Current predictor: Adsorption
Last update: October 24, 2021
Dataset used for model development
Download the complete dataset
Summary:
Total data points: 4,420
Soils: 1,105
Based on journals: 150
Input parameters: 9
Heavy metals: 6 (Cd(II), Cr(VI), Cu(II), Pb(II), Ni(II), and Zn(II))
| Number | Isotherm | pH (soil) | CEC (cmol/kg) | OC (%) | clay (%) | pH (solution) | Equilibrium concentration (mg/L) | Ratio | Adsorption (mg/g) | Ln_adsorption (mg/g) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1.0 | 1.0 | 5.38 | 0.212 | 3.278 | 9.1 | 5.38 | 527.26128 | 0.2 | 1.1733904 | 0.15989733612282275 |
| 2.0 | 1.0 | 5.38 | 0.212 | 3.278 | 9.1 | 5.38 | 237.78495999999998 | 0.2 | 0.83931232 | -0.1751723891020066 |
| 3.0 | 1.0 | 5.38 | 0.212 | 3.278 | 9.1 | 5.38 | 85.29225600000001 | 0.2 | 0.5827416 | -0.5400114155845737 |
| 4.0 | 1.0 | 5.38 | 0.212 | 3.278 | 9.1 | 5.38 | 36.184624 | 0.2 | 0.29867376 | -1.208403404957343 |
| 5.0 | 2.0 | 5.15 | 0.105 | 0.501 | 5.2 | 5.15 | 576.3688 | 0.2 | 0.75745488 | -0.2777913077290751 |
| 6.0 | 2.0 | 5.15 | 0.105 | 0.501 | 5.2 | 5.15 | 284.30752 | 0.2 | 0.60204592 | -0.5074215575126488 |
| 7.0 | 2.0 | 5.15 | 0.105 | 0.501 | 5.2 | 5.15 | 136.98496 | 0.2 | 0.30090816 | -1.2009501770697735 |
| 8.0 | 2.0 | 5.15 | 0.105 | 0.501 | 5.2 | 5.15 | 36.184624 | 0.2 | 0.105057232 | -2.2532500106528253 |
| 9.0 | 3.0 | 6.18 | 0.532 | 1.614 | 10.4 | 6.18 | 330.8312 | 0.2 | 2.3158464 | 0.8397752362678745 |
| 10.0 | 3.0 | 6.18 | 0.532 | 1.614 | 10.4 | 6.18 | 248.12256000000002 | 0.2 | 2.0906032000000003 | 0.7374526367763526 |
| 11.0 | 3.0 | 6.18 | 0.532 | 1.614 | 10.4 | 6.18 | 147.32256 | 0.2 | 1.4628432 | 0.3803819392606258 |
| 12.0 | 3.0 | 6.18 | 0.532 | 1.614 | 10.4 | 6.18 | 38.769248000000005 | 0.2 | 1.177456 | 0.16335617890665138 |
| 13.0 | 4.0 | 5.02 | 30.1 | 10.22 | 10.1 | 5.02 | 10.0 | 0.1 | 1.3981196434325147 | 0.335128222004146 |
| 14.0 | 4.0 | 5.02 | 30.1 | 10.22 | 10.1 | 5.02 | 5.0 | 0.1 | 0.8909941249003644 | -0.11541744535981857 |
| 15.0 | 4.0 | 5.02 | 30.1 | 10.22 | 10.1 | 5.02 | 2.0 | 0.1 | 0.491149645283366 | -0.7110064210780193 |
| 16.0 | 4.0 | 5.02 | 30.1 | 10.22 | 10.1 | 5.02 | 1.0 | 0.1 | 0.313 | -1.1615520884419839 |
| 17.0 | 5.0 | 4.39 | 5.3 | 2.24 | 9.3 | 4.39 | 10.0 | 0.1 | 0.09408901204497537 | -2.3635140081251325 |
