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Spelling.ipynb
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"source": "# Compute spelling mistakes in Luxembourgish micro-texts from 2009 to 2012 in R\n# Data: public comments to news stories, approximately 18 Millions word tokens\n# Using hunspell and the Luxembourgish dictionary (http://spellchecker.lu) to detect the misspellings per text\n# Calculate ratio of misspellings to word count of text\n# Draw histogramm\n# Do this for the four years, 2009, 2010, 2011, 2012\n# Ratio of misspelled words ranges around 25% of tokens, thus no big changes over time visible\n# Next steps: \n# - do same task for types instead of tokens to get rid of skewed frequency effects \n# - switch to Python",
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"source": "# install.packages(\"hunspell\")\nlibrary(hunspell)\nrtl <- read.table(\"<PATH to text data> 2009.txt\", sep=\";\", allowEscapes = T)\n#head(rtl, n=2)\n\n# function to remove URLs from data\nremoveURL <- function(x) gsub(\"http[[:alnum:][:punct:]]*\", \"\", x)\nrtl$V3 <- removeURL(rtl$V3)\n \n# create a new column with the wordcount of the original post\nrtl$wordcount <- sapply(gregexpr(\"\\\\S+\", rtl$V3), length)\n\n# use only posts with >= 50 words\nrtl <- subset(rtl, rtl$wordcount>=50)\n \n# load the Luxembourgish dictionary\nlux <- dictionary(\"/Library/Spelling/lb_LU.dic\")\n \n# create a new column with the list of misspelled words; may take long...\nrtl$errors <- hunspell(as.character(rtl$V3), dict=lux)\n\n# create a new column with the count of the misspelled words (still a problem with 'character(0) lists which are counted as '1' too!)\nrtl$errorcount <- sapply(gregexpr(\"\\\\S+\", rtl$errors), length)\n \n# ratio of errors\nrtl$ratio_errors <- rtl$errorcount/rtl$wordcount\nhead(rtl, n=2) \n \n# draw histogramm\nhist(rtl$ratio_errors, breaks=50, main=\"Ratio of misspellings 2009\")",
"execution_count": 8,
"outputs": [
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"text/html": "<table>\n<thead><tr><th></th><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>wordcount</th><th scope=col>errors</th><th scope=col>errorcount</th><th scope=col>ratio_errors</th></tr></thead>\n<tbody>\n\t<tr><th scope=row>1</th><td>2008-12-02 15:09:36 </td><td>R. Mahr </td><td>Sou wéi all Députéierten d'Recht huet, no séngem Gewëssen ze décidéieren, huet, menger Meenung no, och de Grand-Duc dëst Recht.\nHien huet do e grouse perséinleche Konflikt, op hien sengem Gewëssen oder senger Flicht als Staatschef follegt.\nSou eng kromm Tour, wéi säi Monni, de belsche Kinnek Baudouin, an der Zäit gemeet huet fir d'Gesetz iwwer d'Ofdreiwung net brauchen ze ënnerschreiwen, ass engem Grand-Duc net würdeg.\nEch huelen unn, dat eis Constitutioun esou e Fall virgsäit an da wier et richteg sech un déi Reegelung ze halen. \nR. Mahr </td><td> 89 </td><td>Députéierten, séngem , décidéieren , grouse , Baudouin , gemeet , unn , virgsäit , Mahr </td><td> 9 </td><td>0.1011236 </td></tr>\n\t<tr><th scope=row>4</th><td>2008-12-02 15:27:42 </td><td>Pascal </td><td>Fir d'eischt mol ech sinn fir D'Euthanasie, an fannen et wichteg dass do eppes geschitt. Ech sinn der Meenung dass all Mensch Recht huet mat sengem Kierper ze maachen wat hien well, quit dass daat eng aaner Diskussion ass.Mai dass schons eerlech wann den Grand-Duc mat sengem Gewessen eppes net veräntwerten kann dass en dann net ennerschreiwt.