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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 | 225.287704 | 22,511.692615 | 7.057578 | 377.12897 | 291.353701 | 11.590025 | 72.508523 | 4.081701 | 1 |
10.049674 | 132.832837 | 11,557.032038 | 8.550573 | 323.508072 | 442.76805 | 13.376149 | 92.17617 | 5.133478 | 1 |
5.667651 | 229.928367 | 16,953.898736 | 8.774306 | 293.57425 | 554.120536 | 14.254641 | 54.436702 | 3.633214 | 1 |
null | 181.689164 | 27,776.180257 | 7.589869 | 298.226719 | 417.631202 | 8.630091 | 72.923289 | 3.80792 | 1 |
8.923981 | 135.938467 | 27,919.770666 | 12.363285 | null | 415.629484 | 11.949914 | 69.31488 | 4.155583 | 1 |
6.428866 | 225.613094 | 15,596.473334 | 6.153472 | null | 466.044399 | 18.015385 | 87.163631 | 4.184783 | 1 |
6.960604 | 201.715452 | 11,348.675997 | 4.29789 | null | 468.591388 | 10.490589 | 89.686196 | 4.97882 | 1 |
5.873676 | 203.329928 | 19,216.68309 | 9.212779 | null | 420.29123 | 11.119274 | 65.229551 | 5.412091 | 1 |
6.795469 | 187.78302 | 15,300.838671 | 7.486598 | 316.956934 | 498.665928 | 19.600429 | 55.401113 | 5.163088 | 1 |
10.041028 | 113.831112 | 16,266.434445 | 7.939074 | 363.86689 | 557.486061 | 13.195341 | 75.233221 | 3.807563 | 1 |
null | 273.255621 | 44,506.441561 | 8.412688 | 233.792588 | 485.647232 | 14.705014 | 52.164236 | 4.124781 | 1 |
7.296038 | 235.735193 | 36,043.706638 | 5.196213 | 377.190666 | 385.614321 | 17.052713 | 89.623551 | 4.168526 | 1 |
null | 161.826476 | 29,299.123353 | 7.028797 | 350.43094 | 375.780716 | 19.762576 | 86.698457 | 3.497577 | 1 |
5.862641 | 185.06522 | 44,069.272158 | 4.382721 | 412.690111 | 331.570139 | 15.306079 | 59.605812 | 5.507421 | 1 |
7.292142 | 174.480427 | 33,991.651567 | 9.511792 | 259.164965 | 435.108017 | 16.293614 | 81.690104 | 4.466913 | 1 |
8.062806 | 200.493112 | 11,567.88784 | 9.88995 | null | 510.414403 | 10.650935 | 40.992809 | 4.471842 | 1 |
7.821971 | 157.181545 | 23,318.187976 | 9.08404 | 324.851659 | 294.636531 | 17.186766 | 72.568376 | 3.532958 | 1 |
11.301794 | 77.459586 | 39,227.619457 | 8.517986 | 337.501247 | 410.856114 | 14.326889 | 53.12126 | 3.30958 | 1 |
6.593764 | 233.514132 | 25,589.610592 | 9.785696 | null | 489.703444 | 14.389609 | 46.463982 | 2.346578 | 1 |
9.161089 | 119.841905 | 26,618.059637 | 6.105573 | 343.289234 | 379.725182 | 10.899926 | 54.580736 | 4.888061 | 1 |
null | 144.815264 | 14,507.017808 | 5.819092 | 353.607275 | 290.889472 | 8.942072 | 67.587346 | 5.922582 | 1 |
4.642953 | 307.706024 | 16,115.929864 | 7.707342 | null | 439.944408 | 18.44079 | 60.145842 | 3.982867 | 1 |
7.798454 | 188.394942 | 32,704.569286 | 11.078872 | 258.191184 | 507.178688 | 18.272439 | 85.177662 | 4.107267 | 1 |
5.564342 | 256.20883 | 11,245.735767 | 7.212254 | 329.338366 | 369.555513 | 15.640053 | 51.150344 | 2.285988 | 1 |
