Merge pull request #4 from PppBr/master

add removing temp file func in Predict() API
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Oceania 2018-08-10 09:55:07 -05:00 committed by GitHub
commit e8cbfa5f59
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11 changed files with 130 additions and 2 deletions

View file

@ -43,9 +43,15 @@ namespace BotSharp.Core.Engines
var settings = new PipeSettings
{
ModelDir = Path.Join(AppDomain.CurrentDomain.GetData("DataPath").ToString(), "ModelFiles", agent.Id),
PredictDir = Path.Join(AppDomain.CurrentDomain.GetData("DataPath").ToString(), "Predicts"),
AlgorithmDir = Path.Join(AppDomain.CurrentDomain.GetData("ContentRootPath").ToString(), "Algorithms")
};
if (!Directory.Exists(settings.PredictDir))
{
Directory.CreateDirectory(settings.PredictDir);
}
// pipe process
meta.Pipeline.ForEach(async pipeMeta =>
{

View file

@ -64,7 +64,9 @@ namespace BotSharp.Core.Engines.CRFsuite
new MachineLearning.CRFsuite.Ner()
.NerStart(rawTrainingDataFileName, parsedTrainingDataFileName, fields, uniFeatures.Split(" "), biFeatures.Split(" "));
CmdHelper.Run(Path.Join(Settings.AlgorithmDir, "crfsuite"), $"learn -m {modelFileName} {parsedTrainingDataFileName}"); // --split=3 -x
var algorithmDir = Path.Join(AppDomain.CurrentDomain.GetData("ContentRootPath").ToString(), "Algorithms");
CmdHelper.Run(Path.Join(algorithmDir, "crfsuite"), $"learn -m {modelFileName} {parsedTrainingDataFileName}"); // --split=3 -x
Console.WriteLine($"Saved model to {modelFileName}");
meta.Meta = new JObject();
@ -134,6 +136,68 @@ namespace BotSharp.Core.Engines.CRFsuite
public async Task<bool> Predict(Agent agent, JObject data, PipeModel meta)
{
List<List<NlpToken>> tokens = data["Tokens"].ToObject<List<List<NlpToken>>>();
var uniFeatures = meta.Meta["uniFeatures"].ToString();
var biFeatures = meta.Meta["biFeatures"].ToString();
string field = meta.Meta["fields"].ToString();
string[] fields = field.Split(" ");
string rawPredictingDataFileName = Path.Join(Settings.PredictDir, "ner-crf.corpus.predict.txt");
string parsedPredictingDataFileName = Path.Join(Settings.PredictDir, "ner-crf.parsed.predict.txt");
string modelFileName = Path.Join(Settings.ModelDir, meta.Model);
using (FileStream fs = new FileStream(rawPredictingDataFileName, FileMode.Create))
{
using (StreamWriter sw = new StreamWriter(fs))
{
List<string> curLine = new List<string>();
foreach (List<NlpToken> tokenList in tokens)
{
foreach (NlpToken token in tokenList)
{
for (int i = 0 ; i < fields.Length; i++)
{
if (fields[i] == "y") {
curLine.Add("");
}
else if (fields[i] == "w") {
curLine.Add(token.Text);
}
else if (fields[i] == "pos") {
curLine.Add(token.Tag);
}
else if (fields[i] == "chk") {
curLine.Add("");
}
}
sw.Write(string.Join(" ", curLine) + "\n");
curLine.Clear();
}
sw.Write("\n");
}
sw.Flush();
}
}
new MachineLearning.CRFsuite.Ner()
.NerStart(rawPredictingDataFileName, parsedPredictingDataFileName, field, uniFeatures.Split(" "), biFeatures.Split(" "));
var output = CmdHelper.Run(Path.Join(Settings.AlgorithmDir, "crfsuite"), $"tag -i -m {modelFileName} {parsedPredictingDataFileName}");
var entities = new List<NlpEntity>();
//
data["entities"] = JObject.FromObject(entities);
if(File.Exists(rawPredictingDataFileName))
{
File.Delete(rawPredictingDataFileName);
}
if(File.Exists(parsedPredictingDataFileName))
{
File.Delete(parsedPredictingDataFileName);
}
return true;
}
}

