SlideShare a Scribd company logo
1 of 65
Download to read offline
ggplot for
python
Greg Lamp
ggplot
● What is it?
● Alternatives
● How it works
● Why should I use it?
● Tutorial
Here I am on
the Internet.
Founder/CTO @ Yhat
Hi, I’m Greg!
What is
ggplot?
DSL for graphics
DSL for graphics
scatterplot
histogram
labels
color
shape
What about
matplotlib?
matplotlib
syntax, api,
default themes,
learning curve
matplotlib
maturity, ipython,
customization, community
syntax, api,
default themes,
learning curve
“Facet all
things”
www.gregreda.com
matplotlib ggplot
What about
d3.js?
d3.js
ggplot
ggplot d3.js
How it works
Format
ggplot
data frame
“aesthetics”
Aesthetics
color
shape
size
...fill, alpha, slope,
intercept, ymin,
ymax, ...
Geoms,
Stats, &
Scales
geom_point
geom_area
...there are many
stat_smooth
...there are a few
scale_color_brewer
scale_color_gradient
...there are many
Layers
+
+ +
+ +
ggplot() geom_point() stat_smooth()+ +
ggplot() +
geom_point() +
stat_smooth()
Why is this
good?
Makes “reasonable
assumptions”
not real colors
matplotlib freaks
still not real colors
...but i can guess
what you mean
Concise yet
expressive
Looks pretty good
(and is easy to customize)
Seaborngithub.com/mwaskom/seaborn
Tutorial
github.com/glamp/ggplot-tutorial/
OR
http://blog.yhathq.com/posts/facebook-ggplot-tutorial.html
What’s next
http://ggplot.yhathq.com
Thanks!
@theglamp
g@yhathq.com

More Related Content

Viewers also liked

Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014
Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014
Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014PyData
 
Danny Bickson - Python based predictive analytics with GraphLab Create
Danny Bickson - Python based predictive analytics with GraphLab Create Danny Bickson - Python based predictive analytics with GraphLab Create
Danny Bickson - Python based predictive analytics with GraphLab Create PyData
 
Speed Without Drag by Saul Diez-Guerra PyData SV 2014
Speed Without Drag by Saul Diez-Guerra PyData SV 2014Speed Without Drag by Saul Diez-Guerra PyData SV 2014
Speed Without Drag by Saul Diez-Guerra PyData SV 2014PyData
 
How Soon is Now: automatically extracting publication dates of news articles ...
How Soon is Now: automatically extracting publication dates of news articles ...How Soon is Now: automatically extracting publication dates of news articles ...
How Soon is Now: automatically extracting publication dates of news articles ...PyData
 
Evolutionary Algorithms: Perfecting the Art of "Good Enough"
Evolutionary Algorithms: Perfecting the Art of "Good Enough"Evolutionary Algorithms: Perfecting the Art of "Good Enough"
Evolutionary Algorithms: Perfecting the Art of "Good Enough"PyData
 
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014You Give Me Data, I Give You Art by Eric Drass - PyData London 2014
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014PyData
 
Joshua Bloom Data Science at Berkeley
Joshua Bloom Data Science at BerkeleyJoshua Bloom Data Science at Berkeley
Joshua Bloom Data Science at BerkeleyPyData
 
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...PyData
 
Mike Pittaro - High Performance Hardware for Data Analysis
Mike Pittaro - High Performance Hardware for Data Analysis Mike Pittaro - High Performance Hardware for Data Analysis
Mike Pittaro - High Performance Hardware for Data Analysis PyData
 
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014PyData
 
Idai Guertel- Self Exploring Robots
Idai Guertel- Self Exploring RobotsIdai Guertel- Self Exploring Robots
Idai Guertel- Self Exploring RobotsPyData
 
