Class1_Intro_to_Pythonx
Download
Report
Transcript Class1_Intro_to_Pythonx
Lecture 1
Introduction to Python
Programming
Jeffery S. Horsburgh
Hydroinformatics
Fall 2014
This work was funded by National Science
Foundation Grants EPS 1135482 and EPS
1208732
Objectives
• Introduction to the Python programming
language
• Write and execute computer code to
automate repetitive tasks
• Retrieve and use data from common
hydrologic data sources
This Week’s Schedule
• Today
– Introduction to Python
– Key Python coding concepts and conventions
– Introduction to the coding challenge
• Thursday
– Group work on coding challenge
Why Python?
• Python is generally:
–
–
–
–
Comparatively easy to learn
Freely available
Cross-platform (Windows, Mac, Linux)
Widely used – extensive capabilities, documentation,
and support
– Access to advanced math, statistics, and database
functions
– Integrated into ArcGIS and other applications
– Simple, interpreted language – no compilation step
http://www.python.org
What is Python?
Python Basics
• To run Python interactively, we will use Idle (the
Python GUI)
– Command line interpreter – evaluates whatever you type
in
– Text editor with syntax highlighting
– Menu commands for changing settings and running files
• Windows: Start All Programs Python 2.7 Idle
(Python GUI)
• Mac: Applications Python 2.7 Idle
Idle on Windows
Simple Arithmetic
>>>print 1 + 2
3
>>>
Try typing some mathematical expressions
Manipulate Strings
>>>print ‘charles’ + ‘darwin’
charlesdarwin
>>>
Try typing some string expressions
Variables
• Variables are names for values
• Created by use – no declaration necessary
>>>planet = ‘Pluto’
>>>print planet
Pluto
>>>
variable
planet
value
‘Pluto’
Variables
• Variables are names for values
• Created by use – no declaration necessary
>>>planet = ‘Pluto’
>>>print planet
Pluto
>>>moon = ‘Charon’
>>>
variable
value
planet
‘Pluto’
moon
‘Charon’
Variables
• Variables can be assigned to other variables
>>>p = planet
>>>
variable
value
planet
‘Pluto’
moon
‘Charon’
p
Variables
• Variables can be assigned to other variables
>>>p = planet
>>>print p
Pluto
>>>
variable
value
planet
‘Pluto’
moon
‘Charon’
p
Variables
• In Python, variables are just names
• Variables do not have data types
string
>>>planet = ‘Pluto’
>>>
variable
planet
value
‘Pluto’
Variables
• In Python, variables are just names
• Variables do not have data types
>>>planet = ‘Pluto’
>>>planet = 9
>>>
variable
planet
value
‘Pluto’
9
integer
Variables
• In Python, variables are just names
• Variables do not have data types
>>>planet = ‘Pluto’
>>>planet = 9
>>>
Python collects the garbage and
recycles the memory (e.g., ‘Pluto’)
variable
planet
value
‘Pluto’
9
integer
Variables
• You must assign a value to a variable before
using it
>>>planet = ‘Sedna’
>>>
Variables
• You must assign a value to a variable before
using it
>>>planet = ‘Sedna’
>>>print plant #Note the deliberate misspelling
Variables
• You must assign a value to a variable before
using it
>>>planet = ‘Sedna’
>>>print plant #Note the deliberate misspelling
Traceback (most recent call last):
File "<pyshell#11>", line 1, in <module>
print plant
NameError: name 'plant' is not defined
Unlike some languages – Python does not initialize variables with a default value
Values Do Have Types
>>>string = ‘two’
>>>number = 3
>>>print string * number
Values Do Have Types
>>>string = ‘two’
>>>number = 3
>>>print string * number
twotwotwo
>>>
#Repeated concatenation
Values Do Have Types
>>>string = ‘two’
>>>number = 3
>>>print string * number
twotwotwo
>>>print string + number
#Repeated concatenation
‘two3’ ????
If so, then what is the result of ‘2’ + ‘3’
• Should it be the string ‘23’
• Should it be the number 5
• Should it be the string ‘5’
Values Do Have Types
>>>string = ‘two’
>>>number = 3
>>>print string * number #Repeated concatenation
twotwotwo
>>>print string + number
Traceback (most recent call last):
File "<pyshell#15>", line 1, in <module>
print string + number
TypeError: cannot concatenate 'str' and 'int' objects
Use Functions to Convert Between Types
>>>print int(‘2’) + 3
5
>>>
Arithmetic in Python
Addition
Subtraction
Multiplication
Division
Exponentiation
+
*
/
**
35 + 22
57
‘Py’ + ‘thon’
‘Python’
35 - 22
13
3*2
6
‘Py’ * 2
‘PyPy’
3.0 / 2
1.5
3/2
1
2 ** 0.5
1.41421356…
Comparisons
>>>3 < 5
True
>>>
Comparisons turn
numbers or
strings into True
or False
Comparisons
3<5
True
Less than
3 != 5
True
Not equal to
3 == 5
False
Equal to (Notice double ==)
3 >= 5
False
Greater than or equal to
1<3<5
True
Multiple comparisons
Single ‘=‘ is assignment
Double ‘==‘ is comparison
Python Lists
• A container that holds a number of other
objects in a given order
• To create a list, put a number of expressions
in square brackets:
>>> L1 = [] # This is an empty list
>>> L2 = [90,91,92] # This list has 3 integers
>>> L3 = [‘Captain America’, ‘Iron Man’, ‘Spider Man’]
• Lists do not have to be homogenous
>>>L4 = [5, ‘Spider Man’, 3.14159]
Accessing Elements in a List
• Access elements using an integer index
item = List[index]
• List indices are zero based
>>> L3 = [‘Captain America’, ‘Iron Man’, ‘Spider Man’]
>>> print ‘My favorite superhero is’ + L3[2]
My favorite superhero is Spider Man
• To get a range of elements from a list use:
>>>L3[0:2] #Get the first two items in a list
['Captain America', 'Iron Man']
>>>len(L3)
3
#Returns the number of elements in a list
>>L3[-1] #Get the last item in a list
'Spider Man'
Dictionaries
• A collection of pairs (or items) where each pair
has a key and a value
>>> D = {‘Jeff’: ‘a’, ‘Steve’:‘b’, ‘Jon’:‘c’}
>>> D[‘Jeff’]
‘a’
>>> D[‘Steve’] = ‘d’ #update value for key ‘Steve’
>>> D[‘Steve’]
‘d’
Behold the Power of Programming!
