spacy-ui-component
v1.0.0-beta
Published
Make SpaCy NLP Service available for use within a React project
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Readme
SpaCy UI Component
This component primarily utilizes Decipher's SpaCy NLP Service to process text inputs and make the analysis available for use within React projects.
This project will be abstracted to allow for implementing additional NLP services in the future.
Basic Usage
Install
npm install spacy-ui-componentStart Spacy Service
A basic docker-compose.yaml file is provided for you to integrate into your Docker-based development environment. It exposes the service on port 9000 for you to run via docker-compose up -d.
Usage
import analyze from 'spacy-ui-component';
const DisplayComponent = ({ data }) => {
return <pre>{JSON.stringify(data, null, 2)}</pre>;
};
export default analyze(
'http://localhost:9000/analyses/full',
'At 3:00 pm on August 5th, Justin Ely bought Google Corporation for 100 billion dollars at a 28% discount while on vacation in Minnesota. He made a lot of money',
DisplayComponent
);Output:
{
"document": {
"Coreference": {
"clusters": [
[
"Justin Ely",
"He"
]
],
"mentions": [
{
"end": 36,
"resolved": "Justin Ely",
"start": 26,
"text": "Justin Ely"
},
{
"end": 139,
"resolved": "Justin Ely",
"start": 137,
"text": "He"
}
],
"resolved": "At 3:00 pm on August 5th, Justin Ely bought Google Corporation for 100 billion dollars at a 28% discount while on vacation in Minnesota. Justin Ely made a lot of money"
},
"Entities": {
"DATE": [
{
"name": "August 5th",
"offset": {
"end": 24,
"start": 14
}
}
],
"GPE": [
{
"name": "Minnesota",
"offset": {
"end": 135,
"start": 126
}
}
],
"MONEY": [
{
"name": "100 billion dollars",
"offset": {
"end": 86,
"start": 67
}
}
],
"ORG": [
{
"name": "Google Corporation",
"offset": {
"end": 62,
"start": 44
}
}
],
"PERCENT": [
{
"name": "28%",
"offset": {
"end": 95,
"start": 92
}
}
],
"PERSON": [
{
"name": "Justin Ely",
"offset": {
"end": 36,
"start": 26
}
}
],
"TIME": [
{
"name": "3:00 pm",
"offset": {
"end": 10,
"start": 3
}
}
]
},
"Lemma": [
{
"lemma": "at",
"name": "At"
},
{
"lemma": "august",
"name": "August"
},
{
"lemma": "justin",
"name": "Justin"
},
{
"lemma": "ely",
"name": "Ely"
},
{
"lemma": "buy",
"name": "bought"
},
{
"lemma": "google",
"name": "Google"
},
{
"lemma": "corporation",
"name": "Corporation"
},
{
"lemma": "dollar",
"name": "dollars"
},
{
"lemma": "minnesota",
"name": "Minnesota"
},
{
"lemma": "-PRON-",
"name": "He"
},
{
"lemma": "make",
"name": "made"
}
],
"POS": {
"ADP": [
{
"name": "At",
"offset": {
"end": 2,
"start": 0
}
},
{
"name": "on",
"offset": {
"end": 13,
"start": 11
}
},
{
"name": "for",
"offset": {
"end": 66,
"start": 63
}
},
{
"name": "at",
"offset": {
"end": 89,
"start": 87
}
},
{
"name": "on",
"offset": {
"end": 113,
"start": 111
}
},
{
"name": "in",
"offset": {
"end": 125,
"start": 123
}
},
{
"name": "of",
"offset": {
"end": 153,
"start": 151
}
}
],
"DET": [
{
"name": "a",
"offset": {
"end": 91,
"start": 90
}
},
{
"name": "a",
"offset": {
"end": 146,
"start": 145
}
}
],
"NOUN": [
{
"name": "pm",
"offset": {
"end": 10,
"start": 8
}
},
{
"name": "5th",
"offset": {
"end": 24,
"start": 21
}
},
{
"name": "dollars",
"offset": {
"end": 86,
"start": 79
}
},
{
"name": "%",
"offset": {
"end": 95,
"start": 94
}
},
{
"name": "discount",
"offset": {
"end": 104,
"start": 96
}
},
{
"name": "while",
"offset": {
"end": 110,
"start": 105
}
},
{
"name": "vacation",
"offset": {
"end": 122,
"start": 114
}
},
{
"name": "lot",
"offset": {
"end": 150,
"start": 147
}
},
{
"name": "money",
"offset": {
"end": 159,
"start": 154
}
}
],
"NUM": [
{
"name": "3:00",
"offset": {
"end": 7,
"start": 3
}
},
{
"name": "100",
"offset": {
"end": 70,
"start": 67
}
},
{
"name": "billion",
"offset": {
"end": 78,
"start": 71
}
},
{
"name": "28",
"offset": {
"end": 94,
"start": 92
}
}
],
"PRON": [
{
"name": "He",
"offset": {
"end": 139,
"start": 137
}
}
],
"PROPN": [
{
"name": "August",
"offset": {
"end": 20,
"start": 14
}
},
{
"name": "Justin",
"offset": {
"end": 32,
"start": 26
}
},
{
"name": "Ely",
"offset": {
"end": 36,
"start": 33
}
},
{
"name": "Google",
"offset": {
"end": 50,
"start": 44
}
},
{
"name": "Corporation",
"offset": {
"end": 62,
"start": 51
}
},
{
"name": "Minnesota",
"offset": {
"end": 135,
"start": 126
}
}
],
"PUNCT": [
{
"name": ",",
"offset": {
"end": 25,
"start": 24
}
},
{
"name": ".",
"offset": {
"end": 136,
"start": 135
}
}
],
"VERB": [
{
"name": "bought",
"offset": {
"end": 43,
"start": 37
}
},
{
"name": "made",
"offset": {
"end": 144,
"start": 140
}
}
]
},
"Sentiment": {
"negative": 0,
"neutral": 1,
"positive": 0,
"sentiment": 0
}
}
}