Python Data Analytics - Fabio Nelli

Python Data Analytics (eBook)

Data Analysis and Science using pandas, matplotlib and the Python Programming Language

(Autor)

eBook Download: PDF
2015 | 1st ed.
XXI, 337 Seiten
Apress (Verlag)
978-1-4842-0958-5 (ISBN)
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52,99 € inkl. MwSt
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Python Data Analytics will help you tackle the world of data acquisition and analysis using the power of the Python language. At the heart of this book lies the coverage of pandas, an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.

Author Fabio Nelli expertly shows the strength of the Python programming language when applied to processing, managing and retrieving information. Inside, you will see how intuitive and flexible it is to discover and communicate meaningful patterns of data using Python scripts, reporting systems, and data export. This book examines how to go about obtaining, processing, storing, managing and analyzing data using the Python programming language.


You will use Python and other open source tools to wrangle data and tease out interesting and important trends in that data that will allow you to predict future
patterns. Whether you are dealing with sales data, investment data (stocks, bonds, etc.), medical data, web page usage, or any other type of data set, Python can be used to interpret, analyze, and glean information from a pile of numbers and statistics. 

This book is an invaluable reference with its examples of storing and accessing data in a database; it walks you through the process of report generation; it provides three real world case studies or examples that you can take with you for your everyday analysis needs.



Fabio Nelli, is an IT Scientific Application Specialist at IRBM Science Park, a private research center in Pomezia, Roma (Italy). He has beena computer consultant for many years at IBM, EDS, Merck Sharp, and Dohme, along with several banks and insurance companies.He has an Organic Chemistry degree and many years of experience in Information technologies and Automation systems applied to Life Sciences (Tech Specialist at Beckman Coulter Italy and Spain).He is currently developing Java applications that interface Oracle databases with scientific instrumentations generating data and web server applications providing analysis of the results to researchers in real time.
Python Data Analytics will help you tackle the world of data acquisition and analysis using the power of the Python language. At the heart of this book lies the coverage of pandas, an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.Author Fabio Nelli expertly shows the strength of the Python programming language when applied to processing, managing and retrieving information. Inside, you will see how intuitive and flexible it is to discover and communicate meaningful patterns of data using Python scripts, reporting systems, and data export. This book examines how to go about obtaining, processing, storing, managing and analyzing data using the Python programming language.You will use Python and other open source tools to wrangle data and tease out interesting and important trends in that data that will allowyou to predict future patterns. Whether you are dealing with sales data, investment data (stocks, bonds, etc.), medical data, web page usage, or any other type of data set, Python can be used to interpret, analyze, and glean information from a pile of numbers and statistics. This book is an invaluable reference with its examples of storing and accessing data in a database; it walks you through the process of report generation; it provides three real world case studies or examples that you can take with you for your everyday analysis needs.

Fabio Nelli, is an IT Scientific Application Specialist at IRBM Science Park, a private research center in Pomezia, Roma (Italy). He has beena computer consultant for many years at IBM, EDS, Merck Sharp, and Dohme, along with several banks and insurance companies.He has an Organic Chemistry degree and many years of experience in Information technologies and Automation systems applied to Life Sciences (Tech Specialist at Beckman Coulter Italy and Spain).He is currently developing Java applications that interface Oracle databases with scientific instrumentations generating data and web server applications providing analysis of the results to researchers in real time.

