day 4-5 python for data science .pptx

mrsam3062 14 views 40 slides Sep 30, 2024
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National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center Python Data Type

Python Data Type - String Strings in Python are identified as a contiguous set of characters represented in the quotation marks. Subsets of strings can be taken using the slice operator ([ ] and [:] ) with indexes starting at 0 in the beginning of the string and negative index -1 at the end. The plus (+) sign is the string concatenation operator. The asterisk (*) is the repetition operator. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - String H e l l o N I E L I T ! 0 1 2 3 4 5 6 7 8 9 10 11 12 str = 'Hello NIELIT!' print (str ) # Prints complete string print (str[ 0]) # Prints first character of the string print (str[ 2:5]) # Prints characters starting from 3rd to 5 th print (str[ 2:5:2]) # Prints characters starting from 3rd to 5th print (str[ 2:] ) # Prints string starting from 3rd character print ( str * 2 ) # Prints string two times print (str + "GKP") # Prints concatenated string Output Hello NIELIT! H llo lo llo NIELIT! Hello NIELIT!Hello NIELIT! Hello NIELIT!GKP National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - List A list contains items separated by commas and enclosed within square brackets ([ ]). Difference between C array and List is that all the items belonging to a list can be of different data type. The values stored in a list can be accessed using the slice operator ([ ] and [:]) with indexes starting at 0 in the beginning of the list and working their way to end -1. The plus (+) sign is the list concatenation operator, and The asterisk (*) is the repetition operator. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - List [ ' abcd ', 786 , 2.23, 'john', 70.2 ] 0 1 2 3 4 x = [ ' abcd ', 786 , 2.23, 'john', 70.2 ] y = [123, 'john'] print(x) # Prints complete list print (x[0]) # Prints first element of the list print (x[1:4]) # Prints elements starting from 2nd till 4 th print (x[1:4:2]) # Prints elements starting from 2nd till 4th print (x[2:]) # Prints elements starting from 3rd element print (y * 2) # Prints list two times print (x + y) # Prints concatenated lists Output ['abcd', 786, 2.23, 'john', 70.2] abcd [786, 2.23, 'john'] [786, 'john'] [2.23, 'john', 70.2] [123, 'john', 123, 'john'] ['abcd', 786, 2.23, 'john', 70.2, 123, 'john'] [ 'abcd', 786 , 2.23, 'john', 70.2 ] 0 1 2 3 4 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - Tuple A tuple is similar to the list. A tuple consists of a number of values separated by commas. Tuples are enclosed within parentheses. The plus (+) sign is the list concatenation operator, and The asterisk (*) is the repetition operator. The main differences between lists and tuples are: Lists are enclosed in brackets ( [ ] ) and their elements and size can be changed. While tuples are enclosed in parentheses ( ( ) ) and cannot be updated. Tuples is an read-only lists. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - Tuple ( ' abcd ', 786 , 2.23, 'john', 70.2 ) 0 1 2 3 4 x = ( ' abcd ', 786 , 2.23, 'john', 70.2 ) y = (123, 'john‘) print(x) # Prints complete tuple print (x[0]) # Prints first element of the tuple print (x[1:3]) # Prints elements starting from 2nd till 3rd print (x[2:]) # Prints elements starting from 3rd element print (y * 2) # Prints list two times print (x + y) # Prints concatenated tuple Output ('abcd', 786, 2.23, 'john', 70.2) abcd (786, 2.23) (2.23, 'john', 70.2) (123, 'john', 123, 'john’) ('abcd', 786, 2.23, 'john', 70.2, 123, 'john’) National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - Dictionary Python's dictionary is a key : value pair. A dictionary key are numbers or strings. Values can be any arbitrary Python object. Dictionaries are enclosed by curly braces { } and Values can be assigned and accessed using square braces [ ]. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Data Type - Dictionary d = {'name': 'john', 'code':6734, 'dept': 'sales', 23:45} print ( d ) # Prints complete dictionary print ( d.keys() ) # Prints all the keys print ( d.values() ) # Prints all the values print(d["name"]) print(d[23]) Output {'name': 'john', 'code': 6734, 'dept': 'sales', 23: 45} dict_keys( ['name', 'code', 'dept', 23] ) dict_values( ['john', 6734, 'sales', 45] ) john 45 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Operators are used to perform operations on variables. Python divides the operators in the following groups: 1. Arithmetic operators 2. Assignment operators 3. Comparison operators 4. Logical operators 5. Identity operators 6. Membership operators 7. Bitwise operators National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center Python Operators

