Calculate "keyness", a score for features that occur differentially across different categories. Here, the categories are defined by reference to a "target" document index in the dfm, with the reference group consisting of all other documents.

textstat_keyness(x, target = 1L, measure = c("chi2", "exact", "lr",
  "pmi"), sort = TRUE, correction = c("default", "yates", "williams",
  "none"))

Arguments

x

a dfm containing the features to be examined for keyness

target

the document index (numeric, character or logical) identifying the document forming the "target" for computing keyness; all other documents' feature frequencies will be combined for use as a reference

measure

(signed) association measure to be used for computing keyness. Currently available: "chi2"; "exact" (Fisher's exact test); "lr" for the likelihood ratio; "pmi" for pointwise mutual information.

sort

logical; if TRUE sort features scored in descending order of the measure, otherwise leave in original feature order

correction

if "default", Yates correction is applied to "chi2"; William's correction is applied to "lr"; and no correction is applied for the "exact" and "pmi" measures. Specifying a value other than the default can be used to override the defaults, for instance to apply the Williams correction to the chi2 measure. Specifying a correction for the "exact" and "pmi" measures has no effect and produces a warning.

Value

a data.frame of computed statistics and associated p-values, where the features scored name each row, and the number of occurrences for both the target and reference groups. For measure = "chi2" this is the chi-squared value, signed positively if the observed value in the target exceeds its expected value; for measure = "exact" this is the estimate of the odds ratio; for measure = "lr" this is the likelihood ratio \(G2\) statistic; for "pmi" this is the pointwise mutual information statistics.

textstat_keyness returns a data.frame of features and their keyness scores and frequency counts.

References

Bondi, Marina, and Mike Scott, eds. 2010. Keyness in Texts. Amsterdam, Philadelphia: John Benjamins, 2010.

Stubbs, Michael. 2010. "Three Concepts of Keywords". In Keyness in Texts, Marina Bondi and Mike Scott, eds. pp21–42. Amsterdam, Philadelphia: John Benjamins.

Scott, M. & Tribble, C. 2006. Textual Patterns: keyword and corpus analysis in language education. Amsterdam: Benjamins, p. 55.

Dunning, Ted. 1993. "Accurate Methods for the Statistics of Surprise and Coincidence", Computational Linguistics, Vol 19, No. 1, pp. 61-74.

