optimal design of groundwater quality monitoring using entropy theory

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International conference on water Scarcity, Global Changes and Groundwater Management Responses. Optimal Design of Groundwater Quality Monitoring Using Entropy Theory. Ahmad Abrishamchi, Rashid Reza Owlia, Massoud Tajrishy and Ali Abrishamchi. INTRODUCTION LITERATURE REVIEW - PowerPoint PPT Presentation

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  • Optimal Design of Groundwater Quality Monitoring Using Entropy TheoryInternational conference on water Scarcity, Global Changes and Groundwater Management ResponsesAhmad Abrishamchi, Rashid Reza Owlia, Massoud Tajrishy and Ali Abrishamchi

  • INTRODUCTION LITERATURE REVIEWENTROPY CONCEPT METHODOLOGYCASE STUDYRESULTS AND DISCUSSION CONCLUSION REFERENCES

    Overview

  • Introduction

    Purpose of GW quality monitoring To determine physical, chemical, and biological characteristics of groundwater resources

    GW Quality Monitoring Issues: The main concern is to have a proper design for the groundwater quality monitoring networksThe sampling (monitoring) objective, monitoring variables, selection of sampling points, sampling frequency and duration of sampling

  • IntroductionDespite an enormous amount of efforts and investments made on monitoring of groundwater qualitya wide range of shortcomings has been identified in current monitoring networks, and as a result, the outcome of the current data collection systems is very insufficient for providing needed information on groundwater quality

  • IntroductionConsidering the aforementioned issues, the design procedures for groundwater quality networks need more critical investigations. To do so, in the past few years, most of the developed countries have begun to redesign their monitoring programs to modify or revise their existing networks. Assessment of groundwater quality monitoring networks requires methods to determine the potential efficiency and cost-effectiveness of the current monitoring programs

  • Deficiency of Available Network Design Methods lack of exact definition for the information contained in the data lack of explanation on how the data was measured Introduction

  • Introductionimprecisely defining the data value or utility, which makes the network have weakness in the contained information and inefficiency in terms of the cost of getting the data methods restriction on transferring the information in space and time

  • IntroductionStill it remains a question on how to relate the assessment process criteria to the data value. The entropy concept of information theory is a promising method to assess the networks. This theory has been used for hydrometric and water quality networks.

  • IntroductionSignificant properties of entropy in monitoring systems assessment and redesign are the ability to: provide exact definition of information in tangible terms, quantitatively measure and express the information produced by a network,

  • IntroductionIn this study, the measure of Transinformation in the discrete entropy theory and the Transinformation-Distance (T-D) curves are used to quantify the efficiency of a monitoring network. This paper aims at decreasing the dispersion in results by using cluster analysis which utilizes fuzzy equivalence relations.

    Marketing

  • IntroductionThe proposed methodology is applied to groundwater resources in the Tehran aquifer, in Tehran, Iran. The results confirm the applicability and the efficiency of the model for optimal design of groundwater monitoring systems.

  • Literature Review First in 1948 Shannon showed that entropy describes the amount of uncertainty in any probability distribution. Yang and Burn (1994) showed that in comparison with other measures of association, entropy measures are more advantageous as they reflect a directional association among sampling sites on the basis of information transmission characteristics of each site. Ozkul et al. (2000) presented a method using the entropy theory for assessing existing water quality monitoring networks.

  • Literature ReviewMost of the referred studies were using analytical approaches which required incorporating probability distributions of the random variables; however, the alternative to the analytical approach is to adopt the discrete approach as addressed by Mogheir et al. (2004).

    Mogheir et al. (2004) characterized the spatial variability of groundwater quality using discrete and analytical entropy-based approaches.

  • Entropy Concept Entropy concept can be used as a measure of uncertainty and indirectly as a measure of information in probabilistic terms. Information is attained only when there is uncertainty about an event. Alternatives with a high probability of occurrence convey little information and vice versa. The probability of occurrence of a certain alternative is the measure of uncertainty or the degree of expectedness of a sign, symbol or number. When such uncertainty is removed, the result is information Therefore, the information gained is indirectly measured as the amount of uncertainty or of entropy

  • MethodologyTo calculate the information measures, the joint or conditional probability is needed, and this can be obtained using a contingency table. To construct a contingency table, let the random variable x have a range of values consisting of v categories (class intervals), whereas the random variable y is assumed to have u categories (class intervals).

  • Entropy Theory Coefficients The entropy theory has coefficients or information measures, such as information contents, marginal entropy, conditional entropy, joint entropy and Transinformation. For a random variable x, the Marginal Entropy, H(x), can be defined as the potential information of the variable.

    For two random variables, x and y, the Conditional Entropy, , is a measure of the information content of x that is not contained in the random variable y.

    The Joint Entropy, is the total information content contained in both x and y.

    The mutual entropy (information) between x and y, also called Transinformation, T(x,y), is interpreted as the reduction in uncertainty in x, due to the knowledge of the random variable y. It also can be defined as the information content of x that is contained in y.

  • Schematisation of Entropy theory coefficients

    Full dependence between variables x and y

    Independence between variables x and y

  • Entropy Theory Coefficients Transinformation-Distance curves (T-D curves)To improve the accuracy of the T-D curves, fuzzy clustering is used to cluster the study area to some homogenous zones considering major characteristics of each station and finally different T-D curves were calculated for different zones. Marginal Entropy, mean, variance and spatial location of potential stations were used to categorize stations in limited groups that had more resemblance. Max-min method is used as a fuzzy equivalence relation to produce fuzzy similarity matrix.

  • Temporal Frequency Importance of Temporal Frequency Small-scale sites and facing with several obstaclesThe sampling frequency determination method is used for sampling frequency of each sampling location.(Future sampling frequency based on representative properties of historical concentration data)Representative properties : Properties in each well apart of others Magnitude of concentration (Mean) Direction of change (Iteratively Reweighted Least Square (IRLS) robust regression) Dispersion and inhomogeneity of data around the mean (Standard deviation)

  • Temporal Frequency The property in each well in relation with other wells : correlation in one specific well with other wells (C.I indice)Using fuzzy clustering for categorizing similar station into four groups

  • Case Study Tehran-Karadj Aquifer, Tehran, Iran coverage of area more than 1800 Km2 About 865 million cubic meters of water per year is provided for domestic consumption of over 10 million people in this region More than 30 percent of Tehran domestic water demand is supplied from Tehran-Karadj quifer The share of groundwater in supplying water demand (domestic, agricultural, and industrial demand) is raised up to 60 percent during drought conditions Considering 64 quality monitoring stations with semiannual temporal frequency from May 1998 to November 2007 (16 Time intervals)

  • RESULT AND DISCUSSIONVariation of the Transinformation versus Distance without fuzzy clustering Variation of Transinformation versus distance in different zones with fuzzy clustering

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    Transinformation (Nats)

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    33O-33D

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    1381.24.914.71307699952.0172472.30.50.012.10.80.9308.05

    1380.89.169.232916849651.9478373.321.010.034.81.115.42.7207.9

    1380.29.589.753137021,0021.8667353.31.630.034.621.655.22.908

    1379.8080212001.952

    1379.214.0613.9725090214292.001264.4492.110.062.894.8745.108.1

    1378.80

    1378.213.313.29420102414302.39136.844.851.40.0570.810.12.3907.6

    1377.813.313.29420102414302.39136.844.851.40.0570.810.12.3907.6

    1377.20

    w-8

    well-no.utmxutmyLOCATIION

    85321503953350

    37P-14D5321003953300

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.812.212.33426.575012071.76729.923.650.390.028.142.734.6507.6

    1386.211.3911.5941875611571.46726.3431.560.036.82.444.84.3507.71

    1385.811.3711.5146078011281.01219.092.152.210.026.992.294.84.4207.5

    1385.211.6711.444576011651.31323.742.752.30.026.61.834.84.7707.1

    1384.83.663.821467268321.42120.220.730.120.012.80.940.52.3807.97

    1384.211.5211.274206924921.52227.083.11.830.026.571.8154.4607.52

    1383.810.5211.0338061810831.49827.762.91.40.026.22.184.34.5507.41

    1383.210.3710.141060610641.07220.932.151.870.026.331.374.14.6307.46

    1382.89.249.113445479571.27225.542.351.580.015.31.473.54.1407.54

    1382.27.977.862855448341.3327282.251.230.024.471.43.123.3407.78

    1381.88.088.042665568431.6877342.751.110.024.21.762.254.0308.11

    1381.28.237.962554188701.9538383.120.240.014.861.592.53.8707.78

    1380.87.657.532454747181.7587362.750.790.014.13.061.053.4207.4

    1380.28.178.32575308201.8856373.020.640.024.492.52.23.607.7

    1379.88.728.873306168301.156242.11.70.024.91.73.17407.9

    1379.26.516.822203825951.42332.412.11.30.013.11.650.874.307.9

    1378.80

    1378.28.898.583105758841.52830.262.651.120.045.081.53.273.8107.7

    1377.88.898.583105758841.52830.262.651.120.045.081.53.273.8107.7

    1377.20

    w-9

    well-no.utmxutmyLOCATIION

    95368753930875

    38T-59D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.837.0335.31300240034503.05129.71118.870.0317.1321.28.85.307.37

    1386.237.0235.91300239434203.05129.71119.610.0216.3921.695.307.17

    1385.80233833653.092

    1385.236.9335.341285228333103.13330.4111.260.0319.721.298.85.2507.28

    1384.80210233103.101

    1384.236.7335.741285192033103.07730.03119.840.0315.8621.48.955.3907.31

    1383.834.6335.651230199031602.8628.96109.90.0314.721.459.2507.54

    1383.232.831.251149195331002.89729.949.89.780.0213.217.088.95.2707.55

    1382.830.5229.111025152429803.1332.83107.790.0212.7115.668.54.9507.34

    1382.228.8127.51.0041.99630002.745730980.00311.69148.275.2307.8

    1381.828.8127.51,0041,99627202.7457308.78.390.0311.69148.275.2307.8

    1381.216.5316.354401.93725593.142477.73.30.035.53.055.47.907.34

    1380.828.4728.078931,87824503.54813710.67.180.0210.6713.49.275.408

    1380.224.3224.17551,70822403.3482389.26.560.028.5411.357.854.908

    1379.826.8226.517901,60818553.9136411170.028.812.767.46.3507.6

    1379.221.5720.55687.5150816802.98236.257.86.030.027.7286.775.7807.6

    1378.80

    1378.20

    1377.823.4222.76680153425203.76641.939.86.140.027.46124.66.1607.2

    1377.20

    w-10

    well-no.utmxutmyLOCATIION

    105439503954500

    39P-3D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.88.028.183385027800.6815.591.251.440.015.322.31.74.1807.23

