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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 | 188.395023 | 21,875.216397 | 7.141372 | 408.855902 | 616.12134 | 8.974388 | 59.708017 | 4.123239 | 0 |
5.486059 | 186.695632 | 16,639.215179 | 9.80778 | null | 355.942431 | 12.254262 | null | 4.557707 | 0 |
5.050748 | 191.722206 | 18,252.07599 | 8.118115 | 284.215072 | 373.741228 | 18.045432 | 91.851938 | 3.930291 | 0 |
6.246118 | 199.098973 | 27,001.335319 | 7.808013 | 296.923626 | 478.745945 | 17.128023 | 84.798956 | 4.755158 | 0 |
8.142331 | 221.752348 | 29,808.236904 | 8.820156 | 205.935091 | 556.657644 | 10.7378 | 59.512998 | 4.704866 | 0 |
6.852899 | 158.079791 | 11,914.463778 | 7.634967 | 386.167384 | 473.643343 | 16.939374 | 62.695471 | 4.594761 | 0 |
8.801934 | 225.895468 | 23,659.21152 | 2.458609 | 408.417866 | 446.992465 | 14.340818 | 42.800911 | 3.769832 | 0 |
null | 200.308653 | 25,355.998921 | 7.105245 | 304.64809 | 394.246061 | 16.067376 | 77.810988 | 3.279888 | 0 |
8.383762 | 156.951865 | 21,923.874085 | 7.656831 | 379.541641 | 364.794883 | 11.773964 | 62.85578 | 3.585737 | 0 |
6.47614 | 215.721769 | 21,165.590649 | 7.642952 | 348.474943 | 315.078135 | 13.54318 | 46.169007 | 4.04158 | 0 |
9.894562 | 128.585733 | 26,436.033327 | 8.778717 | 349.748446 | 480.667616 | 9.105813 | 65.32733 | 4.617533 | 0 |
4.80804 | 186.16057 | 19,118.050299 | 7.054444 | 359.406236 | 577.491371 | 8.304288 | 73.153089 | 3.59776 | 0 |
10.577931 | 278.03636 | 28,652.143304 | 2.785718 | 379.277495 | 334.211669 | 15.011893 | 65.199878 | 3.051608 | 0 |
6.304972 | 249.082601 | 21,046.448517 | 5.456273 | null | 334.178652 | 15.089083 | 52.791689 | 4.221306 | 0 |
7.822492 | 208.63672 | 22,308.821729 | 5.850328 | 408.123255 | 502.789396 | 16.135732 | 60.393982 | 3.835332 | 0 |
7.989376 | 191.936191 | 16,746.800392 | 8.562428 | 312.739993 | 431.505677 | 14.371148 | 77.92896 | 3.648744 | 0 |
9.671797 | 130.608363 | 30,220.612486 | 9.309142 | 370.294867 | 411.881375 | 18.024005 | 76.159718 | 3.895104 | 0 |
5.941266 | 179.954862 | 26,562.447179 | 6.803288 | null | 431.969182 | 14.632401 | 75.434029 | 2.227371 | 0 |
5.574756 | 189.700665 | 11,512.465842 | 8.720972 | 329.939631 | 331.330352 | 18.016991 | 66.188642 | 4.371806 | 0 |
7.610509 | 208.817812 | 34,538.544038 | 5.60062 | 301.787241 | 470.740312 | 15.668908 | 35.365054 | 4.692218 | 0 |
7.102447 | 243.412941 | 23,493.120864 | 4.792738 | 283.344321 | 341.438781 | 16.072774 | 45.633295 | 3.065508 | 0 |
5.15274 | 185.342237 | 25,669.71992 | 7.819479 | 318.450974 | 449.918993 | 18.301574 | 49.342036 | 3.842625 | 0 |
7.301464 | 205.72188 | 23,778.758719 | 8.179967 | 333.339282 | 529.624618 | 12.352311 | 41.032062 | 3.942709 | 0 |
6.104926 | 241.175718 | 13,539.811664 | 6.015548 | 335.396475 | 363.633403 | 13.456484 | 60.923713 | 4.131933 | 0 |