Examples

# compare pre- v. post-war terms using grouping period <- ifelse(docvars(data_corpus_inaugural, "Year") < 1945, "pre-war", "post-war") mydfm <- dfm(data_corpus_inaugural, groups = period) head(mydfm) # make sure 'post-war' is in the first row
#> Document-feature matrix of: 2 documents, 9,357 features (34.9% sparse).
head(result <- textstat_keyness(mydfm), 10)
#> feature chi2 p n_target n_reference #> 1 we 702.0019 0 960 779 #> 2 - 395.1361 0 450 312 #> 3 . 226.6654 0 1804 3141 #> 4 our 187.8329 0 874 1307 #> 5 us 186.0132 0 262 216 #> 6 : 178.1283 0 105 29 #> 7 america 176.6114 0 130 54 #> 8 world 175.1354 0 188 123 #> 9 americans 150.6480 0 67 7 #> 10 new 141.3690 0 150 97
tail(result, 10)
#> feature chi2 p n_target n_reference #> 9348 upon -51.91189 5.804246e-13 39 332 #> 9349 it -52.69911 3.888001e-13 257 1132 #> 9350 public -55.99225 7.271961e-14 11 213 #> 9351 states -59.13009 1.476597e-14 28 305 #> 9352 constitution -61.16666 5.218048e-15 6 200 #> 9353 be -72.21927 0.000000e+00 257 1224 #> 9354 should -83.10741 0.000000e+00 15 309 #> 9355 which -160.14560 0.000000e+00 95 911 #> 9356 of -179.17847 0.000000e+00 1437 5666 #> 9357 the -299.85716 0.000000e+00 1988 8094
# compare pre- v. post-war terms using logical vector mydfm2 <- dfm(data_corpus_inaugural) textstat_keyness(mydfm2, docvars(data_corpus_inaugural, "Year") >= 1945)
#> feature chi2 p n_target n_reference #> 1 we 7.020019e+02 0.000000e+00 960 779 #> 2 - 3.951361e+02 0.000000e+00 450 312 #> 3 . 2.266654e+02 0.000000e+00 1804 3141 #> 4 our 1.878329e+02 0.000000e+00 874 1307 #> 5 us 1.860132e+02 0.000000e+00 262 216 #> 6 : 1.781283e+02 0.000000e+00 105 29 #> 7 america 1.766114e+02 0.000000e+00 130 54 #> 8 world 1.751354e+02 0.000000e+00 188 123 #> 9 americans 1.506480e+02 0.000000e+00 67 7 #> 10 new 1.413690e+02 0.000000e+00 150 97 #> 11 freedom 1.373460e+02 0.000000e+00 121 64 #> 12 today 1.288729e+02 0.000000e+00 76 21 #> 13 let 1.115160e+02 0.000000e+00 100 54 #> 14 together 1.049803e+02 0.000000e+00 64 19 #> 15 you 1.020667e+02 0.000000e+00 116 80 #> 16 america's 9.406895e+01 0.000000e+00 35 0 #> 17 help 9.213749e+01 0.000000e+00 46 8 #> 18 work 9.077929e+01 0.000000e+00 78 40 #> 19 , 6.285815e+01 2.220446e-15 2194 4832 #> 20 know 6.043361e+01 7.660539e-15 63 40 #> 21 earth 6.032691e+01 7.993606e-15 44 18 #> 22 history 5.769898e+01 3.053113e-14 60 38 #> 23 god 5.417331e+01 1.835199e-13 55 34 #> 24 live 5.337023e+01 2.762235e-13 39 16 #> 25 time 5.273752e+01 3.812506e-13 106 110 #> 26 do 5.260523e+01 4.077849e-13 112 120 #> 27 are 5.087598e+01 9.838796e-13 311 503 #> 28 journey 4.930187e+01 2.194578e-12 20 1 #> 29 dignity 4.864118e+01 3.073430e-12 24 4 #> 30 what 4.847609e+01 3.343437e-12 88 86 #> 31 century 4.724865e+01 6.252887e-12 39 19 #> 32 will 4.721042e+01 6.376122e-12 339 572 #> 33 promise 4.641444e+01 9.570789e-12 34 14 #> 34 mr 4.493857e+01 2.033140e-11 25 6 #> 35 build 4.427129e+01 2.858780e-11 21 3 #> 36 thank 4.395178e+01 3.365652e-11 18 1 #> 37 bless 4.001006e+01 2.526580e-10 18 2 #> 38 strength 3.961129e+01 3.098864e-10 45 31 #> 39 for 3.955452e+01 3.190271e-10 421 776 #> 40 challenges 3.938908e+01 3.472338e-10 16 0 #> 41 cannot 3.914476e+01 3.935189e-10 36 20 #> 42 lives 3.798753e+01 7.119839e-10 32 16 #> 43 across 3.750459e+01 9.119797e-10 22 6 #> 44 dream 3.737566e+01 9.743051e-10 17 2 #> 45 generation 3.721599e+01 1.057433e-09 28 12 #> 46 moment 3.711190e+01 1.115412e-09 27 11 #> 47 must 3.708654e+01 1.130010e-09 151 215 #> 48 again 3.687593e+01 1.258907e-09 42 29 #> 49 young 3.583078e+01 2.152211e-09 19 4 #> 50 words 3.485943e+01 3.543892e-09 26 11 #> 51 weapons 3.402523e+01 5.440201e-09 14 0 #> 52 resolve 3.389994e+01 5.802054e-09 17 3 #> 53 faith 3.350180e+01 7.119804e-09 48 40 #> 54 heart 3.323775e+01 8.155199e-09 28 14 #> 55 day 3.314882e+01 8.536828e-09 45 36 #> 56 nation 3.278696e+01 1.028323e-08 123 170 #> 57 friends 3.263119e+01 1.114126e-08 25 11 #> 58 children 3.239506e+01 1.258057e-08 31 18 #> 59 because 3.217534e+01 1.408671e-08 59 58 #> 60 dreams 3.169219e+01 1.806472e-08 16 2 #> 61 your 3.144943e+01 2.047031e-08 61 62 #> 62 role 3.134467e+01 2.160514e-08 13 0 #> 63 peoples 3.086300e+01 2.769008e-08 26 13 #> 64 forward 3.042924e+01 3.462689e-08 24 11 #> 65 unity 3.010270e+01 4.097608e-08 21 8 #> 66 meaning 2.910796e+01 6.845506e-08 15 2 #> 67 vice 2.910796e+01 6.845506e-08 15 2 #> 68 communism 2.866529e+01 8.603180e-08 12 0 #> 69 begin 2.866529e+01 8.603180e-08 12 0 #> 70 yes 2.866529e+01 8.603180e-08 12 0 #> 71 this 2.861672e+01 8.821709e-08 295 540 #> 72 join 2.829580e+01 1.041215e-07 16 4 #> 73 president 2.817897e+01 1.105997e-07 46 42 #> 74 world's 2.783793e+01 1.319142e-07 18 6 #> 75 man 2.765403e+01 1.450692e-07 45 41 #> 76 story 2.737324e+01 1.677360e-07 13 1 #> 77 strong 2.685377e+01 2.194459e-07 32 23 #> 78 families 2.653669e+01 2.585804e-07 14 2 #> 79 back 2.611380e+01 3.218758e-07 22 11 #> 80 believe 2.608212e+01 3.272002e-07 40 35 #> 81 jobs 2.598743e+01 3.436470e-07 11 0 #> 82 seek 2.528140e+01 4.954634e-07 34 27 #> 83 celebrate 2.474832e+01 6.532558e-07 12 1 #> 84 when 2.470883e+01 6.667808e-07 90 123 #> 85 women 2.400582e+01 9.604510e-07 21 11 #> 86 senator 2.331152e+01 1.377720e-06 10 0 #> 87 nuclear 2.331152e+01 1.377720e-06 10 0 #> 88 remember 2.320349e+01 1.457329e-06 17 7 #> 89 ask 2.275731e+01 1.838035e-06 26 18 #> 90 free 2.227345e+01 2.364530e-06 78 105 #> 91 change 2.191881e+01 2.844328e-06 36 33 #> 92 peace 2.187335e+01 2.912502e-06 102 152 #> 93 old 2.157477e+01 3.402983e-06 39 38 #> 94 courage 2.145773e+01 3.617142e-06 23 15 #> 95 centuries 2.144407e+01 3.643011e-06 12 2 #> 96 make 2.126122e+01 4.007586e-06 64 81 #> 97 born 2.105920e+01 4.453103e-06 13 3 #> 98 pledge 2.104609e+01 4.483677e-06 22 14 #> 99 need 2.104505e+01 4.486098e-06 38 37 #> 100 values 2.096503e+01 4.677443e-06 16 7 #> 101 challenge 2.087761e+01 4.895839e-06 14 4 #> 102 hard 2.084299e+01 4.985136e-06 14 5 #> 103 third 2.063821e+01 5.547786e-06 9 0 #> 104 come 2.013522e+01 7.215571e-06 38 38 #> 105 hope 1.957330e+01 9.681281e-06 53 64 #> 106 who 1.942958e+01 1.043780e-05 138 232 #> 107 american 1.909708e+01 1.242349e-05 69 94 #> 108 here 1.894267e+01 1.347059e-05 39 41 #> 109 threat 1.893039e+01 1.355757e-05 11 2 #> 110 tyranny 1.893039e+01 1.355757e-05 11 2 #> 111 go 1.891167e+01 1.369125e-05 26 21 #> 112 nation's 1.876743e+01 1.476673e-05 15 7 #> 113 poverty 1.876743e+01 1.476673e-05 15 7 #> 114 answer 1.862999e+01 1.587044e-05 12 3 #> 115 renew 1.852495e+01 1.676947e-05 13 4 #> 116 voices 1.852495e+01 1.676947e-05 13 4 #> 117 each 1.803028e+01 2.174196e-05 55 70 #> 118 areas 1.796844e+01 2.245982e-05 8 0 #> 119 heal 1.796844e+01 2.245982e-05 8 0 #> 120 define 1.796844e+01 2.245982e-05 8 0 #> 121 compassion 1.796844e+01 2.245982e-05 8 0 #> 122 speaker 1.796844e+01 2.245982e-05 8 0 #> 123 quiet 1.796844e+01 2.245982e-05 8 0 #> 124 don't 1.796844e+01 2.245982e-05 8 0 #> 125 bring 1.791425e+01 2.310843e-05 24 19 #> 126 democracy 1.776756e+01 2.496034e-05 30 28 #> 127 but 1.762136e+01 2.695441e-05 225 429 #> 128 child 1.694883e+01 3.840093e-05 9 1 #> 129 founding 1.694883e+01 3.840093e-05 9 1 #> 130 age 1.688978e+01 3.961438e-05 15 8 #> 131 land 1.682924e+01 4.089821e-05 35 37 #> 132 creed 1.644570e+01 5.006356e-05 10 2 #> 133 bold 1.644570e+01 5.006356e-05 10 2 #> 134 simple 1.639733e+01 5.135748e-05 13 6 #> 135 achieve 1.639733e+01 5.135748e-05 13 6 #> 136 schools 1.631362e+01 5.367665e-05 13 5 #> 137 strive 1.631362e+01 5.367665e-05 13 5 #> 138 friend 1.623771e+01 5.587097e-05 11 3 #> 139 leaders 1.623771e+01 5.587097e-05 11 3 #> 140 learned 1.623771e+01 5.587097e-05 11 3 #> 141 man's 1.623771e+01 5.587097e-05 11 3 #> 142 program 1.623771e+01 5.587097e-05 11 3 #> 143 planet 1.530373e+01 9.153583e-05 7 0 #> 144 sick 1.530373e+01 9.153583e-05 7 0 #> 145 productivity 1.530373e+01 9.153583e-05 7 0 #> 146 decency 1.530373e+01 9.153583e-05 7 0 #> 147 decades 1.530373e+01 9.153583e-05 7 0 #> 148 goals 1.530373e+01 9.153583e-05 7 0 #> 149 \\ 1.530373e+01 9.153583e-05 7 0 #> 150 a 1.494622e+01 1.106196e-04 690 1556 #> 151 factories 1.438799e+01 1.487479e-04 8 1 #> 152 historic 1.438799e+01 1.487479e-04 8 1 #> 153 can 1.416408e+01 1.675387e-04 164 307 #> 154 way 1.411962e+01 1.715452e-04 37 44 #> 155 ceremony 1.399790e+01 1.830146e-04 9 2 #> 156 decent 1.399790e+01 1.830146e-04 9 2 #> 157 everyone 1.399790e+01 1.830146e-04 9 2 #> 158 commitment 1.399790e+01 1.830146e-04 9 2 #> 159 goal 1.399790e+01 1.830146e-04 9 2 #> 160 prayer 1.395366e+01 1.873730e-04 11 4 #> 161 move 1.395366e+01 1.873730e-04 11 4 #> 162 small 1.373881e+01 2.100682e-04 18 14 #> 163 lead 1.325109e+01 2.724220e-04 17 13 #> 164 generations 1.325109e+01 2.724220e-04 17 13 #> 165 is 1.320823e+01 2.787231e-04 458 1004 #> 166 fellow 1.316204e+01 2.856784e-04 45 60 #> 167 life 1.312379e+01 2.915696e-04 56 81 #> 168 human 1.294773e+01 3.203090e-04 41 53 #> 169 instead 1.285562e+01 3.364677e-04 13 8 #> 170 misery 1.264658e+01 3.762541e-04 6 0 #> 171 hunger 1.264658e+01 3.762541e-04 6 0 #> 172 quest 1.264658e+01 3.762541e-04 6 0 #> 173 night 1.264658e+01 3.762541e-04 6 0 #> 174 deepest 1.264658e+01 3.762541e-04 6 0 #> 175 celebration 1.264658e+01 3.762541e-04 6 0 #> 176 civility 1.264658e+01 3.762541e-04 6 0 #> 177 choices 1.264658e+01 3.762541e-04 6 0 #> 178 ensure 1.264658e+01 3.762541e-04 6 0 #> 179 adversaries 1.264658e+01 3.762541e-04 6 0 #> 180 timeless 1.264658e+01 3.762541e-04 6 0 #> 181 bush 1.264658e+01 3.762541e-04 6 0 #> 182 workers 1.264658e+01 3.762541e-04 6 0 #> 183 streets 1.264658e+01 3.762541e-04 6 0 #> 184 budget 1.264658e+01 3.762541e-04 6 0 #> 185 enemies 1.231184e+01 4.500942e-04 12 6 #> 186 sacrifice 1.229513e+01 4.541406e-04 15 11 #> 187 end 1.218465e+01 4.818428e-04 23 23 #> 188 better 1.193654e+01 5.504353e-04 34 42 #> 189 security 1.191654e+01 5.563759e-04 30 35 #> 190 renewal 1.185881e+01 5.738933e-04 7 1 #> 191 basic 1.185881e+01 5.738933e-04 7 1 #> 192 learn 1.175415e+01 6.070759e-04 10 4 #> 193 ideas 1.160081e+01 6.592313e-04 9 3 #> 194 try 1.160081e+01 6.592313e-04 9 3 #> 195 truly 1.160081e+01 6.592313e-04 9 3 #> 196 welcome 1.160081e+01 6.592313e-04 9 3 #> 197 play 1.160081e+01 6.592313e-04 9 3 #> 198 shape 1.159805e+01 6.602100e-04 8 2 #> 199 heroes 1.159805e+01 6.602100e-04 8 2 #> 200 working 1.159805e+01 6.602100e-04 8 2 #> 201 shared 1.159805e+01 6.602100e-04 8 2 #> 202 anew 1.159805e+01 6.602100e-04 8 2 #> 203 reach 1.154638e+01 6.788136e-04 16 13 #> 204 think 1.154638e+01 6.788136e-04 16 13 #> 205 act 1.130290e+01 7.738603e-04 26 29 #> 206 nations 1.125587e+01 7.937174e-04 75 124 #> 207 once 1.112482e+01 8.518013e-04 21 21 #> 208 stand 1.108194e+01 8.717236e-04 27 31 #> 209 chance 1.093915e+01 9.415348e-04 12 8 #> 210 era 1.093915e+01 9.415348e-04 12 8 #> 211 responsibility 1.071869e+01 1.060588e-03 29 35 #> 212 ourselves 1.061219e+01 1.123448e-03 35 46 #> 213 that 1.057691e+01 1.145088e-03 546 1243 #> 214 proud 1.032301e+01 1.313818e-03 11 6 #> 215 policies 1.032301e+01 1.313818e-03 11 6 #> 216 programs 1.000151e+01 1.564120e-03 5 0 #> 217 cold 1.000151e+01 1.564120e-03 5 0 #> 218 brothers 1.000151e+01 1.564120e-03 5 0 #> 219 self 1.000151e+01 1.564120e-03 5 0 #> 220 hungry 1.000151e+01 1.564120e-03 5 0 #> 221 knows 1.000151e+01 1.564120e-03 5 0 #> 222 ended 1.000151e+01 1.564120e-03 5 0 #> 223 hatreds 1.000151e+01 1.564120e-03 5 0 #> 224 dawn 1.000151e+01 1.564120e-03 5 0 #> 225 today's 1.000151e+01 1.564120e-03 5 0 #> 226 breeze 1.000151e+01 1.564120e-03 5 0 #> 227 drugs 1.000151e+01 1.564120e-03 5 0 #> 228 edge 1.000151e+01 1.564120e-03 5 0 #> 229 god's 9.951952e+00 1.606790e-03 10 5 #> 230 building 9.951952e+00 1.606790e-03 10 5 #> 231 few 9.936444e+00 1.620383e-03 17 16 #> 232 light 9.911904e+00 1.642132e-03 15 13 #> 233 say 9.732960e+00 1.809927e-03 20 21 #> 234 fate 9.629743e+00 1.914514e-03 9 4 #> 235 choice 9.576598e+00 1.970732e-03 12 9 #> 236 fight 9.383024e+00 2.190040e-03 8 3 #> 237 allies 9.383024e+00 2.190040e-03 8 3 #> 238 lift 9.383024e+00 2.190040e-03 8 3 #> 239 turning 9.383024e+00 2.190040e-03 8 3 #> 240 watching 9.374828e+00 2.199853e-03 6 1 #> 241 bible 9.374828e+00 2.199853e-03 6 1 #> 242 big 9.374828e+00 2.199853e-03 6 1 #> 243 job 9.374828e+00 2.199853e-03 6 1 #> 244 tens 9.374828e+00 2.199853e-03 6 1 #> 245 feed 9.374828e+00 2.199853e-03 6 1 #> 246 " 9.328459e+00 2.256220e-03 88 158 #> 247 long 9.304221e+00 2.286265e-03 40 58 #> 248 hear 9.262112e+00 2.339431e-03 7 2 #> 249 gift 9.262112e+00 2.339431e-03 7 2 #> 250 loyalty 9.262112e+00 2.339431e-03 7 2 #> 251 soul 9.262112e+00 2.339431e-03 7 2 #> 252 price 9.103864e+00 2.550701e-03 11 8 #> 253 ( 8.872257e+00 2.895369e-03 11 7 #> 254 ) 8.872257e+00 2.895369e-03 11 7 #> 255 meet 8.847012e+00 2.935690e-03 24 29 #> 256 one 8.577719e+00 3.403014e-03 89 163 #> 257 economic 8.505041e+00 3.541640e-03 22 26 #> 258 millions 8.405919e+00 3.740012e-03 19 21 #> 259 now 8.379305e+00 3.795175e-03 80 144 #> 260 strengthen 8.371743e+00 3.810999e-03 12 10 #> 261 turn 8.355463e+00 3.845295e-03 14 13 #> 262 came 8.355463e+00 3.845295e-03 14 13 #> 263 serve 8.355463e+00 3.845295e-03 14 13 #> 264 greatness 7.993414e+00 4.694779e-03 9 5 #> 265 opportunity 7.835937e+00 5.121759e-03 22 27 #> 266 began 7.599186e+00 5.839466e-03 8 4 #> 267 beginning 7.415851e+00 6.465174e-03 14 14 #> 268 weapon 7.377559e+00 6.604276e-03 4 0 #> 269 aimed 7.377559e+00 6.604276e-03 4 0 #> 270 symbol 7.377559e+00 6.604276e-03 4 0 #> 271 song 7.377559e+00 6.604276e-03 4 0 #> 272 stranger 7.377559e+00 6.604276e-03 4 0 #> 273 reverend 7.377559e+00 6.604276e-03 4 0 #> 274 forebears 7.377559e+00 6.604276e-03 4 0 #> 275 beliefs 7.377559e+00 6.604276e-03 4 0 #> 276 hardship 7.377559e+00 6.604276e-03 4 0 #> 277 uncertain 7.377559e+00 6.604276e-03 4 0 #> 278 negotiate 7.377559e+00 6.604276e-03 4 0 #> 279 forge 7.377559e+00 6.604276e-03 4 0 #> 280 global 7.377559e+00 6.604276e-03 4 0 #> 281 match 7.377559e+00 6.604276e-03 4 0 #> 282 striving 7.377559e+00 6.604276e-03 4 0 #> 283 ending 7.377559e+00 6.604276e-03 4 0 #> 284 mall 7.377559e+00 6.604276e-03 4 0 #> 285 george 7.377559e+00 6.604276e-03 4 0 #> 286 crucial 7.377559e+00 6.604276e-03 4 0 #> 287 bigger 7.377559e+00 6.604276e-03 4 0 #> 288 engagement 7.377559e+00 6.604276e-03 4 0 #> 289 sights 7.377559e+00 6.604276e-03 4 0 #> 290 21st 7.377559e+00 6.604276e-03 4 0 #> 291 harness 7.377559e+00 6.604276e-03 4 0 #> 292 clinton 7.377559e+00 