gretl version 1.3.3 Copyright Ramu Ramanathan and Allin Cottrell This is free software with ABSOLUTELY NO WARRANTY Current session: 2005/04/25 22:35 ? run /home/bkessler/GrigorenkoChapter/prog/out/residuals.inp ? import /home/bkessler/GrigorenkoChapter/prog/out/transformed.csv parsing /home/bkessler/GrigorenkoChapter/prog/out/transformed.csv... using delimiter ',' longest line: 260 characters number of columns = 43 number of variables: 42 number of non-blank lines: 2327 scanning for variable names... line: ,pronunc,ktmRT,swRT,sbRT,elpRT,ktmErr,swErr,sbErr,elpErr,freq,fam,img,bigrams,nabrSiz,onWLen,hdWLen,vwWLen,rmWLen,cdWLen,onPLen,cdPLen,onWFr,hdWFr,vwWFr,rmWFr,cdWFr,onPFr,hdPFr,vwPFr,rmPFr,cdPFr,onRCn,hdRCn,vwRCn,rmRCn,cdRCn,head,onWCn,hdWCn,vwWCn,rmWCn,cdWCn scanning for row labels and data... variable 1: translating from strings to code numbers variable 37: translating from strings to code numbers String code table written to /home/bkessler/gretl/string_table.txt first row label "ace", last label "zoo" trying to parse row labels as dates... treating these as undated data Full data range: 1 - 2326 (n = 2326) Current sample: 1 - 2326 Listing 43 variables: 0) const 1) pronunc 2) ktmRT 3) swRT 4) sbRT 5) elpRT 6) ktmErr 7) swErr 8) sbErr 9) elpErr 10) freq 11) fam 12) img 13) bigrams 14) nabrSiz 15) onWLen 16) hdWLen 17) vwWLen 18) rmWLen 19) cdWLen 20) onPLen 21) cdPLen 22) onWFr 23) hdWFr 24) vwWFr 25) rmWFr 26) cdWFr 27) onPFr 28) hdPFr 29) vwPFr 30) rmPFr 31) cdPFr 32) onRCn 33) hdRCn 34) vwRCn 35) rmRCn 36) cdRCn 37) head 38) onWCn 39) hdWCn 40) vwWCn 41) rmWCn 42) cdWCn You should now use the "print" command to verify the data If they are OK, use the "store" command to save them in gretl format ? ols ktmRT const freq fam img bigrams nabrSiz onWLen hdWLen \ vwWLen rmWLen cdWLen onPLen cdPLen onWFr hdWFr vwWFr rmWFr cdWFr \ onPFr hdPFr vwPFr rmPFr cdPFr onRCn hdRCn vwRCn rmRCn cdRCn Model 1: OLS estimates using the 2326 observations 1-2326 Dependent variable: ktmRT VARIABLE COEFFICIENT STDERROR T STAT 2Prob(t > |T|) 0) const 734.527 28.6861 25.606 < 0.00001 *** 10) freq -4.59849 0.546572 -8.413 < 0.00001 *** 11) fam -9.14351 2.35906 -3.876 0.000109 *** 12) img 0.0324849 0.692084 0.047 0.962567 13) bigrams -0.256470 0.0763583 -3.359 0.000796 *** 14) nabrSiz 1.60363 1.49128 1.075 0.282337 15) onWLen 21.2214 9.79933 2.166 0.030445 ** 16) hdWLen 2.66287 9.00923 0.296 0.767584 17) vwWLen -1.03045 10.3780 -0.099 0.920915 18) rmWLen 14.4348 5.09846 2.831 0.004678 *** 19) cdWLen 0.346938 5.03446 0.069 0.945065 20) onPLen 8.70206 3.82085 2.278 0.022847 ** 21) cdPLen -2.27398 2.89286 -0.786 0.431909 22) onWFr -0.779931 0.354106 -2.203 0.027727 ** 23) hdWFr 0.428158 0.883447 0.485 0.627974 24) vwWFr -0.360484 0.184620 -1.953 0.050991 * 25) rmWFr -1.73712 0.652233 -2.663 0.007791 *** 26) cdWFr 0.799474 0.258198 3.096 0.001983 *** 27) onPFr 0.886432 0.391515 2.264 0.023660 ** 28) hdPFr -2.99867 0.943830 -3.177 0.001507 *** 29) vwPFr 1.44065 0.243022 5.928 < 0.00001 *** 30) rmPFr 0.248389 0.560176 0.443 0.657509 31) cdPFr -0.255089 0.251319 -1.015 0.310212 32) onRCn -92.1458 12.3076 -7.487 < 0.00001 *** 33) hdRCn -11.9837 8.77796 -1.365 0.172323 34) vwRCn -13.4568 7.41947 -1.814 0.069851 * 35) rmRCn -19.6400 8.40407 -2.337 0.019526 ** 36) cdRCn -6.91557 18.1560 -0.381 0.703315 Mean of dependent variable = 620.833 Standard deviation of dep. var. = 51.1546 Sum of squared residuals = 4.07508e+06 Standard error of residuals = 42.1108 Unadjusted R-squared = 0.330201 Adjusted R-squared = 0.322332 F-statistic (27, 2298) = 41.9586 (p-value < 0.00001) Akaike information criterion (AIC) = 24028.6 Schwarz Bayesian criterion (BIC) = 24189.7 Excluding the constant, p-value was highest for variable 12 (img) ? genr RESIDS = uhat Generated vector RESIDS (ID 43) ? print RESIDS --byobs Obs RESIDS ace -24.2902 act 2.7180 age -9.8419 aid 51.1680 ail 0.3833 aim -11.3052 air -19.7593 aisle 65.3897 ale 0.5957 all 3.5720 and 86.8021 ant 73.3047 ape -22.1146 apt 16.6176 arc -7.1612 arch -25.8454 are -2.5701 arm 14.8191 art 3.7771 ash 1.8484 ask 63.5754 ate 35.0916 babe -50.4379 back -17.3658 bad 8.0769 badge -5.0647 bag 23.3412 bail -27.5186 bait -20.9147 bald -34.2761 bale -47.3418 ball -19.9825 ban -41.0228 band 30.6137 bang -33.5530 bank -2.2558 bar -22.6338 bare -28.4239 barge -25.5538 bark -29.8789 barn -31.2685 base -24.9414 bash -70.1893 bat -26.5980 batch -25.4415 bath 53.5345 bathe 33.8123 bay -9.3470 beach 67.8977 bead 52.2152 beak 32.9251 beam 47.4784 bean 14.6120 bear 18.3745 beard 72.9249 beast 32.5403 beat -6.8481 beau 45.2265 beck -22.2436 bed -45.9417 bee -34.8178 beef -54.0214 been 6.6600 beer -50.4677 beet 6.2321 beg 10.4137 belch 3.9932 bell -35.0782 belt 27.0095 bench 17.2267 bend 22.6477 bent 3.3631 best -1.8717 bet 21.3325 bib -38.1133 bid -29.9858 big -7.8097 bike -21.1212 bile 5.6900 bill -2.0929 bin -39.4168 bind -13.6282 binge 4.2570 birch -16.8647 bird -31.8820 birth -35.1672 bit 77.8354 bite -31.1453 black -64.5269 blade -61.6484 blame -58.9502 blanch 4.9763 bland -59.0684 blank -90.8051 blast -21.9606 blaze -48.5093 bleak -61.2736 bled -9.9230 bleed -82.1195 blend 20.6993 bless -116.9599 blew -28.8015 blight -103.0275 blimp -63.5703 blind -40.5365 blink -48.9196 bliss -90.3047 blithe -33.6707 blitz 15.5637 bloat -40.4396 blob -18.5094 block -52.9121 blood -74.1980 bloom -76.0642 blot -67.1587 blouse -73.1484 blow -65.4325 blue -78.1594 bluff -34.4460 blunt -50.4563 blur -59.2179 blush -64.7653 boar -43.7730 board -36.2692 boast -26.8536 boat -27.1415 bob 30.7644 bog 51.8594 boil 41.4834 bold 2.2022 bolt -38.5749 bomb -28.7659 bond -18.4361 bone 6.4624 book -16.6176 boom -19.0876 boost -0.2557 boot -57.1160 booth -56.0589 booze -1.0455 bore -57.6391 borne 9.2969 boss -40.1241 both 113.8991 bought 137.4983 bounce -16.0304 bound 12.0074 bowl -40.8589 box -45.2858 boy 8.3572 brace -50.9029 brag -68.7858 braid -66.3559 brain -61.1536 brake -76.6219 branch -68.2257 brand -37.5133 brash -36.1024 brass -30.2177 brat -67.7147 brave -43.9865 brawl -55.4995 breach -43.7711 bread -15.7294 break -60.5061 breast -25.9272 breath 11.5518 breathe -62.0274 bred -30.4986 breed -51.3652 breeze -78.5524 brew -5.1025 bribe -75.6886 brick -55.7552 bride -80.0258 bridge -41.0645 brief -25.1999 bright -67.7826 brim -30.2072 bring -43.5248 brink -37.9356 brisk -79.4167 broach -28.5443 broad 4.4730 broil -17.7884 broke -72.6960 bronze -56.3439 brood -29.0561 brook -25.6885 broom -30.1555 broth -56.2330 brought -52.5442 brow 37.2138 brown -39.1392 bruise -70.7640 brush 2.5082 brute -29.1234 buck -6.5596 bud 29.3491 budge -13.5908 buff -24.5621 bug -13.0693 build -17.6583 built -0.2719 bulb 3.0895 bulge -35.3793 bulk 22.8335 bull -12.2256 bum -2.0796 bump -18.0742 bun 7.1794 bunch -26.4729 bunk -2.5011 bunt 19.7825 burn -36.6480 burst -70.9451 bus 10.9073 bush 38.3649 bust 29.8185 but 4.7388 butt -5.6989 buy -43.4207 buzz -21.4668 by -19.0507 bye -45.9648 cab 23.7500 cage 3.9843 cake 39.0162 calf -23.0389 call -4.0245 calm 36.7262 came 50.0386 camp 57.0752 can 6.0900 cane 100.7988 cap 29.1789 cape 12.4719 car -12.7046 card 23.9954 care 14.0868 cart 2.5423 carve 66.1788 case 25.5091 cash 34.7812 cast -5.7900 caste -18.9806 cat 9.2691 catch 13.5139 caught -16.3924 cause -4.5131 cave -7.9421 cease 140.5717 cell 14.5391 cent 61.1136 chain -28.8911 chair -6.9362 chalk 41.4416 champ -7.1932 chance -23.7452 change 32.4940 chant 12.0664 chap 45.6947 charge -15.9859 charm -7.4359 chart -6.2123 chase 26.5458 chat -12.2593 cheap -28.7312 cheat 5.1010 check 49.7666 cheek 100.7589 cheer -14.0354 cheese 6.5095 chef -23.6147 chess 2.4684 chest 16.4618 chew 57.6382 chic 4.8607 chief 91.3630 child 39.2973 chill 61.2163 chime 22.0601 chin 49.2898 chip 8.8524 chive 41.8390 choice 2.3391 choke 7.1755 choose 24.5920 chop 5.3988 chord 34.4971 chore 56.1389 chose 117.9972 chow 59.1157 chrome -48.5131 chuck 15.6242 chum 35.1839 chump -6.3421 chunk 15.4684 church 63.7559 churn 88.0433 chute 71.9437 cinch 81.1373 cite -10.4575 clad -22.1118 claim -47.9113 clam 37.4803 clamp -1.7285 clan 67.3199 clang 13.1519 clap -11.7902 clash 9.7985 class 3.0033 clause -34.9153 claw -65.7112 clay 9.5525 clean 27.5537 clear -35.1607 cleft 19.3883 clench -4.8684 clerk -1.2683 click -18.9256 cliff -16.7429 climb 28.8759 clinch 1.3630 cling 8.7967 clip -13.1575 cloak -4.3773 clock -36.4256 clod -10.7098 clog -25.8239 clot -55.6780 cloth 9.3962 clothe 54.3283 cloud -38.4144 clout 0.9936 clove -5.6677 clown 31.4175 club 11.3770 cluck -15.0510 clue -49.0542 clump 5.7769 clung -19.4379 clutch -22.7032 coach 27.2958 coal 36.4741 coarse 21.7630 coast 19.2575 coat 11.0408 coax -21.4804 cock 101.2047 cod 18.9770 