6.001382 | 186.884422 | 22,554.830087 | 8.391883 | 331.214867 | 444.891044 | 4.466772 | 65.954766 | 4.03672 | 0 |
null | 153.035108 | 28,504.997508 | 8.425498 | null | 346.311159 | 15.138653 | 48.38496 | 3.830884 | 0 |
7.885679 | 207.821304 | 12,359.631194 | 7.377663 | 340.978985 | 499.36169 | 14.045191 | 97.62716 | 5.43035 | 0 |
null | 159.832881 | 23,917.190146 | 6.781576 | 369.223852 | 472.927194 | 13.891834 | 85.758645 | 2.857687 | 0 |
7.679091 | 204.859994 | 21,530.316231 | 8.1854 | null | 445.370944 | 16.310146 | 78.019888 | 3.186823 | 0 |
null | 163.95724 | 19,516.898042 | 7.178777 | 393.840917 | 587.841581 | 14.842673 | 69.006856 | 4.169924 | 0 |
10.391942 | 262.74177 | 39,116.682706 | 3.205786 | 285.72842 | 473.313969 | 13.300688 | 65.318816 | 5.771715 | 0 |
6.714862 | 236.542051 | 33,197.150527 | 4.958517 | 331.48453 | 402.946557 | 14.841182 | null | 4.593764 | 0 |
7.349653 | 235.210876 | 20,443.135055 | 7.177789 | null | 305.417306 | 12.831113 | 91.092677 | 3.861684 | 0 |
null | 196.082967 | 22,746.061659 | 7.70274 | 325.478423 | 397.054983 | 21.091602 | 51.939019 | 3.71311 | 0 |
7.345138 | 202.174463 | 17,032.773734 | 6.212629 | 361.440487 | 600.295028 | 17.29974 | 89.077865 | 4.297995 | 0 |
10.14709 | 177.821311 | 20,642.58872 | 5.759744 | null | 487.878856 | 16.487323 | 48.58901 | 2.799441 | 0 |
6.380717 | 266.01541 | 21,250.935634 | 4.854335 | 357.241027 | 358.185473 | 27.006707 | 59.937785 | 4.53202 | 0 |
7.940647 | 181.771307 | 15,858.778176 | 6.849964 | null | 584.827155 | 10.590137 | 81.957189 | 5.431837 | 0 |
null | 197.713639 | 31,251.643733 | 6.252423 | null | 322.217629 | 14.271722 | 74.644268 | 3.906526 | 0 |
7.786735 | 192.179739 | 28,086.873498 | 7.157952 | 329.708632 | 327.380488 | 10.681349 | 52.415462 | 1.961475 | 0 |
6.32304 | 227.553972 | 24,463.137418 | 6.261934 | null | 399.947453 | 17.912652 | 71.151222 | 4.749424 | 0 |
null | 170.291426 | 14,550.417005 | 7.847404 | 395.495954 | 486.367693 | 13.797578 | 51.41591 | 3.794033 | 0 |
6.645657 | 170.269715 | 23,432.10973 | 7.066565 | null | 513.364946 | 20.264678 | 78.900888 | 4.170658 | 0 |
6.01454 | 205.48294 | 23,268.243081 | 9.035769 | 283.340368 | 371.403475 | 16.863668 | 73.017793 | 2.686069 | 0 |
10.086771 | 189.732379 | 17,572.547468 | 6.894731 | null | 416.641081 | 9.477756 | 92.892178 | 4.334122 | 0 |
5.166226 | 135.712166 | 12,060.009527 | 8.637098 | null | 362.217258 | 11.185554 | 76.067064 | 4.608319 | 0 |
5.573201 | 229.174987 | 15,613.160533 | 4.157902 | 383.481116 | 409.066577 | 10.751904 | 63.758516 | 3.599625 | 0 |
9.494559 | 254.534457 | 28,492.170509 | 6.113608 | null | 620.981006 | 18.417954 | 65.448057 | 3.631107 | 0 |
9.036504 | 199.32189 | 21,696.003242 | 5.970187 | 350.183841 | 288.508807 | 13.400389 | 73.058067 | 5.661984 | 0 |
4.400509 | 119.334036 | 19,100.087124 | 11.753904 | null | 328.399763 | 14.912109 | 49.356509 | 4.010809 | 0 |