| 18.0 | 5.0 | 4.39 | 5.3 | 2.24 | 9.3 | 4.39 | 5.0 | 0.1 | 0.052562221495886574 | -2.9457576397954863 |
| 19.0 | 5.0 | 4.39 | 5.3 | 2.24 | 9.3 | 4.39 | 2.0 | 0.1 | 0.024344681929240844 | -3.715441854569777 |
| 20.0 | 5.0 | 4.39 | 5.3 | 2.24 | 9.3 | 4.39 | 1.0 | 0.1 | 0.0136 | -4.29768548624013 |
| 21.0 | 6.0 | 4.05 | 1.7 | 0.56 | 4.9 | 4.05 | 10.0 | 0.1 | 0.057456682879422315 | -2.856723956310366 |
| 22.0 | 6.0 | 4.05 | 1.7 | 0.56 | 4.9 | 4.05 | 5.0 | 0.1 | 0.029536005051063484 | -3.522145249647914 |
| 23.0 | 6.0 | 4.05 | 1.7 | 0.56 | 4.9 | 4.05 | 2.0 | 0.1 | 0.012255452337394796 | -4.401784352247103 |
| 24.0 | 6.0 | 4.05 | 1.7 | 0.56 | 4.9 | 4.05 | 1.0 | 0.1 | 0.0063 | -5.06720564558465 |
| 25.0 | 7.0 | 8.12 | 10.1 | 1.14 | 17.3 | 8.12 | 10.0 | 0.1 | 0.8216106578545807 | -0.19648864837965077 |
| 26.0 | 7.0 | 8.12 | 10.1 | 1.14 | 17.3 | 8.12 | 5.0 | 0.1 | 0.644622656815192 | -0.4390901615756317 |
| 27.0 | 7.0 | 8.12 | 10.1 | 1.14 | 17.3 | 8.12 | 2.0 | 0.1 | 0.4677637502261692 | -0.7597919177315859 |
| 28.0 | 7.0 | 8.12 | 10.1 | 1.14 | 17.3 | 8.12 | 1.0 | 0.1 | 0.367 | -1.0023934309275668 |
| 29.0 | 8.0 | 7.54 | 3.0 | 1.27 | 10.8 | 7.54 | 10.0 | 0.1 | 0.3853892997625498 | -0.953501287366151 |
| 30.0 | 8.0 | 7.54 | 3.0 | 1.27 | 10.8 | 7.54 | 5.0 | 0.1 | 0.2941019838987265 | -1.22382868778453 |
| 31.0 | 8.0 | 7.54 | 3.0 | 1.27 | 10.8 | 7.54 | 2.0 | 0.1 | 0.20573176440576305 | -1.5811820732154502 |
| 32.0 | 8.0 | 7.54 | 3.0 | 1.27 | 10.8 | 7.54 | 1.0 | 0.1 | 0.157 | -1.851509473633829 |
| 33.0 | 9.0 | 6.61 | 6.3 | 0.76 | 9.6 | 6.61 | 10.0 | 0.1 | 0.2744624580799739 | -1.2929407921216796 |
| 34.0 | 9.0 | 6.61 | 6.3 | 0.76 | 9.6 | 6.61 | 5.0 | 0.1 | 0.19815217814827174 | -1.618719966984854 |
| 35.0 | 9.0 | 6.61 | 6.3 | 0.76 | 9.6 | 6.61 | 2.0 | 0.1 | 0.128815180534316 | -2.0493766109657066 |
| 36.0 | 9.0 | 6.61 | 6.3 | 0.76 | 9.6 | 6.61 | 1.0 | 0.1 | 0.093 | -2.375155785828881 |
| 37.0 | 10.0 | 7.74 | 27.8 | 1.05 | 24.1 | 7.74 | 10.0 | 0.1 | 0.8251088804811287 | -0.19223992501480505 |
| 38.0 | 10.0 | 7.74 | 27.8 | 1.05 | 24.1 | 7.74 | 5.0 | 0.1 | 0.5874982313190161 | -0.5318820434891782 |
| 39.0 | 10.0 | 7.74 | 27.8 | 1.05 | 24.1 | 7.74 | 2.0 | 0.1 | 0.37498678182204526 | -0.9808645021075143 |
