_____________________________________________________________________________ Model of viscosity__cps_ _____________________________________________________________________________ Analysis of variance ------------------------------------------------------------------ Variation source df SS MS Statistics ------------------------------------------------------------------ Total (uncorrected) 215 329292491.625849 F=270.2310312 Mean 1 54847803.7024771 rsquare=0.9836662 Total (corrected) 214 274444687.923372 s=160.0484183 Regression 39 269961976.089755 6922101.9510194 Residual 175 4482711.833616425615.4961921 ------------------------------------------------------------------ Note: probability of significant F =<0.0001 Model coefficients and standard errors: parameter coefficient standard error t prob ------------------------------------------------------------------ intercept = 2.5820501 19.7058 0.13103 0.895875 Number of C(H)(H)-S(=O)(=O) pairs 6707.9663 101.821 65.8802 <<0.00000001 Number of C(H)(H)(OH)-C(H)(H)(NH2) pairs 6002.5166 161.219 37.2321 <<0.00000001 Number of OCH2CH2O Groups Squared 1.309028 0.277406 4.71881 0.0000042821 Number of C(=O)-N pairs -17942.373 1717.43 10.4472 6.55974E-21 Number of C(H)(H)-C(H)(H)(OH) pairs 54.493256 15.7006 3.47076 0.000627644 Number of C(H)(H)(CH3)-N pairs 1432.8336 190.328 7.52824 1.41542E-12 Number of C(H)!-C(H)(OH) pairs 1003.5365 114.938 8.73115 7.26837E-16 Number of C(=O)-N(H) pairs 8739.2598 1250.38 6.98926 3.45789E-11 Number of C(H)(CH3)-C(H)(H)(OH) pairs 168.56621 59.8228 2.81776 0.00528897 Number of N+(H)(H)(H)(H) 1392.6511 305.393 4.56019 0.00000859809 Number of C(H)-C(H)(OH) pairs -894.01044 197.84 4.51885 0.0000102814 Number of C*-C(H)(H) pairs 2140.0566 165.852 12.9034 1.47804E-28 Number of C(H)-O pairs 182.4944 36.018 5.06675 0.000000873245 Number of C(H)(H)-S pairs -2152.8462 231.382 9.3043 1.64353E-17 Number of C*-C(=O) pairs -2141.4185 231.383 9.25488 2.28772E-17 Number of O atoms 3.5358005 0.766158 4.61497 0.00000677192 Number of C atoms crossed with Number of OCH2CH2O Groups Squared -0.039895743 0.00484971 8.22642 1.86693E-14 Number of C atoms crossed with Number of C(=O)-N pairs 2051.2483 172.551 11.8878 2.3526E-25 Number of C atoms crossed with Number of C(=O)-N(H) pairs -482.6535 75.4619 6.39599 0.000000000987836 Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups 0.03398947 0.00700245 4.85394 0.00000233206 Number of H+ atoms -661.31049 230.139 2.87352 0.00446835 Number of C*-C(CH3)(CH3) pairs 459.939 73.3473 6.2707 0.00000000195765 Number of C atoms crossed with Number of C atoms crossed with Number of OCH2CH2O Groups Squared 0.0000825189270.0000139858 5.9002 0.0000000140498 Number of C atoms crossed with Number of C atoms crossed with Number of C(=O)-N pairs -51.317177 4.13447 12.412 5.29396E-27 Number of C atoms crossed with Number of C*-C(CH3)(CH3) pairs -9.8425684 2.00781 4.90215 0.00000187181 Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups Squared -0.0011232634 0.000169343 6.63308 0.000000000264485 Number of OCH2CH2O Groups Squared crossed with Number of C atoms crossed with Number of OCH2CH2O Groups Squared -0.00000097009342 0.00000026004 3.73055 0.000244758 Number of OCH2CH2O Groups Squared crossed with Number of C atoms crossed with Number of OCH2CH2O Groups 0.00073303143 0.0000935234 7.83795 2.12704E-13 Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups 0.0000055665 0.000000867695 6.41527 0.00000000088844 Number of C(H)(CH3)-C(H)(H)(OH) pairs crossed with Number of C atoms crossed with Number of OCH2CH2O Groups Squared 0.0031146924 