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ph
float64 | Hardness
float64 | Solids
float64 | Chloramines
float64 | Sulfate
float64 | Conductivity
float64 | Organic_carbon
float64 | Trihalomethanes
float64 | Turbidity
float64 | Potability
int64 |
|---|---|---|---|---|---|---|---|---|---|
null | 204.890455
| 20,791.318981
| 7.300212
| 368.516441
| 564.308654
| 10.379783
| 86.99097
| 2.963135
| 0
|
3.71608
| 129.422921
| 18,630.057858
| 6.635246
| null | 592.885359
| 15.180013
| 56.329076
| 4.500656
| 0
|
8.099124
| 224.236259
| 19,909.541732
| 9.275884
| null | 418.606213
| 16.868637
| 66.420093
| 3.055934
| 0
|
8.316766
| 214.373394
| 22,018.417441
| 8.059332
| 356.886136
| 363.266516
| 18.436524
| 100.341674
| 4.628771
| 0
|
9.092223
| 181.101509
| 17,978.986339
| 6.5466
| 310.135738
| 398.410813
| 11.558279
| 31.997993
| 4.075075
| 0
|
5.584087
| 188.313324
| 28,748.687739
| 7.544869
| 326.678363
| 280.467916
| 8.399735
| 54.917862
| 2.559708
| 0
|
10.223862
| 248.071735
| 28,749.716544
| 7.513408
| 393.663396
| 283.651634
| 13.789695
| 84.603556
| 2.672989
| 0
|
8.635849
| 203.361523
| 13,672.091764
| 4.563009
| 303.309771
| 474.607645
| 12.363817
| 62.798309
| 4.401425
| 0
|
null | 118.988579
| 14,285.583854
| 7.804174
| 268.646941
| 389.375566
| 12.706049
| 53.928846
| 3.595017
| 0
|
11.180284
| 227.231469
| 25,484.508491
| 9.0772
| 404.041635
| 563.885481
| 17.927806
| 71.976601
| 4.370562
| 0
|
7.36064
| 165.520797
| 32,452.614409
| 7.550701
| 326.624353
| 425.383419
| 15.58681
| 78.740016
| 3.662292
| 0
|
7.974522
| 218.6933
| 18,767.656682
| 8.110385
| null | 364.09823
| 14.525746
| 76.485911
| 4.011718
| 0
|
7.119824
| 156.704993
| 18,730.813653
| 3.606036
| 282.34405
| 347.715027
| 15.929536
| 79.500778
| 3.445756
| 0
|
null | 150.174923
| 27,331.361962
| 6.838223
| 299.415781
| 379.761835
| 19.370807
| 76.509996
| 4.413974
| 0
|
7.496232
| 205.344982
| 28,388.004887
| 5.072558
| null | 444.645352
| 13.228311
| 70.300213
| 4.777382
| 0
|
6.347272
| 186.732881
| 41,065.234765
| 9.629596
| 364.487687
| 516.743282
| 11.539781
| 75.071617
| 4.376348
| 0
|
7.051786
| 211.049406
| 30,980.600787
| 10.094796
| null | 315.141267
| 20.397022
| 56.651604
| 4.268429
| 0
|
9.18156
| 273.813807
| 24,041.32628
| 6.90499
| 398.350517
| 477.974642
| 13.387341
| 71.457362
| 4.503661
| 0
|
8.975464
| 279.357167
| 19,460.398131
| 6.204321
| null | 431.44399
| 12.888759
| 63.821237
| 2.436086
| 0
|
7.37105
| 214.49661
| 25,630.320037
| 4.432669
| 335.754439
| 469.914551
| 12.509164
| 62.797277
| 2.560299
| 0
|
null | 227.435048
| 22,305.567414
| 10.333918
| null | 554.820086
| 16.331693
| 45.382815
| 4.133423
| 0
|
6.660212
| 168.283747
| 30,944.363591
| 5.858769
| 310.930858
| 523.671298
| 17.884235
| 77.042318
| 3.749701
| 0
|
null | 215.977859
| 17,107.224226
| 5.60706
| 326.943978
| 436.256194
| 14.189062
| 59.855476
| 5.459251
| 0
|
3.902476
| 196.903247
| 21,167.500099
| 6.996312
| null | 444.478883
| 16.609033
| 90.181676
| 4.528523
| 0
|
5.400302
| 140.739062
| 17,266.593422
| 10.056852
| 328.358241
| 472.874073
| 11.256381
| 56.931906
| 4.824786
| 0
|
6.514415
| 198.767351
| 21,218.702871
| 8.670937
| 323.596349
| 413.29045
| 14.9
| 79.847843
| 5.200885
| 0
|
3.445062
| 207.92626
| 33,424.768678
| 8.782147
| 384.007006
| 441.785876
| 13.805902
| 30.284597
| 4.184397
| 0
|
null | 145.768181
| 13,224.935639