7.886591 | 213.052591 | 38,852.029636 | 11.170789 | 281.700777 | 326.11535 | 10.385172 | 64.662501 | 4.589984 | 1 |
7.443189 | 193.124799 | 13,551.953345 | 4.313265 | null | 430.487296 | 19.396329 | 72.075586 | 2.664833 | 1 |
3.657123 | 275.767142 | 23,736.816258 | 9.100772 | null | 426.231129 | 17.985957 | 55.694893 | 3.31463 | 1 |
9.597192 | 167.088976 | 21,153.322827 | 7.944469 | 346.075016 | 335.197608 | 14.347676 | 50.642447 | 5.145153 | 1 |
6.964226 | 212.764494 | 29,957.191215 | 7.675188 | 321.250898 | 378.085546 | 13.127694 | 72.089001 | 3.990438 | 1 |
7.67291 | 152.878305 | 22,989.351184 | 6.231913 | 343.439017 | 401.140879 | 14.252684 | 64.291292 | 4.268227 | 1 |
6.737004 | 220.100102 | 24,694.744205 | 8.37366 | null | 384.308673 | 6.748092 | 8.175876 | 4.06317 | 1 |
null | 163.224466 | 18,570.285339 | 8.109346 | 296.190262 | 463.741716 | 16.900148 | 61.349832 | 4.135745 | 1 |
5.382489 | 240.018214 | 18,189.39498 | 5.55199 | 397.700065 | 551.476202 | 12.81873 | 79.779911 | 4.17333 | 1 |
7.022952 | 264.525606 | 15,978.355249 | 10.956205 | 262.064551 | 412.709423 | 5.315287 | 76.024491 | 4.971907 | 1 |
null | 250.705394 | 27,355.934306 | 6.482038 | 377.358048 | 559.817847 | 13.65396 | 77.91772 | 2.969136 | 1 |
10.026224 | 94.091307 | 25,510.097298 | 6.614114 | 385.402659 | 388.467266 | 11.887161 | 69.273979 | 3.736228 | 1 |
5.583833 | 261.233825 | 35,278.681743 | 6.594617 | null | 278.639039 | 13.565387 | 83.274895 | 3.870157 | 1 |
7.952929 | 221.369854 | 18,621.424923 | 6.879418 | null | 309.25462 | 19.056985 | 72.689354 | 5.260015 | 1 |
5.500187 | 254.672705 | 21,082.852044 | 8.369354 | 347.816514 | 469.795375 | 13.496404 | 60.045867 | 4.178479 | 1 |
7.5437 | 161.623142 | 19,116.012084 | 8.493407 | 289.959953 | 440.283446 | 13.33677 | 80.243237 | 3.630537 | 1 |
6.848332 | 159.18805 | 12,837.506063 | 5.164448 | 373.991711 | 558.815567 | 12.254081 | 69.77221 | 4.396605 | 1 |
null | 181.21051 | 30,280.788593 | 10.382547 | 256.630068 | 487.997262 | 11.346302 | 68.843866 | 3.779554 | 1 |
5.910252 | 282.739017 | 15,244.846395 | 6.636551 | 363.384683 | 695.369528 | 13.138353 | 89.801011 | 3.660923 | 1 |
8.71682 | 153.980034 | 11,734.448857 | 7.123611 | null | 447.028077 | 12.736044 | 39.927521 | 3.205129 | 1 |
6.016889 | 221.147308 | 16,656.062672 | 5.201688 | null | 383.207775 | 22.51787 | 81.626232 | 4.422269 | 1 |
9.567823 | 173.111498 | 38,787.462705 | 5.15 | 444.970552 | 492.411524 | 12.904221 | 48.481477 | 4.197919 | 1 |
4.296247 | 278.147524 | 19,672.487213 | 4.955218 | 414.636726 | 330.067379 | 11.293187 | 70.66554 | 4.163329 | 1 |
3.551579 | 323.124 | 38,969.388992 | 8.925515 | null | 514.762918 | 10.160303 | 71.099999 | 3.965994 | 1 |
8.529669 | 157.700481 | 18,203.730029 | 8.926826 | 309.541977 | 498.650833 | 12.287824 | 52.028741 | 3.776041 | 1 |
8.065339 | 174.120584 | 21,366.283598 | 7.490944 | 315.180405 | 497.019234 | 11.417019 | 46.213198 | 3.756392 | 1 |