0.000893046 3.48772 0.000591182 Number of C(H)(CH3)-C(H)(H)(OH) pairs crossed with Number of C(H)(H)-C(H)(H)(CH3) pairs 588.83575 136.665 4.30862 0.0000250401 Number of N+(H)(H)(H)(H) crossed with Number of O atoms -130.72462 56.6198 2.30882 0.0219082 Number of C(H)-O pairs crossed with Number of C atoms crossed with Number of OCH2CH2O Groups Squared -0.0023101813 0.000406125 5.68835 0.0000000418201 Number of O atoms crossed with Square_root_of_OCH2CH2O crossed with Number of O atoms 0.060586721 0.00797208 7.59986 9.16488E-13 Number of O atoms crossed with Number of C(H)(H)-C(H)(H)(CH3) pairs -4.5555568 2.0603 2.21111 0.0280865 Number of C atoms crossed with Number of OCH2CH2O Groups Squared crossed with Number of C atoms crossed with Number of OCH2CH2O Groups Squared 2.8882852E-09 0.000000000386615 7.47069 2.00376E-12 Number of C atoms crossed with Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups Squared crossed with Number of OCH2CH2O Groups -7.6697626E-090.000000001122596.83222 8.54731E-11 Number of C atoms crossed with Number of OCH2CH2O Groups Squared crossed with Square_root_of_OCH2CH2O crossed with Number of O atoms -0.000037116723 0.00000488126 7.60392 8.94162E-13 Number of C atoms crossed with Number of OCH2CH2O Groups Squared crossed with Number of C(H)(H)-C(H)(H)(CH3) pairs 0.0032838772 0.000671049 4.89365 0.00000194601 ------------------------------------------------------------------ note: response variable: viscosity__cps_ Printout of response values, predicted values and residuals: observed predicted residual ammonium laureth sulfate 500 500 1.9617232E-09 ammonium lauryl sulfate 1000 1000 -4.9396931E-10 ammonium nonoxynol-4 sulfate100 100 2.3623841E-09 aniline 3.71 2.5820501 1.1279498 benzyl benzoate 8.2919998 8.2919998 1.8986945E-10 2-butanone 0.43000001 6.1178508 -5.6878505 butoxytriglycol 10.9 64.237839 -53.337837 butyl carbitol acetate 3.2 9.7445822 -6.5445828 n-butyric acid 0.1529 0.54253787 -0.38963786 capramide DEA 675 825.44574 -150.44576 capryloamphocarboxypropionat50 50 -1.7062973E-10 2-chlorophenol 3.579 6.1178508 -2.5388505 3-chlorophenol 11.55 6.1178508 5.4321494 cocamide DEA 2100 1848.9116 251.08839 cocamine oxide 40 2.5820501 37.41795 cyclohexanone 2.02 6.1178508 -4.0978508 decamethylcyclopentasiloxane3.74 20.261053 -16.521051 deceth-6 20 85.65657 -65.65657 diethylene glycol 0.30000001 122.17596 -121.87596 diethyl ether 0.22400001 6.1178508 -5.8938508 diethyltoluamide 13.3 13.3 -3.9149128E-10 dimethyl oleamine 3.3 2.5820501 0.71794981 dioctyl adipate 13.7 -19.7192 33.419201 dipropylene glycol 1.0700001 181.75566 -180.68565 disodium deceth-6 sulfosucci42.5 45.14967 -2.6496704 disodium isodecyl sulfosucci150 -2.5167308 152.51672 disodium nonoxynol-10 sulfos180 220.71155 -40.711544 ditridecyl sodium sulfosucci110 -30.869827 140.86983 ethyl ether 0.22400001 6.1178508 -5.8938508 gadofosveset trisodium 3 37.940056 -34.940056 glyceryl oleate 77.099998 -1.4969745 78.596977 hexadecane 3.3399999 2.5820501 0.75794983 hydrogen peroxide 1.245 9.6536512 -8.4086514 iprobenfos 0.40000001 0.40000001 1.0326487E-09 isopropyl ether 0.37900001 6.1178508 -5.7388506 lauramide MIPA 1500 1500 -2.0304469E-10 lauramine 7.3699999 2.5820501 4.78795 laureth-23 1200 421.32889 778.67108 laureth-4 30 67.470779 -37.470779 lauryl alcohol 8 56.05555 -48.05555 magnesium lauryl sulfate 50 -30.869827 80.869827 MEA-lauryl sulfate 6000 6000 1.2187229E-10 meroxapol 105 410 601.67285 -191.67288 meroxapol 171 292 367.76761 -75.767609 meroxapol 172 400 431.29044 -31.290422 meroxapol 174 560 642.17755 -82.177551 meroxapol 251 