T_062 Deadline Mavericks

README.md

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 # DevCreateBuildTest
+	Team Details :
+	Team Name: Deadline Mavericks
+	Team ID: T062
+👥 Team Members & Roles :
+•	Mandeep Singh Mankoo – Team Lead / Data Scientist
+•	Daljinder Singh – Machine Learning Engineer
+•	Pawan  Kumar– Backend Developer (APIs, model integration)
+•	Muskan Guleria– Frontend Developer (UI for predictions)
+•	Mannat Preet Kaur - Data Engineer (ETL, data preprocessing)
+
+📝 Problem Statement
+POWERGRID executes large-scale infrastructure projects such as substations, overhead lines, and underground cables. These projects face cost overruns and schedule delays due to factors like terrain, regulatory hurdles, weather, vendor reliability, and resource availability.
+The objective is to build a predictive software system that forecasts project costs and completion timelines accurately by identifying relationships and dependencies across structured, semi-structured, and unstructured data sources.
+🛠️ Tech Stack Used :
+•	Programming Language: Python
+•	Backend: Django, FastAPI
+•	Frontend: React.js (for dashboard & user interface)
+•	Machine Learning / AI:  XGBoost
+
+
+•	⚙️ How to Run the Project (Setup Instructions)
+•	1. Clone the Repository
+•	git clone https://github.com/mandeepsinghmankoo/ChronoCost-CC-.git cd project-cost-prediction 
+
+•	2. Install Dependencies
+    npm install @reduxjs/toolkit react-redux react-router-dom appwrite react-hot-toast @heroicons/react recharts axios
+
+
+•	3. Run Backend (Model API)
+    pythn manage.py runserver
+
+•	5. Run Frontend (Dashboard)
+    cd frontend
+    npm run dev
+
+
+

backend/backend/asgi.py

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+"""
+ASGI config for backend 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/5.1/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'backend.settings')
+
+application = get_asgi_application()

backend/backend/settings.py

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+"""
+Django settings for backend project.
+
+Generated by 'django-admin startproject' using Django 5.1.6.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/5.1/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/5.1/ref/settings/
+"""
+
+from pathlib import Path
+
+# Build paths inside the project like this: BASE_DIR / 'subdir'.
+BASE_DIR = Path(__file__).resolve().parent.parent
+
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/5.1/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = 'django-insecure-^4bha32*=tma8!_qur-%bfoam&vi@mtu1dj-lpaht^*awd)rhp'
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = True
+
+ALLOWED_HOSTS = ['localhost', '127.0.0.1']
+
+# CORS settings
+CORS_ALLOW_ALL_ORIGINS = True  # Only for development
+CORS_ALLOW_CREDENTIALS = True
+CORS_ALLOWED_ORIGINS = [
+    "http://localhost:5173",
+    "http://localhost:5174",
+    "http://localhost:5175",
+    "http://localhost:5176",
+]
+
+
+# Application definition
+
+INSTALLED_APPS = [
+    'django.contrib.admin',
+    'django.contrib.auth',
+    'django.contrib.contenttypes',
+    'django.contrib.sessions',
+    'django.contrib.messages',
+    'django.contrib.staticfiles',
+    'corsheaders',
+]
+
+MIDDLEWARE = [
+    'corsheaders.middleware.CorsMiddleware',
+    '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',
+]
+
+CORS_ALLOW_ALL_ORIGINS = True
+CORS_ALLOWED_LOCALHOSTS = [
+    'http://localhost:5173',
+]
+
+CORS_ALLOWED_ORIGINS = [
+    "http://localhost:5173",
+    "http://127.0.0.1:3000",
+]
+CORS_ALLOW_METHODS = [
+    'DELETE',
+    'GET',
+    'OPTIONS',
+    'PATCH',
+    'POST',
+    'PUT',
+]
+
+CORS_ALLOW_HEADERS = [
+    'accept',
+    'accept-encoding',
+    'authorization',
+    'content-type',
+    'dnt',
+    'origin',
+    'user-agent',
+    'x-csrftoken',
+    'x-requested-with',
+]
+ROOT_URLCONF = 'backend.urls'
+
+TEMPLATES = [
+    {
+        'BACKEND': 'django.template.backends.django.DjangoTemplates',
+        'DIRS': [],
+        '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',
+            ],
+        },
+    },
+]
+
+WSGI_APPLICATION = 'backend.wsgi.application'
+
+
+# Database
+# https://docs.djangoproject.com/en/5.1/ref/settings/#databases
+
+DATABASES = {
+    'default': {
+        'ENGINE': 'django.db.backends.sqlite3',
+        'NAME': BASE_DIR / 'db.sqlite3',
+    }
+}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/5.1/ref/settings/#auth-password-validators
+
+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',
+    },
+]
+
+
+# Internationalization
+# https://docs.djangoproject.com/en/5.1/topics/i18n/
+
+LANGUAGE_CODE = 'en-us'
+
+TIME_ZONE = 'UTC'
+
+USE_I18N = True
+
+USE_TZ = True
+
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/5.1/howto/static-files/
+
+STATIC_URL = 'static/'
+
+# Default primary key field type
+# https://docs.djangoproject.com/en/5.1/ref/settings/#default-auto-field
+
+DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'

backend/backend/urls.py

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+"""
+URL configuration for backend project.
+
+The `urlpatterns` list routes URLs to views. For more information please see:
+    https://docs.djangoproject.com/en/5.1/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'))
+"""
+# backend/urls.py
+from django.contrib import admin
+from django.urls import path, include
+
+urlpatterns = [
+    path('admin/', admin.site.urls),
+    path('api/inference/', include('inference.urls')),  # This line is crucial
+]

backend/backend/wsgi.py

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+"""
+WSGI config for backend 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/5.1/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'backend.settings')
+
+application = get_wsgi_application()

backend/inference/admin.py

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+from django.contrib import admin
+
+# Register your models here.

backend/inference/apps.py

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+from django.apps import AppConfig
+
+
+class InferenceConfig(AppConfig):
+    default_auto_field = 'django.db.models.BigAutoField'
+    name = 'inference'

backend/inference/models.py

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+from django.db import models
+
+# Create your models here.

backend/inference/tests.py

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+from django.test import TestCase
+
+# Create your tests here.

backend/inference/urls.py

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+# inference/urls.py
+from django.urls import path
+from . import views
+
+urlpatterns = [
+    path('health/', views.health_check, name='health_check'),
+    path('predict/', views.predict_cost, name='predict_cost'),  # Make sure this exists
+    path('scenarios/', views.scenario_analysis, name='scenario_analysis'),
+]