\nMeenungsfreiheet ass een Menschenrecht an daat gelt och fir den Grand-Duc. Sein perseinlechen Choix ass se respekteeren, mai et geet net dass ee Gesetz wann et geschtemmt ginn ass, duerch engem seng perseinlech Meenung kann gestopp ginn, och mat allem Respekt, wann daat den Grand-Duc ass. \nFir Gesetzestexter se aenneen fannen ech gudd, mai den Grand-Duc soll awer am Endeffekt et mat senger Ennerschreft bestaetegen, wann en et net mecht sinn ech dofir dass dann ee Referendum an Volleck gemaach get. Fir et dann mat engem naechsten Vote et an der Chamber dann awer duerch ze kreen sinn ech dergeint, aus der einfacher Uersach wenn wees wei eng Regierung mier an 10-15 Joer hun, wann den Grand-Duc dann seng Ennerschreft net get, et wees en jo net iwwert wei een Gesetz et do handelt,kinnt Chamber daat dann waer durchkreen, an daat fannen ech gefeerlech. Den Grand-Duc kann demno wei nach dei eenzeg Persoun sinn dei eppes kann stoppen, wou Volleck net dermat averstaanen ass. Dofir wier meng perseinlech Meenung wann den Grand-Duc een Gesetz net ennerschreiwt innerhalb vun 6 Meint een Referendum doriwwer ofgehalen get. </td><td>242 </td><td>eischt , Mensch , quit , daat , aaner , Diskussion , Mai , schons , eerlech , Gewessen , ennerschreiwt , Meenungsfreiheet, Menschenrecht , daat , Sein , perseinlechen , respekteeren , mai , geschtemmt , perseinlech , gestopp , daat , aenneen , gudd , mai , Ennerschreft , bestaetegen , mecht , Volleck , get , naechsten , Vote , kreen , dergeint , Uersach , wees , mier , hun , Ennerschreft , get , wees , kinnt , daat , waer , durchkreen , daat , gefeerlech , demno , dei , dei , Volleck , averstaanen , perseinlech , ennerschreiwt , Meint , get </td><td>56 </td><td>0.2314050 </td></tr>\n</tbody>\n</table>\n",
"text/latex": "\\begin{tabular}{r|lllllll}\n & V1 & V2 & V3 & wordcount & errors & errorcount & ratio\\_errors\\\\\n\\hline\n\t1 & 2008-12-02 15:09:36 & R. Mahr & Sou wéi all Députéierten d'Recht huet, no séngem Gewëssen ze décidéieren, huet, menger Meenung no, och de Grand-Duc dëst Recht.\nHien huet do e grouse perséinleche Konflikt, op hien sengem Gewëssen oder senger Flicht als Staatschef follegt.\nSou eng kromm Tour, wéi säi Monni, de belsche Kinnek Baudouin, an der Zäit gemeet huet fir d'Gesetz iwwer d'Ofdreiwung net brauchen ze ënnerschreiwen, ass engem Grand-Duc net würdeg.\nEch huelen unn, dat eis Constitutioun esou e Fall virgsäit an da wier et richteg sech un déi Reegelung ze halen. \nR. Mahr & 89 & Députéierten, séngem , décidéieren , grouse , Baudouin , gemeet , unn , virgsäit , Mahr & 9 & 0.1011236 \\\\\n\t4 & 2008-12-02 15:27:42 & Pascal & Fir d'eischt mol ech sinn fir D'Euthanasie, an fannen et wichteg dass do eppes geschitt. Ech sinn der Meenung dass all Mensch Recht huet mat sengem Kierper ze maachen wat hien well, quit dass daat eng aaner Diskussion ass.Mai dass schons eerlech wann den Grand-Duc mat sengem Gewessen eppes net veräntwerten kann dass en dann net ennerschreiwt.\nMeenungsfreiheet ass een Menschenrecht an daat gelt och fir den Grand-Duc. Sein perseinlechen Choix ass se respekteeren, mai et geet net dass ee Gesetz wann et geschtemmt ginn ass, duerch engem seng perseinlech Meenung kann gestopp ginn, och mat allem Respekt, wann daat den Grand-Duc ass. \nFir Gesetzestexter se aenneen fannen ech gudd, mai den Grand-Duc soll awer am Endeffekt et mat senger Ennerschreft bestaetegen, wann en et net mecht sinn ech dofir dass dann ee Referendum an Volleck gemaach get. Fir et dann mat engem naechsten Vote et an der Chamber dann awer duerch ze kreen sinn ech dergeint, aus der einfacher Uersach wenn wees wei eng Regierung mier an 10-15 Joer hun, wann den Grand-Duc dann seng Ennerschreft net get, et wees en jo net iwwert wei een Gesetz et do handelt,kinnt Chamber daat dann waer durchkreen, an daat fannen ech gefeerlech. Den Grand-Duc kann demno wei nach dei eenzeg Persoun sinn dei eppes kann stoppen, wou Volleck net dermat averstaanen ass. Dofir wier meng perseinlech Meenung wann den Grand-Duc een Gesetz net ennerschreiwt innerhalb vun 6 Meint een Referendum doriwwer ofgehalen get. & 242 & eischt , Mensch , quit , daat , aaner , Diskussion , Mai , schons , eerlech , Gewessen , ennerschreiwt , Meenungsfreiheet, Menschenrecht , daat , Sein , perseinlechen , respekteeren , mai , geschtemmt , perseinlech , gestopp , daat , aenneen , gudd , mai , Ennerschreft , bestaetegen , mecht , Volleck , get , naechsten , Vote , kreen , dergeint , Uersach , wees , mier , hun , Ennerschreft , get , wees , kinnt , daat , waer , durchkreen , daat , gefeerlech , demno , dei , dei , Volleck , averstaanen , perseinlech , ennerschreiwt , Meint , get & 56 & 0.2314050 \\\\\n\\end{tabular}\n",
"text/markdown": "\n| <!--/--> | V1 | V2 | V3 | wordcount | errors | errorcount | ratio_errors | \n|---|---|\n| 1 | 2008-12-02 15:09:36 | R. Mahr | Sou wéi all Députéierten d'Recht huet, no séngem Gewëssen ze décidéieren, huet, menger Meenung no, och de Grand-Duc dëst Recht.\nHien huet do e grouse perséinleche Konflikt, op hien sengem Gewëssen oder senger Flicht als Staatschef follegt.\nSou eng kromm Tour, wéi säi Monni, de belsche Kinnek Baudouin, an der Zäit gemeet huet fir d'Gesetz iwwer d'Ofdreiwung net brauchen ze ënnerschreiwen, ass engem Grand-Duc net würdeg.\nEch huelen unn, dat eis Constitutioun esou e Fall virgsäit an da wier et richteg sech un déi Reegelung ze halen. \nR. Mahr | 89 | Députéierten, séngem , décidéieren , grouse , Baudouin , gemeet , unn , virgsäit , Mahr | 9 | 0.1011236 | \n| 4 | 2008-12-02 15:27:42 | Pascal | Fir d'eischt mol ech sinn fir D'Euthanasie, an fannen et wichteg dass do eppes geschitt. Ech sinn der Meenung dass all Mensch Recht huet mat sengem Kierper ze maachen wat hien well, quit dass daat eng aaner Diskussion ass.Mai dass schons eerlech wann den Grand-Duc mat sengem Gewessen eppes net veräntwerten kann dass en dann net ennerschreiwt.