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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 | 191.301359 | 17,540.576643 | 8.779726 | null | 323.812116 | 19.072827 | 61.560328 | 4.129301 | 0 |
9.756578 | 244.461342 | 17,940.09908 | 7.149053 | null | 337.713569 | 23.667667 | 73.233466 | 3.749009 | 0 |
null | 159.399398 | 61,227.196008 | 3.713594 | 312.976254 | 377.067972 | 17.246698 | 82.197233 | 3.860807 | 0 |
6.406798 | 182.885137 | 17,851.064021 | 7.462758 | 332.486731 | 398.779746 | 17.301617 | 64.070236 | 4.573968 | 0 |
null | 253.054389 | 28,864.910281 | 8.524371 | 364.749482 | 479.699763 | 15.823074 | 70.75819 | 4.697041 | 0 |
8.445219 | 228.52286 | 28,966.569327 | 6.179855 | null | 361.705354 | 14.55422 | 60.61223 | 4.400706 | 0 |
4.137045 | 116.338278 | 17,101.951569 | 8.65221 | 322.892252 | 360.648078 | 7.848313 | 70.977001 | 4.327356 | 0 |
7.675914 | 233.300759 | 23,673.100606 | 8.407497 | null | 232.613624 | 18.459408 | 60.99359 | 5.040461 | 0 |
null | 243.682558 | 20,976.791778 | 6.502257 | 350.449897 | 487.556493 | 10.451629 | 84.178845 | 3.558445 | 0 |
5.701101 | 170.496311 | 17,121.505917 | 9.536011 | 374.775876 | 378.873855 | 10.97215 | 63.293296 | 5.956753 | 0 |
6.376576 | 177.50999 | 41,243.038029 | 6.66992 | null | 486.806051 | 13.490788 | 65.366392 | 4.161586 | 0 |
5.517737 | 190.669928 | 17,638.322473 | 10.525858 | null | 461.928981 | 12.531684 | 44.887843 | 4.523106 | 0 |
3.854618 | 131.396253 | 19,639.796002 | 7.753502 | 305.382914 | 456.512274 | 16.864722 | 81.526123 | 4.290435 | 0 |
7.558076 | 253.840904 | 16,642.884178 | 11.224395 | null | 555.932991 | 15.154628 | 81.746095 | 4.169005 | 0 |
7.387434 | 214.293032 | 11,694.635285 | 9.273679 | 375.505583 | 356.805855 | 15.184509 | 80.231172 | 3.830577 | 0 |
7.763415 | 193.721119 | 20,019.261215 | 8.344391 | 373.59779 | 375.072875 | 11.43598 | 28.993636 | 4.113536 | 0 |
null | 205.551854 | 24,820.493091 | 7.226878 | 329.4044 | 386.307546 | 9.223072 | 69.703026 | 4.25222 | 0 |
7.50935 | 192.467955 | 17,045.600095 | 8.815845 | 346.741822 | 266.357744 | 15.930051 | 83.262529 | 4.321856 | 0 |
null | 119.88581 | 22,331.237876 | 8.051538 | 351.161427 | 472.064091 | 16.642815 | 62.647091 | 4.659395 | 0 |
5.057271 | 155.487725 | 19,003.963899 | 6.250893 | 305.849797 | 518.101816 | 15.772438 | 97.199077 | 4.432271 | 0 |
5.830542 | 165.467025 | 30,021.257079 | 8.433097 | 334.397777 | 494.154505 | 16.666613 | 69.580253 | 5.192117 | 0 |
5.85969 | 163.496895 | 19,231.03329 | 6.541681 | 339.37148 | 468.376955 | 19.749079 | 61.79098 | 2.747333 | 0 |
8.891674 | 184.869606 | 41,801.441837 | 3.409576 | 337.047108 | 461.076821 | 13.715504 | 42.078122 | 4.522599 | 0 |
10.154219 | 244.209385 | 24,755.960256 | 4.71135 | 299.797515 | 387.589427 | 15.363599 | 70.823244 | 3.730899 | 0 |
