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ph float64 0 14 ⌀ | Hardness float64 47.4 323 | Solids float64 321 61.2k | Chloramines float64 0.35 13.1 | Sulfate float64 129 481 ⌀ | Conductivity float64 181 753 | Organic_carbon float64 2.2 28.3 | Trihalomethanes float64 0.74 124 ⌀ | Turbidity float64 1.45 6.74 | Potability int64 0 1 |
|---|---|---|---|---|---|---|---|---|---|
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 |
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