1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Total Nitrogen LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 149 NUMBER OF UNCENSORED OBS.: 149 CALIBRATION DATA PERIOD OF RECORD: 1974 TO 1994 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9821. 2190. 3630. 5360. 7310. 10788. 20000. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 2.3248E+01 + 2.3173E+00 LN(FLOW) - 6.8364E-02 LN(FLOW)**2 + 1.3757E-01 SIN(DECTIME) + 1.2168E-01 COS(DECTIME) + 9.5417E-03 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.047 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 15.39 ( 26 DF) PROBABILITY LEVEL = 0.950 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 2.3248E+01 + 2.3173E+00 LN(FLOW) - 6.8364E-02 LN(FLOW)**2 + 1.3757E-01 SIN(DECTIME) + 1.2168E-01 COS(DECTIME) + 9.5417E-03 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.047 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = - 2.3377E+01 + 2.2943E+00 LN(FLOW) - 6.5407E-02 LN(FLOW)**2 + 1.3180E-01 SIN(DECTIME) + 1.0304E-01 COS(DECTIME) + 9.5907E-03 DECTIME NOTE: AIKAIKE INFORMATION CRITERION AND SCHWARZ POSTERIOR PROBABILITY CRITERIA DID NOT SELECT SAME BEST FIT MODEL. MODEL SELECTED ON BASIS OF AIKAIKE INFORMATION CRITERION. 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 35. 54. 25. 30. 33. STD DEV LOAD (TON/DAY) 1. 2. 1. 1. 1. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 1. 1. 2. 2. 2. 2. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 4. 20. 30. 43. 62. 83. 139. 208. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 35. 54. 25. 30. 33. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 1. 1. 2. 2. 2. 2. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 4. 20. 30. 43. 62. 83. 139. 209. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 36. 55. 26. 30. 32. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 1. 1. 2. 2. 2. 2. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 3. 20. 30. 44. 63. 85. 147. 220. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 35. 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Total Nitrate + Nitrite LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 159 NUMBER OF UNCENSORED OBS.: 144 CALIBRATION DATA PERIOD OF RECORD: 1974 TO 1995 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9790. 2190. 3700. 5470. 7400. 10775. 19300. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 9.1043E+01 + 1.1608E+00 LN(FLOW) + 5.5651E-01 SIN(DECTIME) + 7.3723E-01 COS(DECTIME) + 4.5520E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.582 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 105.64 ( 28 DF) PROBABILITY LEVEL = 0.001 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 8.7335E+01 + 1.1433E+00 LN(FLOW) + 5.3258E-01 SIN(DECTIME) + 6.9832E-01 COS(DECTIME) + 4.3744E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.542 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = - 6.7753E+01 + 1.0811E+00 LN(FLOW) + 5.1638E-01 SIN(DECTIME) + 6.3365E-01 COS(DECTIME) + 3.4215E-02 DECTIME WARNING: THE MAXIMUM PREDICTED CONCENTRATION EXCEEDS TWICE THE MAXIMUM OBSERVED SAMPLE CONCENTRATION. 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 18. 30. 6. 10. 24. STD DEV LOAD (TON/DAY) 2. 3. 1. 1. 3. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 1. 2. 2. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 5. 12. 24. 38. 50. 89. 189. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 17. 29. 6. 10. 23. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 1. 1. 2. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 5. 12. 23. 36. 47. 84. 176. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 16. 26. 6. 10. 21. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 1. 1. 1. 2. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 1. 5. 12. 21. 33. 41. 72. 150. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 13. 