% 1. Title: Faults in a urban waste water treatment plant % % 2. Source Information: % -- Creators: Manel Poch (igte2@cc.uab.es) % Unitat d'Enginyeria Quimica % Universitat Autonoma de Barcelona. Bellaterra. Barcelona; Spain % -- Donor: Javier Bejar and Ulises Cortes (bejar@lsi.upc.es) % Dept. Llenguatges i Sistemes Informatics; % Universitat Politecnica de Catalunya. Barcelona; Spain % -- Date: June, 1993 % % 3. Past Usage: % 1. J. De Gracia. % ``Avaluacio de tecniques de classificacio per a la gestio de % Bioprocessos: Aplicacio a un reactor de fangs activats'' % Master Thesis. Dept. de Quimica. Unitat d'Enginyeria Quimica. % Universitat Autonoma de Barcelona. Bellaterra (Barcelona). 1993. % -- Results: % Comparison between the classification of plant situations using % cluster analysis and conceptual clustering. The induced classes % are exposed and contrasted. % % % 2. J. Bejar, U. Cort\'es and M. Poch. % ``LINNEO+: A Classification Methodology for Ill-structured Domains''. % Research report RT-93-10-R. Dept. Llenguatges i Sistemes Informatics. % Barcelona. 1993. % -- Results: % The conceptual clustering algorithm used in the first reference % is exposed. Some results are given about the use of a priori % expert knowledge to bias the classification process in the plant % domain. % % 3. Ll. Belanche, U. Cortes and M. S\`anchez. % ``A knowledge-based system for the diagnosis of waste-water treatment % plant''. Proceedings of the 5th international conference of industrial % and engineering applications of AI and Expert Systems IEA/AIE-92. Ed % Springer-Verlag. Paderborn, Germany, June 92. % -- Results: % Explanation of the waste water treatment plant diagnosis problems % Not directly related to the dataset. % % % % 4. Relevant Information: % % This dataset comes from the daily measures of sensors in a urban waste % water treatment plant. The objective is to classify the operational % state of the plant in order to predict faults through the state % variables of the plant at each of the stages of the treatment process. % This domain has been stated as an ill-structured domain. % % % 5. Number of instances: 527 % % 6. Number of Attributes: 38 % % There are some missing values, all are unknown information. % % 7. Attribute Information: % % All atrributes are numeric and continuous % % N. Attrib. % 1 Q-E (input flow to plant) % 2 ZN-E (input Zinc to plant) % 3 PH-E (input pH to plant) % 4 DBO-E (input Biological demand of oxygen to plant) % 5 DQO-E (input chemical demand of oxygen to plant) % 6 SS-E (input suspended solids to plant) % 7 SSV-E (input volatile supended solids to plant) % 8 SED-E (input sediments to plant) % 9 COND-E (input conductivity to plant) % 10 PH-P (input pH to primary settler) % 11 DBO-P (input Biological demand of oxygen to primary settler) % 12 SS-P (input suspended solids to primary settler) % 13 SSV-P (input volatile supended solids to primary settler) % 14 SED-P (input sediments to primary settler) % 15 COND-P (input conductivity to primary settler) % 16 PH-D (input pH to secondary settler) % 17 DBO-D (input Biological demand of oxygen to secondary settler) % 18 DQO-D (input chemical demand of oxygen to secondary settler) % 19 SS-D (input suspended solids to secondary settler) % 20 SSV-D (input volatile supended solids to secondary settler) % 21 SED-D (input sediments to secondary settler) % 22 COND-D (input conductivity to secondary settler) % 23 PH-S (output pH) % 24 DBO-S (output Biological demand of oxygen) % 25 DQO-S (output chemical demand of oxygen) % 26 SS-S (output suspended solids) % 27 SSV-S (output volatile supended solids) % 28 SED-S (output sediments) % 29 COND-S (output conductivity) % 30 RD-DBO-P (performance input Biological demand of oxygen in primary settler) % 31 RD-SS-P (performance input suspended solids to primary settler) % 32 RD-SED-P (performance input sediments to primary settler) % 33 RD-DBO-S (performance input Biological demand of oxygen to secondary settler) % 34 RD-DQO-S (performance input chemical demand of oxygen to secondary settler) % 35 RD-DBO-G (global performance input Biological demand of oxygen) % 36 RD-DQO-G (global performance input chemical demand of oxygen) % 37 RD-SS-G (global