Table 2 The experimental data collected from the literature to develop machine-learning models.

Xylitol

1-Ethyl-3-methyl-imidazolium dicyanamide

[EMIM][DCA]

7

0.1656–0.3835

288.30–327.80

³³

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

14

0.1380–0.8890

288.20–362.18

^33,66

1-Ethyl-3-methylimidazolium trifluoroacetate

[EMIM][TFA]

5

0.2943–0.4500

289.38–329.10

³³

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

5

0.1652–0.4110

289.20–328.36

³²

1,3-Dimethylimidazolium dicyanamide

[C₁C₁IM][N(CN)₂]

8

0.2157–0.9139

305.60–362.92

³⁸

1-(2-Hydroxyethyl)-3-methylimidazolium dicyanamide

[C₂OHC₁IM][N(CN)₂]

11

0.0946–0.9002

290.50–362.52

³⁸

1-(3-Cyanopropyl)-3-methylimidazolium dicyanamide

[C₃CNC₁IM][N(CN)₂]

7

0.2858–0.9183

327.50–363.70

³⁸

1-Ethyl-3-methylimidazolium 2-(2-methoxyethoxy)ethylsulfate

[EMIM][MeOEtOEtSO₄]

6

0.0400–0.7537

305.72–357.46

⁶⁷

1-Butyl-3-methylimidazolium hydrogen sulfate

[BMIM][HSO₄]

6

0.0338–0.6083

325.35–368.46

⁶⁷

1-Butyl-3-methylimidazolium thiocyanate

[BMIM][SCN]

6

0.0258–0.8154

294.44–359.10

⁶⁷

1-Butyl-3-methylimidazolium tricyanomethanide

[BMIM][C(CN)₃]

6

0.0299–0.5021

333.89–362.63

⁶⁷

Sorbitol

1-Ethyl-3-methyl-imidazolium dicyanamide

[EMIM][DCA]

5

0.2067–0.3697

288.30–328.30

³³

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

15

0.1745–0.7660

297.35–367.61

^33,66

1-Ethyl-3-methylimidazolium trifluoroacetate

[EMIM][TFA]

5

0.2579–0.4207

288.50–325.83

³³

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

4

0.2449–0.3981

299.45–327.00

³²

1,3-Dimethylimidazolium dicyanamide

[C₁C₁IM][N(CN)₂]

9

0.1295–0.9204

293.60–368.59

³⁸

1-(2-Hydroxyethyl)-3-methylimidazolium dicyanamide

[C₂OHC₁IM][N(CN)₂]

9

0.1977–0.8963

313.72–369.44

³⁸

1-(3-Cyanopropyl)-3-methylimidazolium dicyanamide

[C₃CNC₁IM][N(CN)₂]

9

0.1760–0.9195

315.40–370.47

³⁸

1-(2-Chloroethyl)-3-methylimidazolium dicyanamide

[C₂ClC₁IM][N(CN)₂]

8

0.1645–0.9056

304.34–369.34

³⁸

1,3-Dimethylimidazolium dimethyl phosphate

[MMIM](MeO)₂PO₂

4

0.3480–0.6172

299.14–337.29

⁴²

1-Ethyl-3-methyl-imidazolium acetate

[C₂MIM][Ac]

4

0.5180–0.6540

303.15–331.73

⁴³

Erythritol

1,3-dimethylimidazolium dicyanamide

[C₁C₁IM][N(CN)₂]

9

0.1351–0.9199

309.31–387.92

³⁸

1-(2-Hydroxyethyl)-3-methylimidazolium dicyanamide

[C₂OHC₁IM][N(CN)₂]

14

0.1367–0.9527

319.10–389.30

³⁸

1-(3-Cyanopropyl)-3-methylimidazolium dicyanamide

[C₃CNC₁IM][N(CN)₂]

10

0.1690–0.9355

324.23–388.70

³⁸

1-(2-Chloroethyl)-3-methylimidazolium dicyanamide

[C₂ClC₁IM][N(CN)₂]

10

0.1147–0.9104

309.50–387.70

³⁸

Mannitol

1-Ethyl-3-methylimidazolium 2-(2-methoxyethoxy)ethylsulfate

[EMIM][MeOEtOEtSO₄]

4

0.0369–0.2974

330.22–389.06

⁶⁷

1-Butyl-3-methylimidazolium hydrogen sulfate

[BMIM][HSO₄]

5

0.0271–0.2770

337.41–388.42

⁶⁷

1-Butyl-3-methylimidazolium thiocyanate

[BMIM][SCN]