code 7.2513 coin 28.7210 coke 48.0610 cold -4.9751 colt 0.6321 comb 55.5016 come -31.6050 cone 8.5857 cook 13.9045 cool -14.6413 coop 25.4681 cop 5.9757 cope -6.1945 cord -7.8637 core 3.4337 cork 34.5371 corn 34.9167 corps 13.7086 corpse -29.2754 cost -13.0232 couch 101.4452 cough 67.7889 could 28.7556 count 20.5565 coup 36.9103 course -0.2586 court 1.1484 cove 16.4680 cow -14.0547 coy 4.3183 crab 2.9087 crack 27.4542 craft 2.1131 cram -14.8825 cramp -23.5431 crane -21.5359 crank 45.4115 crash -4.9539 crate -16.1863 crave -17.9427 crawl -13.2635 craze 5.8970 creak -1.3548 cream -11.4791 crease 158.8767 creed 48.2761 creek 2.4770 creep -68.2199 crepe 181.5639 crept 22.1321 crest -9.3121 crew 14.2464 crib 0.9371 crime -42.0144 crisp 48.4689 croak -6.6489 crook 46.8525 croon -5.7730 crop 17.3239 cross -8.5282 crouch 9.3566 crow 0.6133 crowd -18.7282 crown 8.6212 crude -15.6738 crumb 26.3850 crunch -38.2999 crush -25.7548 crust 26.9867 crutch 14.8781 cry -28.1017 crypt 3.2140 cub 87.9731 cube -20.4321 cue -8.9705 cuff -42.1662 cult 16.7043 cup -30.2399 curb 5.5858 curd 63.2577 cure 8.7877 curl 7.2740 curse 21.9074 curve -3.2104 cut 48.0707 cute -23.0644 dad -33.0564 dam -6.9841 dame 78.6428 damp -3.1281 dance -27.1311 dare -22.4855 dark 14.4845 darn -33.2179 dash 24.9733 date -45.7688 daunt -55.5424 dawn -26.4014 dead -12.5957 deaf -16.4866 deal -5.6255 dealt -43.7189 dean 96.7671 dear -46.4658 death 5.6423 debt 89.3938 deck -13.7980 deed -23.0543 deep 46.4649 deer -11.6327 den -5.6176 dense 6.8415 dent -10.8221 depth -21.7958 desk -13.5457 dice -38.8737 did 0.2861 die -26.3239 dig -41.4172 dike -37.6028 dill -15.1861 dim 66.2628 dime -44.9660 din 12.1212 dine -32.5651 dip 33.7788 dire -11.3726 dirt -22.7115 dish -25.4218 ditch -21.5202 dive -37.8373 do -25.4323 dock 26.6795 dodge -28.8008 doe -18.4853 dog -53.9756 dole -46.4434 doll -46.3033 dome 20.2218 done 34.2196 doom 15.6605 dope -7.5074 dose 10.2061 doubt -11.3048 dough -14.5489 down -9.6845 drab -21.3014 draft -31.8757 drag -54.0585 drain -87.7683 drake -27.4052 drank -35.5841 drape -20.8743 draw -43.9939 dread -76.4708 dream -78.2970 dress -60.4279 drew 3.7236 drift -59.9377 drill -50.1648 drink -61.8329 drip -21.7553 drive -18.1765 drone -34.6242 droop -16.8271 drop -26.2461 drove -31.3485 drown -65.8176 drum -13.2480 drunk -54.3622 dry -32.5825 duck -11.7004 duct -2.2740 dud -7.6191 due -9.4039 dug 26.3190 duke 23.8073 dull -21.7486 dumb 37.2544 dump -21.7666 dune 58.2740 dung 20.0372 dunk -23.5836 dusk -6.2780 dust -27.8843 dwarf -22.2474 dwell -69.0603 each 93.8516 ear 52.3737 earl 56.6767 earn -4.1634 earth -18.5634 ease 137.3003 east 23.7997 eat 40.5333 edge 16.1128 eel 41.3623 eight 16.6291 elk -14.0861 elm 4.3649 else 19.9433 end 19.3981 eve 77.8274 face -11.4727 fact -3.8869 fad -4.8679 fade -39.6952 fail 11.6743 faint -46.0648 fair -23.6428 faith -20.7110 fake -7.7679 false -22.5746 fame 14.0452 fan -22.5511 fang 16.5827 far 50.6884 farce 21.3415 fare 8.5960 farm 23.4616 fast -48.1856 fat -10.5590 fate 26.8487 fault -3.7378 fawn -16.4146 fear 53.2612 feast -5.8329 feat 1.9492 fed 0.3651 fee -12.6347 feed 81.0554 feel 17.0048 feet 4.8867 fell -6.5242 felt -21.8084 fence -16.5027 fern 28.6280 fetch -12.3495 feud -3.8081 few -4.4676 fierce 18.0747 fig 58.1541 fight 65.4180 file 47.5897 fill 25.9798 film 15.3060 filth 19.5217 find 5.0870 fine 58.2169 fire -37.9105 firm -13.0351 first -0.9270 fish -13.2306 fist 10.6734 fit 42.9980 five -26.1258 fix 14.1688 flag -26.1619 flair -22.8018 flake -67.7338 flame -25.5186 flank -31.4823 flask -40.3008 flat 4.7597 flaw -84.2654 flea -61.1959 fled 12.9290 flee -40.4911 fleet 47.8432 flesh -19.4275 flew -10.6234 flex -57.2503 flick -45.3409 flight -63.6263 fling -10.3445 flint -68.7332 flip -52.1977 flirt -18.4030 float 9.7757 flock -33.6991 flog -25.5398 flood -45.0089 flop -36.6229 flour -16.1793 flow -24.0097 flown -27.5456 flu 5.4160 fluff 6.1981 fluke -29.5342 flung -19.0938 flush 2.4934 flute -9.9106 flux -36.5082 fly -1.7939 foam -12.1174 foe -7.5153 fog 34.1853 fold 11.4387 folk 0.3490 fond 25.0607 food -46.8949 fool 23.0405 foot 13.8622 for 25.0875 force -6.1931 ford 3.7131 fore 27.9555 forge 5.5240 fork -7.7831 form 33.5725 fort 16.3315 forth 11.9944 fought 16.1409 foul -9.5824 found -20.4033 four 72.4100 fowl -35.6164 fox -25.8003 frail -42.1995 frame -2.8179 frank -38.1575 fraud -19.4132 freak -42.6722 free -37.6221 freeze -58.8557 freight -42.4206 fresh -41.6913 fret -2.6580 friend -16.2478 fright -47.4330 fringe -21.9781 frock -15.9911 frog -29.0338 from 11.9185 front -26.4701 frost -36.8053 froth -24.7011 frown -35.1449 froze -30.6063 fruit -63.3096 fry -24.5631 full 18.8683 fun -13.0760 fund 9.2006 funk -17.9430 fur 19.7078 fuse -29.7333 fuss 43.5283 fuzz -53.8408 gab 14.6717 gag -10.8501 gain -19.2740 gale 22.5152 gall 112.8709 game -59.3853 gang 9.4969 gap -45.9185 garb -51.3878 gas -38.5332 gash 38.3737 gasp -15.4883 gate -62.6403 gauge 95.2150 gaunt -21.4196 gauze -27.1875 gave 21.9678 gay -0.3423 gaze 2.5741 gear 31.5861 geese 18.0451 gem -9.2921 gene -36.9465 get 67.9032 ghost -34.5558 gift -26.4804 gig 38.2760 gill 26.6002 gin 1.6814 girl -24.7556 girth -5.1936 give -44.8026 glad -47.0778 glance -48.4038 gland 21.3992 glare -53.1495 glass -39.9617 glaze 0.4777 gleam -27.6704 glee -13.7951 glide -70.2782 glimpse -26.2859 glint -6.6325 gloat -69.3502 globe -40.6809 gloom -41.7684 gloss -55.2267 glove -61.4161 glow 22.6796 glue -15.0521 glum -21.5453 gnaw 32.4819 go -39.9785 goal -8.6685 goat -29.1329 god 18.3003 gold -28.4547 golf -30.7874 gone -10.3279 gong -28.9745 good -70.3188 goose -31.1088 gore -15.0815 got 46.2786 gouge 109.6783 gown 4.9095 grab -55.9413 grace -38.2248 grade -38.3254 graft 31.5224 grain -24.4115 grand -32.6212 grant -19.6768 grape -43.4503 graph -11.0542 grasp 19.8355 grass -23.3731 grate -33.2593 grave -27.8125 gray 3.8726 graze 63.9999 grease -45.0741 great -23.0630 greed -70.4526 green -55.6038 greet -68.6171 grew 17.6368 grid -40.0222 grief -2.6294 grill -53.1534 grim 20.9411 grime -39.7190 grin -23.7106 grind -27.4102 grip -47.5657 gripe -59.0272 grit -12.4766 groan -33.3220 groin 46.1752 groom -74.6014 groove -72.9302 grope 15.8435 gross -58.3379 grouch 12.2098 ground -37.7238 group -22.2960 grove 17.5411 grow -53.2184 growl -39.8324 grub -6.6174 grudge -1.0170 gruff 55.0613 grunt -27.5659 guard -27.8055 guess -57.0697 guest 2.4025 guide 36.6298 guild 127.0408 guile -18.9573 guilt -18.5425 guise 12.7584 gulf 0.7396 gull -8.9948 gulp -0.3301 gum -8.5748 gun -26.2561 gush -22.7433 gust 3.3017 gut -11.9468 guy -49.4017 gym 24.2583 hack -6.9618 had 23.7901 hag 22.5483 hail -33.1234 hair -27.2029 hale -64.1633 half -20.5055 hall 4.3288 halt -32.7292 ham -59.3883 hand 20.6152 hang 14.5161 hard -9.0302 harm -29.1188 harp -36.6850 harsh -34.6640 has -42.4523 hash 31.5058 haste -54.2125 hat 13.2776 hatch -12.0833 hate -61.4976 haul -17.5228 haunt -7.6504 have -2.5593 hawk -33.5841 hay 8.3500 haze -48.0982 head -17.6355 heal 52.1100 health -47.7375 heap -17.6149 hear 8.3078 heard 27.7885 heart 20.6386 hearth -22.2019 heat 33.7850 heave 119.1579 hedge 0.2143 heed -16.8603 heel -37.0201 heir 185.7520 held -30.2150 hell -46.9400 helm 0.3773 help -23.3651 hem 4.0358 hen 47.1220 hence -29.2368 her 7.2112 herb 45.4454 herd 15.4317 here -25.7193 hick -23.5645 hid -2.2807 hide 10.8474 hike -32.4237 hill 25.9486 hilt 9.1305 him 113.0300 hind 15.6999 hinge 21.9632 hint -43.7740 hip -31.9050 hire 20.3917 his 19.6710 hiss -36.7353 hit -0.4493 hitch -35.4003 hive -6.2842 hoarse -44.3285 hoe 8.9390 hog -27.1673 hoist 64.4546 hold -36.5145 hole -56.9769 home -32.6962 hood -37.3532 hoof -28.8919 hook 0.3851 hoop 23.0656 hoot -41.2593 hop -49.5835 hope -72.0652 horn -5.0913 hose -8.3071 host -53.6769 hot 11.9723 hound 15.5081 hour 36.1462 house -44.1167 how 10.9100 howl -20.4900 hub -18.2821 hue 26.2521 huff 35.6295 hug -48.2448 huge 26.1401 hulk -21.9097 hull -11.9153 hum -9.6207 hump -40.3764 hunch 23.8073 hung 20.1581 hunk -41.8064 hunt 25.1215 hurl -37.3096 hurt -34.5367 hush 9.0760 hut -16.0094 hymn 5.2104 ice -18.4655 ill 23.1370 inch 57.0987 ink 48.0173 inn 95.2262 isle 54.9774 itch 3.9036 jab 23.5198 jack -16.3589 jade 5.8613 jag 15.5911 jail -19.5932 jam 46.6424 jar 9.1195 jaw -10.9667 jazz -14.7565 jeer -43.3923 jerk -10.0951 jest 0.5771 jet -7.4089 jig -11.1639 jinx 38.2927 job -22.3426 jog -13.1425 join -8.4622 joint 36.6566 joke 7.8344 jolt -7.3427 jot 5.7245 joust 10.5866 joy -5.3553 judge -23.3545 jug 18.2295 juice 61.7589 jump -43.3682 junk -14.8918 just -1.4409 keel 95.5755 keen 33.6846 keep -16.1622 keg 73.0838 kept 35.6904 key -18.5111 kick -5.0274 kid 40.4841 kill 3.7430 kilt -8.7764 