6.604276e-03 4 0 #> 293 society 7.360287e+00 6.668017e-03 17 19 #> 294 middle 7.259177e+00 7.053960e-03 7 3 #> 295 else 7.259177e+00 7.053960e-03 7 3 #> 296 heritage 7.259177e+00 7.053960e-03 7 3 #> 297 future 7.129039e+00 7.584536e-03 37 57 #> 298 idea 7.114945e+00 7.644393e-03 10 7 #> 299 brave 7.014043e+00 8.087284e-03 6 2 #> 300 told 7.014043e+00 8.087284e-03 6 2 #> 301 proclaim 7.014043e+00 8.087284e-03 6 2 #> 302 rise 7.014043e+00 8.087284e-03 6 2 #> 303 tomorrow 7.014043e+00 8.087284e-03 6 2 #> 304 idealism 7.014043e+00 8.087284e-03 6 2 #> 305 sworn 6.958643e+00 8.341525e-03 5 1 #> 306 pain 6.958643e+00 8.341525e-03 5 1 #> 307 seize 6.958643e+00 8.341525e-03 5 1 #> 308 capitol 6.958643e+00 8.341525e-03 5 1 #> 309 space 6.958643e+00 8.341525e-03 5 1 #> 310 fought 6.958643e+00 8.341525e-03 5 1 #> 311 potential 6.958643e+00 8.341525e-03 5 1 #> 312 going 6.958643e+00 8.341525e-03 5 1 #> 313 commitments 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6.068389e-01 1 0 #> 1819 casting 2.648039e-01 6.068389e-01 1 0 #> 1820 subversion 2.648039e-01 6.068389e-01 1 0 #> 1821 outpaced 2.648039e-01 6.068389e-01 1 0 #> 1822 invective 2.648039e-01 6.068389e-01 1 0 #> 1823 planned 2.648039e-01 6.068389e-01 1 0 #> 1824 accidental 2.648039e-01 6.068389e-01 1 0 #> 1825 self-destruction 2.648039e-01 6.068389e-01 1 0 #> 1826 overburdened 2.648039e-01 6.068389e-01 1 0 #> 1827 racing 2.648039e-01 6.068389e-01 1 0 #> 1828 stays 2.648039e-01 6.068389e-01 1 0 #> 1829 belaboring 2.648039e-01 6.068389e-01 1 0 #> 1830 formulate 2.648039e-01 6.068389e-01 1 0 #> 1831 terrors 2.648039e-01 6.068389e-01 1 0 #> 1832 tap 2.648039e-01 6.068389e-01 1 0 #> 1833 isaiah 2.648039e-01 6.068389e-01 1 0 #> 1834 undo 2.648039e-01 6.068389e-01 1 0 #> 1835 beachhead 2.648039e-01 6.068389e-01 1 0 #> 1836 100 2.648039e-01 6.068389e-01 1 0 #> 1837 1,000 2.648039e-01 6.068389e-01 1 0 #> 1838 graves 2.648039e-01 6.068389e-01 1 0 #> 1839 trumpet 2.648039e-01 6.068389e-01 1 0 #> 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2.648039e-01 6.068389e-01 1 0 #> 1862 clerk 2.648039e-01 6.068389e-01 1 0 #> 1863 countryside 2.648039e-01 6.068389e-01 1 0 #> 1864 learns 2.648039e-01 6.068389e-01 1 0 #> 1865 candle 2.648039e-01 6.068389e-01 1 0 #> 1866 brightens 2.648039e-01 6.068389e-01 1 0 #> 1867 reopen 2.648039e-01 6.068389e-01 1 0 #> 1868 rekindle 2.648039e-01 6.068389e-01 1 0 #> 1869 scar 2.648039e-01 6.068389e-01 1 0 #> 1870 changeless 2.648039e-01 6.068389e-01 1 0 #> 1871 battalion 2.648039e-01 6.068389e-01 1 0 #> 1872 ants 2.648039e-01 6.068389e-01 1 0 #> 1873 probing 2.648039e-01 6.068389e-01 1 0 #> 1874 tears 2.648039e-01 6.068389e-01 1 0 #> 1875 harshest 2.648039e-01 6.068389e-01 1 0 #> 1876 underneath 2.648039e-01 6.068389e-01 1 0 #> 1877 clamor 2.648039e-01 6.068389e-01 1 0 #> 1878 awaited 2.648039e-01 6.068389e-01 1 0 #> 1879 uncrossed 2.648039e-01 6.068389e-01 1 0 #> 1880 desert 2.648039e-01 6.068389e-01 1 0 #> 1881 unclimbed 2.648039e-01 6.068389e-01 1 0 #> 1882 sleeping 2.648039e-01 6.068389e-01 1 0 #> 1883 unplowed 2.648039e-01 6.068389e-01 1 0 #> 1884 farewell 2.648039e-01 6.068389e-01 1 0 #> 1885 winding 2.648039e-01 6.068389e-01 1 0 #> 1886 sorrowful 2.648039e-01 6.068389e-01 1 0 #> 1887 november 2.648039e-01 6.068389e-01 1 0 #> 1888 1963 2.648039e-01 6.068389e-01 1 0 #> 1889 dirksen 2.648039e-01 6.068389e-01 1 0 #> 1890 humphrey 2.648039e-01 6.068389e-01 1 0 #> 1891 fleeting 2.648039e-01 6.068389e-01 1 0 #> 1892 converging 2.648039e-01 6.068389e-01 1 0 #> 1893 peacemaker 2.648039e-01 6.068389e-01 1 0 #> 1894 mastered 2.648039e-01 6.068389e-01 1 0 #> 1895 strides 2.648039e-01 6.068389e-01 1 0 #> 1896 broadly 2.648039e-01 6.068389e-01 1 0 #> 1897 passionately 2.648039e-01 6.068389e-01 1 0 #> 1898 delano 2.648039e-01 6.068389e-01 1 0 #> 1899 ravaged 2.648039e-01 6.068389e-01 1 0 #> 1900 gripped 2.648039e-01 6.068389e-01 1 0 #> 1901 surveying 2.648039e-01 6.068389e-01 1 0 #> 1902 ragged 2.648039e-01 6.068389e-01 1 0 #> 1903 raucous 2.648039e-01 6.068389e-01 1 0 #> 1904 trappings 2.648039e-01 6.068389e-01 1 0 #> 1905 fans 2.648039e-01 6.068389e-01 1 0 #> 1906 bombastic 2.648039e-01 6.068389e-01 1 0 #> 1907 postures 2.648039e-01 6.068389e-01 1 0 #> 1908 persuading 2.648039e-01 6.068389e-01 1 0 #> 1909 shouting 2.648039e-01 6.068389e-01 1 0 #> 1910 anguish 2.648039e-01 6.068389e-01 1 0 #> 1911 rural 2.648039e-01 6.068389e-01 1 0 #> 1912 enhancing 2.648039e-01 6.068389e-01 1 0 #> 1913 pres 2.648039e-01 6.068389e-01 1 0 #> 1914 urgently 2.648039e-01 6.068389e-01 1 0 #> 1915 asleep 2.648039e-01 6.068389e-01 1 0 #> 1916 headlines 2.648039e-01 6.068389e-01 1 0 #> 1917 newspaper 2.648039e-01 6.068389e-01 1 0 #> 1918 journal 2.648039e-01 6.068389e-01 1 0 #> 1919 cathedral 2.648039e-01 6.068389e-01 1 0 #> 1920 uninspiring 2.648039e-01 6.068389e-01 