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django web app implementation started and ml model integrated
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#!/usr/bin/env python | ||
"""Django's command-line utility for administrative tasks.""" | ||
import os | ||
import sys | ||
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def main(): | ||
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'titanicsurvival.settings') | ||
try: | ||
from django.core.management import execute_from_command_line | ||
except ImportError as exc: | ||
raise ImportError( | ||
"Couldn't import Django. Are you sure it's installed and " | ||
"available on your PYTHONPATH environment variable? Did you " | ||
"forget to activate a virtual environment?" | ||
) from exc | ||
execute_from_command_line(sys.argv) | ||
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if __name__ == '__main__': | ||
main() |
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<h1> Titanic Survival Prediction algorithm</h1> |
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<form method="POST" action=""> | ||
{% csrf_token %} | ||
{{form.as_p}} | ||
<button class="button" type="submit"> Submit</button> | ||
</form> |
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""" | ||
ASGI config for titanicsurvival project. | ||
It exposes the ASGI callable as a module-level variable named ``application``. | ||
For more information on this file, see | ||
https://docs.djangoproject.com/en/3.0/howto/deployment/asgi/ | ||
""" | ||
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import os | ||
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from django.core.asgi import get_asgi_application | ||
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os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'titanicsurvival.settings') | ||
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application = get_asgi_application() |
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""" | ||
Django settings for titanicsurvival project. | ||
Generated by 'django-admin startproject' using Django 3.0.2. | ||
For more information on this file, see | ||
https://docs.djangoproject.com/en/3.0/topics/settings/ | ||
For the full list of settings and their values, see | ||
https://docs.djangoproject.com/en/3.0/ref/settings/ | ||
""" | ||
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import os | ||
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# Build paths inside the project like this: os.path.join(BASE_DIR, ...) | ||
BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) | ||
TEMPLATES_DIR = os.path.join(BASE_DIR, 'templates') | ||
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# Quick-start development settings - unsuitable for production | ||
# See https://docs.djangoproject.com/en/3.0/howto/deployment/checklist/ | ||
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# SECURITY WARNING: keep the secret key used in production secret! | ||
SECRET_KEY = 'e^vb$7ee7t3xdbpb5@bn$4e-a2182a%0v6crt0(_aotmo$jnkm' | ||
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# SECURITY WARNING: don't run with debug turned on in production! | ||
DEBUG = True | ||
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ALLOWED_HOSTS = [] | ||
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# Application definition | ||
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INSTALLED_APPS = [ | ||
'django.contrib.admin', | ||
'django.contrib.auth', | ||
'django.contrib.contenttypes', | ||
'django.contrib.sessions', | ||
'django.contrib.messages', | ||
'django.contrib.staticfiles', | ||
'titanicsurvivalapp' | ||
] | ||
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MIDDLEWARE = [ | ||
'django.middleware.security.SecurityMiddleware', | ||
'django.contrib.sessions.middleware.SessionMiddleware', | ||
'django.middleware.common.CommonMiddleware', | ||
'django.middleware.csrf.CsrfViewMiddleware', | ||
'django.contrib.auth.middleware.AuthenticationMiddleware', | ||
'django.contrib.messages.middleware.MessageMiddleware', | ||
'django.middleware.clickjacking.XFrameOptionsMiddleware', | ||
] | ||
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ROOT_URLCONF = 'titanicsurvival.urls' | ||
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TEMPLATES = [ | ||
{ | ||
'BACKEND': 'django.template.backends.django.DjangoTemplates', | ||
'DIRS': [TEMPLATES_DIR], | ||
'APP_DIRS': True, | ||
'OPTIONS': { | ||
'context_processors': [ | ||
'django.template.context_processors.debug', | ||
'django.template.context_processors.request', | ||
'django.contrib.auth.context_processors.auth', | ||
'django.contrib.messages.context_processors.messages', | ||
], | ||
}, | ||
}, | ||
] | ||
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WSGI_APPLICATION = 'titanicsurvival.wsgi.application' | ||
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# Database | ||
# https://docs.djangoproject.com/en/3.0/ref/settings/#databases | ||
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DATABASES = { | ||
'default': { | ||
'ENGINE': 'django.db.backends.sqlite3', | ||
'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), | ||
} | ||
} | ||
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# Password validation | ||