\nMeenungsfreiheet ass een Menschenrecht an daat gelt och fir den Grand-Duc. Sein perseinlechen Choix ass se respekteeren, mai et geet net dass ee Gesetz wann et geschtemmt ginn ass, duerch engem seng perseinlech Meenung kann gestopp ginn, och mat allem Respekt, wann daat den Grand-Duc ass. \nFir Gesetzestexter se aenneen fannen ech gudd, mai den Grand-Duc soll awer am Endeffekt et mat senger Ennerschreft bestaetegen, wann en et net mecht sinn ech dofir dass dann ee Referendum an Volleck gemaach get. Fir et dann mat engem naechsten Vote et an der Chamber dann awer duerch ze kreen sinn ech dergeint, aus der einfacher Uersach wenn wees wei eng Regierung mier an 10-15 Joer hun, wann den Grand-Duc dann seng Ennerschreft net get, et wees en jo net iwwert wei een Gesetz et do handelt,kinnt Chamber daat dann waer durchkreen, an daat fannen ech gefeerlech. Den Grand-Duc kann demno wei nach dei eenzeg Persoun sinn dei eppes kann stoppen, wou Volleck net dermat averstaanen ass. Dofir wier meng perseinlech Meenung wann den Grand-Duc een Gesetz net ennerschreiwt innerhalb vun 6 Meint een Referendum doriwwer ofgehalen get. | 242 | eischt , Mensch , quit , daat , aaner , Diskussion , Mai , schons , eerlech , Gewessen , ennerschreiwt , Meenungsfreiheet, Menschenrecht , daat , Sein , perseinlechen , respekteeren , mai , geschtemmt , perseinlech , gestopp , daat , aenneen , gudd , mai , Ennerschreft , bestaetegen , mecht , Volleck , get , naechsten , Vote , kreen , dergeint , Uersach , wees , mier , hun , Ennerschreft , get , wees , kinnt , daat , waer , durchkreen , daat , gefeerlech , demno , dei , dei , Volleck , averstaanen , perseinlech , ennerschreiwt , Meint , get | 56 | 0.2314050 | \n\n\n",
"text/plain": " V1 V2 \n1 2008-12-02 15:09:36 R. Mahr\n4 2008-12-02 15:27:42 Pascal \n V3 \n1 Sou wéi all Députéierten d'Recht huet, no séngem Gewëssen ze décidéieren, huet, menger Meenung no, och de Grand-Duc dëst Recht.\\nHien huet do e grouse perséinleche Konflikt, op hien sengem Gewëssen oder senger Flicht als Staatschef follegt.\\nSou eng kromm Tour, wéi säi Monni, de belsche Kinnek Baudouin, an der Zäit gemeet huet fir d'Gesetz iwwer d'Ofdreiwung net brauchen ze ënnerschreiwen, ass engem Grand-Duc net würdeg.\\nEch huelen unn, dat eis Constitutioun esou e Fall virgsäit an da wier et richteg sech un déi Reegelung ze halen. \\nR. Mahr \n4 Fir d'eischt mol ech sinn fir D'Euthanasie, an fannen et wichteg dass do eppes geschitt. Ech sinn der Meenung dass all Mensch Recht huet mat sengem Kierper ze maachen wat hien well, quit dass daat eng aaner Diskussion ass.Mai dass schons eerlech wann den Grand-Duc mat sengem Gewessen eppes net veräntwerten kann dass en dann net ennerschreiwt.\\nMeenungsfreiheet ass een Menschenrecht an daat gelt och fir den Grand-Duc. Sein perseinlechen Choix ass se respekteeren, mai et geet net dass ee Gesetz wann et geschtemmt ginn ass, duerch engem seng perseinlech Meenung kann gestopp ginn, och mat allem Respekt, wann daat den Grand-Duc ass. \\nFir Gesetzestexter se aenneen fannen ech gudd, mai den Grand-Duc soll awer am Endeffekt et mat senger Ennerschreft bestaetegen, wann en et net mecht sinn ech dofir dass dann ee Referendum an Volleck gemaach get. Fir et dann mat engem naechsten Vote et an der Chamber dann awer duerch ze kreen sinn ech dergeint, aus der einfacher Uersach wenn wees wei eng