Introduction to Python programming:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton
Taylor & Francis, a CRC title, part of the Taylor & Francis imprint, a member of the Taylor & Francis Group, the academic division of T&F Informa, plc
2019
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | xviii, 444 Seiten Illustrationen, Diagramme |
| ISBN: | 9780815394372 |
Internformat
MARC
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Datensatz im Suchindex
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| adam_text | Contents Preface.............................................................................................................................. xiii Acknowledgment............................................................................................................xvii Authors............................................................................................................................ xix 1. Introduction................................................................................................................. 1 1.1 What Is a Program?.......................................................................................... 1 1.2 Programming Languages.................................................................................. 2 1.2.1 Machine Language..............................................................................2 1.2.2 Assembly Language............................................................................3 1.2.3 High-Level Language......................................................................... 3 1.3 Software Development......................................................................................5 1.4 History of Python Programming Language..................................................... 7 1.5 Thrust Areas of Python.....................................................................................8 1.5.1 Academia............................................................................................ 9 1.5.2 Scientific
Tools.................................................................................. 10 1.5.3 Machine Learning.............................................................................10 1.5.4 Natural Language Processing...........................................................10 1.5.5 Data Analysis.................................................................................... 10 1.5.6 Statistics............................................................................................ 11 1.5.7 Hypertext Transfer Protocol (HTTP) Library..................... 11 1.5.8 Database Connectors/ORM/NoSQL Connectors............................. 11 1.5.9 Web Frameworks...............................................................................11 1.5.10 Cloud Computing..............................................................................11 1.5.11 Python Distributions........................................................................ 12 1.5.12 IDE Available.................................................................................... 12 1.5.13 Community.......................................................................................12 1.5.14 Python Stack in Industry..................................................................12 1.6 Installing Anaconda Python Distribution...................................................... 13 1.7 Installing PyCharm IDE to Set Up a Python Development Environment......16 1.8 Creating and Running Your First Python Project............................ 19 1.9 Installing and Using Jupyter
Notebook...........................................................23 1.9.1 Starting Jupyter Notebook................................................................ 24 1.10 Open Source Software....................................................................................27 1.10.1 Why Do People Prefer Using Open Source Software?..................... 28 1.10.2 Doesn t Open Source Just Mean Something Is Free of Charge?....29 1.10.3 Open Source Licenses....................................................................... 29 1.11 Summary.........................................................................................................32 Multiple Choice Questions......................................................................................... 32 Review Questions.......................................................................................................34 2. Parts of Python Programming Language.................................................................35 2.1 Identifiers........................................................................................................35 2.2 Keywords........................................................................................................36 vii
Contents viii 2.3 2.4 Statements and Expressions............................................................................ 36 Variables..........................................................................................................37 2.4.1 Legal Variable Names........................................................................37 2.4.2 Assigning Values to Variables...........................................................37 2.5 Operators......................................................................................................... 38 2.5.1 Arithmetic Operators........................... і........................................... 39 2.5.2 Assignment Operators...................................................................... 40 2.5.3 Comparison Operators......................................................................42 2.5.4 Logical Operators..............................................................................43 2.5.5 Bitwise Operators..............................................................................44 2.6 Precedence and Associativity......................................................................... 47 2.7 Data Types....................................................................................................... 48 2.7.1 Numbers........................................................................................... 48 2.7.2 Boolean............................................................................................. 48 2.7.3
Strings...............................................................................................48 2.7.4 None..................................................................................................49 2.8 Indentation...................................................................................................... 49 2.9 Comments....................................................................................................... 50 2.9.1 Single Line Comment....................................................................... 50 2.9.2 Multiline Comments......................................................................... 50 2.10 Reading Input..................................................................................................50 2.11 Print Output...................................... 51 2.11.1 strformatO Method............................................................................ 51 2.11.2 f-strings............................................................................................. 53 2.12 Type Conversions............................................................................................ 54 2.12.1 The int() Function..............................................................................54 2.12.2 ThefloatO Function............................................................................ 55 2.12.3 The strQ Function..............................................................................55 2.12.4 The chr() Function.............................................................................56 2.12.5 The
complexO Function......................................................................56 2.12.6 The ordO Function.............................................................................57 2.12.7 The hex() Function.............................................................................57 2.12.8 The octO Function..............................................................................57 2.13 The typeO Function and is Operator............................................................... 58 2.14 Dynamic and Strongly Typed Language........................................................ 58 2.15 Summary......................................................................................................... 59 Multiple Choice Questions..........................................................................................60 Review Questions....................................................................................................... 65 3. Control Flow Statements............................................................................................67 3.1 The if Decision Control Flow Statement...........................................................68 3.2 The if.. .else Decision Control Flow Statement..................................................69 3.3 The if.. .elif.. .else Decision Control Statement...................................................71 3.4 Nested if Statement..........................................................................................73 3.5 The while
Loop................................................................................................. 74 3.6 The for Loop.....................................................................................................79 3.7 The continue and break Statements................................................................... 81