View file

@ -14,6 +14,7 @@ namespace BotSharp.Core.Engines.Classifiers
public class FasttextClassifier : INlpPipeline
{
public IConfiguration Configuration { get; set; }
public PipeSettings Settings { get; set; }
public async Task<bool> Predict(Agent agent, JObject data, PipeModel meta)

View file

@ -9,5 +9,6 @@ namespace BotSharp.Core.Engines
public string TrainDir { get; set; }
public string ModelDir { get; set; }
public string AlgorithmDir { get; set; }
public string PredictDir { get; set; }
}
}

View file

@ -46,6 +46,22 @@ namespace BotSharp.Core.Engines.SpaCy
public async Task<bool> Predict(Agent agent, JObject data, PipeModel meta)
{
var client = new RestClient(Configuration.GetSection("SpaCyProvider:Url").Value);
var request = new RestRequest("tokenizer", Method.GET);
List<List<NlpToken>> tokens = new List<List<NlpToken>>();
Boolean res = true;
var corpus = agent.Corpus;
request.AddParameter("text", data["Text"]);
var response = client.Execute<Result>(request);
tokens.Add(response.Data.Tokens);
res = res && response.IsSuccessful;
data.Add("Tokens", JToken.FromObject(tokens));
return true;
}

View file

@ -46,7 +46,7 @@ namespace BotSharp.RestApi.Dialogs
var aIResponse = _platform.TextRequest(new AIRequest
{
Timezone = request.Timezone,
Contexts = request.Contexts.Select(x => new AIContext { Name = x }).ToList(),
Contexts = request?.Contexts?.Select(x => new AIContext { Name = x })?.ToList(),
Language = request.Lang,
Query = new String[] { request.Query }
});

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@ -0,0 +1,10 @@
when WRB
is VBZ
the DT
next JJ
train NN
in IN
muncher NN
freiheit NN
? .

