Difference between revisions of "Python for Biologists/C2/Introduction-to-Python-for-Biologists/English"

Latest revision as of 14:51, 13 August 2014

Title of script: Introduction to Python for Biologists

Author: Trupti Rajesh Kini & Snehalatha

Keywords: video tutorial, Python, DNA seqences, Protein sequences, Biologists

Visual Cue	Narration
Slide 1	Welcome to the spoken-tutorial on Introduction to Python for Biologists.
Slide 2 Learning Objectives	In this tutorial we will learn, Installation of Python/IPython interpreter. Simple Python programs using examples of DNA and Protein sequences.
Slide 3 System Requirements	To record this tutorial, I am using Ubuntu OS version 12.04 Python 3.2.3 IPython 0.12.1
Slide 4 Prerequisites	To practice this tutorial you should be familiar with, Basic biochemistry You can also refer to Spoken Tutorials on Python for better understanding of this tutorial. These are available at the given link.
Slide 5 Why Python for biologists?	Some of the features of Python useful for biologists are as follows: Python has many tools to write small programs that are useful in biology. It has a consistent syntax. It has built-in-libraries for common tasks. We can manipulate DNA and protein sequences easily .
Slide 6 Why Pyhton for biologists?	It has a large user base as it is commonly used in bioinformatics. Listed here are examples of few bioinformatic tools in Python: Biopython, Modeller, chemopy, BLASTorage, Pymol For more information, refer the given website: http://pythonforbiologists.com
Slide 7 Installation	Python comes installed, by default on Ubuntu. IPython is an interactive terminal for Python To install Python on Windows, Mac OS and Android devices, visit the given link
Open terminal by pressing Ctrl+Alt+T at the same time.	Open the terminal by pressing Ctrl+Alt+T simultaneously. Python comes installed, by default on Ubuntu.
Type sudo apt-get install ipython3 and press Enter.	In case you don't, then manually install the latest version of IPython, by typing sudo apt-get install ipython3 and press Enter. Give root password if asked.
Cursor on the terminal.	Wait for a few minutes for the installation to complete. Note : Python3 does not overwrite the default Python on the system.
Open the terminal Type ipython3 and press Enter.	To check whether ipython3 is installed successfully on your system, type ipython3 and press Enter.
Cursor on the terminal Highlight the prompt	You will see few lines of information on Python like, the version number. You will also see the Ipython prompt on the terminal. Prompt indicates that Ipython is installed successfully.
Cursor on terminal	Let's type a few simple Python commands with an example of a DNA sequence.
Cursor on terminal	To begin with, we will store data, i.e DNA sequence, in a variable called my_DNA.
Slide 8 What is a string?	In Python language, data such as protein and DNA sequences are called as strings. A string is a data in the form of a text. Let us go back to the terminal. Let us first clear the terimal by typing clear and press Enter.
Type in the terminal, my_DNA = "ATGCGCAT" Highlight my_DNA Press Enter	Type, my_DNA is equal to within double quotes ATGCGCAT. Press Enter.
Highlight my_DNA	We call this as assigning a variable.
Highlight my_DNA	For writing a code, we can use the variable name instead of the string itself.
Type, print(my_DNA) and press Enter	To print the DNA sequence, we will use print function. For that type, print inside brackets my underscore DNA and press Enter.
Highlight the output, ATGCGCAT	We get the sequence as output.
Cursor on the terminal.	Now let us print the sequence on two separate lines.
Press up arrow Add \n and DNA after ATGCGCAT. my_DNA = "ATGCGCAT\nDNA" Press Enter	Press up arrow on the key board till we get this command on the terminal. my_DNA = "ATGCGCAT” Lets edit this line. Type \n DNA after the sequence within double quotes. Press Enter.
Type, print(my_DNA) and press Enter	Type, print inside brackets my underscore DNA and press Enter.