Contents ix 3.8 Catching Exceptions Using try and except Statement........................................84 3.8.1 Syntax Errors..........................................................................................84 3.8.2 Exceptions..............................................................................................84 3.8.3 Exception Handling Using try.. .except.. .finally................................... 85 3.9 Summary...............................................................................................................89 Multiple Choice Questions...............................................................................................90 Review Questions............................................................................................................. 93 4. Functions.......................................................................................................................... 95 4.1 Built-In Functions..................................................................................................95 4.2 Commonly Used Modules................................................................................... 97 4.3 Function Definition and Calling the Function.................................................. 99 4.4 The return Statement and void Function........................................................... 103 4.5 Scope and Lifetime of Variables........................................................................106 4.6 Default
Parameters............................................................................................. 108 4.7 Keyword Arguments......................................... 109 4.8 *args and **kwargs.............................................................................................. 110 4.9 Command Line Arguments...............................................................................112 4.10 Summary............................................................................................................. 113 Multiple Choice Questions............................................................................................. 113 Review Questions............................................................................................................117 5. Strings.............................................................................................................................. 119 5.1 Creating and Storing Strings..............................................................................119 5.1.1 The str() Function................................................................................ 120 5.2 Basic String Operations...................................................................................... 120 5.2.1 String Comparison.............................................................................. 122 5.2.2 Built-In Functions Used on Strings....................................................122 5.3 Accessing Characters in String by Index Number........................................... 123 5.4 String Slicing and
Joining............................................................................... 124 5.4.1 Specifying Steps in Slice Operation....................................................126 5.4.2 Joining Strings Using join() Method...................................................127 5.4.3 Split Strings Using splitQ Method...................................................... 127 5.4.4 Strings Are Immutable........................................................................128 5.4.5 String Traversing................................................................................. 128 5.5 String Methods....................................................................................................131 5.6 Formatting Strings..............................................................................................138 5.6.1 Format Specifiers................................................................................. 140 5.6.2 Escape Sequences.................................................................................141 5.6.3 Raw Strings.......................................................................................... 142 5.6.4 Unicodes...............................................................................................142 5.7 Summary............................................................................................................. 143 Multiple Choice Questions.............................................................................................143 Review
Questions........................................................................................................... 146 6. Lists.................................................................................................................................. 149 6.1 Creating Lists.......................................................................................................149 6.2 Basic List Operations.......................................................................................... 151 6.2.1 The list() Function..................................................................................151
x Contents 6.3 Indexing and Slicing in Lists.............................................................................. 152 6.3.1 Modifying Items in Lists..................................................................... 153 6.4 Built-In Functions Used on Lists....................................................................... 155 6.5 List Methods........................................................................................................156 6.5.1 Populating Lists with Items................................................................ 158 6.5.2 Traversing of Lists................................................................................159 6.5.3 Nested Lists.......................................................................................... 167 6.6 The del Statement................................................................................................ 169 6.7 Summary..............................................................................................................170 Multiple-Choice Questions............................................................................................. 170 Review Questions............................................................................................................173 7. Dictionaries..................................................................................................................... 175 7.1 Creating Dictionary............................................................................................ 175 7.2 Accessing and Modifying keywalue Pairs in
Dictionaries................................178 7.2.1 The dict() Function................................................................................179 7.3 Built-In Functions Used on Dictionaries...........................................................179 7.4 Dictionary Methods............................................................................................ 181 7.4.1 Populating Dictionaries with keywalue Pairs......................................183 7.4.2 Traversing of Dictionary..................................................................... 185 7.5 The del Statement................................................................................................ 193 7.6 Summary..............................................................................................................193 Multiple Choice Questions............................................................................................. 193 Review Questions............................................................................................................198 8. Tuples and Sets............................................................................................................... 201 8.1 Creating Tuples...................................................................................................201 8.2 Basic Tuple Operations....................................................................................... 203 8.2.1 The tupleO Function.............................................................................204 8.3 Indexing and Slicing in
Tuples..........................................................................205 8.4 Built-In Functions Used on Tuples.................................................................... 207 8.5 Relation between Tuples and Lists.................................................................... 208 8.6 Relation between Tuples and Dictionaries........................................................209 8.7 Tuple Methods.....................................................................................................210 8.7.1 Tuple Packing and Unpacking............................................................211 8.7.2 Traversing of Tuples.............................................................................211 8.7.3 Populating Tuples with Items............................................................. 212 8.8 Using zipO Function............................................................................................ 216 8.9 Sets....................................................................................................................... 216 8.10 Set Methods.........................................................................................................218 8.10.1 Traversing of Sets..................................................................................219 8.11 Frozenset............................................................................................................. 221 8.12 Summary............................................................................................................. 222 Multiple Choice
