Model Prediction

covid_ai @ d5035b1a

+Subproject commit d5035b1a12ef412897415c7e9cc9438dd8106a2a

covid_tracker/myapi/assets/csv/Collected_Data.csv

+Temperature,Humidity,Rainfall,Soli_Water_availability,Seeds,havest,havest_Period_Days
+28,29,27,1,26000,110000,105
+28,29,27,1,26000,110000,105
+28,29,27,1,26000,110000,105
+32,28,29,1,26000,100000,99
+32,28,29,1,26000,100000,99
+32,28,29,1,26000,100000,99
+32,28,29,1,26000,100000,99
+33,28,28,1,26000,96000,95
+33,28,28,1,26000,96000,95
+33,28,28,1,26000,96000,95

covid_tracker/myapi/covidapi/admin.py

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

covid_tracker/myapi/covidapi/apps.py

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

covid_tracker/myapi/covidapi/migrations/0001_initial.py

+# Generated by Django 4.0.4 on 2022-09-19 04:51
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='Covid',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('Breathing_Problem', models.CharField(max_length=100, verbose_name='Breathing_Problem')),
+                ('Fever', models.CharField(max_length=100, verbose_name='Fever')),
+                ('Dry_Cough', models.CharField(max_length=100, verbose_name='Dry_Cough')),
+                ('Sore_throat', models.CharField(max_length=100, verbose_name='Sore_throat')),
+                ('Running_Nose', models.CharField(max_length=100, verbose_name='Running_Nose')),
+                ('Asthma', models.CharField(max_length=100, verbose_name='Asthma')),
+                ('Chronic_Lung_Disease', models.CharField(max_length=100, verbose_name='Chronic_Lung_Disease')),
+                ('Headache', models.CharField(max_length=100, verbose_name='Headache')),
+                ('Heart_Disease', models.CharField(max_length=100, verbose_name='Heart_Disease')),
+                ('Diabetes', models.CharField(max_length=100, verbose_name='Diabetes')),
+                ('Hyper_Tension', models.CharField(max_length=100, verbose_name='Hyper_Tension')),
+                ('Fatigue', models.CharField(max_length=100, verbose_name='Fatigue')),
+                ('Gastrointestinal', models.CharField(max_length=100, verbose_name='Gastrointestinal')),
+                ('Abroad_travel', models.CharField(max_length=100, verbose_name='Abroad_travel')),
+                ('Contact_with_COVID_Patient', models.CharField(max_length=100, verbose_name='Contact_with_COVID_Patient')),
+                ('Attended_Large_Gathering', models.CharField(max_length=100, verbose_name='Attended_Large_Gathering')),
+                ('Visited_Public_Exposed_Places', models.CharField(max_length=100, verbose_name='Visited_Public_Exposed_Places')),
+                ('Family_working_in_Public_Exposed_Places', models.CharField(max_length=100, verbose_name='Family_working_in_Public_Exposed_Places')),
+                ('Wearing_Masks', models.CharField(max_length=100, verbose_name='Wearing_Masks')),
+                ('Sanitization_from_Market', models.CharField(max_length=100, verbose_name='Sanitization_from_Market')),
+                ('covid_result', models.CharField(max_length=100, verbose_name='covid_result')),
+            ],
+        ),
+    ]