Crushing the Head of the Snake by Robert Brewer PyData SV 2014
Crushing the Head of the Snake by Robert Brewer PyData SV 2014Crushing the Head of the Snake by Robert Brewer PyData SV 2014
Crushing the Head of the Snake by Robert Brewer PyData SV 2014PyData
 
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...PyData
 
Python resampling
Python resamplingPython resampling
Python resamplingPyData
 
Social Media Brand Positioning Workflow- David Gerson
Social Media Brand Positioning Workflow- David GersonSocial Media Brand Positioning Workflow- David Gerson
Social Media Brand Positioning Workflow- David GersonPyData
 
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...PyData
 
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...PyData
 
Straight, white & male-Being an ally in diversity: Tony Wieczorek
Straight, white & male-Being an ally in diversity: Tony WieczorekStraight, white & male-Being an ally in diversity: Tony Wieczorek
Straight, white & male-Being an ally in diversity: Tony WieczorekPyData
 
Robert Meyer- pypet
Robert Meyer- pypetRobert Meyer- pypet
Robert Meyer- pypetPyData
 
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...How to build a SQL-based data warehouse for a trillion rows in Python by Vill...
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...PyData
 

Viewers also liked (20)

Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014
Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014
Xray: extended arrays for scientific datasets by Stephan Hoyer PyData SV 2014
 
Danny Bickson - Python based predictive analytics with GraphLab Create
Danny Bickson - Python based predictive analytics with GraphLab Create Danny Bickson - Python based predictive analytics with GraphLab Create
Danny Bickson - Python based predictive analytics with GraphLab Create
 
Speed Without Drag by Saul Diez-Guerra PyData SV 2014
Speed Without Drag by Saul Diez-Guerra PyData SV 2014Speed Without Drag by Saul Diez-Guerra PyData SV 2014
Speed Without Drag by Saul Diez-Guerra PyData SV 2014
 
How Soon is Now: automatically extracting publication dates of news articles ...
How Soon is Now: automatically extracting publication dates of news articles ...How Soon is Now: automatically extracting publication dates of news articles ...
How Soon is Now: automatically extracting publication dates of news articles ...
 
Evolutionary Algorithms: Perfecting the Art of "Good Enough"
Evolutionary Algorithms: Perfecting the Art of "Good Enough"Evolutionary Algorithms: Perfecting the Art of "Good Enough"
Evolutionary Algorithms: Perfecting the Art of "Good Enough"
 
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014You Give Me Data, I Give You Art by Eric Drass - PyData London 2014
You Give Me Data, I Give You Art by Eric Drass - PyData London 2014
 
Joshua Bloom Data Science at Berkeley
Joshua Bloom Data Science at BerkeleyJoshua Bloom Data Science at Berkeley
Joshua Bloom Data Science at Berkeley
 
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...
Brains & Brawn: the Logic and Implementation of a Redesigned Advertising Mark...
 
Mike Pittaro - High Performance Hardware for Data Analysis
Mike Pittaro - High Performance Hardware for Data Analysis Mike Pittaro - High Performance Hardware for Data Analysis
Mike Pittaro - High Performance Hardware for Data Analysis
 
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014
Pythran: Static compiler for high performance by Mehdi Amini PyData SV 2014
 
Idai Guertel- Self Exploring Robots
Idai Guertel- Self Exploring RobotsIdai Guertel- Self Exploring Robots
Idai Guertel- Self Exploring Robots
 
Crushing the Head of the Snake by Robert Brewer PyData SV 2014
Crushing the Head of the Snake by Robert Brewer PyData SV 2014Crushing the Head of the Snake by Robert Brewer PyData SV 2014
Crushing the Head of the Snake by Robert Brewer PyData SV 2014
 
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...
Real-time Streams & Logs with Storm and Kafka by Andrew Montalenti and Keith ...
 
Python resampling
Python resamplingPython resampling
Python resampling
 
Social Media Brand Positioning Workflow- David Gerson
Social Media Brand Positioning Workflow- David GersonSocial Media Brand Positioning Workflow- David Gerson
Social Media Brand Positioning Workflow- David Gerson
 
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...
James Horey (OpenCore.io) Ferry - Share and Deploy Big Data Applications with...
 