performance input suspended solids) % 38 RD-SED-G (global performance input sediments) % % % -- Statistics: % % N. Attrib. min max mean st-dev % 1 Q-E 10000 60081 37226.56 6571.46 % 2 ZN-E 0.1 33.5 2.36 2.74 % 3 PH-E 6.9 8.7 7.81 0.24 % 4 DBO-E 31 438 188.71 60.69 % 5 DQO-E 81 941 406.89 119.67 % 6 SS-E 98 2008 227.44 135.81 % 7 SSV-E 13.2 85.0 61.39 12.28 % 8 SED-E 0.4 36 4.59 2.67 % 9 COND-E 651 3230 1478.62 394.89 % 10 PH-P 7.3 8.5 7.83 0.22 % 11 DBO-P 32 517 206.20 71.92 % 12 SS-P 104 1692 253.95 147.45 % 13 SSV-P 7.1 93.5 60.37 12.26 % 14 SED-P 1.0 46.0 5.03 3.27 % 15 COND-P 646 3170 1496.03 402.58 % 16 PH-D 7.1 8.4 7.81 0.19 % 17 DBO-D 26 285 122.34 36.02 % 18 DQO-D 80 511 274.04 73.48 % 19 SS-D 49 244 94.22 23.94 % 20 SSV-D 20.2 100 72.96 10.34 % 21 SED-D 0.0 3.5 0.41 0.37 % 22 COND-D 85 3690 1490.56 399.99 % 23 PH-S 7.0 9.7 7.70 0.18 % 24 DBO-S 3 320 19.98 17.20 % 25 DQO-S 9 350 87.29 38.35 % 26 SS-S 6 238 22.23 16.25 % 27 SSV-S 29.2 100 80.15 9.00 % 28 SED-S 0.0 3.5 0.03 0.19 % 29 COND-S 683 3950 1494.81 387.53 % 30 RD-DBO-P 0.6 79.1 39.08 13.89 % 31 RD-SS-P 5.3 96.1 58.51 12.75 % 32 RD-SED-P 7.7 100 90.55 8.71 % 33 RD-DBO-S 8.2 94.7 83.44 8.4 % 34 RD-DQO-S 1.4 96.8 67.67 11.61 % 35 RD-DBO-G 19.6 97 89.01 6.78 % 36 RD-DQO-G 19.2 98.1 77.85 8.67 % 37 RD-SS-G 10.3 99.4 88.96 8.15 % 38 RD-SED-G 36.4 100 99.08 4.32 % % % 8. Missing Attribute Values: % % N. Attrib. N. of Missings % 1 Q-E: 18 % 2 ZN-E: 3 % 3 PH-E: 0 % 4 DBO-E: 23 % 5 DQO-E: 6 % 6 SS-E: 1 % 7 SSV-E: 11 % 8 SED-E: 25 % 9 COND-E: 0 % 10 PH-P: 0 % 11 DBO-P: 40 % 12 SS-P: 0 % 13 SSV-P: 11 % 14 SED-P: 24 % 15 COND-P: 0 % 16 PH-D: 0 % 17 DBO-D: 28 % 18 DQO-D: 9 % 19 SS-D: 2 % 20 SSV-D: 13 % 21 SED-D: 25 % 22 COND-D: 0 % 23 PH-S: 1 % 24 DBO-S: 23 % 25 DQO-S: 18 % 26 SS-S: 5 % 27 SSV-S: 17 % 28 SED-S: 28 % 29 COND-S: 1 % 30 RD-DBO-P: 62 % 31 RD-SS-P: 4 % 32 RD-SED-P: 27 % 33 RD-DBO-S: 40 % 34 RD-DQO-S: 26 % 35 RD-DBO-G: 36 % 36 RD-DQO-G: 25 % 37 RD-SS-G: 8 % 38 RD-SSED-G: 31 % % % 9. Class Distribution % % These are the classes induced by out conceptual clustering algorithm: % % -- Class 1: Normal situation % % - Objects (275 days): % % D-1/3/90 to D-12/3/90, D-16/3/90 to D-30/3/90, D-1/2/90 to D-19/2/90, D-21/2/90 to D-28/2/90, % D-1/1/90 to D-26/1/90, D-29/1/90 to D-31/1/90, D-1/6/90 to D-4/6/90, D-6/6/90 to D-8/6/90, % D-24/6/90, D-25/6/90, D-28/6/90, D-29/6/90, D-1/5/90 to D-6/5/90, D-8/5/90 to D-20/5/90, % D-24/5/90, D-25/5/90, D-29/5/90, D-1/4/90, D-4/4/90 to D-8/4/90, D-10/4/90 to D-20/4/90, % D-27/4/90, D-2/7/90, D-4/7/90 to D-8/7/90, D-12/7/90 to D-15/7/90, D-19/7/90, D-23/7/90, % D-26/7/90, D-4/9/90, D-5/9/90, D-23/9/90, D-28/9/90, D-30/9/90, D-17/8/90, D-21/8/90 to D-25/8/90, % D-29/8/90, D-30/8/90, D-3/12/90, D-9/12/90, D-16/12/90 to D-20/12/90, D-23/12/90, D-24/12/90, % D-27/12/90 to D-30/12/90, D-6/11/90 to D-8/11/90, D-14/11/90, D-16/11/90, D-18/11/90, % D-20/11/90, D-21/11/90, D-27/11/90, D-10/10/90, D-18/10/90, D-29/10/90, D-30/10/90, % D-3/3/91 to D-6/3/91, D-10/3/91 to D-12/3/91, D-18/3/91, D-20/3/91, D-27/3/91, D-29/3/91, % D-3/2/91, D-5/2/91, D-8/2/91, D-14/2/91, D-17/2/91, D-18/2/91, D-21/2/91 to D-24/2/91, % D-1/1/91, D-2/1/91, D-6/1/91, D-8/1/91, D-10/1/91 to D-20/1/91, D-25/1/91, D-2/5/91, D-3/5/91, % D-7/5/91, D-14/5/91, D-15/5/91, D-17/5/91, D-19/5/91, D-21/5/91 to D-23/5/91, D-1/4/91 to D-3/4/91, % D-5/4/91 to D-12/4/91, D-15/4/91 to D-21/4/91, D-23/4/91, D-1/7/91, D-3/7/91, D-4/7/91, D-7/7/91, % D-10/7/91 to D-12/7/91, D-15/7/91, D-16/7/91, D-22/7/91 to D-25/7/91, D-28/7/91, D-30/7/91, D-31/7/91, % D-2/6/91 to D-4/6/91, D-6/6/91, D-7/6/91, D-13/6/91, D-16/6/91 to D-21/6/91, D-25/6/91 to D-30/6/91, % D-4/10/91, D-6/10/91, D-17/10/91 to D-30/10/91, D-1/8/91, D-2/8/91, D-27/8/91, D-29/8/91. % % % -- Class 2: Secondary settler problems-1 % % - Objects (1 day): D-13/3/90 % % -- Class 3: Secondary settler problems-2 % % - Objects (1 day): D-14/3/90 % % -- Class 4: Secondary settler problems-3 % % - Objects (1 day): D-15/3/90, D-17/7/91 to D-19/7/91 % % -- Class 5: Normal situation with performance over the mean % % - Objects (116 days): % % D-28/1/90, D-10/6/90 to D-22/6/90, D-26/6/90, D-27/6/90, D-7/5/90, D-21/5/90 to