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Words that change often across languages seem to change a lot within a language too Arne Mooers Panayiotis Pappas

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Page 1: Words that change often across languages seem to · PDF fileWords that change often across languages seem to change a lot within a ... Faroese English_ST Takitaki Lithuanian_O

Words that change often across languages seem to change a lot within a language too

Arne Mooers Panayiotis Pappas

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Irish_A Irish_B Welsh_N Welsh_C Breton_List Breton_SE Breton_ST Rumanian_List Vlach Italian Ladin Provencal French Walloon French_Creole_C French_Creole_D Sardinian_N Sardinian_L Sardinian_C Spanish Portuguese_ST Brazilian Catalan German_ST Penn._Dutch Dutch_List Afrikaans Flemish Frisian Swedish_Up Swedish_VL Swedish_List Danish Riksmal Icelandic_ST Faroese English_ST Takitaki Lithuanian_O Lithuanian_ST Latvian Slovenian Lusatian_L Lusatian_U Czech Slovak Czech_E Ukrainian Byelorussian Polish Russian Macedonian Bulgarian Serbocroatian Gyps_Gk Singhalese Kashmiri Marathi Gujarati Panjabi_ST Lahnda Hindi Bengali Nepali_List Khaskura Greek_ML Greek_MD Greek_Mod Greek_D Greek_K Armenian_Mod Armenian_List Ossetic Afghan Waziri Persian_List Tadzik Baluchi Wakhi Albanian_T Albanian_Top Albanian_G Albanian_K Albanian_C Russian_P Ukrainian_P Byelorussian_P Polish_P Slovak_P Czech_P Slovenian_P Serbocroatian_P Macedonian_P Bulgarian_P Albanian

wikipedia

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Pagel et al., 2007

Tree of 87 Indo-European languages

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT.)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO_CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

Start of Swadesh list of words, words that often undergo descent with modification

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CHILD: has 36 different forms among 87 I-E languages

form 1: CHILD - English ! ! !DJALE - Albanian

! SHURU - Kashmiri

form 2. BERNS - Latvian ! BARN - Norwegian

form 3. ENFANT - French ! FANCIULLO - Italian

form 36. PEHDI - Greek

ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT.)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO_CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT.)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO_CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

TO_DIE: has 7 different forms among 87 languages

form 1. DIE - English ! DO - Norwegian

form 2. MOURIR - French ! MORIR - Spanish ! MORIRE - Italian!! UMYRATY - Ukranian ! DA UMRE - Bulgarian

...

form 6. STERVEN - German

form 7. PETHENO - Greek

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT.)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO_CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

FIVE: has only 1 form among all 87 languages

form 1. FIVE - English !!! FEM - Norwegian ! CINQ - French!! P’JAT’ – Ukranian ! PET - Bulgarian

FUNF - German PENDE - Greek CUIG – Irish

! PINDZE - Afghan ! PAE – Gujarati

...etc. etc.

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Pagel et al. also estimated an instantaneous replacement rate (or “macro_rate”) for each of 200 core words.

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R = 0.95

macro_rate estimated on the tree is (pretty much) the number of forms across the 87 languages

macro_rate

number of forms

macro_rate

number of forms

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

And ne gelæd þu us on costnunge, ac alys us of yfele

And lead you us not in temptation, but loose us of evil.

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

And ne gelæd þu us on costnunge, ac alys us of yfele

And lead you us not in temptation, but loose us of evil.

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

And ne gelæd þu us on costnunge, ac alys us of yfele

And lead you us not in temptation, but loose us of evil.

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

And ne gelæd þu us on costnunge, ac alys us of yfele

And lead you us not in temptation, but loose us of evil.

~1000 years of within-lineage, “micro_change”

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

1. Do words that are replaced at a high rate across lineages (“macro_rate”) also change a lot within lineages (“micro_change”)?

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

Old English Modern English amount of “micro” change ban bone 0 (sound change) cild child 0 (sound change) scrat+cratch scratch 1 (contamination) thes this 1 (analogical extension) baeli = bag belly 2 (lexical substitution) blostma flower 2 (borrowed from OFr.)

McFarlane Toys

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

0 10 20 30 40 50

a lot

some

none

prob

(am

ount

of c

hang

e)

75

50

25

0

number of forms in Indo-European

Ordinal Logistic Regression, χ12 = 9.38, p = 0.002! include part of speech, χ12 = 5.80, p = 0.015!

words that change often (macro), also change a lot (micro)

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

(ordinal logistic regression) AIC notes

micro_change ~ macro_rate 299.7 t = 4.11***

Within English vs. Across Indo-European 185 items (200 - 3 conj. and 3 preps. and 9 unscoreable items)

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

conj. prep. adjective verb noun adverb pronoun number

Most of the Swadesh words are adjectives, verbs or nouns

Does variation in “part of speech” explain the correlation? (analogy: morphology vs. behaviour, base position?)

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

(ordinal logistic regression) AIC notes

micro_change ~ macro_rate 299.7 tmacro = 4.11***

micro_change ~ macro_rate + tmacro = 4.06*** part_of_speech 297.6

Repeated micro vs. macro comparison for:

Ancient – Modern Greek tmacro > 2.4* Old – Modern Russian tmacro > 2.8** Latin – Spanish tmacro > 2.6*

Within English vs. Across Indo-European

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

1. Do words that are replaced at a high rate across lineages (“macro_rate”) also change a lot within lineages (“micro_change”)?

2. Is there a mechanism to predict these changes?

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02

46

8

Frequency of Word Use Today (ppM)

Repla

cem

ent R

ate

5 50 500 5000

potential mechanism:

Pagel et al., 2007

r = - 0.37***

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

Words that are used often are under stronger stabilizing selection, and so change less often

If within-language forces shape the rate of change of words across languages, then we should be able to see this pattern within a single language through time

leads to the hypothesis:

Pagel et al.’s proposed explanation:

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

(ordinal logistic regression) AIC notes

micro_change ~ macro_rate 299.7 tmacro = 4.11***

micro_change ~ macro_rate + tmacro = 4.06*** part_of_speech 297.6

Within English vs. Across Indo-European

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

(ordinal logistic regression) AIC notes

micro_change ~ macro_rate 299.7 tmacro = 4.11***

micro_change ~ macro_rate + tmacro = 4.06*** part_of_speech 297.6

micro_change ~ word_use 316.9 tword_use = -1.19

Within English vs. Across Indo-European

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

(ordinal logistic regression) AIC notes

micro_change ~ macro_rate 299.7 tmacro = 4.11***

micro_change ~ macro_rate + tmacro = 4.06*** part_of_speech 297.6

micro_change ~ word_use 316.9 tword_use = -1.19

micro_change ~ macro_rate + tmacro = 3.98*** word_use 301.5 tword_use = 0.4

Within English vs. Across Indo-European

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

micro_change vs. word_use comparison for:

Ancient – Modern Greek tmicro = -1.69 Old – Modern Russian tmicro = -1.68 Latin – Spanish tmicro = -2.98***

The trend is weak…except for Latin to Spanish

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We have now repeated this for three other lineages

Old Russian – Modern Russian association with number of forms: p = 0.0001 association with word use: p = 0.13

Ancient Greek– Modern Greek association with number of forms: p=0.0001 association with word use: p = 0.07

Latin – Spanish association with number of forms: p = 0.001 association with word use: p = 0.004

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ALL!AND!ANIMAL!ASHES!AT!BACK!BAD!BARK(OFATREE)!BECAUSE!BELLY!BIG!BIRD!TO_BITE!BLACK!BLOOD!TO_BLOW(WIND)!BONE!TO_BREATHE!TO_BURN(INT)!CHILD(YOUNG)!CLOUD!COLD(WEATHER)!TO_COME!TO_COUNT!TO CUT!

DAY(NOT NIGHT)!TO_DIE!TO_DIG!DIRTY!DOG!TO_DRINK!DRY(SUBST.)!DULL(KNIFE)!DUST!EAR!EARTH!TO_EAT!EGG!EYE!TO_FALL!FAR!FAT(SUBST.)!FATHER!TO_FEAR!FEATHER!FEW!TO_FIGHT!FIRE FISH!FIVE!

“Micro” evolutionary change within four languages is correlated with “macro” evolutionary replacement rate across languages.

Frequency of word use (today) is only a weak predictor of within-language change across four languages.

κοιλια! γαστηρ!