View file

@ -0,0 +1,10 @@
w[0]=when w[1]=is w[2]=the wl[0]=when wl[1]=is wl[2]=the pos[0]=WRB pos[1]=VBZ pos[2]=DT chk[0]= chk[1]= chk[2]= shape[0]=LLLL shape[1]=LL shape[2]=LLL shaped[0]=L shaped[1]=L shaped[2]=L type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[0]=w p1[1]=i p1[2]=t p2[0]=wh p2[1]=is p2[2]=th p3[0]=whe p3[1]= p3[2]=the p4[0]=when p4[1]= p4[2]= s1[0]=n s1[1]=s s1[2]=e s2[0]=en s2[1]=is s2[2]=he s3[0]=hen s3[1]= s3[2]=the s4[0]=when s4[1]= s4[2]= 2d[0]=no 2d[1]=no 2d[2]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[0]=no d&.[1]=no d&.[2]=no up[0]=no up[1]=no up[2]=no iu[0]=no iu[1]=no iu[2]=no au[0]=no au[1]=no au[2]=no al[0]=yes al[1]=yes al[2]=yes ad[0]=no ad[1]=no ad[2]=no ao[0]=no ao[1]=no ao[2]=no cu[0]=no cu[1]=no cu[2]=no cl[0]=yes cl[1]=yes cl[2]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[0]=no cd[1]=no cd[2]=no cs[0]=no cs[1]=no cs[2]=no w[0]|w[1]=when|is w[1]|w[2]=is|the pos[0]|pos[1]=WRB|VBZ pos[1]|pos[2]=VBZ|DT chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[1..4]=is w[1..4]=the w[1..4]=next w[1..4]=train __BOS__
w[-1]=when w[0]=is w[1]=the w[2]=next wl[-1]=when wl[0]=is wl[1]=the wl[2]=next pos[-1]=WRB pos[0]=VBZ pos[1]=DT pos[2]=JJ chk[-1]= chk[0]= chk[1]= chk[2]= shape[-1]=LLLL shape[0]=LL shape[1]=LLL shape[2]=LLLL shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-1]=w p1[0]=i p1[1]=t p1[2]=n p2[-1]=wh p2[0]=is p2[1]=th p2[2]=ne p3[-1]=whe p3[0]= p3[1]=the p3[2]=nex p4[-1]=when p4[0]= p4[1]= p4[2]=next s1[-1]=n s1[0]=s s1[1]=e s1[2]=t s2[-1]=en s2[0]=is s2[1]=he s2[2]=xt s3[-1]=hen s3[0]= s3[1]=the s3[2]=ext s4[-1]=when s4[0]= s4[1]= s4[2]=next 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-1]|w[0]=when|is w[0]|w[1]=is|the w[1]|w[2]=the|next pos[-1]|pos[0]=WRB|VBZ pos[0]|pos[1]=VBZ|DT pos[1]|pos[2]=DT|JJ chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[1..4]=the w[1..4]=next w[1..4]=train w[1..4]=in
w[-2]=when w[-1]=is w[0]=the w[1]=next w[2]=train wl[-2]=when wl[-1]=is wl[0]=the wl[1]=next wl[2]=train pos[-2]=WRB pos[-1]=VBZ pos[0]=DT pos[1]=JJ pos[2]=NN chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LL shape[0]=LLL shape[1]=LLLL shape[2]=LLLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=i p1[0]=t p1[1]=n p1[2]=t p2[-2]=wh p2[-1]=is p2[0]=th p2[1]=ne p2[2]=tr p3[-2]=whe p3[-1]= p3[0]=the p3[1]=nex p3[2]=tra p4[-2]=when p4[-1]= p4[0]= p4[1]=next p4[2]=trai s1[-2]=n s1[-1]=s s1[0]=e s1[1]=t s1[2]=n s2[-2]=en s2[-1]=is s2[0]=he s2[1]=xt s2[2]=in s3[-2]=hen s3[-1]= s3[0]=the s3[1]=ext s3[2]=ain s4[-2]=when s4[-1]= s4[0]= s4[1]=next s4[2]=rain 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|is w[-1]|w[0]=is|the w[0]|w[1]=the|next w[1]|w[2]=next|train pos[-2]|pos[-1]=WRB|VBZ pos[-1]|pos[0]=VBZ|DT pos[0]|pos[1]=DT|JJ pos[1]|pos[2]=JJ|NN chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=is w[1..4]=next w[1..4]=train w[1..4]=in w[1..4]=muncher