| 40.0 | 10.0 | 7.74 | 27.8 | 1.05 | 24.1 | 7.74 | 1.0 | 0.1 | 0.267 | -1.3205066205818874 |
| 41.0 | 11.0 | 5.22 | 16.5 | 1.16 | 14.4 | 5.22 | 10.0 | 0.1 | 0.4154157407003958 | -0.8784754753827513 |
| 42.0 | 11.0 | 5.22 | 16.5 | 1.16 | 14.4 | 5.22 | 5.0 | 0.1 | 0.26473627353269613 | -1.329021142746716 |
| 43.0 | 11.0 | 5.22 | 16.5 | 1.16 | 14.4 | 5.22 | 2.0 | 0.1 | 0.14593264220879565 | -1.9246101184649165 |
| 44.0 | 11.0 | 5.22 | 16.5 | 1.16 | 14.4 | 5.22 | 1.0 | 0.1 | 0.093 | -2.375155785828881 |
| 45.0 | 12.0 | 5.49 | 39.7 | 2.76 | 45.0 | 5.49 | 10.0 | 0.1 | 0.9871707386536286 | -0.012912267018254445 |
| 46.0 | 12.0 | 5.49 | 39.7 | 2.76 | 45.0 | 5.49 | 5.0 | 0.1 | 0.629104477964794 | -0.46345793438221916 |
| 47.0 | 12.0 | 5.49 | 39.7 | 2.76 | 45.0 | 5.49 | 2.0 | 0.1 | 0.3467861712703639 | -1.0590469101004196 |
| 48.0 | 12.0 | 5.49 | 39.7 | 2.76 | 45.0 | 5.49 | 1.0 | 0.1 | 0.221 | -1.5095925774643841 |
| 49.0 | 13.0 | 7.78 | 47.7 | 4.26 | 49.2 | 7.78 | 10.0 | 0.1 | 2.333760913204264 | 0.8474810921153584 |
| 50.0 | 13.0 | 7.78 | 47.7 | 4.26 | 49.2 | 7.78 | 5.0 | 0.1 | 1.6502181673948448 | 0.5009075018353857 |
| 51.0 | 13.0 | 7.78 | 47.7 | 4.26 | 49.2 | 7.78 | 2.0 | 0.1 | 1.0436896090313441 | 0.04276213589830807 |
| 52.0 | 13.0 | 7.78 | 47.7 | 4.26 | 49.2 | 7.78 | 1.0 | 0.1 | 0.738 | -0.30381145438166457 |
| 53.0 | 14.0 | 6.4 | 22.0 | 6.25 | 15.0 | 6.4 | 20.0 | 0.02 | 9.74184120798831 | 2.2764301355171943 |
| 54.0 | 14.0 | 6.4 | 22.0 | 6.25 | 15.0 | 6.4 | 10.0 | 0.02 | 7.598784194528876 | 2.0279882600909205 |
| 55.0 | 14.0 | 6.4 | 22.0 | 6.25 | 15.0 | 6.4 | 5.0 | 0.02 | 5.277044854881266 | 1.663366254459656 |
| 56.0 | 14.0 | 6.4 | 22.0 | 6.25 | 15.0 | 6.4 | 1.0 | 0.02 | 1.532097441397273 | 0.4266376733409654 |
| 57.0 | 15.0 | 6.2 | 3.5 | 0.41 | 0.5 | 5.5 | 1.15 | 0.1 | 0.0035 | -5.654992310486769 |
| 58.0 | 15.0 | 6.2 | 3.5 | 0.41 | 0.5 | 5.5 | 0.9 | 0.1 | 0.0035 | -5.654992310486769 |
| 59.0 | 15.0 | 6.2 | 3.5 | 0.41 | 0.5 | 5.5 | 0.44 | 0.1 | 0.0031 | -5.7763531674910364 |
| 60.0 | 15.0 | 6.2 | 3.5 | 0.41 | 0.5 | 5.5 | 0.23 | 0.1 | 0.0027 | -5.914503505971854 |
| 61.0 | 16.0 | 8.2 | 12.6 | 1.1 | 33.0 | 8.0 | 0.01 | 0.02 | 5.081281630183704 | 1.625563519177011 |