null | 227.432663 | 32,102.190705 | 3.646848 | 321.671073 | 433.276491 | 11.690091 | 57.04969 | 3.581037 | 0 |
7.683157 | 221.575347 | 25,475.884844 | 9.914966 | null | 372.803909 | 12.054439 | 51.8925 | 4.781323 | 0 |
7.455541 | 225.314151 | 16,242.060281 | 8.204102 | 350.108093 | 331.673824 | 13.114965 | 60.162148 | 2.930365 | 0 |
null | 217.944979 | 37,820.047327 | 8.299339 | null | 367.570082 | 15.421034 | 36.446614 | 2.99478 | 0 |
4.811832 | 150.45128 | 27,547.807056 | 7.569544 | 296.002194 | 521.561561 | 16.295837 | 44.288552 | 2.860993 | 0 |
5.720136 | 182.44016 | 13,463.852419 | 8.253966 | null | 401.509481 | 13.361778 | 52.952904 | 3.513255 | 0 |
9.961503 | 276.699765 | 18,743.222494 | 9.16074 | 361.221166 | 457.551559 | 21.564489 | 93.740334 | 5.21559 | 0 |
3.230973 | 120.785449 | 13,691.094972 | 6.835951 | 328.240289 | 261.435215 | 18.406139 | 54.852123 | 3.281921 | 0 |
10.188433 | 286.567991 | 7,105.800709 | 9.84054 | 321.686059 | 437.879508 | 12.871599 | 78.732055 | 4.635243 | 0 |
6.262907 | 185.982652 | 5,157.0536 | 7.804391 | 338.195387 | 570.28826 | 14.601443 | null | 4.594919 | 0 |
7.399811 | 229.776265 | 28,630.954416 | 8.711706 | 302.315759 | 437.366909 | 11.927552 | 78.576441 | 3.803724 | 0 |
9.271669 | 256.273393 | 26,912.228417 | 5.76678 | 274.646117 | 467.752318 | 12.376686 | 89.90495 | 3.744204 | 0 |
4.704184 | 169.943914 | 7,028.839617 | 8.987043 | 317.829814 | 289.537529 | 8.069436 | 63.664949 | 4.138994 | 0 |
8.654793 | 218.17266 | 14,799.311464 | 6.164049 | 366.147992 | 416.870333 | 8.95452 | 72.62028 | 5.148138 | 0 |
8.018772 | 228.111463 | 27,405.316212 | 6.49136 | null | 494.620441 | 8.716667 | 56.188852 | 4.356279 | 0 |
8.189363 | 229.608499 | 13,197.566815 | 6.007956 | 334.054289 | 605.465747 | 14.861377 | 103.322855 | 3.688298 | 0 |
9.341092 | 230.430056 | 18,254.110656 | 6.113974 | null | 294.582832 | 12.908755 | 91.856527 | 4.598787 | 0 |
null | 228.251995 | 18,593.222636 | 5.905207 | null | 475.295733 | 13.672647 | 54.492469 | 4.12285 | 0 |
4.89196 | 153.506232 | 9,559.547392 | 7.847066 | 349.82439 | 496.872845 | 11.457624 | 61.110529 | 3.90427 | 0 |
6.056818 | 211.765886 | 4,440.277357 | 9.507303 | null | 316.921776 | 17.766397 | 53.541191 | 3.358061 | 0 |
5.655117 | 146.762023 | 19,271.903123 | 6.391439 | 316.495631 | 469.895002 | 11.971417 | 62.004563 | 4.401152 | 0 |
7.890263 | 164.708035 | 17,645.06534 | 7.14136 | null | 634.118133 | 21.977158 | 33.279298 | 4.636739 | 0 |
11.90774 | 298.098679 | 17,083.175085 | 5.878993 | null | 400.330798 | 14.06337 | 64.368593 | 4.256415 | 0 |
8.811472 | 270.209549 | 12,138.422954 | 10.520555 | 360.295574 | 437.515421 | 15.95268 | 67.878497 | 5.587396 | 0 |
4.126581 | 113.024472 | 40,528.805353 | 6.489951 | null | 392.109146 | 15.793392 | 68.797443 | 3.504751 | 0 |
5.735359 | 149.17169 | 28,628.151856 | 5.073074 | null | 465.554894 | 12.20195 | 65.90985 | 4.085055 | 0 |