    1386.26.476.77222.54066541.34130.9121.30.023.151.871.83.108.02

    1385.86.866.952604246741.0324.21.651.470.013.731.81.753.408.1

    1385.27.787.683264827480.69816.21.251.140.015.381.51.254.9307.22

    1384.88.699.13334788401.11223.3621.350.035.311.91.85.407.86

    1384.27.67.953073927160.83319.211.451.420.014.721.881.984.0907.86

    1383.87.547.883254177310.57713.791.031.40.015.11.851.824.2107.41

    1383.204167530.641

    1382.87.887.93304157750.70516.241.271.60.01521.84.107.69

    1382.27.67.653174627780.702171.251.350.014.991.5524.107.7

    1381.87.667.693164827510.7544181.341.430.014.881.461.824.4107.68

    1381.27.487.643113656720.7088171.251.260.014.961.61.74.3407.82

    1380.804306460.7621

    1380.27.687.93115006210.8222191.452.020.014.22.123.807.5

    1379.810.2710.634165829300.9315191.92.070.056.251.881.956.807.1

    1379.27.747.883095047260.88820.161.551.380.014.81.831.854.207.6

    1378.80

    1378.28.318.793255208181.00421.781.82.030.014.472.762.153.8807.55

    1377.88.318.793255208181.00421.781.82.030.014.472.762.153.8807.55

    1377.20

    w-11

    well-no.utmxutmyLOCATIION

    115397003951850 This station is ignored in calculation

    38P-41D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.89.039.43565508811.00721.041.91.750.015.37225.407.65

    1386.23.673.611502023790.53917.980.660.730.012.270.860.352.407.71

    1385.88.048.01311.54727951.02622.511.82.380.013.851.851.94.2608

    1385.29.729.553955929330.91618.721.82.070.025.831.52.155.906.92

    1384.83.743.881592103660.44414.970.550.690.012.491.10.62.1808.01

    1384.26.596.332823486090.56614.420.921.730.033.911.141.293.907.88

    1383.80

    1383.20

    1382.89.349.39391.55109470.76316.171.51.850.015.981.932.15.3607.67

    1382.29.519.293925769610.8333181.651.920.025.921.531.95.8607.48

    1381.88.938.793685788883.8079181.552.420.024.941.71.95.1907.84

    1381.29.929.744054668530.8944181.81.820.026.281.641.96.207.51

    1380.84.865.071873224810.8128231.110.790.022.941.021.05307.7

    1380.210.3110.654255887850.8731181.82.30.016.22.652.15.907.3

    1379.80

    1379.23.883.87157.52083480.58218.810.711.150.0220.90.372.608.1

    1378.80

    1378.210.0710.074205809560.81516.581.642.30.036.12.1825.8907.45

    1377.810.0710.074205809560.81516.581.642.30.036.12.1825.8907.45

    1377.20

    w-12

    well-no.utmxutmyLOCATIION

    125264503929400

    36U-60D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.833.5732.64797230033206.23452.4317.65.540.0310.415.5498.107.63

    1386.231.129.77693.5207429706.53155.3117.25.350.038.52138.758.0207.56

    1385.834.534.07872.5213132305.77249.42175.950.0511.515.79108.2807.26

    1385.230.9529.92665.5204629406.8385717.64.610.048.713.87.98.2207.04

    1384.830.4130.8718.5220031005.98452.75165.220.049.1514.548.18.1607.32

    1384.231.8730.49737187830306.3153.7517.16.120.038.6214.168.47.9307.26

    1383.829.5329.25685177128106.04853.6115.85.80.037.913.027.88.4307.25

    1383.228.9528686175427855.81552.6115.24.520.039.212.17.78.207.31

    1382.827.8526.57591156828006.59457.56164.970.036.8511.537.37.7407.71

    1382.226.8625.655741,8322,7906.40695715.353.890.037.599.97.458.307.19

    1381.819.3318.934501,2961,8714.85545310.33.910.035.098.025.25.7107.94

    1381.219.0518.774111,0771,9815.32725710.84.330.033.896.55.057.2207.62

    1380.80145023005.821

    1380.225.8525.575501,9562,6006.31075714.84.980.056.0214.85.275.507.4

    1379.825.1424.9455017712,5106.01225614.14.260.046.7410.277.7407.6

    1379.224.424.37490161823106.59659.8414.53.50.16.311.15.777.507.4

    1378.80

    1378.222.9322.85470139225206.24159.0113.55.680.033.728.35.179.3807.4

    1377.822.9322.85470139225206.24159.0113.55.680.033.728.35.179.3807.4

    1377.20

    w-13

    well-no.utmxutmyLOCATIION

    135119703923715

    33V-14D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.812.0711.88294.573211973.58450.956.151.920.033.973.732.455.708

    1386.211.912.2827673411663.82253.366.352.020.033.54.372.355.5607.98

    1385.811.7811.86287.575511283.55651.1962.350.033.44.022.255.5907.39

    1385.212.1711.96289.580211383.7552.426.352.270.033.523.82.45.7607.47

    1384.811.5311.927574011783.63652.361.80.033.742.25.708.17

    1384.212.0312.2630065011853.48150.1362.460.033.544.052.415.807.5

    1383.812.4812.3531566211623.48249.526.152.80.033.54.222.35.8307.58

    1383.212.0512.29283.569011903.78952.956.352.170.033.53.982.55.8107.62

    1382.811.9712.1426364411874.13856.066.72.050.013.214.092.355.707.82

    1382.211.2511.22546981,1973.8626556.152.080.032.993.3925.8107.61

    1381.812.1812.782736821,1374.0587556.72.040.033.414.452.36.0307.9

    1381.211.712.162845631,1353.56345262.350.033.323.782.246.1407.93

    1380.811.9611.962447401,1054.5133597.052.10.032.783.72.275.9907.8

    1380.211.6411.83237021,0802.8655455.152.550.033.914.125.707.5

    1379.813.4313.12707208524.86866082.40.0334.426.707.4

    1379.211.1811.0725067010433.90955.286.1520.0333.52.175.407.8

    1378.80

    1378.20

    1377.80

    1377.20

    w-14

    well-no.utmxutmyLOCATIION

    145427003957350 This station is ignored in calculation

    39O - 4D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.810.4110.6639764410121.2323.542.451.640.026.32.662.45.607.73

    1386.210.441039864210171.22823.472.451.860.036.12.32.255.4507.93

    1385.810.5210.03412.568610311.11821.582.251.860.026.392.212.25.6207.19

    1385.210.4210.01412.565610251.06820.832.151.750.026.51.922.45.6907.16

    1384.87.056.732574827301.19127.091.91.290.013.851.751.83.1807.83

    1384.210.6810.21428.559210591.01919.762.11.890.016.682.12.515.607.22

    1383.83.483.61501773100.39213.790.430.70.052.30.870.52.2307.94

    1383.212.3111.7436466411452.63640.8652.980.034.34.542.54.707.91

    1382.80

    1382.20

    1381.810.4510.194147181,1131.0566212.151.560.026.721.62.65.9907.55

    1381.23.963.881752083990.3401120.450.950.012.550.680.52.707.98

    1380.83.974.021862263500.183570.251.530.012.180.40.43.2208.2

    1380.20

    1379.80

    1379.20

    1378.80

    1378.210.7810.1342564410581.10621.152.251.340.037.162.562.375.207.2

    1377.810.7810.1342564410581.10621.152.251.340.037.162.562.375.207.2

    1377.20

    w-15

    well-no.utmxutmyLOCATIION

    155180003921500 This station is ignored in calculation

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.822.2621.58686161623203.24538.198.55.980.047.749.956.6807.82

    1386.222.2121.68688.5156622703.20137.828.46.670.047.1104.96.7807.52

    1385.822.2921.54692.5148221503.20737.878.46.370.047.48104.86.7407.36

    1385.222.0422.75700156822103.03936.4886.350.047.6511.64.556.607.32

    1384.827.9328.32759.5179027104.62345.6112.75.840.049.3513.028.27.107.98

    1384.20

    1383.80

    1383.20

    1382.819.9118.98543.5103818863.87845.494.820.046.059.163.86.0207.47

    1382.24.584.781782704820.74952211.190.022.370.881.22.708.19

    1381.80

    1381.220.4819.236001,0842,0303.4497418.455.90.036.19.963.16.1707.68

    1380.847.6846.91,3003,1804,1505.99074521.613.960.0812.0421.616.48.907.8

    1380.221.6321.45001,4302,1305.18765411.65.90.034.19.55.86.107.8

    1379.855.1155.771,5003,9464,6506.45494625150.111534.512.878.407.4

    1379.228.6530.4760205026404.87946.9513.48.60.056.618.46.355.6507.5

    1378.800

    1378.223.9121.74668162221704.08244.1210.58.040.055.3211.893.975.8807.8

    1377.823.9121.74668162221704.08244.1210.58.040.055.3211.893.975.8807.8

    1377.20

    w-16

    well-no.utmxutmyLOCATIION

    165271003938550

    36S-39D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.813.2213.7653394213671.10519.292.551.570.019.093.545.84.4207.97

    1386.213.7913.6753489913431.34222.483.11.780.018.93.575.54.607.74

    1385.813.8113.8756792413241.03717.892.452.050.029.293.276.14.507.35

    1385.213.9514.4354793814111.28721.5831.890.019.052.886.55.0507.69

    1384.812.9113.48522.583813101.07619.062.451.550.018.93.485.44.607.62

    1384.212.8413.0550474412831.22921.52.751.720.018.362.785.364.9107.43

    1383.812.0612.4847570011661.17521.232.551.60.017.93.134.94.4507.52

    1383.211.7611.7346065011401.19421.772.551.270.017.932.664.54.5707.35

    1382.810.5610.9642059510991.05420.462.151.330.017.072.664.43.907.56

    1382.211.9712.384808341,2561.0726202.351.620.027.982.595.24.5907.69

    1381.807171.191.04

    1381.211.9111.94836081,1381.0243192.251.450.018.225.84.108.03

    1380.811.5611.14838781,1280.8649171.91.60.018.051.45.93.807.8

    1380.208209700.88

    1379.89.819.694007649190.9181.81.50.016.50.94.44.3907.65

    1379.28.568.93406788740.95520.561.750.80.0162.13.8307.5

    1378.80

    1378.29.419.23707349231.04521.3621.40.0161.73.93.607.3

    1377.89.419.23707349231.04521.3621.40.0161.73.93.607.3

    1377.20

    w-17

    well-no.utmxutmyLOCATIION

    175272253937150

    36T-33D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.819.0319.89410115619185.33456.7510.82.80.035.46.297.75.907.84