kin 63.5724 kind 31.6100 king 60.4417 kiss -16.2334 kit 60.0313 kite 59.8827 knack -9.8838 knead 40.8924 knee -47.2756 kneel -59.9714 knelt 69.5545 knew -45.5660 knife -62.0318 knight -67.0142 knit 47.3104 knob -29.5156 knock -61.6504 knoll -19.7560 knot -67.4584 know -68.9595 lab -58.4563 lace -33.4802 lack -19.2182 lad -9.1574 lag -39.2848 laid -56.2847 lake -37.6229 lamb -19.4929 lame -43.3564 lamp 31.9486 lance 58.8329 land 23.0741 lane -15.1900 lap -20.9671 lapse -19.7221 lard -3.7292 large -44.5588 lark -81.8495 lash 6.1140 last -15.8957 latch -20.5335 late -53.3802 laugh -56.7613 launch 43.0081 law -31.3364 lawn -29.5490 lax -57.7575 lay -10.0272 leaf -0.4129 leak -40.5473 lean 32.4817 leap 15.2104 learn -8.1010 lease -61.5572 leash -5.0010 least -40.8145 leave -50.4548 led -8.8936 ledge -40.4624 left -39.8246 leg -40.0037 lend 8.4312 length -22.3804 lens 0.5198 lent -42.4963 less -43.3161 let -25.6941 lice -17.8578 lick -35.8773 lid -1.4113 lie -18.7775 life -26.7585 lift -45.7017 light -8.6064 like -35.5157 limb -19.0419 lime -33.2474 limp 29.4859 line 10.0510 link -3.5244 lint -41.7084 lip -33.1360 list -22.9968 lit 36.6842 load -45.1350 loaf -7.8285 loan -64.6654 loath -23.4859 lobe -56.8437 lock -51.6593 lodge -26.5525 loft -40.7913 log -32.1020 loin 18.1750 lone -34.0488 long -24.4296 look -33.4476 loom -44.5417 loon -83.3795 loop -22.8957 loose -47.3035 loot -31.0395 lord -20.2931 lose -34.0797 loss -17.7963 lost -39.3374 lot -2.9374 loud -37.1783 lounge -42.5051 love -48.9186 low -38.0141 luck -71.8600 lug -48.3292 lull -16.6846 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trip -18.4057 troll -2.7040 troop -18.3305 trot 22.5671 trough 22.1701 troupe 66.5004 trout -27.7843 truce 50.1494 truck -11.2912 true -34.1590 trump 76.3434 trunk -0.9134 trust -15.3520 try -26.1121 tub 34.1672 tube 19.8313 tuck 22.0862 tug 58.2357 tune 22.1556 turf 24.6787 turn 13.1833 tusk 11.1902 tweed -34.1506 twelve -0.6857 twice 8.5448 twin -1.2356 twinge 72.6724 twist -36.6354 twitch 5.8226 two -59.6838 type 21.1023 urge 9.7097 use -11.8725 vain 12.2052 vale -8.0487 valve 19.6716 vamp -28.7961 van -41.7924 vase 98.1634 vast -35.0775 vault -24.8382 veal 0.6691 veil 9.7215 vent 1.7123 verb -9.8838 verge -41.9105 verse -34.5480 vest -13.4157 vet -12.8648 vex -54.7046 vice 10.9870 view -1.8409 vile -0.4897 vine -44.8373 voice -12.7838 void 0.4294 volt -5.5346 vote -55.5289 vow -3.5985 wad -28.8874 wade 43.0023 wag -50.0183 wage -16.0458 wail 1.0700 waist 60.8283 wait -18.5165 waive -27.5053 wake -57.5225 walk 41.0287 wall -32.6381 waltz -33.7864 wand 8.3652 wane -73.4537 want -36.2470 war -40.4364 ward -55.6303 ware -4.4770 warm 46.2685 warn 16.7995 warp 4.7375 wart -11.4921 was -26.4860 wash -15.3392 wasp -38.4971 waste -16.3127 watch -50.3837 watt -20.7941 wave -36.7197 wax -40.9150 way -37.3636 weak -41.0436 wealth -43.7426 wear -43.8901 weave 79.8713 web -16.3876 wed 9.6121 wedge -52.4569 wee -87.5077 weed 17.3243 week -8.3721 weep -43.7843 weigh -40.5871 weird -45.7442 weld -35.6553 well -25.8471 welt -91.4747 went -13.6603 wept -12.3495 were -45.9226 wet 9.9236 whack -82.3410 wharf -22.4008 what -53.2621 wheat -17.0097 wheel -37.4578 when -37.2940 whence -73.3293 where -96.5984 which 15.3440 whiff 1.3002 while -11.7597 whim -76.3701 whine -30.4535 whip -91.1280 whirl -69.3714 white -52.2888 who -97.6070 whole -55.2748 whom 4.2304 whoop -58.7623 why -23.5121 wick -38.4678 wide 31.4678 width 5.3790 wife -42.4500 wig -33.8753 wild -25.2995 will -19.5245 wilt -29.6954 win -24.9778 wine -11.3752 wing 13.5193 wink -42.4086 wipe -13.3012 wire 1.3900 wise -36.8911 wish 13.8077 wisp -39.5182 wit -14.4967 witch -10.5790 with -23.2729 woe -70.0380 woke 13.3158 wolf -55.3666 womb -30.7273 woo -15.6904 wood 102.0501 wool -1.5935 word 48.9789 work -23.4598 world 5.0549 worm -27.6846 worse -18.3444 worst 11.0915 worth -18.8689 would 32.1049 wrap -23.0430 wrath 22.7741 wreak 11.3762 wreath 37.4241 wreck -16.8004 wretch -17.2437 wring 18.7328 wrist -15.1608 write -74.8220 writhe -42.2161 wrong -1.7929 wrote -72.7569 wrought -50.4401 wry -21.5573 yacht -39.3679 yam 7.5265 yank -62.0343 yard -47.4651 yarn -8.9416 yawn -15.4100 yea -74.4744 year 2.5453 yearn -22.7914 yeast -14.2874 yell -23.2752 yelp -34.8083 yen 49.6002 yes -32.3113 yet -45.7423 yield -34.9405 yoke -65.0299 yolk 8.5653 you -13.7685 young -40.0417 youth -0.9194 zeal 4.9142 zest 1.5081 zinc 81.2664 zip 16.1506 zone -24.7119 zoo 32.0860 ? delete RESIDS Listing 43 variables: 0) const 1) pronunc 2) ktmRT 3) swRT 4) sbRT 5) elpRT 6) ktmErr 7) swErr 8) sbErr 9) elpErr 10) freq 11) fam 12) img 13) bigrams 14) nabrSiz 15) onWLen 16) hdWLen 17) vwWLen 18) rmWLen 19) cdWLen 20) onPLen 21) cdPLen 22) onWFr 23) hdWFr 24) vwWFr 25) rmWFr 26) cdWFr 27) onPFr 28) hdPFr 29) vwPFr 30) rmPFr 31) cdPFr 32) onRCn 33) hdRCn 34) vwRCn 35) rmRCn 36) cdRCn 37) head 38) onWCn 39) hdWCn 40) vwWCn 41) rmWCn 42) cdWCn ? ols swRT const freq fam img bigrams nabrSiz onWLen hdWLen \ vwWLen rmWLen cdWLen onPLen cdPLen onWFr hdWFr vwWFr rmWFr cdWFr \ onPFr hdPFr vwPFr rmPFr cdPFr onRCn hdRCn vwRCn rmRCn cdRCn Model 2: OLS estimates using the 2326 observations 1-2326 Dependent variable: swRT VARIABLE COEFFICIENT STDERROR T STAT 2Prob(t > |T|) 0) const 680.710 24.9315 27.303 < 0.00001 *** 10) freq -1.23077 0.475033 -2.591 0.009633 *** 11) fam -4.16258 2.05029 -2.030 0.042447 ** 12) img -0.282046 0.601500 -0.469 0.639183 13) bigrams -0.157354 0.0663641 -2.371 0.017819 ** 14) nabrSiz 0.833348 1.29610 0.643 0.520309 15) onWLen 5.24541 8.51674 0.616 0.538025 16) hdWLen 12.2957 7.83005 1.570 0.116477 17) vwWLen -10.3807 9.01967 -1.151 0.249897 18) rmWLen 10.4909 4.43115 2.368 0.017989 ** 19) cdWLen -2.08912 4.37553 -0.477 0.633082 20) onPLen 6.81544 3.32075 2.052 0.040246 ** 21) cdPLen -7.37707 2.51423 -2.934 0.003378 *** 22) onWFr -0.356273 0.307759 -1.158 0.247133 23) hdWFr -1.32530 0.767817 -1.726 0.084470 * 24) vwWFr 0.0550062 0.160456 0.343 0.731771 25) rmWFr -1.17617 0.566865 -2.075 0.038109 ** 26) cdWFr 0.0611069 0.224403 0.272 0.785409 27) onPFr -0.0918478 0.340271 -0.270 0.787242 28) hdPFr -0.755016 0.820297 -0.920 0.357451 29) vwPFr 0.556599 0.211214 2.635 0.008464 *** 30) rmPFr 0.418967 0.486857 0.861 0.389573 31) cdPFr -0.162768 0.218425 -0.745 0.456232 32) onRCn -85.0570 10.6967 -7.952 < 0.00001 *** 33) hdRCn -25.4274 7.62905 -3.333 0.000873 *** 34) vwRCn -2.91786 6.44837 -0.452 0.650954 35) rmRCn -8.54860 7.30409 -1.170 0.241967 36) cdRCn -7.77504 15.7796 -0.493 0.622253 Mean of dependent variable = 566.153 Standard deviation of dep. var. = 42.6661 Sum of squared residuals = 3.07815e+06 Standard error of residuals = 36.5991 Unadjusted R-squared = 0.272721 Adjusted R-squared = 0.264176 F-statistic (27, 2298) = 31.9156 (p-value < 0.00001) Akaike information criterion (AIC) = 23376 Schwarz Bayesian criterion (BIC) = 23537.1 Excluding the constant, p-value was highest for variable 27 (onPFr) ? genr RESIDS = uhat Generated vector RESIDS (ID 43) ? print RESIDS --byobs Obs RESIDS ace 28.1509 act 3.5284 age 49.3087 aid 15.8750 ail 28.0627 aim -3.8867 air -20.4217 aisle 108.4636 ale 6.5689 all 32.6324 and 29.5223 ant 74.4035 ape 32.3278 apt 41.6008 arc 8.0292 arch 28.2683 are 26.7648 arm -4.8808 art 7.5903 ash 55.4393 ask 28.6307 ate 0.1812 babe -15.8774 back 7.0014 bad 0.5412 badge 2.7339 bag -1.7797 bail 6.0876 bait 15.3190 bald -1.5282 bale -31.3914 ball -33.2006 ban -2.3371 band 12.7898 bang 1.2967 bank 15.4456 bar 22.5894 bare -15.4250 barge -20.7122 bark -38.6938 barn -18.1916 base 7.6066 bash -16.3326 bat 8.9534 batch -57.8851 bath 3.1074 bathe 16.3758 bay 13.8314 beach 47.2669 bead 39.7640 beak 21.8981 beam 24.2995 bean -2.7880 bear -14.1302 beard -21.1974 beast -9.7205 beat 6.0314 beau 107.1493 beck -2.0475 bed -31.7162 bee 2.4627 beef -35.0009 been -37.2172 beer -19.0326 beet 45.4975 beg -27.6007 belch -28.9239 bell -5.1411 belt -18.2935 bench 1.8485 bend 43.8820 bent -49.5226 best 18.5694 bet -7.9732 bib 34.7473 bid -19.0572 big -25.1863 bike -5.8211 bile 54.1842 bill -2.3273 bin -16.7276 bind 66.2647 binge -1.3659 birch 52.6474 bird -12.8138 birth 19.9453 bit -24.0585 bite -35.4407 black -20.9418 blade -64.7571 blame -36.5228 blanch -28.5160 bland -53.5613 blank -50.9834 blast -21.9303 blaze -53.5863 bleak -34.1690 bled -49.4009 bleed -54.3717 blend -30.0608 bless -32.3762 blew -41.1704 blight -35.7670 blimp -26.3312 blind -20.8819 blink -56.3292 bliss -42.7167 blithe 42.3897 blitz -9.6346 bloat 47.3662 blob -0.5319 block -39.9278 blood -64.4933 bloom -66.3264 blot -68.5034 blouse -36.5444 blow -50.6257 blue -11.2186 bluff -30.9330 blunt -60.0242 blur -34.3054 blush -34.0811 boar 10.6152 board -61.5630 