{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Python Programming\n", "#### Interactive Jupyter Notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides an introduction to Python programming fundamentals, including an overview of basic programing concepts, common data structures, and simple visualization. This notebook was created by Becky Vandewalle based off of prior work by Dandong Yin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notebook Outline:\n", "- [Introduction](#intro)\n", "- [Setup](#setup) (run this first!)\n", "- [Python Fundamentals](#py_fund)\n", " - [Python as a Calculator](#py_calc)\n", " - [Comments](#py_comment)\n", " - [Creating variables](#py_creat_var)\n", " - [Whitespace](#py_whitespace)\n", " - [Basic Object Types](#py_basic_obj)\n", " - [Boolean Operators and Comparisons](#py_bool_compar)\n", " - [Control Flow](#py_contl_flow)\n", " - [Importing Libraries](#py_import)\n", " - [Loop Structures](#py_loops)\n", " - [List Comprehension](#py_list_comp)\n", " - [Custom Functions](#py_func)\n", " - [File Operations](#py_file_ops)\n", "- [Geospatial Data Processing](#geos_data_proc)\n", " - [Basic Plotting](#basic_plot)\n", " - [Basic Image Visualization](#basic_vis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python is a commonly used scripting language that is popular due to its accessibility. While this notebook covers Python 2.7, many concepts are similar to Python 3.\n", ">General documentation: https://docs.python.org/2.7/\n", "
Python tutorial: https://docs.python.org/2.7/tutorial/index.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Setup\n", "Run this cell for the rest of the notebook to work!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import required libraries\n", "\n", "%matplotlib inline\n", "import os\n", "import json\n", "import rasterio\n", "import time\n", "\n", "#execfile(os.path.join('/share/pyintro_resources/','highlight_feats.py'))\n", "\n", "filename = os.path.join('pyintro_resources/','highlight_feats.py')\n", "exec(compile(open(filename, \"rb\").read(), filename, 'exec'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Python Fundamentals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section will provide a brief overview of basic concepts and operations in Python." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Python as a Calculator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple, yet powerful attribute of Python is how you can use it to calculate basic numeric operations. This is useful for getting a first introduction to the language. You can type a sequence of numbers and operators into a cell to get a result like a calculator. Parentheses can be used to order operations.\n", "> See a list of useful operators [here](https://www.python-course.eu/python3_operators.php).\n", "\n", "Try running these cells to see how it works:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "3 + 4" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2 * 4" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2 ** 4" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.3333333333333335" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "10 / 3" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.3333333333333335" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "10.0 / 3" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "10 % 3" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "250 / (5 + 5) * (7 - 3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pressing Return within a cell will create a new line in the cell code. When you run a cell, it will print the last value calculated unless you use Python's `print` statement to print earlier values." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2 + 3\n", "4 + 6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the cell above, the value of `2 + 3` isn't shown because `4 + 6` is calculated and returned after." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] }, { "data": { "text/plain": [ "10" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(2 + 3)\n", "4 + 6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now both values are shown because `print` was explicitly called for `2 + 3`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that some operators are not automatically available in the core Python library. For example, did you see a square root operator above? You can access additional functions using additional Python libraries (more on libraries [later](#py_import))." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.0" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import math\n", "math.sqrt(16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The square root function is available with the Math library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Comments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using a pound sign (`#`) in a Python line will create a comment. Comments don't have to be at the start of a line, but note that any part of the line after the pound sign will be considered a comment (unless it is part of a [string](#strings)), so you can't place comments in the middle of a data type that is expecting a specific character (like a closing a parenthesis or bracket in a [list](#list))." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this is a comment\n", "\n", "4 + 2 # this is another comment" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# uncomment the '#mylist...' line below and try to run the cell\n", "# this cell will fail to run!\n", "\n", "#mylist = [1, 2, # comment]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# but this works (more on lists below)\n", "\n", "mylist = [1, 2, # comment\n", " ]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'hi # comment?'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this pound sign does not start a comment\n", "# it is within a string!\n", "\n", "mystring = 'hi # comment?'\n", "mystring" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create a simple variable, type the variable name, the equals (`=`) sign, and the variable value. For example:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "a = 1\n", "b = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here `a` is a variable, and its value is set to `1`. You can print the variable name to show its value, or type the variable name in the last line of the cell to see the value." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n" ] }, { "data": { "text/plain": [ "4" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(a)\n", "b" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variable names must begin with an alphabetic character (`a`-`z`), digit (`0`-`9`), or underscore (`_`). Variable names are case sensitive!" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "1.0\n" ] } ], "source": [ "One = 1\n", "one = 1.0\n", "print(One) # these are different\n", "print(one)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# uncomment the '#*hi...' line below and try to run the cell\n", "# this will fail - not a valid variable name\n", "\n", "#*hi = 'hi'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Whitespace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Blank lines between code lines are ignored, so you can use blank lines to group things for ease of reading." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "a = 1\n", "b = 4\n", "\n", "c = 'cat'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "White space within a line is often ignored, so you can condense, align, or spread out code for clarity." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# these are all equivalent\n", "\n", "a=3#comment\n", "a = 3 # comment\n", "a = 3 # comment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, space is needed after or between key words and commands so Python can parse them properly." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "# Not a good Example for Python 3\n", "# prints a\n", "\n", "print(a)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# uncomment the '#printa' line below and try to run the cell\n", "# fails - no command or variable called 'printa' exists\n", "\n", "#printa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "White space in the front of a line is very important for python to work correctly. When typing code in a cell, make sure each regular line starts at the very beginning of the line with no leading space." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# this works\n", "\n", "a = 2\n", "b = 3" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# uncomment the '# b = 3' line below (keeping the space before the b) and try to run the cell\n", "# this will fail\n", "\n", "a = 2\n", "# b = 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indentation, typically using Tab, represents a group of lines (called a code block) that are related to the last unindented line. Each indented line in a cell needs to match up with all the other lines that are indented the same amount of times and the same amount of space (again usually in increments of Tab) needs to occur before each indented line. Although you can indent code blocks with spaces instead of Tabs, it is often easier to use Tab (and you need to be consistent throughout a script or within a cell)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a exists\n" ] } ], "source": [ "# example of indented block\n", "\n", "a = 2\n", "if a:\n", " print('a exists')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a exists\n", "b exists\n", "a and b exist\n" ] } ], "source": [ "# you can have multiple indentation levels\n", "\n", "a = 2\n", "if a:\n", " print('a exists')\n", "b = 3\n", "if b:\n", " print('b exists')\n", "if a:\n", " if b:\n", " print('a and b exist')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a exists\n", "b exists\n" ] } ], "source": [ "# indent with spaces\n", "# this works, but Jupyter notebook will highlight keywords in red because it expects Tab\n", "a = 2\n", "if a:\n", " print('a exists')\n", "b = 3\n", "if b:\n", " print ('b exists')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a exists\n", "b exists\n" ] } ], "source": [ "# this works but is --NOT-- recommended - make sure your indents match!\n", "\n", "a = 2\n", "if a:\n", " print ('a exists')\n", "b = 3\n", "if b:\n", " print ('b exists')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a exists\n" ] } ], "source": [ "# uncomment the last line below (keeping the space before 'print') and try to run the cell\n", "\n", "# this doesn't work\n", "# indentation is not consistent within a code block\n", "\n", "a = 2\n", "if a:\n", " print ('a exists')\n", "# print ('not sure if b exists')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Basic Object Types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python has a variety of basic variable types, and we have already seen a few! See some further examples below. The type function can indicate an object or variable's type." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basic numeric types:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 # integer\n", "1.0 # float" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "print(type(1))\n", "print(type(1.0))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0\n", "1\n", "1\n" ] } ], "source": [ "# convert between types\n", "\n", "print(float(1))\n", "print(int(1.23)) # truncates\n", "print(int(1.83)) # does not round" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "None type:\n", "

None is a special designation to indicate that the variable exists but has not been assigned to a particular value." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "None\n" ] } ], "source": [ "a = None\n", "print(a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boolean types:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A special type is a Boolean variable. This designates a variable as `True` or `False` (note the case!). " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "a = True\n", "b = False" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# uncomment the last line below and try to run the cell\n", "# this fails because a variable 'true' hasn't been defined\n", "\n", "#a = true" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can check if a variable is `True` or `False` like this:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a is True" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False\n", "False\n", "True\n" ] } ], "source": [ "print(a is False)\n", "print(b is True)\n", "print(b is False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are special cases where other types of variables evaluate to `True` or `False`. While most variable values evaluate to `True`, variables set to `None`, equal to `0`, `0.0` or equivalent, or empty are `False`. Note that evaluating to `True` or `False` is not the same as being assigned to `True` or `False`." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a\n" ] } ], "source": [ "# will evaluate code block if a evaluates to true\n", "\n", "a = 3\n", "if a:\n", " print('a')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# here, b evaluates to false; nothing prints\n", "\n", "b = 0\n", "if b:\n", " print ('b')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# a evaluates to True but does not equal true\n", "\n", "a = 3\n", "a is True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Strings: \n", "