    1386.213.3313.41335.576413723.60349.516.62.320.024.393.315.84.307.65

    1385.815.8316.6385106615694.14351.368.13.20.034.55.85.25.607.25

    1385.212.0712.6430277012523.4749.9661.820.034.223.143.16.407.37

    1384.815.4716.09397101815963.77948.687.53.440.034.54.854.76.5407.71

    1384.214.6615.0337783015083.66748.577.13.180.024.363.934.36.807.45

    1383.816.8317.42325101116845.7361.3810.320.034.55.796.45.2307.47

    1383.214.7814.54357.582014374.03551.627.63.060.034.093.9746.5707.51

    1382.823.6924.19612136824604.62848.3311.43.940.058.37.3111.45.4807.56

    1382.214.514.123718921,4963.6599497.053.10.034.3213.764.45.9607.28

    1381.818.3218.433391,1521,9196.24596311.53.620.043.165.1610.223.0508.2

    1381.223.0522.386101,3402,4404.37274710.83.540.058.666.1710.55.7107.22

    1380.818.6218.854421,1601,7754.6376539.752.540.036.33.859.65.407.8

    1380.215.7215.952959721,6205.7057629.82.50.023.45.16.354.507.6

    1379.816.8316.93151,0221,6955.9166310.52.20.034.14.875.107.8

    1379.217.7317.94380110817935.19757.1410.12.60.0355.247.35.407.7

    1378.80

    1378.223.4523.27600153228004.67448.8311.43.20.058.86.212.674.407.25

    1377.823.4523.27600153228004.67448.8311.43.20.058.86.212.674.407.25

    1377.20

    w-18

    well-no.utmxutmyLOCATIION

    185265253928075

    36U-69D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.826.5526.5575180026706.25556.5154.860.056.6414.16.4607.93

    1386.228.8527.51625206529506.5256.516.36.650.055.8515.516.75.308.13

    1385.844.4642.51130294742106.50349.1721.89.80.0612.826.796.808.2

    1385.234.9733.59826235234106.4252.7618.47.670.058.8519.8576.7407.59

    1384.828.5527.39605191628406.68857.6216.45.450.056.6515.55.36.5907.83

    1384.235.6534.03850222435306.39752.3118.68.520.058.4820.667.176.208.07

    1383.828.6528.31630171327206.39556.021660.056.616.15.96.3107.53

    1383.229.0528.6650178928406.29555.25166.220.056.7816.45.96.307.71

    1382.835.634.01877205935806.09850.73187.80.069.7420.17.256.6607.55

    1382.242.7540.910352,8294,1006.8383522210.070.0510.6325.487.507.82

    1381.845.6643.631,2402,9964,2805.90684620.811.10.0613.727.758.777.1107.36

    1381.229.2427.936601,6252,9306.227955166.20.04715.215.96.8207.66

    1380.839.9638.891,0152,9703,4706.15214919.68.960.0611.3424.167.976.7607.8

    1380.225.8525.575501,9562,6006.31075714.84.980.056.0214.85.275.507.4

    1379.847.0444.71,0203,0383,1906.275726.610.190.0510.229.287.508

    1379.20245030056.2231

    1378.80

    1378.20

    1377.80

    1377.20

    w-19

    well-no.utmxutmyLOCATIION

    195344003941250

    37R-101D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.89.629.88358168610171.29525.472.451.370.015.792.333.63.9507.85

    1386.20279011301.36

    1385.812.6212.35474.5389212941.43724.83.12.610.036.883.85.62.9508.2

    1385.2046429811.21

    1384.86.566.2824554266771.06125.311.650.740.014.161.3322.9508.06

    1384.28.317.9432465108941.01722.021.81.020.035.461.593.13.2507.6

    1383.817.316.516257100417621.9227.754.773.30.039.23.745.27.5707.3

    1383.20895717912

    1382.817.4115.1614991218222.0729.475.12.830.039.453.0857.0207.52

    1382.29.389368106229861.04252221.350.026.011.73.43.907.55

    1381.88.578.27335115568931.0107221.851.750.024.952.073.2307.87

    1381.216.3715.636181283715041.60962542.170.0210.183.64.77.3307.23

    1380.811.4211.134251381211481.4067262.91.10.027.42.844.3308.1

    1380.29.79.553571473411301.3505262.550.790.026.342.753.43.407.7

    1379.815.7315.3585151,08215821.65382642.70.0393.94.86.607.7

    1379.28.328.32280166648451.62632.692.651.40.074.22.953.272.107.9

    1378.8017

    1378.28.328.32280186648451.62632.692.651.40.074.22.953.272.107.9

    1377.812.6212.17458.51970612631.61127.343.422.30.036.872.93.85.4707.3

    1377.20

    w-20

    well-no.utmxutmyLOCATIION

    205221003912850

    34W-6D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.817.1817.62207.5110817729.02575.67130.670.033.486.837.23.5908.07

    1386.215.6216.11130996165511.40283.23130.60.0226.816.92.407.96

    1385.816.3316.3118089916619.48877.9612.70.830.032.776.337.22.7808.2

    1385.216.0316.33200107216758.50775.05120.690.033.315.796.93.6407.57

    1384.815.3816.08197.596417538.13374.3211.40.650.033.36.26.23.6807.98

    1384.216.0416.63185102417079.07376.9312.30.470.043.236.086.783.7707.89

    1383.816.3317.13245100616237.30269.9911.41.50.033.46.766.63.7708.04

    1383.214.2814.5197.589314897.35172.3410.30.850.033.15.15.83.607.8

    1382.814.8115.5218491716728.20575.1511.10.680.0335.626.23.708.1

    1382.215.4314.832209641,6397.416271110.710.033.695.065.83.9707.74

    1381.815.7115.152098801,5177.95477311.50.70.033.485.355.64.208.01

    1381.213.5513.272018231,5166.7007709.50.670.033.354.464.74.1107.77

    1380.813.4812.881858561,2797.1683739.750.690.033.014.34.34.2808

    1380.212.8312.451908261,3266.52927090.60.033.24.5543.907.9

    1379.808191,2936.31

    1379.212.3812.9620081212605.92667.698.350.80.033.25.13.873.9907.2

    1378.80

    1378.211.9411.6825373810924.32557.626.851.60.033.464.682.54.507.55

    1377.811.9411.6825373810924.32557.626.851.60.033.464.682.54.507.55

    1377.20

    w-21

    well-no.utmxutmyLOCATIION

    215378003938850

    37S-65D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.818.1618.53607115617632.43533.0464.040.028.15.567.0307.42

    1386.2000113817502.43

    1385.8000111817402.3

    1385.20109917302.5

    1384.817.1617.08567108017152.44433.925.82.840.028.54.415.27.4707.74

    1384.20105017252.4

    1383.87.067.39220102017352.3537.682.650.70.013.72.12.273.0207.15

    1383.218.5417.8263699117402.30831.395.84.290.028.435.625.86.407.45

    1382.818.9718.98657.595919132.2730.685.84.450.028.76.56.16.3807.2

    1382.218.3118.256241,2541,9162.3218325.84.630.037.856.336.25.7207.83

    1381.817.717.276491,1681,7071.8449274.74.530.028.455.275.86.207.8

    1381.218.9318.26409151,6502.4112326.14.40.038.465.66.607.22

    1380.819.7519.426841,2921,7532.3132316.054.720.028.966.256.476.707.9

    1380.215.7315.855099501,4222.4612355.554.140.016.035.56.753.607.6

    1379.819.4219.656401,1841,7722.6088346.63.80.0297.26.555.907.5

    1379.216.7516.7549113016372.46334.455.753.480.027.56.94.65.207.4

    1378.80

    1378.218.5717.8630120418402.37932.155.954.290.028.314.935.47.4707.05

    1377.818.5717.8630120418402.37932.155.954.290.028.314.935.47.4707.05

    1377.20

    w-22

    well-no.utmxutmyLOCATIION

    225278003910100

    36X-18D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.822.5521.9439.5153423506.53560.7513.72.940.065.858.68.94.407.89

    1386.223.122.01412155424307.29164.0714.82.840.065.48.69.83.6107.67

    1385.822.0221.55373.5144822807.52966.0814.53.170.054.38.959.43.208.05

    1385.223.7622.8405151024007.78265.9115.62.450.065.658.99.34.607.66

    1384.822.4822.4381.5133824907.60366.0614.82.230.055.49.298.54.6107.96

    1384.229.0628.65499166428708.54165.66192.880.087.19.9514.44.307.82

    1383.826.9628.26515167427907.34161.816.63.20.067.19.6314.54.1307.86

    1383.223.5424.2449.5147024506.86361.8114.530.055.998.5611.54.1407.76

    1382.826.9926.8467.5166229508.15965.3617.62.920.046.438.714.33.807.96

    1382.226.4826.364811,7722,8607.66016416.82.820.066.88.2913.54.5708.04

    1381.826.3625.474351,5942,6208.43856717.630.065.78.1713.63.707.91

    1381.225.0624.154501,5202,7407.542464162.150.066.858.211.474.4807.63

    1380.819.45193701,2801,8956.238562122.450.054.957.774.307.8

    1380.225.0624.874301,6462,5807.90876616.42.80.065.88.212.454.2207.5

    1379.823.622.94001,5902,2607.566152.650.65.357.610.94.407.7

    1379.201,5402,6207.1

    1378.80

    1378.218.5218.4423.5124018144.88454.27102.870.055.67.45.85.207.4

    1377.818.5218.4423.5124018144.88454.27102.870.055.67.45.85.207.4

    1377.217.9517.9260132818827.90771.0312.71.20.0548.26.333.3708

    w23

    well-no.utmxutmyLOCATIION

    235139003941650

    33R-40D5140003941600

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.83.823.7345.52924134.29975.922.90.110.010.80.930.951.8508.2

    1386.23.583.71152363781.18435.481.270.250.012.051.050.52.1508.11

    1385.83.793.78131.52403781.01230.611.140.690.021.941.010.72.0707.8

    1385.23.923.971252383651.2736.221.410.80.011.71.010.452.5108.19

    1384.83.883.711252103301.23435.571.370.680.011.821.10.42.2108.1

    1384.23.533.66107.52023571.33139.091.370.550.011.60.90.422.160.188.32

    1383.83.613.781201983471.10533.521.20.80.011.610.422.3607.94

    1383.23.373.51192003450.90829.380.980.70.011.680.850.42.2508.12

    1382.84.014.191352124011.12832.671.30.790.011.910.890.72.607.77

    1382.23.843.881322044051.0464321.20.770.011.860.910.472.507.78

    1381.801873771.16

    1381.23.53.561081713401.2924391.340.470.011.680.690.372.508.29

    1380.802083151.37

    1380.23.993.861202442921.4423401.580.80.011.61.060.42.407.8

    1379.84.714.521752604080.9071261.21.30.012.21.250.572.707.8

    1379.23.53.771112483701.21536.571.270.420.011.810.372.408.1

    1378.80

    1378.24.494.39181.53084330.63819.150.850.960.012.671.40.62.3907.8

    1377.80

    1377.20

    w-24

    well-no.utmxutmyLOCATIION

    245181653928340 This station is ignored in calculation

    34U-21D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.839.4837.741370253936803.24230.41212.30.0815.123.546.87.407.69