Regierung mier an 10-15 Joer hun, wann den Grand-Duc dann seng Ennerschreft net get, et wees en jo net iwwert wei een Gesetz et do handelt,kinnt Chamber daat dann waer durchkreen, an daat fannen ech gefeerlech. Den Grand-Duc kann demno wei nach dei eenzeg Persoun sinn dei eppes kann stoppen, wou Volleck net dermat averstaanen ass. Dofir wier meng perseinlech Meenung wann den Grand-Duc een Gesetz net ennerschreiwt innerhalb vun 6 Meint een Referendum doriwwer ofgehalen get. \n wordcount\n1 89 \n4 242 \n errors \n1 Députéierten, séngem , décidéieren , grouse , Baudouin , gemeet , unn , virgsäit , Mahr \n4 eischt , Mensch , quit , daat , aaner , Diskussion , Mai , schons , eerlech , Gewessen , ennerschreiwt , Meenungsfreiheet, Menschenrecht , daat , Sein , perseinlechen , respekteeren , mai , geschtemmt , perseinlech , gestopp , daat , aenneen , gudd , mai , Ennerschreft , bestaetegen , mecht , Volleck , get , naechsten , Vote , kreen , dergeint , Uersach , wees , mier , hun , Ennerschreft , get , wees , kinnt , daat , waer , durchkreen , daat , gefeerlech , demno , dei , dei , Volleck , averstaanen , perseinlech , ennerschreiwt , Meint , get \n errorcount ratio_errors\n1 9 0.1011236 \n4 56 0.2314050 "
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AABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB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QIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwCYJXHWTGqutBAgQILBWgQdmb7dK\nPrLWvdoZAQIECBAgQIAAAQIERijw3Tmn+yezf0y7Y+qel/xn8tHkp5PjkkNZvjMH67kddSgP\n6lgECBAgQIAAAQIECGyGwG3TzBfPNPWNWb4sOXqq/jGZ/9ok52T66aTbXJLcMzkYZd65vTwH\n6nEP9cDsYLTPPgkQIEBgRAJHjOhcnAoBAgQIHD6BV+XQV9/i8DfP+uck/5XcJ3lo0kHKm5Iz\nkj9NbpxcmqyzzDu3M3OADtw6MFMIECBAgMDaBAyQ1kZpRwQIENjzAienhR1EvSD50FRr35b5\nVye3T74l+XBysMsvH+wD2D8BAgQIbKaAAdJm9rtWEyCweQLHpsm96vP3ybWSByXvSzq4+YHk\nmOTI5NTkrOTvktnSbVou3D+5wtd+YMN0WXS8N2SjL042vHOm357cMrkg+dfkNclXkpYer+8z\nmndu+1J/i+SlybB9Zi9/T9IDMv22LqR8IHld8qUurFD6fHnvpOd7teT9yenJl5OhLGtzB5bz\n/Kc9bpNt7p58QzL0QY8zXe6aheslPfYjkx6zZsOAtVfw2hfHJ+cmHay+Pln3Vb3sUiFAgAAB\nAgQIECCwewXukFO/LHlm8tnJfJcfkvQ9RZ1vOv+SpGX2PUh9Ad9tzkyOS56RPD2ZVxYdr4Oi\n6yQvS4bjnTeZ7/K/JDdJWk5IFp3by7Ou2/c8hnJiZvqhEa3/XHLRZL51/VCHAy3flAe+K+l+\nu8/PTOb/KdPbJUNZ1uZl6/r4X086iGl7+96uTv87aX0HZ0M5PTMfS56b9Hyav0pa7pZ0sNi6\nnuPFk/n3ZHrTRCFAgAABAgQIECBAYCIwvED/apZfkdwreeJkXScdRHx8armzswOk1vX2ur4A\n7yCrV6B+PzkqmS3LjvcL2bj7+M3k+knLrZJh0NNB3HSZd27DtsMAqe9H+ufkC8lDk6skV056\nNamDpU8kxyQ7Ld1HBxgdrPxI0uWWuyfnJx3QDe1f1uZl63olqB71vmHSUpfXJq2f7qfTs9yB\nVK/iPSp5WPK9Sct/JOclt+5CyrWSWnYfz0oUAgQIECBAgAABAgQmAsML9LOz3FvEZsu8Qci8\nAVIHCH3B3oFBX3g3n0862LlmMpRlx+u2b06uMWw8mQ6P6QBuusw7t9kB0uPzgJ7LU6cfOJl/\nwmTdaXPWbVXVwVb3e/qcDZ82Wfdjk3XD+c8zXrSunh3sdLDVK2vTpZ6fTD6fDLY9j57PTybT\npbfwdRB3RjIM4jJ7eV8/OdNTuqAQIECAwNYC/QubQoAAAQKbI/CBNPXiFZrbF+e/lnxL8jvJ\ne5Lzksclb02OTKbLvOP9TDa4RzK8L6hXS05O7p20zA6c9tcu/3r7yeoXz9nsRZO675izbquq\n75ps8DeZ9na66fQWu5bZ/c5r8/4t978natr/G7LiuknfJ3TRsNFk+sVMX5X0StC3TuqGSW/5\nmy5fycLfJ/uStyePT3pVrsf65aTvdVIIECBAYBsCBkjbQLIJAQIE9pDAWWtsy4XZ15uSvnjv\nlY0Tk1OT6TLveH3u6XZ/m3wm6QCrg6sOnFqmr4Dsr9n6awdslyWztwn2kecmX05u2YUdlhMm\n2/e9QB34TOclk3Wz+53X5smml3/4wjDfac+75WP7J//v61C/nWM8MI+uaQd1Pd8O4Hrb3S8k\nw22AmVUIECBAYJnAEctWWkeAAAECe05glf8b1Cs7/XS4XjX62pRM9/l7yX2TOyZ9n9JQ5h3v\nuVn52KQv3l+WdH8deJyTfDI5kNKrLR1YHZ18dWYHHRz0FrReZdlpGR7z8Dzw0wse3Pc4TZd5\nbR7Wz67rebdcc//k/3299qRmOI9hg9n9tL4Dwbsm35ycktwzuUtyWnKn5AcShQABAgS2EDBA\n2gLIagIECBD4X4HnZ64Dhe9PesvZdBkGTLODk+ltOn+DpIOjXt3orWm9sjOUO09mrjpU7GD6\n0Wzb87p18s6Zx/UKVwdPw9WYmdVLF/91sraDoL+e2bK3xrUNn5qp38liz7ul5z2vDPVbnXsH\nWL2Cd17yL0nP+znJsUkHn/dIbpJ0EKoQIECAwBIBt9gtwbGKAAECGyTQgc2iqxgDQ2+ja3nE\n/skVvvYT3lrevX+y8Os3Ttb0asz04KgDmA6cWmbfx7Sdc3v1/ode6cmZdl/T5ecnC30/z07L\n8Ely3cfswK1Xwv4q6dWZAy116ICuA5gOtqbLbbNwv6S37HWQs6z0Fry3Ji+a2ej8LHdw1Q9w\nmL0KNbOpRQIECBAgQIAAAQKbI3CHNPWypO9NmVfOSGXXvzB5ZNLyxqR1R3chpbd7fShpXQcH\nfTH+smQYRJyZ+eHOhEXHu0a2OTfpPp6RdHDxkKSDl95u1kHT7GDgjNR1+xcmw7m9fFJ3XKZD\neWVmut3rkvsnP5gMdc/P/OzAKVXbKn+YrbrftyU91+77j5PWvSYZyqI2d/1W6y7JNp9Nnpj0\nStjjkg5umtsnQzk9Mz3uMUPF1LRX9bqug8VTkwcnf5K07i8ShQABAgQIECBAgACBicCyF+jd\nZF/Sqxl9Md1BUMvsAKl110/ekPQFfbdtentdBzjTg5Vlx+sn1vXWsuHxl2a+L/xvMZn2asdN\nkqHsy8zsuc0bIPXK09OSLyTDvv8t87+UHOjgKA+9/H8q/WymHcAM+22bX5HcKBnKsjYvW9fH\nn5i8Nxn2/6XMvyU5KZkudeo28wZIx6b+z5J6DvvprYHPTWavyqVKIUCAAAECBAgQIEBgK4Eb\nZoOrb7VR1vdqUq9O/FFyvWSn5Sp5wC2S2yXbOV42u/yfqG5n2w6Gjk9u3getuXx99tcrOvMG\nKOs4VPdbk6NW2Nm18tjbJCckqwwMVzgFDyVAgAABAgQIECCweQK9Re7pm9dsLSZAgACBvSzg\nL0t7uXe1jQABAgdX4GqT3V98cA+z1r2fnL1dZ5t77HuiztjmtjYjQIAAAQIECBAgQIDArhPo\nJ8Z1QLed/OOua50TJkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC\nBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwGYL/A8YZB6soeetCQAAAABJRU5E\nrkJggg==",
"text/plain": "Plot with title “Ratio of misspellings 2009”"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "# install.packages(\"hunspell\")\nlibrary(hunspell)\nrtl <- read.table(\"<PATH to text data> 2010.txt\", sep=\";\", allowEscapes = T)\n#head(rtl, n=2)\n\n# function to remove URLs from data\nremoveURL <- function(x) gsub(\"http[[:alnum:][:punct:]]*\", \"\", x)\nrtl$V3 <- removeURL(rtl$V3)\n \n# create a new column with the wordcount of the original post\nrtl$wordcount <- sapply(gregexpr(\"\\\\S+\", rtl$V3), length)\n\n# use only posts with >= 50 words\nrtl <- subset(rtl, rtl$wordcount>=50)\n \n# load the Luxembourgish dictionary\nlux <- dictionary(\"/Library/Spelling/lb_LU.dic\")\n \n# create a new column with the list of misspelled words; may take long...\nrtl$errors <- hunspell(as.character(rtl$V3), dict=lux)\n\n# create a new column with the count of the misspelled words (still a problem with 'character(0) lists which are counted as '1' too!)\nrtl$errorcount <- sapply(gregexpr(\"\\\\S+\", rtl$errors), length)\n \n# ratio of errors\nrtl$ratio_errors <- rtl$errorcount/rtl$wordcount\n \n# draw histogramm\nhist(rtl$ratio_errors, breaks=50, main=\"Ratio of misspellings 2010\")",
"execution_count": 9,
"outputs": [
{
"data": {
