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extra/example_data/ner_example_data/README.md
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## Examples of NER/IOB data that can be converted with `spacy convert`
To convert an IOB file to `.spacy` ([`DocBin`](https://spacy.io/api/docbin))
for spaCy v3:
```bash
python -m spacy convert -c iob -s -n 10 -b en_core_web_sm file.iob .
```
See all the `spacy convert` options: https://spacy.io/api/cli#convert
---
The spaCy v2 JSON training files were generated using **spaCy v2** with:
```bash
python -m spacy convert -c iob -s -n 10 -b en file.iob
```
To convert an existing JSON training file to `.spacy` for spaCy v3, convert
with **spaCy v3**:
```bash
python -m spacy convert file.json .
```
extra/example_data/ner_example_data/ner-sent-per-line.iob
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When|WRB|O Sebastian|NNP|B-PERSON Thrun|NNP|I-PERSON started|VBD|O working|VBG|O on|IN|O self|NN|O -|HYPH|O driving|VBG|O cars|NNS|O at|IN|O Google|NNP|B-ORG in|IN|O 2007|CD|B-DATE ,|,|O few|JJ|O people|NNS|O outside|RB|O of|IN|O the|DT|O company|NN|O took|VBD|O him|PRP|O seriously|RB|O .|.|O
“|''|O I|PRP|O can|MD|O tell|VB|O you|PRP|O very|RB|O senior|JJ|O CEOs|NNS|O of|IN|O major|JJ|O American|JJ|B-NORP car|NN|O companies|NNS|O would|MD|O shake|VB|O my|PRP$|O hand|NN|O and|CC|O turn|VB|O away|RB|O because|IN|O I|PRP|O was|VBD|O n’t|RB|O worth|JJ|O talking|VBG|O to|IN|O ,|,|O ”|''|O said|VBD|O Thrun|NNP|B-PERSON ,|,|O in|IN|O an|DT|O interview|NN|O with|IN|O Recode|NNP|B-ORG earlier|RBR|B-DATE this|DT|I-DATE week|NN|I-DATE .|.|O
extra/example_data/ner_example_data/ner-sent-per-line.json
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[
{
"id":0,
"paragraphs":[
{
"sentences":[
{
"tokens":[
{
"orth":"When",
"tag":"WRB",
"ner":"O"
},
{
"orth":"Sebastian",
"tag":"NNP",
"ner":"B-PERSON"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"L-PERSON"
},
{
"orth":"started",
"tag":"VBD",
"ner":"O"
},
{
"orth":"working",
"tag":"VBG",
"ner":"O"
},
{
"orth":"on",
"tag":"IN",
"ner":"O"
},
{
"orth":"self",
"tag":"NN",
"ner":"O"
},
{
"orth":"-",
"tag":"HYPH",
"ner":"O"
},
{
"orth":"driving",
"tag":"VBG",
"ner":"O"
},
{
"orth":"cars",
"tag":"NNS",
"ner":"O"
},
{
"orth":"at",
"tag":"IN",
"ner":"O"
},
{
"orth":"Google",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"2007",
"tag":"CD",
"ner":"U-DATE"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"few",
"tag":"JJ",
"ner":"O"
},
{
"orth":"people",
"tag":"NNS",
"ner":"O"
},
{
"orth":"outside",
"tag":"RB",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"the",
"tag":"DT",
"ner":"O"
},
{
"orth":"company",
"tag":"NN",
"ner":"O"
},
{
"orth":"took",
"tag":"VBD",
"ner":"O"
},
{
"orth":"him",
"tag":"PRP",
"ner":"O"
},
{
"orth":"seriously",
"tag":"RB",
"ner":"O"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
},
{
"tokens":[
{
"orth":"\u201c",
"tag":"''",
"ner":"O"
},
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"can",
"tag":"MD",
"ner":"O"
},
{
"orth":"tell",
"tag":"VB",
"ner":"O"
},
{
"orth":"you",
"tag":"PRP",
"ner":"O"
},
{
"orth":"very",
"tag":"RB",
"ner":"O"
},
{
"orth":"senior",
"tag":"JJ",
"ner":"O"
},
{
"orth":"CEOs",
"tag":"NNS",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"major",
"tag":"JJ",
"ner":"O"
},
{
"orth":"American",
"tag":"JJ",
"ner":"U-NORP"
},
{
"orth":"car",
"tag":"NN",
"ner":"O"
},
{
"orth":"companies",
"tag":"NNS",
"ner":"O"
},
{
"orth":"would",
"tag":"MD",
"ner":"O"
},
{
"orth":"shake",
"tag":"VB",
"ner":"O"
},
{
"orth":"my",
"tag":"PRP$",
"ner":"O"
},
{
"orth":"hand",
"tag":"NN",
"ner":"O"
},
{
"orth":"and",
"tag":"CC",
"ner":"O"
},
{
"orth":"turn",
"tag":"VB",
