Replication Data for: Less is More: Why All Paradigms are Defective, and Why that is a Good Thing (doi:10.18710/VDWPZS)

View:

Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

Replication Data for: Less is More: Why All Paradigms are Defective, and Why that is a Good Thing

doi:10.18710/VDWPZS

DataverseNO

2018-05-25

1

Janda, Laura A; Tyers, Francis M., 2018, "Replication Data for: Less is More: Why All Paradigms are Defective, and Why that is a Good Thing", https://doi.org/10.18710/VDWPZS, DataverseNO, V1, UNF:6:hiDJKeFSs1ZOccEs0dU0gw== [fileUNF]

Replication Data for: Less is More: Why All Paradigms are Defective, and Why that is a Good Thing

doi:10.18710/VDWPZS

Janda, Laura A (UiT The Arctic University of Norway)

Tyers, Francis M. (National Research University Higher School of Economics)

UiT The Arctic University of Norway

DataverseNO

The Tromsø Repository of Language and Linguistics (TROLLing)

Janda, Laura A

Janda, Laura A

2018-05-16

https://doi.org/10.18710/VDWPZS

Arts and Humanities, morphology, paradigm, Russian, corpus, computational experiment, correspondence analysis, recurrent neural network

<p>Only a fraction of lexemes are encountered in all their paradigm forms in any corpus or even in the lifetime of any speaker. This raises a question as to how it is that native speakers confidently produce and comprehend word forms that they have never witnessed. We present the results of an experiment using a recurrent neural network computational learning model. In particular, we compare the model’s production of unencountered forms using two types of training data: full paradigms vs. single word forms for Russian nouns, verbs, and adjectives. In the long run, the model displays better performance when exposed to the more naturalistic training on single word forms, even though the other training data is much larger as it includes full paradigms for each and every word. We discuss why “defective” paradigms may be better for human learners as well.</p> <p>This post contains data and R code for the grammatical profiles of Russian nouns and the correspondence analysis carried out in Section 3 of the article.</p>

Russian Federation

corpus data

<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>

Janda, A. & Tyers, M. (2021). Less is more: why all paradigms are defective, and why that is a good thing . Corpus Linguistics and Linguistic Theory, 17(1), 109-141. https://doi.org/10.1515/cllt-2018-0031

10.1515/cllt-2018-0031

Janda, A. & Tyers, M. (2021). Less is more: why all paradigms are defective, and why that is a good thing . Corpus Linguistics and Linguistic Theory, 17(1), 109-141. https://doi.org/10.1515/cllt-2018-0031

• Number of cases: 96

• No. of variables per record: 16

• Type of File: text/tab-separated-values

UNF:6:tOGjGj/b5QGhwfkqHUhmeA==

This is data on masculine animate I-declension nouns.

• Number of cases: 315

• No. of variables per record: 16

• Type of File: text/tab-separated-values

UNF:6:o7E+2y+DIM9kDN4ruHvxqQ==

This is data on masculine inanimate I-declension nouns.

• Number of cases: 238

• No. of variables per record: 16

• Type of File: text/tab-separated-values

UNF:6:R5FtCii2elIIdisnd+0KrQ==

This is data on neuter I-declension nouns.

• Number of cases: 262

• No. of variables per record: 16

• Type of File: text/tab-separated-values

UNF:6:C3L6eflT2zWf3SBwTUVmMw==

This is data on feminine inanimate II-declension nouns.

• Number of cases: 75

• No. of variables per record: 16

• Type of File: text/tab-separated-values

UNF:6:fEn6Y1tibh6ekQclpfGqTw==

This is data on feminine inanimate III-declension nouns.

