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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 | 213.041191 | 12,036.643044 | 9.79473 | 349.171395 | 284.017995 | 12.419906 | 74.674383 | 3.898916 | 1 |
9.489601 | 167.887629 | 40,032.414005 | 8.349207 | null | 354.790741 | 14.168314 | 102.567846 | 4.300695 | 1 |
7.45798 | 183.46131 | 14,733.458757 | 7.475273 | 335.668046 | 482.63718 | 8.963254 | 82.581338 | 4.497731 | 1 |
7.99232 | 230.179573 | 17,076.663789 | 9.598742 | null | 522.888054 | 14.449181 | 68.640768 | 4.342797 | 1 |
7.746343 | 212.274645 | 21,670.593663 | 8.458103 | 361.381325 | 457.014121 | 21.430293 | 43.188803 | 3.678686 | 1 |
8.275796 | 163.355961 | 22,013.964905 | 5.742829 | 307.667123 | 351.631315 | 20.057619 | 78.501492 | 4.72134 | 1 |
6.879959 | 163.593339 | 44,586.812651 | 2.741712 | 219.148935 | 554.045105 | 16.521942 | 67.53326 | 5.688207 | 1 |
6.799376 | 239.05768 | 7,986.493239 | 10.36568 | 419.881175 | 373.232137 | 18.828594 | 43.440644 | 3.819985 | 1 |
8.167768 | 144.902932 | 36,185.678538 | 4.54552 | 297.96023 | 605.458893 | 20.222075 | null | 3.410686 | 1 |
null | 214.657331 | 19,692.464394 | 5.94739 | 326.175709 | 385.827829 | 15.56346 | 77.834036 | 3.261651 | 1 |
4.736405 | 203.27642 | 28,698.729965 | 5.271367 | 323.683683 | 508.820341 | 14.06314 | 65.155182 | 4.995602 | 1 |
5.953924 | 226.935062 | 11,930.624795 | 9.677269 | null | 350.968651 | 13.609643 | 70.571414 | 3.968647 | 1 |
6.578998 | 198.409247 | 22,389.380486 | 7.317575 | 369.097113 | 408.195015 | 6.059608 | 105.40046 | 3.690929 | 1 |
8.775486 | 157.354289 | 22,113.391452 | 7.931503 | 304.807845 | 480.715208 | 15.692839 | 82.929345 | 4.393944 | 1 |
6.850302 | 167.98504 | 40,588.433831 | 3.372369 | 265.431121 | 300.411744 | 16.005207 | 72.363217 | 3.080297 | 1 |
8.757111 | 185.419367 | 31,040.884494 | 8.544764 | null | 408.095797 | 18.23522 | 72.299662 | 3.808793 | 1 |
null | 213.000218 | 21,687.473454 | 6.901041 | null | 383.747883 | 11.793246 | 57.345645 | 3.242545 | 1 |
null | 178.154855 | 34,383.597639 | 6.42577 | 311.52689 | 570.378765 | 17.592126 | 68.992741 | 4.005893 | 1 |
8.073279 | 191.815523 | 17,106.438645 | 7.898732 | 333.477592 | 432.898749 | 13.335381 | 54.216284 | 4.854313 | 1 |
5.078274 | 185.088385 | 18,125.638398 | 4.105766 | 275.055642 | 528.156251 | 11.325447 | 80.338331 | 3.631042 | 1 |
7.444914 | 203.068746 | 25,489.075026 | 8.175744 | 413.560378 | 405.420612 | 13.2831 | 74.412867 | 2.571392 | 1 |
9.434006 | 158.38784 | 20,474.820824 | 5.857333 | 285.395112 | 476.842011 | 14.38835 | 73.164778 | 4.201054 | 1 |
5.905907 | 223.141882 | 13,464.487162 | 9.125164 | 378.108306 | 337.858264 | 13.53166 | 42.844511 | 2.917284 | 1 |
5.803497 | 193.200991 | 19,451.767603 | 4.146601 | 255.976746 | 365.477618 | 14.920616 | 8.577013 | 2.181714 | 1 |