1 0 #> 1921 exciting 2.648039e-01 6.068389e-01 1 0 #> 1922 shares 2.648039e-01 6.068389e-01 1 0 #> 1923 enriching 2.648039e-01 6.068389e-01 1 0 #> 1924 freshman 2.648039e-01 6.068389e-01 1 0 #> 1925 visited 2.648039e-01 6.068389e-01 1 0 #> 1926 prolonged 2.648039e-01 6.068389e-01 1 0 #> 1927 grief 2.648039e-01 6.068389e-01 1 0 #> 1928 son 2.648039e-01 6.068389e-01 1 0 #> 1929 ideology 2.648039e-01 6.068389e-01 1 0 #> 1930 wings 2.648039e-01 6.068389e-01 1 0 #> 1931 apollo 2.648039e-01 6.068389e-01 1 0 #> 1932 astronauts 2.648039e-01 6.068389e-01 1 0 #> 1933 flew 2.648039e-01 6.068389e-01 1 0 #> 1934 moon's 2.648039e-01 6.068389e-01 1 0 #> 1935 gray 2.648039e-01 6.068389e-01 1 0 #> 1936 christmas 2.648039e-01 6.068389e-01 1 0 #> 1937 lunar 2.648039e-01 6.068389e-01 1 0 #> 1938 poet 2.648039e-01 6.068389e-01 1 0 #> 1939 archibald 2.648039e-01 6.068389e-01 1 0 #> 1940 macleish 2.648039e-01 6.068389e-01 1 0 #> 1941 blue 2.648039e-01 6.068389e-01 1 0 #> 1942 loveliness 2.648039e-01 6.068389e-01 1 0 #> 1943 divisible 2.648039e-01 6.068389e-01 1 0 #> 1944 telling 2.648039e-01 6.068389e-01 1 0 #> 1945 cosmos 2.648039e-01 6.068389e-01 1 0 #> 1946 dimness 2.648039e-01 6.068389e-01 1 0 #> 1947 rays 2.648039e-01 6.068389e-01 1 0 #> 1948 chalice 2.648039e-01 6.068389e-01 1 0 #> 1949 gladness 2.648039e-01 6.068389e-01 1 0 #> 1950 cook 2.648039e-01 6.068389e-01 1 0 #> 1951 mrs 2.648039e-01 6.068389e-01 1 0 #> 1952 bleak 2.648039e-01 6.068389e-01 1 0 #> 1953 seemingly 2.648039e-01 6.068389e-01 1 0 #> 1954 postwar 2.648039e-01 6.068389e-01 1 0 #> 1955 missions 2.648039e-01 6.068389e-01 1 0 #> 1956 peking 2.648039e-01 6.068389e-01 1 0 #> 1957 moscow 2.648039e-01 6.068389e-01 1 0 #> 1958 1972 2.648039e-01 6.068389e-01 1 0 #> 1959 ii 2.648039e-01 6.068389e-01 1 0 #> 1960 flimsy 2.648039e-01 6.068389e-01 1 0 #> 1961 interlude 2.648039e-01 6.068389e-01 1 0 #> 1962 walls 2.648039e-01 6.068389e-01 1 0 #> 1963 livable 2.648039e-01 6.068389e-01 1 0 #> 1964 condescending 2.648039e-01 6.068389e-01 1 0 #> 1965 locate 2.648039e-01 6.068389e-01 1 0 #> 1966 frustration 2.648039e-01 6.068389e-01 1 0 #> 1967 erode 2.648039e-01 6.068389e-01 1 0 #> 1968 shirking 2.648039e-01 6.068389e-01 1 0 #> 1969 creativity 2.648039e-01 6.068389e-01 1 0 #> 1970 break-through 2.648039e-01 6.068389e-01 1 0 #> 1971 embarking 2.648039e-01 6.068389e-01 1 0 #> 1972 hallowed 2.648039e-01 6.068389e-01 1 0 #> 1973 birthday 2.648039e-01 6.068389e-01 1 0 #> 1974 outward 2.648039e-01 6.068389e-01 1 0 #> 1975 attest 2.648039e-01 6.068389e-01 1 0 #> 1976 teacher 2.648039e-01 6.068389e-01 1 0 #> 1977 miss 2.648039e-01 6.068389e-01 1 0 #> 1978 julia 2.648039e-01 6.068389e-01 1 0 #> 1979 coleman 2.648039e-01 6.068389e-01 1 0 #> 1980 unchanging 2.648039e-01 6.068389e-01 1 0 #> 1981 hath 2.648039e-01 6.068389e-01 1 0 #> 1982 o 2.648039e-01 6.068389e-01 1 0 #> 1983 milestone 2.648039e-01 6.068389e-01 1 0 #> 1984 spirituality 2.648039e-01 6.068389e-01 1 0 #> 1985 exemplify 2.648039e-01 6.068389e-01 1 0 #> 1986 laugh 2.648039e-01 6.068389e-01 1 0 #> 1987 resurgent 2.648039e-01 6.068389e-01 1 0 #> 1988 despise 2.648039e-01 6.068389e-01 1 0 #> 1989 magnificently 2.648039e-01 6.068389e-01 1 0 #> 1990 prize 2.648039e-01 6.068389e-01 1 0 #> 1991 grasp 2.648039e-01 6.068389e-01 1 0 #> 1992 mediocrity 2.648039e-01 6.068389e-01 1 0 #> 1993 persecute 2.648039e-01 6.068389e-01 1 0 #> 1994 emulation 2.648039e-01 6.068389e-01 1 0 #> 1995 earns 2.648039e-01 6.068389e-01 1 0 #> 1996 politically 2.648039e-01 6.068389e-01 1 0 #> 1997 craving 2.648039e-01 6.068389e-01 1 0 #> 1998 tapping 2.648039e-01 6.068389e-01 1 0 #> 1999 marshaled 2.648039e-01 6.068389e-01 1 0 #> 2000 confuse 2.648039e-01 6.068389e-01 1 0 #> 2001 clearcut 2.648039e-01 6.068389e-01 1 0 #> 2002 intimidate 2.648039e-01 6.068389e-01 1 0 #> 2003 inhospitable 2.648039e-01 6.068389e-01 1 0 #> 2004 perseverance 2.648039e-01 6.068389e-01 1 0 #> 2005 purposeful 2.648039e-01 6.068389e-01 1 0 #> 2006 rekindling 2.648039e-01 6.068389e-01 1 0 #> 2007 basi 2.648039e-01 6.068389e-01 1 0 #> 2008 ensured 2.648039e-01 6.068389e-01 1 0 #> 2009 affirmation 2.648039e-01 6.068389e-01 1 0 #> 2010 ever-expanding 2.648039e-01 6.068389e-01 1 0 #> 2011 hatfield 2.648039e-01 6.068389e-01 1 0 #> 2012 mondale 2.648039e-01 6.068389e-01 1 0 #> 2013 baker 2.648039e-01 6.068389e-01 1 0 #> 2014 moomaw 2.648039e-01 6.068389e-01 1 0 #> 2015 occurrence 2.648039e-01 6.068389e-01 1 0 #> 2016 routinely 2.648039e-01 6.068389e-01 1 0 #> 2017 every-4-year 2.648039e-01 6.068389e-01 1 0 #> 2018 affliction 2.648039e-01 6.068389e-01 1 0 #> 2019 proportions 2.648039e-01 6.068389e-01 1 0 #> 2020 distorts 2.648039e-01 6.068389e-01 1 0 #> 2021 crushes 2.648039e-01 6.068389e-01 1 0 #> 2022 fixed-income 2.648039e-01 6.068389e-01 1 0 #> 2023 shatter 2.648039e-01 6.068389e-01 