460 527.02936 -67.029366 meroxapol 252 680 520.00214 159.99786 meroxapol 254 1110 1050.077 59.922974 meroxapol 311 578 650.12109 -72.121094 meroxapol 312 818 771.30353 46.696476 N-methylaniline 2.5680001 2.5820501 -0.014050195 methyl PEG-8 trisiloxane (SI20 101.91559 -81.915588 methyl propyl ether 0.3064 1.562294 -1.2558941 N-methyl pyrrolidinone 1.65 6.1178508 -4.4678507 methyl tert-butyl ether 0.36000001 6.1178508 -5.7578506 myristamide DEA 2500 2461.8401 38.159969 myristamine oxide 60 2.5820501 57.41795 nitroglycerine 36 34.404255 1.595746 nonoxynol-1 350 356.76224 -6.7622447 nonoxynol-10 250 280.09683 -30.09684 nonoxynol-11 360 276.31656 83.683441 nonoxynol-12 67 273.18063 -206.18065 nonoxynol-13 175 270.61038 -95.610367 nonoxynol-14 250 268.53033 -18.530342 nonoxynol-15 82 266.86844 -184.86844 nonoxynol-2 550 344.06055 205.93947 nonoxynol-20 100 262.53107 -162.53107 nonoxynol-3 395 331.9046 63.095398 nonoxynol-4 280 321.13522 -41.135231 nonoxynol-40 250 212.79889 37.201107 nonoxynol-5 300 311.65115 -11.651158 nonoxynol-50 60 133.32114 -73.321136 nonoxynol-6 210 303.35233 -93.352333 nonoxynol-7 300 296.14096 3.8590493 nonoxynol-8 300 289.922 10.078008 nonoxynol-9 275 284.60352 -9.6035213 nonoxynol-30octyl 150 252.62822 -102.62823 octoxynol-1 650 366.6048 283.3952 octoxynol-10 300 292.76416 7.2358437 octoxynol-13 73 284.79575 -211.79575 octoxynol-16 540 281.34473 258.65527 octoxynol-3 355 342.05838 12.941626 octoxynol-30 470 273.81485 196.18513 octoxynol-40 450 231.87766 218.12234 octoxynol-5 325 322.3114 2.6886034 octoxynol-7 270 307.49707 -37.497063 octoxynol-9 240 296.8046 -56.804581 octyl stearate 20 -8.5685749 28.568575 oleamide 25 1.562294 23.437706 oleamine 8.1499996 2.5820501 5.5679498 oleth-10 33 118.64046 -85.640457 oleth-12 42.5 146.41942 -103.91943 oleth-15 49.099998 196.41788 -147.31789 oleth-2 12.4 57.330154 -44.930157 oleth-20 66 300.7944 -234.79442 oleth-5 18.4 70.313507 -51.913506 oleyl alcohol 10.7 56.05555 -45.355549 oxygen 0.01347 9.6536512 -9.6401806 palmitamide DEA 2500 2664.231 -164.23103 palmitamine 6.3499999 2.5820501 3.7679498 PEG-150 822 828.59839 -6.5984168 PEG-75 90.800003 54.840294 35.959705 PEG-20 castor oil 800 619.0199 180.9801 PEG-25 castor oil 396 597.81781 -201.81781 PEG-30 castor oil 780 585.21155 194.78848 PEG-36 castor oil 700 632.96191 67.038063 PEG-40 castor oil 600 702.04712 -102.0471 PEG-5 castor oil 695 766.62396 -71.62394 PEG-15 cocamine 343 228.29167 114.70833 PEG-2 cocamine 166 55.035793 110.96421 PEG-5 cocamine 311 111.14558 199.85442 PEG-8 dioleate 47 -12.963319 59.963318 PEG-12 distearate 12.2 20.984781 -8.7847824 PEG-8 distearate 9.8500004 -12.963319 22.813318 PEG-4 laurate 23.4 67.760178 -44.360176 PEG-8 laurate 41.700001 107.82661 -66.126617 PEG-12 oleate 66.300003 150.28876 -83.988762 PEG-4 oleate 87 64.847237 22.152765 PEG-6 oleate 82 78.530724 3.4692769 PEG-8 oleate 120 97.560066 22.439936 PEG-9 oleate 100 108.96696 -8.9669571 PEG-10 stearamine 255 145.42067 109.57933 PEG-2 stearamine 75 55.035793 19.964209 PEG-5 stearamine 46 110.39472 -64.394722 PEG-12 stearate 12.6 150.28876 -137.68877 PEG-2 stearate 5.9499998 56.90556 -50.955559 PEG-4 stearate 6.6999998 64.847237 -58.147236 PEG-8 stearate 9.4499998 97.560066 -88.110062 poloxamer 101 165 227.35364 -62.35363 poloxamer 105 357 397.39261 -40.39262 poloxamer 108 260 287.57971 -27.57972 poloxamer 122 250 332.39514 -82.395134 poloxamer 123 310 360.14355 -50.143555 poloxamer 124 445 391.2049 53.795094 poloxamer 181 285 385.34863 -100.34863 poloxamer 183 490 436.87094 53.129059 poloxamer 184 550 331.45798 218.54202 