453 0.5 5 20 50 201 352 503 0.5 5 20 60 221 387 553 0.5 5 20 70 241 422 603 0.5 5 2O 80 261 457 653 0.5 5 20 190 281 492 703 0.5 5 20 100 301 527 753 43 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 0.5 5 30 30 201 352 503 0.5 5 30 40 221 387 553 0.5 5 30 50 241 422 603 0.5 5 30 60 261 457 653 0.5 5 30 70 281 492 703 0.5 5, 30 80 301 527 753 0.5 5 30 90 321 562 803 0.5 5 30 100 341 597 853 0.5 5 40 40 261 457 653 0.5 5 40 50 281 492 703 0.5 5 40 60 301 527 753 0.5 5 40 70 321 562 803 0.5 5 40 80 341 597 853 0.5 5 40 90 361 632 903 0.5 5 40 100 381 667 953 0.5 5 50 50 321 562 803 0.5 5 50 60 341 597 853 0.5 5 50 70 7361 632 903 0.5 55 50 80 381 667 953 0.5 5 50 90 401 702 1003 0.5 5 50 100 421 737 1053 0.5 5 60 60 381 667 953 0.5 5 60 70 401 702 1003 0.5 5 60 80 421 737 1053 0.5 5 60 90 441 772 1103 0.5 5 60 100 461 807 1153 0.5 5 70 70 441 772 1103 0.5 5 70 80 461 807 1153 0.5 5 70 90 481 842 1203 0;5 5 70 100 501 ' 877 1253 0.5 5 80 80 501 877 1253 0.5 5 80 90 521 _ 912 1303 0.5 5 80 100 541 947 1353 0.5 5 90 90 561 982 1403 0.5 5 90 100 581 1017 1453 0.5 5 100 100 621 1087 1553 0.5 10 10 10 '101 177 253 0.5 10 10 20 121 212 303 0.5 10 10 30 141 247 353 0.5 10 10 40 161 282 403 0.5 10 10 50 181 317 453 0.5 10 10 60 201 352 503 0.5 10 10 70 221 387 553 0.5 10 10 80 241 422 603 0.5 10 10 90 261 457 A 653 0.5 10 10 A 100 281 492 703 4% Disease Severity_QZl> Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 10 day 0.5 10 20 20 161 282 403 0.5 10. 20 30 181 317 453 0.5 10 20 40 201 352 503 0.5 10 20 50 221 387 1 553 0.5 10 20 60 241 422 2: 603 0.5 10 20 - 70 261 457 653 0.5 10 20 80 281 492 703 0.5 10 20 90 301 527 753 0.5 10 20_ 100 321 562 803 0.5 10 30 30 221 387 553 0.5 10 30 40 241 422 603 0.5 10 30 50 261 457 653 0.5 10 30 60 281 492 703 0.5 10 30 70 301 527 753 0.5 10 ' 30 80 321 562 803 0.5 10 30 90 341 597 853 0.5 10 30 100 361 632 903 0.5 10 40 40 281 492 703 0.5 10 40 50 301 527 753 0.5 10 40 60 321 562 803 0.5 10 40 70_ 341 597 853 0.5 10 40 80 361 632 903 0.5 10 40 90 381 667 953 0.5 10 40 100 401 702 1003 0.5 10 50 50 341 597 853 0.5 10. 50 60 361 632 903 0.5 10 50 70 381 667 953 0.5 10 50 80 401 702 1003 0.5 10 50 90 421 737 1053 0.5 10 50 100 441 772 1103 0.5 10 60 60 401 ‘ 702 1003 0.5 10 60 70 421 737 1053 0.5 10 60 80 441 772 1103 0.5 10 60 90 461 807 1153 0.5 10 60 100 481 842 1203 0.5 10 70 gg 461 807 1153 0.5 10 70 80 481 842 1203 0.5 10 70 Q0 501 877 1253 0.5 10 7o 100 521 912 1303 0.5 10 80 80 521 912 1303 0.5 10 80 90 541 947 1353 0.5 10 80 100 561 982 1403 0.5 10 90 90 581 1017 1453 0.5 10 90 100 601 1052 1503 0.5 10 100 100 641 1122 1603 45 Disease Severity (Z) Area Under ;he.Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 0.5 20 20 20 201 352 503 0.5 20 20 30 221 387 553 0.5 20 20 40 241 422 603 0.5 20 20 50 261 457 653 0.5 20 20 60 281 492 703 0.5 20 20 70 301 527 753 0.5 20 20 80 321 562 803 0.5 20 20 90 341 597 853 0.5 20 20 100 361 632 903 0.5 20 30 30 261 457 653 0.5 20 30 40 281 492 703 0.5 20 30 50 301 527 753 0.5 20 30 60 321 562 803 0.5 20 30 70 341 597 853 0.5 20 30 80 361 632 ' 903 0.5 20 30 90 381 667 953 0.5 20 30 100 401 702 1003 0.5 20 40 40 321 562 803 0.5 20 40 50 341 597 853 0.5 20 40 60 361 632 903 0.5 20 40 70 381 667 953 0.5 20 40 80 401 702 1003 0.5 20 40 90 421 737 1053 0.5 20 40 100 441 772 1103 0.5 20 50 50 381 667 953 0.5 20 50 60 401 702 1003 0.5 20 50 70 421 737 1053 0.5 20 50 80 441 772 1103 0.5 20 50 90 461 807 1153 0.5 20 50 100 481 842 1203 0.5 20 60 60 441 , 772 1103 0.5 20 60 70 461 807 1153 0.5 20 60 80 481 842 1203 0.5 20 60 90 501 877 1253 0.5 20 60 100 521 912 1303 0.5 20 70 70 501 877 1253 0.5 20 70 -80 521 912 1303 0.5 20 70 90 541 947 1353 0.5 20 70 100 561 982 1403 0.5 20 80 80 561 982 1403 0.5 20 80 90 581 1017 1453 0.5 20 80 100 601 1052 1503 7 0.5 20 90 90 621 1087 1553 0.5 20 - 90 100 641 1122 1603 0.5 20 100 100 681 1192 1703 46 Disease Severity (Z) Area Under the Disease Progress Curv< Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 dag 10 day 0.5 30 30 30 301 527 753 0.5 30 30 40 321 562 803 0.5 30 30 50 341 597 853 0.5 30 30 60 361 632 1 903 0.5 30 30 70 381 667 4” 953 0.5 30 30 80 401 702 1003 0.5 30 30 90 421 737 1053 0.5 30 30 100 441 772 1103 0.5 30 40 40 361 632 903 0.5 30 40 A 50 381 667 953 0.5 30 40 60 401 702 1003 0.5 30 40 70 421 737 1053 0.5 30 40 80 441 772 1103 0.5 30 A 40 90 461 807 1153 0.5 30 40 100 481 842 1203 0.5 30 50 50 421 737 1053 0.5 30 50 60 441 772 1103 0.5 30 50 70 461 807 1153 0.5 30 50 80 481 842 1203 0.5 30 50 90 501 877 1253 0.5 30 50 100 521 912 1303 0.5 30 60 60 ‘ 481 842 1203 0.5 30 60 70 501 877 1253 0.5 30 60 80 521 912 1303 0.5 30 60 90 541 947 1353 0.5 30 60 100 561 982 1403 0.5 30 70 70 541 947 1353 0.5 30 70 80 561 982 1403 0.5 30 70 90 581 1017 1453 0.5 30 70 100 601 1052 1503 0.5 30 80 80 601 1052 1503 0.5 30 80 A 90 621 1087 1553 0.5 30 80 100 641 1122 1603 0.5 30 90 90 661 1157 1653 0.5 30 90 '100 681 1192 1703 0.5 30 100 100 721 1262 1803 0.5 40 40 40 401 702 1003 0.5 40 40 50 421 737 1053 0.5 40 40 60 441 772 1103 0.5 40 40 70 461 807 1153 0.5 40 40 80 481 842 1203 0.5 40 40 90 501 877 1253 0.5 40 40 100 521 912 1303 47 O U‘ U) r-I CQOQO OQOOCDQ COG QCDC OCOQ OOOOQ OQOQOC U1U1U1U1U1 U1U\U1U‘IU‘IU1 U1U1U1 U1U1U1 UIUILDU’! U1U\U1U1U1 U1U1U1U1U1U1 C>c>c>c>c> c>c>c> c>c>c> c>c>c>o u1u1u1uru1 u\u1u1 \n\n\n uwuwurun Disease Severity (Z) Area Under the Disease Progress Curve Obs. 2 Obs. 3 Obs. 4 4 day _ 7 daz 10 day 40 50 50 461 807 1153 40 50 60 481 842 1203 40 50 70 501 877 1253 40 50 80 521 912 1303 40 50 90 541 947 1353 40 50 100 561 982 1403 40. 