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@sebleier
Created August 27, 2010 22:04
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@rg089
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rg089 commented Jul 15, 2021

I took everyone's beautiful work and compiled a complete list of English stopwords:
Your welcome :).
"0o", "0s", "3a", "3b", "3d", "6b", "6o", "a", "a1", "a2", "a3", "a4", "ab", "able", "about", "above", "abst", "ac", "accordance", "according", "accordingly", "across", "act", "actually", "ad", "added", "adj", "ae", "af", "affected", "affecting", "affects", "after", "afterwards", "ag", "again", "against", "ah", "ain", "ain't", "aj", "al", "all", "allow", "allows", "almost", "alone", "along", "already", "also", "although", "always", "am", "among", "amongst", "amoungst", "amount", "an", "and", "announce", "another", "any", "anybody", "anyhow", "anymore", "anyone", "anything", "anyway", "anyways", "anywhere", "ao", "ap", "apart", "apparently", "appear", "appreciate", "appropriate", "approximately", "ar", "are", "aren", "arent", "aren't", "arise", "around", "as", "a's", "aside", "ask", "asking", "associated", "at", "au", "auth", "av", "available", "aw", "away", "awfully", "ax", "ay", "az", "b", "b1", "b2", "b3", "ba", "back", "bc", "bd", "be", "became", "because", "become", "becomes", "becoming", "been", "before", "beforehand", "begin", "beginning", "beginnings", "begins", "behind", "being", "believe", "below", "beside", "besides", "best", "better", "between", "beyond", "bi", "bill", "biol", "bj", "bk", "bl", "bn", "both", "bottom", "bp", "br", "brief", "briefly", "bs", "bt", "bu", "but", "bx", "by", "c", "c1", "c2", "c3", "ca", "call", "came", "can", "cannot", "cant", "can't", "cause", "causes", "cc", "cd", "ce", "certain", "certainly", "cf", "cg", "ch", "changes", "ci", "cit", "cj", "cl", "clearly", "cm", "c'mon", "cn", "co", "com", "come", "comes", "con", "concerning", "consequently", "consider", "considering", "contain", "containing", "contains", "corresponding", "could", "couldn", "couldnt", "couldn't", "course", "cp", "cq", "cr", "cry", "cs", "c's", "ct", "cu", "currently", "cv", "cx", "cy", "cz", "d", "d2", "da", "date", "dc", "dd", "de", "definitely", "describe", "described", "despite", "detail", "df", "di", "did", "didn", "didn't", "different", "dj", "dk", "dl", "do", "does", "doesn", "doesn't", "doing", "don", "done", "don't", "down", "downwards", "dp", "dr", "ds", "dt", "du", "due", "during", "dx", "dy", "e", "e2", "e3", "ea", "each", "ec", "ed", "edu", "ee", "ef", "effect", "eg", "ei", "eight", "eighty", "either", "ej", "el", "eleven", "else", "elsewhere", "em", "empty", "en", "end", "ending", "enough", "entirely", "eo", "ep", "eq", "er", "es", "especially", "est", "et", "et-al", "etc", "eu", "ev", "even", "ever", "every", "everybody", "everyone", "everything", "everywhere", "ex", "exactly", "example", "except", "ey", "f", "f2", "fa", "far", "fc", "few", "ff", "fi", "fifteen", "fifth", "fify", "fill", "find", "fire", "first", "five", "fix", "fj", "fl", "fn", "fo", "followed", "following", "follows", "for", "former", "formerly", "forth", "forty", "found", "four", "fr", "from", "front", "fs", "ft", "fu", "full", "further", "furthermore", "fy", "g", "ga", "gave", "ge", "get", "gets", "getting", "gi", "give", "given", "gives", "giving", "gj", "gl", "go", "goes", "going", "gone", "got", "gotten", "gr", "greetings", "gs", "gy", "h", "h2", "h3", "had", "hadn", "hadn't", "happens", "hardly", "has", "hasn", "hasnt", "hasn't", "have", "haven", "haven't", "having", "he", "hed", "he'd", "he'll", "hello", "help", "hence", "her", "here", "hereafter", "hereby", "herein", "heres", "here's", "hereupon", "hers", "herself", "hes", "he's", "hh", "hi", "hid", "him", "himself", "his", "hither", "hj", "ho", "home", "hopefully", "how", "howbeit", "however", "how's", "hr", "hs", "http", "hu", "hundred", "hy", "i", "i2", "i3", "i4", "i6", "i7", "i8", "ia", "ib", "ibid", "ic", "id", "i'd", "ie", "if", "ig", "ignored", "ih", "ii", "ij", "il", "i'll", "im", "i'm", "immediate", "immediately", "importance", "important", "in", "inasmuch", "inc", "indeed", "index", "indicate", "indicated", "indicates", "information", "inner", "insofar", "instead", "interest", "into", "invention", "inward", "io", "ip", "iq", "ir", "is", "isn", "isn't", "it", "itd", "it'd", "it'll", "its", "it's", "itself", "iv", "i've", "ix", "iy", "iz", "j", "jj", "jr", "js", "jt", "ju", "just", "k", "ke", "keep", "keeps", "kept", "kg", "kj", "km", "know", "known", "knows", "ko", "l", "l2", "la", "largely", "last", "lately", "later", "latter", "latterly", "lb", "lc", "le", "least", "les", "less", "lest", "let", "lets", "let's", "lf", "like", "liked", "likely", "line", "little", "lj", "ll", "ll", "ln", "lo", "look", "looking", "looks", "los", "lr", "ls", "lt", "ltd", "m", "m2", "ma", "made", "mainly", "make", "makes", "many", "may", "maybe", "me", "mean", "means", "meantime", "meanwhile", "merely", "mg", "might", "mightn", "mightn't", "mill", "million", "mine", "miss", "ml", "mn", "mo", "more", "moreover", "most", "mostly", "move", "mr", "mrs", "ms", "mt", "mu", "much", "mug", "must", "mustn", "mustn't", "my", "myself", "n", "n2", "na", "name", "namely", "nay", "nc", "nd", "ne", "near", "nearly", "necessarily", "necessary", "need", "needn", "needn't", "needs", "neither", "never", "nevertheless", "new", "next", "ng", "ni", "nine", "ninety", "nj", "nl", "nn", "no", "nobody", "non", "none", "nonetheless", "noone", "nor", "normally", "nos", "not", "noted", "nothing", "novel", "now", "nowhere", "nr", "ns", "nt", "ny", "o", "oa", "ob", "obtain", "obtained", "obviously", "oc", "od", "of", "off", "often", "og", "oh", "oi", "oj", "ok", "okay", "ol", "old", "om", "omitted", "on", "once", "one", "ones", "only", "onto", "oo", "op", "oq", "or", "ord", "os", "ot", "other", "others", "otherwise", "ou", "ought", "our", "ours", "ourselves", "out", "outside", "over", "overall", "ow", "owing", "own", "ox", "oz", "p", "p1", "p2", "p3", "page", "pagecount", "pages", "par", "part", "particular", "particularly", "pas", "past", "pc", "pd", "pe", "per", "perhaps", "pf", "ph", "pi", "pj", "pk", "pl", "placed", "please", "plus", "pm", "pn", "po", "poorly", "possible", "possibly", "potentially", "pp", "pq", "pr", "predominantly", "present", "presumably", "previously", "primarily", "probably", "promptly", "proud", "provides", "ps", "pt", "pu", "put", "py", "q", "qj", "qu", "que", "quickly", "quite", "qv", "r", "r2", "ra", "ran", "rather", "rc", "rd", "re", "readily", "really", "reasonably", "recent", "recently", "ref", "refs", "regarding", "regardless", "regards", "related", "relatively", "research", "research-articl", "respectively", "resulted", "resulting", "results", "rf", "rh", "ri", "right", "rj", "rl", "rm", "rn", "ro", "rq", "rr", "rs", "rt", "ru", "run", "rv", "ry", "s", "s2", "sa", "said", "same", "saw", "say", "saying", "says", "sc", "sd", "se", "sec", "second", "secondly", "section", "see", "seeing", "seem", "seemed", "seeming", "seems", "seen", "self", "selves", "sensible", "sent", "serious", "seriously", "seven", "several", "sf", "shall", "shan", "shan't", "she", "shed", "she'd", "she'll", "shes", "she's", "should", "shouldn", "shouldn't", "should've", "show", "showed", "shown", "showns", "shows", "si", "side", "significant", "significantly", "similar", "similarly", "since", "sincere", "six", "sixty", "sj", "sl", "slightly", "sm", "sn", "so", "some", "somebody", "somehow", "someone", "somethan", "something", "sometime", "sometimes", "somewhat", "somewhere", "soon", "sorry", "sp", "specifically", "specified", "specify", "specifying", "sq", "sr", "ss", "st", "still", "stop", "strongly", "sub", "substantially", "successfully", "such", "sufficiently", "suggest", "sup", "sure", "sy", "system", "sz", "t", "t1", "t2", "t3", "take", "taken", "taking", "tb", "tc", "td", "te", "tell", "ten", "tends", "tf", "th", "than", "thank", "thanks", "thanx", "that", "that'll", "thats", "that's", "that've", "the", "their", "theirs", "them", "themselves", "then", "thence", "there", "thereafter", "thereby", "thered", "therefore", "therein", "there'll", "thereof", "therere", "theres", "there's", "thereto", "thereupon", "there've", "these", "they", "theyd", "they'd", "they'll", "theyre", "they're", "they've", "thickv", "thin", "think", "third", "this", "thorough", "thoroughly", "those", "thou", "though", "thoughh", "thousand", "three", "throug", "through", "throughout", "thru", "thus", "ti", "til", "tip", "tj", "tl", "tm", "tn", "to", "together", "too", "took", "top", "toward", "towards", "tp", "tq", "tr", "tried", "tries", "truly", "try", "trying", "ts", "t's", "tt", "tv", "twelve", "twenty", "twice", "two", "tx", "u", "u201d", "ue", "ui", "uj", "uk", "um", "un", "under", "unfortunately", "unless", "unlike", "unlikely", "until", "unto", "uo", "up", "upon", "ups", "ur", "us", "use", "used", "useful", "usefully", "usefulness", "uses", "using", "usually", "ut", "v", "va", "value", "various", "vd", "ve", "ve", "very", "via", "viz", "vj", "vo", "vol", "vols", "volumtype", "vq", "vs", "vt", "vu", "w", "wa", "want", "wants", "was", "wasn", "wasnt", "wasn't", "way", "we", "wed", "we'd", "welcome", "well", "we'll", "well-b", "went", "were", "we're", "weren", "werent", "weren't", "we've", "what", "whatever", "what'll", "whats", "what's", "when", "whence", "whenever", "when's", "where", "whereafter", "whereas", "whereby", "wherein", "wheres", "where's", "whereupon", "wherever", "whether", "which", "while", "whim", "whither", "who", "whod", "whoever", "whole", "who'll", "whom", "whomever", "whos", "who's", "whose", "why", "why's", "wi", "widely", "will", "willing", "wish", "with", "within", "without", "wo", "won", "wonder", "wont", "won't", "words", "world", "would", "wouldn", "wouldnt", "wouldn't", "www", "x", "x1", "x2", "x3", "xf", "xi", "xj", "xk", "xl", "xn", "xo", "xs", "xt", "xv", "xx", "y", "y2", "yes", "yet", "yj", "yl", "you", "youd", "you'd", "you'll", "your", "youre", "you're", "yours", "yourself", "yourselves", "you've", "yr", "ys", "yt", "z", "zero", "zi", "zz",