9.158445 | 186.672973 | 15,797.030396 | 8.151081 | 333.812264 | 425.752018 | 12.182639 | 112.622733 | 4.525237 | 1 |
8.848586 | 188.919983 | 32,033.332019 | 13.127 | 182.39737 | 479.791975 | 12.070444 | 77.671337 | 4.014682 | 1 |
9.495456 | 185.878594 | 18,088.35485 | 7.527375 | 388.768657 | 409.450998 | 12.397704 | 63.359144 | 4.168541 | 1 |
8.052894 | 198.994474 | 9,025.07936 | 7.217788 | 338.39691 | 328.43311 | 9.142523 | 42.753215 | 3.634845 | 1 |
2.798549 | 311.383956 | 26,931.243483 | 7.116897 | null | 521.140524 | 14.235154 | 42.080353 | 3.663252 | 1 |
6.425874 | 188.980282 | 11,965.396508 | 7.571123 | 365.453655 | 502.991088 | 13.866487 | 96.818113 | 3.731937 | 1 |
7.75727 | 213.048445 | 25,259.780549 | 7.635153 | 363.684814 | 543.528799 | 15.254021 | 107.189584 | 4.165432 | 1 |
7.748655 | 239.788278 | 29,331.236633 | 10.713097 | 217.000607 | 441.529547 | 16.389384 | null | 2.51181 | 1 |
5.11739 | 225.657404 | 30,914.111579 | 6.207729 | 371.649392 | 356.862287 | 8.073421 | 77.388138 | 3.937188 | 1 |
7.481535 | 218.26117 | 12,088.41645 | 4.87066 | 407.29655 | 518.375573 | 17.120962 | 56.711024 | 4.262065 | 1 |
5.374223 | 201.33144 | 19,410.233763 | 3.23958 | 384.562838 | 350.17804 | 13.451089 | null | 3.642778 | 1 |
7.063647 | 140.612866 | 17,941.811256 | 6.275305 | 376.046156 | 402.593602 | 12.43974 | 29.468428 | 3.395866 | 1 |
6.876451 | 190.844514 | 21,979.031671 | 5.630558 | 363.831706 | 349.186085 | 9.551732 | 68.410851 | 4.545341 | 1 |
4.812434 | 250.183954 | 11,465.575643 | 4.362641 | 398.161904 | 607.026542 | 18.210032 | 62.511467 | 3.020996 | 1 |
4.993531 | 242.620503 | 13,900.779271 | 6.467744 | null | 429.827819 | 17.274663 | 61.245788 | 3.153809 | 1 |
4.788861 | 234.893703 | 28,174.620516 | 10.850036 | 187.424131 | 444.854321 | 11.784799 | 89.010974 | 2.896852 | 1 |
4.037288 | 291.461897 | 52,318.917298 | 7.779459 | null | 401.204271 | 16.542921 | 87.8148 | 3.045049 | 1 |
6.505873 | 240.287912 | 29,534.690292 | 6.775277 | 341.728239 | 265.251199 | 13.570223 | 93.166465 | 4.497529 | 1 |
6.779774 | 153.886309 | 24,415.070564 | 7.322672 | null | 459.87655 | 14.78229 | 93.914702 | 2.729105 | 1 |
6.952512 | 211.697297 | 33,737.288524 | 6.300871 | null | 395.407004 | 14.182396 | 39.802907 | 4.105495 | 1 |
5.628407 | 226.830043 | 28,334.491937 | 8.012497 | 293.924273 | 351.161213 | 15.019241 | 35.178662 | 5.050683 | 1 |
5.966 | 194.796221 | 17,350.058531 | 4.466577 | 404.609982 | 406.806302 | 11.539987 | 48.173359 | 4.177139 | 1 |
6.319432 | 180.965621 | 36,278.718309 | 9.960552 | 275.591746 | 307.691361 | 18.196931 | 93.594246 | 2.653127 | 1 |
8.027248 | 193.352416 | 7,714.746969 | 6.087238 | null | 440.938978 | 22.504679 | 62.007044 | 3.480641 | 1 |
8.882684 | 135.523062 | 4,857.253807 | 5.209779 | null | 532.336659 | 20.296274 | 20.337753 | 3.827921 | 1 |