60 60 521 912 1303 40 60 70 541 947 1353 40 60 80 561 982 1403 40 60 90 581 1017 1453 40 60 100 601 1052 1503 40 70 70 581 1017 A 1453 40 70 80 601 1052 1503 40 70 90 621 1087 1553 40 70 100 641 1122 1603 40 80 80 641 1122 1603 40 80 90 661 1157 1653 40 80 100 681 1192 1703 40 90 _ 90 701 1227 1753 40 90 100 721 1262 1803 40 100 100 761 1232 1903 50 50 50 501 877 1253 50 50 60 521 912 1303 50 50 70 541 947 1353 50 50 80 561 982 1403 50 50 90 581 1017 1453 50 50 100 601 1052 1503 50 60 60 561 982 1403 50 60 70 581 1017 1453 50 60 80 601 ,1052 1503 50 60 90 621 1087 1553 50 60 100 641 1122 1603 50 70 70 621 1087 1553 50 70 80 641 1122 1603 50 70 90 661 1157 1653 50 70 100 681 1192 1703 50 80 80 681 1192 1703 50 80 90 701 1227 1753 50 80’ 100 721 1262 1803 50 90 90 741 1297 1853 50 90 100 761 1332 1903 50 100 100 801 1402 2003 60 60 60 601 1052 1503 60 60 70 621 1087 1553 60 60 80 641 1122 1603 60 60 90 661 1157 - 1653 60 60 100 681 1192 1703 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day * 0.5 60 70 70 661 1157 1653 0.5 60 70 so 6s1 1192 1703 0.5 60 70 90 701 1227 1753 0.5 60 70 100 721 1262 , 1s03 0.5 60 so so 721 1262 1s03 0.5 60 s0 90 741 1297 1s53 0.5 60 so 100 761 1332 1903 0.5 60 90 90 7s1 1367 1953 ‘ 0.5 60 90 100 s01 1402 1 2003 0.5 60 100 100 s41 1472 1 2103 0.5 70 70 70 701 1227 1753 0.5 70 %70 so 721 1262 1s03 0.5 70 - 70 90 741 1297 1853 0.5 70 70 100 761 1332 1903 0.5 70 so so 761 1332 1903 0.5 70 so 90 7s1 1367 1953 0.5 70 so 100 s01 1402 2003 0.5 70 90 90 s21 1437 2053 0.5 70 90 100 s41 1472 2103 0.5 70 % 100 100 ss1 1542 eaa%r:""'1 0.5 so so so s01 1402 2003 0.5 so so 90 s21 1437 2053 0.5 so so 100 s41 1472 2103 0.5 so 90 90 s61 1507 2153 0.5 so 90 100 ss1 1542 2203 10.5 so 100 100 921 1612 2303 0.5 900 9 90 90 901 1577 ' 2253 0.5 90 <5 .1 90 100 921 1612 2303 0.5 90 100 100 961 16s2 2403 0.5 100 100 100 1001 1752 2503 1 1 1 1 12 21 30 1 1 1 5 20 35 50 1 1 1 10 30 53 75 1 1 1 20 50 ss 125 1 1 1 30 70 123 175 1 1 1 40 90 15s 225 1 1 1 50 110 193 275 1 1 1 60 130 22s 325 M 1 1 1 70 150 263 375 1 1 1 so 170 29s 425 1 1 1 90 190 333 475 _ 1 1 1 100 1nrrlrH> 36s 525 49 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 1 1 5 5 36 63 90 1 1 5 10 46 81 115 1 1 5 20 66 116 165 1 1 5 30 86 151 215 1 1 5 40 106 186 265 1 1 5 50 126 221 315 1 1 5 60 146 256 365 1 1 5 70 166 291 415 1 1 5 80 186 326 V 465 1 1 5 90 206 361 515 1 1 5 100 226 396 565 1 1 10 10 66 116 165 1 1 10 20 86 151 215 1 1 10 30 106 186 265 1 1 10 40 126 221 315 1 1 10 50 146 256 365 1 1 10 60 166 291 415 1 1 10 70 186 326 465 1 1' 10 80 206 361 515 1 1 10 90 226 396 565 1 1 10 100 246 431 615 1 1 20 20 126 221 315 1 1 20 30 146 256 365 1 1 20 40 166 291 415 1 1 20 50 186 326 465 1 1 20 60 206 361 515 1 1 20 70 226 396 565 1 1 20 80 246 431 615 1 1 20 90 266 466 665 1 1 20 100 286 501 715 1 1 V30 30 186 - 326 465 1 1 30 40 206 361 515 1 1 30 50 226 396 565 1 1 30 60 246 431 615 1 1 30 70 266 466 665 1 1 30 80 286 501 715 1 1 30 90 306 536 765 1 1 30 100 326 571 815 1 1 40 40 246 431 615 1 1 40 50 266 466 665 1 1 40 60 286 501 715 1 1 40 70 306 536 765 1 1 40 80 326 571 815 1 1 40 90 346 606 865 1 1 40 100 366 641 915 Disease Severity (Z) Area Under the Disease Progress Cury Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 1 1 50 50 306 536 765 1 1 50 60 326 571 815 1 1 50 70 346 606 1 865 1 1 50 80 366 - 641 L 915 1 1 50 90 386 676 965 1 1 50 100 406 711 1015 1 1 60 60 366 641 915 1 1 60 70 386 676 965 1 1 60 80 406 711 1015 1 1 60 90 426 746 1065 1 1 60 100 446 _ 781 1115 1 1 70 70 426 746 1065 1 1 70 80 446 781 1115 1 1 70 90 466 816 1165 1 1 70 100 486 851 1215 1 1 80 80 486 851 1215 1 1 80 90 506 886 1265 1 1 80 100 526 921 1315 1 1 90 90 546 956 1365 1 1 90 100 566 991 1415 1 1 100 100 606 1061 1515 1 5 5 5 52 91 130 1 5 5 10 62 109 155 1 5 5 20 82 144 205 1 5 5 30 102 179 255 1 5 5 40 122 214 305 1 5 5 50 142 249 355 1 5 5 60 162 284 405 1 5 5 70 182 319 455 1 5 5 80 202 354 505 1 5 5 90 222 389 . 555 1 5 5 100 242 424 605 1 5 10 10 82 144 205 1 5 10 20 102 179 255 1 5 10 30 122 214 305 1 5 10 40 142 249 355 1 5 10 50 162 284 405 1 5 10 60 182 319 455 1 5 10 70 202 354 505 1 5 10 80 222 389 555 1 5 10 90 242 424 605 1 5 10 100 262 459 655 O U‘ U! '_-,;'_.'_4 '_g|_g|_¢|_.n p-ng-ny-Ay-ny-A I-li-li-‘i-ll-‘l-d P-‘I-ll-‘l-‘l-"l-‘F-i l-li-‘II-‘P-‘F-‘P-‘l-‘l-l i-"F-"F-‘l-‘I-li-li-‘l-‘Pd 5 Disease Severigy (Z) Obs. 2 Obs. 3 Obs. 5 20 20 5 20 30 5 20 40 5 20 50 5 20 60 5 20 70 5 20 80 5 20 90 5 20 100 1 30 30 1 30 40 1 30 50 1 30 60 1 30 .70 1 30 80 1 30 90 1 30 100 1 40 40 1 40 50 1 40 60 1 40 70 1 40 80’ 1 40 90 1 40 100 1 50 50 1 50 60 1 50 70 1 50 80 »1 50 90 1 50 100 1 60 60 1 60 70 1 60 80 1 60 90 1 60 .100 1 70 70 1 70 80 1 70 90 1 70 100 1 80 80 1 80 90 1 80 100 1 90 90 1 90 100 1 100 100 51 Area Under the Disease Progress Curve 10 dag 355 405 455 505 555 605 655 705 755 505 555 605 655 705 755 805 855 655 705 755 805 855 905 955 805 .855 905 955 1005 1055 955 1005 1055 1105 1155 1105 1155 1205 1255 1255 1305 1355 1405 1455 1555 Disease Severity (Z) Area Under the Disease Progress Curve Obs, 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 day 10 day 1 10 10 10 102 179 255 1 10 10 20 122 214 305 1 10 10 30 142 249 g 355 1 10 10 40 162 284 ' 405 1 10 104 50 182 319 455 1 10 10 60 202 354 505 1 10 10 70 222 389 555 1 10 10 80 242 424 605 1 10 10 90 262 459 655 1 10 10 100 282 494 705 1 10 20 20 162 284 405 1 10 20 30 182 319 455 1 10 _ 20 40 202 354 505 1 10 20 50 222 389 555 1 10 20 60 242 424 605 1 10 20 70 262 459 655 1 10 20 80 282 494 705 1 10 20 90 302 529 755 1 10 