"image/png": 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Rla2y4D3j7ZOqkfjr0m0QgQIECAAAECBAgQILBJ32/SMGmKN8vOSo192+RuiUaA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"text/plain": "Plot with title “Ratio of misspellings 2010”"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# install.packages(\"hunspell\")\nlibrary(hunspell)\nrtl <- read.table(\"<PATH to text data> 2011.txt\", sep=\";\", allowEscapes = T)\n\n# function to remove URLs from data\nremoveURL <- function(x) gsub(\"http[[:alnum:][:punct:]]*\", \"\", x)\nrtl$V3 <- removeURL(rtl$V3)\n \n# create a new column with the wordcount of the original post\nrtl$wordcount <- sapply(gregexpr(\"\\\\S+\", rtl$V3), length)\n\n# use only posts with >= 50 words\nrtl <- subset(rtl, rtl$wordcount>=50)\n \n# load the Luxembourgish dictionary\nlux <- dictionary(\"/Library/Spelling/lb_LU.dic\")\n \n# create a new column with the list of misspelled words; may take long...\nrtl$errors <- hunspell(as.character(rtl$V3), dict=lux)\n\n# create a new column with the count of the misspelled words (still a problem with 'character(0) lists which are counted as '1' too!)\nrtl$errorcount <- sapply(gregexpr(\"\\\\S+\", rtl$errors), length)\n \n# ratio of errors\nrtl$ratio_errors <- rtl$errorcount/rtl$wordcount\n \n# draw histogramm\nhist(rtl$ratio_errors, breaks=50, main=\"Ratio of misspellings 2011\")",
"execution_count": 5,
"outputs": [
{
"data": {
"image/png": 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MFu1fGAr0v/L3XcRncCBAgQIECAwMQFFEgTJ7VDAr0WWD9nf0dye3L3mBL3S7+N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\nRK5CYII=",
"text/plain": "Plot with title “Ratio of misspellings 2011”"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# install.packages(\"hunspell\")\nlibrary(hunspell)\nrtl <- read.table(\"<PATH to text data> 2012.txt\", sep=\";\", allowEscapes = T)\n\n# function to remove URLs from data\nremoveURL <- function(x) gsub(\"http[[:alnum:][:punct:]]*\", \"\", x)\nrtl$V3 <- removeURL(rtl$V3)\n \n# create a new column with the wordcount of the original post\nrtl$wordcount <- sapply(gregexpr(\"\\\\S+\", rtl$V3), length)\n\n# use only posts with >= 50 words\nrtl <- subset(rtl, rtl$wordcount>=50)\n \n# load the Luxembourgish dictionary\nlux <- dictionary(\"/Library/Spelling/lb_LU.dic\")\n \n# create a new column with the list of misspelled words; may take long...\nrtl$errors <- hunspell(as.character(rtl$V3), dict=lux)\n\n# create a new column with the count of the misspelled words (still a problem with 'character(0) lists which are counted as '1' too!)\nrtl$errorcount <- sapply(gregexpr(\"\\\\S+\", rtl$errors), length)\n \n# ratio of errors\nrtl$ratio_errors <- rtl$errorcount/rtl$wordcount\n \n# draw histogramm\nhist(rtl$ratio_errors, breaks=50, main=\"Ratio of misspellings 2012\")",
"execution_count": 6,
"outputs": [
{
"data": {
"image/png": 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nMn7K8bAQIECBAgQIAAAQIE5kbgF3Om9Z2i9yV7L3HW9R2kJyd1w4bbkyclGgEC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\nDIOIE3N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"text/plain": "Plot with title “Ratio of misspellings 2012”"
},
"metadata": {},
"output_type": "display_data"
}
]
}
],
"metadata": {
"kernelspec": {
"name": "ir",
"display_name": "R",
"language": "R"
},
"language_info": {
"name": "R",
"codemirror_mode": "r",
"pygments_lexer": "r",
"mimetype": "text/x-r-source",
"file_extension": ".r",
"version": "3.3.2"
},
"gist_id": "aae7979020b3041e3c0c2ac82971c4a6"
},
"nbformat": 4,
"nbformat_minor": 2
}
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