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api.py
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#Jia Yu - Entire File
import re
import pandas as pd
import numpy as np
from flask import *
import json
import pickle
from data.lang_model.model_func import addSpamMessage
from data.ph_blacklist.phone_blacklist import addBlacklistPH, isBlacklistPH, casesPH
from data.link_blacklist.url_blacklist import addBlacklistURL, isBlacklistURL, casesURL
from data.profiler import currentID, addProfile, changeProfile
model_in = open('data/lang_model/model_pickle','rb')
pipeline_model = pickle.load(model_in)
app = Flask(__name__)
# Link: http://127.0.0.1:6969/requests/?phone=97320611&requests=PLACEHOLDER
@app.route('/requests/', methods=['GET']) #For official use during actual testing
def request_page():
result = [False, False, False]
phrase_list = []
reSum = 0
overallRes = "ham"
#get request from api
phone_number = str(request.args.get('phone'))
phrase_query = str(request.args.get('requests'))
#remove ',' from phrase_query
phrase_list = phrase_query.split(',')
phrase_querydata = " "
for i in range(len(phrase_list)):
phrase_querydata = phrase_query + phrase_list[i]
#Boaz contributed to this portion of the Regex code
#blackList links
try:
url = re.findall(r'(https?:\/\/)?(\w+(\.\w+)+)(\/\w*)*', phrase_querydata)[0][1]
URLBlacklist = isBlacklistURL(url)
link = url
except:
URLBlacklist = -1
link = None
#blackList phone numbers
PHBlacklist = isBlacklistPH(phone_number)
#langResult from ML of spam
langRes = str(pipeline_model.predict(pd.Series(np.array([phrase_query])))[0])
if langRes == "spam":
result[0] = True
if PHBlacklist > 2:
result[1] = True
if URLBlacklist > 2:
result[2] = True
for i in range(3):
if result[i] == True:
reSum += 1
if reSum >= 2:
overallRes = "spam"
addBlacklistPH(phone_number)
if URLBlacklist != -1:
addBlacklistURL(url)
addSpamMessage(overallRes,phrase_query)
addProfile(currentID(),overallRes,phrase_query,link,phone_number)
with open('data/lang_model/spam.csv','r') as data:
casesModel = len(data.readlines())
data_set = {"id": currentID(), "message": phrase_query, "result": overallRes,"response": [{"type": "langModel","langRes": result[0],"testCaseModel": casesModel},{"type": "phBlack","PHRes": result[1],"testCasePH": casesPH()},{"type": "linkBlack","URLRes": result[2],"testCaseURL": casesURL()}]}
json_dump = json.dumps(data_set, indent = 4)
return json_dump
# Link: http://127.0.0.1:6969/return/?id=PLACEHOLDERFORTHEIDOFTHEINSTANCE
@app.route('/return/', methods=['GET']) #For official use during actual testing
def error_page():
#get request from api
ID = int(request.args.get('id'))
if changeProfile(ID) == True:
json_dump = json.dumps("Successfully changed result")
else:
json_dump = json.dumps("Failed to change result")
return json_dump
if __name__ == '__main__':
app.run(port=6969)