8.000776 | 237.51925 | 18,419.132883 | 8.32333 | 308.006321 | 396.376554 | 13.492536 | 82.753278 | 4.51921 | 0 |
8.775047 | 191.526874 | 21,768.640744 | 4.751005 | 387.245552 | 435.523398 | 11.875184 | 56.029098 | 3.830699 | 0 |
8.303831 | 222.950037 | 26,030.618514 | 7.108974 | null | 368.284494 | 14.383585 | 70.0727 | 3.392657 | 0 |
5.082241 | 191.767047 | 17,739.19896 | 9.111722 | 309.787515 | 413.158636 | 12.307109 | 88.892555 | 5.056379 | 0 |
5.813546 | 184.031776 | 10,112.207322 | 6.536992 | 309.451187 | 441.594027 | 11.438175 | 77.508193 | 3.721426 | 0 |
3.422394 | 141.300305 | 16,017.611896 | 8.214714 | null | 580.870759 | 10.60328 | 94.949108 | 3.676246 | 0 |
5.913375 | 148.607944 | 14,467.785926 | 6.159095 | null | 427.040982 | 14.423404 | 56.460386 | 2.499832 | 0 |
6.783024 | 236.278867 | 8,213.772245 | 9.332861 | null | 501.018535 | 11.590707 | 91.680931 | 4.778808 | 0 |
6.83606 | 205.667718 | 18,321.327502 | 6.712854 | 297.837188 | 494.484249 | 13.808923 | 70.714225 | 4.952508 | 0 |
4.884388 | 136.557785 | 28,392.424976 | 8.4404 | null | 386.104 | 13.831877 | 73.824556 | 3.616701 | 0 |
8.331553 | 238.992414 | 11,635.772076 | 3.923239 | 276.40228 | 406.245129 | 15.410764 | null | 2.692389 | 0 |
7.819659 | 225.106836 | 16,403.952381 | 7.09331 | 313.168134 | 413.208949 | 15.375616 | 32.681851 | 2.402337 | 0 |
5.428357 | 167.017383 | 24,930.198811 | 7.967086 | 334.086977 | 400.393437 | 18.179149 | 70.312696 | 2.847844 | 0 |
4.556657 | 156.422941 | 14,400.718629 | 9.461285 | null | 483.745716 | 7.897724 | 54.913943 | 4.392257 | 0 |
7.333003 | 189.447965 | 32,358.538595 | 6.346378 | 341.346443 | 490.625291 | 12.537466 | 61.581378 | 2.642004 | 0 |
7.114387 | 196.53396 | 27,022.708505 | 6.176786 | null | 497.523605 | 18.704279 | 59.730438 | 3.762682 | 0 |
6.37695 | 170.22708 | 16,079.36125 | 5.433802 | 331.856892 | 311.7729 | 15.703707 | 54.013112 | 4.284387 | 0 |
9.338235 | 248.376016 | 17,416.80178 | 6.665873 | 342.720808 | 505.677409 | 19.742815 | 58.65853 | 1.872573 | 0 |
null | 130.558561 | 17,429.58495 | 6.317654 | 322.059588 | 524.645643 | 15.318048 | 75.376408 | 5.541322 | 0 |
8.933878 | 278.231754 | 14,179.622741 | 8.128262 | 318.356502 | 335.240511 | 16.6649 | 48.357257 | 4.374797 | 0 |
10.60059 | 274.968783 | 21,558.308741 | 6.112819 | 350.363703 | 331.120496 | 12.610799 | null | 5.4777 | 0 |
6.838817 | 196.196213 | 11,877.236649 | 9.624699 | 365.34884 | 363.803476 | 14.924058 | 41.121382 | 4.776536 | 0 |
5.600877 | 183.573783 | 20,411.664381 | 9.753766 | 336.404819 | 368.359984 | 11.095878 | 66.820124 | 4.362034 | 0 |
6.102533 | 179.397232 | 24,196.264415 | 7.155344 | 321.442113 | 525.900095 | 13.47815 | 60.05829 | 2.292574 | 0 |
6.490923 | 189.031588 | 30,453.623186 | 6.060119 | 297.512799 | 476.916726 | 14.97397 | 47.012889 | 4.372333 | 0 |
