[Notice] 🏠 We have moved! Refer to the Atoti repository for the latest use case updates. This repository will be obsoleted from 2024 onwards.

Welcome to the official Atoti Notebook Gallery!

The Gallery

The Atoti notebook gallery showcases various ways Atoti can be used for:

• interactive visualizations
• story-telling via dashboarding
• data analytics investigations
• data monitoring

These are demonstrated through mini use cases within Finance and other industries.
There are also technical notebooks that showcase how various features can be implemented with Atoti.

You may run through most of the notebooks with Atoti Community Edition. There are some notebooks that contain features not available in the Community Edition and are denoted by .
Want to try Atoti Python API? You can register online for an evaluation license and check out how to unlock all features of Atoti.

Check out the Atoti repository for more info on Atoti.

The notebooks

Financial use cases

1. Front Office

   
   

   Notebooks	Related media
   cumulative-pnl	📰 Dynamic Performance Analytics: Handling of non-linear aggregation
   pnl-explained	📰 PnL Explained with atoti
   real-time-risk	📰 Implementing real-time sources with atoti
   	📰 Real-time risk analytics with atoti

   
   

2. Risk Management

   
   

   • Credit Risk

     
     

     Notebooks	Related media
     ifrs9	📰 IFRS 9 Data Viz: ECL, PD Analytics and the Vintage Matrix
     	📰 Tutorial: How to build an IFRS 9 solution with Python and atoti
     sa-ccr	📰 SA-CCR with python and atoti
     xva	📰 Interactive xVA analytics with Python and atoti
     collateral-shortfall-forecast	📰 Collateral Modelling and Simulation Using atoti and Machine Learning

     
     

   • Liquidity Risk

     
     

     indicates the licensed version of Atoti is required.

     Notebooks	Related media
     irrbb	📰 Measuring Interest Rate Risk in the Banking Book (IRRBB) with Atoti

     
     

   • Market Risk

     
     

     Notebooks	Related media
     sbm	📰 Faster Algorithm for FRTB SBM Risk Aggregation
     stressed-var-calibration	📰 Market risk analytics in python: Interactive rolling VaR
     pnl-explained	📰 PnL Explained with atoti
     value-at-risk	📰 How to explain non-additive measures, Part 2: Incremental contribution

     
     

   • Operational Risk

     
     

     Notebooks	Related media
     credit-card-fraud-detection	📰 Part 1: Investigating fraudulent transactions real-time with atoti
     	📰 Part 2: Fraud detection with Faker and PyCaret

     
     

   
   

3. Treasury

   
   

   Notebooks	Related media
   collateral-shortfall-forecast	📰 Collateral Modelling and Simulation Using atoti and Machine Learning
   collateral-shortfall-monitoring	📰 Rapid collateral modelling and simulation with atoti
   intraday-liquidity	📰 Monitoring Intraday Liquidity with Atoti CE

   
   

4. Insurance

   
   

   Notebooks	Related media
   customer 360	📰 Customer 360: How it can be achieved with atoti
   price-elasticity	📰 Unravel price elasticity of demand with atoti

   
   

5. Portfolio Management

   
   

   indicates the licensed version of Atoti is required.

   Notebooks	Related media
   cvar-optimizer	📰 Integrating an External Portfolio Optimizer with atoti
   optimize-with-constraints	📰 Constraints straining your portfolio optimization?

   
   

6. Quantitative Strategy

   
   

   Notebooks	Related media
   bucket-analysis	📰 Bucket Analysis with Atoti

   
   

Other industries use cases

indicates the licensed version of Atoti is required.

Notebooks	Related media
airline-industry	📰 Meghana and Gauri: Explaining OLAP concepts with practical examples
	Vizathon 2021 ,Coronavirus Visualization Team,Harvard University
baseball
bike-sales	Bike Sales Data - Europe
	Bike Sales Data - North America
burritos	Building a Burrito Dashboard - Data Science Project from Scratch with atoti
ca-solar	📰 California wildfires and solar irradiance
christmas-nyan
col-data-profile	Why is Data Profiling Important for Data Scientists? A how-to using atoti
customer-churn	📰 Analysing impact of different churn prediction models on Business
	Video: Telecom Customer Churn Prediction Anaysis
digital-marketing-dashboard	📰 Boost Your Digital Marketing Strategy with a Dashboard
	Digitial Marketing Dashboard
drug-efficacy	📰 Interactive hypothesis testing for anti-anxiety medicine
	Interactive hypthesis testing for anti-anxiety medicine
food-processing	📰 A novel approach to inventory management
formula-one	📰 How data science could turn Felipe Massa a F1 world champion
french-presidential-election
geopricing	📰 Data science & multidimensional analysis: the recipe to create optimal pricing strategies
	Retail Geopricing
global-covid-data	Introductory Course - North America
	Introductory Course - Europe
	Introductory Course - Asia
hr-dashboard
influencers-analysis
iot-load	📰 IoT device traffic to demonstrate office personnel traffic
monte-carlo-pi
object-detection	📰 Real-Time Masked Face Detection using Detectron2
	📰 Using Deep Learning for Covid-19 Infection Risk Assessment
	Combining Deep Learning and atoti to detect Covid-19
pokemon	📰 Exploring OLAP with atoti and Pokemon
pricing-simulations-around-product-classes	📰 Data dive: How to improve pricing strategies with a set of checkout receipts?
	Retail Pricing Optimization
reddit	📰 Data scraping with PRAW
	📰 NLP with spaCy
	📰 Data analytics with atoti
sales-commission	📰 Sales commission – Breaking down the variable cost
sales_cube	📰 Building a Sales Cube in atoti
	📰 Synthetic data generation: test your proof of concept, without the data!
sub-population-analysis	📰 Why Machine Learning models might fail in production
	📰 How to reduce machine learning bias
twitter	📰 How to scrape Twitter for sentiment analysis
	📰 Mining Cryptocurrency with CoinGecko API
	📰 A time series analysis using VAR
var-impact-in-premier-league	📰 Data Simulations in Python: EPL scores without VAR
veteran-emp
wildfire-prediction	📰 Prediction of Wildfire Using Machine Learning
wine-analytics	How to Create a Data Visualization in Jupyter Notebook Using atoti
world-population

Technical tutorials

indicates the licensed version of Atoti is required.

Notebooks	Related media
auto-cube	📰 Create a Python web application with a few clicks
conditional-functions
currency-conv-with-weighted-ave
currency-conversion	📰 Currency conversion with atoti
currency-conversion-with-lookup	📰 atoti: Guide to implementing lookup in a multidimensional cube
internationalization
introductory-tutorial
multidimensional-analysis	📰 Why do we need multidimensional analysis?
rollup-hierarchies	📰 Building Rollup Hierarchies in Python with Treelib and atoti
var-benchmark
weighted-averages	📰 Weighted averages with atoti
security-implementation	📰 Guide to Auth0 setup for Security implementation with Atoti
	📰 Different authentication mechanisms to secure your atoti session
topcount	📰 Top count in Jupyter notebook: atoti vs Pandas + Matplotlib
excel-and-atoti	atoti & Excel - Asia
	atoti & Excel - Europe

Reach out to for more information.