20 100 322 564 805 1 10 30 30 222 389 555 1 10 30 40 242 424 605 1 10 30 50 262 459 655 1 10 30 60 282 494 705 1 10 30 70 302 529 755 1 10 30 80 322 564 805 1 10 30 90 342 599 855 1 10 30 100 362 634 905 1 10 40 40 282 494 705 1 10 40 50 302 529 755 1 10 40 60 322 564 805 1 10 40 70 342 599 855 1 10 40 80 362 634 905 1 10 40 90 382 669 955 1 10 40 1008 402 704 1005 1 10 50 50 342 599 855 1 10 50 60 362 634 905 1 10 50 70 382 669 955 1 10 50 80 402 704 1005 1 10 50 90 422 739 1055 1 10 50 100 442 774 1105 1 10 60 60 402 704 1005 1 10 60 70 422 739 1055 1 10 60 80 442 774 1105 1 10 60 90 462 809 1155 1 10 60 100 - 482 844 1205 53 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 day 10 day 1 10 70 70 462 809 1155 1 10 70 80 482 844 1205 1 10 70 90 502 879 1255 1 10 70 100 522 914 1305 1 10 80 80 522 914 1305 1 10 80 90 542 949 1355 1 10 80 100 562 A 984 1405 1 10 90 90 582 1019 1455 1 10 90 100 602 1054 1505 1 10 100 100 642 1124 1605 1 20 20 20 202 354 505 1 20 20 30 222 389 555 1 20 20 40 242 424 605 1 20 20 50 262 459 655 1 20 20 60 282 494 705 1 20 20 70 302 529 755 1 20 20 80 322 564 805 1 20 20 90 342 599 855 1 20 20 100 362 634 905 1 20 30 30 262 459 655 1 20 30 40 282 494 705 1 20 30 50 302 529 755 1 20 30 60 322 564 805 1 20 30 70 342 599 855 1 20 30 80 362 634 905 1 20 30 90 382 669 955 1 20 30 100 402 704 1005 1 20 40 40 322 ’ 564 805 1 20 40 50 342 599 855 1 20 40 60 362 634 905 1 20 40 70 382 669 955 1 20 40 80 402 704 1005 1 20 40 90 422 739 1055 1 20 40 100 442 774 1105 1 20 50 50 382 ‘669 955 1 20 50 60 402 704 1005 1 , 20 50 70 422 739 1055 1 “ 20 50 80 442 774 1105 1 20 50 90 462 809 1155 1 20 50 100 482 844 . 1205 1 20 60 60 442 774 1105 1 20 60 70 462 809 1155 1 20 60 80 “482 844 1205 1 20 60 90 502 879, 1255 1 20 60 _100 522 914 1305 Disease Severity (Z) Aiea Under the Disease Progpess Cg Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 10 dag 1 20 70 70 502 879 1255 1 20 70 80 522 914 1305 1 20 70 90 542 949 1355 1 20 70 100 562 984 1405 1 20 80 80 562 984 1405 1 20 80 90 582 1019 1455 1 20 80 100 602 1054 1505 1 20 90 90 622 1089 1555 1 20 90 100 642 1124 1605 1 20 100 100 682 1194 1705 1 30 30 . 30 302 529 755 1 30 30 40 322 564 805 1 30 . ‘ 30_ 50 342 599 855 1 30 30 60 362 634 905 1 30 30 70 382 669 955 1 30 30 80 402 704 1005 1 30 30 90 422 739 1055 1 30 30 100 442 774 1105 1 30 40 40 362 ' 634 905 1 30 ‘ 40 50 382 669 955 1 30 40 60 402 704 1005 1 30 40 70 422 739 1055 1 30 40 - 80 442 774 1105 1 30 40 90 462 809 1155 1 30 40 100 482 844 1205 1 30 50 50 422 739 1055 1 30 50 60 442 774 1105 1 30 50 70 462 809 1155 1 30 50 _ 80 482 844 1205 1 30 50 90 502 879 1255 1 301 50 100 522 914 1305 1 30 60 60 482 844 1205 1 30 60 70 502 879 1255 1 30 60 80 522 914 1305 1 30 60 _ 90 542 949 1355 1 30 60 ‘100 562 984 1405 1 30 70 70 542 949 1355 1 30 70 80 562 984 1405 1 30 70 90 582 1019 1455 1 30 70 100 602 1054 1505 1 30 80 80 602 1054 1505 1 30 80 90 622 1089 1555 1 30 80 100 642 1124 1605 1 30 90 90 662 1159 1655 1 ‘ 30 90 100 682 1194 1705 1 30 100 100 722 1264 1805 55 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 1 40 40 40 402 704 1005 1 40 40 50 422 739 1055 1 4O 4O 6O 442 774 1105 1 40 40 7O 462 809 1155 1 40 40 80 482 844 1205 1 40 40 90 502 879 1255 1 40 40 100 522 914 1305 1 40 50 50 462 809 1155 1 40 50 60 482 844 1205 1 40 50 7O 502 879 1255 1 40 50 80 522 914 1305 1 40 50 90 542 949 1355 l 40 50 100 562 984 1405 1 40 60 60 522 914 1305 1 40 6O 70 542 949 1355 1 40 6O 80 562 984 1405 1 4O 60 90 582 1019 1455 1 40 60 100 602 1054 1505 1 40 70 70 582 1019 1455 1 4O 7O 8O 602 1054 1505 1 40 70 90 622 1089 1555 1 40 7O 100 642 1124 1605 1 40 80 80 642 1124 1605 1 4O 80 90 662 1159 1655 1 4O 80 100 682 1194 1705 1 40 90 90 702 1229 1755 1 40 90 100 722 1264 1805 1 4O 1OO 100 762 1334 1905 1 50 50 50 502 ’879 1255 1 5O 50 60 522 914 1305 1 50 50 7O 542 949 1355 1 50 50 80 562 984 1405 12 5O 5O 90 582 1019 1455 1 50 50 100 602 1054 1505 1 50 6O 60 562 984 1405 1 50 60 70 582 1019 1455 1 SO 60 80 602 1054 1505 1 :50 60 90 622 1089 1555 1 I50 60 100 642 1124 1605 1 5O 70 70 622 1089 1555 1 50 70 80 642 1124 1605 1 50 70 90 662 1159 1655 1 50 7O 1OO 682 1194 1705 Disease Severigy (Z) Area Under the Disease Progress Cu Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 10 day 1 50 80 80 682 1194 1705 1 50 80 90 702 1229 _ 1755 1 50 80 100 722 1264 1 1805 1 50 90 90 742 1299 1855 1 50 90 100 762 1334 1905 1 50 100 100 802 1404 2005 1 60 60 60 602 1054 1505 1 60 60 70 622 1089 1555 1 60 60 80 642 1124 1605 1 60 60 90 662 1159 1655 1 60 60 100 682 1194 1705 1 60 70 70 662 1159 1655 1 60 70 80 682 1194 1705 1 60 70 90 702 1229 1755 1 60 70 100 722 1264 1805 1 60 80 80 722 1264 1805 1 60 80 90 742 1299 1855 1 60 80 100 762 1334 1905 1 60 90 90 782 1369 1955 1 60 90 100 802 1404 2005 1 60 100 100 842 1474 2105 1 70 70 70 702 1229 1755 1* 70 70 80 722 1264 1805 1 70 70 90 742 1299 1855 1 70 70 100 762 1334 1905 1 70 80 80 762 1334 1905 1 70 80 90 782 1369 1955 1 70 80 100 802 1404 2005 1 70 90 90 822 1439 2055 1 70 90 100 842 1474 2105 1 Y 70 100 ,100 882 1544 2205 1 80 80 80 802 1404 2005 1 ' 80 80 90 822 1439 2055 1 80 80 100 842 1474 2105 1 80 90 90 862 1509 2155 1 80 90 100 882 1544 2205 80 100 100 922 1614 2305 1 90 90 90 902 1579 2255 1 90 90 100 922 1614 2305 1 90 100 100 962 1684' 2405 1 100 100 100 1002 1754 2505 O U‘ U7 wwwwuwmwmmm Wkflkflkflkflkflkflkflkflkflkfl _;1_,1,;w.nwu1ww kflkflkaflkflkflkflkfl Disease Severigy U‘I\J‘IU1KJ1U1U‘IU1U1U1 Obs. u|u\u\uru1u\u1 u1u1u1u1u1u1u1u1 u1u1v1u\u1u1u1u1u\ u1u1u1u1u1u1uwu1u1u1 u1u1u1u\u1u1u1u1u1u1u1 