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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 | 191.348259 | 14,017.372066 | 6.4907 | 345.560481 | 423.978389 | 11.863248 | 65.791687 | 4.167336 | 0 |
7.344976 | 182.306942 | 5,689.804405 | 6.76435 | 373.872785 | 360.184473 | 20.483902 | 73.488981 | 3.418763 | 0 |
5.92374 | 200.561213 | 33,306.012538 | 7.430037 | null | 399.948332 | 13.79787 | 63.463409 | 3.88446 | 0 |
8.285395 | 196.552068 | 19,096.822369 | 7.357857 | 342.936881 | 388.941163 | 14.151473 | 73.187013 | 5.438488 | 0 |
5.949519 | 160.442631 | 16,898.808297 | 6.045906 | 367.328542 | 451.012788 | 16.359951 | 62.368234 | 4.072198 | 0 |
null | 192.202168 | 34,160.925144 | 8.963156 | 363.472798 | 474.781734 | 15.90527 | 50.807825 | 2.998335 | 0 |
null | 215.997117 | 35,971.025113 | 10.030508 | 330.858927 | 558.108549 | 14.337804 | 81.769775 | 2.934137 | 0 |
5.296579 | 220.080832 | 39,537.08646 | 9.232766 | 322.433592 | 393.388603 | 10.583336 | 58.801469 | 3.91847 | 0 |
10.282068 | 198.546363 | 8,108.297322 | 5.548407 | 332.017935 | 568.07898 | 15.661692 | 28.770619 | 4.572923 | 0 |
7.016836 | 167.362187 | 18,014.995703 | 5.903058 | 362.523416 | 471.484395 | 10.692588 | 45.002014 | 4.101398 | 0 |
6.871607 | 197.517093 | 19,557.993724 | 8.311349 | 355.087258 | 379.507739 | 18.240712 | 65.69423 | 4.180389 | 0 |
null | 214.17233 | 8,985.911807 | 7.297973 | null | 498.803917 | 9.583323 | 37.616485 | 5.504749 | 0 |
8.274069 | 195.803331 | 18,091.202615 | 7.422104 | 365.407222 | 369.198334 | 16.99633 | null | 2.575423 | 0 |
8.238879 | 198.213405 | 11,451.312217 | 5.30899 | 309.329423 | 401.063764 | 13.243329 | 81.19771 | 2.784713 | 0 |
5.791154 | 190.431679 | 20,288.235569 | 6.298366 | 347.04102 | 544.857481 | 17.706838 | 84.388191 | 4.104835 | 0 |
6.153369 | 237.139828 | 22,052.034619 | 8.090494 | 306.23918 | 485.098483 | 17.075263 | 58.108259 | 4.030337 | 0 |
7.303052 | 196.952875 | 22,053.010262 | 5.392693 | 305.221564 | 451.605924 | 14.665561 | 71.710779 | 4.14487 | 0 |
7.592672 | 177.080839 | 14,912.225506 | 6.041144 | 349.240614 | 355.284442 | 17.161966 | 42.115257 | 3.341427 | 0 |
6.784116 | 189.608347 | 12,736.865001 | 5.935772 | null | 480.308581 | 20.606409 | 76.621489 | 4.072187 | 0 |
5.606856 | 211.513097 | 32,423.462685 | 6.812943 | null | 446.386404 | 20.92695 | 52.218979 | 4.070966 | 0 |
null | 223.443111 | 36,290.746112 | 9.380013 | 333.4452 | 373.92016 | 16.520496 | 64.696691 | 3.817779 | 0 |
4.922045 | 197.287207 | 38,494.720246 | 9.144953 | 383.239138 | 357.470704 | 13.125942 | 61.86458 | 2.291695 | 0 |
5.700785 | 185.922247 | 27,365.106363 | 7.5631 | null | 359.506553 | 15.089441 | 56.463434 | 3.978141 | 0 |
null | 215.578464 | 25,338.619342 | 5.787191 | 266.109993 | 429.350268 | 11.854461 | 71.165352 | 3.134 | 0 |
10.678056 | 168.695766 | 7,066.376917 | 4.866092 | null | 327.658644 | 16.296688 | 46.672483 | 4.308257 | 0 |
