This function detects multi-word expressions (collocations) of specified sizes that appear at least a specified number of times in the provided tokens.
Examples
# \donttest{
mydata <- TextAnalysisR::SpecialEduTech[seq_len(50), ]
united_tbl <- TextAnalysisR::unite_cols(
mydata,
listed_vars = c("title", "keyword", "abstract")
)
tokens <- TextAnalysisR::prep_texts(united_tbl, text_field = "united_texts")
collocations <- TextAnalysisR::detect_multi_words(tokens, size = 2:3, min_count = 2)
print(collocations)
#> [1] "assisted instruction"
#> [2] "computer assisted"
#> [3] "learning disabilities"
#> [4] "disabled students"
#> [5] "school students"
#> [6] "high school"
#> [7] "elementary school"
#> [8] "mathematics achievement"
#> [9] "special education"
#> [10] "disabilities mathematics"
#> [11] "this study"
#> [12] "educable mentally"
#> [13] "and practice"
#> [14] "with learning"
#> [15] "multiplication facts"
#> [16] "mathematics education"
#> [17] "problem solving"
#> [18] "drill and"
#> [19] "significant differences"
#> [20] "instructional design"
#> [21] "mildly handicapped"
#> [22] "mentally handicapped"
#> [23] "learning disabled"
#> [24] "students with"
#> [25] "teacher assisted"
#> [26] "effects of"
#> [27] "indicated that"
#> [28] "experimental groups"
#> [29] "of the"
#> [30] "curriculum based"
#> [31] "control groups"
#> [32] "disabled children"
#> [33] "assisted instructional"
#> [34] "the effects"
#> [35] "microcomputer assisted"
#> [36] "it is"
#> [37] "determine whether"
#> [38] "who had"
#> [39] "learning handicapped"
#> [40] "mental handicaps"
#> [41] "more effective"
#> [42] "on the"
#> [43] "control group"
#> [44] "use of"
#> [45] "no significant"
#> [46] "handicapped children"
#> [47] "educable mental"
#> [48] "computerized drill"
#> [49] "addition subtraction"
#> [50] "highly structured"
#> [51] "6th graders"
#> [52] "multiplication skills"
#> [53] "video game"
#> [54] "results indicated"
#> [55] "study was"
#> [56] "this article"
#> [57] "word problem"
#> [58] "per week"
#> [59] "to be"
#> [60] "mastered during"
#> [61] "were found"
#> [62] "mathematical ability"
#> [63] "minutes per"
#> [64] "networking system"
#> [65] "education special"
#> [66] "relationship between"
#> [67] "without calculators"
#> [68] "are discussed"
#> [69] "arcade game"
#> [70] "social studies"
#> [71] "intellectual development"
#> [72] "3rd 6th"
#> [73] "attitude toward"
#> [74] "multiple baseline"
#> [75] "in the"
#> [76] "it was"
#> [77] "effectiveness of"
#> [78] "study examined"
#> [79] "teaching methods"
#> [80] "following treatment"
#> [81] "was used"
#> [82] "achievement test"
#> [83] "as educable"
#> [84] "baseline design"
#> [85] "could be"
#> [86] "task behavior"
#> [87] "basic math"
#> [88] "and division"
#> [89] "for each"
#> [90] "instructional procedure"
#> [91] "based on"
#> [92] "basal group"
#> [93] "do not"
#> [94] "computer games"
#> [95] "videodisc group"
#> [96] "all subjects"
#> [97] "subtraction multiplication"
#> [98] "microcomputer technology"
#> [99] "mathematical abilities"
#> [100] "per day"
#> [101] "mild disabilities"
#> [102] "computer software"
#> [103] "mildly mentally"
#> [104] "multiplication and"
#> [105] "results indicate"
#> [106] "was also"
#> [107] "classified as"
#> [108] "intermediate grades"
#> [109] "the effectiveness"
#> [110] "division facts"
#> [111] "video arcade"
#> [112] "child computers"
#> [113] "grouping self"
#> [114] "iq sex"
#> [115] "literature review"
#> [116] "post tests"
#> [117] "several important"
#> [118] "experimental group"
#> [119] "secondary educable"
#> [120] "mild mental"
#> [121] "adolescents classified"
#> [122] "subjects were"
#> [123] "was administered"