\n", "A string is a sequence of alpha-numeric characters:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'cloud9'" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'hello'\n", "'cloud9'" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "str" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type('hello')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Accents and Unicode characters are supported, but may cause issues with string functions if not handled carefully." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'café'" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cafe_var = 'café'\n", "cafe_var" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "café\n" ] } ], "source": [ "print(cafe_var)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A '`u`' in front of a string designates it as unicode. You can copy unicode characters to use to set a variable like this:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'你好'" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hello = u'你好'\n", "hello" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "你好\n" ] } ], "source": [ "print (hello)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can define unicode characters using an escape sequence. Here '\\u4f60' refers to 你. " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'你好'" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hello2 = u'\\u4f60\\u597d'\n", "hello2" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "你好\n" ] } ], "source": [ "print (hello2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Escaping characters:\n", "\n", "Escape characters reference special characters that are part of a string but can't be directly typed into a string. For example, you can not include a single quote (`'`) in a string unless it is escaped. To escape a special character, prefix it with the back slash (`\\`).\n", ">See a list of escape characters [here](https://linuxconfig.org/list-of-python-escape-sequence-characters-with-examples)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'hi\\nhi2'" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# a new line \\n is a common escape character\n", "\n", "new_line_str = 'hi\\nhi2'\n", "new_line_str" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hi\n", "hi2\n" ] } ], "source": [ "# it prints with the new line\n", "\n", "print (new_line_str)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "don't path\\to\\file\n" ] } ], "source": [ "print ('don\\'t', 'path\\\\to\\\\file')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'Smart Quotes':\n", "\n", "Be careful when copying text that uses 'smart quotes', these are quotation marks and apostrophes that are curved. Python does't recognize these characters!\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "
Use this!Not this!Use this!Not this!
\"'
\"'
" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# uncomment the last line below and try to run the cell\n", "# this cell will fail beacuse it has smart quotes\n", "\n", "#copy_text = “Hello there”" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other types of sequences include lists and tuples. Elements in a list can be changed, but elements in a tuple can not unless a new tuple is created. " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lists are created using square brackets\n", "\n", "mylist = [1, 2, 3]\n", "mylist" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 4]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# you can add a value to a list after making it\n", "\n", "mylist.append(4)\n", "mylist" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 2, 3)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# tuple are created using parentheses\n", "\n", "mytuple = (1, 2, 3)\n", "mytuple" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# uncomment the last line below and try to run the cell\n", "# you can't add a value to a tuple\n", "\n", "#mytuple.append(4)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1, 2, 3), 4)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this works because newtuple is a new tuple, but may not work as you would expect!\n", "\n", "newtuple = (mytuple, 4)\n", "newtuple" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can select a specific value of a list or tuple using square brackets around the item's index. These need to be directly at the end of the variable name. Python index values start from `0`. " ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n", "1\n" ] } ], "source": [ "# select by index\n", "\n", "print (mylist[2])\n", "print (mytuple[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`:` is a special value that will select all items." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3, 4]\n" ] } ], "source": [ "# select all\n", "\n", "print (mylist[:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using a negative index value will count from the back. It starts with `-1`." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "print (mytuple[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to stack indices to select an item in a multi-level list." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# multi-level index\n", "\n", "nested_list = [[1, 2], [3, 4]]\n", "nested_list[0][1] # select first list, then second item" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change and delete values from a list using the index." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[1, 2], [4, 5]]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# change last list item\n", "\n", "nested_list[-1] = [4, 5]\n", "nested_list" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[2], [4, 5]]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# delete list value\n", "\n", "del nested_list[0][0]\n", "nested_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dictionaries:\n", " \n", "Dictionaries are a collection of unordered key-value pairs." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alice': 'cat', 'becky': 'cat', 'chaoli': 'parrot', 'dan': 'dog'}" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lists are created using curly braces\n", "\n", "pet_list = {'alice':'cat', 'becky':'cat', 'chaoli': 'parrot', 'dan':'dog'}\n", "pet_list" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'alice': 'cat', 'becky': 'cat', 'chaoli': 'parrot', 'dan': 'dog'}\n" ] } ], "source": [ "print (pet_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dictionaries have keys and values. This is similar to a physical dictionary - you look up a word to find its definition." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['alice', 'becky', 'chaoli', 'dan'])" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# list all keys\n", "\n", "pet_list.keys()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_values(['cat', 'cat', 'parrot', 'dog'])" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# list all values\n", "\n", "pet_list.values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can find which specifically value goes with which key by using the key as the index." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'dog'" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pet_list['dan']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like lists, you can change dictionary keys and values after the fact. " ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alice': 'cat',\n", " 'becky': 'cat',\n", " 'chaoli': 'parrot',\n", " 'dan': 'dog',\n", " 'ewan': 'bunny'}" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# add a key/value pair\n", "\n", "pet_list['ewan'] = 'bunny'\n", "pet_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's good to check if a key/value pair exists before deleting a value." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'becky': 'cat', 'chaoli': 'parrot', 'dan': 'dog', 'ewan': 'bunny'}" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# delete a key/value pair\n", "\n", "if 'alice' in pet_list.keys():\n", " del pet_list['alice']\n", "pet_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dictionaries can be nested." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'becky': 'cat', 'chaoli': 'parrot', 'dan': 'dog', 'ewan': 'bunny'}" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pet_list_ext = {'alice': {'type':'cat', 'age':3}, \n", " 'becky': {'type':'cat', 'age':9}, \n", " 'chaoli': {'type':'parrot', 'age':23}, \n", " 'dan': {'type':'dog', 'age':7.5}}\n", "pet_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the double named index selection to retrieve values in nested dictionaries." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'parrot'" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pet_list_ext['chaoli']['type']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Boolean Operators and Comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boolean Operators are used to evaluate combinations of either Boolean variables or other variables through evaluation. The operators are `and`, `or`, and `not`.\n", " \n", "Try to guess what will be returned for each combination below!" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "True and True" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "True and False" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "False and False" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "True or True" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "True or False" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "not True" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "not False" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OK\n" ] } ], "source": [ "if (1 and 'hi'): # through evaluation\n", " print('OK')" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "if (0 and 'hi'): # through evaluation\n", " print('OK')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparisons are used to evaluate relative values (ex. is x greater than y), equivalence, or identity. A few examples are shown below." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 > 2" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 < 2" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 >= 2" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 <= 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NOTE! Testing for equivalence needs two equal signs, not one!" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# are these equal?\n", "\n", "1 == 1 " ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "# uncomment the last line below and try to run the cell\n", "# this fails\n", "\n", "#1 = 1" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 != 2 # is not equal to" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`is` and `is not` can also be used for comparisons." ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 is 2" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 is not 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `in` and `not in` to see if a value is part of a sequence." ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 in (1, 2, 3)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1 not in (1, 2, 3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing Libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few different ways to import a Python library or specific function from a library. \n", "\n", "If you import an entire library, you need to preface a function in that library with the library name. For some commonly used libraries or ones with long names, it is common to give it a nickname when importing. If you import a specific function from a library, you can use that function without prefixing it with the library name." ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "import time # import entire library\n", "import numpy as np # call numpy using np\n", "from math import sqrt # just import square root function from math library\n", "from math import factorial as fac # just import factorial function from math library, call it fac" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Be careful with your nicknames because you could potentially conflict with an existing function." ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1612204013.2838109\n" ] } ], "source": [ "# prints current time (seconds since January 1, 1970)\n", "\n", "print(time.time())" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 3, 4])" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# call numpy function using nickname np for numpy\n", "\n", "np.array([2,3,4])" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.0" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# can call sqrt function without having 'math.' in front\n", "\n", "sqrt(16) " ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "120" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# can call factorial function by nickname without having 'math.' in front\n", "\n", "fac(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Control Flow" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the time python programs run line by line, executing each statement in order from top to bottom. However, there are cases when certain lines should be skipped if some condition occurs, or a certain section of code should be run many times. Control flow tools are used to change the order or number of times lines or code sections are run." ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a = 3\n" ] } ], "source": [ "# if a exists, print\n", "\n", "a = 3\n", "if a:\n", " print ('a =', a)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 2 3 " ] } ], "source": [ "# print elements in list\n", "\n", "mylist = [1, 2, 3]\n", "for i in mylist:\n", " print (i, end=\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `range` function returns a list of numbers from `0` to the specified number." ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "range(0, 5)" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "range(5)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 " ] } ], "source": [ "# print numbers in a certain range\n", "\n", "for i in range(5):\n", " print (i, end=\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Certain keywords can affect how the loop functions:" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 5 6 " ] } ], "source": [ "# stop if 7 is reached\n", "\n", "for i in range(10):\n", " if i == 7:\n", " break\n", " print (i, end=\" \")" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 5 6 7 8 9 - no break\n" ] } ], "source": [ "# prints '- no break' if loop completed without break\n", "\n", "for i in range(10):\n", " if i == 12:\n", " break\n", " print (i, end=\" \")\n", "else:\n", " print ('- no break')" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 3 5 7 9 " ] } ], "source": [ "# skips even numbers, but continues through loop after\n", "\n", "for i in range(10):\n", " if i % 2 == 0:\n", " continue\n", " print (i, end=\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is useful to have a placeholder in a loop. Here the loop loops, but due to the `pass` keyword it does nothing." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "# do nothing\n", "\n", "for i in range(10):\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While loops are useful to continue for an unspecified amount of time until a certain condition is met. If there is no condition specified or nothing changes this loop will keep looping!" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 5 6 7 8 9 " ] } ], "source": [ "# while loop\n", "\n", "a = 0\n", "while a < 10:\n", " print (a, end=\" \")\n", " a += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `try`, `except`, and `finally` keywords are used to catch things that have failed. `finally` will always run, but `except` will only run if the specified error occurred." ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "that didn't work\n", "end\n" ] } ], "source": [ "try:\n", " 1 / 0\n", "except ZeroDivisionError:\n", " print(\"that didn't work\")\n", "finally:\n", " print('end')" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "end\n" ] } ], "source": [ "try:\n", " 1 / 1\n", "except ZeroDivisionError:\n", " print (\"that didn't work\")\n", "finally:\n", " print ('end')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also have a general `except` clause to catch any type of error." ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "that didn't work\n", "end\n" ] } ], "source": [ "try:\n", " 1 / 0\n", "except:\n", " print (\"that didn't work\")\n", "finally:\n", " print ('end')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### List Comprehension" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "List Comprehension is a quick way to run through a loop. The following two cells create the same resulting list." ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 2, 4, 6, 8]" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mylist = []\n", "for i in range(5):\n", " mylist.append(i * 2)\n", "mylist" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 2, 4, 6, 8]" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mylist = [i*2 for i in range(5)]\n", "mylist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Custom Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is useful to create custom functions when you want to reuse sections of code many times.\n", "\n", "The `def` keyword is used to start a function definition. Arguments that the function expects to receive are listed between parentheses before the `:`." ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "# define a function with no arguments\n", "\n", "def myfunct():\n", " print ('hello')" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "# define a function with one argument\n", "\n", "def myfunct2(name):\n", " print ('hello,', name)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hello\n", "hello, Iekika\n" ] } ], "source": [ "# call the functions\n", "\n", "myfunct()\n", "myfunct2('Iekika')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you forget the parentheses in the function call Python will tell you about the function rather than calling it." ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myfunct" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### File Operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can open, read, write files using Python." ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<_io.TextIOWrapper name='test_file.txt' mode='r' encoding='UTF-8'>" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# open a file\n", "\n", "myfile = open('test_file.txt')\n", "myfile" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['line 1\\n', 'second line\\n', '\\n', '4th line\\n', 'this is a test file']" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read file lines\n", "\n", "lines = myfile.readlines()\n", "lines" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "line 1\n", "\n", "second line\n", "\n", "\n", "\n", "4th line\n", "\n", "this is a test file\n" ] } ], "source": [ "# print each line\n", "\n", "for line in lines:\n", " print(line)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4th line\n", "\n" ] } ], "source": [ "# print a specific line\n", "\n", "print(lines[3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is important to close the file when you are finished accessing it!" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "# close file\n", "\n", "myfile.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A trick is to use the with statement to read a file instead. The file will be closed automatically." ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'line 1\\nsecond line\\n\\n4th line\\nthis is a test file'" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# open with 'with' statement\n", "\n", "with open('test_file.txt') as newfile:\n", " newlines = newfile.read()\n", " \n", "newlines" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1612204013.6704671" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get current time\n", "\n", "nowtime = time.time()\n", "nowtime" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "# write to a file\n", "\n", "with open('write_me.txt', 'w') as wfile:\n", "\n", " wfile.write('Hi there! ' + str(nowtime))" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Hi there! 1612204013.6704671'" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read written file\n", "\n", "with open('write_me.txt') as rfile:\n", " rlines = rfile.read()\n", " \n", "rlines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Geospatial Data Processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This last section will briefly cover raster and vector data and show a few introductory ways to work with these data types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Raster data\n", "\n", "The idea of raster data is extended from digital photography, where a matrix is used to represent a continuous part of the world. A GeoTIFF extends the TIFF image format by including geospatial context of the corresponding image.\n", "\n", "\n", "Generic image readers/libraries ignore the geospatial info and retrieve only the image content. Geospatially-aware software/libraries are needed to extract complete information from this image format. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RasterIO\n", "\n", "RasterIO is a light-weight raster processing library that provides enough utility and flexibility for a good range of common needs. Refer to this example as a start.\n" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "# load raster data\n", "\n", "chicago_tif = rasterio.open(os.path.join('pyintro_resources/data','Chicago.tif'))" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "rasterio.io.DatasetReader" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# see type\n", "\n", "type(chicago_tif)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(929, 699)" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# find the shape of the array (rows vs columns)\n", "\n", "chicago_tif.shape" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "# assign the first image band to a variable\n", "\n", "band1 = chicago_tif.read(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vector data\n", "\n", "Vector data describe the world with explicit coordinates and attributes. A GeoJson is a straight-forward format derived from Json. It packs vector data in a way easy for both humans and machines to read/write." ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "# load chicago vector data\n", "\n", "chicago = json.load(open(os.path.join('pyintro_resources/data','Chicago_Community.geojson')))" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Json is represented in Python as a dictionary\n", "\n", "type(chicago)" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['type', 'features'])" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can see the dictionary keys\n", "\n", "chicago.keys()" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'FeatureCollection'" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the value of 'type' is 'FeatureCollection': a collection of vector features\n", "\n", "chicago['type']" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "list" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 'features' contains a list of feature values\n", "\n", "type(chicago['features'])" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['type', 'properties', 'geometry'])" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what are the keys for the first feature in the list\n", "\n", "chicago['features'][0].keys()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'community': 'DOUGLAS',\n", " 'area': '0',\n", " 'shape_area': '46004621.1581',\n", " 'perimeter': '0',\n", " 'area_num_1': '35',\n", " 'area_numbe': '35',\n", " 'comarea_id': '0',\n", " 'comarea': '0',\n", " 'shape_len': '31027.0545098'}" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what are the properties for the first feature in the list\n", "\n", "chicago['features'][0]['properties']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Basic Image Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib is a powerful library commonly used to display vector data, but one that can handle raster data. Use the `%matplotlib inline` command to help display plots as cell output." ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the band with Matplotlib\n", "\n", "fig = plt.figure(figsize=(12,10))\n", "plt.imshow(band1, cmap='gray', extent=chicago_tif.bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Basic Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib is powerful for generating graphs. Here is a simple example graph:" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3,4])\n", "plt.title('My Plot')\n", "plt.ylabel('some numbers')\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python libraries optimized for visualizing geospatial vector data will be covered in a later notebook!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Enjoy getting to know Python through Jupyter Notebooks!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3-0.8.0" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }