diff --git a/data3.csv b/data3.csv
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+Al(s), 0, 28.3, 0
+AlCl3(s), -704.2, 110.67, -628.8
+Al2O3(s), -1675.7, 50.92, -1582.3
+Ca2+(aq), -542.96, -55.2, -553.04
+CO32-(aq), -676.26, -53.1, -528.1
+CO2(aq), -413.8, 117.6, -386
+Cl-(aq), -167.16, 56.5, -131.26
+H+(aq), 0, 0, 0
+HCO2-(aq), -410, 91.6, -335
+HCO2H(aq), -410, 164, -356
+HCO3-(aq), -691.11, 95, -587.06
+H2CO3(aq), -698.7, 191, -623.42
+NH3(aq), -80.29, 111, -26.6
+OH-(aq), -229.94, -10.54, -157.3
+Ag-(aq), 105.58, 72.68, 77.124
+BaCl2(s), -858.6, 123.68, -810.4
+BaCl2 • 2 H2O (s), -1460.1, 203, -1296.5
+BaO(s), -553.5, 70.42, -525.1
+Ba(OH)2 • 8 H2O (s), -3342, 427, -2793
+BaSO4(s), -1473.2, 132.2, -1362.2
+Be(s), 0, 9.5, 0
+Be(OH)2(s), -902.5, 51.9, -815
+Br(g), 111.884, 175.022, 82.396
+Br2(l), 0, 152.2, 0
+Br2(g), 30.907, 245.463, 3.11
+BrF3(g), -255.6, 292.53, -229.43
+HBr(g), -36.4, 198.695, -53.45
+Ca(s), 0, 41.42, 0
+Ca(g), 178.2, 158.884, 144.3
+Ca2+(g), 1925.9,  ,  
+CaC2(s), -59.8, 69.96, -64.9
+CaCO3 (s; calcite), -1206.92, 92.9, -1128.79
+CaCl2(s), -795.8, 104.6, -748.1
+CaF2(s), -1219.6, 68.87, -1167.3
+CaH2(s), -186.2, 42, -147.2
+CaO(s), -635.09, 39.75, -604.03
+CaS(s), -482.4, 56.5, -477.4
+Ca(OH)2(s), -986.09, 83.39, -898.49
+Ca(OH)2(aq), -1002.82, -74.5, -868.07
+CaSO4(s), -1434.11, 106.7, -1321.79
+C(s| graphite), 0, 5.74, 0
+C(s| diamond), 1.895, 2.377, 2.9
+C(g), 716.682, 158.096, 671.257
+CCl4(l), -135.44, 216.4, -65.21
+CCl4(g), -102.9, 309.85, -60.59
+CHCl3(liq), -134.47, 201.7, -73.66
+CHCl3(g), -103.14, 295.71, -70.34
+CH4 (g| methane), -74.81, 186.264, -50.72
+C2H2 (g| ethyne), 226.73, 200.94, 209.2
+C2H4 (g|ethene), 52.26, 219.56, 68.15
+C2H6 (g| ethane), -84.68, 229.6, -32.82
+C3H8 (g| propane), -103.8, 269.9, -23.49
+C4H10 (g| butane), -888,  ,  
+C6H6 (l| benzene), 49.03, 172.8, 124.5
+C6H14(l), -198.782, 296.018, -4.035
+C8H18(l), -249.952, 361.205, 6.707
+CH3OH(l| methanol), -238.66, 126.8, -166.27
+CH3OH(g| methanol), -200.66, 239.81, -161.96
+C2H5OH(l| ethanol), -277.69, 160.7, -174.78
+C2H5OH(g| ethanol), -235.1, 282.7, -168.49
+CH3COOH(l), -276.981, 160.666, -173.991
+CO(NH2)2(s| urea), -333.5, 104.6, -197.4
+CO(g), -110.525, 197.674, -137.168
+CO2(g), -393.509, 213.74, -394.359
+CS2(g), 117.36, 237.84, 67.12
+COCl2(g), -218.8, 283.53, -204.6
+Cs(s), 0, 85.23, 0
+Cs+(g), 457.964,  ,  
+CsCl(s), -443.04, 101.17, -414.53
+Cl(g), 121.679, 165.198, 105.68
+Cl-(g), -233.13,  ,  
+Cl2(g), 0, 223.066, 0
+HCl(g), -92.307, 186.908, -95.299
+HCl(aq), -167.159, 56.5, -131.228
+Cr(s), 0, 23.77, 0
+Cr2O3(s), -1139.7, 81.2, -1058.1
+CrCl3(s), -556.5, 123, -486.1
+Cu(s), 0, 33.15, 0
+CuO(s), -157.3, 42.63, -129.7
+CuCl2(s), -220.1, 108.07, -175.7
+F2(g), 0, 202.78, 0
+F(g), 78.99, 158.754, 61.91
+F-(g), -255.39,  ,  
+F-(aq), -332.63, -13.8, -278.79
+HF(g), -271.1, 173.779, -273.2
+HF(aq), -332.63, -13.8, -278.79
+H2(g), 0, 130.684, 0
+H(g), 217.965, 114.713, 203.247
+H+(g), 1536.202,  ,  
+H2O(l), -285.83, 69.91, -237.129
+H2O(g), -241.818, 188.825, -228.572
+H2O2(l), -187.78, 109.6, -120.35
+I2(s), 0, 116.135, 0
+I2(g), 62.438, 260.69, 19.327
+I(g), 106.838, 180.791, 70.25
+I-(g), -197,  ,  
+ICl(g), 17.78, 247.551, -5.46
+Fe(s), 0, 27.78, 0
+FeO(s), -272,  ,  
+Fe2O3(s| hematite), -824.2, 87.4, -742.2
+Fe3O4(s| magnetite), -1118.4, 146.4, -1015.4
+FeCl2(s), -341.79, 117.95, -302.3
+FeCl3(s), -399.49, 142.3, -344
+FeS2(s| pyrite), -178.2, 52.93, -166.9
+Fe(CO)5(l), -774, 338.1, -705.3
+Pb(s), 0, 64.81, 0
+PbCl2(s), -359.41, 136, -314.1
+PbO(s| yellow), -217.32, 68.7, -187.89
+PbS(s), -100.4, 91.2, -98.7
+Li(s), 0, 29.12, 0
+Li+(g), 685.783,  ,  
+LiOH(s), -484.93, 42.8, -438.95
+LiOH(aq), -508.48, 2.8, -450.58
+LiCl(s), -408.701, 59.33, -384.37
+Mg(s), 0, 32.68, 0
+MgCl2(g), -641.32, 89.62, -591.79
+MgO(s), -601.7, 26.94, -569.43
+Mg(OH)2(s), -924.54, 63.18, -833.51
+MgS(s), -346, 50.33, -341.8
+Hg(l), 0, 29.87, 0
+HgCl2(s), -224.3, 146, -178.6
+HgO(s| red), -90.83, 70.29, -58.539
+HgS(s| red), -58.2, 82.4, -50.6
+Ni(s), 0, 29.87, 0
+NiO(s), -239.7, 37.99, -211.7
+NiCl2(s), -305.332, 97.65, -259.032
+N2(g), 0, 191.61, 0
+N(g), 472.704, 153.298, 455.563
+NH3(g), -46.11, 192.45, -16.45
+N2H4(l), 50.63, 121.21, 149.34
+NH4Cl(s), -314.43, 94.6, -202.87
+NH4Cl(aq), -299.66, 169.9, -210.52
+NH4NO3(s), -365.56, 151.08, -183.87
+NH4NO3(aq), -339.87, 259.8, -190.56
+NO(g), 90.25, 210.76, 86.55
+NO2(g), 33.18, 240.06, 51.31
+N2O(g), 82.05, 219.85, 104.2
+N2O4(g), 9.16, 304.29, 97.89
+NOCl(g), 51.71, 261.69, 66.08
+HNO3(l), -174.1, 155.6, -80.71
+HNO3(g), -135.06, 266.38, -74.72
+HNO3(aq), -207.36, 146.4, -111.25
+O2(g), 0, 205.138, 0
+O(g), 249.17, 161.055, 231.731
+O3(g), 142.7, 238.93, 163.2
+P4(s| white), 0, 164.36, 0
+P4(s| red), -70.4, 91.2, -48.4
+P(g), 314.64, 163.193, 278.25
+PH3(g), 5.4, 310.23, 13.4
+PCl3(g), -287, 311.78, -267.8
+P4O10(s), -2984, 228.86, -2697.7
+H3PO4(s), -1279, 110.5, -1119.1
+K(s), 0, 64.18, 0
+KCl(s), -436.747, 82.59, -409.14
+KClO3(s), -397.73, 143.1, -296.25
+KI(s), -327.9, 106.32, -324.892
+KOH(s), -424.764, 78.9, -379.08
+KOH(aq), -482.37, 91.6, -440.5
+Si(s), 0, 18.83, 0
+SiBr4(l), -457.3, 277.8, -443.8
+SiC(s), -65.3, 16.61, -62.8
+SiCl4(g), -657.01, 330.73, -616.98
+SiH4(g), 34.3, 204.62, 56.9
+SiF4(g), -1614.94, 282.49, -1572.65
+SiO2(s| quartz), -910.94, 41.84, -856.64
+Ag(s), 0, 42.55, 0
+Ag2O(s), -31.05, 121.3, -11.2
+AgCl(s), -127.068, 96.2, -109.789
+AgNO3(s), -124.39, 140.92, -33.41
+Na(s), 0, 51.21, 0
+Na(g), 107.32, 153.712, 76.761
+Na+(g), 609.358,  ,  
+NaBr(s), -361.062, 86.82, -348.983
+NaCl(s), -411.153, 72.13, -384.138
+NaCl(g), -176.65, 229.81, -196.66
+NaCl(aq), -407.27, 115.5, -393.133
+NaOH(s), -425.609, 64.455, -379.484
+NaOH(aq), -470.114, 48.1, -419.15
+Na2CO3(s), -1130.68, 134.98, -1044.44
+S(s| rhombic), 0, 31.8, 0
+S(g), 278.805, 167.821, 238.25
+S2Cl2(g), -18.4, 331.5, -31.8
+SF6(g), 1209, 291.82, -1105.3
+H2S(g), -20.63, 205.79, -33.56
+SO2(g), -296.83, 248.22, -300.194
+SO3(g), -395.72, 256.76, -371.06
+SOCl2(g), -212.5, 309.77, -198.3
+H2SO4(l), -813.989, 156.904, -690.003
+H2SO4(aq), -909.27, 20.1, -744.53
+Sn(s| white), 0, 51.55, 0
+Sn(s| gray), -2.09, 44.14, 0.13
+SnCl4(l), -511.3, 248.6, -440.1
+SnCl4(g), -471.5, 365.8, -432.2
+SnO2(s), -580.7, 52.3, -519.6
+Ti(s), 0, 30.63, 0
+TiCl4(l), -804.2, 252.34, -737.2
+TiCl4(g), -763.2, 354.9, -726.7
+TiO2(s), -939.7, 49.92, -884.5
+Zn(s), 0, 41.63, 0
+ZnCl2(s), -415.05, 111.46, -369.398
+ZnO(s), -348.28, 43.64, -318.3
+ZnS(s| sphalerite), -205.98, 57.7, -201.29