w[-2]=is w[-1]=the w[0]=next w[1]=train w[2]=in wl[-2]=is wl[-1]=the wl[0]=next wl[1]=train wl[2]=in pos[-2]=VBZ pos[-1]=DT pos[0]=JJ pos[1]=NN pos[2]=IN chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LL shape[-1]=LLL shape[0]=LLLL shape[1]=LLLLL shape[2]=LL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=i p1[-1]=t p1[0]=n p1[1]=t p1[2]=i p2[-2]=is p2[-1]=th p2[0]=ne p2[1]=tr p2[2]=in p3[-2]= p3[-1]=the p3[0]=nex p3[1]=tra p3[2]= p4[-2]= p4[-1]= p4[0]=next p4[1]=trai p4[2]= s1[-2]=s s1[-1]=e s1[0]=t s1[1]=n s1[2]=n s2[-2]=is s2[-1]=he s2[0]=xt s2[1]=in s2[2]=in s3[-2]= s3[-1]=the s3[0]=ext s3[1]=ain s3[2]= s4[-2]= s4[-1]= s4[0]=next s4[1]=rain s4[2]= 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=is|the w[-1]|w[0]=the|next w[0]|w[1]=next|train w[1]|w[2]=train|in pos[-2]|pos[-1]=VBZ|DT pos[-1]|pos[0]=DT|JJ pos[0]|pos[1]=JJ|NN pos[1]|pos[2]=NN|IN chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=is w[-4..-1]=the w[1..4]=train w[1..4]=in w[1..4]=muncher w[1..4]=freiheit
w[-2]=the w[-1]=next w[0]=train w[1]=in w[2]=muncher wl[-2]=the wl[-1]=next wl[0]=train wl[1]=in wl[2]=muncher pos[-2]=DT pos[-1]=JJ pos[0]=NN pos[1]=IN pos[2]=NN chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLL shape[-1]=LLLL shape[0]=LLLLL shape[1]=LL shape[2]=LLLLLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=t p1[-1]=n p1[0]=t p1[1]=i p1[2]=m p2[-2]=th p2[-1]=ne p2[0]=tr p2[1]=in p2[2]=mu p3[-2]=the p3[-1]=nex p3[0]=tra p3[1]= p3[2]=mun p4[-2]= p4[-1]=next p4[0]=trai p4[1]= p4[2]=munc s1[-2]=e s1[-1]=t s1[0]=n s1[1]=n s1[2]=r s2[-2]=he s2[-1]=xt s2[0]=in s2[1]=in s2[2]=er s3[-2]=the s3[-1]=ext s3[0]=ain s3[1]= s3[2]=her s4[-2]= s4[-1]=next s4[0]=rain s4[1]= s4[2]=cher 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=the|next w[-1]|w[0]=next|train w[0]|w[1]=train|in w[1]|w[2]=in|muncher pos[-2]|pos[-1]=DT|JJ pos[-1]|pos[0]=JJ|NN pos[0]|pos[1]=NN|IN pos[1]|pos[2]=IN|NN chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=is w[-4..-1]=the w[-4..-1]=next w[1..4]=in w[1..4]=muncher w[1..4]=freiheit w[1..4]=?
w[-2]=next w[-1]=train w[0]=in w[1]=muncher w[2]=freiheit wl[-2]=next wl[-1]=train wl[0]=in wl[1]=muncher wl[2]=freiheit pos[-2]=JJ pos[-1]=NN pos[0]=IN pos[1]=NN pos[2]=NN chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLLL shape[0]=LL shape[1]=LLLLLLL shape[2]=LLLLLLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=n p1[-1]=t p1[0]=i p1[1]=m p1[2]=f p2[-2]=ne p2[-1]=tr p2[0]=in p2[1]=mu p2[2]=fr p3[-2]=nex p3[-1]=tra p3[0]= p3[1]=mun p3[2]=fre p4[-2]=next p4[-1]=trai p4[0]= p4[1]=munc p4[2]=frei s1[-2]=t s1[-1]=n s1[0]=n s1[1]=r s1[2]=t s2[-2]=xt s2[-1]=in s2[0]=in s2[1]=er s2[2]=it s3[-2]=ext s3[-1]=ain s3[0]= s3[1]=her s3[2]=eit s4[-2]=next s4[-1]=rain s4[0]= s4[1]=cher s4[2]=heit 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=next|train w[-1]|w[0]=train|in w[0]|w[1]=in|muncher w[1]|w[2]=muncher|freiheit pos[-2]|pos[-1]=JJ|NN pos[-1]|pos[0]=NN|IN pos[0]|pos[1]=IN|NN pos[1]|pos[2]=NN|NN chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=is w[-4..-1]=the w[-4..-1]=next w[-4..-1]=train w[1..4]=muncher w[1..4]=freiheit w[1..4]=?
w[-2]=train w[-1]=in w[0]=muncher w[1]=freiheit w[2]=? wl[-2]=train wl[-1]=in wl[0]=muncher wl[1]=freiheit wl[2]=? pos[-2]=NN pos[-1]=IN pos[0]=NN pos[1]=NN pos[2]=. chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLLL shape[-1]=LL shape[0]=LLLLLLL shape[1]=LLLLLLLL shape[2]=; shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=; type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllSymbol p1[-2]=t p1[-1]=i p1[0]=m p1[1]=f p1[2]=? p2[-2]=tr p2[-1]=in p2[0]=mu p2[1]=fr p2[2]= p3[-2]=tra p3[-1]= p3[0]=mun p3[1]=fre p3[2]= p4[-2]=trai p4[-1]= p4[0]=munc p4[1]=frei p4[2]= s1[-2]=n s1[-1]=n s1[0]=r s1[1]=t s1[2]=? s2[-2]=in s2[-1]=in s2[0]=er s2[1]=it s2[2]= s3[-2]=ain s3[-1]= s3[0]=her s3[1]=eit s3[2]= s4[-2]=rain s4[-1]= s4[0]=cher s4[1]=heit s4[2]= 