"ner":"O"
},
{
"orth":"away",
"tag":"RB",
"ner":"O"
},
{
"orth":"because",
"tag":"IN",
"ner":"O"
},
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"was",
"tag":"VBD",
"ner":"O"
},
{
"orth":"n\u2019t",
"tag":"RB",
"ner":"O"
},
{
"orth":"worth",
"tag":"JJ",
"ner":"O"
},
{
"orth":"talking",
"tag":"VBG",
"ner":"O"
},
{
"orth":"to",
"tag":"IN",
"ner":"O"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"\u201d",
"tag":"''",
"ner":"O"
},
{
"orth":"said",
"tag":"VBD",
"ner":"O"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"U-PERSON"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"an",
"tag":"DT",
"ner":"O"
},
{
"orth":"interview",
"tag":"NN",
"ner":"O"
},
{
"orth":"with",
"tag":"IN",
"ner":"O"
},
{
"orth":"Recode",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"earlier",
"tag":"RBR",
"ner":"B-DATE"
},
{
"orth":"this",
"tag":"DT",
"ner":"I-DATE"
},
{
"orth":"week",
"tag":"NN",
"ner":"L-DATE"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
}
]
}
]
}
]
extra/example_data/ner_example_data/ner-token-per-line-conll2003.iob
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-DOCSTART- -X- O O
When WRB _ O
Sebastian NNP _ B-PERSON
Thrun NNP _ I-PERSON
started VBD _ O
working VBG _ O
on IN _ O
self NN _ O
- HYPH _ O
driving VBG _ O
cars NNS _ O
at IN _ O
Google NNP _ B-ORG
in IN _ O
2007 CD _ B-DATE
, , _ O
few JJ _ O
people NNS _ O
outside RB _ O
of IN _ O
the DT _ O
company NN _ O
took VBD _ O
him PRP _ O
seriously RB _ O
. . _ O
“ '' _ O
I PRP _ O
can MD _ O
tell VB _ O
you PRP _ O
very RB _ O
senior JJ _ O
CEOs NNS _ O
of IN _ O
major JJ _ O
American JJ _ B-NORP
car NN _ O
companies NNS _ O
would MD _ O
shake VB _ O
my PRP$ _ O
hand NN _ O
and CC _ O
turn VB _ O
away RB _ O
because IN _ O
I PRP _ O
was VBD _ O
n’t RB _ O
worth JJ _ O
talking VBG _ O
to IN _ O
, , _ O
” '' _ O
said VBD _ O
Thrun NNP _ B-PERSON
, , _ O
in IN _ O
an DT _ O
interview NN _ O
with IN _ O
Recode NNP _ B-ORG
earlier RBR _ B-DATE
this DT _ I-DATE
week NN _ I-DATE
. . _ O
extra/example_data/ner_example_data/ner-token-per-line-conll2003.json
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[
{
"id":0,
"paragraphs":[
{
"sentences":[
{
"tokens":[
{
"orth":"When",
"tag":"WRB",
"ner":"O"
},
{
"orth":"Sebastian",
"tag":"NNP",
"ner":"B-PERSON"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"L-PERSON"
},
{
"orth":"started",
"tag":"VBD",
"ner":"O"
},
{
"orth":"working",
"tag":"VBG",
"ner":"O"
},
{
"orth":"on",
"tag":"IN",
"ner":"O"
},
{
"orth":"self",
"tag":"NN",
"ner":"O"
},
{
"orth":"-",
"tag":"HYPH",
"ner":"O"
},
{
"orth":"driving",
"tag":"VBG",
"ner":"O"
},
{
"orth":"cars",
"tag":"NNS",
"ner":"O"
},
{
"orth":"at",
"tag":"IN",
"ner":"O"
},
{
"orth":"Google",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"2007",
"tag":"CD",
"ner":"U-DATE"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"few",
"tag":"JJ",
"ner":"O"
},
{
"orth":"people",
"tag":"NNS",
"ner":"O"
},
{
"orth":"outside",
"tag":"RB",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"the",
"tag":"DT",
"ner":"O"
},
{
"orth":"company",
"tag":"NN",
"ner":"O"
},
{
"orth":"took",
"tag":"VBD",
"ner":"O"
},
{
"orth":"him",
"tag":"PRP",
"ner":"O"
},
{
"orth":"seriously",
"tag":"RB",
"ner":"O"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
},
{
"tokens":[
{
"orth":"\u201c",
"tag":"''",
"ner":"O"
},
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"can",
"tag":"MD",
"ner":"O"
},
{
"orth":"tell",
"tag":"VB",
"ner":"O"
},
{
"orth":"you",
"tag":"PRP",
"ner":"O"
},
{
"orth":"very",
"tag":"RB",
"ner":"O"
},
{
"orth":"senior",
"tag":"JJ",
"ner":"O"
},
{
"orth":"CEOs",
"tag":"NNS",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"major",
