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All advertising materials mentioning features or use of this software * must display the following acknowledgement: * "This product includes cryptographic software written by * Eric Young (eay@cryptsoft.com)" * The word 'cryptographic' can be left out if the rouines from the library * being used are not crypt...
If you include any Windows specific code (or a derivative thereof) from * the apps directory (application code) you must include an acknowledgement: * "This product includes software written by Tim Hudson (tjh@cryptsoft.com)" * * THIS SOFTWARE IS PROVIDED BY ERIC YOUNG ``AS IS'' AND * ANY EXPRESS OR IMPLIED W...
IN NO EVENT SHALL THE AUTHOR OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS * OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) * HOWEVER CAUSED AND ON ANY THEORY...
i.e.
this code cannot simply be * copied and put under another distribution licence * [including the GNU Public Licence.] */ #### C.3.13 expat ``` The pyexpat extension is built using an included copy of the expat sources unless the build is configured ``` --with-system-expat: Copyright (c) 1998, 1999, 2000 Thai Ope...
IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. #### C.3.15 zlib ``` The zlib extension is built using an i...
In no event will the authors be held liable for any damages arising from the use of this software. Permission is granted to anyone to use this software for any purpose, including commercial applications, and to alter it and redistribute it freely, subject to the following restrictions: ``` (continues on next page) -...
The origin of this software must not be misrepresented; you must not claim that you wrote the original software.
If you use this software in a product, an acknowledgment in the product documentation would be appreciated but is not required. 2.
Altered source versions must be plainly marked as such, and must not be misrepresented as being the original software. 3.
This notice may not be removed or altered from any source distribution. Jean-loup Gailly Mark Adler jloup@gzip.org madler@alumni.caltech.edu #### C.3.16 cfuhash ``` The implementation of the hash table used by the tracemalloc is based on the cfuhash project: ----- #### C.3.17 libmpdec The _decimal module is built...
### Python for Everybody ## Chapter 1 # Why should you learn to write programs? Writing programs (or programming) is a very creative and rewarding activity.
You can write programs for many reasons, ranging from making your living to solving a difficult data analysis problem to having fun to helping someone else solve a problem.
This book assumes that everyone needs to know how to program, and that once you know how to program you will figure out what you want to do with your newfound skills. We are surrounded in our daily lives with computers ranging from laptops to cell phones.
We can think of these computers as our “personal assistants” who can take care of many things on our behalf.
The hardware in our current-day computers is essentially built to continuously ask us the question, “What would you like me to do next?” What What What Next? Next? Next? What What What Next? Next?
Next? Figure 1.1: Personal Digital Assistant Programmers add an operating system and a set of applications to the hardware and we end up with a Personal Digital Assistant that is quite helpful and capable of helping us do many different things. Our computers are fast and have vast amounts of memory and could be very...
If we knew this language, we could tell the computer to do tasks on our behalf that were repetitive.
Interestingly, the kinds of things computers can do best are often the kinds of things that we humans find boring and mind-numbing. ----- For example, look at the first three paragraphs of this chapter and tell me the most commonly used word and how many times the word is used.
While you were able to read and understand the words in a few seconds, counting them is almost painful because it is not the kind of problem that human minds are designed to solve.
For a computer the opposite is true, reading and understanding text from a piece of paper is hard for a computer to do but counting the words and telling you how many times the most used word was used is very easy for the computer: python words.py Enter file:words.txt to 16 Our “personal information analysis assistan...
Once you learn this new language, you can delegate mundane tasks to your partner (the computer), leaving more time for you to do the things that you are uniquely suited for.
You bring creativity, intuition, and inventiveness to this partnership. ##### 1.1 Creativity and motivation While this book is not intended for professional programmers, professional programming can be a very rewarding job both financially and personally.
Building useful, elegant, and clever programs for others to use is a very creative activity. Your computer or Personal Digital Assistant (PDA) usually contains many different programs from many different groups of programmers, each competing for your attention and interest.
They try their best to meet your needs and give you a great user experience in the process.
In some situations, when you choose a piece of software, the programmers are directly compensated because of your choice. If we think of programs as the creative output of groups of programmers, perhaps the following figure is a more sensible version of our PDA: Pick Pick Pick Me!
Me! Me! Pick Pick Buy Me! Me!