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=no ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=yes cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=no ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=no cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=yes w[-2]|w[-1]=train|in w[-1]|w[0]=in|muncher w[0]|w[1]=muncher|freiheit w[1]|w[2]=freiheit|? pos[-2]|pos[-1]=NN|IN pos[-1]|pos[0]=IN|NN pos[0]|pos[1]=NN|NN pos[1]|pos[2]=NN|. chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|; type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllSymbol w[-4..-1]=the w[-4..-1]=next w[-4..-1]=train w[-4..-1]=in w[1..4]=freiheit w[1..4]=?
w[-2]=in w[-1]=muncher w[0]=freiheit w[1]=? wl[-2]=in wl[-1]=muncher wl[0]=freiheit wl[1]=? pos[-2]=IN pos[-1]=NN pos[0]=NN pos[1]=. chk[-2]= chk[-1]= chk[0]= chk[1]= shape[-2]=LL shape[-1]=LLLLLLL shape[0]=LLLLLLLL shape[1]=; shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=; type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllSymbol p1[-2]=i p1[-1]=m p1[0]=f p1[1]=? p2[-2]=in p2[-1]=mu p2[0]=fr p2[1]= p3[-2]= p3[-1]=mun p3[0]=fre p3[1]= p4[-2]= p4[-1]=munc p4[0]=frei p4[1]= s1[-2]=n s1[-1]=r s1[0]=t s1[1]=? s2[-2]=in s2[-1]=er s2[0]=it s2[1]= s3[-2]= s3[-1]=her s3[0]=eit s3[1]= s4[-2]= s4[-1]=cher s4[0]=heit s4[1]= 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no up[-2]=no up[-1]=no up[0]=no up[1]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no au[-2]=no au[-1]=no au[0]=no au[1]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=no ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=yes cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=no ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=no cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=yes w[-2]|w[-1]=in|muncher w[-1]|w[0]=muncher|freiheit w[0]|w[1]=freiheit|? pos[-2]|pos[-1]=IN|NN pos[-1]|pos[0]=NN|NN pos[0]|pos[1]=NN|. chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|; type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllSymbol w[-4..-1]=next w[-4..-1]=train w[-4..-1]=in w[-4..-1]=muncher w[1..4]=?
w[-2]=muncher w[-1]=freiheit w[0]=? wl[-2]=muncher wl[-1]=freiheit wl[0]=? pos[-2]=NN pos[-1]=NN pos[0]=. chk[-2]= chk[-1]= chk[0]= shape[-2]=LLLLLLL shape[-1]=LLLLLLLL shape[0]=; shaped[-2]=L shaped[-1]=L shaped[0]=; type[-2]=AllLetter type[-1]=AllLetter type[0]=AllSymbol p1[-2]=m p1[-1]=f p1[0]=? p2[-2]=mu p2[-1]=fr p2[0]= p3[-2]=mun p3[-1]=fre p3[0]= p4[-2]=munc p4[-1]=frei p4[0]= s1[-2]=r s1[-1]=t s1[0]=? s2[-2]=er s2[-1]=it s2[0]= s3[-2]=her s3[-1]=eit s3[0]= s4[-2]=cher s4[-1]=heit s4[0]= 2d[-2]=no 2d[-1]=no 2d[0]=no 4d[-2]=no 4d[-1]=no 4d[0]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&.[-2]=no d&.[-1]=no d&.[0]=no up[-2]=no up[-1]=no up[0]=no iu[-2]=no iu[-1]=no iu[0]=no au[-2]=no au[-1]=no au[0]=no al[-2]=yes al[-1]=yes al[0]=no ad[-2]=no ad[-1]=no ad[0]=no ao[-2]=no ao[-1]=no ao[0]=yes cu[-2]=no cu[-1]=no cu[0]=no cl[-2]=yes cl[-1]=yes cl[0]=no ca[-2]=yes ca[-1]=yes ca[0]=no cd[-2]=no cd[-1]=no cd[0]=no cs[-2]=no cs[-1]=no cs[0]=yes w[-2]|w[-1]=muncher|freiheit w[-1]|w[0]=freiheit|? pos[-2]|pos[-1]=NN|NN pos[-1]|pos[0]=NN|. chk[-2]|chk[-1]=| chk[-1]|chk[0]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|; type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllSymbol w[-4..-1]=train w[-4..-1]=in w[-4..-1]=muncher w[-4..-1]=freiheit __EOS__