So I created this as a gist, which you can directly use without downloading.
Here are the steps to do so (in Python):

import requests
stopwords_list = requests.get("https://gist.githubusercontent.com/rg089/35e00abf8941d72d419224cfd5b5925d/raw/12d899b70156fd0041fa9778d657330b024b959c/stopwords.txt").content
stopwords = set(stopwords_list.decode().splitlines()) 

I hope you find it useful!

@mohitkukkar
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Can someone help me with a list of Indonesian stopwords

the list from nltk package contains adjectives which i don't want to remove as they are important for sentimental analysis

from nltk.corpus import stopwords
sw = stopwords.words("indonesia")

Even list from Sastrawi package is plagued by this problem

from Sastrawi.StopWordRemover.StopWordRemoverFactory import StopWordRemoverFactory
sw = StopWordRemoverFactory().get_stop_words()

@DASHANANT
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I took everyone's beautiful work and compiled a complete list of English stopwords:
Your welcome :).
"0o", "0s", "3a", "3b", "3d", "6b", "6o", "a", "a1", "a2", "a3", "a4", "ab", "able", "about", "above", "abst", "ac", "accordance", "according", "accordingly", "across", "act", "actually", "ad", "added", "adj", "ae", "af", "affected", "affecting", "affects", "after", "afterwards", "ag", "again", "against", "ah", "ain", "ain't", "aj", "al", "all", "allow", "allows", "almost", "alone", "along", "already", "also", "although", "always", "am", "among", "amongst", "amoungst", "amount", "an", "and", "announce", "another", "any", "anybody", "anyhow", "anymore", "anyone", "anything", "anyway", "anyways", "anywhere", "ao", "ap", "apart", "apparently", "appear", "appreciate", "appropriate", "approximately", "ar", "are", "aren", "arent", "aren't", "arise", "around", "as", "a's", "aside", "ask", "asking", "associated", "at", "au", "auth", "av", "available", "aw", "away", "awfully", "ax", "ay", "az", "b", "b1", "b2", "b3", "ba", "back", "bc", "bd", "be", "became", "because", "become", "becomes", "becoming", "been", "before", "beforehand", "begin", "beginning", "beginnings", "begins", "behind", "being", "believe", "below", "beside", "besides", "best", "better", "between", "beyond", "bi", "bill", "biol", "bj", "bk", "bl", "bn", "both", "bottom", "bp", "br", "brief", "briefly", "bs", "bt", "bu", "but", "bx", "by", "c", "c1", "c2", "c3", "ca", "call", "came", "can", "cannot", "cant", "can't", "cause", "causes", "cc", "cd", "ce", "certain", "certainly", "cf", "cg", "ch", "changes", "ci", "cit", "cj", "cl", "clearly", "cm", "c'mon", "cn", "co", "com", "come", "comes", "con", "concerning", "consequently", "consider", "considering", "contain", "containing", "contains", "corresponding", "could", "couldn", "couldnt", "couldn't", "course", "cp", "cq", "cr", "cry", "cs", "c's", "ct", "cu", "currently", "cv", "cx", "cy", "cz", "d", "d2", "da", "date", "dc", "dd", "de", "definitely", "describe", "described", "despite", "detail", "df", "di", "did", "didn", "didn't", "different", "dj", "dk", "dl", "do", "does", "doesn", "doesn't", "doing", "don", "done", "don't", "down", "downwards", "dp", "dr", "ds", "dt", "du", "due", "during", "dx", "dy", "e", "e2", "e3", "ea", "each", "ec", "ed", "edu", "ee", "ef", "effect", "eg", "ei", "eight", "eighty", "either", "ej", "el", "eleven", "else", "elsewhere", "em", "empty", "en", "end", "ending", "enough", "entirely", "eo", "ep", "eq", "er", "es", "especially", "est", "et", "et-al", "etc", "eu", "ev", "even", "ever", "every", "everybody", "everyone", "everything", "everywhere", "ex", "exactly