boast -18.3868 boat -49.2659 bob -33.3044 bog -35.7739 boil -12.9050 bold -31.8845 bolt -2.4962 bomb -15.8332 bond 4.8017 bone 29.5142 book -42.3878 boom -24.3682 boost -52.0647 boot 3.4193 booth -1.9871 booze -7.4184 bore -29.3773 borne -33.3871 boss 4.7925 both 42.9180 bought -22.6577 bounce -25.0317 bound 34.8213 bowl 6.6382 box -30.5117 boy 24.2013 brace -73.8441 brag -45.4101 braid -46.4823 brain -59.5748 brake -37.3795 branch -42.5732 brand -31.2864 brash -21.4962 brass -51.0797 brat -34.9338 brave -14.5480 brawl -45.9354 breach -41.6841 bread -3.0299 break -66.6844 breast -49.6218 breath -20.6935 breathe -20.7831 bred 25.8357 breed -55.7644 breeze -44.7734 brew 2.3114 bribe -50.6344 brick -51.9544 bride -29.6888 bridge -18.2174 brief -63.8088 bright -72.2328 brim -23.5257 bring -66.6748 brink -3.5199 brisk -44.7285 broach -65.6354 broad -11.2944 broil -32.3961 broke -37.8642 bronze -55.7804 brood -47.4969 brook -54.5582 broom -55.4335 broth -25.9429 brought -36.7505 brow -30.6055 brown -10.9384 bruise -8.3458 brush -59.3358 brute -16.6266 buck 7.3890 bud 23.6395 budge -35.3493 buff -24.5938 bug 14.8304 build -4.4965 built -21.6133 bulb 27.8372 bulge 5.3463 bulk 35.0542 bull -4.4992 bum -0.7547 bump -21.2703 bun -22.0705 bunch -9.6024 bunk -7.6004 bunt -9.5985 burn -0.6572 burst -26.3887 bus 7.1345 bush 54.2693 bust 4.8399 but 63.9137 butt 39.4030 buy 11.7185 buzz -27.0739 by -18.7416 bye -37.4685 cab 21.5161 cage 27.2590 cake -4.1678 calf 1.9580 call 63.9136 calm 3.4806 came 30.0053 camp 59.6106 can 29.9068 cane 20.4420 cap 21.3929 cape -33.2401 car 15.7943 card 61.4737 care -16.6309 cart -9.8482 carve 17.3369 case 1.3690 cash 31.1649 cast 32.0694 caste 12.9145 cat 26.4027 catch -1.3834 caught -15.6693 cause 8.0269 cave -9.2058 cease -27.1468 cell 79.2699 cent 20.1990 chain 14.2768 chair -3.2895 chalk 20.2094 champ 3.8095 chance 42.8708 change -1.1302 chant -1.4978 chap 77.5081 charge 13.3816 charm 21.4404 chart -4.5254 chase 53.2530 chat -0.9046 cheap -12.3802 cheat 62.0013 check 18.9454 cheek 46.3421 cheer 24.3771 cheese 5.1635 chef 61.1205 chess 15.4463 chest 31.8898 chew 61.9091 chic 50.4630 chief 26.2514 child 11.0757 chill -32.5048 chime 16.5774 chin 15.8223 chip 19.0941 chive 60.6727 choice 0.9943 choke -30.4365 choose 15.5665 chop 2.9729 chord -43.2837 chore 7.1511 chose -14.8712 chow 29.2882 chrome -36.9834 chuck 11.1525 chum 53.7840 chump 18.0269 chunk -5.4360 church 1.8024 churn 47.9456 chute -9.7502 cinch 101.4165 cite 46.9058 clad -14.7437 claim -18.7136 clam 26.5455 clamp 36.1459 clan 11.0784 clang -4.7315 clap -0.6405 clash -13.5206 class 17.5171 clause 13.4723 claw -47.6922 clay 24.0966 clean -12.4986 clear -43.8825 cleft 22.3933 clench -19.4626 clerk -20.3422 click -7.7661 cliff -37.3427 climb -25.4181 clinch 21.6795 cling 47.3342 clip -30.6381 cloak -44.6471 clock -2.4930 clod -20.6313 clog -22.1407 clot 35.6883 cloth 11.4506 clothe -32.0659 cloud -13.7667 clout 17.4716 clove 2.2468 clown 15.6288 club 9.8860 cluck -4.5208 clue -8.3523 clump 3.2645 clung 6.2251 clutch 15.5708 coach 27.9097 coal 0.3419 coarse -35.4448 coast 25.9809 coat 1.6727 coax 17.4621 cock 38.6402 cod 58.4597 code -44.2827 coin -15.9032 coke 24.0095 cold 11.1448 colt 11.3322 comb 5.6395 come 61.5544 cone -14.0585 cook 12.7382 cool -10.2848 coop 2.1387 cop 46.9774 cope -4.2239 cord -28.9729 core 20.7686 cork 10.2852 corn 13.8354 corps 9.2839 corpse 39.5004 cost 32.2882 couch 15.9541 cough 19.7219 could 99.3307 count 14.9442 coup 22.3212 course 7.0573 court 2.7771 cove 37.1817 cow 26.0592 coy -4.9444 crab 7.0958 crack 13.6719 craft -0.6913 cram -15.2811 cramp 13.8301 crane -10.7325 crank 5.2474 crash 2.5391 crate -10.2359 crave 50.3047 crawl -23.0121 craze -20.8925 creak -42.7440 cream 22.5390 crease 27.2336 creed 27.6094 creek -42.3485 creep -19.4614 crepe 39.5561 crept -14.7799 crest -38.4275 crew -5.2142 crib -22.8481 crime -40.4466 crisp -17.1476 croak -20.8717 crook -10.2821 croon -23.2611 crop -28.8072 cross -3.2036 crouch -5.9550 crow 0.3929 crowd -71.4909 crown -39.7793 crude -19.2120 crumb -54.3482 crunch -24.9877 crush -12.1838 crust -30.4079 crutch 16.5587 cry -21.9310 crypt -23.7874 cub 31.9716 cube 13.2821 cue 18.9132 cuff -53.7492 cult 19.9797 cup -2.6554 curb 26.4057 curd 40.4599 cure 59.2359 curl -6.4532 curse -5.3443 curve 4.2566 cut 62.8544 cute -23.6995 dad 50.1306 dam 9.2100 dame 18.6868 damp -2.7522 dance -41.8598 dare -32.8451 dark -49.9879 darn 0.1813 dash -31.2622 date 0.4907 daunt -22.7254 dawn 2.4025 dead -2.8900 deaf -10.5877 deal -4.4664 dealt 28.6767 dean -29.1683 dear -17.4781 death -16.2814 debt 13.9081 deck -30.7457 deed -27.9907 deep -6.2671 deer -12.6340 den 8.1831 dense 43.4275 dent 10.5043 depth -33.1738 desk 20.4960 dice 21.5550 did -9.6789 die -33.7780 dig -9.2618 dike -12.7831 dill 30.3460 dim 27.3014 dime -21.2255 din 18.3791 dine 18.6897 dip 10.7923 dire 8.2763 dirt -15.0909 dish -14.3560 ditch -26.9501 dive -9.5975 do -6.9232 dock -24.5846 dodge -40.7493 doe 31.8114 dog -40.4834 dole -7.6333 doll 16.4411 dome -60.9218 done -53.1462 doom -35.2744 dope -40.1685 dose -5.1058 doubt -17.7240 dough 18.7474 down 31.9875 drab -35.2468 draft -14.6645 drag -61.6353 drain -23.1260 drake 0.5220 drank -37.9943 drape -20.4668 draw -47.9793 dread -16.2668 dream 9.1301 dress -46.5410 drew -46.1277 drift 0.8205 drill -24.3956 drink -40.4678 drip -35.2360 drive 15.3912 drone -63.7084 droop -62.1046 drop 1.4823 drove -27.6594 drown -45.4891 drum -19.9490 drunk -23.9658 dry -6.6410 duck 20.7513 duct 27.6316 dud 13.9291 due -1.0259 dug -3.0407 duke -3.1419 dull -14.4163 dumb -25.1921 dump -0.3752 dune 57.8471 dung 21.1004 dunk 21.3875 dusk -1.7009 dust -21.7923 dwarf 12.1094 dwell -58.9190 each 23.4030 ear 15.6095 earl 52.9975 earn 25.1440 earth 8.0873 ease -19.5307 east 86.3280 eat 33.2807 edge -19.1434 eel 88.7176 eight 33.2763 elk 1.6947 elm 44.3803 else 56.1334 end 45.4808 eve 35.6169 face -12.0252 fact 26.3142 fad 4.1248 fade -8.1537 fail 18.9982 faint -16.1227 fair -34.9529 faith -9.8044 fake 8.5765 false -4.1873 fame -5.9730 fan 5.5001 fang 20.6710 far -2.2364 farce 0.9380 fare 8.9006 farm 16.8333 fast -9.0409 fat -1.6394 fate 19.0035 fault -10.6137 fawn 11.1030 fear -2.2622 feast 14.2028 feat 10.7702 fed -12.9128 fee -39.1370 feed -3.4452 feel 1.9223 feet 48.5198 fell 11.6798 felt -20.9780 fence 27.9408 fern 6.1727 fetch -47.2852 feud 45.6453 few 56.7648 fierce 20.9891 fig 6.8211 fight 110.6720 file 5.9297 fill 19.1728 film 28.2781 filth 54.7207 find 6.3566 fine -0.3476 fire 38.9859 firm 82.4706 first 37.5119 fish -2.0121 fist 18.0148 fit -22.7638 five 16.8689 fix -5.1637 flag 11.6231 flair -37.4287 flake -36.6621 flame -66.0284 flank -20.9909 flask 18.5778 flat -13.2514 flaw -35.4029 flea 4.7552 fled -1.0452 flee -6.4176 fleet 35.1310 flesh -29.2584 flew -23.2358 flex -18.5058 flick -44.3161 flight 9.1360 fling -25.3363 flint -14.4647 flip -17.7349 flirt -12.1389 float 16.6315 flock -40.6510 flog 13.7159 flood -31.6117 flop -9.6854 flour -18.7504 flow -8.9142 flown -22.2526 flu -21.5683 fluff -0.2574 fluke -16.7981 flung 10.3392 flush -47.2010 flute -42.3610 flux -24.5856 fly -37.4366 foam -66.1350 foe 33.0088 fog 9.0568 fold -58.6593 folk 29.4215 fond 27.3775 food -7.0793 fool -35.8599 foot 31.6235 for 56.0206 force 28.5342 ford -2.5868 fore 41.4033 forge 13.3681 fork 3.8101 form 53.8202 fort 22.1256 forth -11.0898 fought 8.1837 foul 3.4404 found -24.4306 four 122.8258 fowl 34.1023 fox -21.9380 frail -20.8447 frame -18.2932 frank 0.6265 fraud -31.9089 freak -22.6772 free 4.4842 freeze -6.7819 freight -4.9089 fresh -54.2570 fret -5.6902 friend -0.1733 fright -11.4976 fringe -27.7275 frock 40.1835 frog -10.4165 from 3.1890 front -22.5423 frost -10.7505 froth -18.7766 frown 0.6426 froze -41.5131 fruit -11.8880 fry 5.4968 full 15.6300 fun 25.6012 fund 37.5137 funk 1.1327 fur 68.6182 fuse 8.4151 fuss 46.4938 fuzz 40.0767 gab -27.5017 gag -4.5652 gain 0.8275 gale 10.6351 gall 47.0747 game -13.7302 gang 46.4144 gap 13.8599 garb -14.5332 gas 28.9442 gash -14.0432 gasp 24.0452 gate 21.6672 gauge 127.3184 gaunt -8.0724 gauze 10.1485 gave 51.5120 gay -26.9838 gaze 40.3905 gear 29.0913 geese 121.0020 gem 17.4517 gene 16.8204 get 27.3799 ghost 6.2606 gift 29.5843 gig 31.3917 gill 89.5031 gin 7.2320 girl -23.2822 girth -44.8201 give 19.7282 glad -25.9914 glance -35.3375 gland -9.0799 glare 4.7493 glass -27.6907 glaze 41.8782 gleam -4.8866 glee -21.4263 glide 8.3054 glimpse -26.8804 glint 43.6135 gloat -16.2877 globe -2.4116 gloom -26.3209 gloss 32.2302 glove -15.7328 glow -5.4766 glue 33.1669 glum -19.5922 gnaw 36.8983 go -19.5004 goal 18.3933 goat -12.0500 god 28.8518 gold -9.3223 golf -6.8899 gone 37.0801 gong -7.2134 