#> [124] "videodisc program"
#> [125] "counting strategies"
#> [126] "higher retention"
#> [127] "speed acquisition"
#> [128] "they worked"
#> [129] "correct responding"
#> [130] "repeated measures"
#> [131] "days per"
#> [132] "calculators over"
#> [133] "elementary secondary"
#> [134] "solution strategy"
#> [135] "speed accuracy"
#> [136] "word problems"
#> [137] "skill acquisition"
#> [138] "practice game"
#> [139] "problems mastered"
#> [140] "with specific"
#> [141] "but had"
#> [142] "grades through"
#> [143] "which they"
#> [144] "who completed"
#> [145] "had not"
#> [146] "self selected"
#> [147] "teacher intervention"
#> [148] "mentally retarded"
#> [149] "math achievement"
#> [150] "special humans"
#> [151] "old male"
#> [152] "randomly assigned"
#> [153] "scale iq"
#> [154] "single subject"
#> [155] "had higher"
#> [156] "selected goals"
#> [157] "only one"
#> [158] "accuracy acquisition"
#> [159] "posttest scores"
#> [160] "procedure intervention"
#> [161] "of multiplication"
#> [162] "external locus"
#> [163] "goal condition"
#> [164] "to provide"
#> [165] "specific learning"
#> [166] "room programs"
#> [167] "study investigated"
#> [168] "aged children"
#> [169] "game format"
#> [170] "remedial teaching"
#> [171] "over time"
#> [172] "days after"
#> [173] "educational technology"
#> [174] "written response"
#> [175] "not achieved"
#> [176] "time series"
#> [177] "design across"
#> [178] "it appears"
#> [179] "maintenance test"
#> [180] "retarded yr"
#> [181] "such as"
#> [182] "calculator on"
#> [183] "ss completed"
#> [184] "addition but"
#> [185] "can provide"
#> [186] "task within"
#> [187] "per minute"
#> [188] "performance iq"
#> [189] "drills practice"
#> [190] "solving task"
#> [191] "secondary education"
#> [192] "test scores"
#> [193] "significantly more"
#> [194] "computational performance"
#> [195] "simple addition"
#> [196] "the experimental"
#> [197] "immediately following"
#> [198] "significantly better"
#> [199] "arithmetic word"
#> [200] "was employed"
#> [201] "arcade games"
#> [202] "graders computer"
#> [203] "series design"
#> [204] "achievement level"
#> [205] "game environment"
#> [206] "disabled adolescents"
#> [207] "automaticity in"
#> [208] "significant effect"
#> [209] "differences between"
#> [210] "basic academic"
#> [211] "across subjects"
#> [212] "results suggest"
#> [213] "pretest math"
#> [214] "feedback procedures"
#> [215] "differences in"
#> [216] "grouping instructional"
#> [217] "indicate that"
#> [218] "suggest that"
#> [219] "pencil and"
#> [220] "found between"
#> [221] "found when"
#> [222] "student classified"
#> [223] "delivered feedback"
#> [224] "children with"
#> [225] "instructional methods"
#> [226] "instruction in"
#> [227] "in addition"
#> [228] "level sex"
#> [229] "two curricula"
#> [230] "to determine"
#> [231] "can be"
#> [232] "retention level"
#> [233] "achieved automaticity"
#> [234] "had significant"
#> [235] "selected from"
#> [236] "information processing"
#> [237] "interactive videodisc"
#> [238] "student attitude"
#> [239] "junior high"
#> [240] "indicated significant"
#> [241] "basic skills"
#> [242] "during computer"
#> [243] "long division"
#> [244] "design was"
#> [245] "article is"
#> [246] "arithmetic remedial"
#> [247] "retarded ss"
#> [248] "are available"
#> [249] "structured program"
#> [250] "an average"
#> [251] "educational games"
#> [252] "elementary aged"
#> [253] "resource room"
#> [254] "language arts"
#> [255] "disabled elementary"
#> [256] "instructional strategy"
#> [257] "basal curriculum"
#> [258] "as an"
#> [259] "there were"
#> [260] "the calculator"
#> [261] "conductance level"
#> [262] "both groups"
#> [263] "in grades"
