Exploring food outlets in Delhi using Covid19.

As part of the Applied Data Science Capstone project on Coursera, I had to use FourSquare API to fetch location data and use any other necessary data to create an insightful data science project. In this article, I will discuss the approach I have used to explore and identify food outlets in Delhi,India.

Link to my Github Project

Introduction

The world is facing an unprecedented threat from the COVID-19 pandemic. No doubt, this pandemic has affected our lifestyle but has also drastically changed consumer behavior.

We have seen a spike in online ordering of food, clothes, daily household items, groceries,etc. during these recent times.

This change in consumer behavior also means that now consumers would not only look at food outlets that serve good quality food at a decent price but will also look at the hygiene rating and the area in which the food outlet is located in to ensure that safety and hygiene are not being compromised.

Furthermore, it also becomes crucial for food outlets to maintain trust and consumer confidence in the safety and availability of food.

In this article, I will help consumers identify food outlets that not only serve good food at a decent price but are also safe to go to.

Aim

The aim of this project is to cluster the food outlets in Delhi,India based on:

  1. Avg. price
  2. Rating
  3. Location
  4. Coronavirus cases in the district
  5. Online Delivery Service

Data

I will be merging data from 3 APIs:

  1. Covid19 API — To get all the confirmed coronavirus cases in the different districts of Delhi
  2. FourSqaure API — Use the location coordinates of the districts we received from the Covid19 API and pass it as input to the FourSquare API to retrieve 100 venues within 4 kms radius for each district of Delhi.
  3. Zomato API — I will pass the venues and location coordinates retrieved from the FourSquare API as input to the Zomato API to get information about the restaurant like ratings, avg. price, review count, whether it has online delivery,etc.

I will also be using web scraping to extract the hygiene ratings of the restaurants.

After merging the above data sources, I have mapped out the data received from the FourSquare API and the data received from the Zomato API to help us visualize it better.

Plotting FourSquare data on Delhi map:

Plotting FourSquare data on Delhi Map

FourSquare Data

Plotting Zomato data on Delhi map:

Zomato data

Visually, most of the locations seem to match however we have to be careful about combining data from different datasets.

To combine the two datasets, I’m going to check if the latitude and longitude values of each corresponding venue from the Zomato API and the FourSquare API match since we used the venue’s coordinates as inputs to Zomato API to get more information about the venue. Thus, I’ll round both the latitude and longitude values upto 4 decimal places. Then, I’ll calculate the difference between the corresponding latitude and longitude values and see if the difference is less than 0.0005 which should ideally mean that the two locations are same. This is an assumption I’ve taken for this project.

Also, the names for some venues do not match at all. For example, the venue name retrieved from Foursquare API says KFC but when we passed this to the Zomato API, it returned “Al Kuresh” which is clearly wrong. We need to remove these from our table.

Once the data is cleaned, we are left with 67 rows and we’re now ready to work with our data.

#clustering-algorithm #delhi #foursquare #zomato #food

What is GEEK

Buddha Community

Exploring food outlets in Delhi  using Covid19.

Exploring food outlets in Delhi using Covid19.

As part of the Applied Data Science Capstone project on Coursera, I had to use FourSquare API to fetch location data and use any other necessary data to create an insightful data science project. In this article, I will discuss the approach I have used to explore and identify food outlets in Delhi,India.

Link to my Github Project

Introduction

The world is facing an unprecedented threat from the COVID-19 pandemic. No doubt, this pandemic has affected our lifestyle but has also drastically changed consumer behavior.

We have seen a spike in online ordering of food, clothes, daily household items, groceries,etc. during these recent times.

This change in consumer behavior also means that now consumers would not only look at food outlets that serve good quality food at a decent price but will also look at the hygiene rating and the area in which the food outlet is located in to ensure that safety and hygiene are not being compromised.

Furthermore, it also becomes crucial for food outlets to maintain trust and consumer confidence in the safety and availability of food.

In this article, I will help consumers identify food outlets that not only serve good food at a decent price but are also safe to go to.

Aim

The aim of this project is to cluster the food outlets in Delhi,India based on:

  1. Avg. price
  2. Rating
  3. Location
  4. Coronavirus cases in the district
  5. Online Delivery Service

Data

I will be merging data from 3 APIs:

  1. Covid19 API — To get all the confirmed coronavirus cases in the different districts of Delhi
  2. FourSqaure API — Use the location coordinates of the districts we received from the Covid19 API and pass it as input to the FourSquare API to retrieve 100 venues within 4 kms radius for each district of Delhi.
  3. Zomato API — I will pass the venues and location coordinates retrieved from the FourSquare API as input to the Zomato API to get information about the restaurant like ratings, avg. price, review count, whether it has online delivery,etc.

