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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 | 202.569467 | 22,256.950365 | 6.913501 | 304.951498 | 434.198436 | 13.696893 | 64.205667 | 4.47807 | 0 |
8.237092 | 212.818563 | 24,414.973485 | 5.413978 | null | 445.555901 | 12.40991 | 48.560914 | 3.686074 | 0 |
6.574084 | 186.944211 | 22,723.809959 | 6.212265 | 330.789695 | 385.018951 | 12.062534 | 72.595277 | 4.977324 | 0 |
7.338108 | 188.854169 | 30,042.928506 | 7.467624 | 309.61456 | 465.499871 | 11.054093 | 47.183651 | 3.73638 | 0 |
4.851104 | 146.627237 | 20,227.643783 | 6.340534 | 368.941214 | 346.52031 | 15.266726 | 56.989926 | 3.644107 | 0 |
6.91792 | 223.332959 | 17,862.142732 | 7.99589 | 299.402773 | 428.948023 | 12.230908 | 68.836829 | 2.691485 | 0 |
6.709336 | 226.427586 | 8,238.290038 | 7.692413 | 289.92138 | 284.774459 | 11.86848 | 51.875207 | 4.074387 | 0 |
6.894051 | 170.571298 | 17,475.467754 | 5.194784 | 363.308755 | 641.586087 | 17.18318 | 40.916572 | 4.568843 | 0 |
9.864727 | 278.081446 | 12,978.197126 | 6.908572 | 319.382002 | 486.637938 | 14.351341 | 84.798792 | 3.701895 | 0 |
null | 210.204921 | 26,894.14489 | 4.312762 | 329.146438 | 344.51515 | 15.109191 | null | 4.903914 | 0 |
8.039697 | 233.856219 | 8,201.362113 | 8.293018 | null | 461.20978 | 12.87796 | 68.750868 | 3.826063 | 0 |
9.824706 | 218.01953 | 15,120.924716 | 3.124833 | null | 498.933519 | 14.836624 | 42.168234 | 3.226035 | 0 |
10.887305 | 283.895864 | 15,177.21819 | 4.656538 | 334.180833 | 420.607649 | 12.702489 | 72.102324 | 4.004161 | 0 |
9.831402 | 263.632722 | 13,345.369098 | 6.566929 | 295.774218 | 462.439737 | 12.002323 | 76.021367 | 3.311808 | 0 |
6.528479 | 176.939676 | 18,533.337828 | 6.083268 | 336.296413 | 491.477924 | 13.531264 | 96.944104 | 4.063276 | 0 |
4.091411 | 146.789938 | 24,252.458824 | 7.254981 | 282.693502 | 482.294404 | 10.611556 | 70.069442 | 5.952325 | 0 |
null | 197.712183 | 12,962.389673 | 6.476584 | 362.721954 | 503.843001 | 18.892393 | 80.346348 | 3.500849 | 0 |
null | 232.864391 | 32,600.429406 | 6.702672 | 343.5987 | 447.394685 | 13.900089 | 52.892085 | 3.165391 | 0 |
null | 192.617662 | 36,520.658697 | 7.45897 | null | 474.147899 | 16.986365 | 82.440202 | 4.32399 | 0 |
6.175165 | 193.282602 | 32,875.192057 | 10.896663 | 337.506211 | 414.902017 | 12.997823 | 69.867382 | 3.341369 | 0 |
8.736126 | 257.231329 | 12,726.298639 | 10.326558 | 356.415434 | 506.375934 | 11.337489 | 69.425715 | 3.368533 | 0 |
8.240946 | 245.090825 | 18,001.459186 | 9.367419 | 350.614962 | 344.056871 | 13.90471 | null | 4.666295 | 0 |
9.152285 | 229.540413 | 24,560.700606 | 7.042326 | 372.694465 | 395.404362 | 14.253308 | 40.974355 | 3.792777 | 0 |
null | 208.837711 | 11,609.997159 | 6.44528 | null | 407.017398 | 7.070771 | 76.383521 | 3.813436 | 0 |
6.317577 | 143.299959 | 22,577.818935 | 5.690078 | 338.8972 | 573.814744 | 15.315515 | 48.973887 | 3.399048 | 0 |