", "example", "except", "ey", "f", "f2", "fa", "far", "fc", "few", "ff", "fi", "fifteen", "fifth", "fify", "fill", "find", "fire", "first", "five", "fix", "fj", "fl", "fn", "fo", "followed", "following", "follows", "for", "former", "formerly", "forth", "forty", "found", "four", "fr", "from", "front", "fs", "ft", "fu", "full", "further", "furthermore", "fy", "g", "ga", "gave", "ge", "get", "gets", "getting", "gi", "give", "given", "gives", "giving", "gj", "gl", "go", "goes", "going", "gone", "got", "gotten", "gr", "greetings", "gs", "gy", "h", "h2", "h3", "had", "hadn", "hadn't", "happens", "hardly", "has", "hasn", "hasnt", "hasn't", "have", "haven", "haven't", "having", "he", "hed", "he'd", "he'll", "hello", "help", "hence", "her", "here", "hereafter", "hereby", "herein", "heres", "here's", "hereupon", "hers", "herself", "hes", "he's", "hh", "hi", "hid", "him", "himself", "his", "hither", "hj", "ho", "home", "hopefully", "how", "howbeit", "however", "how's", "hr", "hs", "http", "hu", "hundred", "hy", "i", "i2", "i3", "i4", "i6", "i7", "i8", "ia", "ib", "ibid", "ic", "id", "i'd", "ie", "if", "ig", "ignored", "ih", "ii", "ij", "il", "i'll", "im", "i'm", "immediate", "immediately", "importance", "important", "in", "inasmuch", "inc", "indeed", "index", "indicate", "indicated", "indicates", "information", "inner", "insofar", "instead", "interest", "into", "invention", "inward", "io", "ip", "iq", "ir", "is", "isn", "isn't", "it", "itd", "it'd", "it'll", "its", "it's", "itself", "iv", "i've", "ix", "iy", "iz", "j", "jj", "jr", "js", "jt", "ju", "just", "k", "ke", "keep", "keeps", "kept", "kg", "kj", "km", "know", "known", "knows", "ko", "l", "l2", "la", "largely", "last", "lately", "later", "latter", "latterly", "lb", "lc", "le", "least", "les", "less", "lest", "let", "lets", "let's", "lf", "like", "liked", "likely", "line", "little", "lj", "ll", "ll", "ln", "lo", "look", "looking", "looks", "los", "lr", "ls", "lt", "ltd", "m", "m2", "ma", "made", "mainly", "make", "makes", "many", "may", "maybe", "me", "mean", "means", "meantime", "meanwhile", "merely", "mg", "might", "mightn", "mightn't", "mill", "million", "mine", "miss", "ml", "mn", "mo", "more", "moreover", "most", "mostly", "move", "mr", "mrs", "ms", "mt", "mu", "much", "mug", "must", "mustn", "mustn't", "my", "myself", "n", "n2", "na", "name", "namely", "nay", "nc", "nd", "ne", "near", "nearly", "necessarily", "necessary", "need", "needn", "needn't", "needs", "neither", "never", "nevertheless", "new", "next", "ng", "ni", "nine", "ninety", "nj", "nl", "nn", "no", "nobody", "non", "none", "nonetheless", "noone", "nor", "normally", "nos", "not", "noted", "nothing", "novel", "now", "nowhere", "nr", "ns", "nt", "ny", "o", "oa", "ob", "obtain", "obtained", "obviously", "oc", "od", "of", "off", "often", "og", "oh", "oi", "oj", "ok", "okay", "ol", "old", "om", "omitted", "on", "once", "one", "ones", "only", "onto", "oo", "op", "oq", "or", "ord", "os", "ot", "other", "others", "otherwise", "ou", "ought", "our", "ours", "ourselves", "out", "outside", "over", "overall", "ow", "owing", "own", "ox", "oz", "p", "p1", "p2", "p3", "page", "pagecount", "pages", "par", "part", "particular", "particularly", "pas", "past", "pc", "pd", "pe", "per", "perhaps", "pf", "ph", "pi", "pj", "pk", "pl", "placed", "please", "plus", "pm", "pn", "po", "poorly", "possible", "possibly", "potentially", "pp", "pq", "pr", "predominantly", "present", "presumably", "previously", "primarily", "probably", "promptly", "proud", "provides", "ps", "pt", "pu", "put", "py", "q", "qj", "qu", "que", "quickly", "quite", "qv", "r", "r2", "ra