Difference between revisions of "Python-3.4.3/C2/Plotting-Charts/English"
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− | + | '''Title of script: Plotting Charts''' | |
− | + | '''Author: Trupti Kini, Thirumalesh H S''' | |
− | + | '''Keywords: Python, IPython, pylab, scatter plot''', '''charts, matplotlib help''' | |
− | {| style="border-spacing:0 | + | {| style="border-spacing:0;" |
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| '''Visual Cue''' |
− | | '''Visual Cue''' | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| '''Narration''' |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show slide | ||
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Hello friends. Welcome to the tutorial on '''plotting charts''' | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show slide | ||
+ | Learning Objectives | ||
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| At the end of this tutorial, you will be able to - |
+ | * Create '''pie charts''' | ||
+ | * Create '''bar charts '''and | ||
+ | * Find more information on '''matplotlib''' | ||
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show slide | |
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System Specifications | System Specifications | ||
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| To record this tutorial, I am using |
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+ | * '''Ubuntu Linux 14.04''' operating system | ||
+ | * '''Python 3.4.3''' | ||
+ | * '''IPython 5.1.0''' | ||
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− | | Show slide | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show slide |
Pre-requisites | Pre-requisites | ||
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| To practice this tutorial, you should know how to |
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+ | * 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. | ||
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− | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top: | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Open [Terminal] and type |
'''ipython3''' | '''ipython3''' | ||
− | + | | style="background-color:#ffffff;border:1pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0125in;padding-right:0.075in;"| Let us first open the '''Terminal '''by pressing '''Ctrl+Alt+T '''keys simultaneously. | |
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Now, type '''ipython3''' and press '''Enter'''. | Now, type '''ipython3''' and press '''Enter'''. | ||
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− | | | + | | style="background-color:#ffffff;border:1pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0125in;padding-right:0.075in;"| [IPython console] |
+ | type '''%pylab '''and press '''Enter.''' | ||
+ | | style="background-color:#ffffff;border:1pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0125in;padding-right:0.075in;"| Let us initialize the '''pylab''' package. | ||
Type '''%pylab '''and press''' Enter.''' | Type '''%pylab '''and press''' Enter.''' | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | '''Pie chart''' | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| A '''pie''' '''chart''' is a circular chart divided into sectors, to illustrate numerical proportion | ||
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− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide |
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− | + | '''pie()''' function | |
− | + | Syntax: | |
− | + | '''pie(values, labels= labels)''' | |
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+ | * '''values – '''the data to be plotted | ||
+ | * '''labels''' – the label for each wedge in the pie chart | ||
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| The syntax for pie() function is as follows: | |
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+ | '''pie ''inside parentheses'' values ''comma'' labels ''equal to'' labels''' | ||
− | + | * where '''values are '''the data to be plotted | |
− | * | + | * and '''labels''' – the label for each wedge in the pie chart |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
− | | | + | Exercise 1 |
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| | |
+ | * Plot a '''pie''' '''chart''' representing the profit percentage of company A. | ||
− | + | * Use the data from file '''company-a-data.txt''' available in the code file link of this tutorial | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [File browser] | ||
+ | Open the file '''company-a-data.txt''' and show the content | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| The data file has two columns with a set of values in each column. | ||
− | + | The first column represents years. The second column represents the profit percentages. | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [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:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| To produce a scatter plot, we first need to load the data from the file using '''loadtxt''' command. | ||
+ | Let us clear the '''terminal'''. | ||
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+ | '''year ''comma'' profit ''equal to'' loadtxt ''inside parentheses inside single quotes'' add the path of the file company-a-data.txt ''comma'' unpack ''equal to'' True''' and press '''Enter''' | ||
− | + | '''unpack ''equal to'' True --> returns''' the '''transposed array '''of '''data'''. | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [Ipython Terminal] | ||
'''clf()''' | '''clf()''' | ||
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'''pie(profit,labels=year)''' | '''pie(profit,labels=year)''' | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Type '''clf ''open and close parentheses'' '''to clear the plot window, if any plots executed previously. | ||
+ | Type '''pie(profit ''comma'' labels equal to year)''' and press '''Enter'''. | ||
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [Plot Window] | |
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− | | [Plot Window] | + | |
Show '''pie chart '''plot | Show '''pie chart '''plot | ||
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Notice that we passed two arguments to the function '''pie()'''. |
+ | First one being the '''values,''' which is '''profit''' in our case. | ||
− | + | The next one being the set of '''labels''' to be used in the '''pie chart''', which is '''year''' in our case. | |
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− | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top: | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide |
− | + | Exercise 2 | |
+ | | style="border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Pause the video here. | ||
+ | Try out the following exercise and resume the video. | ||
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− | + | Plot a '''pie''' '''chart''' with the same data with the following colors for each wedges. | |
+ | * '''white, red, black, magenta,''' | ||
+ | * '''yellow, blue, green, cyan,''' | ||
+ | * '''yellow, magenta '''and''' blue'''. | ||
− | + | Hint: In your '''ipython interpreter, '''try typing '''pie question mark'''. | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [IPython Terminal] | ||
'''clf()''' | '''clf()''' | ||