Contents at a Glance 4
Contents 5
About the Author 16
About the Technical Reviewer 17
Acknowledgments 18
Chapter 1: An Introduction to Data Analysis 19
Data Analysis 19
Knowledge Domains of the Data Analyst 20
Computer Science 20
Mathematics and Statistics 21
Machine Learning and Artificial Intelligence 21
Professional Fields of Application 21
Understanding the Nature of the Data 22
When the Data Become Information 22
When the Information Becomes Knowledge 22
Types of Data 22
The Data Analysis Process 23
Problem Definition 23
Data Extraction 24
Data Preparation 25
Data Exploration/Visualization 25
Predictive Modeling 26
Model Validation 26
Deployment 26
Quantitative and Qualitative Data Analysis 27
Open Data 28
Python and Data Analysis 29
Conclusions 30
Chapter 2: Introduction to the Python’s World 31
Python—The Programming Language 31
Python—The Interpreter 32
Cython 33
Jython 33
PyPy 33
Python 2 and Python 3 33
Installing Python 34
Python Distributions 34
Anaconda 34
Enthought Canopy 35
Python(x,y) 36
Using Python 36
Python Shell 36
Run an Entire Program Code 36
Implement the Code Using an IDE 37
Interact with Python 37
Writing Python Code 37
Make Calculations 38
Import New Libraries and Functions 38
Data Structure 39
Functional Programming (Only for Python 3.4) 40
Indentation 42
IPython 42
IPython Shell 42
IPython Qt-Console 44
IPython Notebook 44
The Jupyter Project 45
PyPI—The Python Package Index 46
The IDEs for Python 46
IDLE (Integrated DeveLopment Environment) 47
Spyder 47
Eclipse (pyDev) 48
Sublime 48
Liclipse 49
NinjaIDE 50
Komodo IDE 50
SciPy 50
NumPy 51
Pandas 51
matplotlib 52
Conclusions 52
Chapter 3: The NumPy Library 53
NumPy: A Little History 53
The NumPy Installation 53
Ndarray: The Heart of the Library 54
Create an Array 55
Types of Data 56
The dtype Option 57
Intrinsic Crea tion of an Array 57
Basic Operations 58
Arit hmetic Operators 59
The M atrix Product 60
Increm ent and Decrement Operators 61
Universal Functions (ufunc) 62
Aggregat e Functions 62
Indexing, Slicing, and Iterating 63
Indexing 63
Slicing 64
Iterating an Array 66
Conditions an d Boolean Arrays 68
Shape Manipulation 68
Array Manipulation 69
Joining Arrays 69
Splitting Arrays 70
General Concepts 72
Copies or Views of Objects 72
Vectorization 73
Broadcasting 73
Structured Arrays 76
Reading and Writing Array Data on Files 77
Loading and Saving Data in Binary Files 77
Reading File with T abular Data 78
Conclusions 79
Chapter 4: The pandas Library—An Introduction 80
pandas: The Python Data Analysis Library 80
Installation 81
Installation from Anaconda 81
Installation from PyPI 82
Installation on Linux 82
Installation from Source 83
A Module Repository for Windows 83
Test Your pandas Installation 83
Getting Started with pandas 84
Introduction to pandas Data Structures 84
The Series 85
Declaring a Series 85
Selecting the Internal Elements 86
Assigning Values to the Elements 87
Defining Series from NumPy Arrays and Other Series 87
Filtering Values 88
Operations and Mathematical Functions 88
Evaluating Values 89
NaN Values 90
Series as Dictionaries 91
Operations between Series 91
The DataFrame 92
Defining a DataFrame 92
Selecting Elements 94
Assigning Values 95
Membership of a Value 97
Deleting a Column 97
Filtering 97
DataFrame from Nested dict 98
Transposition of a DataFrame 98
The Index Objects 98
Methods on Index 99
Index with Duplicate Labels 99
