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如何读取CSV文件进行文本挖掘

[英]How to read csv file for text mining

我将使用tm进行文本挖掘。但是,我的文件CSV文件很奇怪。下面是dput ,在r中使用了read.table函数之后。 一共有三列谎言,情感和评论。 但是第四行包含没有列名的评论。我是R和Text挖掘的新手。 如果我使用read.csv ,则会出现错误。 请提出更好的方法来读取csv文件。

更新:

  > dput(head(df))

structure(list(V1 = c("lie,sentiment,review", "f,n,'Mike\\'s", 
"f,n,'i", "f,n,'After", "f,n,'Olive", "f,n,'I"), V2 = c("", "Pizza", 
"really", "I", "Oil", "went"), V3 = c("", "High", "like", "went", 
"Garden", "to"), V4 = c("", "Point,", "this", "shopping", "was", 
"the"), V5 = c("", "NY", "buffet", "with", "very", "Chilis"), 
    V6 = c("", "Service", "restaurant", "some", "disappointing.", 
    "on"), V7 = c("", "was", "in", "of", "I", "Erie"), V8 = c("", 
    "very", "Marshall", "my", "expect", "Blvd"), V9 = c("", "slow", 
    "street.", "friend,", "good", "and"), V10 = c("", "and", 
    "they", "we", "food", "had"), V11 = c("", "the", "have", 
    "went", "and", "the"), V12 = c("", "quality", "a", "to", 
    "good", "worst"), V13 = c("", "was", "lot", "DODO", "service", 
    "meal"), V14 = c("", "low.", "of", "restaurant", "(at", "of"
    ), V15 = c("", "You", "selection", "for", "least!!)", "my"
    ), V16 = c("", "would", "of", "dinner.", "when", "life."), 
    V17 = c("", "think", "american,", "I", "I", "We"), V18 = c("", 
    "they", "japanese,", "found", "go", "arrived"), V19 = c("", 
    "would", "and", "worm", "out", "and"), V20 = c("", "know", 
    "chinese", "in", "to", "waited"), V21 = c("", "at", "dishes.", 
    "one", "eat.", "5"), V22 = c("", "least", "we", "of", "The", 
    "minutes"), V23 = c("", "how", "also", "the", "meal", "for"
    ), V24 = c("", "to", "got", "dishes", "was", "a"), V25 = c("", 
    "make", "a", ".'", "cold", "hostess,"), V26 = c("", "good", 
    "free", "", "when", "and"), V27 = c("", "pizza,", "drink", 
    "", "we", "then"), V28 = c("", "not.", "and", "", "got", 
    "were"), V29 = c("", "Stick", "free", "", "it,", "seated"
    ), V30 = c("", "to", "refill.", "", "and", "by"), V31 = c("", 
    "pre-made", "there", "", "the", "a"), V32 = c("", "dishes", 
    "are", "", "waitor", "waiter"), V33 = c("", "like", "also", 
    "", "had", "who"), V34 = c("", "stuffed", "different", "", 
    "no", "was"), V35 = c("", "pasta", "kinds", "", "manners", 
    "obviously"), V36 = c("", "or", "of", "", "whatsoever.", 
    "in"), V37 = c("", "a", "dessert.", "", "Don\\'t", "a"), 
    V38 = c("", "salad.", "the", "", "go", "terrible"), V39 = c("", 
    "You", "staff", "", "to", "mood."), V40 = c("", "should", 
    "is", "", "the", "We"), V41 = c("", "consider", "very", "", 
    "Olive", "order"), V42 = c("", "dining", "friendly.", "", 
    "Oil", "drinks"), V43 = c("", "else", "it", "", "Garden.", 
    "and"), V44 = c("", "where.'", "is", "", "\nf,n,", "it"), 
    V45 = c("", "", "also", "", "The", "took"), V46 = c("", "", 
    "quite", "", "Seven", "them"), V47 = c("", "", "cheap", "", 
    "Heaven", "15"), V48 = c("", "", "compared", "", "restaurant", 
    "minutes"), V49 = c("", "", "with", "", "was", "to"), V50 = c("", 
    "", "the", "", "never", "bring"), V51 = c("", "", "other", 