Highlight the output ATGCGCAT DNA	The output prints the sequence on two separate lines.
Slide 9 Assignment	As an assignment, Using example of a short proteinsequence given Print the sequence on a single line, And print the sequence on two separate lines.
Cursor on the terminal	Let us now learn a few more functions and methods.
Slide 10	Another useful built-in tool in Python is the len function. It is used to calculate the length of a string.
Let us go back to the terminal. Press up arrow key my_DNA = "ATGCGCAT" Press Enter	Let us go back to the terminal. Press up arrow on the key board till we get this command on the terminal. my_DNA = "ATGCGCAT” Press Enter
Type: len(my_DNA)	To find the length of the DNA sequence in a variable, type, len within brackets my_DNA Press Enter.
Cursor on the terminal	The output on the screen shows the number 8. This is the length of the DNA sequence stored in the variable my_DNA.
Slide 11 Assignment	Another assignment for you Calculate the length of the given DNA sequence 'ATGGCATGCGC' And Store the output in a variable.
Slide 12	Many times in biochemistry, sequences are represented either in lowercase or uppercase alphabets.
Type, my_DNA=”ATGCGCAT” Press Enter Type my_DNA.lower() Press Enter.	To convert the uppercase alphabets in a string to lowercase, we make use of lower() method. Let us go back to the terminal. Type, my_DNA=”ATGCGCAT” and press Enter Then type, my_DNA dot lower open and close brackets . In a method, we write, The name of the variable first, followed by a period(.), then the name of the method, then we open and close parentheses. Press Enter.
Highlight 'atgcgcat'	The output shows the string in lowercase.
Slide 13 Assignment	As an assignment, Using example of a short protein sequence given Convert the sequence to uppercase Hint: Use upper() method.
	Let us go back to terminal again.
Type my_protein = `"alspadkanl"`	Lets take an example of an amino acid sequence. Store it in a variable called my_protein. So type my_protein = `"alspadkanl"` and press Enter.
Slide 14	To find out the number of times an amino acid or a sequence of amino acids occurs in a string, we make use of count function.
Type my_protein.count ('a') Press Enter	Let us go back to the terminal. For example, to know the number of times amino acid Alanine occurs in the string, type my_protein.count ('a') my underscore protein dot count open and close brackets within single quotes a Press Enter
Highlight 3	Output shows number 3. There are 3 Alanines in the string.
Type my_protein.count('l') Press Enter	Similarly to find number of Leucines in the string, type my_protein.count('l') my underscore protein dot count open and close brackets within single quotes l Press Enter
Highlight 2	We get an output as 2. There are 2 Leucines in the string.
Cursor on the terminal	Similarly, we can use DNA or an RNA sequence as string to count the ocurrances of basepairs.
Slide 15 Summary	Let us summarize. In this tutorial we learnt: Installation of IPython Interpreter Storing data in variables using examples of DNA and Protein sequences. Printing a sequence in single and on two separate lines
Slide 16 Summary	Find the length of the string Change case of the string Count the number of times a character appears in a string
Slide 17 Assignment	As an assignment, Calculate GC content in the given DNA sequence. 'ATGGCATGCGC'
Slide 18 About Spoken Tutorial Project	The video available at the following link summarizes the Spoken Tutorial project. Pls watch it.
Slide 19 About Spoken Tutorial workshops	The Spoken Tutorial Project Team conducts workshops and gives certificates to those who pass an online test. For more details, please write to us.
Slide 20 Acknowledgement	Spoken Tutorial Project is supported by NMEICT, MHRD, Government of India. More information on this Mission is available at this link.
	This script is contributed by Snehalatha and Trupti Kini. And this is Trupti Kini from IIT Bombay signing off. Thanks for joining.

Contributors and Content Editors

Nancyvarkey, Snehalathak, Trupti

Difference between revisions of "Python for Biologists/C2/Introduction-to-Python-for-Biologists/English"

Latest revision as of 14:51, 13 August 2014

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@@ Line 54: / Line 54: @@
 You can also refer to '''Spoken Tutorials''' on '''Python''' for better understanding of this tutorial.
-These are available at '''www.spoken-tutorial.org'''
+These are available at the given link.
 |-
@@ Line 66: / Line 66: @@
 * It has built-in-libraries for common tasks.
 * We can manipulate DNA and protein sequences easily .
@@ Line 73: / Line 72: @@
 '''Why Pyhton for biologists?'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| * It has a large user base as it is commonly used in bioinformatics.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"|
-* Listed here are examples of few bioinformatic tools in Python:
+* It has a large user base as it is commonly used in '''bioinformatics'''.
+* Listed here are examples of few '''bioinformatic''' tools in '''Python''':
 '''Biopython, Modeller, chemopy, BLASTorage, Pymol'''
-For more information, refer the given website&nbsp;:
+For more information, refer the given website:
 [http://pythonforbiologists.com/ http://pythonforbiologists.com]
@@ Line 86: / Line 86: @@
 '''Installation'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| * '''Python''' comes installed, by default on Ubuntu.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"|
-* IPython is an interactive terminal for Python
+* '''Python''' comes installed, by default on '''Ubuntu'''.
-* To install '''Python '''on '''Windows, Mac OS '''and '''Android '''devices, visit the given link<br/> '''www.python.org'''
+* '''IPython''' is an '''interactive terminal''' for '''Python'''
+* To install '''Python '''on '''Windows, Mac OS '''and '''Android '''devices, visit the given link
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Open terminal by pressing '''Ctrl+Alt+T''' at the same time.
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Open the terminal by pressing '''Ctrl+Alt+T''' simultaneously.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Open the '''terminal''' by pressing '''Ctrl+Alt+T''' simultaneously.
-Python comes installed, by default on Ubuntu.
+'''Python''' comes installed, by default on '''Ubuntu'''.
@@ Line 107: / Line 105: @@
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| In case you don't, then manually install the latest version of '''IPython''', by typing
-'''sudo apt-get install ipython3'''
+'''sudo apt-get install ipython3''' and press '''Enter.'''
-and press '''Enter.'''
-Give root password if asked.
+Give '''root password''' if asked.
 |-
@@ Line 117: / Line 113: @@
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Wait for a few minutes for the installation to complete.
-Note : '''Python3''' does not overwrite the default Python on the system
+Note : '''Python3''' does not overwrite the default '''Python''' on the system.
 |-
@@ Line 125: / Line 121: @@
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To check whether '''ipython3''' is installed successfully on your system,
-Type '''ipython3 '''and press '''Enter.'''
+type '''ipython3 '''and press '''Enter.'''
 |-
@@ Line 131: / Line 127: @@
 Highlight the prompt
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| You will see few lines of information on '''Python '''like, the version number etc.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| You will see few lines of information on '''Python '''like, the version number.
-You will also see the '''Ipython '''prompt on the''' '''terminal'''.'''
+You will also see the '''Ipython prompt''' on the '''terminal'''.
-Prompt indicates that '''Ipython '''is installed successfully.
+'''Prompt''' indicates that '''Ipython '''is installed successfully.
 |-
@@ Line 143: / Line 139: @@
 |-
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Cursor on terminal
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To begin with, we will store data, i.e '''DNA sequence '''in a variable called '''my_DNA.'''
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To begin with, we will store data, i.e '''DNA sequence, '''in a variable called '''my_DNA.'''
 |-
@@ Line 152: / Line 148: @@
 A '''string''' is a data in the form of a text.
+Let us go back to the '''terminal'''.
+Let us first clear the '''terimal''' by typing '''clear''' and press '''Enter'''.
 |-
@@ Line 161: / Line 161: @@
 Press '''Enter'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the terminal.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"|Type,
-Type,
+'''my_DNA is equal to within double quotes ATGCGCAT.'''
-'''my_DNA is equal to within double quotes ATGCGCAT.'''Press '''Enter'''.
+Press '''Enter'''.
 |-
@@ Line 173: / Line 173: @@
 |-
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Highlight '''my_DNA'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| For writing a code, we can use the variable name instead of the string itself.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| For writing a code, we can use the variable name instead of the '''string''' itself.
 |-
@@ Line 181: / Line 181: @@
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To print the DNA sequence,
-we will use '''print '''function.
+we will use '''print function.'''
 For that type,
-'''print(my_DNA) '''and press '''Enter.'''