#> [264] "completed by"
#> [265] "in mathematics"
#> [266] "handicapped learners"
#> [267] "handicapped partner"
#> [268] "groups were"
#> [269] "each student"
#> [270] "practice activities"
#> [271] "academic skills"
#> [272] "group based"
#> [273] "general education"
#> [274] "analysis of"
#> [275] "traditional instruction"
#> [276] "either drill"
#> [277] "yr old"
#> [278] "instructional effectiveness"
#> [279] "three teachers"
#> [280] "are presented"
#> [281] "training study"
#> [282] "hand held"
#> [283] "held calculator"
#> [284] "grade level"
#> [285] "results also"
#> [286] "educational microcomputer"
#> [287] "problems given"
#> [288] "development disorder"
#> [289] "single digit"
#> [290] "investigation was"
#> [291] "attention problems"
#> [292] "teach multiplication"
#> [293] "structured teacher"
#> [294] "mathematics instruction"
#> [295] "addition facts"
#> [296] "and paper"
#> [297] "guidelines are"
#> [298] "4th 6th"
#> [299] "arithmetic facts"
#> [300] "an investigation"
#> [301] "problems completed"
#> [302] "study compared"
#> [303] "selected computer"
#> [304] "self esteem"
#> [305] "students computer"
#> [306] "children while"
#> [307] "improved performance"
#> [308] "teacher implementation"
#> [309] "full scale"
#> [310] "half hour"
#> [311] "internal external"
#> [312] "particularly selective"
#> [313] "substantial increases"
#> [314] "visual cues"
#> [315] "problems while"
#> [316] "using computer"
#> [317] "performance characteristics"
#> [318] "to work"
#> [319] "practice program"
#> [320] "attitude inventory"
#> [321] "help seeking"
#> [322] "loosely structured"
#> [323] "group received"
#> [324] "four groups"
#> [325] "implications for"
#> [326] "responding oral"
#> [327] "selective attention"
#> [328] "present study"
#> [329] "arc ed"
#> [330] "remedial education"
#> [331] "game formats"
#> [332] "the study"
#> [333] "repeated practice"
#> [334] "schools instructional"
#> [335] "following conclusions"
#> [336] "ss were"
#> [337] "problems when"
#> [338] "handicapped students"
#> [339] "in arithmetic"
#> [340] "administered as"
#> [341] "instructional procedures"
#> [342] "school aged"
#> [343] "toward school"
#> [344] "strategies for"
#> [345] "conceptual understanding"
#> [346] "motivational features"
#> [347] "yr olds"
#> [348] "study teaching"
#> [349] "software programs"
#> [350] "performed significantly"
#> [351] "to increase"
#> [352] "an interactive"
#> [353] "math concepts"
#> [354] "with mild"
#> [355] "game or"
#> [356] "assigned to"
#> [357] "behavior analytic"
#> [358] "iq full"
#> [359] "the videodisc"
#> [360] "skin conductance"
#> [361] "computation skills"
#> [362] "correct performance"
#> [363] "large group"
#> [364] "as well"
#> [365] "based measurement"
#> [366] "achievement child"
#> [367] "was assessed"
#> [368] "goal structures"
#> [369] "achievement gains"
#> [370] "by their"
#> [371] "grade children"
#> [372] "strategy choices"
#> [373] "mental retardation"
#> [374] "proportion word"
#> [375] "instructional approaches"
#> [376] "instructional purposes"
#> [377] "during teacher"
#> [378] "education teaching"
#> [379] "facts by"
#> [380] "at the"
#> [381] "two groups"
#> [382] "mathematics curriculum"
#> [383] "instructional technology"
#> [384] "hour per"
#> [385] "spark computerized"
#> [386] "in basic"
#> [387] "experimental and"
#> [388] "apple ii"
#> [389] "artificial intelligence"
#> [390] "cooperative competitive"
#> [391] "questions asked"
#> [392] "active teaching"
#> [393] "for all"
#> [394] "developing math"
#> [395] "computer networking"
#> [396] "test was"
#> [397] "was found"
#> [398] "ed curriculum"
#> [399] "retarded children"
#> [400] "they did"
