Difference between revisions of "Python-3.4.3/C2/Other-Types-Of-Plots/English"

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'''Keywords: Python, IPython, pylab, scatter plot, loglog plot, video tutorial'''
 
'''Keywords: Python, IPython, pylab, scatter plot, loglog plot, video tutorial'''
 
  
  
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|-
 
|-
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show slide  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show slide  
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Hello friends. Welcome to the tutorial on '''Other types of plots'''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Hello friends. Welcome to the tutorial on '''Other types of plots'''
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* Create '''scatter plot'''
 
* Create '''scatter plot'''
 
* Create''' log-log plots'''
 
* Create''' log-log plots'''
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| At the end of this tutorial, you will be able to -  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| At the end of this tutorial, you will be able to -  
Line 34: Line 30:
 
* Create '''scatter plot'''
 
* Create '''scatter plot'''
 
* Create''' log-log plots'''
 
* Create''' log-log plots'''
 
 
  
 
|-
 
|-
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* '''Python 3.4.3'''
 
* '''Python 3.4.3'''
 
* '''IPython 5.1.0'''
 
* '''IPython 5.1.0'''
 
 
  
 
|-
 
|-
Line 59: Line 51:
  
 
If not, see the relevant '''Python''' tutorials on http://spoken-tutorial.org
 
If not, see the relevant '''Python''' tutorials on http://spoken-tutorial.org
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| To practice this tutorial, you should know how to
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| To practice this tutorial, you should know how to
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'''ipython3'''
 
'''ipython3'''
 
 
  
 
| style="background-color:#ffffff;border:1pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.032cm;padding-right:0.191cm;"| Let us first open the '''Terminal '''by pressing '''Ctrl+Alt+T '''keys simultaneously.  
 
| style="background-color:#ffffff;border:1pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.032cm;padding-right:0.191cm;"| Let us first open the '''Terminal '''by pressing '''Ctrl+Alt+T '''keys simultaneously.  
 
  
 
Now, type '''ipython3''' and press '''Enter'''.  
 
Now, type '''ipython3''' and press '''Enter'''.  
Line 87: Line 74:
 
'''%pylab '''and press '''Enter.'''
 
'''%pylab '''and press '''Enter.'''
 
| style="background-color:#ffffff;border:1pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.032cm;padding-right:0.191cm;"| Let us initialise the '''pylab''' package.
 
| style="background-color:#ffffff;border:1pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.032cm;padding-right:0.191cm;"| Let us initialise the '''pylab''' package.
 
  
 
Type ''percent '''''pylab '''and press''' Enter.'''
 
Type ''percent '''''pylab '''and press''' Enter.'''
Line 96: Line 82:
 
'''Scatter plot'''
 
'''Scatter plot'''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| In a '''scatter''' '''plot''', the data is displayed as a collection of points.  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| In a '''scatter''' '''plot''', the data is displayed as a collection of points.  
 
  
 
Each point determines its position on the x and y axes  
 
Each point determines its position on the x and y axes  
 
 
 
  
 
|-
 
|-
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Exercise 1
 
Exercise 1
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| * Plot a '''scatter''' '''plot''' showing the percentage profit of a company A from the year 2000 to 2010.  
+
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"|
 +
* Plot a '''scatter''' '''plot''' showing the percentage profit of a company A from the year 2000 to 2010.  
  
 
* The data for the same is available in the '''file''' '''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt'''.
 
* The data for the same is available in the '''file''' '''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt'''.
Line 114: Line 97:
  
 
* Please download and use it.
 
* Please download and use it.
 
 
  
 
|-
 
|-
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| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show cat '''company-a-data.txt '''output
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show cat '''company-a-data.txt '''output
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| The data file has two columns with a set of values in each column.
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| The data file has two columns with a set of values in each column.
 
  
 
The first column represents the years. And the second column represents the profit percentage.
 