"tag":"JJ",
"ner":"O"
},
{
"orth":"American",
"tag":"JJ",
"ner":"U-NORP"
},
{
"orth":"car",
"tag":"NN",
"ner":"O"
},
{
"orth":"companies",
"tag":"NNS",
"ner":"O"
},
{
"orth":"would",
"tag":"MD",
"ner":"O"
},
{
"orth":"shake",
"tag":"VB",
"ner":"O"
},
{
"orth":"my",
"tag":"PRP$",
"ner":"O"
},
{
"orth":"hand",
"tag":"NN",
"ner":"O"
},
{
"orth":"and",
"tag":"CC",
"ner":"O"
},
{
"orth":"turn",
"tag":"VB",
"ner":"O"
},
{
"orth":"away",
"tag":"RB",
"ner":"O"
},
{
"orth":"because",
"tag":"IN",
"ner":"O"
},
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"was",
"tag":"VBD",
"ner":"O"
},
{
"orth":"n\u2019t",
"tag":"RB",
"ner":"O"
},
{
"orth":"worth",
"tag":"JJ",
"ner":"O"
},
{
"orth":"talking",
"tag":"VBG",
"ner":"O"
},
{
"orth":"to",
"tag":"IN",
"ner":"O"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"\u201d",
"tag":"''",
"ner":"O"
},
{
"orth":"said",
"tag":"VBD",
"ner":"O"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"U-PERSON"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"an",
"tag":"DT",
"ner":"O"
},
{
"orth":"interview",
"tag":"NN",
"ner":"O"
},
{
"orth":"with",
"tag":"IN",
"ner":"O"
},
{
"orth":"Recode",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"earlier",
"tag":"RBR",
"ner":"B-DATE"
},
{
"orth":"this",
"tag":"DT",
"ner":"I-DATE"
},
{
"orth":"week",
"tag":"NN",
"ner":"L-DATE"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
}
]
}
]
}
]
extra/example_data/ner_example_data/ner-token-per-line-with-pos.iob
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When WRB O
Sebastian NNP B-PERSON
Thrun NNP I-PERSON
started VBD O
working VBG O
on IN O
self NN O
- HYPH O
driving VBG O
cars NNS O
at IN O
Google NNP B-ORG
in IN O
2007 CD B-DATE
, , O
few JJ O
people NNS O
outside RB O
of IN O
the DT O
company NN O
took VBD O
him PRP O
seriously RB O
. . O
“ '' O
I PRP O
can MD O
tell VB O
you PRP O
very RB O
senior JJ O
CEOs NNS O
of IN O
major JJ O
American JJ B-NORP
car NN O
companies NNS O
would MD O
shake VB O
my PRP$ O
hand NN O
and CC O
turn VB O
away RB O
because IN O
I PRP O
was VBD O
n’t RB O
worth JJ O
talking VBG O
to IN O
, , O
” '' O
said VBD O
Thrun NNP B-PERSON
, , O
in IN O
an DT O
interview NN O
with IN O
Recode NNP B-ORG
earlier RBR B-DATE
this DT I-DATE
week NN I-DATE
. . O
extra/example_data/ner_example_data/ner-token-per-line-with-pos.json
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[
{
"id":0,
"paragraphs":[
{
"sentences":[
{
"tokens":[
{
"orth":"When",
"tag":"WRB",
"ner":"O"
},
{
"orth":"Sebastian",
"tag":"NNP",
"ner":"B-PERSON"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"L-PERSON"
},
{
"orth":"started",
"tag":"VBD",
"ner":"O"
},
{
"orth":"working",
"tag":"VBG",
"ner":"O"
},
{
"orth":"on",
"tag":"IN",
"ner":"O"
},
{
"orth":"self",
"tag":"NN",
"ner":"O"
},
{
"orth":"-",
"tag":"HYPH",
"ner":"O"
},
{
"orth":"driving",
"tag":"VBG",
"ner":"O"
},
{
"orth":"cars",
"tag":"NNS",
"ner":"O"
},
{
"orth":"at",
"tag":"IN",
"ner":"O"
},
{
"orth":"Google",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"2007",
"tag":"CD",
"ner":"U-DATE"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"few",
"tag":"JJ",
"ner":"O"
},
{
"orth":"people",
"tag":"NNS",
"ner":"O"
},
{
"orth":"outside",
"tag":"RB",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"the",
"tag":"DT",
"ner":"O"
},
{
"orth":"company",
"tag":"NN",
"ner":"O"
},
{
"orth":"took",
"tag":"VBD",
"ner":"O"
},
{
"orth":"him",
"tag":"PRP",
"ner":"O"
},
{
"orth":"seriously",
"tag":"RB",
"ner":"O"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
},
{
"tokens":[
{
"orth":"\u201c",
"tag":"''",
"ner":"O"
}
]
},
{
"tokens":[
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"can",