I will also be using web scraping to extract the hygiene ratings of the restaurants.

After merging the above data sources, I have mapped out the data received from the FourSquare API and the data received from the Zomato API to help us visualize it better.

Plotting FourSquare data on Delhi map:

Plotting FourSquare data on Delhi Map

FourSquare Data

Plotting Zomato data on Delhi map:

Zomato data

Visually, most of the locations seem to match however we have to be careful about combining data from different datasets.

To combine the two datasets, I’m going to check if the latitude and longitude values of each corresponding venue from the Zomato API and the FourSquare API match since we used the venue’s coordinates as inputs to Zomato API to get more information about the venue. Thus, I’ll round both the latitude and longitude values upto 4 decimal places. Then, I’ll calculate the difference between the corresponding latitude and longitude values and see if the difference is less than 0.0005 which should ideally mean that the two locations are same. This is an assumption I’ve taken for this project.

Also, the names for some venues do not match at all. For example, the venue name retrieved from Foursquare API says KFC but when we passed this to the Zomato API, it returned “Al Kuresh” which is clearly wrong. We need to remove these from our table.

Once the data is cleaned, we are left with 67 rows and we’re now ready to work with our data.

#clustering-algorithm #delhi #foursquare #zomato #food

Why Use WordPress? What Can You Do With WordPress?

Can you use WordPress for anything other than blogging? To your surprise, yes. WordPress is more than just a blogging tool, and it has helped thousands of websites and web applications to thrive. The use of WordPress powers around 40% of online projects, and today in our blog, we would visit some amazing uses of WordPress other than blogging.
What Is The Use Of WordPress?

WordPress is the most popular website platform in the world. It is the first choice of businesses that want to set a feature-rich and dynamic Content Management System. So, if you ask what WordPress is used for, the answer is – everything. It is a super-flexible, feature-rich and secure platform that offers everything to build unique websites and applications. Let’s start knowing them:

1. Multiple Websites Under A Single Installation
WordPress Multisite allows you to develop multiple sites from a single WordPress installation. You can download WordPress and start building websites you want to launch under a single server. Literally speaking, you can handle hundreds of sites from one single dashboard, which now needs applause.
It is a highly efficient platform that allows you to easily run several websites under the same login credentials. One of the best things about WordPress is the themes it has to offer. You can simply download them and plugin for various sites and save space on sites without losing their speed.

2. WordPress Social Network
WordPress can be used for high-end projects such as Social Media Network. If you don’t have the money and patience to hire a coder and invest months in building a feature-rich social media site, go for WordPress. It is one of the most amazing uses of WordPress. Its stunning CMS is unbeatable. And you can build sites as good as Facebook or Reddit etc. It can just make the process a lot easier.
To set up a social media network, you would have to download a WordPress Plugin called BuddyPress. It would allow you to connect a community page with ease and would provide all the necessary features of a community or social media. It has direct messaging, activity stream, user groups, extended profiles, and so much more. You just have to download and configure it.
If BuddyPress doesn’t meet all your needs, don’t give up on your dreams. You can try out WP Symposium or PeepSo. There are also several themes you can use to build a social network.

3. Create A Forum For Your Brand’s Community
Communities are very important for your business. They help you stay in constant connection with your users and consumers. And allow you to turn them into a loyal customer base. Meanwhile, there are many good technologies that can be used for building a community page – the good old WordPress is still the best.
It is the best community development technology. If you want to build your online community, you need to consider all the amazing features you get with WordPress. Plugins such as BB Press is an open-source, template-driven PHP/ MySQL forum software. It is very simple and doesn’t hamper the experience of the website.
Other tools such as wpFoRo and Asgaros Forum are equally good for creating a community blog. They are lightweight tools that are easy to manage and integrate with your WordPress site easily. However, there is only one tiny problem; you need to have some technical knowledge to build a WordPress Community blog page.

4. Shortcodes
Since we gave you a problem in the previous section, we would also give you a perfect solution for it. You might not know to code, but you have shortcodes. Shortcodes help you execute functions without having to code. It is an easy way to build an amazing website, add new features, customize plugins easily. They are short lines of code, and rather than memorizing multiple lines; you can have zero technical knowledge and start building a feature-rich website or application.
There are also plugins like Shortcoder, Shortcodes Ultimate, and the Basics available on WordPress that can be used, and you would not even have to remember the shortcodes.