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...
Mixed-language Python/C++ debugging with Python Tools for Visual Studio- Pave...
 
Straight, white & male-Being an ally in diversity: Tony Wieczorek
Straight, white & male-Being an ally in diversity: Tony WieczorekStraight, white & male-Being an ally in diversity: Tony Wieczorek
Straight, white & male-Being an ally in diversity: Tony Wieczorek
 
Robert Meyer- pypet
Robert Meyer- pypetRobert Meyer- pypet
Robert Meyer- pypet
 
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...How to build a SQL-based data warehouse for a trillion rows in Python by Vill...
How to build a SQL-based data warehouse for a trillion rows in Python by Vill...
 

Similar to ggplot for python SV 2014

Fine tuning large LMs
Fine tuning large LMsFine tuning large LMs
Fine tuning large LMsSylvainGugger
 
GraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesGraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesKonstantinos Xirogiannopoulos
 
GraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesGraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesPyData
 
Introduction To Apache Pig at WHUG
Introduction To Apache Pig at WHUGIntroduction To Apache Pig at WHUG
Introduction To Apache Pig at WHUGAdam Kawa
 
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)Austin Ogilvie
 
Elegant Graphics for Data Analysis with ggplot2
Elegant Graphics for Data Analysis with ggplot2Elegant Graphics for Data Analysis with ggplot2
Elegant Graphics for Data Analysis with ggplot2yannabraham
 
The Magic of Charts
The Magic of ChartsThe Magic of Charts
The Magic of ChartsJames Ford
 
Mongo NYC PHP Development
Mongo NYC PHP Development Mongo NYC PHP Development
Mongo NYC PHP Development Fitz Agard
 
Garbage collector и управление памятью в Go
Garbage collector и управление памятью в GoGarbage collector и управление памятью в Go
Garbage collector и управление памятью в GoArtem Kovardin
 
Ember-CLI Blueprints for fun and profit
Ember-CLI Blueprints for fun and profitEmber-CLI Blueprints for fun and profit
Ember-CLI Blueprints for fun and profitSalesforce Engineering
 
Degrafa Top 5 Features
Degrafa Top 5 FeaturesDegrafa Top 5 Features
Degrafa Top 5 FeaturesJuan Sanchez
 
PyDX Presentation about Python, GeoData and Maps
PyDX Presentation about Python, GeoData and MapsPyDX Presentation about Python, GeoData and Maps
PyDX Presentation about Python, GeoData and MapsHannes Hapke
 
mruby can be more lightweight
mruby can be more lightweightmruby can be more lightweight
mruby can be more lightweightyamanekko
 
Graph Analytics with ArangoDB
Graph Analytics with ArangoDBGraph Analytics with ArangoDB
Graph Analytics with ArangoDBArangoDB Database
 
Grails @ Java User Group Silicon Valley
Grails @ Java User Group Silicon ValleyGrails @ Java User Group Silicon Valley
Grails @ Java User Group Silicon ValleySven Haiges
 
Introduction to R Graphics with ggplot2
Introduction to R Graphics with ggplot2Introduction to R Graphics with ggplot2
Introduction to R Graphics with ggplot2izahn
 
Think machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanThink machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanChetan Khatri
 
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...Alexey Zinoviev
 

Similar to ggplot for python SV 2014 (20)

Fine tuning large LMs
Fine tuning large LMsFine tuning large LMs
Fine tuning large LMs
 
GraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesGraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational Databases
 
GraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational DatabasesGraphGen: Conducting Graph Analytics over Relational Databases
GraphGen: Conducting Graph Analytics over Relational Databases
 