Other Functionalities on Indexes 100
Reindexing 100
Dropping 102
Arithmetic and Data Alignment 103
Operations between Data Structures 104
Flexible Arithmetic Methods 105
Operations between DataFrame and Series 105
Function Application and Mapping 106
Functions by Element 106
Functions by Row or Column 107
Statistics Functions 108
Sorting and Ranking 108
Correlation and Covariance 111
“Not a Number” Data 112
Assigning a NaN Value 113
Filtering Out NaN Values 113
Filling in NaN Occurrences 114
Hierarchical Indexing and Leveling 114
Reordering and Sorting Levels 117
Summary Statistic by Level 117
Conclusions 118
Chapter 5: pandas: Reading and Writing Data 119
I/O API Tools 119
CSV and Textual Files 120
Reading Data in CSV or Text Files 120
Using RegExp for Parsing TXT Files 122
Reading TXT Files into Parts or Partially 124
Writing Data in CSV 125
Reading and Writing HTML Files 127
Writing Data in HTML 127
Reading Data from an HTML File 129
Reading Data from XML 130
Reading and Writing Data on Microsoft Excel Files 132
JSON Data 134
The Format HDF5 137
Pickle—Python Object Serialization 138
Serialize a Python Object with cPickle 138
Pickling with pandas 139
Interacting with Databases 140
Loading and Writing Data with SQLite3 140
Loading and Writing Data with PostgreSQL 142
Reading and Writing Data with a NoSQL Database: MongoDB 144
Conclusions 146
Chapter 6: pandas in Depth: Data Manipulation 147
Data Preparation 147
Merging 148
Merging on Index 151
Concatenating 152
Combining 155
Pivoting 156
Pivoting with Hierarchical Indexing 156
Pivoting from “Long” to “Wide” Format 157
Removing 158
Data Transformation 159
Removing Duplicates 159
Mapping 160
Replacing Values via Mapping 160
Adding Values via Mapping 161
Rename the Indexes of the Axes 162
Discretization and Binning 164
Detecting and Filtering Outliers 167
Permutation 168
BookmarkLevel: 3BookmarkPageNumber: 168BookmarkBeginBookmarkTitle: Random SamplingBookmarkLevel: 4BookmarkPageNumber: 168BookmarkBeginBookmarkTitle: String ManipulationBookmarkLevel: 2BookmarkPageNumber: 169BookmarkBeginBookmarkTitle: Built-in Methods for Manipulation of StringsBookmarkLevel: 3BookmarkPageNumber: 169BookmarkBeginBookmarkTitle: Regular ExpressionsBookmarkLevel: 3BookmarkPageNumber: 171BookmarkBeginBookmarkTitle: Data AggregationBookmarkLevel: 2BookmarkPageNumber: 172BookmarkBeginBookmarkTitle: GroupByBookmarkLevel: 3BookmarkPageNumber: 173BookmarkBeginBookmarkTitle: A Practical ExampleBookmarkLevel: 3BookmarkPageNumber: 174BookmarkBeginBookmarkTitle: Hierarchical GroupingBookmarkLevel: 3BookmarkPageNumber: 175BookmarkBeginBookmarkTitle: Group IterationBookmarkLevel: 2BookmarkPageNumber: 176BookmarkBeginBookmarkTitle: Chain of TransformationsBookmarkLevel: 3BookmarkPageNumber: 176BookmarkBeginBookmarkTitle: Functions on GroupsBookmarkLevel: 3BookmarkPageNumber: 177BookmarkBeginBookmarkTitle: Advanced Data AggregationBookmarkLevel: 2BookmarkPageNumber: 178BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 181BookmarkBeginBookmarkTitle: Chapter 7: Data Visualization with matplotlibBookmarkLevel: 1BookmarkPageNumber: 182BookmarkBeginBookmarkTitle: The matplotlib LibraryBookmarkLevel: 2BookmarkPageNumber: 182BookmarkBeginBookmarkTitle: InstallationBookmarkLevel: 2BookmarkPageNumber: 183BookmarkBeginBookmarkTitle: IPython and IPython QtConsoleBookmarkLevel: 2BookmarkPageNumber: 