Introduction to Sets
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Definition
A set is a collection of distinct elements used to organize, group, and analyze data. Sets form a fundamental concept in mathematics and data science, enabling operations such as union, intersection, and difference to structure and compare data efficiently.
Sets Overview
A set is a collection of distinct objects, called elements, grouped together. Sets are denoted using curly braces, such as:
A={1,2,3}Key notation:
- If x is an element of set A, we write xβA.
- If x is not in A, we write xβ/A.
Types of Sets
- Finite sets: sets with a limited number of elements; A={2,4,6,8}
- Infinite sets: sets with an infinite number of elements; N={1,2,3,...}
- Empty sets: sets with no elements, denoted by β ; A=β
- Subsets: a set A is a subset of B if all elements of A are in B; A={1,2},Β B={1,2,3},Β AβB
- Universal sets: the set containing all possible elements in a particular context, denoted U; U={AllΒ integers}
- Power sets: the set of all subsets of a set. P(A)={β ,{1},{2},{1,2}}
Set Operations
Sets enable several operations to compare and manipulate data. Some key operations include (for A={1,2},Β B={2,3}):
- Union: combines elements from sets A and B; AβͺB={1,2,3}
- Intersection: finds common elements between sets A and B; Aβ©B={2}
- Difference: elements in A but not in B; AβB={1}
- Complement: elements not in A but in the universal set U; Aβ²=UβA
- Cartesian product: the set of all ordered pairs between sets A and B. AΓB={(1,2),(1,3),(2,2),(2,3)}
Real-World Applications
Sets are crucial for solving problems in data science and analytics:
- Data organization: grouping unique items (e.g., distinct customer IDs);
- Data cleaning: removing duplicate entries using set properties;
- Set operations: finding intersections (common features) or differences (unique features) in datasets;
- Probability: computing union or intersection of events;
- Database queries: using sets to perform operations like joins, unions, and differences.
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