7.602121 | 199.353166 | 11,346.143453 | 6.90038 | 304.966488 | 210.319182 | 17.925782 | 62.846673 | 3.698875 | 0 |
8.846282 | 188.415001 | 17,734.949625 | 6.057868 | 317.150545 | 419.395569 | 17.115447 | 60.251578 | 2.925038 | 0 |
6.751699 | 203.400452 | 26,325.817699 | 8.36547 | 341.895636 | 381.440388 | 19.527319 | 58.293945 | 3.756007 | 0 |
null | 148.103129 | 13,597.896038 | 5.733148 | 374.018311 | 357.71106 | 13.278896 | 72.695499 | 3.619591 | 0 |
null | 202.079864 | 12,519.09066 | 7.627524 | null | 399.883388 | 12.748217 | null | 4.439215 | 0 |
5.088213 | 159.962612 | 39,125.209196 | 6.055623 | 375.619186 | 400.155324 | 20.1896 | 68.688694 | 2.600619 | 0 |
6.954907 | 159.766399 | 21,895.285701 | 4.4939 | 337.267177 | 482.59827 | 10.663492 | 78.763592 | 3.169715 | 0 |
8.983812 | 204.648515 | 15,158.721748 | 8.645882 | null | 416.89916 | 14.618767 | 68.902945 | 2.445673 | 0 |
9.51966 | 204.080945 | 17,258.188355 | 6.154073 | 310.716294 | 395.698538 | 17.061389 | 44.273379 | 3.994556 | 0 |
4.700393 | 195.352807 | 35,216.534274 | 7.919083 | 335.279376 | 539.464648 | 9.852785 | 64.721331 | 3.481944 | 0 |
10.386133 | 200.891192 | 17,982.387256 | 5.845502 | 338.999274 | 336.279707 | 14.319411 | 62.156686 | 4.921341 | 0 |
5.746529 | 183.471794 | 35,633.268511 | 6.066386 | 327.55785 | 354.174437 | 12.548871 | 70.525972 | 3.808372 | 0 |
null | 192.97038 | 11,125.443537 | 4.954923 | 324.758184 | 332.956298 | 15.164574 | 79.264575 | 4.699121 | 0 |
null | 248.954655 | 25,253.079062 | 8.921733 | 296.821034 | 482.846939 | 14.142251 | 69.104012 | 3.941074 | 0 |
10.81129 | 209.10305 | 11,848.22827 | 10.14106 | 349.923229 | 393.186446 | 15.474876 | 66.030317 | 4.416184 | 0 |
8.966836 | 228.691355 | 16,764.854765 | 7.137871 | 320.555995 | 456.426489 | 12.599998 | 77.330137 | 3.654355 | 0 |
null | 212.449974 | 5,699.504942 | 6.64784 | 333.052491 | 269.344635 | 18.08249 | 89.816057 | 2.276392 | 0 |
6.848805 | 204.812711 | 20,555.559572 | 9.775004 | 387.686388 | 389.638228 | 12.298753 | 49.452046 | 3.130045 | 0 |
8.861702 | 200.612299 | 15,247.128031 | 6.050225 | 313.127081 | 521.774114 | 13.780427 | 69.870484 | 3.579107 | 0 |
4.252985 | 149.938655 | 20,497.822225 | 3.271144 | 302.819823 | 427.113756 | 16.086949 | 68.200877 | 3.5883 | 0 |
6.72983 | 229.407784 | 23,114.031833 | 9.733356 | 321.160463 | 521.835525 | 13.140447 | 68.252067 | 4.724322 | 0 |
5.92454 | 186.620068 | 44,376.187382 | 6.61418 | 341.637774 | 273.446838 | 12.758115 | 59.456691 | 4.224343 | 0 |
6.783888 | 193.653581 | 13,677.106441 | 5.171454 | 323.728663 | 477.854687 | 15.056064 | null | 3.250022 | 0 |
7.390897 | 219.335978 | 25,574.091721 | 8.760434 | null | 553.057663 | 17.730371 | 60.598432 | 4.325132 | 0 |
6.470152 | 176.736376 | 30,594.280675 | 4.393138 | 324.659233 | 524.909781 | 16.614248 | 84.299703 | 3.125391 | 0 |