6

0.0195–0.2141

305.09–368.42

⁶⁷

1-Butyl-3-methylimidazolium tricyanomethanide

[BMIM][C(CN)₃]

4

0.0250–0.0926

380.91–411.42

⁶⁷

Glucose

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

5

0.1321–0.2895

271.14–326.84

³¹

1-Ethyl-3-methylimidazolium trifluoroacetate

[EMIM][TFA]

5

0.2610–0.3490

284.20–326.30

³⁴

1-Ethyl-3-methyl-imidazolium dicyanamide

[EMIM][DCA]

5

0.1710–0.2810

288.25–325.63

³⁴

1,3-Dimethylimidazolium dicyanamide

[C₁C₁Im][N(CN)₂]

5

0.1618–0.5805

316.50–391.14

³⁹

1-(2-Hydroxyethyl)-3-methylimidazolium dicyanamide

[C₂OHC₁Im][N(CN)₂]

6

0.2205–0.5367

323.37–385.77

³⁹

1-(3-Cyanopropyl)-3-methylimidazolium dicyanamide

[C₃CNC₁Im][N(CN)₂]

6

0.0978–0.5008

321.22–386.01

³⁹

1-(2-Chloroethyl)-3-methylimidazolium dicyanamide

[C₂ClC₁Im][N(CN)₂]

5

0.1939–0.5841

332.54–394.40

³⁹

1-Butyl-3-methylimidazolium dimethylphosphate

[C₄C₁IM][(OCH₃)₂PO₄]

6

0.0350–0.2320

288.20–335.32

⁴⁰

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

22

0.1330–0.7660

283.96–406.04

^34,37,40

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

13

0.0566–0.3851

268.01–368.94

^35,68

1-Butyl-3-methylimidazolium trifluoroacetate

[C₄C₁IM][CF₃CO₂]

9

0.1610–0.8890

289.14–361.30

³⁷

1-(3-(Trimethylammonio)prop-1-yl)-3-methylimidazolium bis(dicyanamide)

[MIMC₃N₁₁₁][N(CN)₂]₂

7

0.4783–0.6425

307.62–361.89

⁴¹

1-Ethyl-3-methylimidazolium 2-(2-methoxyethoxy)ethylsulfate

[EMIM][MeOEtOEtSO₄]

4

0.0406–0.4691

328.33–384.71

⁶⁷

1-Butyl-3-methylimidazolium hydrogen sulfate

[BMIM][HSO₄]

9

0.0261–0.5694

350.90–394.36

⁶⁷

1-Butyl-3-methylimidazolium thiocyanate

[BMIM][SCN]

5

0.0219–0.5227

300.77–386.56

⁶⁷

1-Butyl-3-methylimidazolium tricyanomethanide

[BMIM][C(CN)₃]

4

0.0253–0.1834

362.18–398.76

⁶⁷

1,3-Dimethyl-imidazolium methyl phosphonate

[DMIM][MPh]

9

0.0532–0.6154

285.15–329.26

⁶⁸

1-Butyl-3-methylimidazolium chloride

[BMIM][Cl]

8

0.0573–0.4923

343.15–384.34

⁶⁸

1-Ethanol-3-methylimidazolium chloride

[EtOHMIM][Cl]

9

0.1096–0.5549

355.15–392.05

⁶⁸

Galactose

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

5

0.0518–0.1759

284.21–328.20

³¹

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

6

0.0410–0.1641

303.15–350.76

³⁵

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

7

0.1420–0.2980

286.57–347.20

⁴⁰

Cellobiose

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

6

0.0480–0.1436

290.34–353.15

³⁶

Maltose

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

6

0.1266–0.4280

304.15–355.10

³⁶

Mannose

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

7

0.1720–0.3900

287.61–348.85

⁴⁰

1-Butyl-3-methylimidazolium dimethylphosphate

[C₄C₁IM][(OCH₃)₂PO₄]

6

0.0290–0.2300

280.24–336.31

⁴⁰

Fructose

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

5

0.3121–0.5024

288.20–329.30

³¹

1-Ethyl-3-methylimidazolium trifluoroacetate

[EMIM][TFA]

3

0.3550–0.4150

288.05–308.30

³⁴

1-Ethyl-3-methyl-imidazolium dicyanamide

[EMIM][DCA]

5

0.3330–0.4950

289.95–328.96

³⁴

1-Butyl-3-methylimidazolium trifluoroacetate

[C₄C₁IM][CF₃CO₂]