The first column represents the years. And the second column represents the profit percentage.
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|-
 
|-
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| [IPython Terminal]
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| [IPython Terminal]
 
  
 
'''year, profit = loadtxt('company-a-data.txt', unpack = True)'''
 
'''year, profit = loadtxt('company-a-data.txt', unpack = True)'''
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| To produce the scatter plot,  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| To produce the scatter plot,  
 
  
 
we first need to load the data from the file using '''loadtxt''' command.
 
we first need to load the data from the file using '''loadtxt''' command.
Line 149: Line 125:
 
Type
 
Type
  
 
+
'''year '''''comma''''' profit '''''equal to''''' loadtxt '''''within parentheses within single quotes '''''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt '''''after single quotes comma''''' unpack '''''equal to''''' True '''and''' Press Enter'''
'''year '''''comma''''' profit '''''equal to''''' loadtxt '''''within parentheses within single quotes '''''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt '''''after single quotes comma''''' unpack '''''comma''''' True '''and''' Press Enter'''
+
 
+
 
+
 
+
  
 
|-
 
|-
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'''scatter()''' function
 
'''scatter()''' function
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| '''scatter() function''' is used to generate the '''scatter''' '''graph'''  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| '''scatter() function''' is used to generate the '''scatter''' '''graph'''  
 
  
 
Syntax: '''scatter '''''within parentheses '''''x '''''comma '''''y'''
 
Syntax: '''scatter '''''within parentheses '''''x '''''comma '''''y'''
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* '''x '''is''' '''a sequence of data
 
* '''x '''is''' '''a sequence of data
 
* '''y '''is''' '''a sequence of data having the same length of '''x'''
 
* '''y '''is''' '''a sequence of data having the same length of '''x'''
 
 
  
 
|-
 
|-
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| [IPython Terminal]
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| [IPython Terminal]
 
  
 
'''scatter(year, profit)'''
 
'''scatter(year, profit)'''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Let us use '''scatter function '''to '''plot scatter graph '''for data stored in '''year '''and''' profit. '''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Let us use '''scatter function '''to '''plot scatter graph '''for data stored in '''year '''and''' profit. '''
 
  
 
Type '''scatter '''''within parentheses''''' year '''''comma''''' profit''' and press '''Enter.'''
 
Type '''scatter '''''within parentheses''''' year '''''comma''''' profit''' and press '''Enter.'''
 
  
 
Notice that we passed two arguments to '''scatter() '''function.
 
Notice that we passed two arguments to '''scatter() '''function.
  
 
First one being the values in x-coordinate that is '''year.'''
 
First one being the values in x-coordinate that is '''year.'''
 
  
 
Second, the values in y-coordinate, the '''profit''' '''percentages'''.
 
Second, the values in y-coordinate, the '''profit''' '''percentages'''.
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Exercise
 
Exercise
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Pause the video here, try out the following exercise and resume the video.
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Pause the video here, try out the following exercise and resume the video.
 
  
 
Read the documentation of scatter.
 
Read the documentation of scatter.
Line 205: Line 167:
  
 
'''Plot''' a scatter plot of same data in '''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt''' with red diamond markers.
 
'''Plot''' a scatter plot of same data in '''company '''''hyphen '''''a '''''hyphen '''''data '''''dot '''''txt''' with red diamond markers.
 
 
  
  
Line 216: Line 176:
  
 
'''scatter(year,profit,color='r',marker='d')'''
 
'''scatter(year,profit,color='r',marker='d')'''
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Solution to Exercise
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Solution to Exercise
 
  
 
Clear the '''plot window '''by typing '''clf parentheses '''and press '''Enter'''
 
Clear the '''plot window '''by typing '''clf parentheses '''and press '''Enter'''
 
  
 
Now type  
 
Now type  
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| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show plot window
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Show plot window
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Thus, we got our scatter plot.  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Thus, we got our scatter plot.  
 
  
 
Now let us see another kind of plot.
 
Now let us see another kind of plot.
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'''log-log '''graph
 
'''log-log '''graph
  
 
+
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"|
 
+
* A '''log-log plot''' is a two-dimensional graph of numerical data.
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| * A '''log-log plot''' is a two-dimensional graph of numerical data.
+
 
* It uses '''logarithmic''' '''scales''' on both '''axes'''.
 
* It uses '''logarithmic''' '''scales''' on both '''axes'''.
 