| 62.0 | 16.0 | 8.2 | 12.6 | 1.1 | 33.0 | 8.0 | 0.006 | 0.02 | 4.021300603411069 | 1.3916053834921869 |
| 63.0 | 16.0 | 8.2 | 12.6 | 1.1 | 33.0 | 8.0 | 0.002 | 0.02 | 2.431336133170432 | 0.8884409552821928 |
| 64.0 | 16.0 | 8.2 | 12.6 | 1.1 | 33.0 | 8.0 | 0.001 | 0.02 | 1.77 | 0.5709795465857378 |
| 65.0 | 17.0 | 6.5 | 9.6 | 0.928 | 22.6 | 5.7 | 21.367024 | 0.4 | 483.8624 | 6.1818005687757696 |
| 66.0 | 17.0 | 6.5 | 9.6 | 0.928 | 22.6 | 5.7 | 14.407792 | 0.4 | 481.31776 | 6.176527675690604 |
| 67.0 | 17.0 | 6.5 | 9.6 | 0.928 | 22.6 | 5.7 | 8.862134399999999 | 0.4 | 493.30848 | 6.201134698442639 |
| 68.0 | 17.0 | 6.5 | 9.6 | 0.928 | 22.6 | 5.7 | 3.6970864000000003 | 0.4 | 483.08288000000005 | 6.18018823313487 |
| 69.0 | 18.0 | 5.1 | 14.66 | 1.35 | 21.07 | 5.7 | 23.0 | 0.033 | 0.9888779378316908 | -0.011184374762228185 |
| 70.0 | 18.0 | 5.1 | 14.66 | 1.35 | 21.07 | 5.7 | 19.0 | 0.033 | 0.973342366757001 | -0.027019391516259646 |
| 71.0 | 18.0 | 5.1 | 14.66 | 1.35 | 21.07 | 5.7 | 11.0 | 0.033 | 0.9133382137628112 | -0.09064902474648279 |
| 72.0 | 18.0 | 5.1 | 14.66 | 1.35 | 21.07 | 5.7 | 6.0 | 0.033 | 0.814019138755981 | -0.20577140127076454 |
| 73.0 | 19.0 | 4.8 | 11.6 | 1.25 | 13.04 | 5.7 | 23.0 | 0.033 | 0.9282733812949641 | -0.07442899766693709 |
| 74.0 | 19.0 | 4.8 | 11.6 | 1.25 | 13.04 | 5.7 | 19.0 | 0.033 | 0.9110256410256411 | -0.09318423609671063 |
| 75.0 | 19.0 | 4.8 | 11.6 | 1.25 | 13.04 | 5.7 | 11.0 | 0.033 | 0.8453424657534246 | -0.16801344881541566 |
| 76.0 | 19.0 | 4.8 | 11.6 | 1.25 | 13.04 | 5.7 | 6.0 | 0.033 | 0.7397802197802198 | -0.30140213719424475 |
| 77.0 | 20.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.7 | 23.0 | 0.033 | 1.196172607879925 | 0.17912696608500775 |
| 78.0 | 20.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.7 | 19.0 | 0.033 | 1.1730066815144764 | 0.15957026574588848 |
| 79.0 | 20.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.7 | 11.0 | 0.033 | 1.0851245551601425 | 0.0816947777863274 |
| 80.0 | 20.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.7 | 6.0 | 0.033 | 0.9450000000000001 | -0.05657035148839423 |
| 81.0 | 21.0 | 5.1 | 14.66 | 1.35 | 21.04 | 5.1 | 50.0 | 0.01 | 1.031090909090909 | 0.030617376793465687 |
| 82.0 | 21.0 | 5.1 | 14.66 | 1.35 | 21.04 | 5.1 | 25.0 | 0.01 | 0.9949122807017544 | -0.005100705808613483 |