    "", "known", "us"), V52 = c("", "", "restaurant", "", "for", 
    "both"), V53 = c("", "", "in", "", "a", "the"), V54 = c("", 
    "", "syracuse", "", "superior", "wrong"), V55 = c("", "", 
    "area.", "", "service", "beers"), V56 = c("", "", "i", "", 
    "but", "which"), V57 = c("", "", "will", "", "what", "were"
    ), V58 = c("", "", "definitely", "", "we", "barely"), V59 = c("", 
    "", "coming", "", "experienced", "cold."), V60 = c("", "", 
    "back", "", "last", "Then"), V61 = c("", "", "here.'", "", 
    "week", "we"), V62 = c("", "", "", "", "was", "order"), V63 = c("", 
    "", "", "", "a", "an"), V64 = c("", "", "", "", "disaster.", 
    "appetizer"), V65 = c("", "", "", "", "The", "and"), V66 = c("", 
    "", "", "", "waiter", "wait"), V67 = c("", "", "", "", "would", 
    "25"), V68 = c("", "", "", "", "not", "minutes"), V69 = c("", 
    "", "", "", "notice", "for"), V70 = c("", "", "", "", "us", 
    "cold"), V71 = c("", "", "", "", "until", "southwest"), V72 = c("", 
    "", "", "", "we", "egg"), V73 = c("", "", "", "", "asked", 
    "rolls,"), V74 = c("", "", "", "", "him", "at"), V75 = c("", 
    "", "", "", "4", "which"), V76 = c("", "", "", "", "times", 
    "point"), V77 = c("", "", "", "", "to", "we"), V78 = c("", 
    "", "", "", "bring", "just"), V79 = c("", "", "", "", "us", 
    "paid"), V80 = c("", "", "", "", "the", "and"), V81 = c("", 
    "", "", "", "menu.", "left."), V82 = c("", "", "", "", "The", 
    "Don\\'t"), V83 = c("", "", "", "", "food", "go.'"), V84 = c("", 
    "", "", "", "was", ""), V85 = c("", "", "", "", "not", ""
    ), V86 = c("", "", "", "", "exceptional", ""), V87 = c("", 
    "", "", "", "either.", ""), V88 = c("", "", "", "", "It", 
    ""), V89 = c("", "", "", "", "took", ""), V90 = c("", "", 
    "", "", "them", ""), V91 = c("", "", "", "", "though", ""
    ), V92 = c("", "", "", "", "2", ""), V93 = c("", "", "", 
    "", "minutes", ""), V94 = c("", "", "", "", "to", ""), V95 = c("", 
    "", "", "", "bring", ""), V96 = c("", "", "", "", "us", ""
    ), V97 = c("", "", "", "", "a", ""), V98 = c("", "", "", 
    "", "check", ""), V99 = c("", "", "", "", "after", ""), V100 = c("", 
    "", "", "", "they", ""), V101 = c("", "", "", "", "spotted", 
    ""), V102 = c("", "", "", "", "we", ""), V103 = c("", "", 
    "", "", "finished", ""), V104 = c("", "", "", "", "eating", 
    ""), V105 = c("", "", "", "", "and", ""), V106 = c("", "", 
    "", "", "are", ""), V107 = c("", "", "", "", "not", ""), 
    V108 = c("", "", "", "", "ordering", ""), V109 = c("", "", 
    "", "", "more.", ""), V110 = c("", "", "", "", "Well,", ""
    ), V111 = c("", "", "", "", "never", ""), V112 = c("", "", 
    "", "", "more.", ""), V113 = c("", "", "", "", "\nf,n,", 
    ""), V114 = c("", "", "", "", "I", ""), V115 = c("", "", 
    "", "", "went", ""), V116 = c("", "", "", "", "to", ""), 
    V117 = c("", "", "", "", "XYZ", ""), V118 = c("", "", "", 
    "", "restaurant", ""), V119 = c("", "", "", "", "and", ""
    ), V120 = c("", "", "", "", "had", ""), V121 = c("", "", 
    "", "", "a", ""), V122 = c("", "", "", "", "terrible", ""
