code: import logging
  import json
  
  import pandas as pd
  from flask import render_template
  from flask_wtf import Form
  from wtforms import fields
  from wtforms.validators import Required
  
  from . import app, estimator, target_names
  
  logger = logging.getLogger('app')
  
  class PredictForm(Form):
      """Fields for Predict"""
      # sepal_length = fields.DecimalField('Sepal Length:', places=2, validators=[Required()])
      # sepal_width = fields.DecimalField('Sepal Width:', places=2, validators=[Required()])
      # petal_length = fields.DecimalField('Petal Length:', places=2, validators=[Required()])
      # petal_width = fields.DecimalField('Petal Width:', places=2, validators=[Required()])
      Limit_bal = fields.DecimalField('Limit Balance:', places=2, validators=[Required()])
      Gender_list = [(1, "Male"), (2, "Female")]
      Gender = fields.SelectField("Gender", choices=Gender_list, coerce=int)
      Education_list = [(1, "Graduate school"), (2, "College"), (3, "High school"), (4, "Less than high school")]
      Education = fields.SelectField("Education", choices=Education_list, coerce=int)
      Marriage_list = [(1, "Married"), (2, "Single"), (3, "Separated, Divorced, or Widowed")]
      Marriage = fields.SelectField("Marriage", choices=Marriage_list, coerce=int)
      Age= fields.DecimalField('Age:', places=2, validators=[Required()])
      Percent_1_monthago = fields.DecimalField('Percent Paid 1 Month Ago:', places=2, validators=[Required()])
      Percent_2_monthago = fields.DecimalField('Percent Paid 2 Months Ago:', places=2, validators=[Required()])
      Percent_3_monthago = fields.DecimalField('Percent Paid 3 Months Ago:', places=2, validators=[Required()])
      Percent_4_monthago = fields.DecimalField('Percent Paid 4 Months Ago:', places=2, validators=[Required()])
      Percent_5_monthago = fields.DecimalField('Percent Paid 5 Months Ago:', places=2, validators=[Required()])
      Percent_6_monthago = fields.DecimalField('Percent Paid 6 Months Ago:', places=2, validators=[Required()])
  
      submit = fields.SubmitField('Submit')
  
  @app.route('/',methods=('GET','POST'))
  def predict():
      return render_template('homepage.html')
  
  @app.route('/visualize',methods=('GET','POST'))
  def visualize():
      datastuff = []
  
  
      """Index page"""
      form = PredictForm()
      # predicted_iris = None
      result = None
  
      if form.validate_on_submit():
          # store the submitted values
  
          submitted_data = form.data
  
          # Retrieve values from form
          # sepal_length = float(submitted_data['sepal_length'])
          # sepal_width = float(submitted_data['sepal_width'])
          # petal_length = float(submitted_data['petal_length'])
          # petal_width = float(submitted_data['petal_width'])
          Limit_bal = float(submitted_data['Limit_bal'])
          Gender = float(submitted_data['Gender'])
          Education = float(submitted_data['Education'])
          Marriage = float(submitted_data['Marriage'])
          Age = float(submitted_data['Age'])
          Percent_1_monthago = float(submitted_data['Percent_1_monthago'])
          Percent_2_monthago = float(submitted_data['Percent_2_monthago'])
          Percent_3_monthago = float(submitted_data['Percent_3_monthago'])
          Percent_4_monthago = float(submitted_data['Percent_4_monthago'])
          Percent_5_monthago = float(submitted_data['Percent_5_monthago'])
          Percent_6_monthago = float(submitted_data['Percent_6_monthago'])
  
          # Create array from values
          # flower_instance = [sepal_length, sepal_width, petal_length, petal_width]
          default_instance = [Limit_bal, Gender, Education, Marriage, Age,
          Percent_1_monthago, Percent_2_monthago, Percent_3_monthago,
          Percent_4_monthago, Percent_5_monthago, Percent_6_monthago]
          # my_prediction = estimator.predict(flower_instance)
          result = estimator.predict(default_instance)[0] # Target Predicted
  
          df = pd.DataFrame([{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      }
  ])
  
  
          datastuff = df.to_json(orient="records")
      else:
          print (form.data)
  
      return render_template('visualize.html',
          form=form,
          # prediction=predicted_iris
          prediction=result, data=datastuff)
  
  
  
  
  @app.route('/predict', methods=('GET', 'POST'))
  def index():
  
      datastuff = []
  
  
      """Index page"""
      form = PredictForm()
      # predicted_iris = None
      result = None
  
      if form.validate_on_submit():
          # store the submitted values
  
          submitted_data = form.data
  
          # Retrieve values from form
          # sepal_length = float(submitted_data['sepal_length'])
          # sepal_width = float(submitted_data['sepal_width'])
          # petal_length = float(submitted_data['petal_length'])
          # petal_width = float(submitted_data['petal_width'])
          Limit_bal = float(submitted_data['Limit_bal'])
          Gender = float(submitted_data['Gender'])
          Education = float(submitted_data['Education'])
          Marriage = float(submitted_data['Marriage'])
          Age = float(submitted_data['Age'])
          Percent_1_monthago = float(submitted_data['Percent_1_monthago'])
          Percent_2_monthago = float(submitted_data['Percent_2_monthago'])
          Percent_3_monthago = float(submitted_data['Percent_3_monthago'])
          Percent_4_monthago = float(submitted_data['Percent_4_monthago'])
          Percent_5_monthago = float(submitted_data['Percent_5_monthago'])
          Percent_6_monthago = float(submitted_data['Percent_6_monthago'])
  
          # Create array from values
          # flower_instance = [sepal_length, sepal_width, petal_length, petal_width]
          default_instance = [Limit_bal, Gender, Education, Marriage, Age,
          Percent_1_monthago, Percent_2_monthago, Percent_3_monthago,
          Percent_4_monthago, Percent_5_monthago, Percent_6_monthago]
          # my_prediction = estimator.predict(flower_instance)
          result = estimator.predict(default_instance)[0] # Target Predicted
  
          df = pd.DataFrame([{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Over 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Over 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Over 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Over 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Over 4%", "Payment 6 Less Than 5%"]
      },{
          "name": "Payment 6 Over 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Over 5%"]
      },{
          "name": "Payment 6 Less Than 5%",
          "taxonomy": ["Payment 1 Under 0%", "Payment 2 Under 1%", "Payment 3 Under 2%", "Payment 4 Under 3%", "Payment 5 Under 4%", "Payment 6 Less Than 5%"]
      }
  ])
  
  
  
  
  
          datastuff = df.to_json(orient="records")
      else:
          print (form.data)
  
      return render_template('predict.html',
          form=form,
          # prediction=predicted_iris
          prediction=result, data=datastuff)
  
apis: pandas.DataFrame