covid_tracker/myapi/covidapi/models.py

+from django.db import models
+
+# Create your models here.
+
+class Covid (models.Model) :
+    Breathing_Problem = models.CharField(("Breathing_Problem"), max_length=100)
+    Fever = models.CharField(("Fever"), max_length=100)
+    Dry_Cough = models.CharField(("Dry_Cough"), max_length=100)
+    Sore_throat = models.CharField(("Sore_throat"), max_length=100)
+    Running_Nose = models.CharField(("Running_Nose"), max_length=100)
+    Asthma = models.CharField(("Asthma"), max_length=100)
+    Chronic_Lung_Disease = models.CharField(("Chronic_Lung_Disease"), max_length=100)
+    Headache = models.CharField(("Headache"), max_length=100)
+    Heart_Disease = models.CharField(("Heart_Disease"), max_length=100)
+    Diabetes = models.CharField(("Diabetes"), max_length=100)
+    Hyper_Tension = models.CharField(("Hyper_Tension"), max_length=100)
+    Fatigue = models.CharField(("Fatigue"), max_length=100)
+    Gastrointestinal = models.CharField(("Gastrointestinal"), max_length=100)
+    Abroad_travel = models.CharField(("Abroad_travel"), max_length=100)
+    Contact_with_COVID_Patient = models.CharField(("Contact_with_COVID_Patient"), max_length=100)
+    Attended_Large_Gathering = models.CharField(("Attended_Large_Gathering"), max_length=100)
+    Visited_Public_Exposed_Places = models.CharField(("Visited_Public_Exposed_Places"), max_length=100)
+    Family_working_in_Public_Exposed_Places = models.CharField(("Family_working_in_Public_Exposed_Places"), max_length=100)
+    Wearing_Masks = models.CharField(("Wearing_Masks"), max_length=100)
+    Sanitization_from_Market = models.CharField(("Sanitization_from_Market"), max_length=100)
+    covid_result = models.CharField(("covid_result"), max_length=100)

covid_tracker/myapi/covidapi/tests.py

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

covid_tracker/myapi/covidapi/urls.py

+from django.urls import path
+from . import views
+
+urlpatterns = [
+    path('',views.getData),
+    path('add',views.addItem),
+]
\ No newline at end of file

covid_tracker/myapi/covidapi/views.py

+from tokenize import String
+from rest_framework.response import Response
+from rest_framework.decorators import api_view
+from rest_framework import serializers
+import pandas as pd
+import sqlite3
+from sklearn.model_selection import train_test_split
+from sklearn.linear_model import LinearRegression
+import math
+
+# Create your views here.
+
+@api_view(['GET'])
+def getData(request):
+    # Loading the Dataset
+    DateSet = pd.read_csv("assets/csv/covid.csv", skipinitialspace=True)
+
+
+    # variables
+    x = DateSet[['Fever', 'Headache', 'Dry_Cough','Sore_throat', 'Breathing_Problem']]
+    y = DateSet['covid_result']
+
+
+    # train test split
+    x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=2)
+
+    # LinearRegression algorithm
+    LR = LinearRegression()
+    LR.fit(x_train, y_train)
+
+    Fever = 1
+    Headache = 0
+    Dry_Cough = 1
+    Sore_throat = 1
+    Breathing_Problem = 0
+
+    new_input = [[int(Fever),int(Headache),int(Dry_Cough),int(Sore_throat),int(Breathing_Problem)]]
+
+    Predicted_value = LR.predict(x)
+    Predicted_covid = LR.predict(new_input)
+
+    print (Predicted_covid)
+
+    return Response(math.ceil(Predicted_covid[0]*100)/100)
+
+@api_view(['POST'])
+def addItem(request):
+    val = request.data
+    print(val['fever'])
+    print(val['headache'])
+
+    DateSet = pd.read_csv("assets/csv/covid.csv", skipinitialspace=True)
+
+
+    # variables
+    x = DateSet[['Fever', 'Headache', 'Dry_Cough','Sore_throat', 'Breathing_Problem']]
+    y = DateSet['covid_result']
+
+
+    # train test split
+    x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=2)
+
+    # LinearRegression algorithm
+    LR = LinearRegression()
+    LR.fit(x_train, y_train)
+
+    Fever = 1
+    Headache = 0
+    Dry_Cough = 1
+    Sore_throat = 1
+    Breathing_Problem = 0
+
+
+    if val['fever'] == "Yes":
+        val_fever = 1
+    else:
+        val_fever = 0
+
+    if val['headache'] == "Yes":
+        val_headache = 1
+    else:
+        val_headache = 0
+
+    if val['dry_cough'] == "Yes":
+        val_dry_cough = 1
+    else:
+        val_dry_cough = 0 
+
+    if val['sor_throt'] == "Yes":
+        val_sor_throt = 1
+    else:
+        val_sor_throt = 0  
+
+    if val['breathing_problem'] == "Yes":
+        val_breathing_problem = 1
+    else:
+        val_breathing_problemt = 0  
+
+    new_input = [[int(val_fever),int(val_headache),int(val_dry_cough),int(val_sor_throt),int(val_breathing_problem)]]    
+
+    Predicted_value = LR.predict(x)
+    Predicted_covid = LR.predict(new_input)
+
+    # print (Predicted_covid)
+
+    return Response(math.ceil(Predicted_covid[0]*100)/100)
+
+    # con = sqlite3.connect("db.sqlite3")
+    # df = pd.read_sql_query("SELECT * from covidapi_covid", con)
+    # rslt_df = df.loc[(df['Fever'] == val['fever']) & (df['Headache'] == val['headache']) & (df['Dry_Cough'] == val['dry_cough']) & (df['Sore_throat'] == val['sor_throt']) & (df['Breathing_Problem'] == val['breathing_problem'])& (df['covid_result'] == "Yes")] 
+    # print(rslt_df.shape[0])
+    # return Response(rslt_df.shape[0])