• freq - freq
• lemma - lemma
• gramm - gramm
• total - total
• sg.nom - sg.nom
• sg.gen - sg.gen
• sg.dat - sg.dat
• sg.acc - sg.acc
• sg.ins - sg.ins
• sg.loc - sg.loc
• pl.nom - pl.nom
• pl.gen - pl.gen
• pl.dat - pl.dat
• pl.acc - pl.acc
• pl.ins - pl.ins
• pl.loc - pl.loc
• freq - freq
• lemma - lemma
• gramm - gramm
• total - total
• sg.nom - sg.nom
• sg.gen - sg.gen
• sg.dat - sg.dat
• sg.acc - sg.acc
• sg.ins - sg.ins
• sg.loc - sg.loc
• pl.nom - pl.nom
• pl.gen - pl.gen
• pl.dat - pl.dat
• pl.acc - pl.acc
• pl.ins - pl.ins
• pl.loc - pl.loc
• freq - freq
• lemma - lemma
• gramm - gramm
• total - total
• sg.nom - sg.nom
• sg.gen - sg.gen
• sg.dat - sg.dat
• sg.acc - sg.acc
• sg.ins - sg.ins
• sg.loc - sg.loc
• pl.nom - pl.nom
• pl.gen - pl.gen
• pl.dat - pl.dat
• pl.acc - pl.acc
• pl.ins - pl.ins
• pl.loc - pl.loc
• freq - freq
• lemma - lemma
• gramm - gramm
• total - total
• sg.nom - sg.nom
• sg.gen - sg.gen
• sg.dat - sg.dat
• sg.acc - sg.acc
• sg.ins - sg.ins
• sg.loc - sg.loc
• pl.nom - pl.nom
• pl.gen - pl.gen
• pl.dat - pl.dat
• pl.acc - pl.acc
• pl.ins - pl.ins
• pl.loc - pl.loc
• freq - freq
• lemma - lemma
• gramm - gramm
• total - total
• sg.nom - sg.nom
• sg.gen - sg.gen
• sg.dat - sg.dat
• sg.acc - sg.acc
• sg.ins - sg.ins
• sg.loc - sg.loc
• pl.nom - pl.nom
• pl.gen - pl.gen
• pl.dat - pl.dat
• pl.acc - pl.acc
• pl.ins - pl.ins
• pl.loc - pl.loc

f3755 Location:

Summary Statistics: Mean 157.55208333333346; Max. 2651.0; Valid 96.0; Min. 50.0; StDev 278.95503768214246;

Variable Format: numeric

Notes: UNF:6:srbnUiMc+Y1kRWnPTsmGUw==

f3755 Location:

Variable Format: character

Notes: UNF:6:ylElF5oXcmBld9dxFLZReQ==

f3755 Location:

Variable Format: character

Notes: UNF:6:qMUBwFvSdqLl0KvvqEI5uw==

f3755 Location:

Summary Statistics: StDev 278.95503768214246; Min. 50.0; Max. 2651.0; Mean 157.55208333333346; Valid 96.0

Variable Format: numeric

Notes: UNF:6:srbnUiMc+Y1kRWnPTsmGUw==

f3755 Location:

Summary Statistics: Mean 21.665416666666665; StDev 16.282396494804903; Valid 96.0; Min. 0.0; Max. 61.87

Variable Format: numeric

Notes: UNF:6:B4XHPal4T+M7rzDn3fEySQ==

f3755 Location:

Summary Statistics: Mean 10.993333333333334; Min. 0.0; Max. 40.0; Valid 96.0; StDev 8.12401102213182

Variable Format: numeric

Notes: UNF:6:424ETOgBMI9ExpQ2QMTn4w==

f3755 Location:

Summary Statistics: Max. 21.54; Min. 0.0; StDev 3.8855571300041802; Mean 3.40875; Valid 96.0

Variable Format: numeric

Notes: UNF:6:kCnV1oZmC5/DjQxmKYACQw==

f3755 Location:

Summary Statistics: Mean 3.2011458333333334; Max. 18.12; Valid 96.0; StDev 3.3620203417749837; Min. 0.0

Variable Format: numeric

Notes: UNF:6:ccaACb7U2Ie75fOGY5bpDg==

f3755 Location:

Summary Statistics: Min. 0.0; Mean 4.840729166666667; Valid 96.0; StDev 4.074626813985009; Max. 25.68

Variable Format: numeric

Notes: UNF:6:7Ecd37rolg7lQz0eKkdafg==

f3755 Location:

Summary Statistics: StDev 0.7941968731023906; Max. 3.31; Min. 0.0; Mean 0.4513541666666667; Valid 96.0

Variable Format: numeric

Notes: UNF:6:q3PX/sU4gMgaeYOL9Rd++g==

f3755 Location:

Summary Statistics: StDev 12.467533520881275; Mean 19.447395833333335; Max. 57.63; Min. 0.0; Valid 96.0

Variable Format: numeric

Notes: UNF:6:h/p54kiol9/xa+1Ib53H5w==

f3755 Location:

Summary Statistics: Min. 0.0; StDev 13.576056883917026; Max. 59.62; Mean 22.910729166666666; Valid 96.0

Variable Format: numeric

Notes: UNF:6:eOq6ijDuMyOU51rU/7wRNg==

f3755 Location:

Summary Statistics: Max. 21.09; Mean 4.096875; Min. 0.0; StDev 3.7806110095146206; Valid 96.0

Variable Format: numeric

Notes: UNF:6:IvKtuGR9auR3XWrPsnQd3w==

f3755 Location:

Summary Statistics: Mean 4.195729166666666; StDev 3.204358789554157; Max. 16.42; Min. 0.0; Valid 96.0

Variable Format: numeric

Notes: UNF:6:H40mBX7XCzdI81U87a/8Qw==

f3755 Location:

Summary Statistics: Min. 0.0; Mean 4.147708333333333; Max. 15.69; Valid 96.0; StDev 3.567274495264053

Variable Format: numeric

Notes: UNF:6:/etrEBDXvpcWyG13+pdI0A==

f3755 Location:

Summary Statistics: StDev 1.0497712156766146; Max. 5.08; Valid 96.0; Min. 0.0; Mean 0.591875

Variable Format: numeric

Notes: UNF:6:J+jrMRf+iTcZv5BMs9zNuA==

f3756 Location:

Summary Statistics: Mean 173.21904761904722; StDev 295.1723553811489; Min. 50.0; Valid 315.0; Max. 4795.0

Variable Format: numeric

Notes: UNF:6:eI6olFo8piKlSIMDfmF5Xw==

f3756 Location:

Variable Format: character

Notes: UNF:6:3cUur0teD88v9mOcma1YkA==

f3756 Location:

Variable Format: character

Notes: UNF:6:vtRdlklkXjjJ6Llcg8SA8w==

f3756 Location:

Summary Statistics: Valid 315.0; StDev 294.6082558348046; Max. 4795.0; Mean 172.75873015873026; Min. 50.0

Variable Format: numeric

Notes: UNF:6:s33OqiDLxlgfD/9ZXtfPkQ==

f3756 Location:

Summary Statistics: Mean 15.542793650793651; Min. 0.0; Max. 75.76; Valid 315.0; StDev 10.383389500590772;

Variable Format: numeric

Notes: UNF:6:VPoIZajbuX7JwI4hKvYhpQ==

f3756 Location:

Summary Statistics: StDev 14.506619357608207; Valid 315.0; Max. 83.45; Mean 21.652857142857144; Min. 0.0

Variable Format: numeric

Notes: UNF:6:OF/btPZXcAfkdST7CQ26zw==

f3756 Location:

Summary Statistics: StDev 4.969486021854096; Max. 35.24; Mean 3.502126984126984; Min. 0.0; Valid 315.0

Variable Format: numeric

Notes: UNF:6:dvmXKKZBn7syp0dctXcG+Q==

f3756 Location:

Summary Statistics: Mean 13.11552380952381; Min. 0.0; Max. 94.4; Valid 315.0; StDev 10.81850855488585;

Variable Format: numeric

Notes: UNF:6:8RWQoOfJ7+Ti5srIPSawpw==

f3756 Location:

Summary Statistics: StDev 7.40190837724392; Min. 0.0; Valid 315.0; Mean 5.332285714285714; Max. 74.9;

Variable Format: numeric

Notes: UNF:6:HVJOhSP4XbjJXl6dby1/YQ==

f3756 Location:

Summary Statistics: StDev 11.951417913052982; Min. 0.0; Max. 90.48; Valid 315.0; Mean 9.98079365079365

Variable Format: numeric

Notes: UNF:6:qDV29nxJRpWW3bminZ5vLA==

f3756 Location:

Summary Statistics: StDev 6.262040107727485; Valid 315.0; Mean 6.065650793650794; Max. 31.67; Min. 0.0

Variable Format: numeric

Notes: UNF:6:CV6dOzLCuYNn4vV7WfLZFg==

f3756 Location:

Summary Statistics: Mean 12.889047619047618; Max. 78.77; Min. 0.0; Valid 315.0; StDev 14.299937498670337

Variable Format: numeric

Notes: UNF:6:TZqzwTCn+gLs4+kb7v5q6A==

f3756 Location:

Summary Statistics: Mean 1.361015873015873; Min. 0.0; Max. 20.99; Valid 315.0; StDev 2.332757911629394