5.692124 | 165.90628 | 22,396.209254 | 6.682692 | 309.121602 | 530.07252 | 11.472016 | null | 4.682391 | 0 |
null | 201.83372 | 29,508.492814 | 3.929624 | 325.061246 | 428.661398 | 8.819491 | 76.373753 | 4.115321 | 0 |
null | 139.95535 | 31,421.144495 | 6.627705 | 346.441155 | 378.771076 | 17.544485 | 54.798767 | 4.536181 | 0 |
7.191494 | 175.460782 | 34,933.784401 | 5.427533 | 332.196048 | 411.302087 | 11.665995 | 60.281932 | 4.320684 | 0 |
7.381109 | 188.314378 | 12,320.512292 | 5.493514 | 343.239612 | 475.301884 | 17.826838 | 38.337345 | 4.342738 | 0 |
6.172517 | 187.787017 | 10,498.635154 | 7.722561 | 322.521035 | 467.090425 | 21.233978 | 68.163642 | 4.129985 | 0 |
9.076318 | 215.912723 | 14,153.643378 | 5.020027 | 333.499203 | 311.797042 | 10.776321 | 69.114593 | 3.436986 | 0 |
8.85412 | 222.965198 | 19,258.803073 | 5.696064 | 395.728541 | 467.088442 | 10.454029 | 73.779007 | 3.46135 | 0 |
6.76806 | 179.805992 | 23,793.031358 | 5.332099 | 333.198191 | 461.530446 | 13.557381 | 60.571241 | 4.145807 | 0 |
null | 207.059114 | 30,573.066315 | 4.438197 | 341.885682 | 393.513256 | 15.564637 | 81.421514 | 3.109696 | 0 |
8.543217 | 183.90786 | 33,037.353387 | 2.726766 | 358.556471 | 631.498623 | 17.333153 | 68.183227 | 2.847875 | 0 |
9.564853 | 251.806665 | 17,156.336705 | 6.25318 | 346.705209 | 410.32243 | 18.627126 | 82.955872 | 3.182805 | 0 |
5.499788 | 150.07609 | 43,195.473668 | 6.570596 | 322.516582 | 287.286057 | 11.230408 | 71.821281 | 3.66822 | 0 |
5.195921 | 175.157155 | 33,473.112518 | 8.40745 | 319.253631 | 484.27989 | 16.812767 | 94.356954 | 5.375902 | 0 |
7.283914 | 197.602125 | 23,112.504435 | 9.502809 | 332.331985 | 449.361679 | 14.458591 | 70.000219 | 3.571863 | 0 |
5.87244 | 185.403976 | 14,343.423207 | 9.690213 | 333.564587 | 409.113512 | 14.74124 | 64.183725 | 3.741067 | 0 |
5.735724 | 158.318741 | 25,363.016594 | 7.728601 | 377.543291 | 568.304671 | 13.626624 | 75.952337 | 4.732954 | 0 |
6.158424 | 176.03145 | 26,369.02657 | 9.771212 | 347.893738 | 453.705993 | 13.254689 | 61.057778 | 5.080498 | 0 |
7.294364 | 191.77362 | 41,569.951985 | 5.311112 | 321.320551 | 342.501387 | 13.792535 | 54.463525 | 3.336582 | 0 |
7.054267 | 212.429124 | 7,450.074375 | 8.72711 | null | 396.052782 | 11.383954 | 75.219338 | 4.780616 | 0 |
null | 199.942222 | 25,973.326631 | 6.490994 | 336.040741 | 344.970363 | 12.640414 | 46.854524 | 3.151768 | 0 |
3.148712 | 142.272084 | 23,257.208834 | 8.279275 | 293.1608 | 391.841303 | 8.923594 | 68.316612 | 3.465638 | 0 |
5.665266 | 162.890083 | 31,883.010307 | 8.312484 | 350.681732 | 550.817564 | 15.632268 | 72.457385 | 4.571824 | 0 |
8.310939 | 245.71961 | 7,929.504749 | 8.83239 | 373.463544 | 348.618543 | 14.105872 | 84.740568 | 4.40856 | 0 |
7.096098 | 206.827818 | 24,548.598299 | 5.379861 | null | 365.400809 | 12.495189 | 79.295423 | 4.56976 | 0 |