+'''print inside brackets my underscore DNA''' and press '''Enter.'''
 |-
@@ Line 200: / Line 200: @@
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Press '''up '''arrow
-Add '''\n '''and '''DNA '''after '''ATGCGCAT''' '''.'''
+Add '''\n '''and '''DNA '''after '''ATGCGCAT'''.
 '''my_DNA = "ATGCGCAT\nDNA"'''
@@ Line 211: / Line 211: @@
 Lets edit this line.
-Type '''\n '''and '''DNA '''after the sequence''' '''within double quotes.
+Type '''\n  DNA '''after the sequence within double quotes.
 Press '''Enter.'''
@@ Line 221: / Line 221: @@
 | style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Type,
-'''print(my_DNA) '''and press '''Enter.'''
+'''print inside brackets my underscore DNA''' and press '''Enter.'''
@@ Line 232: / Line 230: @@
 '''DNA'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| The output prints the sequence on two separate lines ,
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| The output prints the sequence on two separate lines.
@@ Line 244: / Line 240: @@
 * Using example of a short proteinsequence given
+* Print the sequence on a single line,
-* Print the sequence on a single line, and print the sequence on two separate lines.
+* And print the sequence on two separate lines.
@@ Line 254: / Line 249: @@
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 10
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 10'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Another useful built-in tool in '''Python''' is the '''len''' '''function'''.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Another useful built-in tool in '''Python''' is the '''len function'''.
 It is used to calculate the length of a string.
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the terminal.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the '''terminal'''.
 Press up arrow key
@@ Line 267: / Line 262: @@
 Press '''Enter'''
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the terminal.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the '''terminal'''.
 Press '''up '''arrow on the key board till we get this command on the '''terminal.'''
@@ Line 292: / Line 287: @@
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 10'''
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 11'''
 '''Assignment'''
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Another assignment for you
-* Calculate the length of the given '''DNA '''sequence `ATGGCATGCGC'
+* Calculate the length of the given '''DNA '''sequence ''''ATGGCATGCGC''''
+* And Store the output in a variable.
-* and Store the output in a variable.
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 11
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 12'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Many times in biochemistry, sequences are represented either in &nbsp;lowercase or uppercase &nbsp;alphabets.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Many times in '''biochemistry''', sequences are represented either in lowercase or uppercase alphabets.
 |-
@@ Line 320: / Line 310: @@
 Press '''Enter.'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To convert the uppercase alphabets in a string to &nbsp;lowercase:
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To convert the uppercase alphabets in a string to lowercase, we make use of '''lower() method. '''
-We make use of '''lower()''' method.
+Let us go back to the '''terminal.'''
-Let us go back to the terminal.
 Type,
-'''my_DNA=”ATGCGCAT”. &nbsp;'''Press '''Enter'''
+'''my_DNA=”ATGCGCAT”''' and press '''Enter'''
-Then type, '''my_DNA'''.'''lower().'''
+Then type, '''my_DNA dot lower open and close brackets''' .
 In a method, we write,
@@ Line 336: / Line 325: @@
 * The name of the variable first,
 * followed by a period(.),
-* then the name of the method
+* then the name of the method,
 * then we open and close parentheses.
@@ Line 343: / Line 332: @@
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Highlight &nbsp;''''atgcgcat''''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| The output shows the string in lowercase.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| The output shows the '''string''' in lowercase.
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 12'''
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 13'''
 '''Assignment'''
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| As an assignment,
-Using example of a short protein
+*Using example of a short protein sequence given
+*Convert the sequence to uppercase
-sequence given
+* Hint: Use '''upper() method.'''
-Convert the sequence to uppercase'''.'''
-'''Hint: Use upper() method.'''
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"|
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to terminal again
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to '''terminal''' again.
 |-
@@ Line 367: / Line 352: @@
 my_protein = <tt>"alspadkanl"</tt>
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Lets take an example of an amino acid sequence.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Lets take an example of an '''amino acid''' sequence.
-Store it in a variable called '''my_protein'''
-my_protein = <tt>"alspadkanl"</tt>
+Store it in a variable called '''my_protein'''.
+So type '''my_protein = <tt>"alspadkanl"</tt>''' and press '''Enter'''.
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 13
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 14