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Dissolved Ammonia LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 96 NUMBER OF UNCENSORED OBS.: 89 CALIBRATION DATA PERIOD OF RECORD: 1979 TO 1995 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 10458. 2190. 4572. 5755. 7585. 10875. 21730. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 3.8202E+00 + 1.2814E+00 LN(FLOW) + 5.9221E-01 SIN(DECTIME) + 7.9320E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.632 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 28.22 ( 16 DF) PROBABILITY LEVEL = 0.030 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 3.6777E+00 + 1.2682E+00 LN(FLOW) + 5.9269E-01 SIN(DECTIME) + 7.5485E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.602 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = - 3.7260E+00 + 1.2729E+00 LN(FLOW) + 7.0479E-01 SIN(DECTIME) + 7.5527E-01 COS(DECTIME) 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.40 4.30 0.70 1.40 3.20 STD DEV LOAD (TON/DAY) 0.27 0.61 0.10 0.22 0.51 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 3. 5. 7. 12. 35. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.60 4.60 0.78 1.40 3.40 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 4. 5. 7. 13. 37. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.70 5.10 0.78 1.30 3.50 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 4. 6. 8. 15. 41. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 2.5 - 2.6 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Total Phosphorus LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 154 NUMBER OF UNCENSORED OBS.: 154 CALIBRATION DATA PERIOD OF RECORD: 1974 TO 1994 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9857. 2190. 3665. 5448. 7355. 10825. 19650. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 1.9591E+01 + 1.0890E+00 LN(FLOW) + 9.6635E-03 SIN(DECTIME) - 2.3534E-01 COS(DECTIME) - 1.0750E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.198 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 42.61 ( 27 DF) PROBABILITY LEVEL = 0.029 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 1.9591E+01 + 1.0890E+00 LN(FLOW) + 9.6635E-03 SIN(DECTIME) - 2.3534E-01 COS(DECTIME) - 1.0750E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.198 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = + 3.6653E+00 + 1.1833E+00 LN(FLOW) - 3.8642E-02 SIN(DECTIME) - 2.6952E-01 COS(DECTIME) - 3.1123E-03 DECTIME NOTE: AIKAIKE INFORMATION CRITERION AND SCHWARZ POSTERIOR PROBABILITY CRITERIA DID NOT SELECT SAME BEST FIT MODEL. MODEL SELECTED ON BASIS OF AIKAIKE INFORMATION CRITERION. 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.00 3.10 2.00 1.80 1.30 STD DEV LOAD (TON/DAY) 0.09 0.19 0.12 0.12 0.09 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 2. 4. 5. 9. 17. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.00 3.00 2.00 1.70 1.30 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 2. 4. 5. 9. 17. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 2.10 3.10 2.10 1.90 1.30 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 1. 2. 2. 4. 6. 11. 23. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 2.1 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Soluble Reactive Phosphorus (measured as Dissolved Orthophosphate) LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 75 NUMBER OF UNCENSORED OBS.: 58 CALIBRATION DATA PERIOD OF RECORD: 1982 TO 1995 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 10691. 2190. 3826. 5490. 7600. 11800. 21960. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 5.4832E+00 + 1.3504E+00 LN(FLOW) + 2.5793E-01 SIN(DECTIME) + 2.4936E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.524 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 28.92 ( 12 DF) PROBABILITY LEVEL = 0.004 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 4.7402E+00 + 1.2796E+00 LN(FLOW) + 1.9130E-01 SIN(DECTIME) + 1.9814E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.461 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = - 4.9193E+00 + 1.2938E+00 LN(FLOW) + 2.5590E-01 SIN(DECTIME) + 3.5618E-01 COS(DECTIME) NOTE: AIKAIKE INFORMATION CRITERION AND SCHWARZ POSTERIOR PROBABILITY CRITERIA DID NOT SELECT SAME BEST FIT MODEL. MODEL SELECTED ON BASIS OF AIKAIKE INFORMATION CRITERION. 