poloxamer 185 180 333.63977 -153.63976 poloxamer 188 1000 964.41071 35.589283 poloxamer 212 510 508.96115 1.0388621 poloxamer 215 250 276.84015 -26.840155 poloxamer 217 475 518.74664 -43.746651 poloxamer 231 475 571.73047 -96.730469 poloxamer 234 265 272.51462 -7.5146289 poloxamer 235 310 304.1188 5.8811889 poloxamer 237 700 754.29669 -54.296673 poloxamer 238 2300 2290.0076 9.9924383 poloxamer 282 700 692.55316 7.4468365 poloxamer 284 110 392.53046 -282.53046 poloxamer 288 2700 2710.8767 -10.876694 poloxamer 331 800 890.5033 -90.503319 poloxamer 334 550 463.93796 86.062057 poloxamer 335 800 636.48755 163.51248 poloxamer 338 8000 7993.4658 6.5340624 poloxamer 401 1200 1237.9471 -37.947098 poloxamer 402 1750 1174.8669 575.13306 poloxamer 403 350 835.32166 -485.32162 poloxamer 407 3100 3103.8633 -3.8633831 poloxamine 304 450 403.74792 46.252068 poloxamine 504 800 541.62262 258.37741 poloxamine 701 575 749.4408 -174.44083 poloxamine 702 770 993.64685 -223.64684 poloxamine 704 850 716.98358 133.01639 polyacrylic acid 800 716.81372 83.186264 polysorbate 20 400 602.69318 -202.69318 polysorbate 21 500 348.68988 151.31012 polysorbate 60 575 554.4649 20.535118 polysorbate 80 400 554.4649 -154.46487 polysorbate 81 450 356.33447 93.66552 polysorbate 85 300 340.42514 -40.425156 potassium ricinoleate 0.89999998 0.54253787 0.35746214 PPG-12 65 231.04185 -166.04185 PPG-17 80 234.79266 -154.79266 PPG-20 160 259.32825 -99.328255 PPG-26 175 266.61487 -91.614868 PPG-30 1150 280.75806 869.24194 PPG-9 35 206.50626 -171.50626 PPG-24-buteth-27 251 362.66623 -111.66624 PPG-28-buteth-35 760 592.84753 167.15247 PPG-33-buteth-45 1100 1134.3331 -34.333168 PPG-36 oleate 270 722.25305 -452.25305 PPG-11 stearyl ether 1200 747.74695 452.25305 propenal 0.34999999 6.1178508 -5.7678504 propylene glycol 0.58099997 9.6536512 -9.0726509 propylene glycol stearate 4.5 -0.47721833 4.9772182 2-pyrrolidone 13.3 6.1178508 7.1821494 SC-0224 38.200001 16.725252 21.474749 sodium lauroyl sarcosinate 30 0.54253787 29.457462 sodium octoxynol-2 ethane su7000 7000 1.2532837E-09 sodium octoxynol-2 ethane su7000 7000 1.2532837E-09 sodium octoxynol-2 ethane su7000 7000 1.2532837E-09 sodium pareth-25 sulfate 100 462.37408 -362.37408 sodium xylenesulfonate 2.7 9.6536512 -6.953651 sorbitan dioleate 250 250 2.1440201E-09 sorbitan oleate 1000 1000 1.4608759E-09 sorbitan stearate 1000 1000 1.4608759E-09 sorbitan trioleate 215 104.0295 110.9705 soyamine 8.04 2.5820501 5.4579496 squalene 12 2.5820501 9.4179497 stearamide 5.8000002 1.562294 4.2377062 stearamine 45.599998 2.5820501 43.017948 stearyl alcohol 13.5 56.05555 -42.55555 sulfolane 10.34 9.6536512 0.68634897 sulfuric acid 26.700001 16.725252 9.9747486 TEA-dodecylbenzenesulfonate 2300 2300 -2.6102498E-10 TEA-lauryl sulfate 225 158.92352 66.076485 tetrachloroethylene 0.88999999 2.5820501 -1.6920502 tetradecane 2.1800001 2.5820501 -0.4020502 tetraethylenepentamine 96.199997 2.5820501 93.61795 tetrasodium dicarboxyethyl s53 27.571573 25.428427 toluene sulfonic acid 10 13.189451 -3.1894515 trideceth-12 540 163.04283 376.95715 trideceth-3 30 61.622746 -31.622747 trideceth-6 75 82.524208 -7.5242066 ____________________________________________________________________ Molecular weight range used in building the models: 2.01588 - 1451200 All atom types were considered... No included variables in the analysis. Probability cut-off: 0.05 Transformation Index: 1 Property Index: 1 Parms: 0.01347 ; 8000 ; 2.01588 ; 1451200 ; 0 ; 0 Substituent Model: True ; Amalgamated CH3, OH, NH2, Halogen: True Analysis Complete at: 2:06:44 PM 7/20/2019 ;