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app.py
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# app.py
import os
from flask_cors import CORS
from difflib import SequenceMatcher
from flask import Flask, request, jsonify
app = Flask(__name__)
CORS(app)
from sklearn.externals import joblib
from flask_restful import reqparse
from bson.json_util import dumps
from flask_pymongo import PyMongo
from pymongo import MongoClient
app.config["MONGO_URI"] = "mongodb+srv://dulaj:[email protected]/personality?retryWrites=true&w=majority"
mongo = PyMongo(app)
db = mongo.db
col = mongo.db["test"]
print ("MongoDB Database:", mongo.db)
parse = reqparse.RequestParser()
model = joblib.load('model.pkl')
prediction = model.predict([[9,1,9,3,4,5,9]])[0]
print(prediction)
@app.route('/getJobs', methods=['GET'])
def getJobs():
myresults = list(db.jobs.find())
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/predict', methods=['POST'])
def respond():
request_json = request.get_json()
parm1 = request_json.get('age')
parm2 = request_json.get('gender')
parm3 = request_json.get('openness')
parm4 = request_json.get('neuroticism')
parm5 = request_json.get('conscientiousness')
parm6 = request_json.get('agreeableness')
parm7 = request_json.get('extraversion')
parm1 = int(parm1)
parm2 = int(parm2)
parm3 = int(parm3)
parm4 = int(parm4)
parm5 = int(parm5)
parm6 = int(parm6)
parm7 = int(parm7)
prediction = model.predict([[parm1, parm2, parm3, parm4,parm5, parm6, parm7]])[0]
return jsonify({
'Prediction': prediction
})
@app.route('/addcandidate', methods=['POST'])
def addcandidate():
request_json = request.get_json()
vehicancy_id = request_json.get('vehicancy_id')
Id = request_json.get('Id')
job = request_json.get('job')
applicants_name = request_json.get('applicants_name')
age = request_json.get('age')
bio = request_json.get('bio')
email = request_json.get('email')
cv_text = request_json.get('cv_text')
gender = request_json.get('gender')
openness = request_json.get('openness')
neuroticism = request_json.get('neuroticism')
conscientiousness = request_json.get('conscientiousness')
agreeableness = request_json.get('agreeableness')
extraversion = request_json.get('extraversion')
cv_name = request_json.get('cv_name')
per = request_json.get('per')
candidate = {'vehicancy_id': vehicancy_id, 'job': job, 'applicants_name': applicants_name, 'age': age,'email': email, 'cv_text': cv_text, 'gender': gender
, 'openness': openness, 'neuroticism': neuroticism,'conscientiousness': conscientiousness, 'agreeableness': agreeableness, 'extraversion': extraversion,'bio':bio, 'cv_name':cv_name,'per':per,
'Id':Id}
db.candidates.insert_one(candidate)
response = jsonify({
'Status': 'Done'
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
@app.route('/addjob', methods=['POST'])
def addjob():
request_json = request.get_json()
Id = request_json.get('Id')
company = request_json.get('company')
experience = request_json.get('experience')
education = request_json.get('education')
title = request_json.get('title')
job_desc = request_json.get('job_desc')
candidate = {'Id': Id, 'company': company, 'experience': experience, 'education': education,'job_desc': job_desc,'title':title}
db.jobs.insert_one(candidate)
response = jsonify({
'Status': 'Done'
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
@app.route('/candidateCount', methods=['POST'])
def findsCandidateCount():
request_json = request.get_json()
Id = request_json.get('Id')
myresults = list(db.jobs.find({'Id': Id}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/updateCandidateCount', methods=['POST'])
def updateCandidateCount():
request_json = request.get_json()
Id = request_json.get('Id')
myresults = list(db.jobs.find_one_and_update( {'Id': Id}, {'$inc': {'candidates': 1}}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/findCandidates', methods=['POST'])
def findCandidates():
request_json = request.get_json()
Id = request_json.get('Id')
myresults = list(db.candidates.find({'vehicancy_id': Id}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/updatePrediction', methods=['POST'])
def updatePrediction():
request_json = request.get_json()
Id = request_json.get('Id')
per = request_json.get('per')
myresults = list(db.candidates.find_one_and_update( {'Id': Id}, {'$set': {'per': per}}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/updateScore', methods=['POST'])
def updateScore():
request_json = request.get_json()
Id = request_json.get('Id')
score = request_json.get('score')
myresults = list(db.candidates.find_one_and_update( {'Id': Id}, {'$set': {'score': score}}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/getcandidate', methods=['POST'])
def getCandidate():
request_json = request.get_json()
Id = request_json.get('Id')
myresults = list(db.candidates.find({'Id': Id}))
print(myresults)
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/uploadCV', methods=['POST'])
def uploadCV():
cv_pdf = request.files['file']
mongo.save_file(cv_pdf.filename, cv_pdf)
return "Done"
@app.route('/file/<filename>')
def getCV(filename):
return mongo.send_file(filename)
@app.route('/getSimilarity', methods=['POST'])
def getSimilarity():
request_json = request.get_json()
first_text = request_json.get('ftext')
second_text = request_json.get('stext')
myresults = SequenceMatcher(None, first_text,second_text).ratio()
# Converting to the JSON
json_data = dumps(myresults, indent=2)
return json_data
@app.route('/')
def index():
return "<h1>Welcome to Iris Prediction server !!</h1>"
if __name__ == '__main__':
# Threaded option to enable multiple instances for multiple user access support
app.run(threaded=True, port=5000)