6.930391 | 190.189388 | 25,780.059077 | 6.259353 | 331.030251 | 481.737559 | 14.049483 | 70.58636 | 3.699796 | 0 |
9.302441 | 236.580794 | 5,230.63043 | 8.300402 | null | 367.897563 | 12.863992 | 18.101222 | 3.675985 | 0 |
7.421998 | 220.385314 | 15,772.65317 | 9.157615 | 319.912939 | 463.296914 | 16.98166 | 80.269354 | 3.60361 | 0 |
6.583065 | 163.361604 | 17,977.693938 | 6.542088 | null | 383.124504 | 18.094544 | 44.136469 | 3.772859 | 0 |
6.204429 | 211.640958 | 35,439.68784 | 6.236836 | 314.131317 | 552.462792 | 8.660869 | 56.350096 | 4.106808 | 0 |
9.066628 | 203.384123 | 22,710.458374 | 5.962837 | 321.585936 | 496.161452 | 18.367621 | 76.41651 | 4.055421 | 0 |
4.713117 | 209.342051 | 20,070.567792 | 6.591109 | 301.965541 | 354.170181 | 14.023834 | 89.650788 | 3.923356 | 0 |
10.581386 | 213.776439 | 11,298.450091 | 7.668897 | 300.184622 | 497.169128 | 17.971295 | 83.345304 | 2.966946 | 0 |
7.574261 | 227.984665 | 8,672.527773 | 7.335362 | null | 433.679543 | 11.238914 | 54.865889 | 3.686759 | 0 |
6.138785 | 158.422129 | 20,129.97882 | 6.812143 | 352.229961 | 373.84362 | 13.417813 | 80.731097 | 4.67729 | 0 |
5.276324 | 186.38259 | 42,063.874405 | 6.862988 | 319.837985 | 312.002533 | 18.964418 | 71.398976 | 3.883029 | 0 |
6.776879 | 189.438813 | 19,663.791312 | 8.386404 | 375.457345 | 420.357392 | 14.83156 | 61.05042 | 3.322065 | 0 |
7.239416 | 211.872828 | 13,911.826629 | 8.204071 | 345.043983 | 494.41691 | 15.416475 | 32.745611 | 4.531825 | 0 |
6.552279 | 190.547678 | 15,362.452383 | 6.928597 | 356.317975 | 353.063659 | 14.89621 | null | 3.443385 | 0 |
8.408766 | 210.795406 | 27,662.397101 | 6.63421 | 291.687653 | 555.580978 | 12.344834 | 67.061824 | 2.372791 | 0 |
7.986399 | 202.09394 | 20,447.490132 | 5.689518 | null | 477.668836 | 12.258396 | 43.841692 | 4.814779 | 0 |
7.366915 | 185.043597 | 14,151.760083 | 5.584369 | 324.570459 | 336.956867 | 15.233826 | 49.997034 | 3.051317 | 0 |
6.062738 | 224.841181 | 25,842.581279 | 9.463391 | null | 385.391619 | 13.07475 | 85.351214 | 4.369455 | 0 |
7.856471 | 204.783428 | 5,619.135558 | 5.816703 | 343.545419 | 432.04312 | 14.94772 | 55.961613 | 4.534681 | 0 |
5.158396 | 189.295789 | 35,086.396963 | 6.736118 | 340.871819 | 331.586726 | 12.909798 | 61.344664 | 4.645852 | 0 |
null | 197.570736 | 17,439.444061 | 6.226491 | null | 406.014794 | 16.690266 | 68.969018 | 3.45832 | 0 |
6.399081 | 230.027933 | 23,037.076833 | 10.517848 | 316.072561 | 452.97448 | 13.625533 | null | 2.620538 | 0 |
7.394256 | 207.963038 | 29,917.820209 | 7.816294 | null | 392.496665 | 13.173426 | 79.780438 | 4.263193 | 0 |
4.443851 | 240.167901 | 24,070.263651 | 9.768406 | 338.052437 | 533.968647 | 11.877582 | 69.036523 | 5.038119 | 0 |
8.247148 | 175.91183 | 9,913.963346 | 4.974506 | 324.433308 | 302.200496 | 11.070511 | 71.438165 | 3.941969 | 0 |
