| parent,child |
| Programming Fundamentals and Applications,Control Structure |
| Control Structure,Sequence Statement |
| Control Structure,Conditional/Selection |
| Control Structure,Iteration/Looping Statement |
| Iteration/Looping Statement,While Loop |
| Iteration/Looping Statement,For Loop |
| While Loop,Definite Iteration |
| While Loop,Indefinite Iteration |
| For Loop,Indefinite Iteration |
| For Loop,Definite Iteration |
| While Loop,Range |
| For Loop,Range |
| Iteration/Looping Statement,Indentation |
| Iteration/Looping Statement,Typecast |
| Iteration/Looping Statement,Nested Loop |
| Conditional/Selection,If |
| Conditional/Selection,Nested If |
| Control Structure,Branching/Jumping Statement |
| Branching/Jumping Statement,Break Statement |
| Branching/Jumping Statement,Continue Statement |
| Break Statement,Nested Loop |
| Break Statement,For Loop |
| Break Statement,While Loop |
| If,Elif |
| If,Else |
| Nested If,Else |
| Nested If,Elif |
| Branching/Jumping Statement,Pass Statement |
| Continue Statement,For Loop |
| Continue Statement,While Loop |
| Continue Statement,Nested Loop |
| Programming Fundamentals and Applications,String |
| String,Index |
| Index,Positive Index |
| Index,Negative Index |
| String,Slice |
| String,Update Items |
| String,Delete Items |
| String,Concatenate Function |
| String,Membership |
| String,Relational Operator |
| String,Equality Operator |
| Relational Operator,Boolean Value |
| Equality Operator,Boolean Value |
| String,Format |
| String,String function |
| Format,Format Function |
| Format,f-string |
| Format,% operator |
| String function,Find Function |
| Programming Fundamentals and Applications,Function |
| Function,Call Function |
| Function,Create Function |
| Function,Eval Function |
| Function,Parameter/Argument |
| Parameter/Argument,Arbitrary Argument |
| Parameter/Argument,Keyword Argument |
| Parameter/Argument,Default Parameter Value |
| Function,Return Value |
| Create Function,Pass Statement |
| Call Function,Recursion Call |
| Function,Global Variable |
| Function,Local Variable |
| Programming Fundamentals and Applications,List |
| List,Update Items |
| List,Slice |
| Update Items,Remove Items |
| Update Items,Change Items |
| Update Items,Sort Function |
| List,Concatenate Function |
| Programming Fundamentals and Applications,File |
| File,Read |
| File,Write |
| Write,Writelines Function |
| Write,Write Function |
| Write Function,String |
| Writelines Function,String |
| File,File Dialog |
| File Dialog,Exception |
| File,Json |
| Json,Encode |
| Json,Decode |
| Write Function,Byte |
| Writelines Function,Byte |
| Read,Read Function |
| Read,Readline Function |
| Read,Readlines Function |
| Programming Fundamentals and Applications,Pandas |
| Pandas,Package Installation |
| Pandas,Series |
| Pandas,DataFrame |
| Series,Index |
| DataFrame,Index |
| DataFrame,Conditional/Selection |
| Programming Fundamentals and Applications,Numpy |
| Numpy,Package Installation |
| Numpy,Array |
| DataFrame,Array |
| Series,Array |
| DataFrame,Fill Values |
| DataFrame,Aggregate Statistics |
| Series,Conditional/Selection |
| Series,Fill Values |
| Series,Aggregate Statistics |
| Array,Index |
| Array,Slice |
| Array,Reshape Function |
| Array,Matrix Multiplication |
| Array,Broadcast |
| SciPy,Linear Algebra |
| Numpy,SciPy |
| SciPy,Array |
| SciPy,Interpolation |
| SciPy,Curve Fit |
| SciPy,Probability Statistic |
| Numpy,Matplotlib |
| Matplotlib,Scatter Class |
| Matplotlib,Line Class |
| Matplotlib,Pie Class |
| Matplotlib,Bar Class |
| Update Items,Add Items |
| Programming Fundamentals and Applications,Tuple |
| Programming Fundamentals and Applications,Set |
| Programming Fundamentals and Applications,Dictionary |
| Tuple,Index |
| Tuple,Slice |
| Set,Add Items |
| Dictionary,Add Items |
| Set,Remove Items |
| Dictionary,Remove Items |
| Dictionary,Change Items |
| String function,Find highest or lowest value |
| Find highest or lowest value,Min Function |
| Find highest or lowest value,Max Function |
| String function,Convert to uppercase or lowercase |
| Convert to uppercase or lowercase,Upper Function |
| Convert to uppercase or lowercase,Lower Function |
| String function,Check string composition |
| Check string composition,Isalpha Function |
| Check string composition,Isdigit Function |
| Check string composition,Isalnum Function |
| String function,Check substring |
| Check substring,Endswith Function |
| Check substring,Startswith Function |
| Change String,Replace Function |
| Change String,Strip Function |
| String function,Change String |
| Change String,Split Function |
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