career ready

Author: madhhuurrii

FLASK PROJECTS/Career ready/Flask_Setup/app.py

@@ -0,0 +1,172 @@
+from flask import Flask, render_template, request, session, flash, redirect, url_for, g
+# from flask_bcrypt import bcrypt
+from flask_sqlalchemy import SQLAlchemy
+import pickle
+import numpy as np
+from sklearn.model_selection import train_test_split
+from sklearn.neighbors import KNeighborsClassifier
+from sklearn import metrics
+# from models import User
+
+
+app = Flask(__name__)
+app.secret_key = 'somesecretkeyiknow'
+app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///site.db'
+app.config['SQLAlCHEMY_ECHO']= True
+
+db = SQLAlchemy(app)
+
+class User(db.Model):
+    email = db.Column(db.String(120), primary_key=True)
+    password = db.Column(db.String(120))
+
+    def __repr__(self):
+        return f"User('{self.email})'"
+
+# class User:
+#     def __init__(self,id,email,password):
+#         self.id=id
+#         self.email=email
+#         self.password=password
+    
+#     def __repr__(self):
+#         return f'<User:{self.email}>'
+
+# users=[]
+# users.append(User(id=1, email='mad@gmail.com', password='madhu001'))
+# print(users)
+
+
+
+# @app.before_request
+# def before_request():
+#     if 'user_id' in session:
+#         user = [x for x in users if x.id==session['user_id']][0]
+#         g.user = user
+#     else:
+#         g.user = None
+
+@app.route('/hometest')
+def hometest():
+    return render_template('hometest.html')
+
+@app.route("/login",methods=['GET','POST'])
+def login():
+    if request.method == 'POST':
+        session.pop('user_id',None)
+
+        email = request.form['email']
+        password = request.form['password']
+        user = User.query.filter_by(email=email).first()
+        # user =[x for x in users if x.email==email][0]
+        if user and user.password == password:
+            # return render_template('hometest.html')
+            return redirect(url_for('hometest'))
+        else:
+            flash("Wrong login details!!")
+        # return redirect(url_for('login'))
+    return render_template('login.html')
+    
+
+@app.route('/register',methods=['GET','POST'])
+def register():
+    if request.method=='POST':
+        email = request.form['email']
+        password= request.form['password']
+        # hash_password = bcrypt.generate_password_hash(password).decode('utf-8')
+        user = User(email=email, password=password)
+        db.create_all()
+        db.session.add(user)
+        db.session.commit()
+        flash('Your registersuccesss!')
+        return redirect(url_for('login'))
+    return render_template('register.html')
+
+
+@app.route('/profile')
+def profile():
+    # if not g.user:
+    #     return redirect(url_for('login'))
+
+    return render_template('profile.html')
+
+
+
+
+@app.route('/predict',methods = ['POST', 'GET'])
+def result():
+   if request.method == 'POST':
+      result = request.form
+      i = 0
+      print(result)
+      res = result.to_dict(flat=True)
+      print("res:",res)
+      arr1 = res.values()
+      arr = ([value for value in arr1])
+
+      data = np.array(arr)
+
+      data = data.reshape(1,-1)
+      print(data)
+      loaded_model = pickle.load(open("careerl.pkl", 'rb'))
+      predictions = loaded_model.predict(data)
+     # return render_template('testafter.html',a=predictions)
+      
+      print(predictions)
+      pred = loaded_model.predict_proba(data)
+      print(pred)
+      #acc=accuracy_score(pred,)
+      pred = pred > 0.05
+      #print(predictions)
+      i = 0
+      j = 0
+      index = 0
+      res = {}
+      final_res = {}
+      while j < 17:
+          if pred[i, j]:
+              res[index] = j
+              index += 1
+          j += 1
+      # print(j)
+      #print(res)
+      index = 0
+      for key, values in res.items():
+          if values != predictions[0]:
+              final_res[index] = values
+              print('final_res[index]:',final_res[index])
+              index += 1
+      #print(final_res)
+      jobs_dict = {0:'AI ML Specialist',
+                   1:'API Integration Specialist',
+                   2:'Application Support Engineer',
+                   3:'Business Analyst',
+                   4:'Customer Service Executive',
+                   5:'Cyber Security Specialist',
+                   6:'Data Scientist',
+                   7:'Database Administrator',
+                   8:'Graphics Designer',
+                   9:'Hardware Engineer',
+                   10:'Helpdesk Engineer',
+                   11:'Information Security Specialist',
+                   12:'Networking Engineer',
+                   13:'Project Manager',
+                   14:'Software Developer',
+                   15:'Software Tester',
+                   16:'Technical Writer'}
+                
+      #print(jobs_dict[predictions[0]])
+      job = {}
+      #job[0] = jobs_dict[predictions[0]]
+      index = 1
+     
+        
+      data1=predictions[0]
+      print(data1)
+      return render_template("testafter.html",final_res=final_res,job_dict=jobs_dict,job0=data1)
+
+
+
+
+if __name__ == '__main__':
+    app.run(debug=True)