def predict():
form = OutputForm()
from_d = request.form['from'];
cname = form.clientName.data
lename = form.Legal.data;
#attribute_value = request.form['attribute_value'];
df = model_call(str(cname),str(lename))
model = pickle.load(open('model.pkl', 'rb'))
lastdate_=give_last_date(cname, lename)
pred=model.forecast(6)
start = from_d
show_predict=np.array(df[str(datetime.datetime.strptime(str(lastdate_),'%Y%m%d').date())])
show_predict=np.append(show_predict, pred)
fig = go.Figure()
fig.add_trace(go.Scatter(x = df[start:].index, y=df[start:], mode='lines', name='Recorded'))
fig.add_trace(go.Scatter(x=give_dates(lastdate_), y=show_predict, mode='lines', name='Predicted',line=dict(width=4, dash='dot')))
slope = pred[-1] - df[-1]
final_verdict=''
if slope>0:
final_verdict="Beneficial to work with this client"
else :
final_verdict="Not beneficial to work with this client"
fig.update_layout(title_text=final_verdict)
fig.update_yaxes(title_text="Paid Amount")
fig.update_xaxes(title_text='Dates')
pio.write_html(fig, file='templates/predict.html', auto_open=False)
return render_template('predict.html')
def predict():
form = OutputForm()
from_d = request.form['from']
cname = form.clientName.data
lename = form.Legal.data
#attribute_value = request.form['attribute_value'];
plot_pred(cname, lename, from_d)
return render_template('predict.html')
def home():
form = OutputForm()
return render_template('index.html', form=form)
def create_edit_output(request, output_id=None):
if request.method == 'POST':
if output_id != None:
output = OutputSubstance.objects.get(id=output_id)
form = OutputForm(request.POST, instance=output)
if form.is_valid():
form.save()
messages.success(request, "Output updated")
admin = User.objects.get(username=ADMIN_USERNAME)
addMessage = InternalMessage(
sender=admin,
title=request.user.first_name + ' made some changes to ' +
form.cleaned_data['name'] + '...',
body=request.user.first_name + ' made changes to ' +
form.cleaned_data['name'] +
'\n\nYou should probably take a look...')
addMessage.save()
addMessage.recipient.add(admin)
addMessage.save()
else:
messages.add_message(request, settings.DISALLOWED_MESSAGE,
"Hold on, somethings not right there...")
return render(request, 'create_edit_output.html', {
'form': form,
'output': output
})
return HttpResponseRedirect('/data/output/all')
else:
form = OutputForm(request.POST)
if form.is_valid():
new_output = form.save()
messages.success(request, "Output added")
admin = User.objects.get(username=ADMIN_USERNAME)
addMessage = InternalMessage(
sender=admin,
title=request.user.first_name + ' added an Output',
body=request.user.first_name + ' added an Output called ' +
form.cleaned_data['name'] +
'\n\nYou should look at it and add the emission factor and SimaPro ID...'
)
addMessage.save()
addMessage.recipient.add(admin)
addMessage.save()
else:
messages.add_message(request, settings.DISALLOWED_MESSAGE,
"Hold on, somethings not right there...")
return render(request, 'create_edit_output.html',
{'form': form})
return HttpResponseRedirect('/data/output/all/')
else:
args = {}
args.update(csrf(request))
if output_id is None:
form = OutputForm()
else:
output_instance = OutputSubstance.objects.get(id=output_id)
args['output'] = output_instance
form = OutputForm(instance=output_instance)
args['form'] = form
try:
args['dismissMessage'] = Content.objects.get(
name='InputsOutputsMessage')
except:
pass
return render(request, 'create_edit_output.html', args)
def home():
form = OutputForm()
return render_template('index.html', listofatt=listofatt, allClients=allClients, allLegalEntities=allLegalEntities, form = form)