6.975392 | 205.940246 | 22,685.68444 | 5.927759 | 304.049074 | 441.765158 | 13.518052 | 77.9794 | 4.93146 | 0 |
6.68775 | 160.260964 | 17,786.7633 | 7.660376 | null | 247.918031 | 17.439493 | 86.856696 | 5.559985 | 0 |
6.867522 | 182.672169 | 20,247.201029 | 6.867073 | 330.805652 | 420.333457 | 17.952822 | 60.0688 | 4.837268 | 0 |
6.155249 | 159.519502 | 19,781.6106 | 10.08161 | 310.140661 | 505.108379 | 16.768604 | 41.995455 | 3.803909 | 0 |
8.303264 | 232.414673 | 16,548.35673 | 6.343523 | 301.087247 | 395.339102 | 13.789985 | 78.620715 | 3.892667 | 0 |
8.641634 | 206.341973 | 39,557.255533 | 5.999847 | 290.575996 | 345.489382 | 14.708603 | null | 3.416625 | 0 |
null | 219.674262 | 22,210.613083 | 5.875041 | null | 398.517703 | 11.502316 | 112.41221 | 2.994259 | 0 |
7.348611 | 214.71589 | 32,742.187333 | 6.351029 | 320.065106 | 438.044331 | 15.792574 | 55.366456 | 3.544537 | 0 |
7.573906 | 206.204202 | 15,926.426008 | 5.524666 | null | 457.637786 | 11.55062 | null | 4.410729 | 0 |
7.855906 | 209.751802 | 19,850.182892 | 8.038872 | 300.292954 | 368.437561 | 18.525207 | 57.238874 | 4.15189 | 0 |
null | 181.389716 | 18,908.628258 | 7.21535 | 325.900819 | 356.166602 | 14.782837 | 93.440668 | 4.013477 | 0 |
3.798391 | 189.618528 | 18,529.798031 | 6.888257 | 396.10723 | 365.272965 | 15.266331 | 86.680711 | 4.833508 | 0 |
null | 234.511849 | 19,038.901904 | 6.795916 | 322.896261 | 437.478779 | 18.108365 | 66.133229 | 3.514097 | 0 |
11.235426 | 178.596496 | 33,773.107061 | 9.063042 | 327.65096 | 425.868039 | 17.986255 | 58.986652 | 5.147055 | 0 |
6.396341 | 126.490745 | 20,115.733588 | 7.763739 | 427.377802 | 435.278434 | 11.881668 | 53.659152 | 4.445907 | 0 |
null | 222.98063 | 32,237.245433 | 5.924659 | 336.652703 | 526.776081 | 9.842433 | 77.241984 | 4.006632 | 0 |
5.228506 | 191.663797 | 24,855.907781 | 7.016078 | 337.270897 | 343.349235 | 15.922648 | 77.3153 | 3.188805 | 0 |
6.51224 | 198.564677 | 21,626.563119 | 5.897104 | 389.336993 | 296.260784 | 9.177842 | null | 5.425795 | 0 |
7.834319 | 171.288785 | 25,918.567953 | 8.589394 | 307.228666 | 448.564049 | 16.407803 | 60.182115 | 3.532936 | 0 |
7.388292 | 178.34406 | 12,928.644433 | 7.830295 | null | 376.488888 | 18.113485 | 40.401978 | 3.84683 | 0 |
6.020654 | 197.46909 | 10,529.310299 | 5.305352 | 416.495213 | 412.011733 | 9.909315 | 59.167002 | 5.217131 | 0 |
8.388322 | 256.234007 | 16,795.820484 | 4.143519 | null | 333.946197 | 10.821321 | 55.190219 | 3.854772 | 0 |
8.384296 | 223.328185 | 27,463.654795 | 6.476753 | 352.952803 | 318.042648 | 10.645164 | 64.209337 | 3.460998 | 0 |
7.393978 | 209.619214 | 17,939.704696 | 7.233736 | null | 349.209623 | 13.579349 | 68.152467 | 3.782728 | 0 |
null | 235.789794 | 21,983.559073 | 6.061284 | 331.272919 | 441.216193 | 12.74357 | 66.899833 | 4.49446 | 0 |