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'''pie(profit,labels=year,colors=('w','r','k','m','y','b','g','c','y','m','b'))''' | '''pie(profit,labels=year,colors=('w','r','k','m','y','b','g','c','y','m','b'))''' | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Solution to Exercise 2 | ||
+ | Clear the '''plot window '''by typing '''clf open and close parentheses''' and press '''Enter'''. | ||
− | + | Type '''pie inside parentheses profit comma labels equal to year comma colors equal to inside parentheses the color codes ''' and press '''Enter'''. | |
+ | This will display a pie chart with each wedge having the color as specified in the parameters. | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | '''Bar chart''' | ||
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| A '''bar chart''' is a '''chart''' | |
− | + | * with rectangular bars | |
+ | * with lengths proportional to the values that they represent. | ||
+ | |- | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
− | + | '''bar()''' function | |
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| The syntax for bar chart is: | ||
+ | '''bar ''inside parentheses'' x ''comma'' y''' | ||
− | + | * where '''x –''' a sequence of data and | |
+ | * '''y '''- a sequence of data, the same length of x | ||
+ | |- | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
− | + | Exercise 3 | |
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| | ||
+ | * Plot a '''bar chart''' representing the profit percentage of company A. | ||
− | + | * Use the data from file '''company-a-data.txt'''. | |
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| [IPython Terminal] | |
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'''bar(year, profit)''' | '''bar(year, profit)''' | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Solution to Exercise 3 | ||
+ | Clear the '''plot window '''by typing '''clf ''open and close parentheses''''' | ||
− | + | Type '''bar ''open and close parentheses'' year ''comma'' profit''' and press '''Enter'''. | |
+ | This will display a bar chart representing the profit percentage of company A | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | Exercise 4 | ||
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Plot a '''bar chart '''as shown in the image: | |
+ | <u>'''Hint'''</u>: Bar chart is not filled and which is '''hatched''' with 45<sup>o</sup> slanting lines. | ||
− | + | The data for the chart may be obtained from the file '''company-a-data.txt'''. | |
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− | + | Hint: In your '''ipython interpreter, '''try typing '''bar ''question mark''''' | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| '''['''Ipython Terminal''']''' | ||
− | + | '''clf()''' | |
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'''bar(year,profit,fill=False,hatch='/')''' | '''bar(year,profit,fill=False,hatch='/')''' | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Solution to Exercise 4 | ||
+ | Clear the '''plot window '''by typing '''clf ''open and close parentheses''''' | ||
− | + | Type '''bar ''open and close parentheses'' year ''comma'' profit ''comma'' fill ''equal to'' False ''comma'' hatch ''equal to inside single quotes'' ''slanting line''''' and press '''Enter'''. | |
+ | This will display a bar chart which is not filled and which is '''hatched''' with 45<sup>o</sup> slanting lines | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | "Getting help on matplotlib" | ||
− | + | {SHOW WEBSITE while narrating} | |
+ | '''matplotlib.sourceforge.net/users/screenshots.html''' | ||
− | + | and also at '''matplotlib.sourceforge.net/gallery.html''' | |
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Help about '''matplotlib''' can be obtained from '''matplotlib.sourceforge.net/contents.html''' | |
− | + | More plots can be seen at the following links | |
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
− | + | Summary slide | |
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| This brings us to the end of this tutorial. | |
− | + | In this tutorial we learnt to, | |
+ | * Plot a '''pie''' '''chart''' using '''pie()''' function | ||
+ | * Plot a '''bar''' '''chart''' using '''bar()''' function | ||
+ | * Access the '''matplotlib '''online help | ||
+ | |- | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
− | + | Assignment | |
− | + | * '''bar(x, y, color='w', hatch='/')''' | |
+ | * '''bar(x, y, fill=False, hatch='//')''' | ||
+ | * '''bar(x, y, fill=False, hatch='|')''' | ||
+ | * '''bar(x, y, color='w', hatch='\''')''''' | ||
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Here are some self assessment questions for you to solve. | |
+ | 1.What statement can be issued to generate a bar chart with vertical line hatching? | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | Solution to assignment | ||
− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| And the answer is, | |
− | + | # '''bar x ''comma'' y ''comma'' fill ''equal to'' False ''comma'' hatch ''is equal to'' a vertical line)''' is the correct option to generate a '''bar''' '''chart''' with vertical '''line''' '''hatching'''. | |
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− | |- style="background-color:#ffffff;border:0.5pt solid #000001;padding-top: | + | |- |
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide |
− | + | Forum | |
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Please post your timed queries in this forum. | ||
+ | |- | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | Fossee Forum | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Please post your general queries on Python in this forum. | ||
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+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | ||
+ | Textbook Companion | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| FOSSEE team coordinates the TBC project. | ||
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− | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Show Slide | |
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+ | Acknowledgment | ||
− | | | + | http://spoken-tutorial.org |
− | | | + | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Spoken Tutorial Project is funded by NMEICT, MHRD, Govt. of India. |
− | + | For more details, visit this website. | |
+ | |- | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| Previous slide | ||
+ | | style="background-color:#ffffff;border:0.5pt solid #000001;padding-top:0in;padding-bottom:0in;padding-left:0.0382in;padding-right:0.075in;"| This is Trupti Kini from FOSSEE IIT Bombay signing off. | ||
+ | Thank you. | ||
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Latest revision as of 22:16, 7 September 2017
Title of script: Plotting Charts
Author: Trupti Kini, Thirumalesh H S
Keywords: Python, IPython, pylab, scatter plot, charts, matplotlib help
Visual Cue | Narration |
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Hello friends. Welcome to the tutorial on plotting charts |
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Learning Objectives |
At the end of this tutorial, you will be able to -
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System Specifications |
To record this tutorial, I am using
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Pre-requisites |
To practice this tutorial, you should know how to
If not, see the relevant Python tutorials on this website. |
Open [Terminal] and type
ipython3
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Let us first open the Terminal by pressing Ctrl+Alt+T keys simultaneously.
