https://github.com/deva-246/dataanalysis-on-realtime-swiggydata-using-sql
Using SQL to manipulate and clean the data, analyzing to discover trends and patterns, dig insights in an understandable format.
https://github.com/deva-246/dataanalysis-on-realtime-swiggydata-using-sql
data-science dataanalysis datainsight mysqlserver
Last synced: 11 months ago
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Using SQL to manipulate and clean the data, analyzing to discover trends and patterns, dig insights in an understandable format.
- Host: GitHub
- URL: https://github.com/deva-246/dataanalysis-on-realtime-swiggydata-using-sql
- Owner: deva-246
- Created: 2023-10-12T15:02:19.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-10-13T14:36:05.000Z (over 2 years ago)
- Last Synced: 2025-01-27T06:43:53.615Z (about 1 year ago)
- Topics: data-science, dataanalysis, datainsight, mysqlserver
- Homepage:
- Size: 46.9 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# DataAnalysis-on-Realtime-Swiggydata-using-SQL
Using SQL to manipulate and clean the data, analyzing to discover trends and patterns, dig insights in an understandable format.
## Datasets
**The fields present in Items dataset are,**
1. id
2. Order_id
3. Name
4. Is_veg/not
**The fields present in Orders dataset are,**
1. id
2. order_id
3. order_Total
4. restaurent name
5. order_time
6. rain_mode
7. on_time
## Business Queries and solutions
### 1. Count of unique number of orders that are placed ?
**95 unique orders** are placed according to this dataset.
### 2. At what modes of rain were orders placed?
There are 3 modes namely -**Heavy,moderate,drizzle** with 0,2 and 5 as it's respective identifiers from the dataset.
### 3. What are the uniqiue restaurent names from the overall orders that have been placed?
There are **49** unique restaurents name present in the order history in the given dataset.
### 4. Which Restaurent holds most of the orders ?
**The Bowl company** is the restaurent which holds the highest number of orders according to the swiggy customers present in the dataset. from the above results we can also categorize the restaurents as **most favourite , favourite and least favourite** by which required recommendations can be activated by the company to attract its customer to place an order.
### 5. List out the orders count in the form of Month and Year combination?
From the above result, **2021, October** holds the highest number of Orders.
### 6. What is the revenue earned by swiggy on each month ?
From the above results we can conclude that **October** month has generated the highest revenue and **March** month has generated least revenue, considering this more discounts and offers can be included during the least revenue months to bosst up the sales.
### 7. What is the average order value ?
### 8. Revenue based difference ?
### 9. What is the count of unique food items that are ordered?
There are **164** unique items.
### 10. which is the most ordered item?
**Classic Mac & cheese** is the most ordered item.
### 11. Details about veg and non-veg items ?]
A. There are **180** **veg** items
B. There are **12** **non veg** items
C. There is **1** undefined category item
Here the undeifined category can be considered as **Desserts**.
### 12. Mention the items and it's total count which includes chicken in it.
There are **10** chicken based dishes present in our dataset.
### 13. Details about paratha based dishes ?
There are **4** paratha items present in the dataset.