Variable Format: numeric

Notes: UNF:6:YDoZB2P4cZB0rp2wJbfyQw==

f3756 Location:

Summary Statistics: Max. 29.41; Min. 0.0; StDev 5.543695277054897; Valid 315.0; Mean 5.46;

Variable Format: numeric

Notes: UNF:6:vr0I9QyxQhg4vHLcKEEoGw==

f3756 Location:

Summary Statistics: Min. 0.0; StDev 2.9961768059364466; Mean 2.0587301587301585; Valid 315.0; Max. 23.08;

Variable Format: numeric

Notes: UNF:6:v1H4yL/UhUCgN0SQDRjAzg==

f3756 Location:

Summary Statistics: StDev 4.203741375118464; Min. 0.0; Valid 315.0; Mean 2.959301587301588; Max. 28.53

Variable Format: numeric

Notes: UNF:6:I6DTyjSv+GQsPAW0rHrcjA==

f3757 Location:

Summary Statistics: StDev 155.15582312877478; Min. 50.0; Mean 151.54201680672244; Max. 1229.0; Valid 238.0

Variable Format: numeric

Notes: UNF:6:ib67JxBj9nDoU9UvheatgA==

f3757 Location:

Variable Format: character

Notes: UNF:6:vZeaTj1RYvpSAYH6GBPdUQ==

f3757 Location:

Variable Format: character

Notes: UNF:6:cDbDKzDrFWsYYUX5Bn8oQA==

f3757 Location:

Summary Statistics: Valid 238.0; Min. 50.0; Max. 1229.0; Mean 151.54201680672244; StDev 155.15582312877478

Variable Format: numeric

Notes: UNF:6:ib67JxBj9nDoU9UvheatgA==

f3757 Location:

Summary Statistics: Valid 238.0; Max. 83.81; Min. 0.0; Mean 16.459285714285713; StDev 10.25804090872675;

Variable Format: numeric

Notes: UNF:6:lwJh7i7TiffHHlvHVzbDTQ==

f3757 Location:

Summary Statistics: Valid 238.0; Max. 91.24; StDev 17.398621394518948; Min. 0.0; Mean 25.560756302521007

Variable Format: numeric

Notes: UNF:6:koB8rotzHICcU63vBT5BNA==

f3757 Location:

Summary Statistics: Mean 4.992310924369748; StDev 8.481821770366809; Max. 91.91; Min. 0.0; Valid 238.0

Variable Format: numeric

Notes: UNF:6:1uLbYjdNz7sCif+VHCS68w==

f3757 Location:

Summary Statistics: StDev 10.445025413622371; Valid 238.0; Mean 13.796302521008403; Max. 94.17; Min. 0.0

Variable Format: numeric

Notes: UNF:6:I0BEFmwAFNUtm+hbGjqYTg==

f3757 Location:

Summary Statistics: Max. 61.7; Min. 0.0; Mean 5.688613445378151; StDev 7.066087561586267; Valid 238.0;

Variable Format: numeric

Notes: UNF:6:hp9GSyrzD1IoC8gVrgAaRQ==

f3757 Location:

Summary Statistics: StDev 13.714531994412479; Mean 10.110882352941177; Max. 100.0; Valid 238.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:QB2AwcpILeEUSzqWXXPgLA==

f3757 Location:

Summary Statistics: Min. 0.0; StDev 6.479711404763247; Max. 30.3; Mean 5.218277310924369; Valid 238.0

Variable Format: numeric

Notes: UNF:6:coQ51cHpMzuIU+2wiQBbaA==

f3757 Location:

Summary Statistics: Mean 8.794831932773109; StDev 10.65857285419065; Valid 238.0; Min. 0.0; Max. 44.23

Variable Format: numeric

Notes: UNF:6:i53b/LXyD8/X09Kj77zN0g==

f3757 Location:

Summary Statistics: Valid 238.0; Max. 34.4; Min. 0.0; StDev 3.2683782809280917; Mean 1.4679411764705876

Variable Format: numeric

Notes: UNF:6:G08TTUfmnpX3a7uww9M38Q==

f3757 Location:

Summary Statistics: StDev 5.596976874593767; Valid 238.0; Mean 4.134159663865546; Max. 28.99; Min. 0.0

Variable Format: numeric

Notes: UNF:6:gTVbEpzhZZNrNyvBEdp2xQ==

f3757 Location:

Summary Statistics: StDev 3.2240187957476016; Valid 238.0; Max. 22.64; Mean 1.846470588235294; Min. 0.0

Variable Format: numeric

Notes: UNF:6:bBNuLJL7cy+t1G1Itoz02Q==

f3757 Location:

Summary Statistics: Mean 1.928865546218487; StDev 4.3751532793872405; Min. 0.0; Valid 238.0; Max. 45.44

Variable Format: numeric

Notes: UNF:6:ikOwFRezmK/iFY16XfMzQw==

f3758 Location:

Summary Statistics: Mean 168.38167938931304; Min. 50.0; Max. 1614.0; Valid 262.0; StDev 182.54333272424128;

Variable Format: numeric

Notes: UNF:6:+uT9jejYU2rBBCF/PNzX1g==

f3758 Location:

Variable Format: character

Notes: UNF:6:jP1LdK5CpS9n2/IVyFuRgg==

f3758 Location:

Variable Format: character

Notes: UNF:6:+ZT6F1vxkoIt8WIbuqVKlw==

f3758 Location:

Summary Statistics: Mean 168.37404580152642; Min. 50.0; Valid 262.0; StDev 182.53314760650912; Max. 1614.0

Variable Format: numeric

Notes: UNF:6:WgCyFbciZwuYcxXnXZ6HHg==

f3758 Location:

Summary Statistics: Max. 85.45; StDev 10.041803784255912; Min. 0.0; Mean 16.622786259541986; Valid 262.0;

Variable Format: numeric

Notes: UNF:6:snCe6/zMWdjmPxijweDLew==

f3758 Location:

Summary Statistics: Max. 65.75; Min. 0.0; Valid 262.0; StDev 14.738611944360466; Mean 23.93942748091603

Variable Format: numeric

Notes: UNF:6:igNHlJrKaz61cdBItW69+w==

f3758 Location:

Summary Statistics: Max. 31.15; Valid 262.0; StDev 4.940357599455122; Min. 0.0; Mean 4.341984732824428;

Variable Format: numeric

Notes: UNF:6:jbmPL8/KDug3h3eXmYroTg==

f3758 Location:

Summary Statistics: Mean 15.491717557251908; Valid 262.0; Max. 91.49; Min. 0.0; StDev 10.590926306381332;

Variable Format: numeric

Notes: UNF:6:M2cEThNseWK+y28onW83CQ==

f3758 Location:

Summary Statistics: Max. 63.93; StDev 7.083504257056527; Valid 262.0; Mean 5.81912213740458; Min. 0.0

Variable Format: numeric

Notes: UNF:6:/chibax+RSoLKohKNx9SBQ==

f3758 Location:

Summary Statistics: Mean 8.900496183206107; Max. 56.57; StDev 9.232129062819277; Valid 262.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:q09SOVm7rNs0G2Hsx06zHw==

f3758 Location:

Summary Statistics: Mean 5.232251908396947; StDev 5.60705370326682; Min. 0.0; Valid 262.0; Max. 27.8;

Variable Format: numeric

Notes: UNF:6:2ytyrRcJl2hzm3ppCHrlcw==

f3758 Location:

Summary Statistics: StDev 11.5498120499068; Mean 10.116526717557251; Max. 72.62; Min. 0.0; Valid 262.0;

Variable Format: numeric

Notes: UNF:6:9bhpr3kArekFm4lvGINIgw==

f3758 Location:

Summary Statistics: Max. 18.82; Mean 1.0919847328244272; Min. 0.0; StDev 2.0031434759414086; Valid 262.0;

Variable Format: numeric

Notes: UNF:6:c5iH5AECKFy2TDRL1BDT9A==

f3758 Location:

Summary Statistics: Mean 4.3178625954198475; Valid 262.0; Min. 0.0; StDev 5.017792329146585; Max. 28.33

Variable Format: numeric

Notes: UNF:6:wKI9qqIrNQlwzIMneO8FAw==

f3758 Location:

Summary Statistics: Valid 262.0; StDev 2.099626447776877; Max. 11.54; Min. 0.0; Mean 1.5750763358778626;

Variable Format: numeric

Notes: UNF:6:2AOGi0oMTZQ3mkuWCu/HhA==

f3758 Location:

Summary Statistics: Mean 2.549809160305344; Valid 262.0; StDev 5.966273116944062; Min. 0.0; Max. 82.19