", "ran", "rather", "rc", "rd", "re", "readily", "really", "reasonably", "recent", "recently", "ref", "refs", "regarding", "regardless", "regards", "related", "relatively", "research", "research-articl", "respectively", "resulted", "resulting", "results", "rf", "rh", "ri", "right", "rj", "rl", "rm", "rn", "ro", "rq", "rr", "rs", "rt", "ru", "run", "rv", "ry", "s", "s2", "sa", "said", "same", "saw", "say", "saying", "says", "sc", "sd", "se", "sec", "second", "secondly", "section", "see", "seeing", "seem", "seemed", "seeming", "seems", "seen", "self", "selves", "sensible", "sent", "serious", "seriously", "seven", "several", "sf", "shall", "shan", "shan't", "she", "shed", "she'd", "she'll", "shes", "she's", "should", "shouldn", "shouldn't", "should've", "show", "showed", "shown", "showns", "shows", "si", "side", "significant", "significantly", "similar", "similarly", "since", "sincere", "six", "sixty", "sj", "sl", "slightly", "sm", "sn", "so", "some", "somebody", "somehow", "someone", "somethan", "something", "sometime", "sometimes", "somewhat", "somewhere", "soon", "sorry", "sp", "specifically", "specified", "specify", "specifying", "sq", "sr", "ss", "st", "still", "stop", "strongly", "sub", "substantially", "successfully", "such", "sufficiently", "suggest", "sup", "sure", "sy", "system", "sz", "t", "t1", "t2", "t3", "take", "taken", "taking", "tb", "tc", "td", "te", "tell", "ten", "tends", "tf", "th", "than", "thank", "thanks", "thanx", "that", "that'll", "thats", "that's", "that've", "the", "their", "theirs", "them", "themselves", "then", "thence", "there", "thereafter", "thereby", "thered", "therefore", "therein", "there'll", "thereof", "therere", "theres", "there's", "thereto", "thereupon", "there've", "these", "they", "theyd", "they'd", "they'll", "theyre", "they're", "they've", "thickv", "thin", "think", "third", "this", "thorough", "thoroughly", "those", "thou", "though", "thoughh", "thousand", "three", "throug", "through", "throughout", "thru", "thus", "ti", "til", "tip", "tj", "tl", "tm", "tn", "to", "together", "too", "took", "top", "toward", "towards", "tp", "tq", "tr", "tried", "tries", "truly", "try", "trying", "ts", "t's", "tt", "tv", "twelve", "twenty", "twice", "two", "tx", "u", "u201d", "ue", "ui", "uj", "uk", "um", "un", "under", "unfortunately", "unless", "unlike", "unlikely", "until", "unto", "uo", "up", "upon", "ups", "ur", "us", "use", "used", "useful", "usefully", "usefulness", "uses", "using", "usually", "ut", "v", "va", "value", "various", "vd", "ve", "ve", "very", "via", "viz", "vj", "vo", "vol", "vols", "volumtype", "vq", "vs", "vt", "vu", "w", "wa", "want", "wants", "was", "wasn", "wasnt", "wasn't", "way", "we", "wed", "we'd", "welcome", "well", "we'll", "well-b", "went", "were", "we're", "weren", "werent", "weren't", "we've", "what", "whatever", "what'll", "whats", "what's", "when", "whence", "whenever", "when's", "where", "whereafter", "whereas", "whereby", "wherein", "wheres", "where's", "whereupon", "wherever", "whether", "which", "while", "whim", "whither", "who", "whod", "whoever", "whole", "who'll", "whom", "whomever", "whos", "who's", "whose", "why", "why's", "wi", "widely", "will", "willing", "wish", "with", "within", "without", "wo", "won", "wonder", "wont", "won't", "words", "world", "would", "wouldn", "wouldnt", "wouldn't", "www", "x", "x1", "x2", "x3", "xf", "xi", "xj", "xk", "xl", "xn", "xo", "xs", "xt", "xv", "xx", "y", "y2", "yes", "yet", "yj", "yl", "you", "youd", "you'd", "you'll", "your", "youre", "you're", "yours", "yourself", "yourselves", "you've", "yr", "ys", "yt", "z", "zero", "zi", "zz",