1 0 #> 2024 causing 2.648039e-01 6.068389e-01 1 0 #> 2025 indignity 2.648039e-01 6.068389e-01 1 0 #> 2026 mortgaging 2.648039e-01 6.068389e-01 1 0 #> 2027 borrowing 2.648039e-01 6.068389e-01 1 0 #> 2028 bastion 2.648039e-01 6.068389e-01 1 0 #> 2029 self-rule 2.648039e-01 6.068389e-01 1 0 #> 2030 elite 2.648039e-01 6.068389e-01 1 0 #> 2031 someone 2.648039e-01 6.068389e-01 1 0 #> 2032 solutions 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2 #> 3831 conform -4.555959e-03 9.461854e-01 0 2 #> 3832 preside -4.555959e-03 9.461854e-01 0 2 #> 3833 answerable -4.555959e-03 9.461854e-01 0 2 #> 3834 congratulation -4.555959e-03 9.461854e-01 0 2 #> 3835 subsided -4.555959e-03 9.461854e-01 0 2 #> 3836 bravely -4.555959e-03 9.461854e-01 0 2 #> 3837 advocacy -4.555959e-03 9.461854e-01 0 2 #> 3838 priceless -4.555959e-03 9.461854e-01 0 2 #> 3839 characterized -4.555959e-03 9.461854e-01 0 2 #> 3840 influenced -4.555959e-03 9.461854e-01 0 2 #> 3841 purchased -4.555959e-03 9.461854e-01 0 2 #> 3842 incidents -4.555959e-03 9.461854e-01 0 2 #> 3843 furnishing -4.555959e-03 9.461854e-01 0 2 #> 3844 grounds -4.555959e-03 9.461854e-01 0 2 #> 3845 polity -4.555959e-03 9.461854e-01 0 2 #> 3846 tumults -4.555959e-03 9.461854e-01 0 2 #> 3847 reciprocity -4.555959e-03 9.461854e-01 0 2 #> 3848 preferment -4.555959e-03 9.461854e-01 0 2 #> 3849 rude -4.555959e-03 9.461854e-01 0 2 #> 3850 colonization -4.555959e-03 9.461854e-01 0 2 #> 3851 inadmissible 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5891 agreeing -3.721574e-01 5.418307e-01 0 1 #> 5892 evening -3.721574e-01 5.418307e-01 0 1 #> 5893 well-spent -3.721574e-01 5.418307e-01 0 1 #> 5894 solicit -3.721574e-01 5.418307e-01 0 1 #> 5895 pleasantness -3.721574e-01 5.418307e-01 0 1 #> 5896 residue -3.721574e-01 5.418307e-01 0 1 #> 5897 consul -3.721574e-01 5.418307e-01 0 1 #> 5898 candidates -3.721574e-01 5.418307e-01 0 1 #> 5899 obtaining -3.721574e-01 5.418307e-01 0 1 #> 5900 indignant -3.721574e-01 5.418307e-01 0 1 #> 5901 fiat -3.721574e-01 5.418307e-01 0 1 #> 5902 delusion -3.721574e-01 5.418307e-01 0 1 #> 5903 approving -3.721574e-01 5.418307e-01 0 1 #> 5904 uttered -3.721574e-01 5.418307e-01 0 1 #> 5905 exonerated -3.721574e-01 5.418307e-01 0 1 #> 5906 classed -3.721574e-01 5.418307e-01 0 1 #> 5907 deceive -3.721574e-01 5.418307e-01 0 1 #> 5908 modify -3.721574e-01 5.418307e-01 0 1 #> 5909 admissions -3.721574e-01 5.418307e-01 0 1 #> 5910 intrust -3.721574e-01 5.418307e-01 0 1 #> 5911 provincial -3.721574e-01 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-8.188615e+00 4.215410e-03 0 22 #> 9238 election -8.224236e+00 4.133461e-03 1 28 #> 9239 position -8.224236e+00 4.133461e-03 1 28 #> 9240 ability -8.224236e+00 4.133461e-03 1 28 #> 9241 office -8.382613e+00 3.788274e-03 9 65 #> 9242 other -8.391467e+00 3.769866e-03 50 211 #> 9243 countrymen -8.392060e+00 3.768636e-03 5 48 #> 9244 local -8.484080e+00 3.582677e-03 3 39 #> 9245 officers -8.560882e+00 3.434630e-03 0 23 #> 9246 currency -8.560882e+00 3.434630e-03 0 23 #> 9247 happy -8.590704e+00 3.378833e-03 1 29 #> 9248 extent -8.590704e+00 3.378833e-03 1 29 #> 9249 extended -8.590704e+00 3.378833e-03 1 29 #> 9250 rights -8.734528e+00 3.122401e-03 22 116 #> 9251 effect -8.830242e+00 2.962790e-03 2 35 #> 9252 reason -8.830242e+00 2.962790e-03 2 35 #> 9253 department -8.933154e+00 2.800403e-03 0 24 #> 9254 expenditures -8.933154e+00 2.800403e-03 0 24 #> 9255 discharge -8.957553e+00 2.763248e-03 1 30 #> 9256 territory -9.188154e+00 2.435864e-03 2 36 #> 9257 parts -9.305431e+00 2.284755e-03 0 25 #> 9258 intercourse -9.305431e+00 2.284755e-03 0 25 #> 9259 wise -9.324747e+00 2.260796e-03 1 31 #> 9260 legislative -9.677713e+00 1.865166e-03 0 26 #> 9261 patriotic -9.677713e+00 1.865166e-03 0 26 #> 9262 popular -9.677713e+00 1.865166e-03 0 26 #> 9263 instrument -9.692254e+00 1.850464e-03 1 32 #> 9264 influence -9.713942e+00 1.828754e-03 5 52 #> 9265 support -9.818484e+00 1.727667e-03 11 78 #> 9266 has -9.833903e+00 1.713244e-03 134 488 #> 9267 therefore -9.879086e+00 1.671679e-03 3 43 #> 9268 experience -9.934957e+00 1.621692e-03 4 48 #> 9269 interest -9.965458e+00 1.595045e-03 8 66 #> 9270 departments -1.005000e+01 1.523479e-03 0 27 #> 9271 feeling -1.005000e+01 1.523479e-03 0 27 #> 9272 practical -1.005000e+01 1.523479e-03 0 27 #> 9273 population -1.006005e+01 1.515192e-03 1 33 #> 9274 whole -1.011446e+01 1.471107e-03 11 79 #> 9275 relations -1.023036e+01 1.381479e-03 3 44 #> 9276 aid -1.026613e+01 1.354945e-03 2 39 #> 9277 opinions -1.042229e+01 1.245032e-03 0 28 #> 9278 mind -1.062671e+01 1.114661e-03 2 40 #> 9279 circumstances -1.062671e+01 1.114661e-03 2 40 #> 9280 were -1.067691e+01 1.084814e-03 21 120 #> 9281 consideration -1.079459e+01 1.017972e-03 0 29 #> 9282 would -1.081940e+01 1.004420e-03 36 175 #> 9283 