5.991283 | 224.608563 | 29,983.116007 | 7.383819 | 329.731547 | 604.631263 | 17.741228 | 65.116976 | 4.840562 | 1 |
10.272444 | 163.624623 | 18,894.852394 | 10.068205 | 269.646656 | 446.450725 | 11.856914 | 82.445503 | 3.179885 | 1 |
null | 131.547744 | 21,626.497595 | 7.207846 | null | 390.955033 | 14.844955 | 26.505484 | 4.728124 | 1 |
6.10514 | 249.141391 | 45,249.449033 | 7.36936 | 338.771307 | 314.96509 | 11.251778 | 88.657477 | 3.10309 | 1 |
9.443359 | 73.492234 | 20,438.22469 | 8.024953 | 315.805659 | 458.677231 | 12.538681 | 50.85247 | 3.486646 | 1 |
6.887414 | 223.603058 | 29,189.136721 | 10.514466 | 253.830552 | 386.622862 | 11.312294 | 67.916183 | 4.564188 | 1 |
6.512901 | 169.21748 | 25,151.411574 | 4.613311 | 375.612318 | 296.074382 | 15.0887 | 74.075926 | 4.40404 | 1 |
5.772718 | 213.363545 | 26,124.931415 | 8.630719 | 273.279448 | 465.559286 | 8.006208 | 59.964334 | 6.494249 | 1 |
4.912557 | 308.253833 | 44,063.098417 | 7.927977 | 280.933664 | 327.47565 | 14.857981 | null | 4.897373 | 1 |
9.739562 | 166.948864 | 13,623.160063 | 7.235922 | 385.059134 | 369.591289 | 12.322604 | 68.505852 | 2.56808 | 1 |
5.541979 | 185.671874 | 20,143.065262 | 10.236176 | 209.471058 | 517.935786 | 18.464015 | 49.371319 | 3.672976 | 1 |
null | 193.503415 | 42,268.334296 | 9.005943 | 258.392683 | 384.684875 | 9.085279 | 75.439633 | 3.601735 | 1 |
null | 143.3002 | 16,263.167465 | 6.229737 | null | 503.664085 | 19.585497 | null | 3.45174 | 1 |
6.448931 | 240.244771 | 13,979.165723 | 9.077985 | 314.590477 | 473.751302 | 17.416903 | 84.024786 | 3.622196 | 1 |
5.477912 | 211.398844 | 27,361.659066 | 5.810457 | 340.623806 | 358.04413 | 16.629384 | null | 3.774256 | 1 |
8.544709 | 181.413402 | 31,429.379029 | 7.55503 | 350.397082 | 393.889616 | 10.247232 | 82.721912 | 2.318152 | 1 |
7.378597 | 175.982447 | 9,460.322635 | 5.941012 | null | 402.019945 | 15.639455 | 37.389452 | 3.215219 | 1 |
6.664003 | 199.588718 | 15,902.945276 | 5.257789 | 346.584556 | 347.353336 | 15.989419 | 61.156575 | 2.227728 | 1 |
6.775583 | 218.414929 | 17,968.882775 | 8.254115 | null | 358.717677 | 10.520161 | 57.244111 | 4.333636 | 1 |
8.736371 | 194.677687 | 24,283.658791 | 8.855544 | 329.004205 | 333.623794 | 16.516232 | 67.250473 | 3.802116 | 1 |
7.146976 | 196.562685 | 16,911.203773 | 6.890505 | 320.100875 | 520.111358 | 12.854239 | 66.814176 | 4.025762 | 1 |
null | 242.909436 | 9,654.733681 | 6.25398 | 359.665835 | 588.566713 | 15.197015 | 62.82285 | 5.652222 | 1 |
5.040332 | 232.234479 | 25,653.690231 | 5.929308 | 328.32958 | 529.052535 | 13.53941 | 38.346738 | 3.603326 | 1 |
null | 281.582162 | 21,707.492258 | 5.037261 | 348.239719 | 347.957499 | 15.370098 | 85.92035 | 4.003819 | 1 |
7.745499 | 168.355624 | 14,336.627521 | 5.26431 | null | 421.485334 | 7.49641 | 67.624767 | 4.043335 | 1 |
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