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app.py
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from flask import Flask, request, render_template
import pickle
from table import Results
from table import Item
from plots import Full_plot
from tweet_gen import Tweet_generator
app = Flask(__name__)
@app.route('/')
def home():
return render_template('about.html')
@app.route('/about')
def about():
return render_template('about.html')
@app.route('/most_similar')
def most_similar():
return render_template('most_similar.html')
@app.route('/plots')
def plots():
return render_template('plots.html')
@app.route('/tweet_gen')
def tweet_gen():
return render_template('tweet_gen.html')
@app.route('/predict',methods=['POST'])
def predict():
table = ""
partyname = ""
try:
party = request.form.get("party")
key_word = request.form.get("keyword").lower().replace(" ", "")
topn = int(request.form.get("topn"))
if party == "0":
partyname = "PIS"
elif party == "1":
partyname = "KO"
elif party == "2":
partyname = "LEWICA"
elif party == "3":
partyname = "KONFEDERACJA"
elif party == "4":
partyname = "PSL-KUKIZ"
model = pickle.load(open("models/" + partyname + "_15-iter_trained_model.sav", "rb"))
most_similar = model.wv.most_similar(positive=key_word, topn=topn)
results = []
for i in range(topn):
results.append(Item(most_similar[i][0], round(most_similar[i][1],3)))
table = Results(results)
return render_template('most_similar.html', table=table, party="Partia: {}".format(partyname), key_word="Słowo kluczowe: {}".format(key_word))
except:
return render_template('most_similar.html', table="Podane słowo nie występuje w słowniku" )
@app.route('/fullplot',methods=['POST'])
def fullplot():
party = request.form.get("party")
if party == "0":
partyname = "PIS"
elif party == "1":
partyname = "KO"
elif party == "2":
partyname = "LEWICA"
elif party == "3":
partyname = "KONFEDERACJA"
elif party == "4":
partyname = "PSL-KUKIZ"
plot = Full_plot.plot_with_matplotlib_full(partyname)
return render_template('plots.html', plot=plot)
@app.route('/generate',methods=['POST'])
def generate():
partyname = ""
try:
party = request.form.get("party")
output_num = int(request.form.get("output_num"))
similar_num = int(request.form.get("similar_num"))
words = request.form.get("words").lower()
if party == "0":
partyname = "PIS"
elif party == "1":
partyname = "KO"
elif party == "2":
partyname = "LEWICA"
elif party == "3":
partyname = "KONFEDERACJA"
elif party == "4":
partyname = "PSL-KUKIZ"
word_list = []
for word in words.split(","):
word = word.replace(" ","")
word_list.append(word)
input_num = len(word_list)
table = Tweet_generator.tweet_gen(input_num, output_num, word_list, similar_num, partyname)
return render_template('tweet_gen.html', table=table, party="Partia: {}".format(partyname),
similar_num="Stopień podobieństwa: {}".format(similar_num), words="słowa zadane: {}".format(words))
except:
return render_template('tweet_gen.html', table="Jedno z podanych słów nie występuje w słowniku" )
if __name__ == "__main__":
app.run(debug=True)