Ayush Pandit’s Post

I've successfully completed Level-3 Task 3 at Cognifyz Technologies. Task Description : Price Range vs. Online Delivery and Table Booking This task involved analyzing the relationship between a restaurant's price range and the availability of online delivery and table booking services. The analysis suggests a potential correlation, with higher-priced restaurants more likely to offer these conveniences. click link below to download the code https://lnkd.in/eyK8U_ci #cognifyztechnologies #machinelearning #dataanalysis #cognifyz #cognifyzTech

Today in my journey with Cognifyz Technologies. I delved into the realm of online delivery, uncovering valuable insights that shed light on the dataset's dynamics. Out of the total restaurants in the dataset, 25.69% offer online delivery services, providing convenience and accessibility to customers in the comfort of their homes. Restaurants with online delivery services boast a notably higher average rating of 3.25. meanwhile, restaurants without online delivery services exhibit a lower average rating of 2.46 proving that, offering online delivery services appears to positively influence restaurant's average ratings. #cognifyz #cognifyzTech #cognifyzTechnologies

COGNIFYZ TECHNOLOGIES I 'm thrilled to work on cognifyz tasks... 🎉 😍 this is my level 2.01 Task: Restaurant Ratings Analyze the distribution of aggregate ratings and determine the most common rating range. Calculate the average number of votes received by restaurants. #cognifyz #cognifyzTech #cognifyzTechnologies

Level 3 Task 3 Task: Price Range vs. Online Delivery and Table Booking 1)Analyze if there is a relationship between the price range and the availability of online delivery and table booking. 2)Determine if higher-priced restaurants are more likely to offer these services.  Cognifyz Technologies #cognifyztechnologies #cognifyz #cognifyztech

Level 2- Task 3: Feature Engineering Extracted Additional Features: Created new features by analyzing the length of restaurant names and addresses. Created New Categorical Features: Introduced features like "Has Table Booking" and "Has Online Delivery" by encoding categorical variables. Cognifyz Technologies #Cognifyz #CognifyzTech #CognifyzTechnologies

Successfully completed Level 1 Task 2 &3 at Cognifyz Technologies Level 1 Task 2 Task: City Analysis ⚫Identify the city with the highest number of restaurants in the dataset. ⚫Calculate the average rating for restaurants in each city. ⚫Determine the city with the highest average rating. Task 3 Task: Price Range Distribution ⚫Create a histogram or bar chart to visualize the distribution of price ranges among the restaurants. ⚫Calculate the percentage of restaurants in each price range category. #cognifyz #cognifyzTech #cognifyzTechnologies Stay tuned for more updates ☺️

LEVEL 2- Task 1 Completed ✅ under Cognifyz Technologies - Analyze the distribution of aggregate ratings and determine the most common rating range. -Calculate the average number of votes received by restaurants. #cognifyztechnologies #cognifyztech #cognifyztechnologies

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Level 1- Task 4: Online Delivery 1. Determining the percentage of restaurants that offer online delivery.  2. Compared the average ratings of restaurants with and without online delivery.  Cognifyz Technologies  hashtag#dataanalysis #dataanalystintern #cognifyz #cognifyzTech #cognifyzTechnologies

At Next Task 2 in Level 1 "City Analysis" includes information about the "highest number of restaurants, average rating for restaurants and city with the highest average rating". @Cognifyz Technologies. Coming soon the task 3! #cognifyztech #cognifyz.