    1386.240.9639.051314218234104.02835.6514.612.280.081425.376.47.2807.72

    1385.837.4335.681310207030903.1033011.1510.450.0815.7522.65.77.3806.99

    1385.238.8337.561357.5236634303.1730.0811.613.010.0814.1423.915.97.7507.16

    1384.837.6137.61280207533003.35731.93129.60.011625.25.27.208.03

    1384.236.3834.721195196432203.6134.3112.48.910.0814.99215.68.1207.4

    1383.833.6733.991270196831302.32124.568.210.50.0714.920.625.28.1707.52

    1383.232.4631.731354.5197131301.45916.545.311.280.0715.8118.915.17.7207.31

    1382.832.9531.461084.5168029803.41934.1711.210.060.0611.6319.165.3707.53

    1382.214.814.131898441,5788.011975111.350.032.424.456.72.9807.3

    1381.89.479.492425569222.9569494.61.560.033.283.321.924.2507.6

    1381.20

    1380.817.2116.65511,1681,5252.6199366.153.840.047.187.62.676.3307.7

    1380.20

    1379.80

    1379.217.4117.34378.5122818175.05856.529.83.170.044.47.663.7407.4

    1378.80

    1378.226.0522.15715185627904.39445.1111.76.660.057.6411.625.075.4607.5

    1377.826.0522.15715185627904.39445.1111.76.660.057.6411.625.075.4607.5

    1377.220.9620.22475155225805.25854.6811.43.560.065.9410.65.883.7408.1

    w-25

    well-no.utmxutmyLOCATIION

    255214003913750

    35X-21D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.817.6618.05381123618495.12356.63103.240.044.388.34.55.2507.86

    1386.216.6616.62391113016904.4552.828.83.220.044.67.545.1208.2

    1385.816.5316.1494.5110516022.98640.176.63.870.046.028.454.33.3508.1

    1385.215.9115.3548391615282.84439.286.23.860.055.86.854.24.307.52

    1384.822.4521.64645141622103.7642.549.54.20.058.79.875.66.1707.53

    1384.217.2617.95371112618175.10957.019.83.020.044.48.44.35.2508.16

    1383.815.2415.846585615002.75538.985.92.80.046.57.13.45.307.54

    1383.287.63309.57888551.02922.631.81.070.015.121.5333.107.6

    1382.817.9117.45428102018544.5252.219.32.790.055.777.665.24.5907.87

    1382.217.2917.843481,1881,7955.52536010.32.850.044.17.44.46.0407.93

    1381.80150024008

    1381.228.6428.583501,8423,31011.5537621.60.890.056.19.4216.52.6607.6

    1380.829.8531.173501,9243,17012.1877722.810.0569.2719.32.607.7

    1380.222.4322.712591,4862,40010.6877717.20.780.054.47.7123.0107.5

    1379.821.6521.071101,5102,0203.8059449.43.30.058.99.95.475.707.7

    1379.215.8516.57325106615105.18658.999.31.90.054.67.64.474.507.6

    1378.814.6314.2733054.8982.20.034.45.553.375.3507.5

    1378.20

    1377.820.3519.3590149418003.5242.028.52.80.0598.55.25.607.45

    1377.20

    w-26

    well-no.utmxutmyLOCATIION

    265202003945975

    35Q-106D5201003946050

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.89.249.625166610222.65145.464.21.540.023.482.54.62.508.02

    1386.28.228.582085329392.80849.274.050.460.013.72.234.22.1507.95

    1385.810.0210.12292.570710102.43841.624.151.130.024.722.64.43.1207.34

    1385.27.317.641653907693.12254.8640.70.012.61.183.972.4907.59

    1384.87.197.421594647963.1855.7740.610.012.571.613.52.3107.67

    1384.27.227.36172.54648002.8752.223.750.80.022.651.413.552.407.74

    1383.88.869.022555739552.35542.443.750.80.014.32.14.42.5207.88

    1383.26.746.76166.54217022.64350.593.40.760.012.571.183.252.3307.99

    1382.87.197.12181.54497872.64349.513.550.790.012.841.353.472.307.64

    1382.26.526.481263666903.57056240.820.011.691.013.671.808.03

    1381.86.526.823,1504627002.8577543.50.60.022.41.273.352.208.13

    1381.28.988.852504708532.2452443.551.250.433.751.34.952.607.75

    1380.84.484.391624357602.19281.230.760.012.481.070.832.4907.9

    1380.27.037.421994086732.1479433.031.110.022.871.753.42.2707.7

    1379.88.658.72756067471.8874363.131.40.024.11.54.52.707.7

    1379.27.527.5220.54787952.09441.363.10.610.013.81.753.22.5508.1

    1378.80

    1378.26.66.521664207062.54649.73.270.590.012.731.52.672.3507.7

    1377.86.66.521664207062.54649.73.270.590.012.731.52.672.3507.7

    1377.20

    w-27

    well-no.utmxutmyLOCATIION

    275327503946350

    37Q-71D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.814.6214.554297614851.61125.653.753.180.037.662.913.97.6907.72

    1386.2082013001.801

    1385.810.5710.1534067011072.04535.673.753.140.023.662.93.73.5507.75

    1385.218.317.45703.5113018001.59523.124.23.770.0310.32.95.59.0506.88

    1384.86.316.18252.53946290.79319.971.251.20.013.851.61.72.8807.96

    1384.211.0710.8336563811201.97334.063.753.30.0242.7644.0707.83

    1383.836.3535.5388568011861.7551.3118.65.70.051216.3312.36.907.66

    1383.212.8212.2347571412511.52325.93.32.540.026.9623.46.8307.43

    1382.814.2713.754583315241.44423.623.352.920.027.98247.707.38

    1382.212.2112.124607581,2901.39952532.490.026.72.053.276.807.4

    1381.812.212.084447401,2601.5661273.32.430.026.452.183.46.507.48

    1381.211.9211.784306081,1761.5914283.320.026.61.73.26.8807.36

    1380.814.4214.215078901,2921.8973304.272.840.027.291.745.876.608.1

    1380.211.9311.634047521,2331.9166323.852.840.015.232.853.255.5307.8

    1379.814.8914.825409461,3511.7557274.084.80.0162.753.578.507.9

    1379.212.2711.6742579611651.82930.733.752.20.026.32.22.976.507.4

    1378.80

    1378.213.5513.14488.588813451.7127.93.752.370.037.42.663.37.1807.75

    1377.813.5513.14488.588813451.7127.93.752.370.037.42.663.37.1807.75

    1377.20

    w-28

    well-no.utmxutmyLOCATIION

    285211003941450

    35R-71D5210003941300

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.86.927.171204567234.10865.034.50.740.021.662.152.72.3208.02

    1386.27.077.291204007204.24565.774.650.660.021.741.842.82.6507.64

    1385.877.31146.54777023.36358.144.050.530.022.42.092.62.6207.49

    1385.27.417.512154287432.12141.973.10.670.013.631.592.373.5507.71

    1384.87.547.58176.55668083.01853.1841.150.012.381.782.8307.83

    1384.26.947.152194708551.7336.892.550.480.013.91.462.543.1507.64

    1383.86.927.181254497483.95363.874.40.50.0221.333.32.5508

    1383.26.086.36153.53806662.4349.5130.570.012.50.962.52.907.59

    1382.88.048.18251.54768871.89837.4430.860.014.171.692.63.8907.35

    1382.28.778.423005489671.5877322.750.870.025.131.6333.7907.42

    1381.86.326.61354606863.0983573.60.60.022.11.52.552.5508.16

    1381.26.76.891463496423.0207563.650.30.132.621.492.82.608.15

    1380.88.158.071695548243.6538594.750.730.022.651.73.972.408

    1380.27.377.551484366983.6229604.40.550.022.41.63.652.307.8

    1379.87.327.351404127053.8031624.50.640.022.161.53.22.6508

    1379.25.835.921253765762.97857.123.250.70.081.81.651.672.608.05

    1378.80

    1378.20

    1377.85.646.23158.53465961.96243.792.450.440.022.732.261.772.207.7

    1377.20

    w29

    well-no.utmxutmyLOCATIION

    295193003932950

    34T-41D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.815.0815.06435100815453.04542.116.352.90.035.85.563.26.307.46

    1386.215.0814.6543597014933.04542.116.353.30.035.44.783.56.3707.93

    1385.815.1814.5452.599214602.88240.386.12.60.036.4543.76.807.22

    1385.213.8814.141593814612.73940.25.5530.035.34.053.56.5507.11

    1384.814.6114.56439101615222.78339.95.83.280.035.54.5446.0207.86

    1384.214.8314.33422.583214843.10443.026.353.330.035.124.545.8307.76

    1383.815.1314.6143083014563.14943.166.530.035.64.583.76.3307.39

    1383.215.4314.99465.585615002.83739.666.13.40.025.914.474.076.4507.32

    1382.813.9813.37372.580614763.38346.716.53.360.034.094.44.14.8707.82

    1382.215.7315.954951,0241,6692.6069375.83.910.035.993.835.26.9207.36

    1381.815.9615.945039501,5462.6083375.854.250.055.814.425.725.807.79

    1381.217.2816.65118601,5693.09664173.720.066.54.255.17.2507.32

    1380.815.1514.654258501,4833.2014446.63.280.055.224.24.555.907.8

    1380.214.614.384209421,4963.0008426.153.770.054.634.454.355.5807.7

    1379.814.7514.474009401,4403.3521466.74.070.063.925.074.64.807.7

    1379.215.1515.1844097414903.02741.916.33.30.055.54.414.376.407.6

    1378.80

    1378.214.4614.13437.593614202.7339.495.653.460.065.294.143.876.1207.5

    1377.814.4614.13437.593614202.7339.495.653.460.065.294.143.876.1207.5

    1377.20

    w-30

    well-no.utmxutmyLOCATIION

    305266003946600 This station is ignored in calculation

    36Q-110D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.88.918.674006008700.4510.10.92.40.015.62.274.32.107.53

    1386.20

    1385.89.139.38418.56249360.3728.320.751.210.017.163.23.82.3807.84

    1385.20

    1384.80

    1384.20

    1383.86.927.123204267110.2917.510.511.10.015.32.373.31.4508.19

    1383.27.597.243504797980.3157.770.580.40.016.61.983.361.907.59

    1382.87.347.11337.54308020.3218.040.581.080.015.672.013.571.5307.71

    1382.210.119.84777771,1100.251860.551.090.028.452.85.11.907.52

    1381.88.277.963835718930.306770.60.880.026.772.14.11.7607.88

    1381.23.283.361461533160.2979110.360.602.320.70.622.0408.12

    1380.80

    1380.29.769.454509568610.353580.751.20.017.83.454.61.407.4

    1379.89.119.074155809050.392790.83.30.0152.34.77207.7

    1379.28.448.543186708681.16624.6520.660.085.72.22.753.5908.4

    1378.80

    1378.210.6710.48485.584211320.43690.951.610.018.12.954.253.2807.4

    1377.810.6710.48485.584211320.43690.951.610.018.12.954.253.2807.4

    1377.20

    w-31

    well-no.utmxutmyLOCATIION

    315176003943900

    34R-27D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.85.996.111493965992.45850.0830.630.012.352.290.73.1208.04