* Graph appears as straight line due to non-linear scaling
 
* Graph appears as straight line due to non-linear scaling
 
 
  
 
|-
 
|-
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'''loglog() function'''
 
'''loglog() function'''
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| '''Syntax'''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| '''Syntax'''
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* '''x '''is''' '''a sequence of data
 
* '''x '''is''' '''a sequence of data
 
* '''y '''is''' '''a sequence of data, having the same length of '''x'''
 
* '''y '''is''' '''a sequence of data, having the same length of '''x'''
 
 
  
 
|-
 
|-
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'''y = 5*x**3'''
 
'''y = 5*x**3'''
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Before we actually plot, let us calculate the points needed for that.  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Before we actually plot, let us calculate the points needed for that.  
 
  
 
Type''' '''
 
Type''' '''
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'''loglog(x,y)'''
 
'''loglog(x,y)'''
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Clear the '''plot window '''by typing '''clf '''parentheses and '''press Enter'''
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| Clear the '''plot window '''by typing '''clf '''parentheses and '''press Enter'''
 
  
 
Type '''loglog '''''within parentheses '''''x '''''comma '''''y '''and '''press Enter'''
 
Type '''loglog '''''within parentheses '''''x '''''comma '''''y '''and '''press Enter'''
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Summary  
 
Summary  
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| This brings us to the end of this tutorial. In this tutorial we learnt to,
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| This brings us to the end of this tutorial. In this tutorial we learnt to,
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# Plot a '''log-log graph''' using '''loglog()''' function
 
# Plot a '''log-log graph''' using '''loglog()''' function
 
 
  
 
|-
 
|-
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# '''scatter '''''within parentheses '''''x '''''comma''''' y '''''comma''''' color '''''equal to within single quotes '''''blue '''''comma''''' marker '''''equal to within single quotes '''''d'''  
 
# '''scatter '''''within parentheses '''''x '''''comma''''' y '''''comma''''' color '''''equal to within single quotes '''''blue '''''comma''''' marker '''''equal to within single quotes '''''d'''  
  
and '''plot '''''within parentheses '''''x '''''comma''''' y '''''comma''''' color '''''equal to within single quotes '''''b '''''comma''''' marker '''''equal to within single quotes '''''d'''does exactly the same.?
+
and '''plot '''''within parentheses '''''x '''''comma''''' y '''''comma''''' color '''''equal to within single quotes '''''b '''''comma''''' marker '''''equal to within single quotes '''''d''' does exactly the same.?
  
 
* True or False
 
* True or False
 
 
  
 
|-
 
|-
Line 345: Line 281:
  
 
Solution to assignment
 
Solution to assignment
 
 
  
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| And the answer,
 
| style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0cm;padding-bottom:0cm;padding-left:0.097cm;padding-right:0.191cm;"| And the answer,
  
 
# '''False'''. Both functions do not produce the same kind of plot.
 
# '''False'''. Both functions do not produce the same kind of plot.
 
 
  
 
|-
 
|-

Revision as of 12:00, 6 September 2017

lPython/C2/Other-types-of-plots/English


Title of script: Other types of plots.

Author: Anoop Jacob Thomas, Thirumalesh H S

Keywords: Python, IPython, pylab, scatter plot, loglog plot, video tutorial


Visual Cue Narration
Show slide Hello friends. Welcome to the tutorial on Other types of plots
Show slide

Learning Objectives

  • Create scatter plot
  • Create log-log plots
At the end of this tutorial, you will be able to -
  • Create scatter plot
  • Create log-log plots
Show slide

System Specifications

To record this tutorial, I am using
  • Ubuntu Linux 14.04 operating system
  • Python 3.4.3
  • IPython 5.1.0
Show slide

Pre-requisites

  • run basic Python commands on the ipython console
  • Load data from files and
  • Plot data.

If not, see the relevant Python tutorials on http://spoken-tutorial.org

To practice this tutorial, you should know how to
  • run basic Python commands on the ipython console
  • Load data from files and
  • Plot data.

If not, see the relevant Python tutorials on this website.

[Terminal]

ipython3

Let us first open the Terminal by pressing Ctrl+Alt+T keys simultaneously.

Now, type ipython3 and press Enter.

[IPython console]

%pylab and press Enter.

Let us initialise the pylab package.

Type percent pylab and press Enter.

Show Slide

Scatter plot

In a scatter plot, the data is displayed as a collection of points.