8.506979 | 197.745141 | 20,098.199518 | 6.456556 | 344.127253 | 555.919796 | 9.028359 | 78.933096 | 3.881794 | 0 |
7.413288 | 196.452302 | 17,465.345582 | 6.309196 | 355.164792 | 300.933492 | 13.178069 | 80.604776 | 3.290106 | 0 |
null | 252.404565 | 20,197.247668 | 2.562255 | 350.547757 | 454.969812 | 12.031863 | 69.292252 | 5.146443 | 0 |
7.586236 | 190.890219 | 16,409.93656 | 5.739025 | null | 402.799497 | 13.906082 | 95.382662 | 4.351335 | 0 |
7.103348 | 249.589359 | 4,425.42644 | 8.211762 | 293.078666 | 268.44085 | 18.422985 | 68.474194 | 4.417194 | 0 |
6.153496 | 163.205548 | 48,175.852093 | 7.153803 | 299.566751 | 344.716976 | 5.15938 | 55.528949 | 4.81997 | 0 |
2.376768 | 129.863973 | 11,684.111637 | 9.974808 | 301.429747 | 503.91039 | 8.741258 | 76.310695 | 3.629218 | 0 |
7.514836 | 215.439523 | 17,017.42996 | 7.417041 | 335.652454 | 483.658028 | 14.532854 | 66.037246 | 4.299732 | 0 |
7.445189 | 225.397787 | 24,741.534999 | 9.248499 | null | 402.115616 | 15.535979 | 87.083919 | 3.637895 | 0 |
4.835298 | 136.295037 | 23,031.215807 | 5.560179 | 358.933089 | 567.46367 | 11.505803 | 60.773857 | 3.633761 | 0 |
8.37628 | 248.132861 | 27,824.190483 | 7.100523 | 343.057975 | 433.449899 | 18.658886 | 53.30376 | 5.703963 | 0 |
7.945909 | 213.066407 | 16,769.890546 | 4.74534 | 292.419247 | 478.16671 | 14.189856 | 82.054404 | 3.585431 | 0 |
8.727779 | 202.419505 | 25,521.889224 | 3.830238 | 326.907924 | 461.958812 | 16.611458 | 104.37325 | 3.83154 | 0 |
6.089431 | 207.267133 | 11,339.166055 | 8.888347 | 317.279123 | 531.768988 | 11.674318 | 48.35825 | 4.366861 | 0 |
7.172323 | 191.389422 | 14,702.059069 | 6.557105 | 313.866282 | 525.03102 | 12.630182 | 108.265227 | 3.084216 | 0 |
8.332953 | 236.532404 | 18,881.795178 | 4.275693 | null | 384.729162 | 15.121055 | 55.507739 | 3.4083 | 0 |
null | 231.973298 | 21,460.83816 | 8.673483 | 360.672211 | 375.082059 | 12.178788 | 66.864501 | 3.955091 | 0 |
4.563371 | 152.907561 | 13,490.608148 | 7.499917 | 338.584921 | 524.108024 | 14.143989 | 69.01624 | 4.825179 | 0 |
null | 181.080656 | 30,050.439446 | 7.975631 | 360.086901 | 378.154234 | 17.674565 | null | 3.522486 | 0 |
3.676845 | 173.677702 | 22,581.224488 | 12.653362 | 289.126846 | 599.729246 | 8.386407 | 49.658554 | 5.461473 | 0 |
null | 169.355927 | 23,133.662353 | 8.247828 | 337.047896 | 330.355323 | 14.74909 | 58.356851 | 3.517153 | 0 |
7.88908 | 208.402367 | 24,974.692774 | 7.296282 | null | 453.166987 | 12.52968 | 60.435016 | 4.034041 | 0 |
5.525769 | 188.15598 | 16,113.010554 | 8.306926 | null | 363.471851 | 12.094513 | 74.718676 | 4.401413 | 0 |
4.858056 | 159.695554 | 32,886.528899 | 7.689305 | null | 337.388035 | 23.108016 | 76.094469 | 4.130972 | 0 |
3.27282 | 145.492306 | 7,408.976196 | 11.996015 | 336.687809 | 433.709672 | 10.458874 | null | 4.318516 | 0 |
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