D-23/5/90, % D-27/5/90, D-28/5/90, D-30/5/90, D-2/4/90, D-3/4/90, D-9/4/90, D-22/4/90 to D-26/4/90, D-1/7/90, % D-3/7/90, D-9/7/90 to D-11/7/90, D-16/7/90 to D-18/7/90, D-20/7/90, D-22/7/90, D-24/7/90, D-25/7/90, % D-27/7/90 to D-31/7/90, D-2/9/90, D-3/9/90, D-6/9/90 to D-13/9/90, D-16/9/90 to D-21/9/90, % D-24/9/90 to D-27/9/90, D-1/8/90 to D-7/8/90, D-16/8/90, D-28/8/90, D-31/8/90, D-7/12/90, % D-2/11/90, D-5/11/90, D-9/11/90, D-12/11/90, D-13/11/90, D-1/10/90 to D-5/10/90, D-24/10/90, % D-25/10/90, D-1/3/91, D-8/3/91, D-17/3/91, D-26/3/91, D-31/3/91, D-9/1/91, D-10/5/91, D-16/5/91, % D-20/5/91, D-29/5/91, D-30/5/91, D-14/4/91, D-22/4/91, D-24/4/91, D-25/4/91, D-5/7/91, D-8/7/91, % D-9/7/91, D-21/7/91, D-26/7/91, D-5/6/91, D-10/6/91, D-12/6/91, D-14/6/91, D-2/10/91, D-8/10/91, % D-9/10/91, D-11/10/91,D-13/10/91, D-16/10/91. % % -- Class 6: Solids overload-1 % % - Objects (3 days): D-5/6/90 D-28/5/91 D-31/5/91 % % -- Class 7: Secondary settler problems-4 % % - Objects (1 day): D-29/4/90 % % -- Class 8: Storm-1 % % - Objects (1 day): D-14/9/90 % % -- Class 9: Normal situation with low influent % % - Objects (69 days): % % D-8/8/90 to D-10/8/90, D-13/8/90, D-15/8/90, D-19/8/90, D-20/8/90, D-27/8/90, D-1/11/90, % D-4/11/90, D-11/11/90, D-19/11/90, D-7/10/90 to D-9/10/90, D-12/10/90 to D-17/10/90, % D-21/10/90, D-23/10/90, D-26/10/90, D-28/10/90, D-7/3/91, D-24/3/91, D-25/3/91, % D-1/5/91, D-5/5/91, D-8/5/91, D-9/5/91, D-12/5/91, D-13/5/91, D-26/5/91, D-27/5/91, % D-26/4/91, D-28/4/91, D-29/4/91, D-2/7/91, D-14/7/91, D-29/7/91, D-9/6/91, D-24/6/91, % D-1/10/91, D-3/10/91, D-5/10/91, D-12/10/91, D-15/10/91, D-4/8/91 D-9/8/91 to D-26/8/91, % D-28/8/91, D-30/8/91. % % -- Class 10: Storm-2 % % - Objects (1 day): D-12/8/90 % % -- Class 11: Normal situation % % - Objects (53 days): % % D-2/12/90, D-4/12/90, D-6/12/90, D-10/12/90 to D-14/12/90 D-21/12/90, D-26/12/90, % D-15/11/90, D-22/11/90 to D-26/11/90, D-28/11/90 to D-30/11/90, D-19/10/90, % D-13/3/91 to D-15/3/91, D-19/3/91, D-21/3/91, D-22/3/91, D-1/2/91, D-4/2/91, % D-6/2/91, D-7/2/91, D-10/2/91 to D-13/2/91, D-15/2/91, D-19/2/91, % D-25/2/91 to D-28/2/91, D-3/1/91, D-4/1/91, D-7/1/91, D-21/1/91 to D-24/1/91, % D-27/1/91 to D-31/1/91, D-6/5/91, D-4/4/91. % % -- Class 12: Storm-3 % % - Objects (1 day): D-22/10/90 % % -- Class 13: Solids overload-2 % % - Objects (1 day): D-24/5/91 % % % % -- Comments to the data file: % % The first element of each line is the day of the data, % the rest are the attribute values % % % % % Information about the dataset % CLASSTYPE: numeric % CLASSINDEX: none specific % @relation water-treatment @attribute date {D-1/1/90,D-1/1/91,D-1/10/90,D-1/10/91,D-1/11/90,D-1/2/90,D-1/2/91,D-1/3/90,D-1/3/91,D-1/4/90,D-1/4/91,D-1/5/90,D-1/5/91,D-1/6/90,D-1/7/90,D-1/7/91,D-1/8/90,D-1/8/91,D-10/1/90,D-10/1/91,D-10/10/90,D-10/12/90,D-10/2/91,D-10/3/91,D-10/4/90,D-10/4/91,D-10/5/90,D-10/5/91,D-10/6/90,D-10/6/91,D-10/7/90,D-10/7/91,D-10/8/90,D-11/1/90,D-11/1/91,D-11/10/91,D-11/11/90,D-11/12/90,D-11/2/90,D-11/2/91,D-11/3/90,D-11/3/91,D-11/4/90,D-11/4/91,D-11/5/90,D-11/6/90,D-11/7/90,D-11/7/91,D-11/8/91,D-11/9/90,D-12/1/90,D-12/10/90,D-12/10/91,D-12/11/90,D-12/12/90,D-12/2/90,D-12/2/91,D-12/3/90,D-12/3/91,D-12/4/91,D-12/5/91,D-12/6/90,D-12/6/91,D-12/7/90,D-12/7/91,D-12/8/90,D-12/8/91,D-12/9/90,D-13/1/91,D-13/10/91,D-13/11/90,D-13/12/90,D-13/2/90,D-13/2/91,D-13/3/90,D-13/3/91,D-13/4/90,D-13/5/90,D-13/5/91,D-13/6/90,D-13/6/91,D-13/7/90,D-13/8/90,D-13/8/91,D-13/9/90,D-14/1/90,D-14/1/91,D-14/10/90,D-14/11/90,D-14/12/90,D-14/2/90,D-14/2/91,D-14/3/90,D-14/3/91,D-14/4/91,D-14/5/90,D-14/5/91,D-14/6/90,D-14/6/91,D-14/7/91,D-14/8/91,D-14/9/90,D-15/1/90,D-15/1/91,D-15/10/90,D-15/10/91,D-15/11/90,D-15/2/90,D-15/2/91,D-15/3/90,D-15/3/91,D-15/4/91,D-15/5/90,D-15/5/91,D-15/6/90,D-15/7/90,D-15/7/91,D-15/8/90,D-16/1/90,D-16/1/91,D-16/10/90,D-16/10/91,D-16/11/90,D-16/12/90,D-16/2/90,D-16/3/90,D-16/4/90,D-16/4/91,D-16/5/90,D-16/5/91,D-16/6/91,D-16/7/90,D-16/7/91,D-16/8/90,D-16/8/91,D-16/9/90,D-17/1/90,D-17/1/91,D-17/10/90,D-17/10/91,D-17/12/90,D-17/2/91,D-17/3/91,D-17/4/90,D-17/4/91,D-17/5/90,D-17/5/91,D-17/6/90,D-17/6/91,D-17/7/90,D-17/7/91,D-17/8/90,D-17/9/90,D-18/1/90,D-18/1/91,D-18/10/90,D-18/10/91,D-18/11/90,D-18/12/90,D-18/2/90,D-18/2/91,D-18