183BookmarkBeginBookmarkTitle: matplotlib ArchitectureBookmarkLevel: 2BookmarkPageNumber: 185BookmarkBeginBookmarkTitle: Backend LayerBookmarkLevel: 3BookmarkPageNumber: 185BookmarkBeginBookmarkTitle: Artist LayerBookmarkLevel: 3BookmarkPageNumber: 186BookmarkBeginBookmarkTitle: Scripting Layer (pyplot)BookmarkLevel: 3BookmarkPageNumber: 187BookmarkBeginBookmarkTitle: pylab and pyplotBookmarkLevel: 3BookmarkPageNumber: 187BookmarkBeginBookmarkTitle: pyplotBookmarkLevel: 2BookmarkPageNumber: 188BookmarkBeginBookmarkTitle: A Simple Interactive ChartBookmarkLevel: 3BookmarkPageNumber: 188BookmarkBeginBookmarkTitle: Set the Properties of the PlotBookmarkLevel: 3BookmarkPageNumber: 192BookmarkBeginBookmarkTitle: matplotlib and NumPyBookmarkLevel: 3BookmarkPageNumber: 194BookmarkBeginBookmarkTitle: Using the kwargsBookmarkLevel: 2BookmarkPageNumber: 196BookmarkBeginBookmarkTitle: Working with Multiple Figures and AxesBookmarkLevel: 3BookmarkPageNumber: 197BookmarkBeginBookmarkTitle: Adding Further Elements to the ChartBookmarkLevel: 2BookmarkPageNumber: 199BookmarkBeginBookmarkTitle: Adding TextBookmarkLevel: 3BookmarkPageNumber: 199BookmarkBeginBookmarkTitle: Adding a GridBookmarkLevel: 3BookmarkPageNumber: 203BookmarkBeginBookmarkTitle: Adding a LegendBookmarkLevel: 3BookmarkPageNumber: 204BookmarkBeginBookmarkTitle: Saving Your ChartsBookmarkLevel: 2BookmarkPageNumber: 207BookmarkBeginBookmarkTitle: Saving the CodeBookmarkLevel: 3BookmarkPageNumber: 207BookmarkBeginBookmarkTitle: Converting Your Session as an HTML FileBookmarkLevel: 3BookmarkPageNumber: 208BookmarkBeginBookmarkTitle: Saving Your Chart Directly as an ImageBookmarkLevel: 3BookmarkPageNumber: 210BookmarkBeginBookmarkTitle: Handling Date ValuesBookmarkLevel: 2BookmarkPageNumber: 211BookmarkBeginBookmarkTitle: Chart TypologyBookmarkLevel: 2BookmarkPageNumber: 213BookmarkBeginBookmarkTitle: Line ChartBookmarkLevel: 2BookmarkPageNumber: 213BookmarkBeginBookmarkTitle: Line Charts with pandasBookmarkLevel: 3BookmarkPageNumber: 220BookmarkBeginBookmarkTitle: HistogramBookmarkLevel: 2BookmarkPageNumber: 221BookmarkBeginBookmarkTitle: Bar ChartBookmarkLevel: 2BookmarkPageNumber: 222BookmarkBeginBookmarkTitle: Horizontal Bar ChartBookmarkLevel: 3BookmarkPageNumber: 225BookmarkBeginBookmarkTitle: Multiserial Bar ChartBookmarkLevel: 3BookmarkPageNumber: 226BookmarkBeginBookmarkTitle: Multiseries Bar Chart with pandas DataFrameBookmarkLevel: 3BookmarkPageNumber: 228BookmarkBeginBookmarkTitle: Multiseries Stacked Bar ChartsBookmarkLevel: 3BookmarkPageNumber: 230BookmarkBeginBookmarkTitle: Stacked Bar Charts with pandas DataFrameBookmarkLevel: 3BookmarkPageNumber: 232BookmarkBeginBookmarkTitle: Other Bar Chart RepresentationsBookmarkLevel: 3BookmarkPageNumber: 233BookmarkBeginBookmarkTitle: Pie ChartsBookmarkLevel: 2BookmarkPageNumber: 234BookmarkBeginBookmarkTitle: Pie Charts with pandas DataFrameBookmarkLevel: 3BookmarkPageNumber: 237BookmarkBeginBookmarkTitle: Advanced ChartsBookmarkLevel: 2BookmarkPageNumber: 238BookmarkBeginBookmarkTitle: Contour PlotBookmarkLevel: 3BookmarkPageNumber: 238BookmarkBeginBookmarkTitle: Polar ChartBookmarkLevel: 3BookmarkPageNumber: 240BookmarkBeginBookmarkTitle: mplot3dBookmarkLevel: 2BookmarkPageNumber: 242BookmarkBeginBookmarkTitle: 3D SurfacesBookmarkLevel: 3BookmarkPageNumber: 242BookmarkBeginBookmarkTitle: Scatter Plot in 3DBookmarkLevel: 3BookmarkPageNumber: 