| 7.906445
| 304.001993
| 298.990666
| 12.729525
| 49.536849
| 4.004871
| 0
|
null | 266.421018
| 26,362.965012
| 7.700063
| 395.38949
| 364.480107
| 10.348951
| 53.008381
| 3.991564
| 0
|
null | 148.153061
| 15,193.413474
| 9.046833
| 307.011793
| 563.804743
| 16.568656
| 52.676185
| 6.038185
| 0
|
7.181449
| 209.625601
| 15,196.229987
| 5.994679
| 338.336431
| 342.111286
| 7.922598
| 71.537953
| 5.08886
| 0
|
9.82549
| 190.756618
| 19,677.892466
| 6.757541
| null | 452.836235
| 16.899038
| 47.081971
| 2.857472
| 0
|
10.433291
| 117.79123
| 22,326.892046
| 8.161505
| 307.707509
| 412.986834
| 12.890709
| 65.733478
| 5.057311
| 0
|
7.414148
| 235.044534
| 32,555.852537
| 6.845952
| 387.175316
| 411.983364
| 10.244815
| 44.489297
| 3.160624
| 0
|
null | 232.280452
| 14,787.206265
| 5.474915
| null | 383.981723
| 12.166937
| 86.080727
| 5.029167
| 0
|
5.115817
| 191.952743
| 19,620.545329
| 6.060713
| 323.836384
| 441.748379
| 10.966486
| 49.238231
| 3.902089
| 0
|
3.64163
| 183.908722
| 24,752.07246
| 5.538314
| 286.059556
| 456.860096
| 9.034067
| 73.594657
| 3.464353
| 0
|
5.618064
| 304.235912
| 17,281.975168
| 6.101084
| null | 399.471566
| 12.265002
| 81.588992
| 2.896547
| 0
|
null | 143.453731
| 19,942.273218
| 5.890755
| null | 427.130671
| 22.469892
| 53.124094
| 2.907564
| 0
|
9.267188
| 198.614395
| 24,683.723566
| 6.110612
| 328.077533
| 396.876949
| 16.471969
| 30.383315
| 4.324005
| 0
|
null | 233.858996
| 11,703.923907
| 4.599388
| 309.03932
| 349.399633
| 18.338893
| 42.677465
| 3.510004
| 0
|
5.33194
| 194.874065
| 16,658.876503
| 7.99383
| 316.675162
| 335.120398
| 10.180514
| 59.572714
| 4.43482
| 0
|
7.145772
| 238.689929
| 28,780.340432
| 6.814029
| 385.97565
| 332.032706
| 11.093163
| 66.138045
| 5.182591
| 0
|
9.920691
| 202.817483
| 9,973.934059
| 6.882248
| 337.350529
| 333.19247
| 23.917601
| 71.833624
| 4.690707
| 0
|
4.758439
| 183.349454
| 21,568.428779
| 4.731349
| null | 403.944168
| 18.668229
| 66.9124
| 4.542801
| 0
|
5.702926
| 216.850474
| 35,606.440177
| 7.184351
| null | 504.63826
| 16.14079
| 77.536184
| 4.137739
| 0
|
6.953864
| 209.638293
| 10,575.186281
| 4.462707
| 315.606594
| 391.184315
| 13.285334
| 87.390889
| 3.19571
| 0
|
10.682966
| 173.375498
| 15,758.740621
| 5.570784
| 307.352586
| 323.807913
| 10.09087
| 78.472784
| 3.999775
| 0
|
null | 129.890572
| 34,415.853146
| 6.321929
| 304.535224
| 470.329169
| 18.59941
| 72.403634
| 4.405586
| 0
|
8.757257
| 200.1914
| 21,536.224687
| 4.915101
| 317.8829
| 404.717799
| 13.768323
| 47.930872
| 3.626135
| 0
|
null | 168.388431
| 27,492.307307
| 7.046225
| 299.820478
| 383.79502
| 16.182066
| 75.729434
| 3.048057
| 0
|
7.809632
| 100.457615
| 12,013.550629
| 5.212315
| 247.200826
| 605.220124
| 9.611349
| 66.084174
| 2.447444
| 0
|
6.652488
| 145.010172
| 19,871.788448
| 4.961066
| 288.052192
| 545.974994
| 10.942024
| 71.727414
| 3.74209
| 0
|
9.147197
| 211.714142
| 11,920.610836
| 7.230795
| 339.751919
| 527.70891
| 18.275312
| 47.634885
| 3.794532
| 0
|
10.560745
| 181.893366
| 21,783.651033
| 6.99126
| 340.390378
| 456.556402
| 16.482835
| 34.252049
| 3.964686
| 0
|
7.484255
| 260.092173
| 30,616.615149
| 9.379134
| null | 404.670777
| 15.934484
| 66.621027
| 4.781188
| 0
|
8.520807
| 238.335112
| 28,779.650011
| 8.282808
| 381.649323
| 481.318803
| 6.016337
| 39.091171
| 3.940605
| 0
|
4.999414
| 190.28705