| 83.0 | 21.0 | 5.1 | 14.66 | 1.35 | 21.04 | 5.1 | 20.0 | 0.01 | 0.9777586206896552 | -0.022492448520482624 |
| 84.0 | 21.0 | 5.1 | 14.66 | 1.35 | 21.04 | 5.1 | 10.0 | 0.01 | 0.9001587301587303 | -0.10518416436559593 |
| 85.0 | 22.0 | 4.8 | 11.6 | 1.25 | 13.04 | 4.8 | 48.0 | 0.01 | 0.9738878842676311 | -0.026459090519893654 |
| 86.0 | 22.0 | 4.8 | 11.6 | 1.25 | 13.04 | 4.8 | 24.0 | 0.01 | 0.9317647058823529 | -0.07067495766993628 |
| 87.0 | 22.0 | 4.8 | 11.6 | 1.25 | 13.04 | 4.8 | 19.0 | 0.01 | 0.9110256410256411 | -0.09318423609671063 |
| 88.0 | 22.0 | 4.8 | 11.6 | 1.25 | 13.04 | 4.8 | 9.0 | 0.01 | 0.8143548387096774 | -0.20535908817426726 |
| 89.0 | 23.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.8 | 48.5 | 0.01 | 1.2582311651848386 | 0.2297068975059377 |
| 90.0 | 23.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.8 | 24.5 | 0.01 | 1.2030823737821081 | 0.18488690828266713 |
| 91.0 | 23.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.8 | 19.5 | 0.01 | 1.1763656147986943 | 0.1624296980956619 |
| 92.0 | 23.0 | 5.8 | 18.0 | 1.43 | 25.42 | 5.8 | 9.5 | 0.01 | 1.0554709418837676 | 0.053987057736624294 |
| 93.0 | 24.0 | 5.94 | 14.2 | 1.28 | 340.0 | 5.94 | 66.08 | 0.04 | 3.2305274885844746 | 1.1726454330603562 |
| 94.0 | 24.0 | 5.94 | 14.2 | 1.28 | 340.0 | 5.94 | 29.12 | 0.04 | 3.0123022222222215 | 1.1027046442871957 |
| 95.0 | 24.0 | 5.94 | 14.2 | 1.28 | 340.0 | 5.94 | 20.16 | 0.04 | 2.8588482119205296 | 1.0504188206123233 |
| 96.0 | 24.0 | 5.94 | 14.2 | 1.28 | 340.0 | 5.94 | 11.2 | 0.04 | 2.52448 | 0.9260351009245877 |
| 97.0 | 25.0 | 5.29 | 12.5 | 1.65 | 200.0 | 5.29 | 66.08 | 0.04 | 2.0036565034965035 | 0.6949737630901605 |
| 98.0 | 25.0 | 5.29 | 12.5 | 1.65 | 200.0 | 5.29 | 29.12 | 0.04 | 1.6397963636363637 | 0.4945720656121465 |
| 99.0 | 25.0 | 5.29 | 12.5 | 1.65 | 200.0 | 5.29 | 20.16 | 0.04 | 1.4330124590163935 | 0.35977884316720177 |
| 100.0 | 25.0 | 5.29 | 12.5 | 1.65 | 200.0 | 5.29 | 11.2 | 0.04 | 1.079182222222222 | 0.07620355266807402 |
Note:
Above table only shows the first 100 entries of the Cd dataset.
To access the complete dataset, please click on the "Download the complete dataset" on the top right corner to download the original file.