    ), V123 = c("", "", "", "", "experience.", ""), V124 = c("", 
    "", "", "", "I", ""), V125 = c("", "", "", "", "had", ""), 
    V126 = c("", "", "", "", "a", ""), V127 = c("", "", "", "", 
    "YELP", ""), V128 = c("", "", "", "", "Free", ""), V129 = c("", 
    "", "", "", "Appetizer", ""), V130 = c("", "", "", "", "coupon", 
    ""), V131 = c("", "", "", "", "which", ""), V132 = c("", 
    "", "", "", "could", ""), V133 = c("", "", "", "", "be", 
    ""), V134 = c("", "", "", "", "applied", ""), V135 = c("", 
    "", "", "", "upon", ""), V136 = c("", "", "", "", "checking", 
    ""), V137 = c("", "", "", "", "in", ""), V138 = c("", "", 
    "", "", "to", ""), V139 = c("", "", "", "", "the", ""), V140 = c("", 
    "", "", "", "restaurant.", ""), V141 = c("", "", "", "", 
    "The", ""), V142 = c("", "", "", "", "person", ""), V143 = c("", 
    "", "", "", "serving", ""), V144 = c("", "", "", "", "us", 
    ""), V145 = c("", "", "", "", "was", ""), V146 = c("", "", 
    "", "", "very", ""), V147 = c("", "", "", "", "rude", ""), 
    V148 = c("", "", "", "", "and", ""), V149 = c("", "", "", 
    "", "didn\\'t", ""), V150 = c("", "", "", "", "acknowledge", 
    ""), V151 = c("", "", "", "", "the", ""), V152 = c("", "", 
    "", "", "coupon.", ""), V153 = c("", "", "", "", "When", 
    ""), V154 = c("", "", "", "", "I", ""), V155 = c("", "", 
    "", "", "asked", ""), V156 = c("", "", "", "", "her", ""), 
    V157 = c("", "", "", "", "about", ""), V158 = c("", "", "", 
    "", "it,", ""), V159 = c("", "", "", "", "she", ""), V160 = c("", 
    "", "", "", "rudely", ""), V161 = c("", "", "", "", "replied", 
    ""), V162 = c("", "", "", "", "back", ""), V163 = c("", "", 
    "", "", "saying", ""), V164 = c("", "", "", "", "she", ""
    ), V165 = c("", "", "", "", "had", ""), V166 = c("", "", 
    "", "", "already", ""), V167 = c("", "", "", "", "applied", 
    ""), V168 = c("", "", "", "", "it.", ""), V169 = c("", "", 
    "", "", "Then", ""), V170 = c("", "", "", "", "I", ""), V171 = c("", 
    "", "", "", "inquired", ""), V172 = c("", "", "", "", "about", 
    ""), V173 = c("", "", "", "", "the", ""), V174 = c("", "", 
    "", "", "free", ""), V175 = c("", "", "", "", "salad", ""
    ), V176 = c("", "", "", "", "that", ""), V177 = c("", "", 
    "", "", "they", ""), V178 = c("", "", "", "", "serve.", ""
    ), V179 = c("", "", "", "", "She", ""), V180 = c("", "", 
    "", "", "rudely", ""), V181 = c("", "", "", "", "said", ""
    ), V182 = c("", "", "", "", "that", ""), V183 = c("", "", 
    "", "", "you", ""), V184 = c("", "", "", "", "have", ""), 
    V185 = c("", "", "", "", "to", ""), V186 = c("", "", "", 
    "", "order", ""), V187 = c("", "", "", "", "the", ""), V188 = c("", 
    "", "", "", "main", ""), V189 = c("", "", "", "", "course", 
    ""), V190 = c("", "", "", "", "to", ""), V191 = c("", "", 
    "", "", "get", ""), V192 = c("", "", "", "", "that.", ""), 
    V193 = c("", "", "", "", "Overall,", ""), V194 = c("", "", 
    "", "", "I", ""), V195 = c("", "", "", "", "had", ""), V196 = c("", 
    "", "", "", "a", ""), V197 = c("", "", "", "", "bad", ""), 