5. Build Online Stores
If you still think about why to use WordPress, use it to build an online store. You can start selling your goods online and start selling. It is an affordable technology that helps you build a feature-rich eCommerce store with WordPress.
WooCommerce is an extension of WordPress and is one of the most used eCommerce solutions. WooCommerce holds a 28% share of the global market and is one of the best ways to set up an online store. It allows you to build user-friendly and professional online stores and has thousands of free and paid extensions. Moreover as an open-source platform, and you don’t have to pay for the license.
Apart from WooCommerce, there are Easy Digital Downloads, iThemes Exchange, Shopify eCommerce plugin, and so much more available.

6. Security Features
WordPress takes security very seriously. It offers tons of external solutions that help you in safeguarding your WordPress site. While there is no way to ensure 100% security, it provides regular updates with security patches and provides several plugins to help with backups, two-factor authorization, and more.
By choosing hosting providers like WP Engine, you can improve the security of the website. It helps in threat detection, manage patching and updates, and internal security audits for the customers, and so much more.

Read More

#use of wordpress #use wordpress for business website #use wordpress for website #what is use of wordpress #why use wordpress #why use wordpress to build a website

Aria Barnes

Aria Barnes

1626785780

On-Demand Online Food Ordering App Development ideas, Cost

Is it accurate to say that you are looking for a food delivery application development yet or are not certain of how you should go about it? With the appearance of online food applications like Uber Eats, GrubHub, Just Eat, Seamless, the conventional café feast-ins have gone to delivery applications. The sole reason for food delivery application development is to give customers convenient and “at their entryways” ready-to-eat food, all things considered.

Food delivery application development is expanding quickly in the current time. In our bustling timetable, individuals like to save time. On-time food delivery applications are making an alternate situation on the planet. In the wake of perusing the article, you will discover food delivery application development expenses, prerequisites, and features. 

Enormous people are utilizing a food delivery application to get solace. These food applications are offering you to choose any online food delivery café or an assortment of dishes to convey food things at your home or working environment.

Kinds of Food Delivery Mobile Apps 

Majorly, three kinds of on-demand food delivery applications are accessible as grouped beneath: 

1. Business to Consumer (B2C) or Aggregators 

Known as Enterprise to Person (E2P), E2P applications deal in transactions of different item benefits among suppliers and single individuals. Examples are  Starbucks, McDonald’s, or McDelivery are kinds of B2C Mobile applications. Aggregators give the best easy-to-use climate, single-tick installment choices, and constant area following. 

2. Business to Business (B2B) or New Delivery Services Provider 

B2B applications are additionally characterized as Enterprise to Enterprise (E2E) to make business systems between various organizations. These on-demand mobile applications help organizations and shoppers discover reasonable spots. carnation and Emerge are the best outlines of E2E applications. 

There are two sorts of B2B versatile applications. 

Vertical: Provide services for an independent business or industry. 

Level: Provide services for various organizations. 

3. Full Stack Food Delivery Mobile Apps or Consumer to Consumer (C2C) 

C2C mobile applications are used to trade items and services. Customers’ mobile applications are like each client. Some genuine instances of C2C applications are Zomato, Munchery, and Frichti. Alongside organizations managing these on-demand food conveyance applications, control the total working from cookies to logistics.

Read more here: On-Demand Online Food Ordering App Development ideas, Cost and Features

#online food ordering app development #online food ordering software development #food delivery software development services #online food delivery appdevelopment #food delivery portal development #food delivery development

Shrikant Kumar

1593435077

Top 7 Mobile App Development Companies in Delhi NCR

Are you searching for the first-class Mobile App Development Companies in Delhi? DxMinds Innovation Labs are one of the top-rated Mobile App Development Company in Delhi, India. We make sure the best services provided to you with the knowledgeable app developers of our company.

#mobile app development companies in delhi #mobile app development company in delhi #top mobile app development companies in delhi #top mobile app development company in delhi #best mobile app development companies in delhi #best mobile app development company in delhi

Jessica Smith

Jessica Smith

1613638530

Online Food Delivery App Development Company in USA

We make applications that interface restaurants with mobile phones to make life simpler for clients. Food ordering applications serve city-occupants, hostellers, explorers, and so on among different clients. We comprehend the client needs, utilization examples and most recent patterns to outline mobile screens that are both rich in highlights and appearance. This exceptional nature of our group has made us the most client arranged versatile application development company. We work with energetic people, autonomous eateries, new companies, multi-eatery food chains etc to give them our total food delivering application development services. Being a group of dynamic developers, designers, business investigators, advertisers and analyzers we are prepared to work together with you to extend your business reach. Our portable application advancement group is qualified and experienced in making Android, iOS and other half and half versatile and web applications. For more information call us at +18444455767 or email us at hello@sisgain.com

#food delivery app development company #on demand food delivery app development in usa #online food ordering application development in uae #online food delivery mobile app development in canada #food delivery app development services in uk #create food ordering app in australia