4.902159 | 214.643756 | 28,278.789276 | 9.915647 | 337.137553 | 375.036369 | 15.503144 | 61.591036 | 3.499049 | 0 |
6.863136 | 194.586659 | 23,610.517563 | 8.193416 | 346.768052 | 439.229616 | 14.659741 | 89.027196 | 4.319777 | 0 |
6.669532 | 190.751165 | 16,246.173191 | 6.372975 | 324.341893 | 383.245825 | 7.852086 | 86.440561 | 1.964863 | 0 |
7.59567 | 207.11547 | 13,486.142191 | 6.192663 | 328.209566 | 452.445746 | 14.81063 | 88.020365 | 3.403393 | 0 |
8.163076 | 183.161853 | 20,335.67651 | 6.028559 | 333.084455 | 475.296471 | 18.248098 | 49.604842 | 3.287244 | 0 |
8.870278 | 193.369948 | 16,854.129457 | 5.180106 | 318.354612 | 355.470925 | 19.032219 | 58.809199 | 4.182741 | 0 |
8.769676 | 215.368742 | 13,969.438863 | 7.548543 | 322.79907 | 369.016667 | 18.919188 | 54.755214 | 3.776718 | 0 |
4.737391 | 215.529511 | 30,684.211642 | 8.781905 | null | 313.513502 | 11.070289 | 62.914421 | 3.853388 | 0 |
7.790875 | 196.478712 | 24,061.349596 | 6.785685 | 350.117254 | 471.518536 | 15.343316 | 44.544627 | 3.076214 | 0 |
null | 238.409598 | 26,493.076207 | 8.669944 | 311.553679 | 369.283864 | 11.75993 | 91.239299 | 3.241267 | 0 |
6.087306 | 214.556086 | 11,628.336675 | 7.231927 | null | 344.072028 | 13.232308 | 98.68662 | 3.666672 | 0 |
7.651294 | 200.717051 | 11,699.13355 | 6.648273 | 349.255445 | 420.828362 | 18.863817 | 52.908851 | 3.258042 | 0 |
4.771491 | 200.374076 | 48,002.084596 | 9.165239 | 340.310176 | 310.927835 | 18.768328 | 63.664155 | 3.936973 | 0 |
null | 190.630636 | 26,913.373486 | 4.649166 | 302.417529 | 509.284869 | 16.198948 | 64.101951 | 3.452822 | 0 |
5.392058 | 198.017165 | 19,900.407838 | 7.843226 | 348.951924 | 419.813956 | 14.616509 | 80.568252 | 2.978925 | 0 |
5.477283 | 165.436093 | 29,046.083515 | 5.523011 | 370.893085 | 488.774595 | 17.265186 | 80.234797 | 6.357439 | 0 |
6.364156 | 193.506903 | 22,958.009993 | 6.674635 | null | 432.194357 | 16.271825 | 64.576851 | 4.764412 | 0 |
null | 226.765646 | 39,942.953898 | 8.594715 | null | 538.621803 | 13.744749 | null | 4.863378 | 0 |
8.347949 | 231.203101 | 13,533.230033 | 7.623604 | 313.671127 | 527.380871 | 18.663901 | 58.052866 | 4.217861 | 0 |
6.615982 | 194.980636 | 20,919.051434 | 6.13637 | null | 383.122057 | 9.684376 | 41.337775 | 4.635709 | 0 |
8.31238 | 203.744548 | 8,727.247349 | 7.456302 | null | 543.392988 | 15.4704 | 81.508682 | 2.988093 | 0 |
6.836225 | 166.742962 | 24,293.172663 | 6.861235 | 332.881582 | 390.804955 | 16.006991 | 87.101925 | 3.666614 | 0 |
6.385471 | 231.488458 | 26,756.918 | 8.774357 | null | 422.067701 | 16.563116 | 73.26064 | 4.681717 | 0 |
6.490037 | 205.541517 | 19,397.323889 | 7.894245 | 368.561073 | 479.786195 | 15.805085 | 56.98202 | 2.430883 | 0 |
null | 236.356975 | 24,873.622781 | 9.410658 | 300.688417 | 479.056034 | 13.521923 | 46.598871 | 5.284233 | 0 |
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