    V198 = c("", "", "", "", "experience", ""), V199 = c("", 
    "", "", "", "as", ""), V200 = c("", "", "", "", "I", ""), 
    V201 = c("", "", "", "", "had", ""), V202 = c("", "", "", 
    "", "taken", ""), V203 = c("", "", "", "", "my", ""), V204 = c("", 
    "", "", "", "family", ""), V205 = c("", "", "", "", "to", 
    ""), V206 = c("", "", "", "", "that", ""), V207 = c("", "", 
    "", "", "restaurant", ""), V208 = c("", "", "", "", "for", 
    ""), V209 = c("", "", "", "", "the", ""), V210 = c("", "", 
    "", "", "first", ""), V211 = c("", "", "", "", "time", ""
    ), V212 = c("", "", "", "", "and", ""), V213 = c("", "", 
    "", "", "I", ""), V214 = c("", "", "", "", "had", ""), V215 = c("", 
    "", "", "", "high", ""), V216 = c("", "", "", "", "hopes", 
    ""), V217 = c("", "", "", "", "from", ""), V218 = c("", "", 
    "", "", "the", ""), V219 = c("", "", "", "", "restaurant", 
    ""), V220 = c("", "", "", "", "which", ""), V221 = c("", 
    "", "", "", "is,", ""), V222 = c("", "", "", "", "otherwise,", 
    ""), V223 = c("", "", "", "", "my", ""), V224 = c("", "", 
    "", "", "favorite", ""), V225 = c("", "", "", "", "place", 
    ""), V226 = c("", "", "", "", "to", ""), V227 = c("", "", 
    "", "", "dine.", ""), V228 = c("", "", "", "", "\nf,n,", 
    ""), V229 = c("", "", "", "", "I", ""), V230 = c("", "", 
    "", "", "went", ""), V231 = c("", "", "", "", "to", ""), 
    V232 = c("", "", "", "", "ABC", ""), V233 = c("", "", "", 
    "", "restaurant", ""), V234 = c("", "", "", "", "two", ""
    ), V235 = c("", "", "", "", "days", ""), V236 = c("", "", 
    "", "", "ago", ""), V237 = c("", "", "", "", "and", ""), 
    V238 = c("", "", "", "", "I", ""), V239 = c("", "", "", "", 
    "hated", ""), V240 = c("", "", "", "", "the", ""), V241 = c("", 
    "", "", "", "food", ""), V242 = c("", "", "", "", "and", 
    ""), V243 = c("", "", "", "", "the", ""), V244 = c("", "", 
    "", "", "service.", ""), V245 = c("", "", "", "", "We", ""
    ), V246 = c("", "", "", "", "were", ""), V247 = c("", "", 
    "", "", "kept", ""), V248 = c("", "", "", "", "waiting", 
    ""), V249 = c("", "", "", "", "for", ""), V250 = c("", "", 
    "", "", "over", ""), V251 = c("", "", "", "", "an", ""), 
    V252 = c("", "", "", "", "hour", ""), V253 = c("", "", "", 
    "", "just", ""), V254 = c("", "", "", "", "to", ""), V255 = c("", 
    "", "", "", "get", ""), V256 = c("", "", "", "", "seated", 
    ""), V257 = c("", "", "", "", "and", ""), V258 = c("", "", 
    "", "", "once", ""), V259 = c("", "", "", "", "we", ""), 
    V260 = c("", "", "", "", "ordered,", ""), V261 = c("", "", 
    "", "", "our", ""), V262 = c("", "", "", "", "food", ""), 
    V263 = c("", "", "", "", "came", ""), V264 = c("", "", "", 
    "", "out", ""), V265 = c("", "", "", "", "cold.", ""), V266 = c("", 
    "", "", "", "I", ""), V267 = c("", "", "", "", "ordered", 
    ""), V268 = c("", "", "", "", "the", ""), V269 = c("", "", 
    "", "", "pasta", ""), V270 = c("", "", "", "", "and", ""), 
    V271 = c("", "", "", "", "it", ""), V272 = c("", "", "", 
    "", "was", ""), V273 = c("", "", "", "", "terrible", ""), 