Me :) Figure 1.2: Programmers Talking to You For now, our primary motivation is not to make money or please end users, but instead for us to be more productive in handling the data and information that we will encounter in our lives.
When you first start, you will be both the programmer and the end user of your programs.
As you gain skill as a programmer and programming feels more creative to you, your thoughts may turn toward developing programs for others. ----- ##### 1.2 Computer hardware architecture Before we start learning the language we speak to give instructions to computers to develop software, we need to learn a small am...
If you were to take apart your computer or cell phone and look deep inside, you would find the following parts: What Software Next? Input and Central Output Processing Network Devices Unit Main Secondary Memory Memory Figure 1.3: Hardware Archicture The high-level definitions of these parts are as follows: - T...
You are going to have to learn how to talk fast to keep up with the CPU. - The Main Memory is used to store information that the CPU needs in a hurry. The main memory is nearly as fast as the CPU.
But the information stored in the main memory vanishes when the computer is turned off. - The Secondary Memory is also used to store information, but it is much slower than the main memory.
The advantage of the secondary memory is that it can store information even when there is no power to the computer. Examples of secondary memory are disk drives or flash memory (typically found in USB sticks and portable music players). - The Input and Output Devices are simply our screen, keyboard, mouse, microphon...
They are all of the ways we interact with the computer. - These days, most computers also have a Network Connection to retrieve information over a network.
We can think of the network as a very slow place to store and retrieve data that might not always be “up”.
So in a sense, the network is a slower and at times unreliable form of Secondary Memory. While most of the detail of how these components work is best left to computer builders, it helps to have some terminology so we can talk about these different parts as we write our programs. Secondary Memory ----- As a progr...
As a programmer you will mostly be “talking” to the CPU and telling it what to do next.
Sometimes you will tell the CPU to use the main memory, secondary memory, network, or the input/output devices. What Software Next? Input and Central Output Processing Network Devices Unit Main Memory Secondary Memory Figure 1.4: Where Are You? You need to be the person who answers the CPU’s “What next?” questio...
But it would be very uncomfortable to shrink you down to 5mm tall and insert you into the computer just so you could issue a command three billion times per second.
So instead, you must write down your instructions in advance.
We call these stored instructions a program and the act of writing these instructions down and getting the instructions to be correct programming. ##### 1.3 Understanding programming In the rest of this book, we will try to turn you into a person who is skilled in the art of programming.
In the end you will be a programmer - perhaps not a professional programmer, but at least you will have the skills to look at a data/information analysis problem and develop a program to solve the problem. In a sense, you need two skills to be a programmer: - First, you need to know the programming language (Python...
You need to be able to spell the words in this new language properly and know how to construct well-formed “sentences” in this new language. - Second, you need to “tell a story”.
In writing a story, you combine words and sentences to convey an idea to the reader.
There is a skill and art in constructing the story, and skill in story writing is improved by doing some writing and getting some feedback.
In programming, our program is the “story” and the problem you are trying to solve is the “idea”. Once you learn one programming language such as Python, you will find it much easier to learn a second programming language such as JavaScript or C++.
The Secondary ----- new programming language has very different vocabulary and grammar but the problem-solving skills will be the same across all programming languages. You will learn the “vocabulary” and “sentences” of Python pretty quickly.
It will take longer for you to be able to write a coherent program to solve a brand-new problem. We teach programming much like we teach writing.
We start reading and explaining programs, then we write simple programs, and then we write increasingly complex programs over time.
At some point you “get your muse” and see the patterns on your own and can see more naturally how to take a problem and write a program that solves that problem.
And once you get to that point, programming becomes a very pleasant and creative process. We start with the vocabulary and structure of Python programs.
Be patient as the simple examples remind you of when you started reading for the first time. ##### 1.4 Words and sentences Unlike human languages, the Python vocabulary is actually pretty small.
We call this “vocabulary” the “reserved words”. These are words that have very special meaning to Python. When Python sees these words in a Python program, they have one and only one meaning to Python.
Later as you write programs you will make up your own words that have meaning to you called variables.
You will have great latitude in choosing your names for your variables, but you cannot use any of Python’s reserved words as a name for a variable. When we train a dog, we use special words like “sit”, “stay”, and “fetch”.
When you talk to a dog and don’t use any of the reserved words, they just look at you with a quizzical look on their face until you say a reserved word.
