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app.py
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from flask import Flask,render_template,url_for,request
import re
import pandas as pd
import spacy
from spacy import displacy
import en_core_web_sm
nlp = spacy.load('en_core_web_md')
app = Flask(__name__)
@app.route('/')
def index():
return render_template("index.html")
@app.route('/process',methods=["POST"])
def process():
if request.method == 'POST':
choice = request.form['taskoption']
rawtext = request.form['rawtext']
doc = nlp(rawtext)
d = []
for ent in doc.ents:
d.append((ent.label_, ent.text))
df = pd.DataFrame(d, columns=('named entity', 'output'))
ORG_named_entity = df.loc[df['named entity'] == 'ORG']['output']
PERSON_named_entity = df.loc[df['named entity'] == 'PERSON']['output']
GPE_named_entity = df.loc[df['named entity'] == 'GPE']['output']
MONEY_named_entity = df.loc[df['named entity'] == 'MONEY']['output']
if choice == 'organization':
results = ORG_named_entity
num_of_results = len(results)
elif choice == 'person':
results = PERSON_named_entity
num_of_results = len(results)
elif choice == 'geopolitical':
results = GPE_named_entity
num_of_results = len(results)
elif choice == 'money':
results = MONEY_named_entity
num_of_results = len(results)
return render_template("index.html",results=results,num_of_results = num_of_results)
if __name__ == '__main__':
app.run(debug=True)