"tag":"MD",
"ner":"O"
},
{
"orth":"tell",
"tag":"VB",
"ner":"O"
},
{
"orth":"you",
"tag":"PRP",
"ner":"O"
},
{
"orth":"very",
"tag":"RB",
"ner":"O"
},
{
"orth":"senior",
"tag":"JJ",
"ner":"O"
},
{
"orth":"CEOs",
"tag":"NNS",
"ner":"O"
},
{
"orth":"of",
"tag":"IN",
"ner":"O"
},
{
"orth":"major",
"tag":"JJ",
"ner":"O"
},
{
"orth":"American",
"tag":"JJ",
"ner":"U-NORP"
},
{
"orth":"car",
"tag":"NN",
"ner":"O"
},
{
"orth":"companies",
"tag":"NNS",
"ner":"O"
},
{
"orth":"would",
"tag":"MD",
"ner":"O"
},
{
"orth":"shake",
"tag":"VB",
"ner":"O"
},
{
"orth":"my",
"tag":"PRP$",
"ner":"O"
},
{
"orth":"hand",
"tag":"NN",
"ner":"O"
},
{
"orth":"and",
"tag":"CC",
"ner":"O"
},
{
"orth":"turn",
"tag":"VB",
"ner":"O"
},
{
"orth":"away",
"tag":"RB",
"ner":"O"
},
{
"orth":"because",
"tag":"IN",
"ner":"O"
},
{
"orth":"I",
"tag":"PRP",
"ner":"O"
},
{
"orth":"was",
"tag":"VBD",
"ner":"O"
},
{
"orth":"n\u2019t",
"tag":"RB",
"ner":"O"
},
{
"orth":"worth",
"tag":"JJ",
"ner":"O"
},
{
"orth":"talking",
"tag":"VBG",
"ner":"O"
},
{
"orth":"to",
"tag":"IN",
"ner":"O"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"\u201d",
"tag":"''",
"ner":"O"
},
{
"orth":"said",
"tag":"VBD",
"ner":"O"
},
{
"orth":"Thrun",
"tag":"NNP",
"ner":"U-PERSON"
},
{
"orth":",",
"tag":",",
"ner":"O"
},
{
"orth":"in",
"tag":"IN",
"ner":"O"
},
{
"orth":"an",
"tag":"DT",
"ner":"O"
},
{
"orth":"interview",
"tag":"NN",
"ner":"O"
},
{
"orth":"with",
"tag":"IN",
"ner":"O"
},
{
"orth":"Recode",
"tag":"NNP",
"ner":"U-ORG"
},
{
"orth":"earlier",
"tag":"RBR",
"ner":"B-DATE"
},
{
"orth":"this",
"tag":"DT",
"ner":"I-DATE"
},
{
"orth":"week",
"tag":"NN",
"ner":"L-DATE"
},
{
"orth":".",
"tag":".",
"ner":"O"
}
]
}
]
}
]
}
]
extra/example_data/ner_example_data/ner-token-per-line.iob
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When O
Sebastian B-PERSON
Thrun I-PERSON
started O
working O
on O
self O
- O
driving O
cars O
at O
Google B-ORG
in O
2007 B-DATE
, O
few O
people O
outside O
of O
the O
company O
took O
him O
seriously O
. O
“ O
I O
can O
tell O
you O
very O
senior O
CEOs O
of O
major O
American B-NORP
car O
companies O
would O
shake O
my O
hand O
and O
turn O
away O
because O
I O
was O
n’t O
worth O
talking O
to O
, O
” O
said O
Thrun B-PERSON
, O
in O
an O
interview O
with O
Recode B-ORG
earlier B-DATE
this I-DATE
week I-DATE
. O
extra/example_data/ner_example_data/ner-token-per-line.json
+353
View File
@@ -0,0 +1,353 @@
[
{
"id":0,
"paragraphs":[
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
"orth":"companies",
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
"orth":"n\u2019t",
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},
{
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},
{
"orth":"talking",
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{
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{
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{
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{
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{
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{
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{
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{
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},
{
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{
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},
{
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"ner":"U-ORG"
},
{
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},
{
"orth":"this",
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"ner":"I-DATE"
},
{
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},
{
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}
]