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when WRB
when WRB is VBZ
when WRB is VBZ the DT
when WRB is VBZ the DT next JJ
when WRB is VBZ the DT next JJ train NN
when WRB is VBZ the DT next JJ train NN in IN
when WRB is VBZ the DT next JJ train NN in IN muncher NN
when WRB is VBZ the DT next JJ train NN in IN muncher NN freiheit NN
when WRB is VBZ the DT next JJ train NN in IN muncher NN freiheit NN ? .

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@ -0,0 +1,10 @@
w[0]=when w[1]=when w[2]=when wl[0]=when wl[1]=when wl[2]=when pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[0]= chk[1]= chk[2]= shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[0]=L shaped[1]=L shaped[2]=L type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[0]=w p1[1]=w p1[2]=w p2[0]=wh p2[1]=wh p2[2]=wh p3[0]=whe p3[1]=whe p3[2]=whe p4[0]=when p4[1]=when p4[2]=when s1[0]=n s1[1]=n s1[2]=n s2[0]=en s2[1]=en s2[2]=en s3[0]=hen s3[1]=hen s3[2]=hen s4[0]=when s4[1]=when s4[2]=when 2d[0]=no 2d[1]=no 2d[2]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[0]=no d&.[1]=no d&.[2]=no up[0]=no up[1]=no up[2]=no iu[0]=no iu[1]=no iu[2]=no au[0]=no au[1]=no au[2]=no al[0]=yes al[1]=yes al[2]=yes ad[0]=no ad[1]=no ad[2]=no ao[0]=no ao[1]=no ao[2]=no cu[0]=no cu[1]=no cu[2]=no cl[0]=yes cl[1]=yes cl[2]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[0]=no cd[1]=no cd[2]=no cs[0]=no cs[1]=no cs[2]=no w[0]|w[1]=when|when w[1]|w[2]=when|when pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[1..4]=when w[1..4]=when w[1..4]=when w[1..4]=when __BOS__
w[-1]=when w[0]=when w[1]=when w[2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-1]= chk[0]= chk[1]= chk[2]= shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[1..4]=when w[1..4]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when w[2]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[1..4]=when w[1..4]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when w[2]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[1..4]=when w[1..4]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when w[2]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[1..4]=when w[1..4]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when w[2]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[1..4]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when w[2]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when wl[2]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB pos[2]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= chk[2]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shape[2]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L shaped[2]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter type[2]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p1[2]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p2[2]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p3[2]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when p4[2]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s1[2]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s2[2]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s3[2]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when s4[2]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 2d[2]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no 4d[2]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&a[2]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&-[2]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&/[2]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&,[2]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no d&.