Questions.............................................................................................222 Review Questions........................................................................................................... 227
Contents xi 9. Files................................................................................................................................... 229 9.1 Types of Files............................................................................. 230 9.1.1 File Paths.......................................................................... 231 9.1.2 Fully Qualified Path and Relative Path............................................. 232 9.2 Creating and Reading Text Data........................................................................233 9.2.1 Creating and Opening Text Files.......................................................233 9.2.2 File closeO Method.......................................................... 235 9.2.3 Use of with Statements to Open and Close Files............................... 237 9.2.4 File Object Attributes................................................................. 239 9.3 File Methods to Read and Write Data...............................................................239 9.4 Reading and Writing Binary Files.....................................................................247 9.5 The Pickle Module..............................................................................................249 9.6 Reading and Writing CSV Files.........................................................................251 9.7 Python os and os.path Modules............................. 257 9.8 Summary........................................................................................................ 261 Multiple Choice
Questions.............................................................................................262 Review Questions........................................................................................................... 265 10. Regular Expression Operations................................................................................... 267 10.1 Using Special Characters.................................................................................... 267 10.1.1 Using r Prefix for Regular Expressions............................................. 272 10.1.2 Using Parentheses in Regular Expressions....................................... 272 10.2 Regular Expression Methods............................................................................ 273 10.2.1 Compiling Regular Expressions Using compileO Method of re Module..............................................................................................273 10.2.2 Match Objects...................................... 274 10.3 Named Groups in Python Regular Expressions..............................................282 10.4 Regular Expression with glob Module.............................................................. 282 10.5 Summary............................................................................................................. 284 Multiple Choice Questions.............................................................................................284 Review Questions........................................................................................................... 287 11. Object-
Oriented Programming.............................................. 289 11.1 Classes and Objects............................................................................................289 11.2 Creating Classes in Python............................................................................... 291 11.3 Creating Objects in Python............................................................................... 293 11.4 The Constructor Method.................................................................................... 294 11.5 Classes with Multiple Objects........................................................................... 297 11.5.1 Using Objects as Arguments.............................................................. 301 11.5.2 Objects as Return Values.....................................................................303 11.6 Class Attributes versus Data Attributes........................................................... 306 11.7 Encapsulation..................................................................................................... 307 11.7.1 Using Private Instance Variables and Methods................................ 309 11.8 Inheritance.......................................................................................................... 311 11.8.1 Accessing the Inherited Variables and Methods...............................312 11.8.2 Using snperO Function and Overriding Base Class Methods...... 314
Xli Contents 11.8.3 Multiple Inheritances........................................................................... 317 11.8.4 Method Resolution Order (MRO).......................................................320 11.9 The Polymorphism............................................................................................. 328 11.9.1 Operator Overloading and Magic Methods...................................... 331 11.10 Summary............................................................................................................. 335 Multiple Choice Questions.............................................................................................336 Review Questions........................................................................................................... 338 12. Introduction to Data Science........................................................................................ 341 12.1 Functional Programming.................................................................................. 341 12.1.1 Lambda.................................................................................................341 12.1.2 Iterators.................................................................................................342 12.1.3 Generators............................................................................................ 343 12.1.4 List Comprehensions...........................................................................344 12.2 JSON and XML in
Python..................................................................................346 12.2.1 Using JSON with Python.................................................................... 347 12.2.2 Using Requests Module....................................................................... 353 12.2.3 Using XML with Python..................................................................... 355 12.2.4 JSON versus XML................................................................................359 12.3 NumPy with Python.......................................................................................... 359 12.3.1 NumPy Arrays Creation Using arrayQ Function...............................360 12.3.2 Array Attributes...................................................................................361 12.3.3 NumPy Arrays Creation with Initial Placeholder Content.............. 362 12.3.4 Integer Indexing, Array Indexing, Boolean Array Indexing, Slicing and Iterating in Arrays.......................................... 364 12.3.5 Basic Arithmetic Operations on NumPy Arrays...............................367 12.3.6 Mathematical Functions in NumPy...................................................368 12.3.7 Changing the Shape of an Array........................................................369 12.3.8 Stacking and Splitting of Arrays.........................................................370 12.3.9 Broadcasting in Arrays........................................................................ 371 12.4
Pandas.................................................................................................................. 374 12.4.1 Pandas Series....................................................................................... 375 12.4.2 Pandas DataFrame...............................................................................380 12.5 Altair.................................................................................................................... 398 12.6 Summary............................................................................................................. 409 Multiple Choice Questions............................................................................................. 410 Review Questions........................................................................................................... 413 Appendix-A: Debugging Python Code..............................................................................415 Bibliography.......................................................................................................................... 425 Solutions................................................................................................................................ 427 Index....................................................................................................................................... 437
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