2 Obs. U1U1U1U1U1LflkflkflU1kflU1 20 30 30 30 30 30 30 30 30 40 40 40 40 40 40 40 Obs. 10 20 30 40 50 60 70 80 90 100 10 20 30 40 50 60 70 80 90 100 20 30 40 50 60 70 80 90 100 30 40 50 6O 70 80 90 100 40 50 60 70 80 90 100 57 Area Under the Disease Progress Curve 4 day 60 70 90 110 130 150 170 190 210 230 250 90 110 130 150 170 190 210 230 250 270 150 170 190 210 230 250 270 290 310 210 230 250 270 290 310 330 350 270 290 310 330 350 370 390 7 day 105 123 158 193 228 263 298 333 368 403 438 158 193 228 263 298 333 368 403 438 473 263 298 333 368 403 438 473 508 543 36s 403 438 473 508 543 578 6L3 473 508 543 578 613 648 683 10 day 150 175 225 275 325 375 425 475 -525 575 625 225 275 325 375 425 475 525 575 625 675 375 425 475 525 575 625 675 725 775 525 575 625 675 725 775 825 875 675 725 775 825 875 925 975 58 Disease Severity (%) Area Under the Disease Prqgress Curve Obs. 1 Obs. 2 Obs, 3 Obs. 4 4 day 7 day 10 day 5 5 50 50 330 578 825 5 5 50 60 350 613 ; 875 5 5 50 70 370 648 ‘ 925 5 5 50 80 390 683 975 5 5 - 50 90 410 718 I025 5 5 50 100 430 753 1075 5 5 60 60 390 683 975 5 5 60 70 410 718 I025 5 5 60 80 430 753 I075 5 5 60 90 450 788 1125 5 5 60 100 470 823 1175 5 5 70 70 450 788 1125 5 5 70 80 470 5 823 1175 5 5 70 90 490 858 1225 5 5 70 100 510 893 1275 5 5 80 80 510 893 1275 5 5 80 90 530 928 1325 5 5 80 100 550 963 1375 5 5 90 90 A 570 998 1425 5 5 90 100 590 1033 I475 5 5 100 100 630 1103 1575 5 10 10 10 110 193 275 5 10 10 20 130 228 325 5 10 10 30 150 263 375 5 10 10 40 170 298 425 5 10 10 50 190 333 475 5 10 10 60 210 368 525 5 10 10 70 230 403 575 5 10 10 80 250 438 625 5 10 10 90 270 473 675 5 10 10 100 290 508 725 5 10 20 20 170 298 425 5 10 20 ‘B0 190 333 475 5 10 20 40 210 368 525 5 10 20 50 230 403 575 5 10 20 60 250 438 625 5 10 20 70 270 473 675 5 10 20 80 290 508 725 5 10 20 90 310 543 775 5 10 20 100 330 ' 578 825 O U‘ U) UIUYUI UTUTkflLH U1U1U1U1U1 U1U1U1U1U1U1 U1U1U1U1U1U1U1 Lflkflkflkflkflkflkflu‘! u\u1u\u1u1u=u1u1uw u1u\u1 Disease Severity (Z) Obs. 2 Obs. 3 10 30 10 30 10 30 10 30 10 30 10 V 30 10 30 10 30 10 40 10 40 10 40 10 40 10 40 10 40 10 40 10 50 10 50 10 50 10 50 10 50 10 50 10 60 10 60 10 60 10 60 10 60 10 70 10 70 10 70 10 70 10 80 10 80 10 80 10 90 10 90 10 100 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 59 Obs. 4 30 40 50 60 70 80 90 100 40 50 60 70 80 90 100 50 60 70 80 90 100 60 70 80 90 100 70 80 90 100 80 90 100 90 100 100 20 30 40 50 60 _70 80 90 100 4 daz 230 250 270 290 ' 310 330 350 370 290 310 330 350 370 390 410 350 370 390 410 430 450 410 430 450 470 490 470 490 510 530 530 550 570 590 610 650 210 230 250 270 290 310 330 350 370 7 day 403 438 473 508 543 578 613 648 508 543 578 613 648 683 718 613 648 683 718 753 788 718 753 788 823 858 823 858 893 ' 928 928 963 998 1033 1068 1138 368 403 438 473 508 543 578 613 648 Area Under the Disease Progress Curve 10 day 575 625 675 725 775 825 875 925 725 775 825 875 925 975 1025 875 925 975 1025 1075 1125 1025 1075 1125 1175 1225 1175 1225 1275 1325 1325 1375 1425 1475 1525 1625 525 575 625 675 725 775 825 875 925 O o" m U1U1UI UIUTKIIU‘! U1U1LI1U1UT U1U1U1U1U1U1 U1U1U1U1U1U1U1 U1LJ1U1U1UIU1U1UI SJTU1U1U1kI1kJ1LHU1 U1U1U1 - l Disease Severity_(%) 60 Obs. 2 Obs. 3 Obs. 4 20 30 30 20 30 40 20 30 50 20 30 60 20 30 70 20 30 80 20 30 90 20 30 100 20 40 40 20 40 50 20 40 60 20 40 70 20 40 80 20 40 90 20 40 100 20 50 50 20 50 60 20 50 70 20 50 80 20 50 90 20 50 100 20 60 60 20 60 70 20 60 80 20 60 90 20 60 100 20 70 70 20 70 80 20 70 90 20 70 100 20 80 80 20 80 90 20 80 100 20 90 99 20 90 100 20 100 100 30 30 30 30 30 40 30 30 50 30 30 60 30 30 70 30 30 80 30 30 90 30 30 100 Area Under the Disease Progpess Curve 4 dax 270 290 310 330 350 370 390 410 330 350 370 390 410 430 450 390 410 430 450 470 490 450 470 490 510 530 510 530 550 570 570 590 610 630 650 690 310 330 350 370 390 410 430 450 7 day 473 508 543 578 613 648 683 718 578 613 648 683 ' 718 753 788 683 718 753 788 823 858 788 823 858 893 928 893 928 963 998 998 1033 1068 1103 1138 1208 543 578 613 648 683 718 753 788 10 day 675 725 775 825 875 925 975 1025 825 875 925 975 1025 1075 1125 975 1025 1075 1125 1175 1225 1125 1175 1225 1275 1325 1275 1325 1375 1425 1425 1475 1525 1575 1625 1725 775 825 875 925 975 1025 1075 1125 61 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 ggy 10 day 5 3o 4o 4o 37o 64s 925 5 3o 4o 50 39o 683 ~974- ‘* 5 5 30 40 60 410 718 1025 5 30 40 70 430 753 1075 5 30 40 80 450 788 1125 5 308 40 90 470 823 1175 5 30 40 100 490 858 1225 S 30 50 50 430 753 1075 S 30 50 60 450 788 1125 5 30 50 70 470 823 1175 5 30 50 80 490 858 1225 5 30 50 90 510 893 1275 5 30 50 100 530 928 1325 5 30 60 60 490 858 1225 5 30 60 70 510 893 1275 5 30 60 80 530 928 1325 5 30 60 90 550 963 1375 5 30 60 100 570 998 1425 5 30 70 70 550 963 1375 5 30 70 80 570 998 1425 5 30 70 90 590 1033 1475 5 30 70 V 100 610 1068 1525 5 30 80 80 610 1068 1525 5 30 80 90 630 1103 1575 5 30 80 100 650 1138 1625 5 30 90 90 670 1173 1675 5 30 90 100 690 1208 1725 S 30 100 100 730 1278 1825 5 40 40 40 410 718 1025 5 40 40 50 430 753 1075 5 40 40 60 450 788 1125 5 40 40 70 470 823 1175 5 40 40 80 490 858 1225 5 40 40 90 510 893 1275 5 40 40 100 530 928 1325 5 40 50 50 470 823 1175 5 40 50 60 490 858 1225 S 40 50 70 510 893 1275 5 40 50 80 530 928 1325 S 40 50 90 550 963 1375 5 40 50 100 570 998 1425 5 40 60 60 530 928 1325 5 40 60 70 550 963 1375 5 40 60 80 570 998 1425 S 40 60 90 590 1033 1475 5 40 60 100 610 1068 1525 62 Disease Severity (Z) Area Under the DiseaseuProgress fiurvj Obs. 1 Obs. 2 Obs, 3 Obs. 4 4 day 7 day 10 day 5 40 70 70 590 1033 1475 5 40 70 80 610 1068 1525 5 40 70 90 630 1103 § 1575 5 40 70 100 650 1133 1625 5 40 80 80 650 1138 1625 5 40 80 90 670 1173 1675 5 40 80 100 690 1208 1725 ‘ 5 40 90 90 710 1243 1775 5 40 90 100 730 1278 1825 5 40 100 100 770 1348 1925 5 50 1 50 50 510 893 1275 5 50 50 60 530 928 1325 5 50 50 70 550 963 1375 5 50 50 80 570 998 1425 5 50 50 90 590 1033 1475 5 50 50 100 610 1068 1525 5 50 60 60 570 998 1425 5 50 60 70 590 ' 1033 1475 5 50 60 80 610 1068 1525 5 50 60 90 6 630 1103 1575 5 50 60 100 650 1138 1625 5 50 70 70 630 1103 1575 5 50 70 80 650 1138 1625 5 50 70 90 670 1173 1675 5 50 70 100 690 1208 1725 5 50 80 80 690 1208 1725 5 50 80 90 710 1243 1775 5 50 80 100 730 1278 1825 5 50 90 90 750 1313 1875 5 50 90 100 770 1348 1925 5 50 100 100 810 1418 2025 5 60 60 80 610 1068 1525 5 60 60 70 630 1103 1575 5 60 60 80 650 1138 1625 5 60 60 90 670 1173 1675 5 60 60 100 690 1208 1725 5 60 70 70 670 1173 1675 5 60 70 80 690 1208 1725 5 60 70 ‘90 710 1243 1775 5 60 70 100 730 1278 1825 63 Disease Severity (Z) Area Under the Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 dag 1O day 5 60 80 80 730 1278 1825 5 60 80 90 750 1313 1875 5 60 80 100 770 1348 1925 5 60 90 90 790 1383 1975 5 60 90 100 810 1418 2025 5 60 1OO 100 850 1487 2125 5 70 70 70 710 1243 1775 5 70 70 80 730 1278 1825 5 70 70 90 750 1313 1875 5 70 70 100 770 1348 1925 5 7O 80 80 770 1348 1925 5 7O 80 9O 790 1383 1975 5 7O 80 100 810 1418 2025 5 70 90 90 830 1453 2075 5 7o 9o 10o s50 +¢ev——‘@i~lXé? asi-i-lr 5 5 70 100 100 890 1558 2225 5 80 80 80 810 1418 2025 5 80 80 90 830 1453 2075 5 80 80 100 850 1488 2125 5 8O 90 90 870 1523 2175 5 80 9O 100 890 1558 2225 5 80 100 100 930 1628 2325 5 90 90 90 910 1593 2275 5 90 90 100 930 1628 2325 5 90 100 100 970 1698 2425 5 100 100 100 1010 1768 2525 10 10 1O 1O 120 ,21O 300 10 1O 1O 2O 140 245 350 10 1O 10 30 160 280 400 10 1O 10 40 180 315 450 10 10 1O 50 200 350 500 10 10 1O 60 220 385 550 1O 1O 10 70 240 420 600 10 10 10 80 260 455 650 1O 10 10 9O 280 490 700 1O 1O 10 100 300 525 750 10 _1O 20 20 180 315 450 10 {1O 20 30 A 200 350 500 10 10 20 40 220 385 550 10 10 20 5O 240 420 600 10 1O 20 60 260 455 650 1O 10 20 70 280 490 700 1O 1O 20 80 300 525 750 10 10 20 90 320 560 800 1O 1O 20 100 340 595 850 64 Disease Severity (%) Area Under The Disease Progress Cu; Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 10 10 30 30 240 420 600 10 10 30 40 260 455 650 l0 10 30 50 280 490 700 10 10 30 60 300 525 1 750 10 10 30 70 320 560 s00 10 10 30 80 340 595 850 l0 l0 30 90 360 630 900 10 10 30 100 380 665 950 10 10 40 40 300 525 750 l0 l0 40 50 320 560 800 10 10 40 60 340 595 850 10 10 40 70 360 630 900 10 10 40 80 380 665 950 10 10 _ 40 90 400 700 1000 10 10 40 100 420 735 1050 l0 l0 50 50 360 630 900 10 10 50 60 380 665 950 10 10 50 70 400 ‘ 700 1000 10 10 50 80 420 735 1050 10 10 50 90 440 770 1100 10 10 50 100 460 805 1150 10 10 60 60 420 735 1050 10 10 60 70 440 770 1100 10 10 60 80 460 805 1150 10 10 60 90 480 840 1200 10 10 60 100 500 875 1250 10 10 70 70 480 840 1200 10 10 70 80 500 875 1250 10 10 70 90 520 910 1300 10 10 70 100 540 945 1350 10 10 80 80 540 945 1350 10 10 80 90 560 980 1400 10 10 80 100 580 1015 1450 10 10 90 Q0 600 1050 1500 10 ~ 10 90 100 e20 1085 1550 10 10 100 100 660 1155 1650 10 20 20 20 220 385 550 10 20 20 30 240 420 600 10 20 20 40 260 455 650 10 20 20 50 280 490 700 10 20 20 60 300 525 750 10 20 20 70 320 560 800 10 20 20 80 340 595 850 10 20 20 90 360 630 900 10 20 20 100 380 665 950 65 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 1O day 10 20 30 30 280 490 700 1O 2O 30 4O 3OO 525 750 10 20 30 50 320 560 800 10 2O 3O 6O 340 595 850 10 20 30 70 360 630 900 10 Z0 30 80 380 665 950 10 2O 3O 9O 4OO 7OO lOOO 10 20 30 100 420 735 1050 10 20 40 40 340 595 850 10 20 40 50 360 630 900 10 20 40 60 380 665 950 10 20 40 70 400 700 1000 10 20 40 80 420 735 1050 10 20 40 90 440 770 1100 10 20 40 100 460 805 1150 10 20 50 50 400 700 1000 lO 2O 5O 60 420 735 1050 10 20 50 70 440 770 1100 10 20 50 80 460 805 1150 10 20 50 90 480 840 1200 1O ZO 5O lOO 5OO 875 1250 10 2O 60 6O 460 805 1150 10 20 60 70 480 840 1200 10 20 60 80 500 875 1250 10 20 60 90 520 910 1300 10 20 60 100 540 945 1350 10 20 70 70 520 910 1300 10 20 70 80 540 945 1350 10 20 70 90 560 980 1400 10 20 70 100 580 _ 1015 1450 10 20 80 80 580 1015 1450 10 20 80 90 600 1050 1500 10 20 80 100 620 1085 1550 10 20 90 90 640 1120 1600 10 20 90 100 660 1155 1650 10 20 100 100 700 1225 1750 10 30 30 30 320 560 800 10 , 30 30 40 340 595 850 10 1 30 30 50 360 630 900 10 30 30 60 380 665 950 10 30 30 70 400 700 1000 10 30 30 80 420 735 1050 10 30 30 90 440 770 1100 10 30 30 100 460 805 1150 66 Disease Severity (Z) Area Under The Disease Prqgress Cug Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 dag 10 dag 10 30 40 40 380 665 950 10 30 40 50 400 700 1000 10 30 40 60 420 735 1050 10 30 40 70 440 770 § 1100 10 30 40 80 460 805 " 1150 10 30 40 90 480 840 1200 10 30 40 100 500 875 1250 10 30 50 50 440 770 1100 10 30 50 60 460 805 1150 10 30 50 70 480 840 1200 10 30 50 80 500 875 1250 10 30 50 90 520 910 1300 10 30 50 100 540 945 1350 10 30 ' 60 60 500 875 1250 10 30 60 70 520 910 1300 10 30 60 80 540 945 1350 10 30 60 90 560 980 1400 10 30 60 100 580 1015 1450 10 30 70 70 560 980 1400 10 30 70 80 .580 1015 1450 10 30 70 90 600 1050 1500 10 30 70 100 - 620 1085 1550 10 30 80 80 620 1085 1550 10 30 80 90 640 1120 1600 10 30 80 100 660 1155 1650 10 30 90 90 680 1190 1700 10 30 90 100 700 1225 1750 10 30 100 100 740 1295 1850 10 40 40 40 420 735 1050 10 40 40 50 440 770 1100 10 40 40 60 460 805 1150 10 40 40 70 480 840 1200 10 40 40 80 500 875 1250 10 40 40 90 520 910 1300 10 8 40 40 100 540 945 1350 10 40 50 50 480 840 1200 10 40 50 60 500 875 1250 10 40 50 1 70 520 910 1300 10 40 50 80 540 945 1350 10 40 50 90 560 980 1400 10 40 50 100 580. 