# https://docs.djangoproject.com/en/3.0/ref/settings/#auth-password-validators | ||
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AUTH_PASSWORD_VALIDATORS = [ | ||
{ | ||
'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', | ||
}, | ||
{ | ||
'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', | ||
}, | ||
{ | ||
'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', | ||
}, | ||
{ | ||
'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', | ||
}, | ||
] | ||
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# Internationalization | ||
# https://docs.djangoproject.com/en/3.0/topics/i18n/ | ||
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LANGUAGE_CODE = 'en-us' | ||
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TIME_ZONE = 'UTC' | ||
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USE_I18N = True | ||
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USE_L10N = True | ||
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USE_TZ = True | ||
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# Static files (CSS, JavaScript, Images) | ||
# https://docs.djangoproject.com/en/3.0/howto/static-files/ | ||
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STATIC_URL = '/static/' |
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"""titanicsurvival URL Configuration | ||
The `urlpatterns` list routes URLs to views. For more information please see: | ||
https://docs.djangoproject.com/en/3.0/topics/http/urls/ | ||
Examples: | ||
Function views | ||
1. Add an import: from my_app import views | ||
2. Add a URL to urlpatterns: path('', views.home, name='home') | ||
Class-based views | ||
1. Add an import: from other_app.views import Home | ||
2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') | ||
Including another URLconf | ||
1. Import the include() function: from django.urls import include, path | ||
2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) | ||
""" | ||
from django.contrib import admin | ||
from django.urls import path | ||
from titanicsurvivalapp import views | ||
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urlpatterns = [ | ||
path('admin/', admin.site.urls), | ||
path('', views.home, name="home"), | ||
path('predict', views.predict, name="predict") | ||
] |
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""" | ||
WSGI config for titanicsurvival project. | ||
It exposes the WSGI callable as a module-level variable named ``application``. | ||
For more information on this file, see | ||
https://docs.djangoproject.com/en/3.0/howto/deployment/wsgi/ | ||
""" | ||
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import os | ||
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from django.core.wsgi import get_wsgi_application | ||
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os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'titanicsurvival.settings') | ||
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application = get_wsgi_application() |
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from django.contrib import admin | ||
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# Register your models here. |
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from django.apps import AppConfig | ||
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class TitanicsurvivalappConfig(AppConfig): | ||
name = 'titanicsurvivalapp' |
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from django import forms | ||
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class InputForm(forms.Form): | ||
P_class = ( | ||
('1', '1st Class'), | ||
('2', '2nd Class'), | ||
('3', '3rd Class') | ||
) | ||
gender = ( | ||
('0', 'Female'), | ||
('1', 'Male') | ||
) | ||
name = forms.CharField(required=True) | ||
passenger_class = forms.ChoiceField(choices=P_class, required=True) | ||
age = forms.IntegerField(required=True) | ||
gender = forms.ChoiceField(choices=gender) |
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from django.db import models | ||
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# Create your models here. |
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from django.test import TestCase | ||
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# Create your tests here. |
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from django.shortcuts import render | ||
import pickle | ||
import pandas as pd | ||
from .forms import * | ||
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# Create your views here. | ||
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def home(request): | ||
titanic_model = pickle.load(open("titanic.pkl", "rb")) | ||
input_data = [[2.0, 18.0, 0.0, 1.0]] | ||
data = pd.DataFrame(input_data, columns=['Pclass','Age', 'Sex_female', 'Sex_male']) | ||
print(titanic_model.predict(data)) | ||
return render(request, 'home.html') | ||
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def predict(request): | ||
if request.method == "GET": | ||
form = InputForm() | ||
return render(request, 'predict.html', {"form":form}) | ||
if request.method == "POST": | ||
form = InputForm(request.POST) | ||
if form.is_valid(): | ||
print(form['gender'].value()) | ||
return render(request, 'predict.html') |