#> [401] "their use"
#> [402] "of control"
#> [403] "division problems"
#> [404] "computer use"
#> [405] "appears to"
#> [406] "to improve"
#> [407] "rather than"
#> [408] "for the"
#> [409] "after the"
#> [410] "high schools"
#> [411] "practice methods"
#> [412] "that selected"
#> [413] "procedures were"
#> [414] "two way"
#> [415] "had conceptual"
#> [416] "no change"
#> [417] "by the"
#> [418] "group grade"
#> [419] "students in"
#> [420] "acquisition of"
#> [421] "effect of"
#> [422] "humans learning"
#> [423] "even after"
#> [424] "variables were"
#> [425] "were discussed"
#> [426] "were employed"
#> [427] "used to"
#> [428] "students were"
#> [429] "approach was"
#> [430] "was conducted"
#> [431] "sample was"
#> [432] "math skills"
#> [433] "differences existed"
#> [434] "innovative videodisc"
#> [435] "strategy choice"
#> [436] "school remedial"
#> [437] "order to"
#> [438] "drills education"
#> [439] "or teacher"
#> [440] "purpose of"
#> [441] "the subjects"
#> [442] "solving achievement"
#> [443] "achievement when"
#> [444] "conclusions were"
#> [445] "phases were"
#> [446] "were consistently"
#> [447] "were randomly"
#> [448] "were recorded"
#> [449] "were trained"
#> [450] "curriculum this"
#> [451] "an instructional"
#> [452] "instruction elementary"
#> [453] "math computation"
#> [454] "higher on"
#> [455] "on either"
#> [456] "there was"
#> [457] "was designed"
#> [458] "on active"
#> [459] "were administered"
#> [460] "six students"
#> [461] "feedback on"
#> [462] "be device"
#> [463] "of problems"
#> [464] "computers education"
#> [465] "used as"
#> [466] "disabilities mathematical"
#> [467] "disabled 3rd"
#> [468] "disabled improved"
#> [469] "drill program"
#> [470] "non learning"
#> [471] "teaching basic"
#> [472] "working in"
#> [473] "in math"
#> [474] "reward on"
#> [475] "math automaticity"
#> [476] "reading and"
#> [477] "that the"
#> [478] "found that"
#> [479] "in order"
#> [480] "were compared"
#> [481] "whether students"
#> [482] "compared to"
#> [483] "teaching aids"
#> [484] "basic multiplication"
#> [485] "the control"
#> [486] "the basal"
#> [487] "the purpose"
#> [488] "basic fraction"
#> [489] "mathematics concepts"
#> [490] "for weeks"
#> [491] "algorithm for"
#> [492] "math microcomputers"
#> [493] "practice task"
#> [494] "the hand"
#> [495] "recorded on"
#> [496] "spent on"
#> [497] "trained on"
#> [498] "on long"
#> [499] "conditions for"
#> [500] "for only"
#> [501] "games as"
#> [502] "mathematics problem"
#> [503] "nondisabled students"
#> [504] "formats to"
#> [505] "program was"
#> [506] "with partner"
#> [507] "the teacher"
#> [508] "with coaching"
#> [509] "group configuration"
#> [510] "group performed"
#> [511] "available for"
#> [512] "means for"
#> [513] "reading math"
#> [514] "was compared"
#> [515] "students who"
#> [516] "practice games"
#> [517] "disadvantaged by"
#> [518] "male with"
#> [519] "education elementary"
#> [520] "and pencil"
#> [521] "paper and"
#> [522] "on mathematics"
#> [523] "the number"
#> [524] "disabilities special"
#> [525] "on microcomputer"
#> [526] "level performance"
#> [527] "on performance"
#> [528] "were selected"
#> [529] "severely handicapped"
#> [530] "software use"
#> [531] "worked with"
#> [532] "subjects in"
#> [533] "embedding drill"
#> [534] "computerized mathematics"
#> [535] "the data"
#> [536] "of microcomputer"
#> [537] "for these"
#> [538] "response for"
#> [539] "arithmetic achievement"
#> [540] "practice on"
#> [541] "effect on"
#> [542] "identical problems"
#> [543] "story problems"
#> [544] "teaching paradigm"
#> [545] "calculator with"
#> [546] "computer delivered"
#> [547] "problem selections"
#> [548] "math facts"