244BookmarkBeginBookmarkTitle: Bar Chart 3DBookmarkLevel: 3BookmarkPageNumber: 245BookmarkBeginBookmarkTitle: Multi-Panel PlotsBookmarkLevel: 2BookmarkPageNumber: 246BookmarkBeginBookmarkTitle: Display Subplots within Other SubplotsBookmarkLevel: 3BookmarkPageNumber: 246BookmarkBeginBookmarkTitle: Grids of SubplotsBookmarkLevel: 3BookmarkPageNumber: 248BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 250BookmarkBeginBookmarkTitle: Chapter 8: Machine Learning with scikit-learnBookmarkLevel: 1BookmarkPageNumber: 251BookmarkBeginBookmarkTitle: The scikit-learn LibraryBookmarkLevel: 2BookmarkPageNumber: 251BookmarkBeginBookmarkTitle: Machine LearningBookmarkLevel: 2BookmarkPageNumber: 251BookmarkBeginBookmarkTitle: Supervised and Unsupervised LearningBookmarkLevel: 3BookmarkPageNumber: 251BookmarkBeginBookmarkTitle: Training Set and Testing SetBookmarkLevel: 3BookmarkPageNumber: 252BookmarkBeginBookmarkTitle: Supervised Learning with scikit-learnBookmarkLevel: 2BookmarkPageNumber: 252BookmarkBeginBookmarkTitle: The Iris Flower DatasetBookmarkLevel: 2BookmarkPageNumber: 252BookmarkBeginBookmarkTitle: The PCA DecompositionBookmarkLevel: 3BookmarkPageNumber: 256BookmarkBeginBookmarkTitle: K-Nearest Neighbors ClassifierBookmarkLevel: 2BookmarkPageNumber: 258BookmarkBeginBookmarkTitle: Diabetes DatasetBookmarkLevel: 2BookmarkPageNumber: 261BookmarkBeginBookmarkTitle: Linear Regression: The Least Square RegressionBookmarkLevel: 2BookmarkPageNumber: 262BookmarkBeginBookmarkTitle: Support Vector Machines (SVMs)BookmarkLevel: 2BookmarkPageNumber: 267BookmarkBeginBookmarkTitle: Support Vector Classification ( SVC)BookmarkLevel: 3BookmarkPageNumber: 267BookmarkBeginBookmarkTitle: Nonlinear SVCBookmarkLevel: 3BookmarkPageNumber: 271BookmarkBeginBookmarkTitle: Plotting Different SVM Classifiers Using the Iris DatasetBookmarkLevel: 3BookmarkPageNumber: 273BookmarkBeginBookmarkTitle: Support Vector Regression (SVR)BookmarkLevel: 3BookmarkPageNumber: 276BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 278BookmarkBeginBookmarkTitle: Chapter 9: An Example—Meteorological DataBookmarkLevel: 1BookmarkPageNumber: 279BookmarkBeginBookmarkTitle: A Hypothesis to Be Tested: The Influence of the Proximity of the SeaBookmarkLevel: 2BookmarkPageNumber: 279BookmarkBeginBookmarkTitle: The System in the Study: The Adriatic Sea and the Po ValleyBookmarkLevel: 3BookmarkPageNumber: 279BookmarkBeginBookmarkTitle: Data SourceBookmarkLevel: 2BookmarkPageNumber: 282BookmarkBeginBookmarkTitle: Data Analysis on IPython NotebookBookmarkLevel: 2BookmarkPageNumber: 284BookmarkBeginBookmarkTitle: The RoseWindBookmarkLevel: 2BookmarkPageNumber: 298BookmarkBeginBookmarkTitle: Calculating the Distribution of the Wind Speed MeansBookmarkLevel: 3BookmarkPageNumber: 301BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 302BookmarkBeginBookmarkTitle: Chapter 10: Embedding the JavaScript D3 Library in IPython NotebookBookmarkLevel: 1BookmarkPageNumber: 303BookmarkBeginBookmarkTitle: The Open Data Source for DemographicsBookmarkLevel: 2BookmarkPageNumber: 303BookmarkBeginBookmarkTitle: The JavaScript D3 LibraryBookmarkLevel: 2BookmarkPageNumber: 307BookmarkBeginBookmarkTitle: Drawing a Clustered Bar ChartBookmarkLevel: 2BookmarkPageNumber: 310BookmarkBeginBookmarkTitle: The Choropleth MapsBookmarkLevel: 2BookmarkPageNumber: 314BookmarkBeginBookmarkTitle: The