1015 1450 67 Disease Severity (%) Area Under The Disease Progress Curve Obs. 1 Obs. 2 - Obs. 3 Obs. 4 4 day 7 day 10 day 10 40 60 60 540 945 1350 10 40 60 70 560 980 1400 10 40 60 80 580 1015 1450 10 40 60 90 600 1050 1500 10 40 60 100 620 1085 1550 10 40 ' A 70 70 600 1050 1500 10 40 ' 70 80 620 1085 1550 10 40 70 90 640 1120 1600 10 40 70 100 660 1155 1650 10 40 80 80 660 1155 1650 10 40 80 90 680 1190 1700 10 40 80 100 700 1225 1750 10 40 90 90 720 1260 1800 10 40 90 100 740 1295 1850 10 40 100 100 780 1365 1950 10 50 50 50 520 910 1300 10 50 50 60 540 945 1350 10 50 50 70 560 980 1400 10 50 50 80 580 1015 1450 10 50 50 90 600 1050 1500 10 50 50 100 620 1085 1550 10 50 60 60 580 1015 1450 10 50 60 70 600 1050 1500 10 50 60 80 620 1085 1550 10 50 60 90 640 1120 1600 10 50 60 100 660 1155 1650 10 50 70 70 640 1120 1600 10 50 70 80 660 ,1155 1650 10 50 70 90 680 1190 1700 10 50 70 100 700 1225 1750 10 50 80 80 700 1225 1750 10 - 50 80 90 720 1260 1800 10 S0 80 100 740 1295 1850 10 50 90 90 760 1330 1900 10 50 90 100 780 1365 1950 10 50 100 100 820 1435 2050 1o 5 6o 6o 6o e20 1085 1550 10 60 60 70 640 1120 1600 10 60 60 80 660 1155 1650 10 60. 60 90 680 1190 1700 10 60 60 100 700 1225 1750 Disease Severity (Z) Area Under The Diseasgafrqgress 05 Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 daz 7 day 10 dag 10 60 70 70 680 1190 1700 10 60 70 80 700 1225 1750 10 60 70 90 720 1260 2 1800 10 60 70 100 740 1295 Q 1850 10 60 80 80 740 1295 1850 10 60 80 90 760 1330 1900 10 60 80 100 780 1365 1950 10 60 90 90 800 14004 2000 10 60 90 100 820 1435 2050 10 60 100 100 860 1505 2150 10 70 70 70 720 1260 1800 10 70 _ 70 80 740 1295 1850 10 70 70 90 760 1330 1900 10 70 0 70 100 780 1365 1950 10 70 80 80 780 1365 1950 10 70 80 90 800 1400 2000 10 70 80 100 820 1435 2050 10 70 90 90 840 1470 2100 10 70 90 100 860 1505 2150 10 70 100 100 ' 900 1575 2250 10 80 80 80 820 1435 2050 10 80 80 90 840 1470 2100 10 80 80 100 860 1505 2150 10 80 90 90 880 1540 2200 10 80 90 100 900 1575 2250 10 80 100 100 940 1645 2350 10 90 90 90 920 1610 2300 10 90 90 100 940 1645 2350 10 90 100 100 980 1715 2450 10 100 100 100 1020 1785 2550 20 20 20 20 240 420 600 20 ‘ 20 20 39 260 455 650 20 20 20 140 280 490 700 20 20 20 50 300 525 750 20 20 20 60 320 560 800 20 20 20 70 340 595 850 20 20 20 80 360 630 900 20 20 20 90 380 665 950 20 20 20 190 400 700 1000 69 Disease Severity (Z) Area Under The Disease Prqgress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 20 20 30 30 300 525 750 20 20 30 40 320 560 800 20 ' 20 30 50 340 595 850 20 20 30 60 360 630 900 20 20 30 70 380 665 950 20 20 30 80 400 700 1000 20 20 30 90 420 735 1050 20 20 30 100 440 770 1100 20 20 40 40 360 630 900 20 20 40 50 380 665 950 20 20 40 60 400 700 1000 20 20 40 70 420 735 1050 20 20 40 80 440 770 1100 20 20 40 90 460 805 1150 20 20 40 100 480 840 1200 20 20 50 50 420 735 1050 20 20 50 60 440 770 1100 20 20 50 70 460 805 1150 20 20 50 80 480 840 1200 20 20 50 90 500 875 1250 20 20 50 100 520 910 1300 20 20 60 60 480 840 1200 20 20 60 70 500 875 1250 20 20 V 60 80 520 910 1300 20 20 60 90 540 945 1350 20 20 60 100 560 980 1400 20 20 70 70 540 945 1350 20 20 70 80 560 980 1400 20 20 70 90 580 1015 1450 20 20 70 100 600 ,1050 1500 20 20 80 80 600 1050 1500 20 20 80 90 620 1085 1550 20 20 80 100 640 1120 1600 20 20 90 90 660 1155 1650 20 20 90 100 680 1190 1700 20 20 100 100 720 1260 1800 20 30 30 30 340 595 850 20 .i30 30 40 360 630 900 20 ‘30 30 50 380 665 950 20 30 30 60 400 700 1000 20 30 30 70 420 735 1050 20 30 30 80 440 770 1100 20 30 30 90 460 805 1150 20 30 30 100 480 840 1200 70 Disease Severity (Z) Area Under The Disease Prqgyess Cury Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 20 30 40 40 400 700 1000 20 30 40 50 420 735 1050 20 30 40 60 440 770 1 1100 20 30 . 40 70 460 805 P 1150 20 30 40 80 480 840 ~ 1200 20 30 40 90 500 875 1250 20 30 40 100 520 910 1300 20 30 50 50 460 805 1150 20 30 50 60 480 840 1200 20 30 50 70 500 875 1250 20 30 50 80 520 910 1300 20 30 50 90 540 945 1350 20 30 50 100 560 980 1400 20 30 60 60 520 910 1300 20 30 60 70 540 945 1350 20 30 60 80 560 980 1400 20 30 60 90 580 1015 1450 20 30 60 100 600 1050 1500 20 30 70 70 580 1015 1450 20 30 70 80 600 1050 1500 20 30 70 90 620 1085 1550 20 30 70 100 640 1120 1600 20 30 80 80 640 1120 1600 20 30 80 90 660 1155 1650 20 30 80 100 680 1190 1700 20 30 90 90 700 1225 1750 20 30 90 100 720 1260 1800 20 30 100 100 760 1330 1900 20 40 40 40 440 770 1100 20 40 40 50 460 805 1150 20 40 40 60 480 840 1200 20 40 40 70 500 875 1250 20 40 40 80 520 910 1300 20 _ 40 40 90 540 945 1350 20 40 40 100 560 980 1400 20 40 50 50 500 875 1250 20 40 50 60 520 910 1300 20 40 50 70 540 945 1350 20 40 50 80 560 980 1400 20 40 50 90 580 1015 1450 20 40 50 100 600 1050 1500 71 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 day 10 day 20 40 60 60 560 980 1400 20 40 60 70 580 1015 1450 20 40 60 80 600 1050 1500 20 40 60 90 620 1085 1550 20 40 60 100 640 1120 1600 20 40 70 70 620 1085 1550 20 40 70 80 640 1120 1600 20 40 70 90 660 1155 1650 20 40 70 100 680 1190 1700 20 40 80 80 680 1190 1700 20 40 80 90 700 1225 1750 20 40 80 100 720 1260 1800 20 40 90 90 740 1295 1850 20 40 90 100 760 A 1330 1900 20 40 100 100 800 1400 2000 20 50 50 50 540 945 1350 20 50 50 60 560 980 1400 20 50 50 70 580 1015 1450 20 50 50 80 