7.957114 | 199.107505 | 20,425.76649 | 8.171995 | 380.078173 | 333.156538 | 14.53785 | 62.246358 | 3.729873 | 0 |
7.400239 | 218.824813 | 8,136.071591 | 6.286358 | 310.76116 | 518.732778 | 15.186342 | 50.837013 | 4.88012 | 0 |
9.73462 | 244.928666 | 18,976.233076 | 4.74597 | 330.635788 | 383.947537 | 14.897001 | null | 3.506503 | 0 |
8.037761 | 199.213971 | 40,368.420627 | 7.307411 | null | 293.833466 | 14.254682 | 68.763418 | 3.572519 | 0 |
null | 250.572683 | 24,538.437293 | 7.287605 | 345.109962 | 426.103715 | 13.984156 | 60.15973 | 6.099632 | 0 |
5.681811 | 151.085937 | 26,373.495428 | 5.651589 | null | 468.472601 | 8.623795 | 102.246447 | 5.375157 | 0 |
8.39451 | 224.347147 | 23,961.504535 | 4.724373 | 337.406342 | 476.579456 | 17.213676 | 64.975961 | 3.712473 | 0 |
8.528292 | 227.686207 | 27,352.343415 | 7.676323 | 349.995746 | 388.137754 | 12.611736 | 80.186071 | 4.596924 | 0 |
6.238054 | 178.298051 | 21,919.593435 | 7.085377 | 335.858369 | 287.572947 | 17.459888 | 46.953271 | 3.848307 | 0 |
5.870616 | 186.178376 | 18,909.846006 | 8.494235 | 328.747315 | 427.182531 | 13.300024 | 52.162419 | 3.728785 | 0 |
6.433726 | 176.857122 | 26,755.718839 | 6.533469 | 316.541468 | 505.122015 | 21.319607 | 60.126344 | 3.117918 | 0 |
6.069364 | 200.916263 | 9,323.21829 | 9.387522 | 325.466983 | 450.441352 | 12.42338 | 73.914026 | 4.914809 | 0 |
6.660462 | 229.339332 | 9,632.730976 | 11.29939 | 326.157043 | 439.121301 | 21.157991 | 40.096696 | 3.673136 | 0 |
7.506111 | 188.221812 | 31,920.584694 | 5.714312 | 334.243304 | 436.396995 | 15.220967 | 43.360494 | 4.744007 | 0 |
5.895146 | 192.041369 | 14,704.906246 | 7.905769 | 305.807737 | 429.766223 | 15.018138 | 44.887598 | 5.075214 | 0 |
6.449237 | 218.907288 | 12,812.557124 | 10.908687 | null | 421.29685 | 8.01042 | 79.085532 | 4.065148 | 0 |
8.550525 | 209.682466 | 22,377.27295 | 2.654491 | 322.156037 | 413.673586 | 12.996761 | 42.989849 | 4.591997 | 0 |
7.122637 | 183.402648 | 31,295.90241 | 4.425026 | null | 411.61607 | 14.066057 | 77.185792 | 3.750447 | 0 |
8.558663 | 214.107325 | 38,767.756369 | 6.6081 | 310.014951 | 382.622275 | 15.896958 | 57.196827 | 2.590635 | 0 |
4.624304 | 121.036319 | 22,981.749411 | 8.297074 | 372.037359 | 260.566164 | 13.05403 | 66.553465 | 3.42425 | 0 |
null | 143.099103 | 19,290.568068 | 6.084325 | 370.86955 | 486.059304 | 13.924732 | 63.802302 | 4.117288 | 0 |
6.091383 | 192.121052 | 17,279.962198 | 8.927043 | null | 413.248334 | 12.739818 | 85.027034 | 5.07552 | 0 |
9.658662 | 240.34882 | 20,269.73128 | 7.050729 | 374.181674 | 567.784276 | 15.587206 | 55.835966 | 4.639387 | 0 |
8.115625 | 200.099013 | 15,513.012581 | 6.046111 | null | 421.060326 | 8.320276 | 53.775592 | 4.408812 | 0 |
null | 209.164518 | 7,845.472891 | 7.669132 | 433.69432 | 421.625238 | 16.35222 | null | 4.454641 | 0 |