Choropleth Map of the US Population in 2014BookmarkLevel: 2BookmarkPageNumber: 318BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 323BookmarkBeginBookmarkTitle: Chapter 11: Recognizing Handwritten DigitsBookmarkLevel: 1BookmarkPageNumber: 324BookmarkBeginBookmarkTitle: Handwriting RecognitionBookmarkLevel: 2BookmarkPageNumber: 324BookmarkBeginBookmarkTitle: Recognizing Handwritten Digits with scikit-learnBookmarkLevel: 2BookmarkPageNumber: 324BookmarkBeginBookmarkTitle: The Digits DatasetBookmarkLevel: 2BookmarkPageNumber: 325BookmarkBeginBookmarkTitle: Learning and PredictingBookmarkLevel: 2BookmarkPageNumber: 328BookmarkBeginBookmarkTitle: ConclusionsBookmarkLevel: 2BookmarkPageNumber: 329BookmarkBeginBookmarkTitle: Appendix A: Writing Mathematical Expressions with LaTeXBookmarkLevel: 1BookmarkPageNumber: 330BookmarkBeginBookmarkTitle: With matplotlibBookmarkLevel: 2BookmarkPageNumber: 330BookmarkBeginBookmarkTitle: With IPython Notebook in a Markdown CellBookmarkLevel: 2BookmarkPageNumber: 330BookmarkBeginBookmarkTitle: With IPython Notebook in a Python 2 CellBookmarkLevel: 2BookmarkPageNumber: 330BookmarkBeginBookmarkTitle: Subscripts and SuperscriptsBookmarkLevel: 2BookmarkPageNumber: 331BookmarkBeginBookmarkTitle: Fractions, Binomials, and Stacked NumbersBookmarkLevel: 2BookmarkPageNumber: 331BookmarkBeginBookmarkTitle: RadicalsBookmarkLevel: 2BookmarkPageNumber: 331BookmarkBeginBookmarkTitle: FontsBookmarkLevel: 2BookmarkPageNumber: 332BookmarkBeginBookmarkTitle: AccentsBookmarkLevel: 2BookmarkPageNumber: 332BookmarkBeginBookmarkTitle: Appendix B: Open Data SourcesBookmarkLevel: 1BookmarkPageNumber: 340BookmarkBeginBookmarkTitle: Political and Government DataBookmarkLevel: 2BookmarkPageNumber: 340BookmarkBeginBookmarkTitle: Health DataBookmarkLevel: 2BookmarkPageNumber: 341BookmarkBeginBookmarkTitle: Social DataBookmarkLevel: 2BookmarkPageNumber: 341BookmarkBeginBookmarkTitle: Miscellaneous and Public Data SetsBookmarkLevel: 2BookmarkPageNumber: 342BookmarkBeginBookmarkTitle: Financial DataBookmarkLevel: 2BookmarkPageNumber: 342BookmarkBeginBookmarkTitle: Climatic DataBookmarkLevel: 2BookmarkPageNumber: 342BookmarkBeginBookmarkTitle: Sports DataBookmarkLevel: 2BookmarkPageNumber: 343BookmarkBeginBookmarkTitle: Publications, Newspapers, and BooksBookmarkLevel: 2BookmarkPageNumber: 343BookmarkBeginBookmarkTitle: Musical DataBookmarkLevel: 2BookmarkPageNumber: 343BookmarkBeginBookmarkTitle: IndexBookmarkLevel: 1BookmarkPageNumber: 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337PageLabelNumStyle: NoNumberTitle: 1484209583Subject:Keywords:Author: installCreator: PDFCreator Professional 4.2.0Producer: GPL Ghostscript 9.52CreationDate: Wed Jan 20 15:16:32 2021 CETModDate: Wed Jan 20 15:16:32 2021 CETTagged: noUserProperties: noSuspects: noForm: noneJavaScript: noPages: 350Encrypted: noPage size: 504.06 x 720 ptsPage rot: 0File size: 7849506 bytesOptimized: noPDF version: 1.4 168
Random Sampling 168
String Manipulation 169
Built-in Methods for Manipulation of Strings 169
Regular Expressions 171
Data Aggregation 172
GroupBy 173
A Practical Example 174
Hierarchical Grouping 175
Group Iteration 176
Chain of Transformations 176
Functions on Groups 177
Advanced Data Aggregation 178
Conclusions 181
Chapter 7: Data Visualization with matplotlib 182
The matplotlib Library 182
Installation 183
IPython and IPython QtConsole 183