    V274 = c("", "", "", "", "-", ""), V275 = c("", "", "", "", 
    "completely", ""), V276 = c("", "", "", "", "bland", ""), 
    V277 = c("", "", "", "", "and", ""), V278 = c("", "", "", 
    "", "very", ""), V279 = c("", "", "", "", "unappatizing.", 
    ""), V280 = c("", "", "", "", "I", ""), V281 = c("", "", 
    "", "", "definitely", ""), V282 = c("", "", "", "", "would", 
    ""), V283 = c("", "", "", "", "not", ""), V284 = c("", "", 
    "", "", "recommend", ""), V285 = c("", "", "", "", "going", 
    ""), V286 = c("", "", "", "", "there,", ""), V287 = c("", 
    "", "", "", "especially", ""), V288 = c("", "", "", "", "if", 
    ""), V289 = c("", "", "", "", "you\\'re", ""), V290 = c("", 
    "", "", "", "in", ""), V291 = c("", "", "", "", "a", ""), 
    V292 = c("", "", "", "", "hurry!'", "")), .Names = c("V1", 
"V2", "V3", "V4", "V5", "V6", "V7", "V8", "V9", "V10", "V11", 
"V12", "V13", "V14", "V15", "V16", "V17", "V18", "V19", "V20", 
"V21", "V22", "V23", "V24", "V25", "V26", "V27", "V28", "V29", 
"V30", "V31", "V32", "V33", "V34", "V35", "V36", "V37", "V38", 
"V39", "V40", "V41", "V42", "V43", "V44", "V45", "V46", "V47", 
"V48", "V49", "V50", "V51", "V52", "V53", "V54", "V55", "V56", 
"V57", "V58", "V59", "V60", "V61", "V62", "V63", "V64", "V65", 
"V66", "V67", "V68", "V69", "V70", "V71", "V72", "V73", "V74", 
"V75", "V76", "V77", "V78", "V79", "V80", "V81", "V82", "V83", 
"V84", "V85", "V86", "V87", "V88", "V89", "V90", "V91", "V92", 
"V93", "V94", "V95", "V96", "V97", "V98", "V99", "V100", "V101", 
"V102", "V103", "V104", "V105", "V106", "V107", "V108", "V109", 
"V110", "V111", "V112", "V113", "V114", "V115", "V116", "V117", 
"V118", "V119", "V120", "V121", "V122", "V123", "V124", "V125", 
"V126", "V127", "V128", "V129", "V130", "V131", "V132", "V133", 
"V134", "V135", "V136", "V137", "V138", "V139", "V140", "V141", 
"V142", "V143", "V144", "V145", "V146", "V147", "V148", "V149", 
"V150", "V151", "V152", "V153", "V154", "V155", "V156", "V157", 
"V158", "V159", "V160", "V161", "V162", "V163", "V164", "V165", 
"V166", "V167", "V168", "V169", "V170", "V171", "V172", "V173", 
"V174", "V175", "V176", "V177", "V178", "V179", "V180", "V181", 
"V182", "V183", "V184", "V185", "V186", "V187", "V188", "V189", 
"V190", "V191", "V192", "V193", "V194", "V195", "V196", "V197", 
"V198", "V199", "V200", "V201", "V202", "V203", "V204", "V205", 
"V206", "V207", "V208", "V209", "V210", "V211", "V212", "V213", 
"V214", "V215", "V216", "V217", "V218", "V219", "V220", "V221", 
"V222", "V223", "V224", "V225", "V226", "V227", "V228", "V229", 
"V230", "V231", "V232", "V233", "V234", "V235", "V236", "V237", 
"V238", "V239", "V240", "V241", "V242", "V243", "V244", "V245", 
"V246", "V247", "V248", "V249", "V250", "V251", "V252", "V253", 
"V254", "V255", "V256", "V257", "V258", "V259", "V260", "V261", 
"V262", "V263", "V264", "V265", "V266", "V267", "V268", "V269", 
"V270", "V271", "V272", "V273", "V274", "V275", "V276", "V277", 
"V278", "V279", "V280", "V281", "V282", "V283", "V284", "V285", 
"V286", "V287", "V288", "V289", "V290", "V291", "V292"), row.names = c(NA, 
6L), class = "data.frame")