Introduction To Apache Pig at WHUG
Introduction To Apache Pig at WHUGIntroduction To Apache Pig at WHUG
Introduction To Apache Pig at WHUG
 
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)
 
Elegant Graphics for Data Analysis with ggplot2
Elegant Graphics for Data Analysis with ggplot2Elegant Graphics for Data Analysis with ggplot2
Elegant Graphics for Data Analysis with ggplot2
 
The Magic of Charts
The Magic of ChartsThe Magic of Charts
The Magic of Charts
 
Mongo NYC PHP Development
Mongo NYC PHP Development Mongo NYC PHP Development
Mongo NYC PHP Development
 
Garbage collector и управление памятью в Go
Garbage collector и управление памятью в GoGarbage collector и управление памятью в Go
Garbage collector и управление памятью в Go
 
Ember-CLI Blueprints for fun and profit
Ember-CLI Blueprints for fun and profitEmber-CLI Blueprints for fun and profit
Ember-CLI Blueprints for fun and profit
 
Behind the Scenes of ChatGPT.pptx
Behind the Scenes of ChatGPT.pptxBehind the Scenes of ChatGPT.pptx
Behind the Scenes of ChatGPT.pptx
 
Degrafa Top 5 Features
Degrafa Top 5 FeaturesDegrafa Top 5 Features
Degrafa Top 5 Features
 
PyDX Presentation about Python, GeoData and Maps
PyDX Presentation about Python, GeoData and MapsPyDX Presentation about Python, GeoData and Maps
PyDX Presentation about Python, GeoData and Maps
 
mruby can be more lightweight
mruby can be more lightweightmruby can be more lightweight
mruby can be more lightweight
 
Graph Analytics with ArangoDB
Graph Analytics with ArangoDBGraph Analytics with ArangoDB
Graph Analytics with ArangoDB
 
Grails @ Java User Group Silicon Valley
Grails @ Java User Group Silicon ValleyGrails @ Java User Group Silicon Valley
Grails @ Java User Group Silicon Valley
 
JavaScript and Artificial Intelligence by Aatman & Sagar - AhmedabadJS
JavaScript and Artificial Intelligence by Aatman & Sagar - AhmedabadJSJavaScript and Artificial Intelligence by Aatman & Sagar - AhmedabadJS
JavaScript and Artificial Intelligence by Aatman & Sagar - AhmedabadJS
 
Introduction to R Graphics with ggplot2
Introduction to R Graphics with ggplot2Introduction to R Graphics with ggplot2
Introduction to R Graphics with ggplot2
 
Think machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetanThink machine-learning-with-scikit-learn-chetan
Think machine-learning-with-scikit-learn-chetan
 
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...
Python's slippy path and Tao of thick Pandas: give my data, Rrrrr...
 

More from PyData

Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...
Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...
Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...PyData
 
Unit testing data with marbles - Jane Stewart Adams, Leif Walsh
Unit testing data with marbles - Jane Stewart Adams, Leif WalshUnit testing data with marbles - Jane Stewart Adams, Leif Walsh
Unit testing data with marbles - Jane Stewart Adams, Leif WalshPyData
 
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake Bolewski
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake BolewskiThe TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake Bolewski
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake BolewskiPyData
 
Using Embeddings to Understand the Variance and Evolution of Data Science... ...
Using Embeddings to Understand the Variance and Evolution of Data Science... ...Using Embeddings to Understand the Variance and Evolution of Data Science... ...
Using Embeddings to Understand the Variance and Evolution of Data Science... ...PyData
 
Deploying Data Science for Distribution of The New York Times - Anne Bauer
Deploying Data Science for Distribution of The New York Times - Anne BauerDeploying Data Science for Distribution of The New York Times - Anne Bauer
Deploying Data Science for Distribution of The New York Times - Anne BauerPyData
 