| 24,323.865903
| 7.230164
| 324.893038
| 405.330482
| 8.236558
| 99.427385
| 4.460684
| 0
|
null | 157.801194
| 16,963.625012
| 8.335619
| 300.044234
| 360.995994
| 12.823861
| 71.717005
| 4.405386
| 0
|
null | 155.055727
| 20,557.240432
| 8.187319
| null | 290.180983
| 16.622255
| 59.622057
| 4.089908
| 0
|
3.906078
| 233.402835
| 32,144.799934
| 6.99484
| 348.359448
| 269.449051
| 9.654126
| 63.743064
| 3.90288
| 0
|
6.391354
| 213.01783
| 20,965.478309
| 5.37556
| 327.650543
| 369.338121
| 13.758105
| 17.915723
| 3.923749
| 0
|
null | 229.485694
| 35,729.692709
| 8.810843
| 384.943779
| 296.397547
| 16.927092
| null | 3.855602
| 0
|
8.692092
| 195.143739
| 24,656.239679
| 8.2319
| null | 398.345418
| 12.380771
| 48.440725
| 4.47796
| 0
|
8.08576
| 127.739674
| 32,653.91036
| 6.534237
| null | 416.23963
| 11.119659
| 78.27505
| 4.068689
| 0
|
6.203978
| 212.306618
| 21,815.074148
| 7.873992
| null | 362.108004
| 14.933013
| 63.87382
| 5.215689
| 0
|
5.058109
| 238.56938
| 34,873.934523
| 8.983276
| 374.433505
| 669.725086
| 13.353181
| 76.5218
| 5.106656
| 0
|
null | 103.464759
| 27,420.167425
| 8.417305
| null | 485.9745
| 11.351133
| 67.869964
| 4.620793
| 0
|
null | 211.200526
| 12,830.484134
| 4.502117
| 326.961518
| 333.329848
| 16.045148
| 49.898406
| 3.43974
| 0
|
7.261551
| 179.889788
| 24,964.777703
| 5.837086
| 349.269271
| 501.182781
| 17.287713
| 50.993006
| 3.636364
| 0
|
7.160467
| 183.08931
| 6,743.346066
| 3.803036
| 277.599099
| 428.036344
| 9.799625
| 90.035374
| 3.884891
| 0
|
5.704765
| 116.29933
| 33,223.581529
| 7.050503
| 297.078153
| 504.378681
| 9.00182
| 48.147031
| 4.157533
| 0
|
6.217273
| 130.944464
| 19,460.382819
| 7.092463
| 300.131272
| 556.65371
| 14.083608
| 57.897075
| 5.325833
| 0
|
8.679935
| 242.228667
| 22,984.050951
| 7.518765
| null | 352.942588
| 18.704409
| 69.907902
| 3.87347
| 0
|
null | 219.300914
| 14,859.466424
| 5.598327
| 344.442394
| 425.213575
| 15.771834
| 49.352001
| 4.655917
| 0
|
6.897322
| 211.360167
| 25,650.777643
| 6.76601
| null | 383.01431
| 13.934788
| 90.52333
| 5.022784
| 0
|
3.514546
| 158.732076
| 23,029.663614
| 6.821679
| 286.522847
| 307.379142
| 9.712232
| 79.850929
| 3.762615
| 0
|
3.7225
| 163.639747
| 37,962.167991
| 6.68457
| 326.694018
| 467.562973
| 14.567269
| 50.577979
| 3.662838
| 0
|
6.455005
| 176.683973
| 24,468.04839
| 5.75693
| 314.799598
| 477.581346
| 16.245504
| 57.729724
| 2.293431
| 0
|
7.316805
| 217.522862
| 31,903.399812
| 9.865048
| 376.937972
| 425.9134
| 8.992754
| 69.50922
| 3.508373
| 0
|
1.844538
| 233.764343
| 28,689.595778
| 7.724432
| null | 410.387264
| 15.611859
| 54.299444
| 5.013463
| 0
|
5.519126
| 168.728583
| 12,531.601921
| 7.730723
| null | 443.570372
| 18.099078
| null | 3.758996
| 0
|
7.408985
| 204.96175
| 9,566.12227
| 6.505923
| 311.452663
| 504.145994
| 11.532144
| 81.106938
| 3.772421
| 0
|
5.97677
| 258.952732
| 27,267.981861
| 7.648599
| 383.657152
| 514.11892
| 12.25679
| 82.469798
| 2.994671
| 0
|
6.395359
| 133.834229
| 23,827.275015
| 5.127747
| 266.908428
| 573.400295
| 9.833875
| 95.026609
| 4.191218
| 0
|
6.209642
| 195.417721
| 13,116.707712
| 7.879348
| null | 417.241656
| 7.507662
| 70.547387
| 3.61252
| 0
|
6.762833
| 232.075177
| 27,159.384345
| 7.884991
| 350.445293
| 465.413775
| 13.863965
| 64.812257
| 4.916579
| 0
|
9.918717
| 199.181251
| 21,470.278305
| 6.799841