matplotlib Architecture 185
Backend Layer 185
Artist Layer 186
Scripting Layer (pyplot) 187
pylab and pyplot 187
pyplot 188
A Simple Interactive Chart 188
Set the Properties of the Plot 192
matplotlib and NumPy 194
Using the kwargs 196
Working with Multiple Figures and Axes 197
Adding Further Elements to the Chart 199
Adding Text 199
Adding a Grid 203
Adding a Legend 204
Saving Your Charts 207
Saving the Code 207
Converting Your Session as an HTML File 208
Saving Your Chart Directly as an Image 210
Handling Date Values 211
Chart Typology 213
Line Chart 213
Line Charts with pandas 220
Histogram 221
Bar Chart 222
Horizontal Bar Chart 225
Multiserial Bar Chart 226
Multiseries Bar Chart with pandas DataFrame 228
Multiseries Stacked Bar Charts 230
Stacked Bar Charts with pandas DataFrame 232
Other Bar Chart Representations 233
Pie Charts 234
Pie Charts with pandas DataFrame 237
Advanced Charts 238
Contour Plot 238
Polar Chart 240
mplot3d 242
3D Surfaces 242
Scatter Plot in 3D 244
Bar Chart 3D 245
Multi-Panel Plots 246
Display Subplots within Other Subplots 246
Grids of Subplots 248
Conclusions 250
Chapter 8: Machine Learning with scikit-learn 251
The scikit-learn Library 251
Machine Learning 251
Supervised and Unsupervised Learning 251
Training Set and Testing Set 252
Supervised Learning with scikit-learn 252
The Iris Flower Dataset 252
The PCA Decomposition 256
K-Nearest Neighbors Classifier 258
Diabetes Dataset 261
Linear Regression: The Least Square Regression 262
Support Vector Machines (SVMs) 267
Support Vector Classification ( SVC) 267
Nonlinear SVC 271
Plotting Different SVM Classifiers Using the Iris Dataset 273
Support Vector Regression (SVR) 276
Conclusions 278
Chapter 9: An Example—Meteorological Data 279
A Hypothesis to Be Tested: The Influence of the Proximity of the Sea 279
The System in the Study: The Adriatic Sea and the Po Valley 279
Data Source 282
Data Analysis on IPython Notebook 284
The RoseWind 298
Calculating the Distribution of the Wind Speed Means 301
Conclusions 302
Chapter 10: Embedding the JavaScript D3 Library in IPython Notebook 303
The Open Data Source for Demographics 303
The JavaScript D3 Library 307
Drawing a Clustered Bar Chart 310
The Choropleth Maps 314
The Choropleth Map of the US Population in 2014 318
Conclusions 323
Chapter 11: Recognizing Handwritten Digits 324
Handwriting Recognition 324
Recognizing Handwritten Digits with scikit-learn 324
The Digits Dataset 325
Learning and Predicting 328
Conclusions 329
Appendix A: Writing Mathematical Expressions with LaTeX 330
With matplotlib 330
With IPython Notebook in a Markdown Cell 330
With IPython Notebook in a Python 2 Cell 330
Subscripts and Superscripts 331
Fractions, Binomials, and Stacked Numbers 331
Radicals 331
Fonts 332
Accents 332
Appendix B: Open Data Sources 340
Political and Government Data 340
Health Data 341
Social Data 341
Miscellaneous and Public Data Sets 342
Financial Data 342
Climatic Data 342
Sports Data 343
Publications, Newspapers, and Books 343
Musical Data 343
Index 344

Erscheint lt. Verlag 25.8.2015
Zusatzinfo XXI, 337 p. 607 illus.
Verlagsort Berkeley
Sprache englisch
Themenwelt Informatik ► Programmiersprachen / -werkzeuge ► Python
Mathematik / Informatik ► Informatik ► Web / Internet
ISBN-10 1-4842-0958-3 / 1484209583
ISBN-13 978-1-4842-0958-5 / 9781484209585
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