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To find out the number of times an amino acid or a sequence of amino acids occurs in a string.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| To find out the number of times an '''amino acid''' or a sequence of '''amino acids''' occurs in a '''string''', we make use of '''count function. '''
-We make use of '''count '''function
@@ Line 391: / Line 369: @@
 Press '''Enter'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the terminal.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us go back to the '''terminal'''.
-For example to know the number of times amino acid '''Alanine''' occurs in the string
+For example, to know the number of times '''amino acid Alanine''' occurs in the '''string''', type
-Type
+my_protein.count ('a') [[my underscore protein dot count open and close brackets within single quotes a]]
-my_protein.count ('a')
 Press '''Enter'''
@@ Line 403: / Line 379: @@
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Highlight 3
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| <tt>Output shows number 3.</tt>
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Output shows number 3.
-<tt>There are 3 '''Alanines''' in the string. </tt>
+There are 3 '''Alanines''' in the '''string.'''
@@ Line 416: / Line 390: @@
 Press '''Enter'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Similarly to find number of''' Leucines''' in the string
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Similarly to find number of''' Leucines''' in the '''string''', type
-Type
+my_protein.count('l') [[my underscore protein dot count open and close brackets within single quotes l]]
-my_protein.count('l')
 Press '''Enter'''
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Highlight 2
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| We get an output as '''2''', there are '''2''' '''Leucines''' in the string.
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| We get an output as '''2'''.
+There are '''2 Leucines''' in the '''string'''.
 |-
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Cursor on the terminal
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Similarly we can use DNA or an RNA sequence as string to count the ocurrences of basepairs .
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Similarly, we can use '''DNA''' or an '''RNA''' sequence as '''string''' to count the ocurrances of '''basepairs'''.
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 12'''
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 15'''
 '''Summary'''
@@ Line 442: / Line 413: @@
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us summarize,
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Let us summarize.
 In this tutorial we learnt:
 * Installation of '''IPython Interpreter'''
+* Storing data in variables using examples of '''DNA''' and '''Protein''' sequences.
-* Storing data in variables using
-examples of '''DNA''' and '''Protein'''
-sequences.
 * Printing a sequence in single and on two separate lines
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 13'''
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 16'''
 '''Summary'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| * Find the length of the string
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"|
+* Find the length of the '''string'''
-* Change case of the string
+* Change case of the '''string'''
+* Count the number of times a character appears in a '''string'''
-* Count the number of times a character appears in a string
 |-
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 13
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Slide 17
 '''Assignment'''
-| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Here is an assignment,
+| style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| As an assignment,
-Calculate GC content in the given DNA sequence.
-'ATGGCATGCGC'
+*Calculate '''GC content''' in the given DNA sequence.
+*'ATGGCATGCGC'
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 14'''
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 18'''
 '''About Spoken Tutorial Project'''
@@ Line 494: / Line 450: @@
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 15'''
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 19'''
 '''About Spoken Tutorial workshops'''
@@ Line 505: / Line 461: @@
 |-
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 16'''
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| '''Slide 20'''
 '''Acknowledgement'''
@@ Line 511: / Line 467: @@
-| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Spoken Tutorial ProjecThese 3 slides remain as before, on LaTeX. Only the narration will now be as given here.t is supported by the NMEICT, MHRD, Government of India.
+| style="background-color:#ffffff;border:0.75pt solid #000001;padding-top:0.049cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| Spoken Tutorial Project is supported by NMEICT, MHRD, Government of India.
 More information on this Mission is available at this link.
@@ Line 519: / Line 475: @@
 | style="background-color:#ffffff;border-top:none;border-bottom:0.75pt solid #000001;border-left:0.75pt solid #000001;border-right:0.75pt solid #000001;padding-top:0cm;padding-bottom:0.049cm;padding-left:0.191cm;padding-right:0.191cm;"| This script is contributed by Snehalatha and Trupti Kini.
-And this is Trupti Kini from '''IIT Bombay''' signing off.
+And this is Trupti Kini from IIT Bombay signing off.
 Thanks for joining.
 |}