Graph Analytics - From the Whiteboard to Your Toolbox - Sam Lerma
Graph Analytics - From the Whiteboard to Your Toolbox - Sam LermaGraph Analytics - From the Whiteboard to Your Toolbox - Sam Lerma
Graph Analytics - From the Whiteboard to Your Toolbox - Sam LermaPyData
 
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...PyData
 
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo Mazzaferro
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo MazzaferroRESTful Machine Learning with Flask and TensorFlow Serving - Carlo Mazzaferro
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo MazzaferroPyData
 
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...PyData
 
Avoiding Bad Database Surprises: Simulation and Scalability - Steven Lott
Avoiding Bad Database Surprises: Simulation and Scalability - Steven LottAvoiding Bad Database Surprises: Simulation and Scalability - Steven Lott
Avoiding Bad Database Surprises: Simulation and Scalability - Steven LottPyData
 
Words in Space - Rebecca Bilbro
Words in Space - Rebecca BilbroWords in Space - Rebecca Bilbro
Words in Space - Rebecca BilbroPyData
 
End-to-End Machine learning pipelines for Python driven organizations - Nick ...
End-to-End Machine learning pipelines for Python driven organizations - Nick ...End-to-End Machine learning pipelines for Python driven organizations - Nick ...
End-to-End Machine learning pipelines for Python driven organizations - Nick ...PyData
 
Pydata beautiful soup - Monica Puerto
Pydata beautiful soup - Monica PuertoPydata beautiful soup - Monica Puerto
Pydata beautiful soup - Monica PuertoPyData
 
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...PyData
 
Extending Pandas with Custom Types - Will Ayd
Extending Pandas with Custom Types - Will AydExtending Pandas with Custom Types - Will Ayd
Extending Pandas with Custom Types - Will AydPyData
 
Measuring Model Fairness - Stephen Hoover
Measuring Model Fairness - Stephen HooverMeasuring Model Fairness - Stephen Hoover
Measuring Model Fairness - Stephen HooverPyData
 
What's the Science in Data Science? - Skipper Seabold
What's the Science in Data Science? - Skipper SeaboldWhat's the Science in Data Science? - Skipper Seabold
What's the Science in Data Science? - Skipper SeaboldPyData
 
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...Applying Statistical Modeling and Machine Learning to Perform Time-Series For...
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...PyData
 
Solving very simple substitution ciphers algorithmically - Stephen Enright-Ward
Solving very simple substitution ciphers algorithmically - Stephen Enright-WardSolving very simple substitution ciphers algorithmically - Stephen Enright-Ward
Solving very simple substitution ciphers algorithmically - Stephen Enright-WardPyData
 
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...PyData
 

More from PyData (20)

Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...
Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...
Michal Mucha: Build and Deploy an End-to-end Streaming NLP Insight System | P...
 
Unit testing data with marbles - Jane Stewart Adams, Leif Walsh
Unit testing data with marbles - Jane Stewart Adams, Leif WalshUnit testing data with marbles - Jane Stewart Adams, Leif Walsh
Unit testing data with marbles - Jane Stewart Adams, Leif Walsh
 
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake Bolewski
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake BolewskiThe TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake Bolewski
The TileDB Array Data Storage Manager - Stavros Papadopoulos, Jake Bolewski
 
Using Embeddings to Understand the Variance and Evolution of Data Science... ...
Using Embeddings to Understand the Variance and Evolution of Data Science... ...Using Embeddings to Understand the Variance and Evolution of Data Science... ...
Using Embeddings to Understand the Variance and Evolution of Data Science... ...
 
Deploying Data Science for Distribution of The New York Times - Anne Bauer
Deploying Data Science for Distribution of The New York Times - Anne BauerDeploying Data Science for Distribution of The New York Times - Anne Bauer
Deploying Data Science for Distribution of The New York Times - Anne Bauer
 
Graph Analytics - From the Whiteboard to Your Toolbox - Sam Lerma
Graph Analytics - From the Whiteboard to Your Toolbox - Sam LermaGraph Analytics - From the Whiteboard to Your Toolbox - Sam Lerma
Graph Analytics - From the Whiteboard to Your Toolbox - Sam Lerma
 
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
Do Your Homework! Writing tests for Data Science and Stochastic Code - David ...
 