Each point determines its position on the x and y axes

Show Slide

Exercise 1

  • Plot a scatter plot showing the percentage profit of a company A from the year 2000 to 2010.
  • The data for the same is available in the file company hyphen a hyphen data dot txt.
  • company hyphen a hyphen data dot txt file is available in the code file link of this tutorial.
  • Please download and use it.
In terminal type:

cat company-a-data.txt

Let us see the content of the file company hyphen a hyphen data dot txt.

So type,

cat company hyphen a hyphen data dot txt. and press Enter

Show cat company-a-data.txt output The data file has two columns with a set of values in each column.

The first column represents the years. And the second column represents the profit percentage.

[IPython Terminal]

year, profit = loadtxt('company-a-data.txt', unpack = True)

To produce the scatter plot,

we first need to load the data from the file using loadtxt command.

Type

year comma profit equal to loadtxt within parentheses within single quotes company hyphen a hyphen data dot txt after single quotes comma unpack equal to True and Press Enter

Highlight unpack = True unpack equal to True returns the transposed array of data
Show Slide

scatter() function

scatter() function is used to generate the scatter graph

Syntax: scatter within parentheses x comma y

  • x is a sequence of data
  • y is a sequence of data having the same length of x
[IPython Terminal]

scatter(year, profit)

Let us use scatter function to plot scatter graph for data stored in year and profit.

Type scatter within parentheses year comma profit and press Enter.

Notice that we passed two arguments to scatter() function.

First one being the values in x-coordinate that is year.

Second, the values in y-coordinate, the profit percentages.

Show Slide

Exercise

Pause the video here, try out the following exercise and resume the video.

Read the documentation of scatter.


Plot a scatter plot of same data in company hyphen a hyphen data dot txt with red diamond markers.


[IPython Terminal]


clf()

scatter(year,profit,color='r',marker='d')

Solution to Exercise

Clear the plot window by typing clf parentheses and press Enter

Now type

scatter within parentheses year comma profit comma color equal to within single quotes r comma marker equal to within single quotes d and press Enter

Show plot window Thus, we got our scatter plot.

Now let us see another kind of plot.

Show Slide

log-log graph

  • A log-log plot is a two-dimensional graph of numerical data.
  • It uses logarithmic scales on both axes.
  • Graph appears as straight line due to non-linear scaling
Show Slide

loglog() function

Syntax

loglog within parentheses x comma y

  • x is a sequence of data
  • y is a sequence of data, having the same length of x
Show Slide

Exercise 3

Plot a log-log chart of y equal to 5 times x cube for x from 1 to 20.
[IPython Terminal]


x = linspace(1,20,100)

y = 5*x**3

Before we actually plot, let us calculate the points needed for that.

Type

x equalto linspace within parentheses 1 comma 20 comma 100 and press Enter

Then, y equal to 5 into x raised to 3 and press Enter

[IPython Terminal]

clf()

loglog(x,y)

Clear the plot window by typing clf parentheses and press Enter

Type loglog within parentheses x comma y and press Enter

Show plot window We see the required plot
Show Slide

Summary

This brings us to the end of this tutorial. In this tutorial we learnt to,


  1. Plot a scatter plot using scatter() function
  1. Plot a log-log graph using loglog() function
Show Slide

Assignment


Here are some self assessment questions for you to solve.
  1. scatter within parentheses x comma y comma color equal to within single quotes blue comma marker equal to within single quotes d

and plot within parentheses x comma y comma color equal to within single quotes b comma marker equal to within single quotes d does exactly the same.?

  • True or False
Show Slide

Solution to assignment

And the answer,
  1. False. Both functions do not produce the same kind of plot.
Show Slide

Forum

Please post your timed queries in this forum.
Show Slide

Fossee Forum

Please post your general queries on Python in this forum.
Show Slide

Textbook Companion

FOSSEE team coordinates the TBC project.
Show Slide

Acknowledgment

http://spoken-tutorial.org

Spoken Tutorial Project is funded by NMEICT, MHRD, Govt. of India.

For more details, visit this website.

Previous slide This is _________ from IIT Bombay (or FOSSEE, if you wish) signing off.

Thank you.

Contributors and Content Editors

Nancyvarkey, Nirmala Venkat, Pratham920