数据集

lie sentiment   review                                                                                  
f   n   'Mike\'s Pizza High Point    NY Service was very slow and the quality was low. You would think they would know at least how to make good pizza   not. Stick to pre-made dishes like stuffed pasta or a salad. You should consider dining else where.'                                                                           
f   n   'i really like this buffet restaurant in Marshall street. they have a lot of selection of american   japanese    and chinese dishes. we also got a free drink and free refill. there are also different kinds of dessert. the staff is very friendly. it is also quite cheap compared with the other restaurant in syracuse area. i will definitely coming back here.'                                                                          
f   n   'After I went shopping with some of my friend    we went to DODO restaurant for dinner. I found worm in one of the dishes .'                                                                                
f   n   'Olive Oil Garden was very disappointing. I expect good food and good service (at least!!) when I go out to eat. The meal was cold when we got it    and the waitor had no manners whatsoever. Don\'t go to the Olive Oil Garden. '                                                                             
f   n   'The Seven Heaven restaurant was never known for a superior service but what we experienced last week was a disaster. The waiter would not notice us until we asked him 4 times to bring us the menu. The food was not exceptional either. It took them though 2 minutes to bring us a check after they spotted we finished eating and are not ordering more. Well   never more. '                                                                              
f   n   'I went to XYZ restaurant and had a terrible experience. I had a YELP Free Appetizer coupon which could be applied upon checking in to the restaurant. The person serving us was very rude and didn\'t acknowledge the coupon. When I asked her about it     she rudely replied back saying she had already applied it. Then I inquired about the free salad that they serve. She rudely said that you have to order the main course to get that. Overall    I had a bad experience as I had taken my family to that restaurant for the first time and I had high hopes from the restaurant which is     otherwise   my favorite place to dine. '                                                                   
f   n   'I went to ABC restaurant two days ago and I hated the food and the service. We were kept waiting for over an hour just to get seated and once we ordered    our food came out cold. I ordered the pasta and it was terrible - completely bland and very unappatizing. I definitely would not recommend going there  especially if you\'re in a hurry!'                                                                         
f   n   'I went to the Chilis on Erie Blvd and had the worst meal of my life. We arrived and waited 5 minutes for a hostess  and then were seated by a waiter who was obviously in a terrible mood. We order drinks and it took them 15 minutes to bring us both the wrong beers which were barely cold. Then we order an appetizer and wait 25 minutes for cold southwest egg rolls     at which point we just paid and left. Don\'t go.'                                                                          
f   n   'OMG. This restaurant is horrible. The receptionist did not greet us     we just stood there and waited for five minutes. The food came late and served not warm. Me and my pet ordered a bowl of salad and a cheese pizza. The salad was not fresh  the crust of a pizza was so hard like plastics. My dog didn\'t even eat that pizza. I hate this place!!!!!!!!!!'                                       

提前致谢,

我不知道为什么您从原始帖子@Yes Boss中删除了文件,但是此答案基于此文件,而不是您的dput输出。 该文件主要有两个问题,为什么你不能在读它1.您的引号字符了。 '而不是更常见的" ; 2, '在列也被用来review这是一个有点吃不消基地(它会尝试可以在这些实例中拆分为新的列)。幸运的是,包data.table更加智能,可以解决问题2:

library(data.table)

df <- fread(file = "deception.csv", quote="\'")

结果对象将是data.table而不是data.frame:

> str(df)
Classes ‘data.table’ and 'data.frame':  92 obs. of  3 variables:
 $ lie      : chr  "f" "f" "f" "f" ...
 $ sentiment: chr  "n" "n" "n" "n" ...
 $ review   : chr  "Mike\\'s Pizza High Point, NY Service was very slow and the quality was low. You would think they would know at"| __truncated__ "i really like this buffet restaurant in Marshall street. they have a lot of selection of american, japanese, an"| __truncated__ "After I went shopping with some of my friend, we went to DODO restaurant for dinner. I found worm in one of the dishes ." "Olive Oil Garden was very disappointing. I expect good food and good service (at least!!) when I go out to eat."| __truncated__ ...
 - attr(*, ".internal.selfref")=<externalptr> 

您可以通过在fread()设置data.table = FALSE来关闭此行为(如果需要,我建议您学习如何使用data.table)。

有个人观点的注释:如果您想进行文本挖掘,请查看Quanteda软件包而不是tm。 它快得多,并且对许多任务有更现代的方法。

对于此特定的文本文件,您需要查看quote参数。 read.table() ,默认的quote参数是单引号或双引号。 在这里,您只需要用单引号引起来:

df <- read.table("filename", header = TRUE, quote = "\'")

str(df)
# 'data.frame': 9 obs. of  3 variables:
#  $ lie      : Factor w/ 1 level "f": 1 1 1 1 1 1 1 1 1
#  $ sentiment: Factor w/ 1 level "n": 1 1 1 1 1 1 1 1 1
#  $ review   : Factor w/ 9 levels "After I went shopping with some of my friend    we went to DODO restaurant for dinner. I found worm in one of the dishes .",..: 6 2 1 7 9 5 3 4 8

那应该为你做。

我建议阅读read.table()的帮助文件(始终)。 有很多考虑。

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