For example, if you say, “I wish more people would walk to improve their overall health”, what most dogs likely hear is, “blah blah blah walk blah blah blah blah.” That is because “walk” is a reserved word in dog language.
Many might suggest that the language between humans and cats has no reserved words[1]. The reserved words in the language where humans talk to Python include the following: and del global not with as elif if or yield assert else import pass break except in raise class finally is return continue for lambda try def fro...
When you say “try”, Python will try every time you say it without fail. We will learn these reserved words and how they are used in good time, but for now we will focus on the Python equivalent of “speak” (in human-to-dog language). The nice thing about telling Python to speak is that we can even tell it what to say b...
Our sentence starts with the function print followed by a string of text of our choosing enclosed in single quotes. ##### 1.5 Conversing with Python Now that we have a word and a simple sentence that we know in Python, we need to know how to start a conversation with Python to test our new language skills. Before yo...
That is too much [detail for this chapter so I suggest that you consult www.pythonlearn.com where](http://www.pythonlearn.com) I have detailed instructions and screencasts of setting up and starting Python on Macintosh and Windows systems.
At some point, you will be in a terminal or command window and you will type python and the Python interpreter will start executing in interactive mode and appear somewhat as follows: Python 3.5.1 (v3.5.1:37a07cee5969, Dec 6 2015, 01:54:25) [MSC v.1900 64 bit (AMD64)] on win32 Type "help", "copyright", "credits" or "...
All you have to know is how to speak the Python language. Let’s say for example that you did not know even the simplest Python language words or sentences.
You might want to use the standard line that astronauts use when they land on a faraway planet and try to speak with the inhabitants of the planet: >>> I come in peace, please take me to your leader File "<stdin>", line 1 I come in peace, please take me to your leader ^ SyntaxError: invalid syntax >>> This is not g...
Unless you think of something quickly, the inhabitants of the planet are likely to stab you with their spears, put you on a spit, roast you over a fire, and eat you for dinner. Luckily you brought a copy of this book on your travels, and you thumb to this very page and try again: >>> print('Hello world!') Hello world...
You are really just having a conversation with yourself, but using proper syntax. In a sense, when you use a program written by someone else the conversation is between you and those other programmers with Python acting as an intermediary. Python is a way for the creators of programs to express how the conversation is...
And in just a few more chapters, you will be one of those programmers using Python to talk to the users of your program. Before we leave our first conversation with the Python interpreter, you should probably know the proper way to say “good-bye” when interacting with the inhabitants of Planet Python: >>> good-bye Tr...
The second error is different because if is a reserved word and Python saw the reserved word and thought we were trying to say something but got the syntax of the sentence wrong. The proper way to say “good-bye” to Python is to enter quit() at the interactive chevron >>> prompt.
It would have probably taken you quite a while to guess that one, so having a book handy probably will turn out to be helpful. ----- ##### 1.6 Terminology: interpreter and compiler Python is a high-level language intended to be relatively straightforward for humans to read and write and for computers to read and pr...
Other high-level languages include Java, C++, PHP, Ruby, Basic, Perl, JavaScript, and many more. The actual hardware inside the Central Processing Unit (CPU) does not understand any of these high-level languages. The CPU understands a language we call machine language.
Machine language is very simple and frankly very tiresome to write because it is represented all in zeros and ones: 001010001110100100101010000001111 11100110000011101010010101101101 ... Machine language seems quite simple on the surface, given that there are only zeros and ones, but its syntax is even more complex a...
Instead we build various translators to allow programmers to write in high-level languages like Python or JavaScript and these translators convert the programs to machine language for actual execution by the CPU. Since machine language is tied to the computer hardware, machine language is not _portable across differen...
Programs written in high-level lan-_ guages can be moved between different computers by using a different interpreter on the new machine or recompiling the code to create a machine language version of the program for the new machine. These programming language translators fall into two general categories: (1) interpre...
Python is an interpreter and when we are running Python interactively, we can type a line of Python (a sentence) and Python processes it immediately and is ready for us to type another line of Python. Some of the lines of Python tell Python that you want it to remember some value for later.
We need to pick a name for that value to be remembered and we can use that symbolic name to retrieve the value later.
We use the term variable to refer to the labels we use to refer to this stored data. >>> x = 6 >>> print(x) 6 >>> y = x * 7 >>> print(y) 42 >>> In this example, we ask Python to remember the value six and use the label x so we can retrieve the value later.
We verify that Python has actually remembered ----- the value using print. Then we ask Python to retrieve x and multiply it by seven and put the newly computed value in y.
Then we ask Python to print out the value currently in y. Even though we are typing these commands into Python one line at a time, Python is treating them as an ordered sequence of statements with later statements able to retrieve data created in earlier statements.
We are writing our first simple paragraph with four sentences in a logical and meaningful order. It is the nature of an interpreter to be able to have an interactive conversation as shown above.
A compiler needs to be handed the entire program in a file, and then it runs a process to translate the high-level source code into machine language and then the compiler puts the resulting machine language into a file for later execution. If you have a Windows system, often these executable machine language programs ...
In Linux and Macintosh, there is no suffix that uniquely marks a file as executable. If you were to open an executable file in a text editor, it would look completely crazy and be unreadable: ^?ELF^A^A^A^@^@^@^@^@^@^@^@^@^B^@^C^@^A^@^@^@\xa0\x82 ^D^H4^@^@^@\x90^]^@^@^@^@^@^@4^@ ^@^G^@(^@$^@!^@^F^@ ^@^@4^@^@^@4\x80^D^...
What language is it written in? Is it written in a compiled language? When we type “python”, what exactly is happening? The Python interpreter is written in a high-level language called “C”.
You can look [at the actual source code for the Python interpreter by going to www.python.org](http://www.python.org) and working your way to their source code.
So Python is a program itself and it is compiled into machine code.
When you installed Python on your computer (or the vendor installed it), you copied a machine-code copy of the translated Python program onto your system.
In Windows, the executable machine code for Python itself is likely in a file with a name like: C:\Python35\python.exe That is more than you really need to know to be a Python programmer, but sometimes it pays to answer those little nagging questions right at the beginning. ----- ##### 1.7 Writing a program Typin...
By convention, Python scripts have names that end with .py. To execute the script, you have to tell the Python interpreter the name of the file. In a Unix or Windows command window, you would type python hello.py as follows: **csev$ cat hello.py** **print('Hello world!')** **csev$ python hello.py** **Hello world!** *...
When Python is reading your source code from a file, it knows to stop when it reaches the end of the file. ##### 1.8 What is a program? The definition of a program at its most basic is a sequence of Python statements that have been crafted to do something.
Even our simple hello.py script is a program.
It is a one-line program and is not particularly useful, but in the strictest definition, it is a Python program. It might be easiest to understand what a program is by thinking about a problem that a program might be built to solve, and then looking at a program that would solve that problem. Lets say you are doing ...
You could print out the stream of Facebook posts and pore over the text looking for the most common word, but that would take a long time and be very mistake prone.
You would be smart to write a Python program to handle the task quickly and accurately so you can spend the weekend doing something fun. For example, look at the following text about a clown and a car.
Look at the text and figure out the most common word and how many times it occurs. the clown ran after the car and the car ran into the tent and the tent fell down on the clown and the car ----- Then imagine that you are doing this task looking at millions of lines of text. Frankly it would be quicker for you to le...
I wrote it, tested it, and now I am giving it to you to use so you can save some time. name = input('Enter file:') handle = open(name, 'r') text = handle.read() words = text.split() counts = dict() **for word in words:** counts[word] = counts.get(word, 0) + 1 bigcount = None bigword = None **for word, count in list(c...
You will need to get through Chapter 10 of this book to fully understand the awesome Python techniques that were used to make the program.
You are the end user, you simply use the program and marvel at its cleverness and how it saved you so much manual effort.
You simply type the code into a file called words.py and run it or you [download the source code from http://www.pythonlearn.com/code3/ and run it.](http://www.pythonlearn.com/code3/) This is a good example of how Python and the Python language are acting as an intermediary between you (the end user) and me (the progr...
Python is a way for us to exchange useful instruction sequences (i.e., programs) in a common language that can be used by anyone who installs Python on their computer.
So neither of us are talking to Python, instead we are communicating with each other _through Python._ ##### 1.9 The building blocks of programs In the next few chapters, we will learn more about the vocabulary, sentence structure, paragraph structure, and story structure of Python.