So I created this as a gist, which you can directly use without downloading.
Here are the steps to do so (in Python):

import requests
stopwords_list = requests.get("https://gist.githubusercontent.com/rg089/35e00abf8941d72d419224cfd5b5925d/raw/12d899b70156fd0041fa9778d657330b024b959c/stopwords.txt").content
stopwords = set(stopwords_list.decode().splitlines()) 

I hope you find it useful!

Yes it was , Thank You

@jpstarpaper
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Thanks very much Dashant. Looks very useful.

@jpstarpaper
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Would someone recommend how to do this with numbers? A stoplist that would remove ANY numbers. Or at least a range of numbers.

@napulen
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napulen commented Nov 19, 2021

This is a very nice thread. Thank you, all.

@Vdst-zz
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Vdst-zz commented Apr 7, 2022

much thanks

@1nathanliang
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@jpstarpaper You would probably want to just write a regex

@WelchData
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Thank you!

@ramazanerikli
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Thank you!

@Kamran252
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``

Thank You

@Metras
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Metras commented Feb 23, 2023 via email

@thomasthaddeus
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Little Late

This should help with the regex if anyone still needed this.

import re

TXT1 = """\
This is a sample text with numbers 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14
15 16 17 18 1tha9 20 ert21 22 815 and words like a1b, c20d, e21f.
"""

TXT2 = """\
This is a sample text with numbers 0 1 2 3 4 5 6 7 ert8 9 10 11 12 13 14
15 16 17 18 1tha9 20 ert21 22 815 and words like a1b, c20d, e21f.
"""

def rem_1_20(text):
    cleaned_text = re.sub(r'\b(?:[0-9]|1[0-9]|20)\b', '', text)
    return cleaned_text

def rem_all(text):
    cleaned_text = re.sub(r'(?<!\d)(?:[0-9]|1[0-9]|20)(?!\d)', '', text)
    return cleaned_text

def main():
    cl_txt1, cl_txt2 = rem_1_20(TXT1), rem_1_20(TXT2)
    cl_txt3, cl_txt4 = rem_all(TXT1), rem_all(TXT2)

    print(
        cl_txt1,
        cl_txt2,
        cl_txt3,
        cl_txt4,
        sep='\n'
    )

if __name__ == '__main__':
    main()

Output

>>> This is a sample text with numbers
>>>     1tha9  ert21 22 815 and words like a1b, c20d, e21f.
>>>
>>> This is a sample text with numbers         ert8
>>>     1tha9  ert21 22 815 and words like a1b, c20d, e21f.
>>>
>>> This is a sample text with numbers
>>>       tha  ert21 22 815 and words like ab, cd, e21f.
>>>
>>> This is a sample text with numbers         ert
>>>     tha  ert21 22 815 and words like ab, cd, e21f.

@jpstarpaper
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Thank you @thomasthaddeus

@DestoGit
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More Pos:

"(?i)\b(january|february|march|april|may|june|july|august|september|october|november|december|0o|0s|1-1|3d|3a|3b|6b|6o|10|39|'d|'ll|'m|'re|'s|'tis|'twas|'tween|'tween-decks|'ve|a|a1|a2|a3|a4|a's|ab|aback|abaft|abandoned|abandonedly|abashedly|abeam|abed|abhorrently|abidingly|ability|abiogenetically|abjectly|ablaze|able|ableabout|ablins|abloom|ably|abnormally|aboard|abominably|aboriginally|aborning|abortively|about|above|above-board|abreast|abroach|abroad|abruptly|absently|absolute|absolutely|absorbedly|absorbingly|abst|abstemiously|abstinently|abstractedly|abstractively|abstractly|abstrusely|absurdly|abundantly|abuse|abusively|abysmally|ac|academic|academically|accelerando|accentually|acceptable|acceptably|acceptedly|access|accessibly|accessorily|accident|accidentally|acclaimed|accommodatingly|accomplished|accordance|accordantly|according|accordingly|account|accountably|accumulatively|accurate|accurately|accursedly|accusatively|accusingly|acervately|aching|achingly|achromatically|acidic|acidly|acock|acoustically|acquiescently|acquiescingly|acquisitively|acridly|acrimoniously|acrobatic|acrobatically|acrogenously|acromial|acropetally|across|across-the-board|acrostically|act|actinally|actinically|action|actionably|active|actively|activity|actor|actual|actually|actuarially|acutely|ad|ad-lib|adagio|adamantly|adaptively|added|addition|additionally|additively|address|adept|adeptly|adequately|adhesively|adiabatically|adj|adjacently|adjectivally|adjectively|adjunctively|adjunctly|adjustably|administration|administratively|admirable|admirably|admired|admiringly|admissibly|admittedly|adolescent|adopted|adorable|adorably|adored|adoringly|adown|adrift|adroitly|adscititiously|adult|adulterously|adumbratively|advance|advanced|advantage|advantageously|adventitiously|adventurous|adventurously|adverbially|adversely|advertently|advertising|advice|advisably|advisedly|ae|aerially|aerobically|aerobiologically|aerobiotically|aerodynamically|aeronautically|aesthetic|aesthetically|af|afar|affably|affair|affect|affected|affectedly|affecting|affectingly|affectionate|affectionately|affects|affettuoso|affirmatively|affirmingly|affluently|affrontingly|afield|afire|aflame|afloat|aflutter|afoot|afore|aforetime|afoul|afraid|afresh|aft|after|afternoon|afternoons|afterward|afterwards|ag|again|against|agape|age|aged|agency|agent|aggravating|aggravatingly|aggregate|aggressive|aggressively|agile|agilely|agitated|agitatedly|agitato|agnatically|ago|agog|agone|agonisingly|agonistically|agonizedly|agonizing|agonizingly|agreeable|agreeably|agreement|agriculturally|aground|aguishly|ah|ahead|ahold|ahorse|ahorseback|ai|aiblins|aimlessly|ain|ain't|aint|air|air-mail|airily|airline|airport|aj|ajar|ajee|akimbo|al|alarm|alarmed|alarmedly|alarming|alarmingly|alas|alcohol|alee|alert|alertly|alfresco|algebraically|alias|alienated|alight|alike|aliunde|alive|all|all-fired|all-in|all-out|all-over|allargando|allegedly|allegorically|allegretto|allegro|allopathically|allow|allowably|allowedly|allows|alluringly|allusively|almighty|almost|aloft|alone|along|alongshore|alongside|aloof|aloofly|aloud|alow|alphabetically|alphamerically|alphanumerically|already|alright|also|alternately|alternative|alternatively|although|altogether|altruistic|altruistically|alway|always|am|amain|amateurishly|amatorially|amazedly|amazing|amazingly|ambidextrously|ambiguously|ambition|ambitious|ambitiously|ambrosially|amenably|amiably|amicably|amid|amidships|amidst|amiss|amitotically|amok|among|amongst|amorally|amoroso|amorously|amorphously|amoungst|amount|amphitheatrically|ample|amply|amuck|amused|amusedly|amusing|amusingly|an|ana|anachronically|anachronistically|anachronously|anaerobically|anaerobiotically|anagogically|anagrammatically|anally|analogically|analogously|analysis|analyst|analytically|anamnestically|anarchically|anarthrously|anatomically|ancestrally|anchored|ancient|anciently|and|andante|andantino|anear|anecdotally|anemographically|anes|anesthetically|anew|angelic|angelically|anger|angerly|angle|angrily|angry|anguished|animal|animally|animated|animatedly|animatingly|announce|annoyingly|annual|annually|anomalistically|anomalously|anon|anonymously|another|answer|answerably|antagonistically|antecedently|anteriorly|anthropologically|antichristianly|anticipatively|anticipatorily|anticlimactically|anticlockwise|antipathetically|antiphonally|antiphonically|antiphrastically|antique|antiquely|antiseptically|antisocially|antistrophically|antithetically|anxiety|anxious|anxiously|any|anybody|anyhow|anymore|anyone|anyplace|anything|anytime|anyway|anyways|anywhere|anywise|ao|ap|apace|apart|apartment|apathetically|apeak|aphoristically|apically|apiece