#> [549] "computers with"
#> [550] "work with"
#> [551] "an innovative"
#> [552] "in teaching"
#> [553] "the tutor"
#> [554] "the relationship"
#> [555] "computation and"
#> [556] "posttest and"
#> [557] "week for"
#> [558] "on paper"
#> [559] "examined the"
#> [560] "describes computer"
#> [561] "as function"
#> [562] "as having"
#> [563] "change group"
#> [564] "noted as"
#> [565] "total group"
#> [566] "in terms"
#> [567] "the results"
#> [568] "number of"
#> [569] "of this"
#> [570] "performance of"
#> [571] "designed to"
#> [572] "to teach"
#> [573] "adolescents with"
#> [574] "device that"
#> [575] "indicating that"
#> [576] "differences were"
#> [577] "education students"
#> [578] "system on"
#> [579] "for both"
#> [580] "intervention was"
#> [581] "posttest was"
#> [582] "and control"
#> [583] "disabled no"
#> [584] "students child"
#> [585] "and second"
#> [586] "mathematics system"
#> [587] "students receiving"
#> [588] "automaticity was"
#> [589] "education reading"
#> [590] "reading education"
#> [591] "sex and"
#> [592] "appear to"
#> [593] "necessary to"
#> [594] "to follow"
#> [595] "retarded students"
#> [596] "found to"
#> [597] "disabled junior"
#> [598] "assessed in"
#> [599] "the effect"
#> [600] "the following"
#> [601] "with calculators"
#> [602] "administration of"
#> [603] "influence of"
#> [604] "rates of"
#> [605] "ability students"
#> [606] "them to"
#> [607] "and normal"
#> [608] "normal and"
#> [609] "strategies and"
#> [610] "computer based"
#> [611] "instruction learning"
#> [612] "instruction than"
#> [613] "skills to"
#> [614] "of reward"
#> [615] "better in"
#> [616] "discussed in"
#> [617] "experience in"
#> [618] "increases in"
#> [619] "participated in"
#> [620] "well in"
#> [621] "deficits in"
#> [622] "evaluated in"
#> [623] "disabled ss"
#> [624] "was significant"
#> [625] "with mildly"
#> [626] "were matched"
#> [627] "prior to"
#> [628] "structured computer"
#> [629] "students classified"
#> [630] "expectations of"
#> [631] "role of"
#> [632] "addition learning"
#> [633] "for remedial"
#> [634] "programs for"
#> [635] "achievement in"
#> [636] "one of"
#> [637] "to have"
#> [638] "to their"
#> [639] "mathematics skills"
#> [640] "investigation of"
#> [641] "variables of"
#> [642] "task was"
#> [643] "learning disorders"
#> [644] "increase in"
#> [645] "for use"
#> [646] "software for"
#> [647] "locus of"
#> [648] "terms of"
#> [649] "with traditional"
#> [650] "was concluded"
#> [651] "for ss"
#> [652] "teaching mathematics"
#> [653] "focused on"
#> [654] "period on"
#> [655] "the influence"
#> [656] "on task"
#> [657] "normal students"
#> [658] "learning handicaps"
#> [659] "acquisition and"
#> [660] "grades and"
#> [661] "use with"
#> [662] "used in"
#> [663] "of video"
#> [664] "instruction high"
#> [665] "mathematics disability"
#> [666] "with more"
#> [667] "employed in"
#> [668] "the networking"
#> [669] "math instruction"
#> [670] "the first"
#> [671] "the future"
#> [672] "the same"
#> [673] "on their"
#> [674] "for learning"
#> [675] "to assess"
#> [676] "able to"
#> [677] "attributed to"
#> [678] "for teaching"
#> [679] "education teachers"
#> [680] "dealing with"
#> [681] "with efficiency"
#> [682] "to help"
#> [683] "division for"
#> [684] "found for"
#> [685] "to two"
#> [686] "of computerized"
#> [687] "of correct"
#> [688] "and feedback"
#> [689] "enrolled in"
#> [690] "the training"
#> [691] "examined in"
#> [692] "understanding of"
#> [693] "used for"
#> [694] "teachers on"
#> [695] "that computer"
#> [696] "handicapped and"
#> [697] "achievement of"
#> [698] "first and"
#> [699] "given and"
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# }