8.384623 | 166.87838 | 29,956.363018 | 9.778123 | 307.362943 | 546.482329 | 17.370262 | 37.835643 | 3.68278 | 0 |
7.094802 | 222.501306 | 30,045.367741 | 6.66401 | null | 531.959462 | 16.162941 | 46.100959 | 4.08466 | 0 |
6.565319 | 141.59184 | 12,875.127784 | 9.116994 | 340.91392 | 339.976992 | 17.10716 | 86.06751 | 2.233894 | 0 |
6.38172 | 199.635028 | 20,453.816501 | 5.848735 | null | 344.599509 | 16.651415 | 68.313083 | 4.657695 | 0 |
7.539742 | 201.959317 | 26,716.359708 | 5.63735 | null | 516.35456 | 14.985649 | 83.536821 | 4.210678 | 0 |
10.628821 | 193.433163 | 14,054.125487 | 10.328489 | 327.064185 | 479.402509 | 14.075787 | 66.367503 | 5.140449 | 0 |
9.228484 | 200.71033 | 26,744.231526 | 6.83336 | 339.820719 | 363.950991 | 14.144772 | 86.9502 | 4.829754 | 0 |
10.524602 | 256.172323 | 31,965.364041 | 5.007003 | 288.565983 | 505.361417 | 12.536626 | 75.343364 | 4.340987 | 0 |
null | 229.740962 | 22,709.386058 | 6.361687 | 316.234433 | 294.165623 | 16.097627 | 54.591249 | 4.795407 | 0 |
6.021266 | 236.975496 | 19,894.147593 | 7.587909 | 286.938517 | 315.266811 | 12.1316 | 74.126663 | 4.028042 | 0 |
null | 236.204889 | 34,822.816343 | 4.966397 | 362.070174 | 537.996625 | 19.085484 | 87.801045 | 3.778302 | 0 |
5.973951 | 182.143328 | 26,804.109491 | 5.737988 | 399.25369 | 481.901929 | 9.209972 | 48.937329 | 4.208923 | 0 |
6.21758 | 189.342225 | 15,155.548989 | 6.819438 | 306.8926 | 297.763685 | 11.964914 | 81.386753 | 3.490002 | 0 |
null | 175.833944 | 36,819.986845 | 7.650455 | 322.021909 | 344.716053 | 16.918916 | null | 3.524414 | 0 |
9.130607 | 226.403741 | 19,968.677835 | 5.723792 | 386.699776 | 440.543099 | 11.751718 | null | 5.288487 | 0 |
null | 283.409568 | 21,160.089739 | 4.270718 | 253.433506 | 525.992287 | 6.874315 | 54.648035 | 3.978747 | 0 |
6.095512 | 200.045818 | 16,404.94142 | 6.392095 | 366.017336 | 444.454211 | 16.029989 | 72.301702 | 4.302016 | 0 |
6.195255 | 170.002291 | 16,666.130805 | 9.483424 | null | 457.068162 | 16.345685 | 79.369243 | 3.138971 | 0 |
5.814564 | 184.541709 | 29,382.335258 | 6.051233 | 348.352374 | 405.621375 | 18.748201 | 82.186737 | 4.131912 | 0 |
6.75666 | 212.641858 | 22,112.746346 | 8.33221 | 275.240444 | 387.562192 | 14.174063 | 76.31744 | 4.184874 | 0 |
null | 172.111514 | 26,595.373543 | 8.232252 | null | 348.843576 | 7.877739 | 93.302816 | 3.550311 | 0 |
6.369974 | 128.616868 | 13,689.592073 | 9.06683 | null | 319.785076 | 8.001415 | 36.007524 | 3.427066 | 0 |
6.601407 | 205.621022 | 19,635.588255 | 7.173229 | 344.034461 | 430.559852 | 12.172053 | 57.356347 | 3.973576 | 0 |
5.651934 | 139.049917 | 16,575.82126 | 7.857856 | 390.537656 | 418.543238 | 13.269004 | 66.076223 | 3.872027 | 0 |
7.606067 | 248.041453 | 14,609.976883 | 6.356555 | 322.356572 | 275.317146 | 11.706095 | 94.775244 | 4.581477 | 0 |
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