    1386.26.326.621703846262.22445.892.90.720.022.682.521.22.908.02

    1385.85.96.171623865602.0945.092.651.050.012.192.350.83.0207.68

    1385.26.016.251503626222.45850.0830.270.012.731.891.153.2107.97

    1384.86.346.64166.54086602.33347.4830.60.012.732.041.33.307.81

    1384.26.346.64160.53506382.47149.373.120.710.012.51.951.223.4707.94

    1383.85.465.651403295772.24848.722.650.70.012.11.5513.108

    1383.26.146.371693716402.12344.952.750.880.012.51.921.13.3507.9

    1382.86.366.431553396372.61951.263.250.630.012.472.031.23.207.45

    1382.25.725.991483426082.2604482.750.470.012.491.391.43.207.73

    1381.85.916.131703925991.9202432.51.090.022.31.980.92.870.388.65

    1381.26.926.721953426292.15114430.790.033.12.321.52.907.66

    1380.87.216.942044486892.1941443.130.910.013.162.31.473.1708.3

    1380.26.866.891774426452.499493.320.630.012.92.51.073.3207.7

    1379.85.795.651243705622.9634573.30.480.0121.4513.207.9

    1379.27.187.272054847282.15142.931.20.082.92.32.072.907.9

    1378.80

    1378.27.897.582235107692.29743.473.420.890.013.572.831.673.0807.85

    1377.87.897.582235107692.29743.473.420.890.013.572.831.673.0807.85

    1377.20

    w-32

    well-no.utmxutmyLOCATIION

    325141003930225

    33T-69D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.815.9816.21590102015741.70925.974.153.30.038.55.173.657.3907.61

    1386.215.8515.8159196414911.64525.2445.020.036.84.213.58.108.03

    1385.817.1217.87643.5105215821.67524.834.24.770.058.15.273.88.807.24

    1385.218.0718.96646114417682.02628.55.15.180.057.745.764.38.906.95

    1384.823.3524.36699.5105417602.4540.099.35.490.068.56.347.021107.37

    1384.217.7318.51541.596417542.96538.926.854.50.056.333.775.69.1407.54

    1383.817.6417.1960091416042.30331.975.65.20.046.83.724.88.6707.18

    1383.216.8917.3256094016502.40533.695.654.780.046.422.855.29.2707.12

    1382.814.7115.3627083815332.2963.299.32.160.013.243.933.57.9307.83

    1382.214.5914.884908621,4602.1458334.753.970.045.832.983.78.207.41

    1381.8081514602.18

    1381.215.9915.845407651,4672.2162325.154.80.0462.1249.7207.23

    1380.814.5114.614858601,2952.1704334.784.230.035.472.653.778.1907.7

    1380.213.9914.14588141,3452.2428354.83.690.035.473.23.57.407.6

    1379.812.4312.654008261,1722.2364.43.80.034.22.682.474.742.768.4

    1379.214.814.1546879212952.51536.765.44.380.044.981.34.478.3807.1

    1378.80

    1378.214.3914.9942080614082.92341.635.953.620.044.783.214.47.3807.4

    1377.814.3914.9942080614082.92341.635.953.620.044.783.214.47.3807.4

    1377.211.411.35258.565811453.87554.656.23.560.031.613.24.23.9508

    w-33

    well-no.utmxutmyLOCATIION

    335242003915900

    35W-15D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.838.5137.43581.52632386011.11469.5926.83.430.088.217.3313.76.407.92

    1386.228.0827.48471201028808.5766.2418.64.420.065165.94.880.78.42

    1385.829.0728.28470200028709.07367.6619.64.060.075.34175.85.4808.09

    1385.229.8528.5489.5208029409.06767.2204.590.065.2175.95.607.98

    1384.841.0939.6880296042407.91957.1723.48.450.099.1525.88.8507.92

    1384.239.7838.06784.5239838708.60160.56247.730.097.9624.628.74.7407.91

    1383.837.7836.48685221735209.20163.74245.90.087.8256.45.0808.19

    1383.230.3128.91532.5184629308.5264.8619.64.550.066.117.625.95.3908.11

    1382.821.1120.22403215032108.6561.82134.410.053.65104.75.5207.81

    1382.235.0336.726392,4483,5108.78566422.25.90.066.8725.225.95.608.14

    1381.839.4938.287812,7723,8008.5196023.87.710.087.926.86.54.9807.96

    1381.223.8523.114401,3462,4507.150963153.920.054.889.985.957.1807.67

    1380.823.2422.214501,5202,2006.69396114.24.050.044.959.086.36.8307.6

    1380.20170022506.28

    1379.80190024005.8

    1379.20210029005.2

    1378.80

    1378.20

    1377.80

    1377.227.7129.11486.5208232808.15264.8917.950.084.7318.45.64.670.448.9

    w-34

    well-no.utmxutmyLOCATIION

    345197003943150

    34R-75D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.87.287.4183.54607222.65849.453.60.940.012.732.462.32.6408.01

    1386.27.027.31633607082.93753.423.750.50.012.7622.62.707.67

    1385.86.9971844466772.4447.353.30.730.012.952.51.62.907.6

    1385.26.616.811603826852.69651.593.40.480.012.721.712.32.807.97

    1384.86.867.151654667152.77251.93.550.70.012.61.92.32.9507.81

    1384.26.676.911674107072.57749.933.320.60.012.741.62.92.4107.71

    1383.86.967.031703756572.7351.153.550.90.012.51.842.32.8907.72

    1383.26.26.5154.53926522.50250.163.10.520.012.571.32.92.307.65

    1382.86.877.081734097122.59349.643.40.560.012.91.812.372.907.65

    1382.25.916.151403806972.6199733.10.440.012.3612.82.3507.87

    1381.86.456.721724226562.29084730.860.022.571.9222.808

    1381.26.176.451513306102.5227513.10.470.052.551.323.1507.74

    1380.86.846.991674406502.7124513.50.950.012.381.952.172.8708.1

    1380.26.586.81664105492.5224503.251.30.012.021.92.62.307.7

    1379.86.716.971584066752.8287533.550.540.012.612.11.972.908.1

    1379.203906502.52

    1378.80

    1378.27.937.91223.55207902.31443.633.451.220.013.252.12.273.5407.65

    1377.87.937.91223.55207902.31443.633.451.220.013.252.12.273.5407.65

    1377.20

    w-35

    well-no.utmxutmyLOCATIION

    35.00518200.003952550.00

    34P-30D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.8012.8313.19420.0095013802.1534.304.400.700.037.702.828.571.800.007.86

    1386.2011.4811.71385.0084012381.9132.673.750.950.036.752.617.601.500.007.68

    1385.809.9410.23318.0069410072.0136.023.551.160.035.203.005.851.380.007.30

    1385.207.727.38245.005288341.8036.532.800.910.023.991.783.901.700.007.62

    1384.807.017.08217.005147951.8138.092.650.370.023.972.283.101.700.007.99

    1384.207.577.46232.004587881.9238.712.900.780.033.862.203.561.700.007.85

    1383.809.789.96325.0066411051.8233.543.251.100.035.401.646.801.520.008.06

    1383.2010.4810.47335.0064210702.0736.073.751.000.035.701.577.301.600.007.33

    1382.806.286.50208.003946901.4733.762.100.880.023.281.803.001.700.007.63

    1382.206.506.68207.004587591.6436.002.350.540.023.591.833.101.750.007.88

    1381.805.826.04183.004646571.5937.002.150.720.012.941.312.901.830.007.93

    1381.2034.7833.741185.0087013203.6032.0011.004.100.0819.607.9224.201.620.007.64

    1380.8019.7719.10417.00133820103.5158.0011.401.080.037.268.808.801.500.007.60

    1380.2037.4837.701270.00190029003.3732.0012.005.000.0820.4011.2025.001.500.007.30

    1379.8038.1038.071370.00250032002.8628.0010.607.400.1020.009.4026.971.700.007.60

    1379.2035.8135.771230.00300635603.2031.3011.104.600.1120.008.4025.571.800.007.40

    1378.800.00

    1378.2033.7832.961080.00236837003.7136.0612.104.000.0817.6010.7020.501.760.007.50

    1377.8033.7832.961080.00236837003.7136.0612.104.000.0817.6010.7020.501.760.007.50

    1377.200.00

    w-36

    well-no.utmxutmyLOCATIION

    365238003917550

    35W-8D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.821.120.16533146621604.50549.2910.44.850.045.819.455.35.4107.89

    1386.218.618.26463134219954.322509.35.040.044.229.165.1408.2

    1385.819.8919.05452135019815.10354.5510.84.870.054.17104.94.1507.75

    1385.219.8419.25475135019884.74452.1210.34.220.045.289.454.8507.9

    1384.820.4619.53481131421104.94352.9810.84.40.045.2210.224.25.1107.94

    1384.219.8520.34465122620104.89253.1510.54.50.054.810.314.615.4207.98

    1383.819.8419.71420119719015.58257.6611.43.90.044.510.7544.9608.18

    1383.218.9918.2432.5114618204.97254.4510.34.380.044.279.14.34.560.248.31

    1382.820.1619.3466101120105.02253.7710.84.920.044.410.054.25.0507.71

    1382.220.5519.594401,4482,1405.57775711.73.710.055.0910.623.855.1208.07

    1381.820.1419.35001,3161,9704.51685010.14.880.045.129.94.25.207.61

    1381.219.6418.954651,0651,9464.77655310.34.460.044.849.353.556.0507.51

    1380.823.4522.86451,7302,2204.13434510.56.30.056.612.84.15.907.8

    1380.218.9418.514201,2801,8455.12345610.54.20.044.29.73.655.1607.6

    1379.818.7818.774121,3261,7255.17615610.54.450.053.789.13.975.708.1

    1379.217.8316.97400116816104.91555.139.85.70.032.3103.773.207.8

    1378.80

    1378.218.7418.15410131417705.20556.2410.53.540.044.668.753.85.607.9

    1377.818.7418.15410131417705.20556.2410.53.540.044.668.753.85.607.9

    1377.20

    w-37

    well-no.utmxutmyLOCATIION

    375309003905100 This station is ignored in calculation

    37Y-4D5311003911400

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.821.2421.12445163023705.83157.9112.32.270.046.639.066.85.2607.47