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo Mazzaferro
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo MazzaferroRESTful Machine Learning with Flask and TensorFlow Serving - Carlo Mazzaferro
RESTful Machine Learning with Flask and TensorFlow Serving - Carlo Mazzaferro
 
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...
Mining dockless bikeshare and dockless scootershare trip data - Stefanie Brod...
 
Avoiding Bad Database Surprises: Simulation and Scalability - Steven Lott
Avoiding Bad Database Surprises: Simulation and Scalability - Steven LottAvoiding Bad Database Surprises: Simulation and Scalability - Steven Lott
Avoiding Bad Database Surprises: Simulation and Scalability - Steven Lott
 
Words in Space - Rebecca Bilbro
Words in Space - Rebecca BilbroWords in Space - Rebecca Bilbro
Words in Space - Rebecca Bilbro
 
End-to-End Machine learning pipelines for Python driven organizations - Nick ...
End-to-End Machine learning pipelines for Python driven organizations - Nick ...End-to-End Machine learning pipelines for Python driven organizations - Nick ...
End-to-End Machine learning pipelines for Python driven organizations - Nick ...
 
Pydata beautiful soup - Monica Puerto
Pydata beautiful soup - Monica PuertoPydata beautiful soup - Monica Puerto
Pydata beautiful soup - Monica Puerto
 
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...
1D Convolutional Neural Networks for Time Series Modeling - Nathan Janos, Jef...
 
Extending Pandas with Custom Types - Will Ayd
Extending Pandas with Custom Types - Will AydExtending Pandas with Custom Types - Will Ayd
Extending Pandas with Custom Types - Will Ayd
 
Measuring Model Fairness - Stephen Hoover
Measuring Model Fairness - Stephen HooverMeasuring Model Fairness - Stephen Hoover
Measuring Model Fairness - Stephen Hoover
 
What's the Science in Data Science? - Skipper Seabold
What's the Science in Data Science? - Skipper SeaboldWhat's the Science in Data Science? - Skipper Seabold
What's the Science in Data Science? - Skipper Seabold
 
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...Applying Statistical Modeling and Machine Learning to Perform Time-Series For...
Applying Statistical Modeling and Machine Learning to Perform Time-Series For...
 
Solving very simple substitution ciphers algorithmically - Stephen Enright-Ward
Solving very simple substitution ciphers algorithmically - Stephen Enright-WardSolving very simple substitution ciphers algorithmically - Stephen Enright-Ward
Solving very simple substitution ciphers algorithmically - Stephen Enright-Ward
 
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...
The Face of Nanomaterials: Insightful Classification Using Deep Learning - An...
 

Recently uploaded

Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangaloreamitlee9823
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...amitlee9823
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfadriantubila
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...amitlee9823
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Delhi Call girls
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz1
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Researchmichael115558
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxolyaivanovalion
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 

Recently uploaded (20)

Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Begur Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
Call Girls Jalahalli Just Call 👗 7737669865 👗 Top Class Call Girl Service Ban...
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Sampling (random) method and Non random.ppt
Sampling (random) method and Non random.pptSampling (random) method and Non random.ppt
Sampling (random) method and Non random.ppt
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdfAccredited-Transport-Cooperatives-Jan-2021-Web.pdf
Accredited-Transport-Cooperatives-Jan-2021-Web.pdf
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Invezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signalsInvezz.com - Grow your wealth with trading signals
Invezz.com - Grow your wealth with trading signals
 
Discover Why Less is More in B2B Research
Discover Why Less is More in B2B ResearchDiscover Why Less is More in B2B Research
Discover Why Less is More in B2B Research
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 

ggplot for python SV 2014