either -1.098783e+01 9.171206e-04 2 41 #> 9284 parties -1.098783e+01 9.171206e-04 2 41 #> 9285 portion -1.116689e+01 8.327001e-04 0 30 #> 9286 property -1.116689e+01 8.327001e-04 0 30 #> 9287 without -1.141284e+01 7.293824e-04 20 119 #> 9288 objects -1.153920e+01 6.814399e-04 0 31 #> 9289 tariff -1.153920e+01 6.814399e-04 0 31 #> 9290 political -1.184690e+01 5.775727e-04 13 93 #> 9291 independent -1.191151e+01 5.578813e-04 0 32 #> 9292 regard -1.207416e+01 5.112552e-04 2 44 #> 9293 national -1.210560e+01 5.027058e-04 23 133 #> 9294 him -1.243715e+01 4.208777e-04 2 45 #> 9295 attention -1.265615e+01 3.743322e-04 0 34 #> 9296 with -1.267228e+01 3.711163e-04 211 747 #> 9297 object -1.340081e+01 2.515157e-04 0 36 #> 9298 if -1.368906e+01 2.157075e-04 50 237 #> 9299 importance -1.374954e+01 2.088717e-04 1 43 #> 9300 business -1.375921e+01 2.077998e-04 4 59 #> 9301 party -1.400249e+01 1.825688e-04 7 74 #> 9302 fellow-citizens -1.451784e+01 1.388388e-04 0 39 #> 9303 favor -1.451784e+01 1.388388e-04 0 39 #> 9304 condition -1.522942e+01 9.520834e-05 1 47 #> 9305 opinion -1.559965e+01 7.826897e-05 1 48 #> 9306 measures -1.563491e+01 7.682327e-05 0 42 #> 9307 legislation -1.563491e+01 7.682327e-05 0 42 #> 9308 protection -1.571933e+01 7.346964e-05 2 54 #> 9309 i -1.596656e+01 6.447122e-05 176 662 #> 9310 was -1.603761e+01 6.209648e-05 44 226 #> 9311 necessary -1.628091e+01 5.461146e-05 6 76 #> 9312 institutions -1.658554e+01 4.650429e-05 5 72 #> 9313 shall -1.670234e+01 4.372696e-05 53 261 #> 9314 republic -1.702672e+01 3.685752e-05 3 63 #> 9315 duty -1.717009e+01 3.417754e-05 12 106 #> 9316 or -1.727847e+01 3.228246e-05 108 451 #> 9317 subject -1.791883e+01 2.305288e-05 2 60 #> 9318 present -1.905591e+01 1.269441e-05 5 79 #> 9319 constitutional -1.973122e+01 8.913332e-06 0 53 #> 9320 duties -1.976427e+01 8.760513e-06 6 86 #> 9321 interests -1.976927e+01 8.737643e-06 10 105 #> 9322 foreign -1.987685e+01 8.259461e-06 8 96 #> 9323 congress -2.107083e+01 4.426156e-06 12 118 #> 9324 proper -2.116173e+01 4.221093e-06 1 63 #> 9325 administration -2.119051e+01 4.158181e-06 5 85 #> 9326 ought -2.233828e+01 2.286042e-06 0 60 #> 9327 union -2.264361e+01 1.950074e-06 22 166 #> 9328 general -2.270424e+01 1.889508e-06 2 73 #> 9329 revenue -2.271073e+01 1.883129e-06 0 61 #> 9330 laws -2.485039e+01 6.195640e-07 10 120 #> 9331 my -2.487689e+01 6.111053e-07 85 410 #> 9332 me -2.524611e+01 5.046120e-07 20 166 #> 9333 state -2.578880e+01 3.808924e-07 6 103 #> 9334 any -2.688357e+01 2.160879e-07 37 241 #> 9335 powers -2.743044e+01 1.628480e-07 4 97 #> 9336 executive -2.835394e+01 1.010408e-07 3 94 #> 9337 under -2.905967e+01 7.018294e-08 20 178 #> 9338 them -2.959555e+01 5.322702e-08 45 282 #> 9339 may -2.993810e+01 4.460603e-08 47 291 #> 9340 to -3.083126e+01 2.814673e-08 1064 3462 #> 9341 its -3.105133e+01 2.512938e-08 96 476 #> 9342 their -3.330488e+01 7.878465e-09 134 619 #> 9343 policy -3.342861e+01 7.392842e-09 1 96 #> 9344 such -3.557852e+01 2.449741e-09 20 198 #> 9345 government -4.282921e+01 5.973355e-11 84 480 #> 9346 been -5.003130e+01 1.513123e-12 63 425 #> 9347 by -5.161375e+01 6.756817e-13 189 894 #> 9348 upon -5.191189e+01 5.804246e-13 39 332 #> 9349 it -5.269911e+01 3.888001e-13 257 1132 #> 9350 public -5.599225e+01 7.271961e-14 11 213 #> 9351 states -5.913009e+01 1.476597e-14 28 305 #> 9352 constitution -6.116666e+01 5.218048e-15 6 200 #> 9353 be -7.221927e+01 0.000000e+00 257 1224 #> 9354 should -8.310741e+01 0.000000e+00 15 309 #> 9355 which -1.601456e+02 0.000000e+00 95 911 #> 9356 of -1.791785e+02 0.000000e+00 1437 5666 #> 9357 the -2.998572e+02 0.000000e+00 1988 8094
# compare Trump 2017 to other post-war preseidents pwdfm <- dfm(corpus_subset(data_corpus_inaugural, period == "post-war")) head(textstat_keyness(pwdfm, target = "2017-Trump"), 10)
#> feature chi2 p n_target n_reference #> 1 protected 76.64466 0.000000e+00 5 1 #> 2 will 51.44795 7.351897e-13 40 299 #> 3 while 48.23022 3.790079e-12 6 7 #> 4 obama 47.85727 4.584000e-12 3 0 #> 5 we've 47.85727 4.584000e-12 3 0 #> 6 america 31.45537 2.040775e-08 18 112 #> 7 again 27.81145 1.337322e-07 9 33 #> 8 everyone 27.67876 1.432269e-07 4 5 #> 9 your 26.67898 2.402201e-07 11 50 #> 10 transferring 25.54569 4.320292e-07 2 0
# using the likelihood ratio method head(textstat_keyness(dfm_smooth(pwdfm), measure = "lr", target = "2017-Trump"), 10)
#> feature G2 p n_target n_reference #> 1 will 24.604106 7.040156e-07 41 317 #> 2 america 14.040255 1.789387e-04 19 130 #> 3 your 10.435140 1.236402e-03 12 68 #> 4 again 9.758516 1.784939e-03 10 51 #> 5 while 9.504990 2.049139e-03 7 25 #> 6 american 8.877690 2.886766e-03 12 76 #> 7 protected 8.820562 2.978550e-03 6 19 #> 8 back 6.853526 8.846653e-03 7 34 #> 9 you 6.713202 9.570175e-03 14 121 #> 10 country 5.821599 1.583055e-02 10 72