    1386.223.4423.07570160023105.02651.2125.640.045.7611.374.7708.19

    1385.822.5422.74540154822405.05252.0911.76.20.044.611.047.64.108.02

    1385.221.0321.92550140421304.27747.69105.70.035.310.5274.408.07

    1384.824.0623.45601151223804.91150.04125.890.046.1311.95.835.7207.74

    1384.224.8523.97625149424504.9449.712.36.20.056.311.256.85.9207.57

    1383.826.2426.44660155624705.07649.7136.60.046.613.457.15.8907.42

    1383.225.324.32663.5151224004.6747.55126.920.036.3511.7775.5507.9

    1382.826.9525.69695151327104.9548.42136.90.05712.47.65.6907.8

    1382.227.1926.077071,7882,7004.889148136.340.057.812.757.55.8207.44

    1381.833.2532.689852,2003,0604.30144113.510.920.058.7815.669.57.5207.48

    1381.20

    1380.80

    1380.20

    1379.80

    1379.226.0526.9600175224305.73653.94145.70.056.315.36.35.307.7

    1378.80

    1378.252.7852.031260373855007.7752.2627.513.120.0812.0822.522.47.1307.25

    1377.80

    1377.20

    w-38

    well-no.utmxutmyLOCATIION

    385423003905050 This station is ignored in calculation

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.876.3175.7213604868716013.28764.2149120.1115.241.25268.4707.84

    1386.279.8979.2715385106738012.49561.334915.560.1315.241.8730.86.607.93

    1385.873.1170.5713244970711012.81563.7846.515.520.1310.9639.5827.23.7907.98

    1385.287.6884.382178532077109.45450.324419.480.1224.0840.8336.47.1507.32

    1384.883.0980.822374546077007.30942.8635.521.760.1125.7238.6436.85.3807.82

    1384.285.1385.292100469278209.41250.664315.40.1326.643.234.67.4907.05

    1383.892.3594.3219105443864012.3958.645416.40.1521.85035.68.7207.4

    1383.290.0389.9218945544880011.98357.935219.080.1518.843.3739.66.9507.95

    1382.8103.2499.3422305764963012.41856.858.521.60.142353.02397.3207.58

    1382.20

    1381.896.9795.852,2666,3809,11010.8185351.521.320.152447.2940.87.7607.25

    1381.242.95411,0632,4534,3206.6255121.69.670.0911.5915.6205.407.7

    1380.844.3644.431,1342,8963,9606.41424921.610.080.0812.615.5823.355.507.7

    1380.20

    1379.80

    1379.27.137.22226.54146501.72836.472.552.730.051.81.751.673.807.7

    1378.80

    1378.2129.47127.1246660641066016.1461.918019.320.15307543.978.1307.25

    1377.8129.47127.1246660641066016.1461.918019.320.15307543.978.1307.25

    1377.2147.1136.8369697161260012.03749.757340.20.1833.7256.5764.307.1

    w-39

    well-no.utmxutmyLOCATIION

    395420003897350

    39Z-17D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.887.2286.022100543078709.8251.594524.240.2217.7646.2530.69.1707.64

    1386.285.3685.252056538077809.70451.554423.920.2417.245.4131.88.0407.9

    1385.876.7176.171800479172609.59553.0740.521.880.2114.1241.8729.64.708.2

    1385.281.3283.842056504674208.86649.434021.40.219.7243.6431.2907.26

    1384.885.5982.520225500787010.04152.754519.240.1521.246.6627.28.6407.8

    1384.286.1686.462070485579609.83851.9544.520.60.2620.845.22329.2407.51

    1383.884.1587.752000499579309.87252.4744220.151849.2930.67.8607.82

    1383.285.7981.972107.5507180509.50650.8743.522.870.1419.2841.9231.58.5507.46

    1382.885.2582.872056428079709.73351.774422.90.1318.2242.9131.48.5607.43

    1382.287.8584.172,1805,6918,1309.4237504423.40.2520.244.2731.28.707.86

    1381.892.1988.542,4726,6528,2708.5484642.529.840.2519.643.64368.907.67

    1381.283.2180.82,0004,5767,8609.615524320.80.2119.248266.807.64

    1380.883.4879.71,8405,5746,59010.845646.58.80.182846258.707.5

    1380.288.7285.262,0006,2787,35010.8445548.524.80.2215.247299.2607.4

    1379.886.9685.41,8365,8207,40011.669585022.720.24145026.4907.8

    1379.205,40089.5

    1378.80

    1378.288.0186.312196639484509.40950.14423.560.0920.3646328.3107.15

    1377.888.0186.312196639484509.40950.14423.560.0920.3646328.3107.15

    1377.287.7681.672100552678609.98652.1445.5250.26174631.454.2208.1

    w-40

    well-no.utmxutmyLOCATIION

    405332503909750

    37Y-6D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.842.0841.47990278642007.05652.7622.28.60.0811.215.1220.45.9507.72

    1386.242.4643.3979287643007.28753.722.810.690.088.891721.44.908.12

    1385.841.5940.8935236541507.48655.0422.89.180.099.5215.4521.24.1508.2

    1385.235.6937.05935230436005.55647.616.99.090.099.6114.3816.46.2707.21

    1384.846.9146.71140315448407.14151.42410.280.1112.5217.9522.56.2507.69

    1384.248.9548.271140295849307.74553.422610.220.1512.5817.0825.45.7907.4

    1383.847.2949.621090276646107.72153.925.410.30.0911.519.325.35.0207.95

    1383.246.346.161040.5270645107.90255.0525.49.830.0910.9817.1625.33.707.87

    1382.857.6558.811277316059908.98655.73210.90.1114.6419.6233.85.3907.36

    1382.255.0154.581,2253,5465,4508.68575530.410.020.1114.4819.3729.655.5607.3

    1381.852.4652.821,2783,6005,2307.49665126.810.320.115.2417.7529.25.8707.45

    1381.244.4942.61,0902,5634,5406.84535122.69.820.0911.9816.8319.426.3507.23

    1380.852.4251.121,1373,2664,6108.78025729.69.730.091318.426.26.5207.5

    1380.203,2234,3507.8

    1379.844.244.471,0803,1404,0906.84655122.511.50.110.118.819.276.407.7

    1379.243.2943.971050311442906.87951.4922.2120.09918.420.375.207.9

    1378.80

    1378.256.155.681500344654006.73946.5226140.11617.532.45.7807.65

    1377.856.155.681500344654006.73946.5226140.11617.532.45.7807.65

    1377.252.7350.629913290488010.45462.4132.89.980.119.8419.227.973.4507.1

    w-41

    well-no.utmxutmyLOCATIION

    41.00536850.003905150.00

    38Y-13D536700.003905200.00

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.8038.8638.611039.50246635205.5846.3218.007.620.0713.1715.8316.606.180.008.07

    1386.2024.9824.40541.50166424306.0656.4514.105.310.055.5211.845.467.100.008.20

    1385.8047.0846.581270.00270845906.0846.0521.6013.500.0811.9019.5824.003.000.008.20

    1385.2037.1838.23925.00247537506.1450.2418.606.700.0811.8017.1615.805.270.007.62

    1384.8039.3837.82915.00258039206.9753.5321.006.690.0811.6118.6214.205.000.007.79

    1384.2032.3833.18735.00197031806.5254.6017.606.200.088.5016.4111.505.270.007.98

    1383.8042.2844.041060.00256540706.4849.8621.008.400.0812.8021.0018.005.040.008.09

    1383.2037.5137.04942.00229437006.0849.7718.607.900.0710.9416.5016.004.540.007.88

    1382.8043.8942.701050.00255244507.0652.1522.807.700.0913.3019.2018.904.600.007.84

    1382.2041.4839.591020.00286043006.5851.0021.007.340.0813.0616.2118.804.580.007.43

    1381.800.00300049006.25

    1381.2053.3652.071514.00315755005.9143.0023.0014.290.0915.9820.0027.075.000.007.35

    1380.800.00340052006.30

    1380.2054.2554.601433.00363648806.7447.0025.5013.060.0915.6022.0028.004.600.007.20

    1379.8041.8941.671000.00292439806.8952.0021.807.500.0912.5019.8017.674.200.007.80

    1379.2042.9845.501000.00290640607.2753.4722.906.520.0813.4822.0019.004.500.007.50

    1378.800.00

    1378.200.00

    1377.800.00

    1377.200.00

    w-42

    well-no.utmxutmyLOCATIION

    425208833911970 This station is ignored in calculation

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.852.4251.48856.53386537012.02867.1535.22.020.0915.1114.8334.91.7507.84

    1386.248.2849.49809.53414543011.24766.28321.540.0914.6513.3334.51.6608.01

    1385.80

    1385.249.4547.63788.53252493011.99468.1133.61.690.0814.0817.5827.62.4507.78

    1384.848.5748.918243344529011.17966.07322.80.0913.6816.6630.41.8508.02

    1384.20

    1383.811.7312.2536070611202.38838.624.52.50.034.75.52.44.3507.9

    1383.212.3111.7436466411452.63640.8652.980.034.34.542.54.707.91

    1382.80

    1382.20

    1381.80

    1381.20

    1380.80

    1380.20

    1379.80

    1379.20

    1378.80

    1378.20

    1377.80

    1377.20

    w-43

    well-no.utmxutmyLOCATIION

    4353755039334007

    38S-27D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.816.0316.642596415543.63846.797.52.960.035.544.66.55.508

    1386.2086014103.75

    1385.812.6912.4329876212593.89953.036.72.520.033.443.414.44.6208.16

    1385.216.1316.43429.596416073.63846.757.53.050.045.543.226.17.1107.32

    1384.815.0615.7935094215854.30853.5283.560.063.444.26.375.2208.05

    1384.2096516503.85

    1383.817.6617.7550598717313.36442.817.53.60.066.53.336.87.6207.22

    1383.217.4217.96468.5100417323.71946.2183.270.056.13.666.57.807.47

    1382.818.0518.6847594318823.92347.378.53.660.055.844.086.38.307.24

    1382.215.4716.114149681,6753.5161477.152.940.055.333.435.57.1807.45

    1381.812.0812.393476701,2122.7398435.12.790.054.142.44.25.7907.92

    1381.217.4817.254428551,5724.0929498.63.230.055.63.855.97.507.31

    1380.816.8516.834309641,5943.9543498.22.960.055.643.4967.3407.8

    1380.218184809801,4004.4478.353.620.055.984.46.077.5307.4

    1379.818.7518.64359961,2754.794654103.40.055.34.35.78.608.1

    1379.217.5617.7460113817433.89847.618.32.40.066.84.86.56.407.5

    1378.80

    1378.217.6617.77465109821803.87747.348.33.580.065.724.55.977.307.25

    1377.817.6617.77465109821803.87747.348.33.580.065.724.55.977.307.25

    1377.20

    w-44

    well-no.utmxutmyLOCATIION

    445414003936650 This station is ignored in calculation

    39S-91D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.820.0620.25661.5126618912.64433.96.83.830.039.46.257707.83

    1386.217.8717.72555117017752.80236.936.63.710.177.396.345.45.80.188.25

    1385.815.9515.85443.5104816243.36244.396.94.070.184.86.255.93.708.2

    1385.218.4218.05557.5110218373.07939.477.130.178.155.855.46.807.2

    1384.817.5717.9513115718073.22741.617.14.260.2167.15.55.307.97

    1384.218.3717.98555107018443.08639.587.14.450.176.6565.586.407.65

    1383.818.7718.19590105318472.8737.136.83.80.1785.755.66.8407.3

    1383.218.2617.58594.5101917722.61334.896.24.110.177.785.485.46.707.44

    1382.818.9818.1600100619292.8536.786.83.810.188.1965.36.807.18

    1382.218.3817.755851,2221,9592.6874366.53.710.187.995.375.46.9807.43

    1381.817.5317.815271,1381,8342.9621406.83.240.197.35.915.56.407.71

    1381.213.4512.974998881,7681.4772263.33.060.176.9225.45.5707.74

    1380.80

    1380.20

    1379.80

    1379.217.7716.97537121417613.03439.566.853.160.187.5845.877.107.4

    1378.80

    1378.217.6917.23525114617053.13840.647.13.340.097.166.156.1307.7

    1377.817.6917.23525114617053.13840.647.13.340.097.166.156.1307.7

    1377.20

    w-45

    well-no.utmxutmyLOCATIION

    455330813929987

    37T-40D5330003930200

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.819.3319.56515120419163.96646.5693.90.036.45.417.76.4508.11

    1386.215.1815.24332.596415804.662568.53.40.033.2557.351.651.248.55

    1385.815.3115.02364.597615914.20152.3883.650.023.6446.94.1208.1

    1385.217.0317450109217153.78547.1583.20.035.83.586.956.4707.6

    1384.817.3117.84424107417654.28851.018.83.230.035.255.356.615.8808.2

    1384.215.4915.95398.599616873.76748.557.52.730.025.244.226.15.6307.42

    1383.816.0216.3542592016143.64846.947.53.10.025.44.545.95.9107.57

    1383.215.3315.82390.582715313.80649.057.52.690.025.123.566.3207.59

    1382.816.1916.52433.593717073.61246.457.53.250.025.424.126.16.307.48

    1382.220.320.534141,2782,1205.901259122.340.035.934.98.96.7307.49

    1381.814.1314.723659801,5463.5592486.83.070.034.233.765.75.2607.81

    1381.215.6715.073758511,6024.2086528.152.790.024.714.174.9607.66

    1380.816.6216.324301,0681,5353.85794883.20.025.43.855.976.508

    1380.222.1321.853001,1001,7504.57316.11.20.034.85.110.95.8507.7

    1379.831.9731.13221,1501,9505.28025.50.440.0366.8204.307.6

    1379.221.9322.77225120021506.379.4817.41.960.032.544.813.074.907.5

    1378.80

    1378.219.2319.83360124421406.3462.56121.940.035.264.569.35.9707.5

    1377.819.2319.83360124421406.3462.56121.940.035.264.569.35.9707.5

    1377.20

    w-46

    well-no.utmxutmyLOCATIION

    465330003930559

    37T-40D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.816.2916.65323101216425.45360.169.81.830.034.636.15.45.1507.88

    1386.220.3121.1309131421808.02169.4214.10.820.035.365.710.4508.02

    1385.816.8317.3375110416954.81855.449.33.530.033.976.16.64.607.9

    1385.218.6418.35415.5113618105.06855.4210.33.710.034.65.9566.407.52

    1384.818.6319.02415110819105.07155.4510.31.340.036.966.835.56.6907.85

    1384.218.6819.55455113419564.49151.299.553.70.035.44.68.56.4507.55

    1383.815.0215.6328085615025.6362.729.41.80.023.83.635.36.707.69

    1383.215.631529384414795.70862.519.752.010.023.852.65.4707.52

    1382.815.1714.8429582015015.39761.119.252.390.023.513.374.86.6707.06

    1382.215.6316.024251,0041,6613.444467.13.390.035.113.6266.407.8

    1381.8092516303.8

    1381.215.6715.073758511,6024.2086528.152.790.024.714.174.9607.66

    1380.816.6216.324301,0681,5353.85794883.20.025.43.855.976.508

    1380.2010801,6947.06

    1379.831.9731.13221,2442,1406.348025.50.440.0366.8204.307.6

    1379.221.9322.772251404240011.6279.4817.41.960.032.544.813.074.907.5

    1378.80

    1378.219.2319.83360124421406.3462.56121.940.035.264.569.35.9707.5

    1377.819.2319.83360124421406.3462.56121.940.035.264.569.35.9707.5

    1377.217.8316.55290108016947.06467.47123.890.031.914.385.676.507.2

    w-47

    well-no.utmxutmyLOCATIION

    475377003935500

    38S-186S

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.820.9821.1642.5135220803.19638.618.15.480.037.3767.57.607.89

    1386.20127020653.27

    1385.821.3821.65642.5118920503.36539.98.55.550.037.35.547.98.2108.1

    1385.20133022503.38

    1384.825.1224.89779.5148824803.41337.949.57.440.038.155.688.510.7107.06

    1384.226.2227.45769.5143625203.90441.310.87.490.037.968.712.7506.85

    1383.826.5327.84785137824203.86540.8210.880.037.76.8912.0407.02

    1383.225.5225.92759.5143625203.74840.4810.37.490.037.74.489.112.3407.13

    1382.825.3425.88710.5139024904.17643.9211.17.610.036.65.938.8511.107.4

    1382.229.630.628791,6902,8504.048641128.970.038.66.2210.41407.84

    1381.825.4326.477501,5262,5203.79754110.48.090.036.915.958.8211.707.82

    1381.229.1529.48551,3842,4604.105141128.590.068.55.441013.9607.01

    1380.825.724.867441,5102,3003.95944210.84.780.0210.13.059.612.2107.3

    1380.225.6225.87551,5722,3203.82134110.57.360.027.746.58.31107.5

    1379.828.6328.57751,4122,2584.70564613.19.120.036.388.38.21207.7

    1379.225.2326720151424504.03642.9310.880.036.45.58.911.607.5

    1378.80

    1378.229.3330.62790160629204.81446.1313.57.970.037.838.628.7713.2307

    1377.829.3330.62790160629204.81446.1313.57.970.037.838.628.7713.2307

    1377.20

    w-48

    well-no.utmxutmyLOCATIION

    485366253929500

    38U-8S

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.834.6934.75873.5220833505.8249.5817.28.020.029.4511.65149.107.71

    1386.231.5532.19776.5211031805.74250.71166.80.028.7312.355.1914.6508.2

    1385.854.1652.441365357051007.2749.5926.813.10.0614.225.4519.957.0407.59

    1385.235.7235.771000230233604.97144.0115.710.360.029.6412.0814.59.1907.71

    1384.831.5832.81848214832305.02146.314.610.020.026.9413.1513.26.4607.98

    1384.20203032154.95

    1383.834.235.82955192032004.88644.1515.099.50.019.613.3413.58.9807.75

    1383.231.7130.62860187729804.94845.7614.58.860.018.349.6811.69.3407.24

    1382.868.1669.39774201029804.9177.2952.58.740.186.7437.3923907.46

    1382.229.9928.68061,9462,9804.87844613.858.830.027.299118.607.9

    1381.815.9116.5542917803,0404.82467.33.180.035.44.16.655.807.92

    1381.228.6627.517701,6753,1004.77494613.258.650.016.759.128.99.4907.1

    1380.830.2129.478001,7782,6205.02044714.27.60.018.48.510.971007.7

    1380.226.5126.47251,7862,5704.456645128.10.016.499.258.1507.4

    1379.830.1229.57651,8802,7205.35094914.87.30.02810.49.59.607.8

    1379.226.0226.37650171425105.10750.04137.50.025.511.38.576.507.5

    1378.80

    1378.230.3730.01850204630204.58644.0212.86.260.5710.744.418.2717.3306.6

    1377.830.3730.01850204630204.58644.0212.86.260.5710.744.418.2717.3306.6

    1377.20

    w-49

    well-no.utmxutmyLOCATIION

    495323003927975

    37U-20D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.839.8739.051060261939105.71346.6518.610.10.0711.118.613.66.8508.18

    1386.244.4244.56318.5275045101285.55381.940.054.4314.9425.63.160.868.39

    1385.843.6741.691200279440505.67845.0419.612.10.0711.921.314.26.1908.2

    1385.240.839.621057280040006.04748.1919.611.040.0610.118.5414.75.70.688.43

    1384.841.5743.323162576443019.8384.835.22.230.054.0914.6224.14.607.83

    1384.218.5718.8459.5250041701050.519.34.490.084.75.686.266.8607.77

    1383.840.6640.661000244438806.53350.8120.611.50.068.522.1612.46.107.62

    1383.231.5231.13523.5197131309.266.78215.770.054.7139.78.4307.7

    1382.832.3333.874651749340010.6871.2322.984.920.054.3816.29.67807.5

    1382.233.1832.194572,2063,43011.23272244.950.054.1814.839.28.1607.6

    1381.840.4738.611,0452,8003,8206.03224819.511.670.079.2321.411.675.5408

    1381.232.0331.764301,8163,30011.2917323.43.730.044.8614.588.159.0307.54

    1380.833.4533.574402,1702,98011.7277424.63.40.055.4159.878.707.8

    1380.236.5636.177452,5343,2807.91365921.68.910.065.9920.110.255.8207.7

    1379.839.2366082,1802,26010.95469277.040.055.1116.59.51007.5

    1379.234.0733.47795235033206.44453.3318.19.280.076.6219.29.27507.8

    1378.80

    1378.231.0529.894102036327011.28573.5922.84.20.05413.128.87.9707.5

    1377.831.0529.894102036327011.28573.5922.84.20.05413.128.87.9707.5

    1377.20

    w-50

    well-no.utmxutmyLOCATIION

    505394383941671 This station is ignored in calculation

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.88.899.07235.55669202.70446.684.151.30.033.413.232.73.1407.71

    1386.28.428.772205598742.69747.5141.20.023.22.572.73.508.05

    1385.89.139.24255.55729242.51544.0341.420.023.692.842.34.107.9

    1385.27.567.91164.54687813.32956.484.251.090.022.22.761.753.407.68

    1384.80

    1384.20

    1383.80

    1383.28.759.162495198952.38943.093.751.290.023.692.3633.807.44

    1382.88.448.8218.54678682.75348.224.051.280.023.092.72.63.507.77

    1382.20

    1381.80

    1381.211.3311.483455711,0652.3688394.42.050.034.853.14.63.7807.84

    1380.810.810.673066401,0592.6582434.651.520.034.62.944.253.4807.6

    1380.210.310.693506541,0121.7478323.273.230.033.773.154.353.1907.8

    1379.813.04133938861,2422.5978405.152.110.035.753.563.507.8

    1379.210.1310.3728067610202.70744.724.520.033.63.34.272.807.7

    1378.80

    1378.20

    1377.80

    1377.20

    w-51

    well-no.utmxutmyLOCATIION

    515513503932400

    41T-78D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.825.1625.39620162625205.150.4812.75.350.067.059.899.36.207.64

    1386.220.520.87547.5140821304.0646.349.54.880.056.077.18.25.5707.91

    1385.816.8216.74389107817414.58453.7593.40.044.386.4573.2908.2

    1385.220.2819.94521.5131419854.31348.579.83.890.056.546.647.85.507.65

    1384.80120819004.05

    1384.217.4118.1463.5109818283.78146.768.13.60.045.676.196.75.2108.02

    1383.820.3521.15525127820304.29948.49.84.40.056.18.27.45.5507.65

    1383.218.3418.7465107617944.19249.2993.90.045.46.56.85.407.67

    1382.817.5318.3745093018574.02148.668.53.40.035.66.396.65.3807.57

    1382.217.1317.724451,0801,8563.8871488.23.60.035.35.896.65.2307.7

    1381.817.517.774551,1421,7723.9192488.363.520.045.585.526.45.8507.79

    1381.217.5818.34589051,6283.9272488.43.650.035.566.55.807.69

    1380.824.9525.15959551,6604.0352135.40.056.59.59.16.507.8

    1380.217.8417.454501,0001,6954.1483508.83.690.045.3175.774.6807.7

    1379.818.1418.454551,1301,7254.2098508.983.720.065.386.75.855.908.4

    1379.20126017524.26

    1378.80

    1378.244.8146.867353554533011.10667.2306.620.118.0821.4616.78.707.5

    1377.844.8146.867353554533011.10667.2306.620.118.0821.4616.78.707.5

    1377.20

    w-52

    well-no.utmxutmyLOCATIION

    5254497339437617

    39R-25D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.817.6918.48390109217324.96255.49.83.880.093.926.043.78.7408.13

    1386.217.617.28375108417075.16456.82104.340.13.165.333.98.0507.93

    1385.816.9816.87405104816724.41352.38.84.420.083.685.663.76.810.78.8

    1385.216.9316.47387.5109216854.66354.229.13.380.084.374.273.98.307.37

    1384.816.7417.17433107217463.88348.2784.780.083.886.73.676.808.17

    1384.216.2816.34432.596816993.66946.877.54.780.133.875.433.96.290.728.31

    1383.816.2916.6345593816453.37144.147.14.80.094.36.353.86.4807.63

    1383.216.816.4342693816464.01249.298.24.620.083.95.664.076.707.49

    1382.816.4916.09420.594117143.944984.710.083.76.393.656.0507.67

    1382.216.1816.223451,0141,7704.9531579.23.90.0833.14.48.7208.18

    1381.816.2215.93721,0461,5914.5107548.74.580.082.864.163.927.8207.75

    1381.215.6714.963507871,4364.5968558.64.540.072.464.133.67.2307.5

    1380.815.8715.33209281,5075.2547609.43.350.073.054.73.86.808.3

    1380.214.9714.83559681,4514.1398537.84.040.073.064.453.157.207.6

    1379.8010081,5504.25

    1379.2010481,6724.41

    1378.80

    1378.20

    1377.80

    1377.20

    w-53

    well-no.utmxutmyLOCATIION

    535271503942600

    36R-24D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.85.315.32227.53835640.49714.120.750.450.014.11.472.21.6508

    1386.25.445.512343805770.4913.790.750.780.013.91.612.31.607.81

    1385.84.394.21903004350.42813.440.580.80.0130.91.81.507.46

    1385.25.165.032253275550.4412.790.650.620.013.880.952.51.5807.36

    1384.843.861672944360.51116.50.650.440.012.90.761.61.507.82

    1384.25.145.12183025290.52815.180.770.760.013.60.942.31.8607.8

    1383.84.414.331902634380.44313.830.60.60.013.20.851.91.5808

    1383.23.563.41502143750.45715.730.550.420.012.580.61.11.707.67

    1382.86.013.582772134020.2827.820.462.540.0130.651.41.5307.69

    1382.24.424.271933505000.3959130.550.110.013.750.91.821.5507.94

    1381.83.363.511632823740.078430.10.770.012.480.591.21.7208.12

    1381.23.573.531501883720.4572160.560.170.012.830.541.21.7908.19

    1380.83.573.431502443590.4572160.560.10.012.90.651.11.6808.1

    1380.24.534.481953223830.4439140.620.70.013.20.881.81.807.8

    1379.84.684.521953924420.5514170.771.30.012.60.851.871.807.7

    1379.24.324.241803104210.53716.670.710.60.0130.841.71.707.7

    1378.80

    1378.24.864.622043685080.54616.050.770.280.013.81.11.971.5507.7

    1377.84.864.622043685080.54616.050.770.280.013.81.11.971.5507.7

    1377.20

    w-54

    well-no.utmxutmyLOCATIION

    545137503934950

    34S-15D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.84.824.93102.53405092.71657.052.750.250.021.81.132.90.908.12

    1386.24.984.861162884962.46153.212.650.520.011.81.0612.807.98

    1385.84.834.641253104772.08448.242.30.70.031.81.080.852.7107.62

    1385.24.634.83103.52564842.51655.292.550.240.011.831.2312.608.03

    1384.85.155.38119.53045032.52553.592.750.490.011.91.581.12.707.99

    1384.25.175.24120.52785062.51453.392.750.560.011.851.31.12.8407.94

    1383.85.916.071403155512.62852.623.10.90.011.91.31.43.3707.8

    1383.24.814.941153035302.34152.182.50.420.011.881.240.92.807.68

    1382.85.545.79126.53115832.67654.3330.730.011.81.361.23.2308.09

    1382.24.574.721112575042.2355522.350.460.011.751.112.6207.77

    1381.802675142.54

    1381.25.845.721292775232.867563.250.670.021.91.231.33.1907.96

    1380.85.855.921303705582.8559563.250.630.011.961.221.43.307.8

    1380.25.865.931433345772.51315131.070.011.781.751.13.0807.7

    1379.86.546.871553205542.755533.431.60.011.52.31.173.408

    1379.24.84.781003065352.858.332.780.40.021.61.110.872.807.4

    1378.80

    1378.20

    1377.80

    1377.20

    w-55

    well-no.utmxutmyLOCATIION

    555246503941850

    35R-38D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.85.75.731894166311.38233.331.90.530.023.251.591.942.207.99

    1386.25.145.131893225240.98226.271.350.40.013.381.581.32.2507.88

    1385.87.177.32854766900.87120.51.451.230.024.471.91.53.907.14

    1385.25.325.08180.53375121.27332.141.70.710.012.90.981.72.407.59

    1384.86.266.342403506510.94223.321.450.570.014.231.181.53.6607.5

    1384.25.215.061652805221.48736.661.90.360.012.9411.92.1607.78

    1383.84.764.681552774851.33334.871.650.60.012.51.081.6207.94

    1383.24.624.41148.52854991.35435.711.640.570.012.40.951.511.9507.7

    1382.84.844.681592665001.31734.31.650.70.012.480.991.52.1907.54

    1382.24.944.871543365301.4907381.850.550.012.531.061.62.2107.44

    1381.84.664.591502884601.339361.640.760.022.241.021.421.950.28.3

    1381.24.434.341402304271.3522371.60.410.032.390.891.42.0508.05

    1380.84.614.511552924301.2048331.50.950.012.150.951.372.1908.1

    1380.26.1462214165741.1435281.70.80.023.621.652.35207.7

    1379.86.446.41754166492.2148462.931.30.012.21.42.62.407.5

    1379.26.26.052193825671.429.361.80.880.023.51.952.21.907.2

    1378.80

    1378.25.365.392093825670.81622.021.170.980.013.21.771.572.0507.8

    1377.85.365.392093825670.81622.021.170.980.013.21.771.572.0507.8

    1377.24.954.741642944891.30433.741.661.420.011.861.11.392.2508.2

    w-56

    well-no.utmxutmyLOCATIION

    565431003932100

    39T-53D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.824.9224.82623.5161624804.92649.3612.35.170.157.38.0288.807.47

    1386.222.5122.98514143222805.29353.31126.30.233.988.1886.808.2

    1385.825.0325.12609163225105.20751.34124.350.857.838.728.4807.96

    1385.20157025205.11

    1384.80149025305.023

    1384.225.4825.9646142225404.94249.2912.37.050.265.878.18.59.307.44

    1383.80147025354.87

    1383.225.6826.8664151825304.81248.2912.36.950.16.338.689.28.9207.42

    1382.826.525.31647.5150426905.32551.1313.47.380.155.578.149.078.107.72

    1382.225.926.046601,5882,6104.78774912.37.150.46.057.719.19.2307.5

    1381.85.124.91185142126355.22281.410.810.012.891.011.12.808.17

    1381.227.7627.476561,3562,6605.70255314.66.610.056.58.258.610.6207.52

    1380.829.2528.626801,7182,5405.98235415.67.470.056.139.628.310.707.6

    1380.227.0126.976531,6822,3505.43945213.97.90.055.169.98.38.7707.5

    1379.829.2529.787501,7582,5205.18514914.28.480.056.5211.48.1810.207.3

    1379.225.1525.6525149623306.39458.2514.67.540.052.9612.47.2607.8

    1378.80

    1378.222.9822.97637.5150628304.05244.5210.26.020.036.735.49.478.107

    1377.822.9822.97637.5150628304.05244.5210.26.020.036.735.49.478.107

    1377.20

    w-57

    well-no.utmxutmyLOCATIION

    575232753937700

    35S-45D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.87.187.32170.54527612.87252.233.750.630.022.781.323.72.307.88

    1386.27.387.631664627983.14354.884.050.410.012.911.194.352.0908.12

    1385.87.257.59166.55257613.03854.073.90.330.0231.53.92.1907.38

    1385.27.357.311674407873.10354.5640.560.012.780.814.32.207.52

    1384.88.899.042195689433.04850.734.51.290.013.091.145.42.508.07

    1384.27.938.311765388983.32455.614.40.170.013.351.115.12.107.85

    1383.86.466.74197.53766611.78638.852.50.550.013.41.282.72.7607.74

    1383.27.027.291854387302.44147.293.30.70.0231.043.722.5307.69

    1382.87.958.321724999273.43956.734.50.50.012.941.0852.2407.93

    1382.27.277.522414308171.5798342.450.730.014.080.953.373.207.18

    1381.804017552.3214

    1381.26.516.731453566972.9896553.60.40.012.51.093.22.4407.91

    1380.86.897.151454407153.3052583.980.350.012.551.43.52.2507.6

    1380.27.067.131554147333.1727563.950.450.012.651.453.172.5107.6

    1379.88.478.61905248243.3734554.6510.022.81.74.52.408

    1379.27.817.91504828013.92761.594.80.70.012.31.44.22.307.5

    1378.80

    1378.276.99211.54526961.90539.572.750.630.023.61.252.872.8707.4

    1377.876.99211.54526961.90539.572.750.630.023.61.252.872.8707.4

    1377.20

    w-58

    well-no.utmxutmyLOCATIION

    585442503945170

    39Q-116D

    DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH

    1386.814.914.59398.592814753.43145.976.853.620.084.352.92.98.7907.89