/3/90,D-18/3/91,D-18/4/90,D-18/4/91,D-18/5/90,D-18/6/90,D-18/6/91,D-18/7/90,D-18/7/91,D-18/8/91,D-18/9/90,D-19/1/90,D-19/10/90,D-19/10/91,D-19/11/90,D-19/12/90,D-19/2/90,D-19/2/91,D-19/3/90,D-19/3/91,D-19/4/90,D-19/4/91,D-19/5/91,D-19/6/90,D-19/6/91,D-19/7/90,D-19/7/91,D-19/8/90,D-19/8/91,D-19/9/90,D-2/1/90,D-2/1/91,D-2/10/90,D-2/10/91,D-2/11/90,D-2/12/90,D-2/2/90,D-2/3/90,D-2/4/90,D-2/4/91,D-2/5/90,D-2/5/91,D-2/6/91,D-2/7/90,D-2/7/91,D-2/8/90,D-2/8/91,D-2/9/90,D-20/1/91,D-20/10/91,D-20/11/90,D-20/12/90,D-20/3/90,D-20/3/91,D-20/4/90,D-20/5/90,D-20/5/91,D-20/6/90,D-20/6/91,D-20/7/90,D-20/8/90,D-20/8/91,D-20/9/90,D-21/1/90,D-21/1/91,D-21/10/90,D-21/11/90,D-21/12/90,D-21/2/90,D-21/2/91,D-21/3/90,D-21/3/91,D-21/4/91,D-21/5/90,D-21/5/91,D-21/6/90,D-21/6/91,D-21/7/91,D-21/8/90,D-21/8/91,D-21/9/90,D-22/1/90,D-22/1/91,D-22/10/90,D-22/10/91,D-22/11/90,D-22/2/90,D-22/2/91,D-22/3/90,D-22/3/91,D-22/4/90,D-22/4/91,D-22/5/90,D-22/5/91,D-22/6/90,D-22/7/90,D-22/7/91,D-22/8/90,D-22/8/91,D-23/1/90,D-23/1/91,D-23/10/90,D-23/10/91,D-23/11/90,D-23/12/90,D-23/2/90,D-23/3/90,D-23/4/90,D-23/4/91,D-23/5/90,D-23/5/91,D-23/7/90,D-23/7/91,D-23/8/90,D-23/8/91,D-23/9/90,D-24/1/90,D-24/1/91,D-24/10/90,D-24/10/91,D-24/12/90,D-24/2/91,D-24/3/91,D-24/4/90,D-24/4/91,D-24/5/90,D-24/5/91,D-24/6/90,D-24/6/91,D-24/7/90,D-24/7/91,D-24/8/90,D-24/9/90,D-25/1/90,D-25/1/91,D-25/10/90,D-25/10/91,D-25/11/90,D-25/2/90,D-25/2/91,D-25/3/90,D-25/3/91,D-25/4/90,D-25/4/91,D-25/5/90,D-25/6/90,D-25/6/91,D-25/7/90,D-25/7/91,D-25/8/90,D-25/8/91,D-25/9/90,D-26/1/90,D-26/10/90,D-26/10/91,D-26/11/90,D-26/12/90,D-26/2/90,D-26/2/91,D-26/3/90,D-26/3/91,D-26/4/90,D-26/4/91,D-26/5/91,D-26/6/90,D-26/6/91,D-26/7/90,D-26/7/91,D-26/8/91,D-26/9/90,D-27/1/91,D-27/10/91,D-27/11/90,D-27/12/90,D-27/2/90,D-27/2/91,D-27/3/90,D-27/3/91,D-27/4/90,D-27/5/90,D-27/5/91,D-27/6/90,D-27/6/91,D-27/7/90,D-27/8/90,D-27/8/91,D-27/9/90,D-28/1/90,D-28/1/91,D-28/10/90,D-28/11/90,D-28/12/90,D-28/2/90,D-28/2/91,D-28/3/90,D-28/4/91,D-28/5/90,D-28/5/91,D-28/6/90,D-28/6/91,D-28/7/91,D-28/8/90,D-28/8/91,D-28/9/90,D-29/1/90,D-29/1/91,D-29/10/90,D-29/10/91,D-29/11/90,D-29/3/90,D-29/3/91,D-29/4/90,D-29/4/91,D-29/5/90,D-29/5/91,D-29/6/90,D-29/7/90,D-29/7/91,D-29/8/90,D-29/8/91,D-3/1/90,D-3/1/91,D-3/10/90,D-3/10/91,D-3/12/90,D-3/2/91,D-3/3/91,D-3/4/90,D-3/4/91,D-3/5/90,D-3/5/91,D-3/6/90,D-3/6/91,D-3/7/90,D-3/7/91,D-3/8/90,D-3/9/90,D-30/1/90,D-30/1/91,D-30/10/90,D-30/10/91,D-30/11/90,D-30/12/90,D-30/3/90,D-30/5/90,D-30/5/91,D-30/6/91,D-30/7/90,D-30/7/91,D-30/8/90,D-30/8/91,D-30/9/90,D-31/1/90,D-31/1/91,D-31/3/91,D-31/5/91,D-31/7/90,D-31/7/91,D-31/8/90,D-4/1/90,D-4/1/91,D-4/10/90,D-4/10/91,D-4/11/90,D-4/12/90,D-4/2/90,D-4/2/91,D-4/3/90,D-4/3/91,D-4/4/90,D-4/4/91,D-4/5/90,D-4/6/90,D-4/6/91,D-4/7/90,D-4/7/91,D-4/8/91,D-4/9/90,D-5/10/90,D-5/10/91,D-5/11/90,D-5/2/90,D-5/2/91,D-5/3/90,D-5/3/91,D-5/4/90,D-5/4/91,D-5/5/91,D-5/6/90,D-5/6/91,D-5/7/90,D-5/7/91,D-5/8/90,D-5/8/91,D-5/9/90,D-6/1/91,D-6/10/91,D-6/11/90,D-6/12/90,D-6/2/90,D-6/2/91,D-6/3/90,D-6/3/91,D-6/4/90,D-6/5/90,D-6/5/91,D-6/6/90,D-6/6/91,D-6/7/90,D-6/8/90,D-6/8/91,D-6/9/90,D-7/1/90,D-7/1/91,D-7/10/90,D-7/11/90,D-7/12/90,D-7/2/90,D-7/2/91,D-7/3/90,D-7/3/91,D-7/4/91,D-7/5/90,D-7/5/91,D-7/6/90,D-7/6/91,D-7/7/91,D-7/8/90,D-7/8/91,D-7/9/90,D-8/1/90,D-8/1/91,D-8/10/90,D-8/10/91,D-8/11/90,D-8/2/90,D-8/2/91,D-8/3/90,D-8/3/91,D-8/4/90,D-8/4/91,D-8/5/90,D-8/5/91,D-8/6/90,D-8/7/90,D-8/7/91,D-8/8/90,D-8/8/91,D-9/1/90,D-9/1/91,D-9/10/90,D-9/10/91,D-9/11/90,D-9/12/90,D-9/2/90,D-9/3/90,D-9/4/90,D-9/4/91,D-9/5/90,D-9/5/91,D-9/6/91,D-9/7/90,D-9/7/91,D-9/8/90,D-9/8/91,D-9/9/90} @attribute Q-E {10050,15519,17527,24978,25342,25687,25957,26040,26343,26348,26590,26871,27098,27109,27219,27333,27340,27415,27527,27617,27642,27711,27760,27838,27931,27933,27968,27998,28005,28088,28209,28437,28492,28680,28707,28791,28819,28923,29027,29156,29271,29388,29414,29448,29624,29660,29719,29741,29793,29801,29815,29816,29834,29955,29990,30019,30055,30164,30201,30211,30244,30352,30442,30488,30614,30701,30848,30853,30927,30935,30964,31059,31114,31191,31205,31224,31293,31404,31417,31437,31447,31494,31524,31592,31749,31765,31780,31789,31849,31914,31949,31967,32009,32100,32127,32157,32190,32208,32217,32229,32253,32257,32308,32317,32334,32363,32372,32441,32454,32484,32527,32538,32540,32575,32578,32680,32720,32723,32730,32736,32799,32802,32815,32835,32845,32884,32888,32909,32922,32929,32954,32974,33000,33020,33029,33064,33085,33090,33178,33189,33210,33239,33251,33290,33322,33331,33370,33371,33416,33434,33522,33535,33545,33623,33636,33649,33666,33680,33695,33708,33711,33714,33773,33784,33813,33877,33959,33968,33988,33999,34018,34032,34045,34064,34069,34094,34097,34150,34193,34277,34290,34291,34294,34299,34301,34319,34322,34347,34352,34361,34364,34365,34408,34441,34461,34487,34492,34525,34528,34535,34536,34573,34579,34637,34647,34667,34669,34719,34746,34764,34785,34820,34823,34879,34886,34893,34903,34904,34917,35023,35081,35098,35111,35178,35190,35195,35198,35244,35263,35338,35374,35389,35395,35400,35445,35456,35500,35509,35518,35571,35573,35623,35636,35729,35760,35789,35791,35809,35825,35861,35876,35990,36010,36063,36088,36095,36107,36131,36162,36182,36215,36281,36325,36332,36358,36389,36395,36410,36421,36432,36446,36452,36470,36479,36495,36510,36591,36708,36792,36909,36911,36922,36924,36967,36976,37002,37009,37102,37106,37120,37143,37190,37252,37281,37283,37312,37386,37419,37561,37615,37634,37643,37646,37662,37710,37724,37730,37735,37782,37862,37881,37976,38045,38052,38055,38058,38105,38231,38568,38572,38620,38623,38655,38731,38761,38792,38809,38905,38990,39003,39024,39165,39223,39246,39308,39343,39383,39402,39421,39445,39489,39566,39590,39715,39804,39891,40067,40078,40106,40127,40221,40267,40295,40347,40376,40498,40529,40552,40578,40585,40716,40740,40745,40841,40868,40871,40879,40915,40923,40933,40983,41073,41115,41157,41206,41230,41372,41410,41436,41451,41503,41569,41598,41746,41824,41948,42046,42109,42202,42217,42230,42289,42393,42394,42587,42596,42614,42667,42857,42859,42876,42911,43080,43082,43117,43174,43291,43308,43377,43445,43491,43497,43536,43563,43614,43830,43940,44038,44040,44085,44101,44150,44158,44198,44207,44235,44314,44324,44343,44364,44365,44548,44601,44858,44869,45006,45018,45027,45151,45183,45191,45453,45469,45512,45729,45772,45779,45804,45903,46057,46069,46126,46200,46240,46540,46659,46669,46791,46852,47032,47222,47243,47255,47306,47338,47368,47384,47449,47489,47501,47506,47576,47623,47642,47665,47718,48086,48110,48333,48657,48914,48950,49174,49314,49493,49986,50942,51520,51575,52258,52851,52933,53012,53210,53530,54578,55300,55930,57606,57629,59184,60017,60081} @attribute ZN-E numeric @attribute PH-E numeric @attribute DBO-E {31,48,58,64,66,69,70,72,75,77,80,81,84,85,87,89,90,91,92,93,94,95,99,100,102,109,111,112,113,114,115,117,118,119,120,122,123,124,125,126,127,128,129,131,132,133,134,135,136,137,138,139,140,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,230,231,232,233,235,236,237,238,240,241,242,243,244,246,247,249,250,251,253,254,255,256,257,261,262,265,266,267,268,269,270,272,273,275,277,283,285,287,288,290,296,300,302,311,312,313,316,319,324,327,330,334,339,342,345,346,352,354,355,365,380,404,427,431,438} @attribute DQO-E {81,105,126,133,152,156,161,170,171,173,176,180,182,188,189,197,200,204,206,211,212,219,220,224,231,233,234,237,238,240,241,243,246,251,252,253,256,258,259,263,264,265,268,269,271,272,273,274,276,281,282,284,287,288,289,294,295,296,297,298,299,300,301,302,303,304,305,307,310,311,313,315,316,317,318,319,320,321,323,324,325,326,327,328,329,330,332,333,334,336,337,338,340,341,342,344,345,346,347,348,349,350,351,353,354,356,357,358,359,361,364,365,366,367,368,369,370,371,372,374,375,376,380,381,382,384,387,388,389,391,392,393,394,395,396,397,398,400,401,402,403,404,405,407,408,409,410,411,412,416,417,419,420,421,422,423,424,426,427,428,431,432,433,434,435,436,438,439,440,442,443,444,446,447,448,449,451,452,453,455,456,457,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,476,478,481,483,484,485,486,487,488,489,490,492,493,494,495,496,497,499,500,503,504,506,507,510,511,512,516,517,518,520,521,523,524,525,526,528,529,531,532,533,535,538,539,540,545,546,547,549,550,552,553,555,556,566,572,574,576,578,583,585,588,591,592,594,600,604,605,607,610,612,614,624,627,629,641,662,665,667,681,688,702,710,713,725,743,747,812,815,841,887,941} @attribute SS-E {98,108,110,112,114,116,118,120,122,124,126,128,130,132,134,136,138,140,142,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,278,280,282,284,286,288,290,292,296,298,300,304,308,310,312,314,316,320,322,324,328,330,334,350,352,356,360,362,364,366,368,370,376,380,400,448,452,456,472,476,500,504,506,512,518,528,562,564,616,692,880,964,1004,1016,1228,2008} @attribute SSV-E numeric @attribute SED-E numeric @attribute COND-E {651,715,732,806,810,828,829,848,850,859,860,866,875,882,890,894,899,910,915,928,937,939,940,948,950,958,962,967,985,988,990,991,992,993,997,1000,1006,1007,1015,1016,1019,1026,1031,1035,1038,1042,1044,1048,1049,1050,1052,1056,1059,1060,1063,1065,1068,1069,1072,1073,1075,1079,1082,1087,1093,1095,1096,1102,1103,1105,1109,1110,1113,1114,1119,1120,1125,1127,1130,1133,1134,1135,1140,1145,1146,1147,1149,1156,1158,1160,1164,1171,1174,1177,1178,1179,1180,1183,1186,1187,1189,1190,1196,1198,1200,1202,1205,1207,1210,1212,1213,1218,1219,1220,1221,1224,1226,1229,1232,1233,1234,1235,1236,1238,1240,1241,1245,1249,1257,1258,1260,1261,1262,1265,1268,1272,1273,1278,1282,1285,1288,1292,1293,1299,1300,1301,1302,1304,1305,1306,1308,1309,1310,1313,1315,1319,1320,1324,1325,1326,1327,1328,1329,1330,1332,1335,1337,1338,1339,1340,1341,1342,1343,1344,1350,1353,1355,1358,1360,1361,1362,1365,1367,1370,1372,1373,1376,1379,1380,1384,1385,1390,1392,1395,1396,1397,1398,1400,1402,1403,1405,1406,1409,1410,1413,1415,1418,1421,1422,1425,1426,1431,1432,1433,1434,1436,1439,1440,1441,1443,1444,1445,1447,1450,1453,1454,1455,1456,1459,1463,1465,1473,1474,1475,1477,1478,1479,1489,1490,1494,1496,1509,1510,1512,1513,1514,1518,1520,1525,1530,1531,1532,1533,1535,1540,1542,1543,1544,1548,1550,1551,1552,1553,1554,1556,1557,1560,1563,1565,1566,1567,1568,1570,1581,1585,1586,1589,1591,1592,1593,1597,1599,1600,1603,1605,1606,1608,1613,1615,1617,1620,1623,1627,1631,1636,1644,1645,1651,1652,1653,1658,1663,1665,1666,1667,1668,1672,1680,1681,1683,1684,1685,1692,1697,1698,1700,1704,1711,1720,1725,1727,1729,1732,1733,1734,1745,1755,1758,1760,1769,1770,1775,1782,1790,1798,1800,1803,1814,1817,1818,1820,1823,1828,1831,1832,1835,1842,1854,1856,1858,1865,1866,1869,1870,1879,1885,1889,1906,1912,1919,1922,1927,1939,1940,1944,1949,1950,1960,1970,1979,1983,1987,1989,1990,2020,2040,2050,2070,2080,2090,2100,2110,2120,2140,2150,2160,2170,2190,2200,2210,2220,2230,2240,2260,2270,2280,2310,2340,2350,2370,2390,2400,2430,2440,2450,2480,2510,2540,2590,2660,2750,2790,2950,3230} @attribute PH-P numeric @attribute DBO-P {32,59,63,71,74,84,85,86,89,94,95,97,98,100,101,102,103,105,106,108,109,110,112,113,115,117,118,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,224,225,226,227,228,229,230,231,232,233,234,235,236,238,239,240,241,242,243,244,245,250,252,253,254,255,256,257,258,259,261,264,265,266,268,269,273,275,277,278,279,282,284,285,286,287,289,291,292,293,295,296,297,300,301,302,305,308,312,314,315,319,323,324,326,328,330,331,334,336,337,339,345,352,357,360,361,363,364,365,370,372,375,379,386,392,396,397,399,407,409,411,416,429,449,491,517} @attribute SS-P {104,109,112,114,120,122,124,128,130,132,134,136,138,140,142,144,146,148,150,152,154,156,158,160,162,164,166,168,170,172,174,176,178,180,182,184,186,188,190,192,194,196,198,200,202,204,206,208,210,212,214,216,218,220,222,224,226,228,230,232,234,236,238,240,242,244,246,248,250,252,254,256,258,260,262,264,266,268,270,272,274,276,278,280,284,288,290,292,296,298,300,302,304,308,310,312,314,316,318,320,322,324,328,332,340,342,344,346,348,352,354,356,358,374,376,378,380,382,384,388,400,404,406,412,416,420,424,426,428,436,440,456,460,464,476,498,500,516,520,544,556,572,580,584,620,680,692,716,764,798,804,1108,1384,1692} @attribute SSV-P numeric @attribute SED-P numeric @attribute COND-P {646,714,731,811,827,838,852,856,858,860,870,873,877,880,882,890,902,904,912,918,921,924,931,936,944,953,965,966,971,972,974,976,980,982,986,991,992,996,1000,1008,1012,1020,1023,1030,1039,1040,1041,1046,1047,1048,1056,1057,1060,1063,1064,1068,1070,1072,1073,1074,1079,1081,1083,1086,1089,1093,1095,1100,1103,1104,1105,1109,1113,1115,1116,1120,1125,1126,1133,1136,1137,1139,1140,1143,1144,1145,1148,1149,1151,1160,1164,1165,1167,1169,1170,1171,1174,1180,1185,1186,1198,1199,1201,1202,1203,1204,1205,1206,1207,1208,1209,1217,1218,1219,1222,1223,1224,1228,1230,1231,1232,1240,1243,1247,1248,1251,1254,1256,1257,1259,1262,1263,1264,1266,1267,1270,1274,1279,1280,1285,1294,1300,1303,1306,1307,1311,1312,1315,1316,1319,1320,1321,1322,1324,1325,1327,1328,1330,1331,1333,1334,1335,1336,1338,1340,1341,1344,1347,1350,1354,1355,1358,1359,1361,1362,1366,1368,1372,1375,1376,1377,1378,1379,1380,1381,1383,1384,1385,1388,1389,1390,1392,1393,1395,1398,1399,1400,1403,1406,1408,1410,1412,1413,1414,1415,1417,1418,1420,1421,1422,1423,1425,1427,1429,1430,1432,1436,1437,1439,1441,1442,1445,1446,1448,1453,1454,1455,1460,1461,1462,1469,1473,1477,1478,1479,1483,1485,1486,1487,1489,1493,1496,1500,1501,1503,1505,1506,1508,1512,1515,1516,1517,1520,1526,1528,1530,1532,1533,1534,1535,1545,1546,1549,1553,1555,1556,1557,1558,1559,1561,1564,1571,1575,1579,1580,1583,1584,1586,1587,1589,1592,1593,1594,1595,1598,1599,1606,1608,1612,1614,1616,1629,1630,1632,1637,1640,1643,1645,1651,1661,1663,1668,1670,1672,1676,1677,1681,1684,1685,1690,1698,1700,1704,1705,1710,1717,1718,1724,1729,1730,1731,1732,1733,1734,1740,1745,1746,1750,1751,1760,1762,1767,1770,1774,1779,1782,1789,1790,1798,1800,1803,1814,1816,1817,1820,1829,1830,1846,1858,1860,1867,1869,1873,1874,1878,1882,1893,1906,1907,1916,1917,1920,1929,1930,1931,1934,1950,1955,1957,1976,2000,2010,2020,2050,2060,2070,2080,2090,2100,2110,2120,2130,2150,2160,2180,2200,2220,2240,2250,2270,2280,2300,2310,2320,2330,2340,2390,2410,2430,2450,2460,2470,2500,2530,2540,2570,2680,2730,2850,2880,2980,3170} @attribute PH-D numeric @attribute DBO-D {26,34,37,42,44,45,46,47,48,49,53,54,58,61,63,64,65,66,67,68,69,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,160,161,162,163,164,165,166,167,168,169,170,172,174,175,176,177,178,180,181,183,186,187,188,189,190,192,193,194,198,199,201,202,203,204,210,212,217,219,223,285} @attribute DQO-D {80,100,101,106,111,112,113,114,120,123,124,125,129,133,135,137,140,145,149,151,155,156,157,158,160,161,163,165,167,168,169,170,172,173,175,176,177,178,179,180,181,182,183,184,188,190,192,194,196,197,198,199,200,202,203,204,205,206,207,208,210,212,213,214,215,216,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,242,243,244,245,246,247,248,250,251,253,255,256,257,259,260,261,263,264,265,266,267,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,325,326,327,328,329,330,332,333,334,335,337,338,339,340,341,344,345,346,347,348,349,350,351,352,353,354,355,356,357,360,361,363,364,365,367,368,371,372,374,376,379,382,384,388,391,392,393,394,396,400,406,408,411,412,416,419,422,423,428,433,439,450,460,463,474,475,511} @attribute SS-D {49,52,54,55,56,58,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,76,77,78,80,82,84,85,86,88,90,92,94,95,96,97,98,100,102,103,104,106,107,108,110,112,114,116,118,120,122,123,124,126,128,130,132,134,136,138,140,144,146,150,152,158,160,164,170,174,212,230,233,244} @attribute SSV-D numeric @attribute SED-D numeric @attribute COND-D {85,292,691,697,712,810,827,834,840,863,866,871,872,879,880,887,902,906,910,915,917,920,921,923,926,929,933,940,966,968,970,971,978,983,988,990,992,993,1001,1002,1008,1009,1013,1016,1019,1020,1023,1034,1036,1038,1041,1045,1050,1060,1061,1064,1076,1078,1082,1083,1085,1088,1090,1094,1095,1099,1103,1105,1106,1108,1111,1112,1113,1117,1121,1130,1134,1135,1136,1139,1141,1142,1143,1144,1147,1150,1152,1155,1156,1157,1160,1162,1163,1165,1167,1168,1171,1172,1175,1177,1178,1182,1188,1190,1199,1200,1202,1204,1205,1211,1212,1214,1218,1219,1222,1229,1231,1233,1234,1237,1238,1239,1245,1246,1247,1248,1250,1253,1255,1257,1259,1260,1261,1264,1265,1266,1270,1276,1280,1282,1283,1285,1286,1287,1292,1294,1304,1305,1308,1309,1312,1315,1316,1320,1323,1324,1328,1331,1334,1336,1337,1338,1340,1343,1344,1350,1351,1352,1353,1355,1356,1358,1359,1360,1362,1363,1367,1368,1369,1370,1371,1373,1375,1377,1378,1380,1381,1385,1386,1391,1395,1396,1401,1402,1403,1407,1409,1410,1413,1415,1416,1418,1419,1420,1421,1422,1423,1425,1426,1427,1428,1431,1432,1434,1435,1436,1442,1443,1446,1449,1450,1456,1458,1459,1460,1461,1466,1467,1469,1471,1472,1474,1476,1478,1480,1482,1485,1489,1492,1498,1504,1505,1506,1510,1512,1516,1518,1520,1521,1524,1529,1532,1535,1537,1544,1550,1551,1556,1560,1562,1564,1568,1570,1571,1573,1575,1577,1586,1588,1589,1590,1591,1594,1595,