|apishly|aplenty|apocalyptically|apodeictically|apodictically|apogamously|apogeotropically|apolitically|apologetically|apomictically|apoplectically|aport|apostolically|apothegmatically|appallingly|apparently|appassionato|appeal|appealingly|appear|appearance|appeasingly|appellatively|appetizingly|applaudingly|apple|applicably|application|appointment|ap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villainous|villainously|vindictively|violably|violent|violently|violet|violinistically|viperously|virtual|virtually|virtuous|virtuously|virulently|virus|viscerally|visible|visibly|visionally|visit|visual|visually|vital|vitalistically|vitally|vite|vivace|vivacious|vivaciously|vivid|vividly|viviparously|vivo|vixenishly|viz|vj|vn|vo|vocally|vocationally|vociferously|voetstoots|voice|voicelessly|vol|volante|volcanically|volitionally|vols|volubly|volume|volumetrically|voluminous|voluminously|volumtype|voluntarily|voluptuously|voraciously|vortically|vowelly|vq|vs|vt|vu|vulgarly|vulnerably|vyingly|w|wa|waggishly|wailingly|waist-deep|waist-high|wait|waitingly|wake|wakefully|walk|wall|wamblingly|wan|wanly|want|wanted|wanting|wantonly|wants|war|warily|warlike|warm|warmhearted|warmly|warning|warningly|warped|wary|was|wash|wasn|wasn't|wasnt|waspishly|wasteful|wastefully|watch|watchful|watchfully|water|waterlogged|watery|waur|wave|waveringly|wavily|wavy|waxily|way|ways|we|we'd|we'll|we're|we've|weak|weak-kneedly|weak-mindedly|weakly|weakness|wealth|wealthily|wealthy|wear|wearifully|wearily|wearisomely|weary|wearyingly|weather|web|webbed|webpage|website|wed|wedding|wee|week|weekdays|weekend|weekends|weekly|weepy|weight|weightily|weighty|weird|weirdly|welcome|well|well-b|well-documented|well-groomed|well-informed|well-lit|well-made|well-nigh|well-off|well-timed|well-to-do|well-worn|wells|went|were|weren|weren't|werent|west|westerly|western|westward|westwardly|westwards|wet|wetly|weve|wf|whacking|wham|what|what'd|what'll|what's|what've|whatever|whatll|whats|whatve|wheel|wheezily|when|when'd|when'll|when's|whence|whencesoever|whene'er|whenever|whensoever|where|where'd|where'er|where'll|where's|whereabout|whereabouts|whereafter|whereas|whereat|whereby|wherefor|wherefore|wherefrom|wherein|whereinto|whereof|whereon|wheres|wheresoever|whereto|whereunto|whereupon|wherever|wherewith|wherewithal|whether|which|whichever|Whiggishly|while|whiles|whilom|whilst|whim|whimperingly|whimsical|whimsically|whiningly|whirlwind|whispered|whisperingly|whistlingly|white|whitely|whither|whithersoever|whitherward|whizzingly|who|who'd|who'll|who's|whod|whoever|whole|wholesale|wholesomely|wholl|wholly|whom|whomever|whopping|whos|whose|why|why'd|why'll|why's|wi|wicked|wickedly|widdershins|wide|wide-eyed|widely|width|widthwise|wife|wiggly|wild|wildly|wilfully|wilily|will|will-lessly|willing|willingly|willy-nilly|wilted|win|wind|windily|winding|windingly|window|windward|windy|wine|wing|winged|wingedly|winkingly|winner|winningly|winsomely|winter|wiry|wise|wisely|wish|wishfully|wistfully|wit|witchingly|with|withal|witheringly|withershins|within|without|withoutdoors|witlessly|witness|wittily|wittingly|witty|wo|wobbly|woeful|woefully|wofully|wolfishly|woman|womanishly|won|won't|wonder|wonderful|wonderfully|wonderingly|wondrous|wondrously|wont|wood|wooden|woodenly|wooingly|woozily|woozy|word|word-for-word|wordily|wordlessly|words|wordy|work|worked|worker|working|works|world|worldly|worn|worried|worriedly|worrisome|worry|worryingly|worse|worshipfully|worst|worth|worthily|worthless|worthlessly|worthwhile|worthy|would|would've|wouldn|wouldn't|wouldnt|woundingly|wrap|wrathful|wrathfully|wretched|wretchedly|writer|writhing|writhingly|writing|written|wrong|wrong-headedly|wrongfully|wrongly|wry|wryly|ws|www|x|x1|x2|x3|xf|xi|xj|xk|xl|xn|xo|xs|xt|xv|xx|y|y2|yard|yare|yarely|yawning|ye|yea|yeah|year|yearly|yearningly|years|yellow|yellowish|yeomanly|yep|yes|yesterday|yestereve|yesternight|yesteryear|yestreen|yet|yieldingly|yj|yl|yon|yonder|yore|you|you'd|you'll|you're|you've|youd|youll|young|younger|youngest|your|yourabout|youre|yours|yourself|yourselves|youth|youthful|youthfully|youve|yr|ys|yt|yu|yummy|ywis|z|za|zany|zealous|zealously|zero|zestfully|zesty|zi|zigzag|zm|zonally|zone|zoologically|zr|zz|‘d|‘ll|‘m|‘re|‘s|‘ve|’d|’ll|’m|’re|’s|’ve)\b"

Some more:

https://github.com/taikuukaits/SimpleWordlists/blob/master/Wordlist-Adjectives-All.txt

https://ia801006.us.archive.org/1/items/oxford-english-dictionary/Oxford_English_Dictionary.txt

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wenliam95 commented Oct 23, 2023

which program ? need show program in papers

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