Now, type ipython3 and press Enter. |
[IPython console]
type %pylab and press Enter. |
Let us initialize the pylab package.
Type %pylab and press Enter. |
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Pie chart |
A pie chart is a circular chart divided into sectors, to illustrate numerical proportion |
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pie() function Syntax: pie(values, labels= labels)
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The syntax for pie() function is as follows:
pie inside parentheses values comma labels equal to labels
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Exercise 1 |
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[File browser]
Open the file company-a-data.txt and show the content |
The data file has two columns with a set of values in each column.
The first column represents years. The second column represents the profit percentages. |
[IPython Terminal]
year, profit = loadtxt('company-a-data.txt', unpack = True) |
To produce a scatter plot, we first need to load the data from the file using loadtxt command.
Let us clear the terminal. Type year comma profit equal to loadtxt inside parentheses inside single quotes add the path of the file company-a-data.txt comma unpack equal to True and press Enter unpack equal to True --> returns the transposed array of data. |
[Ipython Terminal]
clf() pie(profit,labels=year) |
Type clf open and close parentheses to clear the plot window, if any plots executed previously.
Type pie(profit comma labels equal to year) and press Enter. |
[Plot Window]
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Notice that we passed two arguments to the function pie().
First one being the values, which is profit in our case. The next one being the set of labels to be used in the pie chart, which is year in our case. |
Show Slide
Exercise 2 |
Pause the video here.
Try out the following exercise and resume the video.
Hint: In your ipython interpreter, try typing pie question mark. |
[IPython Terminal]
clf() pie(profit,labels=year,colors=('w','r','k','m','y','b','g','c','y','m','b')) |
Solution to Exercise 2
Clear the plot window by typing clf open and close parentheses and press Enter. Type pie inside parentheses profit comma labels equal to year comma colors equal to inside parentheses the color codes and press Enter. This will display a pie chart with each wedge having the color as specified in the parameters. |
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Bar chart |
A bar chart is a chart
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bar() function |
The syntax for bar chart is:
bar inside parentheses x comma y
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Exercise 3 |
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[IPython Terminal]
bar(year, profit) |
Solution to Exercise 3
Clear the plot window by typing clf open and close parentheses Type bar open and close parentheses year comma profit and press Enter. This will display a bar chart representing the profit percentage of company A |
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Exercise 4 |
Plot a bar chart as shown in the image:
Hint: Bar chart is not filled and which is hatched with 45o slanting lines. The data for the chart may be obtained from the file company-a-data.txt. Hint: In your ipython interpreter, try typing bar question mark
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[Ipython Terminal]
clf() bar(year,profit,fill=False,hatch='/') |
Solution to Exercise 4
Clear the plot window by typing clf open and close parentheses Type bar open and close parentheses year comma profit comma fill equal to False comma hatch equal to inside single quotes slanting line and press Enter. This will display a bar chart which is not filled and which is hatched with 45o slanting lines |
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"Getting help on matplotlib" {SHOW WEBSITE while narrating} matplotlib.sourceforge.net/users/screenshots.html and also at matplotlib.sourceforge.net/gallery.html |
Help about matplotlib can be obtained from matplotlib.sourceforge.net/contents.html
More plots can be seen at the following links |
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Summary slide |
This brings us to the end of this tutorial.
In this tutorial we learnt to,
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Assignment
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Here are some self assessment questions for you to solve.
1.What statement can be issued to generate a bar chart with vertical line hatching?
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Solution to assignment |
And the answer is,
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Forum |
Please post your timed queries in this forum. |
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Fossee Forum |
Please post your general queries on Python in this forum. |
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Textbook Companion |
FOSSEE team coordinates the TBC project. |
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Acknowledgment |
Spoken Tutorial Project is funded by NMEICT, MHRD, Govt. of India.
For more details, visit this website. |
Previous slide | This is Trupti Kini from FOSSEE IIT Bombay signing off.
Thank you. |