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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
Chart1
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Distance (m)
Transinformation (Nats)
w-1
well-no.utmxutmyLOCATIION
15232003932100
35T-72D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.823.7323.08645153024104.25345.5110.85.030.037.877.628.86.6607.43
1386.224.4824.04622.5152223404.8149.02124.790.037.668.548.86.707.66
1385.821.8122.21613.5147621703.85243.749.54.930.047.347.258.56.4607.27
1385.221.9522.8605144622604.00544.889.84.970.057.137.68.56.707.1
1384.821.7122.63583.5147222704.15646.25104.470.047.27.438.46.807.69
1384.222.6622.39591.5130422504.45347.7910.84.730.037.17.088.287.0307.42
1383.818.6318.67465112617894.32750.089.33.50.035.86.676607.4
1383.218.5118.82459109217904.35550.419.32.90.036.286.356.126.3507.52
1382.816.8817.32392.596117544.55853.592.750.035.16.125.65.607.73
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1381.816.4616.294171,0221,6093.9689498.12.880.035.454.656.6907.59
1381.219.6318.784901,0942,0404.4271509.83.920.035.885.86.36.6807.7
1380.815.8316.553501,0761,5804.7038568.81.80.035.24.355.66.608
1380.217.2617.654471,0521,5923.9257488.33.480.025.465.75.356.607.4
1379.815.8315.973501,0401,5774.7038568.82.350.034.6554.97607.8
1379.216.4816.57400102415194.2451.468.43.20.084.85.74.87607.6
1378.80
1378.20
1377.818.9418.6490122218424.12948.269.054.250.095.555.55.67.507.4
1377.20
w-2
well-no.utmxutmyLOCATIION
25278503957050
36O-32S
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.89.519.533706089621.09222.082.11.280.016.122.492.44.6407.61
1386.28.838.43340.55328651.08422.6521.010.025.82.0324.407.59
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1381.88.017.723305267800.7706181.41.30.015.31.222.224.2807.68
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1380.89.329.093756309340.9295201.80.990.026.511.342.55.2507.7
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1378.80
1378.210.0610394.567810701.09321.572.1510.026.892.662.574.7707.9
1377.810.0610394.567810701.09321.572.1510.026.892.662.574.7707.9
1377.20
w-3
well-no.utmxutmyLOCATIION
35233753956725
35O-15D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.84.744.5420013024710.51615.40.730.40.013.610.72.8407.77
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1384.2062754750.5
1383.84.674.6420072604550.47414.350.660.60.013.41.080.62.9607.48
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1378.80
1378.23.753.62151.52323970.58519.20.710.30.012.730.930.572.1207.8
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1377.20
w-4
well-no.utmxutmyLOCATIION
45288503951000
36P-67D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.85.475.61155.53585551.88542.962.350.560.012.551.541.42.6708.06
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1378.80
1378.25.965.461703625681.96342.952.550.40.0131.21.52.7607.8
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1377.20
w-5
well-no.utmxutmyLOCATIION
55068003955275
32O-28D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.87.617.363354867590.49211.830.91.90.014.82.31.853.2107.89
1386.25.875.74261.53645860.38310.560.621.230.0241.8412.907.64
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1378.80
1378.27.577.213304766910.53412.810.951.70.024.91.90.954.3607.7
1377.87.577.213304766910.53412.810.951.70.024.91.90.954.3607.7
1377.20
w-6
well-no.utmxutmyLOCATIION
65134003955450
33O-33D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.814.214.53398.5100014503.10643.666.22.010.035.964.536.93.107.9
1386.216.4716.72482106816883.09741.296.82.360.037.286.582.2207.68
1385.815.7516.52476108615562.85639.566.22.090.037.436.67.42.5207.46
1385.217.1317.32525114017702.89438.76.62.930.037.576.128.72.507.7
1384.816.116.54493.5110417502.80438.76.21.970.037.96.028.22.3207.74
1384.217.217.57518.510781797339.716.82.770.037.65.589.482.5107.62
1383.816.0316.6851599416562.52535.755.72.40.037.95.538.62.5507.82
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1382.814.114.78458.589714582.30234.974.92.270.036.94.587.82.407.47
1382.213.2512.753768441.4872.9404361.570.035.953.957.21.608.11
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1381.26.065.923575211662.7221.350.870.013.832.161.52.2407.79
1380.86.626.3526170610062.6211.40.990.014.222.11.852.407.6
1380.28.628.353506608452.5191.60.970.026.033.852.152.3508
1379.813.2512.94109281,3112.4792385.022.70.035.54.14.64.207.9
1379.2078010652.5411
1378.80
1378.20
1377.80
1377.20
w-7
well-no.utmxutmyLOCATIION
75218003951500
35P-85D
DATEKationAnionTHTDSECS.A.RNa%NaMgKCaSo4ClHco3Co3PH
1386.813.8514.04420100414462.63538.995.41.60.056.81.949.82.307.96
1386.213.2513.3441599014302.40536.984.91.320.056.981.849.12.407.43
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1385.215.9415.34529.5114216802.32533.565.32.210.058.380.6212.62.1207.4
1384.818.1617.38595.5138619802.56134.426.21.810.0510.10.8514.32.2307.56
1384.218.417.58618112620102.4332.8362.130.0410.230.614.882.107.44
1383.815.9516.71540106117682.21632.295.11.10.059.71.113.52.1107.59
1383.213.1413.44429.582013682.19634.634.54.140.054.450.8110.52.1307.78
1382.811.5312.0539070213001.88932.353.70.830.036.970.8692.1907.34
1382.211.311.73709261.3282.0015353.851.150.056.2518.62.107.52
1381.89.7310.163808541,0201.0772222.11.730.035.870.517.552.107.9
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