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 0.68 1.20 0.40 0.51 0.62 STD DEV LOAD (TON/DAY) 0.07 0.17 0.06 0.09 0.10 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 1. 2. 4. 8. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 0.76 1.30 0.48 0.61 0.69 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 1. 2. 4. 8. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 0.80 1.30 0.43 0.62 0.81 PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 0. 0. 0. 0. 0. 0. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 0. 0. 1. 1. 2. 2. 4. 9. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 0.73 - 0.76 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Total Suspended Sediment LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 133 NUMBER OF UNCENSORED OBS.: 133 CALIBRATION DATA PERIOD OF RECORD: 1975 TO 1994 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 12262. 2190. 4158. 5930. 7760. 14200. 27120. 49500. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 2.1141E+01 - 3.4619E+00 LN(FLOW) + 2.9125E-01 LN(FLOW)**2 - 1.6129E-01 SIN(DECTIME) - 4.8654E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.443 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 27.09 ( 23 DF) PROBABILITY LEVEL = 0.252 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 2.1141E+01 - 3.4619E+00 LN(FLOW) + 2.9125E-01 LN(FLOW)**2 - 1.6129E-01 SIN(DECTIME) - 4.8654E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.443 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = + 2.1523E+01 - 3.3451E+00 LN(FLOW) + 2.7520E-01 LN(FLOW)**2 - 6.2708E-02 SIN(DECTIME) - 3.5567E-01 COS(DECTIME) WARNING: THE MAXIMUM PREDICTED CONCENTRATION EXCEEDS TWICE THE MAXIMUM OBSERVED SAMPLE CONCENTRATION. WARNING: MAXIMUM PREDICTED CONCENTRATION EXCEEDS 100000 UG/L 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 1100. 1800. 1200. 940. 310. STD DEV LOAD (TON/DAY) 92. 190. 140. 120. 35. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 8. 15. 23. 31. 48. 67. 142. 511. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 46. 252. 417. 812. 1903. 3523. 13593. 81330. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 1100. 1800. 1200. 930. 300. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 8. 15. 23. 31. 47. 66. 140. 517. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 46. 247. 408. 795. 1864. 3457. 13457. 82329. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 940. 1600. 960. 790. 350. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 11. 17. 23. 29. 42. 56. 111. 320. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 67. 283. 432. 784. 1717. 3024. 10448. 50979. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 1700. 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Dissolved Chloride LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 157 NUMBER OF UNCENSORED OBS.: 157 CALIBRATION DATA PERIOD OF RECORD: 1974 TO 1994 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9814. 2190. 3686. 5480. 7400. 10788. 19440. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 2.5135E+01 + 5.5191E-03 LN(FLOW) + 5.3041E-02 LN(FLOW)**2 + 6.7400E-02 SIN(DECTIME) + 1.8191E-01 COS(DECTIME) + 1.7064E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.046 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 49.03 ( 28 DF) PROBABILITY LEVEL = 0.008 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = - 2.5135E+01 + 5.5191E-03 LN(FLOW) + 5.3041E-02 LN(FLOW)**2 + 6.7400E-02 SIN(DECTIME) + 1.8191E-01 COS(DECTIME) + 1.7064E-02 DECTIME ESTIMATED RESIDUAL VARIANCE = 0.046 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = - 2.4889E+01 + 1.1578E-02 LN(FLOW) + 5.4157E-02 LN(FLOW)**2 + 4.7247E-02 SIN(DECTIME) + 1.8278E-01 COS(DECTIME) + 1.6862E-02 DECTIME NOTE: AIKAIKE INFORMATION CRITERION AND SCHWARZ POSTERIOR PROBABILITY CRITERIA DID NOT SELECT SAME BEST FIT MODEL. MODEL SELECTED ON BASIS OF AIKAIKE INFORMATION CRITERION. 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 280. 400. 200. 260. 280. STD DEV LOAD (TON/DAY) 6. 12. 6. 9. 9. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 8. 10. 11. 13. 14. 15. 16. 17. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 49. 164. 241. 336. 477. 633. 1134. 1969. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 290. 400. 200. 260. 280. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 8. 10. 11. 13. 14. 15. 16. 17. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 49. 164. 241. 336. 477. 633. 1136. 1983. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 290. 400. 200. 270. 280. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 8. 10. 11. 13. 14. 15. 16. 16. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 47. 165. 240. 337. 481. 648. 1182. 2088. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 280. 1 STATION NAME: Wisconsin River at Muscoda, WI STATION NUMBER: 054070000 DRAINAGE AREA: 10400.0 SQUARE MILES CONSTITUENT: Dissolved Silica (The values represented here are for SiO2. Values for loads and concentrations have been converted to represent elemental Si. Si = 0.46744 * SiO2 ) LOAD ESTIMATES FOR 19741001 TO 19940930 TOTAL NUMBER OF OBS.: 157 NUMBER OF UNCENSORED OBS.: 157 CALIBRATION DATA PERIOD OF RECORD: 1974 TO 1994 CALIBRATION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9814. 2190. 3686. 5480. 7400. 10788. 19440. 45100. PREDICTION DATA SET STREAMFLOW SUMMARY STATISTICS MEAN MINIMUM 10TH PCT 25TH PCT MEDIAN 75TH PCT 90TH PCT MAXIMUM 9134. 1460. 4030. 5675. 7560. 10600. 15500. 59000. MAXIMUM LIKELIHOOD ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 3.5557E+00 + 9.5047E-01 LN(FLOW) + 3.9198E-01 SIN(DECTIME) + 3.5491E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.536 TURNBULL-WEISS LIKELIHOOD RATIO NORMALITY TEST STATISTIC = 72.92 ( 28 DF) PROBABILITY LEVEL = 0.001 LINEAR ATTRIBUTION ESTIMATE OF BEST FIT MODEL --------------------------------------------- LN(LOAD) = + 3.5557E+00 + 9.5047E-01 LN(FLOW) + 3.9198E-01 SIN(DECTIME) + 3.5491E-01 COS(DECTIME) ESTIMATED RESIDUAL VARIANCE = 0.536 LEAST ABSOLUTE DEVIATION ESTIMATE OF BEST FIT MODEL --------------------------------------------------- LN(LOAD) = + 3.0363E+00 + 1.0280E+00 LN(FLOW) + 5.6115E-01 SIN(DECTIME) + 3.2887E-01 COS(DECTIME) 1 STATION: Wisconsin River at Muscoda, WI (CONTINUED) STATION NUMBER: 054070000 LOADS ESTIMATED BY RATING CURVE METHOD (MAXIMUM LIKELIHOOD PARAM. EST.) ----------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 140. 240. 77. 97. 160. STD DEV LOAD (TON/DAY) 11. 24. 8. 11. 17. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 3. 4. 5. 8. 9. 9. 9. 9. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 14. 67. 124. 186. 262. 339. 576. 1079. LOADS ESTIMATED BY RATING CURVE METHOD (LINEAR ATTRIBUTION PARAM. EST.) ---------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 140. 230. 72. 92. 150. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 3. 4. 5. 7. 8. 9. 9. 9. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 14. 62. 117. 175. 246. 318. 543. 1025. LOADS ESTIMATED BY RATING CURVE METHOD (LEAST ABSOLUTE DEVIATION PARAM. EST.) ----------------------------------------------------------------------------- ANNUAL SPRING SUMMER FALL WINTER AVERAGE LOAD (TON/DAY) 150. 280. 75. 81. 160. PREDICTED CONCENTRATION SUMMARY STATISTICS (MG/L) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 3. 3. 5. 8. 10. 10. 10. 10. PREDICTED LOAD SUMMARY STATISTICS (TON/DAY) MINIMUM 25TH PCT MEDIAN 75TH PCT 90TH PCT 95TH PCT 99TH PCT MAXIMUM 11. 58. 114. 193. 288. 389. 723. 1388. LOAD ESTIMATED BY BEALE RATIO ESTIMATOR --------------------------------------- AVERAGE ANNUAL LOAD (TON/DAY): 140.