600 1050 1500 20 50 50 90 620 1085 1550 20 50 50 100 640 1120 1600 20 V 50 60 60 600 1050 1500 20 50 60 70 620 1085 1550 20 50 60 80 640 1120 1600 20 50 60 90 660 1155 1650 20 50 60 100 680 1190 1700_ 20 50 _ 70 70 660 1155 1650 20 50 70 80 680 V1190 1700 20 3 50 70 90 700 1225 1750 20 50 70 100 720 1260 1800 20 50 80 80 720 1260 1800 20 50 80 90 740 1295 1850 20 50 80 100 760 1330 1900 20 50 90 90 780 1365 1950 20 50 90 100 800 1400 2000 20 50 100 100 840 1470 2100 - 2o so so so e40 1120 1600 20 60 60 70 660 1155 1650 V20 60 _ 60 80 680 1190 1700 20 60 60 90 700 1225 1750 20 60 60 100 720 1260 1800 20 60 70 - 70 700 1225 1750 20 60 70 80 720 1260 1800 20 60 70 90 A 740 1295 1850 20 60 70 100 760 1330 1900 I12 Disease Severity (Z1_ Area Under The Disease Progress Cuq Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 dag 20 60 so so 760 1330 1900 20 60 so 90 7so 1365 1950 20 60 so 100 s00 1400 Y 2000 20 60 90 90 s20 1435 ’ 2050 20 60 90 100 s40 1470 2100 20 60 100 100 sso 1540 2200 2o 70 70 70 740 1295 1s50 20 70 70 so 760 1330 1900 20 70 70 90 7so 1365 1950 20 70 70 100 soo 1400 2000 20 70 so so soo 1400 2000 20 70 1 so 90 s20 1435 1 2050 20 70 so 100 s40 1470 2100 20 70 90 90 s60 1505 2150 20 1 70 90 100 sso 1540 2200 20 70 100 100 920 1610 2300 20 so so so s40 1470 2100 20 s0 so 90 s60 1505 2150 20 so so 100 sso 1540 2200 20 so 90 90 900 1575 2250 20 so 90 100 920 1610 2300 20 so 100 100 960 16s0 2400 20 90 90 90 940 1645 2350 20 90 90 100 960 16s0 2400 20 90 100 100 1000 1750 2500 20 100 100 100 1040 1s2o 2600 30 30 30 30 360 630 900 30 303 30 40 3s0 665 950 30 30 30 50 400 700 1000 30 30 30 60 420 735 1050 30 30 30 70 440 770 1100 30 6 30 30 so 460 s05 1150 30 30 30 90 4so s40 1200 30 30 30 100 500 s75 1250 30 30 40 40 420 735 1050 30 30 40 50 440 770 1100 30 30 40 60 460 s05 1150 30 30 40 70 4so s40 1200 30 30 40 so 500 s75 1250 30 30 40 90 520 910 1300 30 30 40 100 . 540 945 1350 73 Disease Severity (%) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 3 4 day 7 day 10 day 30 30 50 50 480 840 1200 30 30 50 60 500 875 1250 30 30 50 70 520 910 1300 30 30 50 80 540 945 1350 30 30 50 90 560 980 1400 30 30 50 100 580 1015 1450 30 30 60 60 540 945 1350 3O 3O 6O 7O 560 980 l4OO 30 30 60 ‘ 80 580 1015 1450 30 30 60 90 600 1050 1500 30 30 .60 100 620 1085 1550 30 30 70 70 600 1050 1500 30 3O 70 80 620 lO85 1550 30 30 70 90 640 1120 1600 30 30 70 100 660 1155 1650 30 30 80 80 660 1155 1650 30 30 80 90 680 1190 1700 30 30 80 100 700 1225 1750 30 30 90 90 720 1260 1800 30 30 90 100 740 1295 1850 30 30 100 100 780 1365 1950 30 40 40 40 460 805 1150 30 40 40 50 480 840 1200 30 40 40 60 500 875 1250 30 4O 4O 7O 520 910 1300 30 40 40 80 540 945 1350 _30 40 40 90 560 980 1400 30 40 40 100 ' 580 1015 1450 30 40 50 50 520 910 1300 30 40 50 60 540 945 1350 30 40 50 70 560 980 1400 30 40 50 80 580 1015 1450 30 40 50 90 600 1050 1500 30 40 50 100 620 1085 1550 30 40 6O 60 580 1015 1450 30 40 60 70 600 1050 1500 30 40 60 80 620 1085 1550 30 -‘ 40 60 90 640 1120 1600 3o “ 4o 6o 10o 66o 1155 1650 30 40 70 » 70 640 1120 1600 30 40 7O 80 660 1155 1650 30 40 70 90 680 1190 1700 30 40 70 100 700 1225 1750 l4 Disease Severity (Z) Airea Under The Disease Prqgress C11 Obs. 1 000. 2 Obs. 3 000. 4 4 day 7 day 10 dag 30 40 so so 700 1225 1750 30 40 so 90 720 1200 1s00 30 40 so 100 740 1295 s 1 1s50 30 40 90 90 700 1330 5 1900 30 40 90 100 7s0 1305 1950 30 40 100 100 s20 1435 2050 30 50 50 50 500 9so 1400 ‘ 30 50 50 00 5s0 1015 1450 30 50 50 70 000 1050 1500 30 50 50 so 020 10s5 1550 30 50 50 90 040 1120 1000 30 50 50 100 000 1155 1050 30 50 A 00 00 020 10s5 1550 30 50 00 70 040 1120 1000 30 50 00 so 000 1155 1050 30 50 00 90 0s0 1190 1700 30 50 00 100 700 1225 1750 30 50 70 70 0s0 4 1190 1700 30 50 70 so 700 1225 1750 30 50 70 90 720 1200 1s00 30 50 70 100 740 1295 1s50 30 50 so so 740 1295 1s50 30 50 so 90 700 1330 1900 30 50 so 100 7so 1305 1950 30 50 90 90 s00 1400 2000 30 50 90 100 s20 1435 2050 30 50 100 100 s00 1505 2150 30 00 00 00 000 1155 1050 30 00 00 70 0s0 1190 1700 30 00 00 so 700 1225 1750 30 00 00 90 720 1200 1s00 30 00 00 100 740 1295 1s50 30 00 70 70 720 1200 1s00 30 00 70 so 740 1295 1s50 30 00 70 90 700 1330 1900 30 00 70 100 7s0 1305 1950 30 00 so so 7s0 1305 ' 1950 30 00 so 90 s00 1400 2000 30 00 so 100 s20 1435 2050 30 00 90 90 s40 1470 2100 30 00 90 100 s00 1505 2150 3O 6O 100 100 900 1575 2250 75 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 daz 10 day 30 70 70 70 760 1330 1900 30 70 70 80 780 1365 1950 30 70 70 90 800 1400 2000 30 70 70 100 820 1435 2050 30 70 80 80 820 1435 2050 30 70 80 90 840 1470 2100 30 70 80 100 860 1505 2150 30 70 90 90 880 1540 2200 30 70 90 100 900 1575 2250 30 70 100 100 940 1645 ' 2350 30 80 80 80 860 1505 2150 30 80 80 90 880 1540 2200 30 80 80 100 900 1575 2250 30 80 90 90 920 1610 2300 30 80 90 100 940 1645 2350 30 80 100 100 980 1715 2450 30 90 90 90 960 1680 2400 30 90 90 100 980 1715 2450 30 _90 100 100 1020 1785 2550 30 100, _100 100 1060 1855 2650 40 a 40 40 7 4o 48o s40 1200 40 ‘ 40 40 50 500 875 1250 '40 40 40 60 520 910 1300 40 40 40 70 540 945 1350 40 40 40 80 560 980 1400 40 40 40 90 580 1015 1450 40 40 40 100 600 1050 1500 40 40 50 50 540 945 1350 40 40 50 60 560 980 1400 40 40 50 70 580 1015 1450 40 40 50 80 600 1050 1500 4o 40 _ 50 90 e20 1085 1550. 40 40 50 100 640 1120 1600 40 40 60 60 600 1050 1500 40 40 60 70 620 1085 1550 40 40 60 80 640 1120 1600 40 f 40 60 90 660 1155 1650 40 40 60 100 680 1190 1700 74o 4o 70 70 A 660 1155 1650 40 V40 70 80 680 1190 1700 40 40 70 90 700 1225 1750 40 40 70 100 720 1260 1800 76 Dgfiseage Severity (%) Area Under The Disease Progress Cury Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 dag 7 day 10 day 40 40 80 80 720 1260 1800 40 40 30 90 740 1295 1850 40 40 80 l0 760 1330 __ 1900 40 40 90 90 780 1365 L 1950 40 40 90 100 800 1400 2000 40 40 100 100 840 1470 2100 40 50 50 50 580 1015 1450 40 50 50 60 600 1050 1500 40 50 50 70 620 1085 1550 40 50 50 80 640 1120 1600 40 50 50 90 660 1155 1650 40 50 50 100 680 1190 1700 40 50 1 so 60 640 1120 0 1600 40 50 60 '70 660 1155 1650 40 50 60 80 680 1190 1700 40 50 60 90 700 1225 1750 40 50 60 100 720 1260 1800 40 50 70 70 700 1225 1750 40 50 70 80 720 1260 1800 40 50 70 90 740 1295 1850 40 50 70 100 ' 760 1330 . 1900 40 50 80 80 760 1330 1900 40 50 80 90 780 1365 1950 40 50 80 100 800 1400 ' 2000 40 50 90 90 820 1435 2050 40 50 90 100 840 1470 2100 40 50 100 100 880 1540 2200 40 60 60 60 680 1190 1700 40 60 60 70 700 1225 1750 40 60 60 80 720 1260 1800 40 60 60 90 740 1295 1850 40 60 60 100 760 1330 1900 40 1 60 70 ?9 740 1295 1850 40 60 70 00 760 1330 1900 40 60 70 90 780 1365 1950 40 60 70 100 800 1400 2000 40 60 80 80 800 1400 2000 40 60 80 90 820 1435 2050 40 60 80 100 840 1 1470 2100 40 60 90 90 860 1505 2150 40 60 90 100 880 1540 2200 40 60 100 100 920 1610 2300 77 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 40 70 70 70 780 1365 1950 40 70 70 80 800 1400 2000 40 70 70 90 820 1435 2050 40 70 70 100 840 1470 2100 40 70 80 80 840 1470 2100 40 70 ' 80 90 860 1505 2150 40 70 80 100 880 1540 2200 40 70 90 90 900 1575 2250 40 70 90 100 920 1610 2300 40 70 100 100 960 1680 2400 40 80 80 80 880 1540 2200 40 80 80 90 900 1575 2250 40 80 80 100 920 1610 2300 40 80 90 90 940 1645 2350 40 80 90 100 960 1680 2400 40 80 100 100 1000 1750 2500 40 90 90 90 980 1715 2450 40 90 90 100 1000 1750 2500 40 90 100 100 1040 ‘ 1820 2600 40 100 100 100 1080 1890 2700 50 50 50 50 600 1050 1500 50 50 50 60 620 1085 1550 50 50 50 70 640 1120 1600 50 50 50 80 660 1155 I650 50 50 50 90 680 1190 1700 50 50 50 100 700 1225 1750 50 50 60 60 660 1155 1650 50 50 60 70 680 1190 1700 50 50 60 80 700 1225 1750 50 50 60 90 720 1260 1800 50 50 60 100 740 1295 1850 50 50 70 70 720 1260 1800 50 50 70 80 740 1295 1850 50 50 70 90 760 1330 1900 50 50 70 100 780 1365 1950 50 f 50 80 80 780 1365 1950 50 50 80 90 800 1400 2000 50 50 80 100 820 1435 2050 50 50 90 90 840 1470 2100 50 50 90 100 860 1505 2150 50 50 100 100 900 1575~ 2250 Obs. 1 50 50 "50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 60 60 60 60 60 -Disease Severity (%) Obs. 2 Obs. 3 60 60 60 60 60 60 60 60 60 60 60 70 60 70 60 70 60 70 60 80 60 80 60 80 60 90 60 90 60 100 70 70 70' 70 70 70 70 70 70 80 70 80 70 80 70 90 70 90 70 100 80 80 80 80 80 80 80 90 80 90 80 100 90 90 90 90 90 100 100 100 60 60 60 60 60 60 60 60 60 60 Obs. 60 70 80 90 100 70 80 90 100 80 90 100 90 100 100 70 80 90 100 80 90 100 90 100 100 80 90 100 90 100 100 90 100 100 100 60 70 80 90 100 78 4 Area Under The Diseagg Progress Q 7 day 1225 1260 1295 , 1330 2 1365 1330 1365 1400 1435 1435 1470 1505 1540 1575 1645 1400 1435 1470 1505 1505 1540 1575 1610 1645 1715 1575 1610 1645 1680 1715 1785 1750 1785 1855 1925 1260 1295 1330 1365 1400 79 Disease Severity (Z) Area Under The Disease Progress Curve Obs. 1 Obs. 2 Obs. 3 Obs. 4 4 day 7 day 10 day 60 » 60 70 70 780 1365 1950 60 60 70 80 800 1400 2000 60 60 70 90 820 1435 2050 60 60 70 100 840 1470 2100 60 60 80 80 840 1470 2100 60 60 80 90 860 1505 2150 60 60 80 100 880 1540 2200 60 60 90 90 900 1575 2250 60 60 90 100 920 1610 2300 60 60 100 100 960 1680 2400 60 70 70 70 820 1435 2050 60 70 70 80 840 1470 2100 A 60 70 70 90 860 1505 2150 60 70 70 100 880 1540 2200 60 70_ 80 80 880 1540 2200 60 70 80 90 900 1575 2250 60 70 80 100 920 1610 2300 60 70 90 90 940 1645 2350 60 70 90 100 960 1680 2400 60 70 _ 100 100 1000 1750 250C 60 80 80 80 920 1610 ' 2300 60 80 80 90 940 1645 2350 60 80 80 100 960 1680 2400 60 80 90 90 "980 1715 2450 60 80 90 100 1000 1750 2500 60 80 100 100 1040 1820 2600 e0 90 00 90 1020 11v 0s 2550 60 90 90 100 1040 1820 2600 60 90 100 100 1080 1890 2700 60 100 100 100 1120 1960 2800 7o 7o 7o 7o s40 1470 2100 70 70 70 80 860 1505 2150 70 70 70 90 880 1540 2200 70 70 70 100 900 1575 2250 70 , 70 80 80 900 1575 12250 '70 5 70 80 90 920 1610 2300 70 70 80 100 940 1645 2350 70 70 90 90 960 1680 2400 70 70 90 100 980 1715 2450 70 70 100 100 1020 1785 2550 HIMIIM W 86 ALN&3BE93333 Di a s a. 1 1, Sease t} Area Under the Disease Progress Curvz Obs. 1 Obs. 2 Obs 3 Obs 4 ' ~ ' é_§2z 7 day 10 day 70 8Q 8 70 80 88 28 94° 1645 235° 70 80 ’ 8Q 100 960 16800 2400 980 1715 2450 70 8Q 9O 70 80 90 lgg 1000 1750 2500 70 80 100 100 020 1785 2550 1060 1855 2650 70 9O \ 070 90 90 138 1040 1820 2600 70 90 100 100 1060 1855 2650 70 100 100 100 100 1925 2750 1140 1995 2850 80 39 80 80 - 38 23 960 1680 2400 80 80 80 100 980 1715 2450 1000 1750 2500 80 8Q 9O 80 80 90 138 1320 1785 2550 80 80 100 100 40 1820 2600 1 1080 1890 2700 80 90 80 90 38 13% 1060 1855 2650 80 90 100 100 1020 1890 g2700 80 100 100 100 0 1960 2800 1160 2030 2900 9O 9Q 9O 90 90 90 lag 1030 1890 2700 90 90 100 100 I 0 1925 2750 90 100 100 100 1140 1995 2850 100 100 100 100 80 2065 2950 1200 2100 3000 Q. All programs and information of The Texas Agricultural Experiment Station are available without regard to race, ethnic origin, religion, sex, or age. Mention of a trademark or a proprietary product does not constitute a guarantee or warranty of the product by The Texas Agricultural Experiment Station and does not imply its approval to the exclusion of other products that also may be suitable. 1M-12-80