7.617152 | 182.689825 | 33,744.166807 | 6.225933 | 369.552958 | 327.228245 | 14.065597 | 82.781926 | 3.422543 | 1 |
9.008464 | 148.614002 | 35,021.774097 | 5.594007 | null | 387.399771 | 11.855103 | 49.480441 | 3.911015 | 1 |
5.422446 | 205.26608 | 18,542.957451 | 5.491963 | 306.702227 | 382.080129 | 10.504023 | 67.49345 | 2.911751 | 1 |
9.778182 | 155.937441 | 23,335.674206 | 7.666109 | null | 356.543037 | 10.8246 | 75.328892 | 4.143365 | 1 |
5.204939 | 232.882725 | 17,818.394489 | 7.300265 | null | 404.003888 | 12.86642 | 55.498331 | 3.439561 | 1 |
4.872561 | 224.705105 | 16,960.434631 | 7.078015 | 323.036852 | 354.390604 | 15.692176 | 79.962803 | 3.918006 | 1 |
7.793915 | 164.958947 | 25,506.912237 | 7.868036 | 358.2592 | 398.460312 | 15.297496 | null | 4.220028 | 1 |
null | 259.144928 | 2,808.025756 | 10.087062 | 392.83316 | 354.405278 | 13.89895 | 63.857674 | 4.081329 | 1 |
7.058183 | 187.947191 | 26,608.929154 | 8.556396 | 405.403423 | 462.314567 | 18.428387 | 41.29033 | 3.613835 | 1 |
7.890354 | 180.158098 | 32,160.533923 | 7.773484 | 360.283983 | 344.550619 | 11.24646 | 60.292187 | 3.209588 | 1 |
7.5357 | 221.792481 | 14,829.745971 | 6.701159 | 366.4122 | 583.436488 | 17.731882 | 59.686076 | 4.208354 | 1 |
7.202534 | 207.828116 | 11,889.250632 | 8.015743 | null | 369.044326 | 10.371843 | 62.03773 | 5.702505 | 1 |
null | 188.610518 | 27,716.338723 | 5.6065 | 275.18224 | 520.587736 | 12.814604 | null | 4.398059 | 1 |
8.722144 | 151.621132 | 28,301.516949 | 3.651961 | 248.094759 | 468.367451 | 15.151173 | 79.538368 | 3.274629 | 1 |
8.352635 | 134.750512 | 33,662.38905 | 4.439791 | null | 397.114972 | 14.420882 | 55.586815 | 3.939011 | 1 |
6.284386 | 222.688795 | 18,526.261691 | 8.980271 | 395.261637 | 517.150548 | 15.86901 | 55.384333 | 5.030712 | 1 |
null | 195.554428 | 28,415.184347 | 7.489779 | 318.515271 | 494.404511 | 15.023962 | 47.144144 | 4.052367 | 1 |
9.30566 | 163.926027 | 39,498.659289 | 6.914685 | 325.873134 | 345.656935 | 12.712187 | 62.471115 | 4.48507 | 1 |
4.923179 | 208.406673 | 15,990.149228 | 5.648146 | 349.655175 | 404.405763 | 11.403372 | 84.525775 | 3.329601 | 1 |
6.143018 | 147.471973 | 34,865.324634 | 3.684463 | 285.455102 | 475.445268 | 20.939359 | 54.19852 | 5.370403 | 1 |
5.744504 | 208.070052 | 19,457.639481 | 6.693949 | null | 362.06249 | 15.603729 | 82.317854 | 3.5335 | 1 |
6.616649 | 201.780847 | 17,063.172108 | 8.353374 | 360.61231 | 491.724065 | 10.353995 | 60.009184 | 3.881767 | 1 |
7.6235 | 170.427572 | 36,267.266658 | 6.040735 | 301.219091 | 404.501369 | 12.495658 | 79.946113 | 4.764995 | 1 |
7.860106 | 182.041986 | 34,591.678148 | 6.187857 | 287.223779 | 285.228661 | 14.365625 | 74.888422 | 3.499775 | 1 |
7.39311 | 205.991157 | 13,215.706382 | 7.740377 | null | 537.136055 | 16.053202 | 79.35756 | 4.431739 | 1 |
null | 176.779947 | 24,793.455675 | 6.394342 | 312.359148 | 377.066286 | 10.070192 | 50.124122 | 4.641041 | 1 |