Arithmetic Operator Arithmetic operators are used with numeric values to perform common mathematical operations . National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Arithmetic Operator a = 21 b = 10 c = a % b print("Line 5 - Value of c is ", c) a = 2 b = 3 c = a**b print("Line 6 - Value of c is ", c) a = 10 b = 3 c = a//b print ("Line 7 - Value of c is ", c) Output Line 5 - Value of c is 1 Line 6 - Value of c is 8 Line 7 - Value of c is 3 a = 21 b = 10 c = a + b print("Line 1 - Value of c is ", c) c = a - b print("Line 2 - Value of c is ", c) c = a * b print("Line 3 - Value of c is ", c) c = a / b print ("Line 4 - Value of c is ", c) Output Line 1 - Value of c is 31 Line 2 - Value of c is 11 Line 3 - Value of c is 210 Line 4 - Value of c is 2.1 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Assignment Operator Assignment operators are used to assign values to variables. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Assignment Operator Output Line 1 - Value of c is 31 Line 2 - Value of c is 52 Line 3 - Value of c is 210 Line 4 - Value of c is 10.0 Line 5 - Value of c is 2 a = 21 b = 10 c = 0 c = a + b print ("Line 1 - Value of c is ", c) c += a print ("Line 2 - Value of c is ", c) c=10 c *= a print ("Line 3 - Value of c is ", c) c /= a print ("Line 4 - Value of c is ", c) c = 2 c %= a print ("Line 5 - Value of c is ", c) c=10 a=2 c **= a print ("Line 6 - Value of c is ", c) c //= a print ("Line 7 - Value of c is ", c) c=20 c >>= 2 print ("Line 8 - Value of c is ", c) c=20 c <<= 1 print ("Line 9 - Value of c is ", c) Output Line 6 - Value of c is 100 Line 7 - Value of c is 50 Line 8 - Value of c is 5 Line 9 - Value of c is 40 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Comparison Operators Comparison operators are used to compare two values. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Comparison Operators a = 21 b = 10 if ( a == b ): print ("Line 1 - a is equal to b") else: print ("Line 1 - a is not equal to b") if ( a != b ): print ("Line 2 - a is not equal to b") else: print ("Line 2 - a is equal to b") if ( a < b ): print ("Line 3 - a is less than b") else: print ("Line 3 - a is not less than b“) Output Line 1 - a is not equal to b Line 2 - a is not equal to b Line 3 - a is not less than b a = 5; b = 20; if ( a <= b ): print ("Line 4- a is either less than or equal to b") else: print ("Line 4 - a is neither less than nor equal to b") if ( b >= a ): print ("Line 5 - b is either greater than or equal to b") else: print ("Line 5 - b is neither greater than nor equal to b") Output Line 4 - a is either less than or equal to b Line 5 - b is either greater than or equal to b National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Logical Operators Logical operators are used to combine conditional statements. E1 E2 and or False False False False False True False True True False False True True True True True National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Logical Operators #Python program to demonstrate # logical and operator a = 10 b = 10 c = -10 if a > 0 and b > 0 : print("The numbers are greater than 0") if a > 0 and b > 0 and c > 0 : print("The numbers are greater than 0") else: print("Atleast one number is not greater than 0") Output The numbers are greater than 0 Atleast one number is not greater than a = 10 b = 12 c = 0 if a and b and c : print("All the numbers have boolean value as True") else: print("Atleast one number has boolean value as False") Output Atleast one number has boolean value as False National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Logical Operators a = 10 if not a: print("Boolean value of a is True") if not (a%3 == 0 or a%5 == 0): print("10 is not divisible by either 3 or 5") else: print("10 is divisible by either 3 or 5") Output 10 is divisible by either 3 or 5 # First If Statement not a = not True = False # Second If Statement a % 3 = 10 % 3 = 1 ( 1==0 ) False a % 5 = 10 % 5 = 0 ( 0==0) True not (False or True ) = not ( True ) = False National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Membership Operators Membership operators are used to test if a sequence is presented in an object . National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Membership Operators Example-1 a = 10 b = 20 list = [1, 2, 3, 4, 5 ] if ( a in list ): print ("Line 1 - a is available in the given list") else: print ("Line 1 - a is not available in the given list") Output Line 1 - a is not available in the given list Example-2 a = 10 b = 20 list = [1, 2, 3, 4, 5 ] if ( b not in list ): print ("Line 2 - b is not available in the given list") else: print ("Line 2 - b is available in the given list") Output Line 2 - b is not available in the given list National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Membership Operators Example-3 a = 2 list = [1, 2, 3, 4, 5 ] if ( a in list ): print ("Line 3 - a is available in the given list") else : print ("Line 3 - a is not available in the given list") Output Line 3 - a is available in the given list Example-4 a = 2 dict = {1, 2, 3, 4, 5 } tup= ( 2,4,6,8,10) if ( a in dict and a in tup ): print ("a is available in the given dict and tuple") else : print (“a is not available in the given dict and tuple") Output a is available in the given dict and tuple National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Identity Operators Identity operators are used to compare the objects, for if they are equal or not. If they are equal, means both are same object, with the same memory location. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Identity Operators #In Python, if 2 variable has the same value, then they #refer the same memory space. a = 20 b = 20 if ( a is b ): print ("Line 1 - a and b have same identity") else: print ("Line 1 - a and b do not have same identity") print("Id of a= ", id(a)," b= " ,id(b)) if ( id(a) == id(b) ): print ("Line 2 - a and b have same identity.") else: print ("Line 2 - a and b do not have same identity") Output Line 1 - a and b have same identity Id of a= 1529084128 b= 1529084128 Line 2 - a and b have same identity. B 20 A National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Identity Operators #In Python, if 2 variable has the same value, then they #refer the same memory space, otherwise different a = 20 b = 30 if ( a is b ): print ("Line 3 - a and b have same identity") else: print ("Line 3 - a and b do not have same identity") print("Id of a= ", id(a)," b= " ,id(b)) if ( a is not b ): print ("Line 4 - a and b do not have same identity") else: print ("Line 4 - a and b have same identity") Output Line 3 - a and b do not have same identity Id of a= 1529084128 b= 1529084288 Line 4 - a and b do not have same identity B 20 A 30 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Bitwise Operators Bitwise operators are used to compare (binary) numbers. Bitwise Operator Chart A B & | ^ ----------------------------------------------- 0 0 0 0 0 0 1 0 1 1 1 0 0 1 1 1 1 1 1 0 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Bitwise Operators a = 60 # 60 = 0011 1100 b = 13 # 13 = 0000 1101 c = 0 c = a & b # 12 = 0000 1100 print ("Line 1 - Value of c is ", c) c = a | b # 61 = 0011 1101 print ("Line 2 - Value of c is ", c) c = a ^ b # 49 = 0011 0001 print ("Line 3 - Value of c is ", c) c = ~a # -61 = 1100 0011 print ("Line 4 - Value of c is ", c) Output Line 1 - Value of c is 12 Line 2 - Value of c is 61 Line 3 - Value of c is 49 Line 4 - Value of c is -61 Bitwise & Bitwise | A 0011 1100 0011 1100 B 0000 1101 0000 1101 ----------------------- ------------------- C 0000 1100 0011 1101 --------------------------------------------------------- Bitwise ^ Bitwise ~ A 0011 1100 0011 1100 B 0000 1101 ----------------------- ------------------- C 0011 0001 1100 0011 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Bitwise Operators a = 10 # 10 = 0000 1010 c = a << 2 # 40 = 0010 1000 print ("Line 5 - Value of c is ", c) c = a >> 2 # 2 = 0000 0010 print ("Line 6 - Value of c is ", c) Output Line 5 - Value of c is 40 Line 6 - Value of c is 2 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Precedence of operator : Listed from high precedence to low precedence National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Print Statement The print( ) is an in-built function in Python that allows the user to display the message or value of variable. Syntax print(“Message” , Variable , [ sep , end ] ) sep - It allows to specify the separator between two values. end - It allows to specify the end of line. Default is New Line(\n). sep and end both are optional. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Print Statement # Program to use the SEP keyword x=10 y=20 print("Values are " , x , y) print("Value are ", x , y , sep="##") Output Values are 10 20 Value are ##10##20 # Program to use the END keyword x=10 y=20 print("Value are ") print(x) print(y) print("Value are ", end="") print(x, end="") print(y, end="") Output Value are 10 20 Value are 1020 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Python Control Statement A control statement modifies the order of statement execution. A control statement can cause other program statements to execute multiple times not to execute at all depending on the circumstances. Types of Control Statement Branching Statement :- used to select one of the alternative statement. if Statement If….else Statement. If….elif…else Statement National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF Statement This statement evaluates an expression and directs program execution depending on the result of evaluation. It controls the multiple statements through the use of a compound statement or block. Block is a group of two or more statements indented at the same level. IF Syntax if expression : statements National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF Statement var1 = 100 if var1: print (“1- Got a true expression value") print (var1) var2 = 0 if var2: print ("2- Got a true expression value") print (var2) print ("Good bye!“) Output 1- Got a true expression value 100 Good bye! National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF … Else Statement The if..else statement evaluates test expression and will execute body of if only when test condition is True . If the condition is False , body of else is executed. Indentation is used to separate the blocks. It controls the multiple statements through the use of a compound statement or block. Block is a group of two or more statements indented at the same level. National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF … Else Statement Syntax :- If condition: Satement1 else : Statement2 National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF…Else Statement #Example -1 var1 = 100 if var1: print (“1- Got a true expression value") print (var1) else: print (“1- Got a false expression value") print (var1) print ("Good bye!“) Output 1- Got a true expression value 100 Good bye! #Example -2 var2 = 0 if var2: print ("2- Got a true expression value") print (var2) else: print ("2 Got a false expression value") print (var2) print ("Good bye!") Output 2- Got a false expression value Good bye! National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

If… elif …else Statement The elif statement allows you to check multiple expressions for TRUE and execute a block of code as soon as one of the conditions evaluates to TRUE. Syntax if expression1 : statement(s) elif expression2 : statement(s) elif expression3 : statement(s) else : statement(s) National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

IF…Else Statement var = 100 if var == 200: print ("1 Got a true exppression value") print (var) elif var == 150: print ("2 Got a true expression value") print (var) elif var == 100: print ("3 Got a true expression value") print (var) else: print ("4 Got a false expression value") print (var) print "Good bye!" Output 3 Got a true expression value 100 Good bye! National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center

Thank You National Institute of Electronics & Information Technology Ministry of Electronics & Information Technology ( MeitY ), Government of India Gorakhpur Center
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