11

0.2050–0.8820

313.80–372.95

³⁷

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

22

0.1100–0.7490

295.60–369.83

^34,37,40

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

14

0.0417–0.7136

281.15–361.14

^35,69

1-Butyl-3-methylimidazolium dimethylphosphate

[C₄C₁IM][(OCH₃)₂PO₄]

6

0.0150–0.1250

280.16–337.20

⁴⁰

1-(3-(Trimethylammonio)prop-1-yl)-3-methylimidazolium bis(dicyanamide)

[MIMC₃N₁₁₁][N(CN)₂]₂

7

0.6068–0.7432

320.79–349.50

⁴¹

1,3-Dimethyl-imidazolium methyl phosphonate

[DMIM][MPh]

9

0.0532–0.6154

284.95–353.63

⁶⁹

1-Butyl-3-methylimidazolium chloride

[BMIM][Cl]

9

0.0486–0.4923

339.15–358.15

⁶⁹

1-Ethanol-3-methylimidazolium chloride

[EtOHMIM][Cl]

9

0.0912–0.5752

352.00–366.50

⁶⁹

Xylose

1-Ethyl-3-methylimidazolium ethyl sulfate

[EMIM][EtSO₄]

5

0.2174–0.3728

288.10–324.73

³¹

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

6

0.1113–0.3310

303.15–351.09

³⁵

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

7

0.1820–0.4020

288.20–347.70

⁴⁰

1-Butyl-3-methylimidazolium dimethylphosphate

[C₄C₁IM][(OCH₃)₂PO₄]

6

0.0800–0.5030

288.20–333.08

⁴⁰

1-Ethyl-3-methylimidazolium 2-(2-methoxyethoxy)ethylsulfate

[EMIM][MeOEtOEtSO₄]

4

0.0425–0.4686

325.00–383.47

⁶⁷

1-Butyl-3-methylimidazolium hydrogen sulfate

[BMIM][HSO₄]

7

0.0311–0.6115

349.58–392.09

⁶⁷

1-Butyl-3-methylimidazolium thiocyanate

[BMIM][SCN]

5

0.0261–0.5191

288.93–379.29

⁶⁷

1-Butyl-3-methylimidazolium tricyanomethanide

[BMIM][C(CN)₃]

4

0.0466–0.2763

343.99–390.04

⁶⁷

Lactose

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

7

0.0122–0.0818

276.47–381.73

⁶⁹

1,3-Dimethyl-imidazolium methyl phosphonate

[DMIM][MPh]

8

0.0273–0.1809

272.75–346.58

⁶⁹

1-Butyl-3-methylimidazolium chloride

[BMIM][Cl]

6

0.0126–0.1251

344.15–382.68

⁶⁹

1-Ethanol-3-methylimidazolium chloride

[EtOHMIM][Cl]

6

0.0117–0.1062

349.50–382.95

⁶⁹

Sucrose

1-Ethanol-3-methylimidazolium chloride

[EtOHMIM][Cl]

9

0.0244–0.2405

356.15–386.32

⁶⁹

1-Butyl-3-methylimidazolium chloride

[BMIM][Cl]

9

0.0262–0.2538

343.95–387.10

⁶⁹

1-Ethyl-3-methylimidazolium 2-(2-methoxyethoxy)ethylsulfate

[EMIM][MeOEtOEtSO₄]

4

0.0191–0.2349

343.60–403.80

⁶⁷

1-Butyl-3-methylimidazolium thiocyanate

[BMIM][SCN]

6

0.0116–0.2392

315.20–403.75

⁶⁷

1-Butyl-3-methylimidazolium tricyanomethanide

[BMIM][C(CN)₃]

3

0.0067–0.0361

381.20–406.64

⁶⁷

1-Butyl-3-methyl-imidazolium dicyanamide

[BMIM][DCA]

8

0.1880–0.7530

318.88–359.59

³⁷

1-Butyl-3-methylimidazolium trifluoroacetate

[C₄C₁IM][CF₃CO₂]

9

0.1920–0.8680

306.73–360.74

³⁷

1,3-Dimethyl-imidazolium methyl phosphonate

[DMIM][MPh]

8

0.0287–0.3595

262.47–355.24

⁶⁹

1-Butyl-3-methylimidazolium hydrogen sulfate

[BMIM][HSO₄]

6

0.0139–0.2710

358.74–377.26

⁶⁷

1-Ethyl-3-methylimidazolium thiocyanate

[EMIM][SCN]

14

0.0125–0.1749

274.13–353.97

^36,69

Total

647