5.579517 | 223.616393 | 13,289.201653 | 7.69869 | 368.897034 | 375.275969 | 20.224426 | 104.580881 | 4.043915 | 1 |
4.303575 | 227.007086 | 7,323.302301 | 7.490508 | 326.695199 | 412.896404 | 12.90673 | 68.748918 | 2.010537 | 1 |
7.310716 | 185.81714 | 21,989.767441 | 8.437515 | null | 425.532861 | 14.947811 | 89.77416 | 3.578826 | 1 |
6.417702 | 185.312183 | 33,360.170722 | 5.573849 | 374.713855 | 509.819653 | 17.848994 | 103.321827 | 4.046306 | 1 |
null | 181.301874 | 23,614.702961 | 5.454994 | 282.311641 | 510.944626 | 13.978608 | 52.30155 | 3.894061 | 1 |
10.774318 | 163.095106 | 38,037.353074 | 7.602197 | 350.000236 | 477.723375 | 13.526522 | null | 3.229834 | 1 |
5.036454 | 190.16452 | 29,258.738136 | 4.991061 | 300.475925 | 332.359715 | 11.055801 | 116.161622 | 3.534665 | 1 |
null | 204.860505 | 24,590.125934 | 7.774361 | null | 440.936824 | 12.567061 | 118.357275 | 4.318272 | 1 |
10.415044 | 167.422581 | 34,535.55385 | 6.354815 | 344.309289 | 491.516712 | 19.355841 | 45.104018 | 4.209137 | 1 |
8.418607 | 191.86709 | 29,313.783353 | 5.605864 | 306.325364 | 546.790994 | 13.133959 | 96.125198 | 3.442848 | 1 |
7.808641 | 200.71487 | 15,694.507194 | 7.219558 | null | 519.862991 | 13.262102 | 79.344915 | 2.47272 | 1 |
7.557964 | 156.461872 | 32,833.431169 | 3.311607 | 257.276554 | 277.234155 | 17.857214 | 62.553136 | 3.29227 | 1 |
11.244507 | 169.403655 | 43,533.657845 | 5.88846 | 341.0296 | 336.446655 | 16.08971 | 59.494026 | 2.929953 | 1 |
5.728824 | 197.191839 | 12,932.590386 | 5.684492 | 280.932064 | 445.069636 | 14.176501 | 68.124809 | 4.412174 | 1 |
10.486808 | 185.087914 | 26,453.003348 | 9.548769 | 392.346252 | 455.743845 | 15.976018 | 47.400093 | 3.804352 | 1 |
3.792126 | 218.490857 | 16,929.2902 | 6.110295 | null | 410.694183 | 14.090719 | 60.32007 | 4.620686 | 1 |
5.716251 | 184.229295 | 19,393.469862 | 5.299164 | 290.276455 | 502.993687 | 19.643896 | 68.23637 | 3.433135 | 1 |
null | 182.317256 | 30,430.211752 | 6.151217 | 350.448584 | 479.957076 | 16.576565 | 58.675066 | 4.536123 | 1 |
5.473603 | 218.513145 | 14,608.363145 | 5.621362 | null | 472.796835 | 10.583581 | 73.106007 | 4.957822 | 1 |
null | 178.233659 | 37,861.440012 | 3.912714 | null | 535.086395 | 17.54544 | 64.071288 | 5.11387 | 1 |
6.770927 | 181.818066 | 26,880.22004 | 5.215862 | 284.74551 | 475.54896 | 14.665441 | 60.515772 | 4.910534 | 1 |
6.04336 | 188.662329 | 24,856.607107 | 4.371025 | 295.895207 | 355.007461 | 7.619812 | 79.944916 | 4.745248 | 1 |
null | 212.480036 | 23,572.157802 | 4.976788 | 300.726995 | 449.951083 | 7.090387 | 66.026796 | 3.093814 | 1 |
6.320428 | 210.310043 | 11,682.229317 | 6.968423 | 311.777822 | 375.964558 | 11.973422 | 62.960463 | 4.553381 | 1 |
9.185418 | 165.641502 | 18,073.968589 | 8.108318 | null | 534.698433 | 8.189662 | 59.663554 | 4.186675 | 1 |