6.914868 | 206.249937 | 10,343.378848 | 7.771206 | 324.38317 | 521.320673 | 16.17373 | 68.246945 | 2.988611 | 0 |
7.337924 | 188.799302 | 24,266.517893 | 6.84485 | 326.254701 | 500.386469 | 13.373369 | 65.909057 | 3.935514 | 0 |
7.766114 | 212.317666 | 24,145.385762 | 7.925887 | 364.081412 | 464.108595 | 15.465256 | 70.105844 | 4.399902 | 0 |
8.433975 | 240.077927 | 10,823.300365 | 8.418958 | 317.301369 | 426.175253 | 8.077156 | 49.270115 | 3.167712 | 0 |
6.891549 | 184.074628 | 13,376.680472 | 6.866435 | 333.802475 | 508.681145 | 16.586205 | 81.712849 | 4.958937 | 0 |
5.946161 | 190.551572 | 12,767.656229 | 8.939748 | 323.742827 | 499.937502 | 12.41543 | 54.095581 | 4.903632 | 0 |
6.363836 | 207.422436 | 9,844.702293 | 9.765921 | 320.630725 | 466.592544 | 19.156261 | 58.265305 | 4.038984 | 0 |
5.331799 | 149.955047 | 19,693.906772 | 7.14614 | 336.011908 | 285.998049 | 14.298579 | 46.113763 | 4.734874 | 0 |
null | 232.600151 | 10,634.059045 | 7.558162 | 334.049963 | 542.211433 | 14.013542 | 85.215095 | 4.799013 | 0 |
8.466013 | 224.174936 | 22,523.124552 | 6.668868 | 286.943922 | 330.044715 | 17.744096 | 77.817804 | 3.946621 | 0 |
7.426274 | 192.145254 | 36,990.955947 | 5.101158 | null | 590.507222 | 18.73638 | 24.734227 | 4.363336 | 0 |
11.219135 | 237.582673 | 21,871.785173 | 3.074316 | null | 374.021655 | 15.804451 | 64.486384 | 5.749586 | 0 |
5.708517 | 187.081758 | 12,193.611261 | 8.288505 | 351.573257 | 577.40281 | 14.357648 | null | 3.344285 | 0 |
6.559628 | 152.115213 | 22,624.034182 | 7.761108 | 387.51881 | 393.820412 | 10.107462 | 55.286671 | 3.664463 | 0 |
5.606315 | 190.335273 | 12,308.233835 | 8.548754 | 311.680166 | 399.606494 | 18.52432 | 67.22634 | 3.748741 | 0 |
null | 183.219904 | 20,311.402466 | 6.790897 | 381.459023 | 344.967064 | 11.138459 | 71.704595 | 3.887362 | 0 |
null | 187.019185 | 28,988.702343 | 5.588013 | 333.219047 | 478.773083 | 15.011414 | 69.805133 | 3.66687 | 0 |
null | 223.890412 | 8,722.153022 | 8.569451 | null | 375.142277 | 15.430847 | 64.564143 | 3.4403 | 0 |
7.539338 | 227.316128 | 12,610.936307 | 9.507585 | 345.139235 | 343.242711 | 12.76907 | 82.826282 | 5.114129 | 0 |
8.849703 | 197.779047 | 20,129.358792 | 5.182436 | 329.502104 | 356.476723 | 11.882861 | 45.706793 | 2.987672 | 0 |
7.682762 | 211.663852 | 12,723.342101 | 6.672341 | 380.945603 | 360.107441 | 14.175317 | 69.949675 | 5.044306 | 0 |
null | 172.968203 | 24,445.98754 | 7.032643 | null | 571.628892 | 11.549877 | 56.499207 | 4.725347 | 0 |
6.448191 | 181.589885 | 18,460.67893 | 8.727867 | null | 353.604292 | 13.939425 | 73.990539 | 3.93221 | 0 |
10.199413 | 256.704338 | 28,703.75114 | 7.940595 | 326.462666 | 552.162181 | 8.802847 | null | 4.384868 | 0 |
7.766187 | 223.057835 | 14,945.295661 | 6.026817 | null | 482.406236 | 6.747761 | 83.186751 | 3.674225 | 0 |
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