[2]=no up[-2]=no up[-1]=no up[0]=no up[1]=no up[2]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no iu[2]=no au[-2]=no au[-1]=no au[0]=no au[1]=no au[2]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes al[2]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ad[2]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no ao[2]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cu[2]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes cl[2]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes ca[2]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cd[2]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no cs[2]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when w[1]|w[2]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB pos[1]|pos[2]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| chk[1]|chk[2]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L shaped[1]|shaped[2]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter type[1]|type[2]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[1..4]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when w[1]=when wl[-2]=when wl[-1]=when wl[0]=when wl[1]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB pos[1]=WRB chk[-2]= chk[-1]= chk[0]= chk[1]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shape[1]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L shaped[1]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter type[1]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p1[1]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p2[1]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p3[1]=whe p4[-2]=when p4[-1]=when p4[0]=when p4[1]=when s1[-2]=n s1[-1]=n s1[0]=n s1[1]=n s2[-2]=en s2[-1]=en s2[0]=en s2[1]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s3[1]=hen s4[-2]=when s4[-1]=when s4[0]=when s4[1]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 2d[1]=no 4d[-2]=no 4d[-1]=no 4d[0]=no 4d[1]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&a[1]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&-[1]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&/[1]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&,[1]=no d&.[-2]=no d&.[-1]=no d&.[0]=no d&.[1]=no up[-2]=no up[-1]=no up[0]=no up[1]=no iu[-2]=no iu[-1]=no iu[0]=no iu[1]=no au[-2]=no au[-1]=no au[0]=no au[1]=no al[-2]=yes al[-1]=yes al[0]=yes al[1]=yes ad[-2]=no ad[-1]=no ad[0]=no ad[1]=no ao[-2]=no ao[-1]=no ao[0]=no ao[1]=no cu[-2]=no cu[-1]=no cu[0]=no cu[1]=no cl[-2]=yes cl[-1]=yes cl[0]=yes cl[1]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes ca[1]=yes cd[-2]=no cd[-1]=no cd[0]=no cd[1]=no cs[-2]=no cs[-1]=no cs[0]=no cs[1]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when w[0]|w[1]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB pos[0]|pos[1]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| chk[0]|chk[1]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L shaped[0]|shaped[1]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter type[0]|type[1]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[1..4]=when
w[-2]=when w[-1]=when w[0]=when wl[-2]=when wl[-1]=when wl[0]=when pos[-2]=WRB pos[-1]=WRB pos[0]=WRB chk[-2]= chk[-1]= chk[0]= shape[-2]=LLLL shape[-1]=LLLL shape[0]=LLLL shaped[-2]=L shaped[-1]=L shaped[0]=L type[-2]=AllLetter type[-1]=AllLetter type[0]=AllLetter p1[-2]=w p1[-1]=w p1[0]=w p2[-2]=wh p2[-1]=wh p2[0]=wh p3[-2]=whe p3[-1]=whe p3[0]=whe p4[-2]=when p4[-1]=when p4[0]=when s1[-2]=n s1[-1]=n s1[0]=n s2[-2]=en s2[-1]=en s2[0]=en s3[-2]=hen s3[-1]=hen s3[0]=hen s4[-2]=when s4[-1]=when s4[0]=when 2d[-2]=no 2d[-1]=no 2d[0]=no 4d[-2]=no 4d[-1]=no 4d[0]=no d&a[-2]=no d&a[-1]=no d&a[0]=no d&-[-2]=no d&-[-1]=no d&-[0]=no d&/[-2]=no d&/[-1]=no d&/[0]=no d&,[-2]=no d&,[-1]=no d&,[0]=no d&.[-2]=no d&.[-1]=no d&.[0]=no up[-2]=no up[-1]=no up[0]=no iu[-2]=no iu[-1]=no iu[0]=no au[-2]=no au[-1]=no au[0]=no al[-2]=yes al[-1]=yes al[0]=yes ad[-2]=no ad[-1]=no ad[0]=no ao[-2]=no ao[-1]=no ao[0]=no cu[-2]=no cu[-1]=no cu[0]=no cl[-2]=yes cl[-1]=yes cl[0]=yes ca[-2]=yes ca[-1]=yes ca[0]=yes cd[-2]=no cd[-1]=no cd[0]=no cs[-2]=no cs[-1]=no cs[0]=no w[-2]|w[-1]=when|when w[-1]|w[0]=when|when pos[-2]|pos[-1]=WRB|WRB pos[-1]|pos[0]=WRB|WRB chk[-2]|chk[-1]=| chk[-1]|chk[0]=| shaped[-2]|shaped[-1]=L|L shaped[-1]|shaped[0]=L|L type[-2]|type[-1]=AllLetter|AllLetter type[-1]|type[0]=AllLetter|AllLetter w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when w[-4..-1]=when __EOS__