8.684779 | 161.124205 | 40,799.360328 | 5.381994 | 305.533784 | 499.275401 | 15.965652 | 75.914398 | 3.877349 | 1 |
7.961721 | 224.31676 | 11,551.21568 | 9.492074 | 367.46601 | 451.808446 | 14.911191 | 79.687039 | 2.286943 | 1 |
5.484151 | 196.791251 | 19,378.359067 | 5.003731 | 295.591019 | 348.399033 | 18.713876 | 76.414153 | 4.438858 | 1 |
7.186931 | 177.486533 | 34,510.752995 | 4.984432 | 295.834151 | 477.994992 | 16.77754 | 62.756891 | 4.275645 | 1 |
5.470802 | 213.160478 | 18,295.370921 | 6.043395 | null | 317.948459 | 13.789267 | 49.642451 | 2.962852 | 1 |
null | 195.019569 | 17,382.427366 | 7.036828 | 329.127738 | 383.794903 | 11.147085 | 90.886908 | 3.843405 | 1 |
9.792728 | 161.057881 | 30,249.170845 | 5.214315 | 258.038852 | 413.155466 | 12.493388 | 76.22558 | 3.72912 | 1 |
3.637171 | 238.943744 | 10,102.48972 | 7.532192 | 337.534425 | 509.150323 | 13.81845 | 49.652834 | 5.446566 | 1 |
7.064789 | 188.391725 | 20,567.14593 | 7.443243 | 360.322976 | 656.924128 | 16.274831 | 84.827183 | 4.401628 | 1 |
6.632032 | 201.669933 | 24,161.254979 | 7.964525 | 369.621585 | 346.860405 | 17.033602 | 61.20547 | 3.386294 | 1 |
5.913957 | 215.497882 | 13,086.643934 | 7.78475 | 334.686178 | 283.401406 | 14.68358 | 55.326369 | 5.648606 | 1 |
9.484703 | 122.906991 | 56,351.396304 | 4.219711 | 219.553437 | 480.848063 | 13.533433 | 41.731219 | 4.132274 | 1 |
8.447404 | 163.949905 | 19,583.057349 | 6.433184 | 334.655886 | 547.02383 | 18.238711 | 45.668318 | 5.218307 | 1 |
7.727421 | 227.84272 | 18,767.941635 | 9.716908 | null | 328.854169 | 8.233405 | 66.678214 | 4.601802 | 1 |
6.859324 | 179.068805 | 27,567.37567 | 5.885557 | 227.34846 | 391.599708 | 14.670555 | 83.469934 | 4.50198 | 1 |
5.846787 | 212.162043 | 19,417.767209 | 8.442034 | null | 393.95282 | 17.561933 | 49.388362 | 3.371111 | 1 |
6.300002 | 172.350281 | 40,682.143998 | 4.242829 | 302.611858 | 485.672456 | 18.737931 | 64.808546 | 3.709437 | 1 |
6.64647 | 251.836248 | 5,516.874953 | 11.14311 | null | 339.208703 | 11.930433 | 76.52427 | 4.387602 | 1 |
7.313447 | 158.707472 | 23,154.062319 | 4.143329 | 276.550161 | 436.517274 | 10.890085 | 87.91253 | 2.22064 | 1 |
6.572656 | 192.647334 | 14,598.951913 | 6.164621 | 314.140056 | 343.895242 | 17.343806 | 53.08548 | 2.820927 | 1 |
6.002415 | 196.002938 | 16,136.433269 | 5.687755 | 301.980938 | 336.914157 | 11.988324 | 43.912634 | 4.315308 | 1 |
null | 212.909132 | 14,101.869292 | 9.112485 | 388.787785 | 337.191083 | 8.602425 | 74.581711 | 3.624635 | 1 |
5.936057 | 222.922307 | 18,061.697568 | 9.982724 | 421.722024 | 323.499231 | 14.298521 | 51.868885 | 3.940282 | 1 |
7.59109 | 195.6658 | 17,444.671404 | 5.307071 | null | 517.203308 | 14.799553 | 85.775784 | 4.531196 | 1 |
6.875746 | 192.023659 | 25,422.338548 | 7.57136 | null | 501.605982 | 10.785965 | 68.294617 | 3.397303 | 1 |
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