| 329.178429
| 430.507707
| 15.966043
| 59.292273
| 3.385508
| 0
|
10.15544
| 300.292476
| 12,652.362979
| 6.655126
| 398.647786
| 487.459131
| 9.347634
| 67.919789
| 5.002467
| 0
|
8.721727
| 206.369682
| 28,608.052076
| 6.325442
| 377.404538
| 506.938353
| 13.553751
| 42.381484
| 2.555027
| 0
|
null | 197.979783
| 17,153.306163
| 7.659204
| 329.280315
| 575.114694
| 11.870981
| 69.109836
| 4.383922
| 0
|
null | 199.107886
| 29,721.91163
| 6.86969
| 357.303221
| 420.709591
| 9.226619
| 55.294283
| 3.355165
| 0
|
6.099647
| 237.919927
| 20,416.840996
| 8.457831
| null | 291.104837
| 19.270054
| 93.138009
| 3.17279
| 0
|
9.026788
| 253.217074
| 27,965.072146
| 6.588374
| 373.553235
| 588.319651
| 16.145732
| 59.124451
| 2.019042
| 0
|
6.953372
| 203.146547
| 11,609.109055
| 5.495738
| 304.283193
| 551.143337
| 9.387781
| 55.958006
| 3.651866
| 0
|
6.140878
| 197.87609
| 26,687.874483
| 7.587196
| 329.231853
| 548.072761
| 15.83633
| 41.263648
| 5.35946
| 0
|
7.077874
| 220.67054
| 23,873.37821
| 6.18184
| 341.987234
| 333.050786
| 10.661799
| 90.29777
| 4.764508
| 0
|
5.488314
| 135.802362
| 21,485.153195
| 8.187416
| 280.603287
| 441.331137
| 14.860263
| 88.287346
| 5.066786
| 0
|
7.205559
| 120.327615
| 24,627.86756
| 6.202469
| 289.768697
| 418.43329
| 13.643147
| 63.733732
| 3.710053
| 0
|
9.17787
| 163.274828
| 20,868.331219
| 7.72604
| 320.421432
| 426.994393
| 10.214275
| 62.430926
| 3.10877
| 0
|
End of preview. Expand
in Data Studio
📦 Water Potability Dataset
A curated dataset of water quality measurements labeled for potability.
This dataset is ideal for building and testing water quality prediction models using Machine Learning or Deep Learning.
🧠 Overview
- File Name:
water_potability.csv - Total Entries: 3,200+ water samples
- Format: CSV (Comma Separated Values)
- Columns:
Potability→ Indicates whether the water is potable (1) or not potable (0)pH→ Water pH valueHardness→ Hardness of water (mg/L)Solids→ Total dissolved solids (ppm)Chloramines→ Chloramines concentration (ppm)Sulfate→ Sulfate content (mg/L)Conductivity→ Electrical conductivity (µS/cm)Organic_carbon→ Organic carbon content (ppm)Trihalomethanes→ Trihalomethanes concentration (µg/L)Turbidity→ Turbidity level (NTU)
📊 Dataset Features
| Feature | Description |
|---|---|
| Potability | Binary label: 1 for potable, 0 for non-potable |
| Water Quality Metrics | Real-world measurements of water properties |
| Cleaned Data | Pre-processed and structured for ML usage |
| Balanced Data | Contains a mix of potable and non-potable samples |
⚙️ Use Cases
- Water quality prediction using ML or DL models
- Regression and classification problems
- Feature analysis and correlation studies
- Experimenting with model accuracy, precision, and F1-scores
📁 File Structure
Dataset—>water_potability.csv
🧩 Example Rows
| Potability | pH | Hardness | Solids | Chloramines | Sulfate | Conductivity | Organic_carbon | Trihalomethanes | Turbidity |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 7.2 | 204 | 21200 | 7.0 | 333 | 420 | 10 | 80 | 3.5 |
| 0 | 6.8 | 180 | 18900 | 5.5 | 295 | 390 | 8 | 65 | 4.2 |
📜 License (MIT)
This dataset is provided for educational and research purposes only.
🙌 Author
Gaurav Pandey (Mr. Def@ult)
Co-founder of DarkNeuronAI
📧 [email protected]
Developed With ❤️ By DarkNeuronAI
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