• The real power of programming comes from
the ability to perform:
– Selection – the ability to do one thing rather than
another
– Repetition – the ability to automatically do
something many times
Selection – if, elif, and else
moons = 3
if moons < 0:
print ‘less’
elif moons == 0:
print ‘equal’
else:
print ‘greater’
Always starts with if and a condition
There can be 0 or more elif clauses
The else clause has no condition
and is executed if nothing else is
done
Tests are always tried in order
Since moons is not less than 0 or
equal to zero, neither of the first
two blocks is executed
Selection – if, elif, and else
>>>moons = 3
>>>if moons < 0:
print ‘less’
elif moons == 0:
print ‘equal’
else:
print ‘greater’
greater
>>>
Indentation
• Python uses indentation to show which
statements are in an if, elif, else statement
• Any amount of indentation will work, but the
standard is 4 spaces (and you must be
consistent)
Repetition - Loops
• Simplest form of repetition is the while loop
numMoons = 3
while numMoons > 0:
print numMoons
numMoons -= 1
Repetition - Loops
• Simplest form of repetition is the while loop
numMoons = 3
while numMoons > 0:
print numMoons
numMoons -= 1
While this is true
Do this
Repetition - Loops
>>>numMoons = 3
>>>while numMoons > 0:
print numMoons
numMoons -= 1
3
2
1
>>>
Combine Looping and Selection
numMoons = 0
while numMoons < 5:
if numMoons > 0:
print numMoons
numMoons += 1
Combine Looping and Selection
>>>numMoons = 0
>>>while numMoons < 5:
if numMoons > 0:
print numMoons
numMoons += 1
1
2
3
4
>>>
Saving and Executing Code
• Writing and executing complex code is too
difficult to do line by line at the command line
• As soon as you close the Python interpreter,
all of your work is gone…
• Instead
– Write code using a text editor
– Save the code as a text file with a “.py” extension
– Execute code in the file from the command line
Using a Script File
• Start a new Python text file in Idle. You can write Python in
Notepad, but if you use a formal editor, you get color coding!
• Click “File/New File”. This will open the script editor.
• Write your script and save it as a “*.py” file. Then click
“Run/Run Module” to test it….
Results appear in the “shell” window.
Modules
• You may want to reuse a function that you have
written in multiple scripts without copying the
definition into each one
• Save the function(s) as a module
• Import the module into other scripts
• It’s like an “extension” or “plug-in”
• In the interpreter type, help(‘modules’) to
get a list of all currently installed modules.
Import a Module into a Script
Some Python Resources
• Python 2.7.8 documentation:
https://docs.python.org/2/index.html
• Software Carpentry: http://softwarecarpentry.org/index.html
• Python in Hydrology:
http://www.greenteapress.com/pythonhydro/
pythonhydro.html
And many others…
Coding Challenge
Get the Data
http://waterdata.usgs.gov/nwis/uv?cb_00060=on&forma
t=rdb&site_no=10109000&period=&begin_date=201408-18&end_date=2014-08-25
Coding Challenge
1. Divide into small groups of no more than 3-4 people
2. Choose a real-time streamflow gage from the USGS
that you are interested in. It could be a nearby gage
or one that is near and dear to your heart. To see an
interactive map of gage locations, go to:
http://maps.waterdata.usgs.gov/mapper/index.html
3. Create a Python script that does the following:
a.
b.
c.
d.
Download the most recent data from the USGS website
Read the file
Extract the most recent streamflow value from the file
Print the most recent streamflow value and the date at
which it occurred to the screen
Example Solution
“The most recent streamflow value for
USGS Gage 10109000 was 109 cfs on
2014-08-25 3:15.”
Some Hints
• Develop your solution as a script so you can save it as a
file.
• The USGS website returns the data as a file, but you
have to request it using a URL in your code. The
Python module called “urllib2” is one option for
downloading a file using a URL.
• The data are returned in a text file where each new line
represents a new date/time and data value. The
Python module called “re” is one option for splitting a
string using delimiters such as tabs or new-line
characters.
• Also – check out the Python “split” method
Credits
• Some instructional materials adapted from
the Software Carpentry website
http://software-carpentry.org
Copyright © Software Carpentry
Support:
EPS 1135482