good 25.9565 goose 2.4954 gore 8.4897 got 29.5960 gouge 42.1976 gown 36.6502 grab -6.1511 grace -31.2815 grade 8.1064 graft 10.0586 grain 4.2859 grand -25.5700 grant -24.7016 grape -81.7055 graph 1.7868 grasp -9.0816 grass -24.7940 grate -7.1679 grave -30.7886 gray -44.5094 graze 1.8633 grease -30.2647 great -29.9028 greed 24.9589 green -48.0866 greet 2.6833 grew 4.3718 grid -23.7411 grief -25.8745 grill 13.9986 grim -49.3187 grime -60.0971 grin -24.1751 grind -20.6946 grip 19.4512 gripe -27.7800 grit 15.1256 groan -8.8275 groin -14.5780 groom -64.2788 groove -4.5363 grope -22.0408 gross -31.7875 grouch -11.0312 ground -27.3818 group 15.1152 grove 8.5583 grow -8.3597 growl -35.5736 grub 0.6349 grudge 26.3043 gruff -35.8474 grunt 5.7476 guard 53.8863 guess -12.5985 guest 33.1261 guide -10.9170 guild -9.8454 guile 97.6022 guilt -17.9474 guise 96.3916 gulf 27.3318 gull 17.0922 gulp 11.7374 gum 1.5059 gun -11.0362 gush 22.4792 gust 0.3099 gut -10.0980 guy 46.8948 gym 22.2186 hack 2.6495 had 6.9514 hag -17.5922 hail -26.9832 hair 0.4477 hale 24.6870 half -4.4059 hall 30.1257 halt -20.6571 ham 22.0104 hand -32.7802 hang 29.4704 hard 24.5419 harm 30.2467 harp 1.9978 harsh 2.4252 has 0.1969 hash -9.5537 haste -5.7895 hat 6.3502 hatch 8.8182 hate 5.9707 haul 28.6205 haunt -44.3133 have -17.0611 hawk 1.7304 hay -20.4055 haze -6.5673 head 23.1683 heal -53.1564 health -0.5155 heap 6.9969 hear 0.2121 heard -12.6367 heart 8.8532 hearth 25.9577 heat -12.7020 heave 22.7630 hedge 9.9265 heed -30.9083 heel 13.1585 heir 148.5890 held 23.3802 hell 16.6033 helm -7.1993 help -31.9462 hem 12.1879 hen 2.3141 hence 7.8937 her 23.2390 herb 41.5452 herd 17.5788 here 26.8545 hick -27.7657 hid -17.8725 hide 8.7342 hike -21.8806 hill 11.7965 hilt -24.1267 him -0.3621 hind 46.6157 hinge 33.9773 hint -33.1368 hip 21.6270 hire 16.8855 his -40.5437 hiss -54.8225 hit -20.0185 hitch -34.7267 hive 15.7893 hoarse 33.5670 hoe -26.2831 hog -7.8155 hoist -10.1177 hold -11.5549 hole -40.5827 home 40.5050 hood 0.3363 hoof 2.8870 hook 2.8902 hoop -57.7774 hoot -58.3128 hop -50.0353 hope -10.9819 horn 20.9913 hose 6.6758 host -4.1656 hot -0.8437 hound -22.8622 hour 26.6004 house -28.6190 how 90.2903 howl 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yarn -34.3892 yawn 6.7640 yea -36.4597 year 7.7399 yearn -10.6160 yeast -6.5202 yell 37.7399 yelp 0.2323 yen -52.9537 yes -13.0616 yet -36.4877 yield -0.2531 yoke -27.1490 yolk -8.7232 you 18.7817 young -28.5253 youth -12.7161 zeal 27.8480 zest 75.1408 zinc 28.0701 zip 14.3981 zone -10.6224 zoo -1.5442 ? delete RESIDS Listing 43 variables: 0) const 1) pronunc 2) ktmRT 3) swRT 4) sbRT 5) elpRT 6) ktmErr 7) swErr 8) sbErr 9) elpErr 10) freq 11) fam 12) img 13) bigrams 14) nabrSiz 15) onWLen 16) hdWLen 17) vwWLen 18) rmWLen 19) cdWLen 20) onPLen 21) cdPLen 22) onWFr 23) hdWFr 24) vwWFr 25) rmWFr 26) cdWFr 27) onPFr 28) hdPFr 29) vwPFr 30) rmPFr 31) cdPFr 32) onRCn 33) hdRCn 34) vwRCn 35) rmRCn 36) cdRCn 37) head 38) onWCn 39) hdWCn 40) vwWCn 41) rmWCn 42) cdWCn ? ols sbRT const freq fam img bigrams nabrSiz onWLen hdWLen \ vwWLen rmWLen cdWLen onPLen cdPLen onWFr hdWFr vwWFr rmWFr cdWFr \ onPFr hdPFr vwPFr rmPFr cdPFr onRCn hdRCn vwRCn rmRCn cdRCn Model 3: OLS estimates using the 2326 observations 1-2326 Dependent variable: sbRT VARIABLE COEFFICIENT STDERROR T STAT 2Prob(t > |T|) 0) const 546.873 10.9722 49.842 < 0.00001 *** 10) freq -1.59447 0.209058 -7.627 < 0.00001 *** 11) fam -2.58495 0.902316 -2.865 0.004211 *** 12) img -0.171887 0.264715 -0.649 0.516191 13) bigrams -0.0247216 0.0292063 -0.846 0.397391 14) nabrSiz -2.32207 0.570401 -4.071 0.000048 *** 15) onWLen -10.7604 3.74815 -2.871 0.004131 *** 16) hdWLen -0.896486 3.44594 -0.260 0.794766 17) vwWLen 1.63883 3.96948 0.413 0.679749 18) rmWLen 2.70249 1.95011 1.386 0.165939 19) cdWLen 1.05166 1.92563 0.546 0.585026 20) onPLen 22.0905 1.46144 15.116 < 0.00001 *** 21) cdPLen -2.30755 1.10649 -2.085 0.037137 ** 22) onWFr -0.436381 0.135442 -3.222 0.001291 *** 23) hdWFr -0.251643 0.337910 -0.745 0.456527 24) vwWFr -0.101514 0.0706152 -1.438 0.150694 25) rmWFr -0.553721 0.249473 -2.220 0.026546 ** 26) cdWFr 0.113503 0.0987580 1.149 0.250548 27) onPFr 0.0295045 0.149751 0.197 0.843826 28) hdPFr -0.584135 0.361006 -1.618 0.105783 29) vwPFr 0.280310 0.0929536 3.016 0.002593 *** 30) rmPFr 0.513968 0.214262 2.399 0.016529 ** 31) cdPFr -0.0788437 0.0961270 -0.820 0.412185 32) onRCn -41.4109 4.70752 -8.797 < 0.00001 *** 33) hdRCn -3.51597 3.35748 -1.047 0.295115 34) vwRCn -2.73342 2.83788 -0.963 0.335552 35) rmRCn -12.3719 3.21447 -3.849 0.000122 *** 36) cdRCn -2.95190 6.94449 -0.425 0.670825 Mean of dependent variable = 467.8 Standard deviation of dep. var. = 20.6718 Sum of squared residuals = 596179 Standard error of residuals = 16.107 Unadjusted R-squared = 0.399937 Adjusted R-squared = 0.392887 F-statistic (27, 2298) = 56.7259 (p-value < 0.00001) Akaike information criterion (AIC) = 19557.8 Schwarz Bayesian criterion (BIC) = 19718.9 Excluding the constant, p-value was highest for variable 27 (onPFr) ? genr RESIDS = uhat Generated vector RESIDS (ID 43) ? print RESIDS --byobs Obs RESIDS ace 4.09829 act 4.49011 age 19.56900 aid 12.82922 ail -2.05267 aim -3.21006 air -4.62144 aisle 44.21470 ale 2.77044 all 14.34665 and 20.27857 ant 31.01731 ape 2.33568 apt 0.03833 arc 4.06527 arch -10.18437 are 38.88693 arm 12.92414 art -1.07778 ash -13.18653 ask 9.74671 ate -14.73753 babe -27.80994 back -4.80899 bad 3.07763 badge -11.73280 bag 7.15033 bail -2.21687 bait 3.19811 bald 8.39421 bale -8.84765 ball 7.67220 ban 20.59419 band -14.40581 bang 0.94773 bank 5.78348 bar -7.29827 bare 2.60595 barge -3.54988 bark -5.84199 barn 21.67074 base -8.82493 bash -9.94174 bat -7.28394 batch -10.99268 bath 15.98043 bathe 11.27278 bay -2.61103 beach -0.50493 bead 17.48763 beak 14.11261 beam 9.82201 bean 3.86570 bear -1.51063 beard 5.48243 beast 23.55657 beat -7.76101 beau 66.17879 beck 16.00053 bed 13.37415 bee 6.11573 beef -3.52794 been 31.26287 beer 0.59346 beet 5.54248 beg -13.99415 belch 15.97370 bell 6.41186 belt -9.16302 bench -13.81459 bend 10.19587 bent -2.82046 best 12.98762 bet 11.01970 bib 16.16394 bid 14.30205 big 7.24757 bike -4.65100 bile -3.79915 bill -6.47519 bin 9.56770 bind 20.14978 binge 1.47967 birch -5.77946 bird -3.67449 birth -12.80084 bit 1.24500 bite 7.22298 black -22.75328 blade -4.44171 blame -12.75924 blanch -6.18932 bland -25.90160 blank -18.07849 blast -32.82681 blaze -19.83454 bleak -15.66563 bled -23.99765 bleed -20.40081 blend -5.48580 bless -25.01249 blew -22.67607 blight -9.34267 blimp -13.98234 blind -14.88352 blink -9.88014 bliss -18.14171 blithe 34.47779 blitz -16.63588 bloat -14.37834 blob -3.46667 block -21.74364 blood -4.28368 bloom -7.80370 blot -13.49372 blouse -26.80042 blow -25.00134 blue -33.88444 bluff -19.91243 blunt -5.14279 blur -8.89403 blush 0.56794 boar -1.58818 board -5.43097 boast -10.60023 boat 4.67941 bob 7.19618 bog -12.61383 boil 15.64358 bold -3.53858 bolt -8.98338 bomb -3.49133 bond 14.41452 bone -4.98609 book 13.15210 boom -1.35469 boost -7.09889 boot 4.16203 booth 10.45563 booze -5.10185 bore -3.96032 borne -14.95900 boss 2.42365 both 32.26586 bought -0.57280 bounce -15.96761 bound -8.27433 bowl 7.68736 box -1.31772 boy 18.35640 brace -6.42445 brag -39.93988 braid -24.02672 brain -14.53107 brake -29.54449 branch -25.23958 brand -9.88899 brash -20.27906 brass -14.77361 brat -25.48006 brave -11.99368 brawl -18.55609 breach 10.71398 bread -8.72965 break -19.86860 breast -46.99504 breath -21.71215 breathe 4.59740 bred 0.06626 breed -0.02739 breeze -29.43415 brew 6.72136 bribe -15.69017 brick -25.41511 bride -15.26282 bridge -1.28299 brief -7.97758 bright -21.30550 brim -9.24343 bring -5.64435 brink -20.93721 brisk -20.30645 broach -30.72445 broad -19.42701 broil -22.30808 broke -26.95220 bronze -16.47571 brood -18.02634 brook -4.33285 broom 5.24738 broth -14.14570 brought -13.45758 brow 3.99631 brown -6.14886 bruise -4.91521 brush -19.10658 brute -20.99071 buck 9.12522 bud 4.80951 budge 16.93548 buff -19.65992 bug -1.60243 build -15.00846 built 21.78752 bulb 8.76364 bulge -5.80211 bulk 0.93529 bull 8.22616 bum 7.80925 bump 4.26773 bun 8.80957 bunch 10.38620 bunk -1.75163 bunt 7.64553 burn 0.67533 burst -26.28444 bus -1.32541 bush -8.54096 bust -0.23501 but -1.79158 butt -8.82839 buy -8.43938 buzz -18.28210 by -23.92562 bye -13.35946 cab -4.90366 cage 11.79626 cake -5.71721 calf 8.81196 call -14.26685 calm 3.20369 came 11.31816 camp -9.13378 can 11.48225 cane -4.81235 cap -5.40057 cape 1.84566 car 5.93329 card 15.68815 care 6.09470 cart 11.18238 carve 14.96269 case 13.48027 cash -7.36960 cast 6.54062 caste 34.79483 cat 9.83684 catch 8.87219 caught 9.95103 cause 8.86955 cave -0.64895 cease 26.44600 cell -1.79022 cent -2.98380 chain -15.60047 chair -19.09980 chalk 6.73012 champ 0.80621 chance -18.04722 change -3.13027 chant -12.70828 chap -2.17771 charge -0.95357 charm -15.82138 chart -1.51730 chase -8.80954 chat -1.43669 cheap -27.15227 cheat -18.46093 check -13.56281 cheek 6.50089 cheer -24.13492 cheese -22.95336 chef 19.36211 chess 3.80296 chest -8.02780 chew 12.53615 chic -14.59108 chief 7.66984 child -2.30204 chill -23.69115 chime -1.76209 chin 18.64179 chip -33.74887 chive 7.61736 choice -15.51023 choke -24.21792 choose -40.90018 chop 1.44278 chord 12.13531 chore 25.75851 chose -2.48342 chow 10.11122 chrome 29.71926 chuck 12.61016 chum -0.32824 chump -2.91216 chunk -11.35632 church -1.37491 churn -12.00652 chute -21.24369 cinch 12.11580 cite -22.24542 clad -3.22407 claim 7.23123 clam 9.72414 clamp 14.20907 clan 14.42279 clang 26.50927 clap 9.31407 clash -2.33756 class 9.21437 clause -1.82383 claw 5.91242 clay 7.83933 clean -4.59265 clear 19.72567 cleft 33.49029 clench 5.57620 clerk 5.66427 click 15.19293 cliff 21.69498 climb -3.55314 clinch 9.09314 cling -5.60514 clip 8.61095 cloak 14.93099 clock 13.35008 clod 17.00989 clog 17.71486 clot 6.52260 cloth 8.67385 clothe 24.54113 cloud 7.88992 clout -17.48982 clove 9.48074 clown -1.90956 club 7.00942 cluck 8.73517 clue 7.02518 clump 6.73394 clung 31.43162 clutch -5.63365 coach 22.40646 coal 0.60253 coarse 16.39502 coast -4.80151 coat 0.30904 coax -3.23834 cock 21.92008 cod -2.49549 code -1.39854 coin 22.21683 coke -14.49222 cold 25.16606 colt -5.28500 comb 13.78835 come -17.84165 cone 18.22997 cook 17.96831 cool 17.22718 coop 10.05405 cop -1.69545 cope -3.30577 cord 18.88398 core 38.60169 cork 38.89723 corn 22.29476 corps -0.67430 corpse 10.79678 cost 9.11310 couch 10.40178 cough 17.84259 could 45.75821 count -14.03869 coup 14.02381 course 49.61698 court 5.92781 cove 13.40199 cow -0.31387 coy 25.53789 crab -9.72726 crack -5.14051 craft -0.17203 cram -1.59926 cramp 6.44502 crane 4.45652 crank 4.74121 crash -0.76015 crate 15.92969 crave -18.87061 crawl 7.01946 craze -4.00730 creak -5.28116 cream -8.89657 crease -3.80681 creed 15.77499 creek 14.90167 creep 15.61471 crepe 25.78549 crept 10.12575 crest 3.57421 crew 16.74875 crib 2.24669 crime 9.98041 crisp -4.80354 croak -2.67503 crook 1.33512 croon 13.53203 crop 4.57726 cross -6.08015 crouch 22.20119 crow 20.29542 crowd 11.62421 crown 12.36767 crude 19.05668 crumb 19.80375 crunch -5.96356 crush 15.48486 crust 7.02378 crutch 6.36284 cry -5.19715 crypt 2.84973 cub 3.10576 cube -6.65083 cue -9.01222 cuff 0.20039 cult 21.04763 cup 2.91333 curb 13.90176 curd 6.09786 cure 6.40710 curl 22.95982 curse -4.10833 curve 3.33094 cut 5.66472 cute -27.69561 dad -5.72593 dam -1.62237 dame 13.55588 damp 1.51472 dance -2.06964 dare -0.75428 dark -22.69579 darn -9.84296 dash -19.41269 date -13.08703 daunt -25.62335 dawn -6.82611 dead -2.84558 deaf -16.24906 deal 3.30152 dealt -14.49236 dean 13.57461 dear -4.74790 death -4.69662 debt 8.49572 deck 0.83229 deed 15.40726 deep 3.43824 deer -18.09143 den 8.10965 dense 3.57725 dent -3.76825 depth -13.53895 desk -3.05659 dice -12.60885 did 6.57344 die -11.72571 dig 0.44003 dike -16.93739 dill 6.44413 dim 3.81664 dime -37.32256 din 4.77463 dine -9.89526 dip -0.26939 dire -14.91776 dirt -7.79068 dish -15.97199 ditch -4.97283 dive -22.81177 do 3.54516 dock -11.04102 dodge -7.56336 doe -1.40246 dog -11.99595 dole -11.18283 doll 6.51320 dome -19.32819 done -24.31981 doom -6.81168 dope -11.25269 dose -12.88741 doubt -17.91644 dough 27.53068 down -17.57553 drab -8.40603 draft -18.08806 drag -15.69383 drain -14.92854 drake -20.86186 drank -21.82187 drape -18.26449 draw -7.81785 dread -14.77955 dream -29.39324 dress -16.12083 drew 6.59129 drift -2.81680 drill -7.49831 drink -12.74842 drip -20.40855 drive -20.01276 drone 2.14909 droop -19.65707 drop -27.53815 drove 2.88482 drown 5.74162 drum -9.11162 drunk -11.95310 dry -35.81537 duck -10.13898 duct 15.66980 dud 21.79739 due 2.20172 dug 7.17831 duke -7.02472 dull -2.08062 dumb 8.36200 dump 5.80437 dune 17.76569 dung 8.71453 dunk -2.53867 dusk -13.86435 dust -9.99751 dwarf 13.38715 dwell -5.28507 each -2.05472 ear 20.66873 earl 11.64541 earn 5.60972 earth 6.33955 ease 15.62605 east 30.90443 eat 2.10930 edge 4.44927 eel 41.60402 eight -5.65066 elk 8.76533 elm 20.87600 else -4.01586 end 5.10781 eve 3.98886 face -4.53723 fact -10.39103 fad 26.93620 fade 1.90507 fail 31.91487 faint 8.29009 fair 29.15566 faith 6.67993 fake 9.43521 false 23.90492 fame 29.96126 fan 26.06411 fang 24.16737 far 26.77495 farce 6.99856 fare 36.21028 farm 9.67905 fast -9.92173 fat 20.35643 fate 18.03493 fault 8.69567 fawn 5.02428 fear 13.56582 feast 9.50343 feat 9.08360 fed 16.41688 fee 26.52443 feed 27.15015 feel 16.75360 feet 20.03770 fell 13.48815 felt 6.46621 fence 4.89496 fern 12.06193 fetch 6.68576 feud 42.41381 few 35.81900 fierce 5.82006 fig 43.87342 fight 16.25336 file 14.34563 fill 17.96992 film 21.03691 filth 38.94074 find 15.72074 fine 25.74740 fire 17.68824 firm 19.15793 first 6.65069 fish 13.37331 fist 24.70127 fit 46.00225 five 13.82333 fix 3.49269 flag 22.03124 flair 5.26102 flake -18.23155 flame 29.52464 flank 5.70026 flask 8.92406 flat -6.11527 flaw 15.21938 flea 7.18633 fled 30.63795 flee 20.64221 fleet 24.16795 flesh 3.69862 flew 27.93863 flex 0.45376 flick 11.80644 flight 22.32396 fling 22.97699 flint 15.55174 flip -9.66086 flirt 17.90144 float -6.42384 flock 0.44230 flog 9.22888 flood -3.35784 flop 15.19287 flour -5.41302 flow 6.94363 flown 5.95933 flu 16.45711 fluff 13.14233 fluke 5.21500 flung 11.02636 flush 7.75233 flute 12.08326 flux -6.27839 fly -4.40614 foam 26.25678 foe 6.97697 fog 24.58736 fold 14.38511 folk 2.78290 fond 6.59353 food 48.45880 fool 16.03198 foot 9.42766 for 39.73622 force 21.28661 ford 28.14549 fore 3.79465 forge 17.13400 fork 4.02990 form 34.35182 fort 8.30145 forth 18.07664 fought 11.35792 foul 4.43334 found 5.04621 four 33.66662 fowl 7.99314 fox 9.98625 frail 1.70388 frame -3.80997 frank 4.35434 fraud -10.74342 freak -13.42309 free 4.08392 freeze -13.92776 freight 22.69500 fresh -17.45454 fret -4.67447 friend -27.55002 fright -4.50036 fringe 6.25056 frock -14.80293 frog -10.59306 from 18.05125 front 20.91442 frost -8.94817 froth 11.50358 frown -2.77278 froze 5.92556 fruit 2.66048 fry -3.43124 full 25.36694 fun 8.53733 fund 6.90110 funk 0.51342 fur 16.85603 fuse 21.60114 fuss 27.56232 fuzz 12.85520 gab 1.48277 gag -1.04547 gain -19.39791 gale 3.06387 gall -2.00305 game -5.39986 gang -5.87052 gap 3.79270 garb -16.20094 gas -16.03214 gash -8.90419 gasp -7.42107 gate 1.90914 gauge 44.24475 gaunt 8.89005 gauze 4.37358 gave -8.14415 gay -9.37467 gaze 11.19377 gear 17.19433 geese 34.57960 gem -13.75070 gene -10.13264 get -2.25484 ghost 7.63841 gift 12.07490 gig 20.91434 gill 45.00279 gin -20.39367 girl -3.79241 girth 1.21219 give 5.29793 glad 0.39216 glance -7.03448 gland 3.00770 glare 18.30278 glass -6.36120 glaze -15.96375 gleam 9.23409 glee 4.41942 glide 6.38937 glimpse 25.67818 glint -5.97154 gloat -7.27536 globe -4.68219 gloom -4.31027 gloss -12.12113 glove -14.36301 glow -8.82629 glue -9.03089 glum -14.06636 gnaw 24.73386 go -25.11767 goal -14.15344 goat -4.43303 god -5.31126 gold 9.99446 golf -3.86559 gone -10.09836 gong -4.07897 good 5.65815 goose 20.94475 gore 11.02318 got 5.90292 gouge 20.17800 gown 24.03001 grab -12.58131 grace 3.17312 grade -4.75801 graft -7.06207 grain 1.56608 grand 1.24139 grant 2.34611 grape 14.29954 graph 7.84324 grasp 5.68894 grass -2.16682 grate -10.17723 grave 4.48295 gray -17.83812 graze -3.67818 grease 5.71633 great -7.50043 greed 1.94369 green 7.37644 greet 7.47021 grew -3.45121 grid -13.80418 grief -0.49014 grill -11.35652 grim -5.35819 grime 13.67803 grin -7.80968 grind 2.81669 grip 11.44131 gripe 5.13548 grit 7.78853 groan -7.32763 groin 6.21876 groom -11.92373 groove 6.12752 grope -9.30904 gross -15.15429 grouch 10.66241 ground -3.96471 group -20.35928 grove -9.09736 grow 10.17795 growl -22.14566 grub 11.97076 grudge 10.25858 gruff 4.83789 grunt -21.60556 guard 12.39611 guess 6.85207 guest -0.25650 guide 2.55013 guild 37.13045 guile 33.55778 guilt 8.99145 guise 13.89195 gulf 4.54441 gull -1.63431 gulp 11.98399 gum 6.53724 gun 4.49935 gush -9.21611 gust -10.80943 gut -10.81110 guy 13.38037 gym -0.29970 hack 4.01295 had -7.58889 hag -5.16732 hail -8.43377 hair -7.69035 hale -17.60627 half -13.16875 hall 7.63697 halt -6.12421 ham 0.45647 hand -6.93919 hang -0.85043 hard -18.88924 harm -5.41245 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-5.35989 top -19.98424 torch -27.64595 torn 7.79648 toss -11.78689 tote -33.31978 touch -5.81920 tough -10.73426 tour 18.06616 town -17.22019 toy -3.66910 trace -6.95496 track -6.61017 tract -4.66105 trade -26.80296 trail -16.83739 train -14.60173 trait -16.95427 tramp 1.07649 trance -6.95511 trap -25.55476 trash -24.75497 tray -23.94526 tread -28.39436 treat 9.49367 tree -15.43316 trench 0.62303 trend -6.88409 tribe -27.74817 trick -23.47852 trim -9.86244 trip -13.57924 troll 4.96431 troop -8.36460 trot -16.11457 trough 21.03338 troupe 2.26609 trout -5.32579 truce -22.16774 truck -5.62278 true -9.92043 trump -11.46373 trunk -21.86877 trust -9.62789 try -31.65008 tub 11.08416 tube 4.44721 tuck -11.17031 tug -0.47370 tune -25.93580 turf -1.90039 turn -2.83886 tusk 7.62235 tweed 2.63569 twelve 10.14801 twice -20.19375 twin -0.57985 twinge 3.98558 twist -3.45653 twitch -18.90918 two -7.95256 type 2.70389 urge 3.92359 use -25.64599 vain 0.57864 vale -4.19962 valve 6.79590 vamp 6.62692 van 15.84326 vase 13.80141 vast 10.77013 vault 0.58588 veal 14.09238 veil -11.73929 vent 6.40710 verb 11.34444 verge 5.94798 verse -4.53397 vest 1.14086 vet 10.51162 vex -4.79918 vice -4.12010 view -5.69474 vile 6.09471 vine -8.55880 voice -6.87147 void -0.26700 volt -9.01455 vote -3.56192 vow 31.82827 wad 1.24405 wade -13.89140 wag -6.62393 wage -10.47122 wail -17.16994 waist -14.82121 wait -6.24694 waive -14.95338 wake -21.51974 walk -25.35371 wall 16.70396 waltz -12.90254 wand -19.07724 wane -20.99852 want -22.90220 war -9.24818 ward -6.74837 ware -18.64442 warm 2.33520 warn 1.62025 warp 1.31838 wart -25.12411 was -9.32207 wash -1.25279 wasp -9.42713 waste -9.70612 watch -20.72514 watt 3.69977 wave -17.49810 wax -12.99791 way -21.64961 weak -27.86192 wealth -9.33869 wear -12.11999 weave 1.46899 web -2.52789 wed -24.66142 wedge -17.38201 wee -30.64345 weed -11.21949 week -11.94207 weep -19.87672 weigh -32.66056 weird -20.12584 weld -32.94590 well -21.69589 welt -4.40779 went -24.05447 wept -0.46180 were -13.43492 wet -17.44059 whack -0.18627 wharf 2.91194 what -4.55822 wheat 2.33743 wheel 8.75757 when -10.11697 whence -4.36489 where 5.12300 which -21.59242 whiff -14.98589 while -3.19911 whim 5.25677 whine -9.58247 whip -28.78983 whirl 1.48924 white -14.43723 who -20.19306 whole -17.45589 whom -3.21824 whoop 0.25023 why -10.54572 wick -14.61208 wide -14.80274 width 14.86121 wife 2.38615 wig -16.31818 wild 5.62762 will -3.34003 wilt 10.54108 win 9.30916 wine 4.64052 wing 5.65761 wink -13.64726 wipe -20.86244 wire 2.49219 wise -5.17866 wish -11.67720 wisp -11.31156 wit -6.23923 witch -9.80542 with -8.84834 woe -7.51352 woke -6.01814 wolf -14.03613 womb -4.22465 woo -5.53657 wood -8.92042 wool -3.49593 word -15.70620 work -21.90583 world -0.36378 worm -10.71478 worse -10.37614 worst -8.90806 worth -4.65868 would 2.10351 wrap -5.42861 wrath -14.05558 wreak 4.68798 wreath 37.44863 wreck 8.67839 wretch 9.40082 wring 12.69831 wrist 12.71599 write 0.56763 writhe 28.31505 wrong -11.12027 wrote -4.37864 wrought 1.95376 wry -3.17626 yacht 3.15512 yam -6.20095 yank -22.00485 yard 2.91417 yarn -1.80087 yawn -13.23040 yea -8.43153 year -11.72347 yearn -9.25289 yeast -3.46157 yell -18.70164 yelp -20.52550 yen -6.42854 yes -7.43871 yet -18.52184 yield 0.65044 yoke -29.81238 yolk -11.88433 you -29.04750 young -35.23384 youth -12.06058 zeal 27.28693 zest 31.63995 zinc 36.75882 zip -1.76425 zone -6.47383 zoo 3.30100 ? delete RESIDS Listing 43 variables: 0) const 1) pronunc 2) ktmRT 3) swRT 4) sbRT 5) elpRT 6) ktmErr 7) swErr 8) sbErr 9) elpErr 10) freq 11) fam 12) img 13) bigrams 14) nabrSiz 15) onWLen 16) hdWLen 17) vwWLen 18) rmWLen 19) cdWLen 20) onPLen 21) cdPLen 22) onWFr 23) hdWFr 24) vwWFr 25) rmWFr 26) cdWFr 27) onPFr 28) hdPFr 29) vwPFr 30) rmPFr 31) cdPFr 32) onRCn 33) hdRCn 34) vwRCn 35) rmRCn 36) cdRCn 37) head 38) onWCn 39) hdWCn 40) vwWCn 41) rmWCn 42) cdWCn ? ols elpRT const freq fam img bigrams nabrSiz onWLen hdWLen \ vwWLen rmWLen cdWLen onPLen cdPLen onWFr hdWFr vwWFr rmWFr cdWFr \ onPFr hdPFr vwPFr rmPFr cdPFr onRCn hdRCn vwRCn rmRCn cdRCn Model 4: OLS estimates using the 2326 observations 1-2326 Dependent variable: elpRT VARIABLE COEFFICIENT STDERROR T STAT 2Prob(t > |T|) 0) const 764.502 27.1167 28.193 < 0.00001 *** 10) freq -5.00429 0.516668 -9.686 < 0.00001 *** 11) fam -8.69475 2.22999 -3.899 0.000099 *** 12) img -2.16387 0.654220 -3.308 0.000956 *** 13) bigrams -0.106238 0.0721806 -1.472 0.141202 14) nabrSiz -2.66820 1.40969 -1.893 0.058517 * 15) onWLen 7.89981 9.26321 0.853 0.393850 16) hdWLen 13.2414 8.51633 1.555 0.120124 17) vwWLen -13.1219 9.81021 -1.338 0.181167 18) rmWLen 12.6301 4.81952 2.621 0.008835 *** 19) cdWLen -2.69009 4.75903 -0.565 0.571952 20) onPLen 7.64918 3.61180 2.118 0.034297 ** 21) cdPLen -5.73950 2.73459 -2.099 0.035939 ** 22) onWFr -0.0719320 0.334733 -0.215 0.829869 23) hdWFr -0.867069 0.835113 -1.038 0.299256 24) vwWFr -0.0910025 0.174519 -0.521 0.602106 25) rmWFr -1.58902 0.616549 -2.577 0.010020 ** 26) cdWFr 0.275588 0.244071 1.129 0.258962 27) onPFr 0.241705 0.370095 0.653 0.513765 28) hdPFr -1.65534 0.892193 -1.855 0.063672 * 29) vwPFr 0.835581 0.229726 3.637 0.000282 *** 30) rmPFr 1.16698 0.529529 2.204 0.027637 ** 31) cdPFr -0.0895284 0.237569 -0.377 0.706318 32) onRCn -72.4566 11.6342 -6.228 < 0.00001 *** 33) hdRCn -20.9178 8.29771 -2.521 0.011772 ** 34) vwRCn -2.55212 7.01355 -0.364 0.715978 35) rmRCn -21.5061 7.94427 -2.707 0.006837 *** 36) cdRCn -12.5122 17.1627 -0.729 0.466055 Mean of dependent variable = 618.077 Standard deviation of dep. var. = 49.0804 Sum of squared residuals = 3.64138e+06 Standard error of residuals = 39.8069 Unadjusted R-squared = 0.349832 Adjusted R-squared = 0.342193 F-statistic (27, 2298) = 45.7952 (p-value < 0.00001) Akaike information criterion (AIC) = 23766.9 Schwarz Bayesian criterion (BIC) = 23927.9 Excluding the constant, p-value was highest for variable 22 (onWFr) ? genr RESIDS = uhat Generated vector RESIDS (ID 43) ? print RESIDS --byobs Obs RESIDS ace 46.1776 act 77.5169 age 32.7809 aid -20.3497 ail 14.0789 aim 10.4487 air 7.8449 aisle 81.2640 ale 13.5809 all 25.1063 and 73.9980 ant 82.1364 ape 12.2662 apt 15.5011 arc -11.4875 arch 22.0349 are 27.5456 arm 12.7523 art 22.4022 ash 37.1803 ask -40.3740 ate -13.4288 babe -0.7612 back 11.2955 bad 4.0070 badge 1.4321 bag -46.0422 bail -48.4401 bait -15.0750 bald -39.5077 bale -7.5976 ball -11.9717 ban -28.8757 band 4.9762 bang 24.3192 bank -41.0207 bar -3.1308 bare -32.0356 barge 18.1224 bark -2.5298 barn -6.0999 base -16.1809 bash -13.5866 bat -43.2310 batch -18.9685 bath -11.7098 bathe 56.8993 bay -35.4650 beach 27.2476 bead 146.6055 beak 43.3764 beam 6.8602 bean 40.0044 bear -23.4408 beard 43.2368 beast 21.2091 beat -42.9179 beau 122.4061 beck -24.9521 bed -16.8998 bee 1.1811 beef 3.9184 been 41.1684 beer -37.7277 beet -30.4229 beg 11.0607 belch -4.3488 bell 23.2479 belt -2.8451 bench -10.3107 bend -49.5710 bent 11.4735 best -4.3321 bet -13.6584 bib 17.0465 bid -9.5138 big 40.1910 bike -73.9895 bile 8.5974 bill 5.4078 bin -27.2800 bind 29.0389 binge 0.6519 birch -28.5617 bird -2.0423 birth 12.8354 bit 65.3535 bite -19.9605 black -92.3244 blade -45.9757 blame -66.9076 blanch -81.9481 bland -85.3995 blank -68.2087 blast -65.8298 blaze -19.2963 bleak -64.4995 bled -43.6361 bleed -0.8134 blend -69.3894 bless -60.7613 blew -11.8131 blight -61.2949 blimp -20.2455 blind -75.7345 blink -55.9023 bliss -73.2514 blithe 9.1672 blitz -64.4477 bloat -55.0913 blob -54.8804 block -65.0848 blood -63.4497 bloom -58.2478 blot -25.2442 blouse -71.2197 blow -71.1794 blue -81.0940 bluff -64.2238 blunt -47.8282 blur -46.9403 blush -15.4892 boar 38.8801 board -0.2662 boast -50.1437 boat 25.1481 bob -14.2107 bog 0.2467 boil -6.3321 bold -29.3329 bolt -19.6271 bomb -26.3429 bond -55.6688 bone -2.6490 book 23.6585 boom -37.5543 boost -34.1546 boot 24.1326 booth -32.8184 booze -26.8666 bore 15.8210 borne 18.3521 boss -57.1031 both 24.0366 bought 18.0972 bounce -7.7974 bound -27.9567 bowl 18.7771 box -10.3403 boy -14.9240 brace -51.8752 brag -42.9715 braid 18.5483 brain -30.6453 brake -15.6958 branch -61.9629 brand -34.2415 brash -34.9213 brass -16.7327 brat -63.4197 brave -67.8278 brawl -37.7371 breach -65.1316 bread -34.6055 break -58.0433 breast -25.5725 breath -23.6971 breathe -80.4379 bred -47.2772 breed -47.3477 breeze -84.0943 brew -91.5940 bribe -34.1719 brick -55.6387 bride -40.7373 bridge -13.3183 brief 14.4890 bright -62.5352 brim -49.3360 bring -37.3424 brink -88.0708 brisk -56.6442 broach -75.7938 broad 8.5516 broil -18.4452 broke -28.2108 bronze -29.0959 brood 4.4757 brook -45.3774 broom -20.7494 broth -39.6541 brought -35.4357 brow -17.5951 brown -27.7124 bruise -50.6612 brush -68.6300 brute -16.7003 buck -4.1746 bud 39.0601 budge 41.2003 buff -21.8754 