1596,1597,1602,1604,1606,1607,1612,1619,1620,1622,1623,1624,1625,1626,1627,1630,1631,1642,1643,1644,1646,1653,1658,1659,1664,1668,1670,1671,1679,1680,1690,1693,1694,1695,1697,1705,1710,1712,1713,1716,1717,1718,1720,1721,1729,1734,1735,1736,1742,1743,1749,1761,1763,1768,1770,1772,1777,1780,1784,1785,1789,1804,1807,1815,1817,1820,1822,1825,1828,1829,1834,1835,1845,1846,1850,1852,1855,1856,1862,1871,1879,1880,1886,1889,1890,1893,1898,1909,1920,1924,1930,1940,1942,1950,1962,1974,2000,2010,2020,2050,2060,2070,2080,2090,2100,2110,2120,2130,2140,2170,2190,2200,2220,2230,2240,2250,2260,2270,2290,2320,2330,2350,2360,2380,2390,2450,2490,2550,2580,2640,2670,2700,2750,2780,2950,3690} @attribute PH-S numeric @attribute DBO-S {3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,37,38,39,41,42,44,47,84,101,105,152,320} @attribute DQO-S {9,20,23,24,25,27,29,31,32,33,35,36,37,39,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,122,123,124,125,127,128,131,132,136,138,140,144,146,147,148,150,151,152,153,154,155,156,157,158,159,162,163,164,166,172,174,175,203,210,216,236,287,290,292,295,306,350} @attribute SS-S {6,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,44,45,46,48,49,52,53,54,57,59,67,69,73,74,78,84,88,98,104,131,238} @attribute SSV-S numeric @attribute SED-S numeric @attribute COND-S {683,728,828,831,858,879,882,884,889,891,898,899,902,903,905,906,919,929,937,940,942,947,949,950,951,967,968,976,985,990,993,999,1008,1012,1014,1020,1021,1035,1038,1039,1040,1044,1046,1053,1054,1056,1060,1061,1068,1070,1079,1082,1083,1084,1086,1087,1092,1093,1095,1100,1105,1107,1109,1110,1114,1116,1117,1124,1126,1131,1133,1136,1140,1142,1143,1144,1146,1148,1149,1162,1164,1165,1167,1169,1170,1171,1172,1176,1180,1187,1190,1194,1197,1199,1202,1203,1205,1207,1210,1213,1217,1218,1220,1221,1222,1223,1224,1226,1229,1230,1233,1234,1236,1238,1239,1240,1241,1244,1246,1247,1248,1249,1250,1251,1256,1259,1262,1264,1265,1267,1268,1270,1272,1274,1275,1276,1279,1280,1283,1285,1289,1291,1295,1297,1300,1304,1306,1308,1309,1310,1311,1312,1316,1317,1318,1320,1323,1324,1326,1333,1334,1337,1338,1340,1341,1342,1344,1345,1353,1354,1355,1357,1358,1359,1361,1364,1365,1371,1374,1375,1377,1378,1379,1382,1387,1390,1391,1394,1395,1398,1399,1400,1402,1404,1406,1407,1408,1409,1410,1411,1416,1417,1418,1420,1422,1423,1425,1429,1430,1431,1433,1434,1437,1439,1441,1442,1443,1444,1445,1450,1454,1455,1458,1459,1461,1463,1466,1467,1468,1469,1470,1473,1475,1479,1480,1481,1482,1483,1490,1491,1492,1493,1495,1498,1503,1504,1506,1508,1509,1511,1512,1514,1516,1520,1523,1525,1534,1539,1542,1543,1545,1548,1549,1552,1554,1555,1560,1565,1566,1568,1570,1572,1574,1575,1576,1590,1595,1596,1597,1602,1603,1605,1606,1607,1610,1611,1616,1625,1629,1631,1635,1636,1639,1642,1643,1645,1648,1654,1655,1658,1660,1661,1665,1672,1673,1679,1680,1682,1683,1689,1690,1693,1694,1698,1703,1705,1706,1707,1708,1716,1720,1722,1723,1726,1734,1736,1740,1742,1750,1751,1754,1757,1760,1764,1770,1772,1780,1782,1788,1789,1792,1796,1799,1800,1809,1810,1813,1817,1819,1820,1821,1824,1833,1839,1840,1843,1848,1850,1854,1860,1861,1868,1869,1879,1880,1883,1888,1891,1894,1910,1914,1932,1950,1959,1966,2000,2030,2040,2060,2070,2080,2100,2120,2130,2140,2150,2170,2190,2210,2220,2230,2240,2270,2290,2300,2320,2330,2350,2390,2400,2420,2500,2520,2550,2580,2590,2610,2700,2740,2790,2850,3950} @attribute RD-DBO-P numeric @attribute RD-SS-P numeric @attribute RD-SED-P numeric @attribute RD-DBO-S numeric @attribute RD-DQO-S numeric @attribute RD-DBO-G numeric @attribute RD-DQO-G numeric @attribute RD-SS-G numeric @attribute RD-SED-G numeric @data D-1/3/90,44101.0,1.5,7.8,nan,407.0,166.0,66.3,4.5,2110,7.9,nan,228,70.2,5.5,2120,7.9,nan,280.0,94.0,72.3,0.3,2010,7.3,nan,84.0,21.0,81.0,0.02,2000.0,nan,58.8,95.5,nan,70.0,nan,79.4,87.3,99.6 D-2/3/90,39024.0,3.0,7.7,nan,443.0,214.0,69.2,6.5,2660,7.7,nan,244,75.4,7.7,2570,7.6,nan,474.0,96.0,79.2,0.4,2700,7.5,nan,91.0,17.0,94.1,0.0,2590.0,nan,60.7,94.8,nan,80.8,nan,79.5,92.1,100.0 D-4/3/90,32229.0,5.0,7.6,nan,528.0,186.0,69.9,3.4,1666,7.7,nan,220,72.7,4.5,1594,7.7,nan,272.0,92.0,78.3,0.2,1742,7.6,nan,128.0,21.0,81.0,0.05,1888.0,nan,58.2,95.6,nan,52.9,nan,75.8,88.7,98.5 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