Variable Format: numeric

Notes: UNF:6:7p5Ip1SeR0mJGyfBRm9Mmg==

f3759 Location:

Summary Statistics: Min. 50.0; Max. 1009.0; Mean 165.61333333333343; StDev 177.38627063278884; Valid 75.0;

Variable Format: numeric

Notes: UNF:6:OGnBftTCtx5b/PvXH57dSw==

f3759 Location:

Variable Format: character

Notes: UNF:6:tsKMnSOqrt8ey802xMvjOA==

f3759 Location:

Variable Format: character

Notes: UNF:6:yV92hPEWhD2NtDm3YShF/A==

f3759 Location:

Summary Statistics: Min. 50.0; Valid 75.0; StDev 177.37241322419047; Max. 1009.0; Mean 165.60000000000005;

Variable Format: numeric

Notes: UNF:6:TbXQjYsHb5yotNRbZQvUCQ==

f3759 Location:

Summary Statistics: Min. 1.67; Mean 18.40426666666667; Valid 75.0; StDev 10.629039794588925; Max. 65.42

Variable Format: numeric

Notes: UNF:6:0KthFyJDsrZjQVAdMFK4rw==

f3759 Location:

Summary Statistics: StDev 15.215209671027651; Min. 1.42; Valid 75.0; Max. 63.87; Mean 24.850266666666666

Variable Format: numeric

Notes: UNF:6:OQ+KMjCbNckvUZuT2FkGzg==

f3759 Location:

Summary Statistics: Valid 75.0; Min. 0.0; StDev 7.32437018661882; Max. 51.83; Mean 4.263466666666667;

Variable Format: numeric

Notes: UNF:6:7Vw47bhNzyIVxAbDtLQ4Uw==

f3759 Location:

Summary Statistics: StDev 12.155437481241075; Min. 1.67; Mean 17.683333333333334; Max. 56.0; Valid 75.0

Variable Format: numeric

Notes: UNF:6:KQIY5uCGizRck2n/0C3SwQ==

f3759 Location:

Summary Statistics: Min. 0.0; Max. 71.23; StDev 10.45902161203815; Valid 75.0; Mean 8.0156

Variable Format: numeric

Notes: UNF:6:FSJazCLt9/biHvfvWTHjcQ==

f3759 Location:

Summary Statistics: Min. 0.0; Max. 52.13; StDev 10.277064173976733; Valid 75.0; Mean 7.902933333333333

Variable Format: numeric

Notes: UNF:6:/c3wZB/e8edgMAGsHJyYPg==

f3759 Location:

Summary Statistics: Max. 21.67; Min. 0.0; Valid 75.0; StDev 4.894232524104265; Mean 3.6496;

Variable Format: numeric

Notes: UNF:6:/rS7V7s7jWZMwQvsU7PF6Q==

f3759 Location:

Summary Statistics: Valid 75.0; StDev 8.984533240494443; Min. 0.0; Mean 6.489466666666667; Max. 41.51;

Variable Format: numeric

Notes: UNF:6:I3gvrrMmia4kbVgyIiiP5w==

f3759 Location:

Summary Statistics: Mean 0.8734666666666666; StDev 1.9830140132073146; Max. 11.11; Valid 75.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:++MJi+SXWzTeT9Whq9HRvw==

f3759 Location:

Summary Statistics: Mean 4.5178666666666665; Min. 0.0; StDev 6.713354640008417; Max. 32.76; Valid 75.0

Variable Format: numeric

Notes: UNF:6:wdBcJ6BgpJ1p2XXsxoVfbw==

f3759 Location:

Summary Statistics: Max. 16.67; Valid 75.0; Min. 0.0; Mean 1.5768; StDev 2.7537066714580245

Variable Format: numeric

Notes: UNF:6:XWlJonnGNGBnL1sbuc8ikw==

f3759 Location:

Summary Statistics: Valid 75.0; StDev 2.756235080652561; Mean 1.7737333333333334; Min. 0.0; Max. 12.82

Variable Format: numeric

Notes: UNF:6:LPqXGTkW7vGGwAwplBQtLQ==

Label:

Paradigms.R

Text:

This is an annotated R script.

type/x-r-syntax

Label:

Paradigms.R.pdf

Text:

This is an annotated R script.

application/pdf

Label:

README file.pdf

Text:

This file describes all the other files in this post.

application/pdf