bug 17.1097 build 14.3744 built 40.6251 bulb 42.7322 bulge 26.2608 bulk 11.9250 bull -18.9683 bum 37.3035 bump -26.9709 bun 8.3185 bunch -47.9529 bunk -30.5155 bunt -0.7185 burn 44.7890 burst 41.0264 bus 10.4536 bush 1.3176 bust -24.8608 but 69.2793 butt -25.0135 buy 12.0468 buzz -26.6395 by -11.0885 bye -38.5971 cab -11.2277 cage 14.2400 cake 74.5561 calf -10.6614 call 44.1313 calm -28.2726 came 107.7887 camp 39.9138 can 69.1409 cane -34.2623 cap -21.0724 cape 7.7381 car 64.0180 card -0.0525 care -34.0124 cart 21.1287 carve 47.4171 case 35.0677 cash -17.0823 cast -5.9283 caste -17.7010 cat 28.9979 catch 9.6702 caught 4.4536 cause -45.3715 cave 6.1381 cease 19.2317 cell 50.7897 cent 29.6185 chain 17.0597 chair -33.4610 chalk -36.3191 champ 2.0638 chance -13.4845 change -36.6084 chant -11.7525 chap 4.1264 charge -15.6524 charm -5.8905 chart 4.2349 chase -16.1425 chat 4.4571 cheap -20.4684 cheat -22.8408 check -13.2900 cheek 22.6823 cheer -25.3116 cheese 33.4513 chef 43.0607 chess 1.7053 chest -7.5934 chew 31.4062 chic -53.9109 chief 110.1011 child -25.9047 chill 14.7926 chime 74.8160 chin 23.0409 chip 76.3844 chive 49.7031 choice -40.9067 choke -33.5740 choose 9.2918 chop 29.0624 chord 15.2673 chore 28.8295 chose 34.0643 chow 84.4691 chrome 11.0260 chuck 24.3544 chum 15.2804 chump -11.4871 chunk 25.7381 church -22.8404 churn -9.3451 chute 198.9746 cinch 80.7968 cite -48.3612 clad -35.5373 claim 13.3005 clam 38.1941 clamp -22.4734 clan 48.4123 clang 12.9298 clap 7.7221 clash -27.3631 class -33.1273 clause -9.1629 claw -1.4125 clay -35.4670 clean -23.7783 clear -17.1339 cleft -24.4701 clench -53.4351 clerk -20.0041 click -21.4101 cliff -26.6382 climb -43.8916 clinch -12.5433 cling 51.7346 clip -31.1096 cloak -29.7220 clock -38.5951 clod -14.3619 clog 1.1192 clot -37.6049 cloth -15.4127 clothe 34.7702 cloud -5.4969 clout 22.2878 clove 11.9117 clown 6.4712 club -9.9353 cluck -72.1479 clue -9.8663 clump -15.5537 clung 9.0448 clutch -19.4454 coach -0.3814 coal 23.5173 coarse 8.3892 coast 38.3284 coat -26.3942 coax 0.7508 cock -6.6258 cod 5.0428 code -1.2507 coin 6.2930 coke -21.9137 cold -4.2878 colt 33.0138 comb -2.3229 come -53.5388 cone -1.2015 cook 12.9685 cool -4.0478 coop 53.5421 cop 48.4071 cope 12.5670 cord 45.0797 core 8.4654 cork -5.3174 corn 45.6863 corps 33.7579 corpse 6.2622 cost -20.6241 couch 24.1537 cough -16.6013 could 109.0508 count 21.3098 coup 108.8112 course 30.6812 court -8.9288 cove 8.8384 cow -12.4893 coy 7.7867 crab -18.7953 crack -5.5510 craft -57.4580 cram -30.9152 cramp -1.8561 crane -6.7459 crank -2.1086 crash -29.4329 crate -19.2937 crave -15.3763 crawl -17.6733 craze -4.2949 creak 9.4683 cream -14.6554 crease -27.8322 creed -2.4573 creek -7.5815 creep -44.7823 crepe 193.8006 crept 6.5293 crest -34.9470 crew -30.1066 crib -2.0497 crime -42.9154 crisp 4.8789 croak -4.4765 crook -34.3215 croon -47.5160 crop -3.7433 cross -71.0606 crouch -37.1814 crow 10.9641 crowd -3.1449 crown -36.6388 crude -38.5718 crumb -19.5107 crunch -64.6967 crush -48.2276 crust -38.9274 crutch 26.7712 cry -43.3295 crypt 4.5081 cub 43.4317 cube 9.9864 cue 5.0596 cuff -19.2072 cult 52.1166 cup -35.3611 curb 25.9702 curd -18.1457 cure 26.1678 curl -12.6125 curse 53.0708 curve 42.4263 cut 25.6574 cute -29.1739 dad -5.7796 dam 8.8611 dame -20.1897 damp 3.3282 dance -28.7081 dare 17.7341 dark -24.9592 darn -10.0932 dash -13.7430 date -50.0836 daunt -42.5561 dawn -20.2861 dead 5.5809 deaf -4.0611 deal 12.1399 dealt 46.5996 dean 17.2957 dear -17.2181 death -43.8620 debt -9.6748 deck 0.1144 deed 15.1401 deep 48.9336 deer 22.1269 den 32.2690 dense -16.8324 dent -9.3011 depth -29.1339 desk -17.5014 dice -6.2153 did 84.0956 die -20.0394 dig 31.2134 dike -32.7521 dill 18.0993 dim 27.0983 dime -26.9337 din 29.1669 dine -33.3261 dip 19.3747 dire -5.3123 dirt -33.7353 dish 6.1189 ditch -13.4806 dive -30.4116 do -7.9089 dock -24.1274 dodge 3.3797 doe -14.1301 dog -21.3430 dole -23.0133 doll -39.7047 dome -11.4226 done -4.0886 doom -22.0348 dope -31.0157 dose 57.8742 doubt -31.9968 dough 19.7024 down 1.6535 drab -5.9297 draft -20.2777 drag -36.5182 drain -63.2756 drake -35.4027 drank 15.4782 drape -31.4875 draw -18.2883 dread -20.8399 dream 12.0748 dress -40.8712 drew -43.1398 drift -17.9999 drill -42.7409 drink -56.1370 drip 3.8433 drive -24.2630 drone -41.3079 droop -30.9063 drop -25.5258 drove 2.0908 drown -8.7646 drum 28.3526 drunk -30.6728 dry -46.7497 duck -8.5593 duct -1.4757 dud 13.6555 due 8.9140 dug 31.6290 duke -17.0832 dull 26.6366 dumb 9.9187 dump -10.5010 dune 84.1649 dung 34.9913 dunk 26.4291 dusk -19.6819 dust -25.9928 dwarf -36.6129 dwell -23.0935 each 23.0094 ear 49.6171 earl 58.1724 earn -27.7332 earth -31.6866 ease 39.6814 east 107.8172 eat 2.9785 edge 38.6241 eel 111.4174 eight 8.0442 elk 21.4940 elm -16.7762 else -10.3269 end 40.3781 eve 45.4329 face -0.9838 fact 29.6472 fad 10.3965 fade -47.9754 fail 6.7866 faint 86.3736 fair -38.7407 faith -59.0214 fake -41.1461 false 36.0689 fame 39.0353 fan 19.3386 fang 44.2285 far 40.5786 farce 24.9593 fare -40.0841 farm 25.1600 fast -39.7695 fat 6.8080 fate -9.8794 fault -24.4348 fawn 6.7910 fear -16.0264 feast 85.6347 feat -14.3399 fed 35.5021 fee 25.8381 feed 62.9151 feel 28.7568 feet 20.9682 fell -5.9174 felt 51.0936 fence 66.0834 fern -26.4179 fetch 49.3165 feud 61.3786 few -9.9530 fierce 50.4756 fig 18.0095 fight -25.6435 file 29.2608 fill 24.6926 film 7.3443 filth 82.9263 find -5.8251 fine 23.3405 fire 59.1620 firm 58.4084 first 31.3323 fish -3.2196 fist 58.9351 fit 75.7796 five -5.2079 fix -13.0761 flag 1.5187 flair -40.3440 flake 15.1172 flame -29.4961 flank 4.5378 flask 3.1003 flat -36.3785 flaw -8.4957 flea -25.5446 fled -8.5001 flee -61.8956 fleet 26.7271 flesh 0.7037 flew -18.5788 flex -7.6921 flick 2.4375 flight 30.8229 fling 48.9947 flint 21.8328 flip -76.2838 flirt -37.6300 float 10.7326 flock -5.0755 flog -0.6891 flood -58.6735 flop -9.6037 flour -27.7268 flow 9.7212 flown 11.8731 flu -17.0139 fluff 3.8505 fluke -11.2281 flung 57.6023 flush -36.5805 flute -3.3451 flux 3.7203 fly -16.2747 foam -51.7119 foe -3.1197 fog 0.1656 fold -26.0603 folk -52.9051 fond 13.2467 food -19.8512 fool -5.9875 foot 62.8845 for 25.0775 force -10.6827 ford 34.9989 fore -7.4910 forge -16.1427 fork 50.6210 form 49.3691 fort 49.3811 forth -5.8764 fought 20.5569 foul -43.0625 found 35.2572 four 67.2528 fowl 32.6977 fox 12.0544 frail 9.1158 frame -8.3300 frank -55.8637 fraud -47.8736 freak -16.2649 free -49.6576 freeze -55.5925 freight -5.6224 fresh -20.1368 fret -6.5457 friend -47.8543 fright -24.1920 fringe -1.1547 frock -52.9986 frog -37.8217 from 8.6145 front -26.1899 frost -40.2046 froth -38.2740 frown 12.6957 froze -50.4539 fruit -46.9386 fry -35.0847 full 49.8592 fun 7.3178 fund -3.6375 funk -20.5751 fur 21.0162 fuse -39.6147 fuss 41.6291 fuzz -6.6031 gab -30.9782 gag -39.4979 gain -27.6384 gale 20.9188 gall -28.4771 game -21.4219 gang -21.4542 gap 7.8125 garb 24.5823 gas -20.7916 gash -15.2358 gasp -18.5421 gate 26.6384 gauge 98.4417 gaunt 42.3956 gauze 106.6419 gave 33.1944 gay 0.9869 gaze -17.2742 gear 21.3078 geese 63.8919 gem 4.9134 gene 74.9667 get 12.3320 ghost -62.6439 gift -5.6696 gig 3.8455 gill 44.1546 gin 59.8394 girl -20.5167 girth -47.5723 give 32.6078 glad -26.2196 glance -43.6786 gland -18.0150 glare -41.9562 glass -26.5504 glaze -62.3904 gleam -40.2165 glee -35.4613 glide -22.4209 glimpse 5.4117 glint -32.6706 gloat -41.8489 globe -21.3627 gloom -59.0406 gloss -47.3867 glove -52.8548 glow -42.2689 glue -61.6298 glum -14.1366 gnaw 30.6596 go -71.4033 goal 19.5627 goat -28.2169 god 11.5177 gold -41.0250 golf -51.1379 gone -39.3895 gong -3.2638 good 43.7541 goose 0.5581 gore -8.3239 got 16.2809 gouge 106.6376 gown 50.6287 grab -6.4808 grace 16.2147 grade -59.5438 graft -49.9389 grain -1.5097 grand -13.9042 grant -16.1285 grape -87.1469 graph -9.1055 grasp -12.3805 grass 3.8497 grate -34.7645 grave -56.5285 gray 0.6753 graze -20.7969 grease -31.3490 great -39.6194 greed -49.6931 green -58.6464 greet -14.4370 grew -41.6163 grid -16.2008 grief -67.2148 grill 50.9350 grim -7.9621 grime -42.1387 grin -24.0811 grind -28.0276 grip -25.3318 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19.3784 zone 5.2438 zoo 52.5345 ? delete RESIDS Listing 43 variables: 0) const 1) pronunc 2) ktmRT 3) swRT 4) sbRT 5) elpRT 6) ktmErr 7) swErr 8) sbErr 9) elpErr 10) freq 11) fam 12) img 13) bigrams 14) nabrSiz 15) onWLen 16) hdWLen 17) vwWLen 18) rmWLen 19) cdWLen 20) onPLen 21) cdPLen 22) onWFr 23) hdWFr 24) vwWFr 25) rmWFr 26) cdWFr 27) onPFr 28) hdPFr 29) vwPFr 30) rmPFr 31) cdPFr 32) onRCn 33) hdRCn 34) vwRCn 35) rmRCn 36) cdRCn 37) head 38) onWCn 39) hdWCn 40) vwWCn 41) rmWCn 42) cdWCn Done