covid_tracker/myapi/manage.py

+#!/usr/bin/env python
+"""Django's command-line utility for administrative tasks."""
+import os
+import sys
+
+
+def main():
+    """Run administrative tasks."""
+    os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'myapi.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)
+
+
+if __name__ == '__main__':
+    main()

covid_tracker/myapi/myapi/asgi.py

+"""
+ASGI config for myapi 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/4.0/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'myapi.settings')
+
+application = get_asgi_application()

covid_tracker/myapi/myapi/settings.py

+"""
+Django settings for myapi project.
+
+Generated by 'django-admin startproject' using Django 4.0.4.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/4.0/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/4.0/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/4.0/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = 'django-insecure-6sy-znsw%-l-wv@u++d#k75b9^e+5ra7-sik4y0-s%4e)&(&0u'
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = True
+
+ALLOWED_HOSTS = []
+
+
+# Application definition
+
+INSTALLED_APPS = [
+    'django.contrib.admin',
+    'django.contrib.auth',
+    'django.contrib.contenttypes',
+    'django.contrib.sessions',
+    'django.contrib.messages',
+    'django.contrib.staticfiles',
+    'covidapi',
+    'rest_framework',
+    'corsheaders',
+]
+
+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',
+    'corsheaders.middleware.CorsMiddleware',
+]
+
+CORS_ORIGIN_ALLOW_ALL = True
+
+ROOT_URLCONF = 'myapi.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 = 'myapi.wsgi.application'
+
+
+# Database
+# https://docs.djangoproject.com/en/4.0/ref/settings/#databases
+
+DATABASES = {
+    'default': {
+        'ENGINE': 'django.db.backends.sqlite3',
+        'NAME': BASE_DIR / 'db.sqlite3',
+    }
+}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/4.0/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/4.0/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/4.0/howto/static-files/
+
+STATIC_URL = 'static/'
+
+# Default primary key field type
+# https://docs.djangoproject.com/en/4.0/ref/settings/#default-auto-field
+
+DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField'

covid_tracker/myapi/myapi/urls.py

+"""myapi URL Configuration
+
+The `urlpatterns` list routes URLs to views. For more information please see:
+    https://docs.djangoproject.com/en/4.0/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, include
+
+urlpatterns = [
+    path('admin/', admin.site.urls),
+    path('', include('covidapi.urls')),
+]

covid_tracker/myapi/myapi/wsgi.py

+"""
+WSGI config for myapi 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/4.0/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'myapi.settings')
+
+application = get_wsgi_application()