### 14. What is the average items per order?
**2** items are atleast placed in any order according to the given dataset.
### 15. What are the frequently bought combos and what is it's count?
Corn & Cheddar Quesadilla & Garlic Bread With Cheese
Corn & Peas Sub ( 15 cm, 6 Inch ) & Paneer Tikka Sub ( 15 cm, 6 Inch )
Corn & Peas Sub (15 cms, 6 Inch) & Paneer Tikka Sub (15 cms, 6 Inch)
Corn & Peas Sub (15 cms, 6 Inch) & Paneer Tikka Sub (15 cms, 6 Inch)
Crunchy Chicken & Paneer & corn Pasta
Daily Special Side Dish (Portion) & Phulka Chapati
Desi Dal Tadka with Jeera Rice & Nawabi Paneer Lababdar with Matar Pulao
Desi Dal Tadka with Jeera Rice & Triple Ripple Death by Chocolate
Dragon Chicken & Gobi Manchurian (Dry)
Dragon Chicken & Paneer Fried Rice
Farmhouse & Golden Corn
Fries (R) & Mcflurry Oreo Small
Fries (R) & McSpicy Paneer Burger
Fries (R) & New Chocolate Chip Muffin
Fries (R) & Snack box
Garlic Naan & Gobi Masala
Garlic Naan & Paneer Pulao
Garlic Naan & Strawberry Milk Shake
Ghee Paneer Masal Dosa & Kadai Paneer
Ghee Paneer Masal Dosa & Masala Kulcha
Ghee Paneer Masal Dosa & Phulka
Ghee Paneer Masal Dosa & Sambar Idli
Ghee Paneer Masal Dosa & Seven Taste Uttapam
Gobi Manchurian & Paneer Biryani
Gobi Manchurian & Paneer Pulao
Gobi Manchurian & Paneer Pulao with Kadhi
Gobi Manchurian & Phulka
Gobi Manchurian (Dry) & Paneer Fried Rice
Gobi Manchurian Dry & Paratha Kuruma
Gobi Masala & Paneer Pulao
Gobi Masala & Strawberry Milk Shake
Golden Corn & Paneer & Onion
Good ol' Rajma Chawal & Paneer Butter Masala with Mattar Pulao
Good ol' Rajma Chawal & Peri Peri Chicken with Egg Corn Rice
Hazelnut (Baby) & Strawberry (Baby)
Hazelnut Brownie & Jumbo Paneer Chole Wrap
Hazelnut Brownie & Paneer Signature Rice Bowl (Mini)
Hazelnut Brownie & Rajma Masala Rice Bowl (Mini)
Hazelnut Brownie & Super Saver Paneer Rice Bowl Meal
Idli (2 Pcs) & Poori Masala
Jumbo Paneer Chole Wrap & Paneer Signature Rice Bowl (Mini)
Jumbo Paneer Chole Wrap & Rajma Masala Rice Bowl (Mini)
Kadai Paneer & Masala Kulcha
Kadai Paneer & Phulka
Kadai Paneer & Sambar Idli
Kadai Paneer & Seven Taste Uttapam
Maggi Italiano & Mexican Fries (Chef Suggested)
Mango Mastani & Pomegranate Juices
Masala Kulcha & Mixed Vegetable Raita
Masala Kulcha & Onion Aloo Mixed Paratha
Masala Kulcha & Phulka
Masala Kulcha & Sambar Idli
Masala Kulcha & Seven Taste Uttapam
MASALA PURI & SEV PURI
Mattar Paneer & Punjabi Chaach Di-Bottle (Butter Milk)
Mattar Paneer & Tawa Ghee Phulka
McEgg Meal ( R ) & Mexican McAlooTikki Burger
Mcflurry Oreo Small & McSpicy Paneer Burger
Mcflurry Oreo Small & New Chocolate Chip Muffin
Mcflurry Oreo Small & Snack box
McSpicy Paneer Burger & New Chocolate Chip Muffin
McSpicy Paneer Burger & Snack box
Mixed Veg Raita & Peas Pulao
Mixed Vegetable Raita & Onion Aloo Mixed Paratha
Naan & Paneer Tikka Masala
Naan & Roti
Nawabi Paneer Lababdar Parotta Bowl & Paneer 65 with Chilli Garlic Fried Rice
Nawabi Paneer Lababdar Parotta Bowl & Sprite Can (300 ml)
Nawabi Paneer Lababdar Parotta Bowl & Triple Ripple Death by Chocolate
Nawabi Paneer Lababdar with Matar Pulao & Triple Ripple Death by Chocolate
New Chocolate Chip Muffin & Snack box
Oreo Brownie & Trio of Chocolate Jar
Oreo Cream and Fudge & Swiss Chocolate Ice cream
Palak Paneer Bread Kulcha Lunchbox & Palak Paneer Jumbo Lunchbox
Palak Paneer Bread Kulcha Lunchbox & Red Velvet Lava Cake
Palak Paneer Jumbo Lunchbox & Red Velvet Lava Cake
Paneer 65 with Chilli Garlic Fried Rice & Sprite Can (300 ml)
Paneer 65 with Chilli Garlic Fried Rice & Triple Ripple Death by Chocolate
Paneer Butter Masala with Mattar Pulao & Peri Peri Chicken with Egg Corn Rice
Paneer Pulao & Phulka
Paneer Pulao & Strawberry Milk Shake
Paneer Signature Rice Bowl (Mini) & Rajma Masala Rice Bowl (Mini)
Paneer Tikka Masala & Roti
Penne Arrabiata Pasta La Vista & Pind Di Daal Makhani with Jeera Rice
Phulka & Sambar Idli
Phulka & Seven Taste Uttapam
Poori Masala & Uttapam
Punjabi Chaach Di-Bottle (Butter Milk) & Tawa Ghee Phulka
Rasmalai & Veg Pulao with Raita
Sambar Idli & Seven Taste Uttapam
Schezwan Paneer Frankie & Tawa Paneer Frankie
Sprite Can (300 ml) & Triple Ripple Death by Chocolate
There are **171** item combos present in the dataset.