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Groups at a party
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function estimateExpectedNumberOfGroups(n: number, iterations: number = 2000): number { | |
const groupCounts = range(iterations).map(() => | |
countGroups(createPairsOfPeople(n)) | |
); | |
return mean(groupCounts); | |
} | |
type Pair<T> = readonly [T, T]; | |
function countGroups(pairsOfPeople: Iterable<Pair<number>>): number { | |
const relationships = DirectedGraph.fromEdges(pairsOfPeople); | |
const seen = new Set() | |
let groups = 0; | |
for (const [person] of pairsOfPeople) { | |
if (seen.has(person)) { | |
continue; | |
} | |
const peopleInSameGroup = relationships.walkDfs(person); | |
for (const otherPerson of peopleInSameGroup) seen.add(otherPerson); | |
groups += 1; | |
} | |
return groups; | |
} | |
function createPairsOfPeople(n: number): Map<number, number> { | |
const remainingPeople = new Set(range(n)); | |
const pairsOfPeople = new Map(); | |
for (let personA = 0; personA < n; personA++) { | |
const personB = selectRandomItem([...remainingPeople]); | |
remainingPeople.delete(personB); | |
pairsOfPeople.set(personA, personB); | |
} | |
return pairsOfPeople; | |
} | |
class DirectedGraph<T> { | |
private readonly adjacentNodes: Map<T, Set<T>> = new Map(); | |
static fromEdges<T>(edges: Iterable<Pair<T>>): DirectedGraph<T> { | |
const digraph = new DirectedGraph<T>(); | |
for (const [head, tail] of edges) digraph.addEdge(head, tail); | |
return digraph; | |
} | |
addEdge(head: T, tail: T) { | |
let tails = this.adjacentNodes.get(head); | |
if (tails == null) { | |
tails = new Set(); | |
this.adjacentNodes.set(head, tails); | |
} | |
tails.add(tail); | |
} | |
walkDfs(source: T): Set<T> { | |
const visitedNodes = this.dfsIter(source, new Set<T>()); | |
return new Set(visitedNodes); | |
} | |
private *dfsIter(entryPointNode: T, previouslyVisitedNodes: Set<T>): IterableIterator<T> { | |
if (previouslyVisitedNodes.has(entryPointNode)) { | |
return; | |
} | |
previouslyVisitedNodes.add(entryPointNode); | |
yield entryPointNode; | |
if (this.adjacentNodes.has(entryPointNode)) { | |
const tails = this.adjacentNodes.get(entryPointNode)!; | |
for (const tail of tails) { | |
yield* this.dfsIter(tail, previouslyVisitedNodes); | |
} | |
} | |
} | |
} | |
function range(length: number): number[] { | |
const nums = []; | |
for (let i = 0; i < length; i++) nums.push(i); | |
return nums; | |
} | |
function selectRandomItem<T>(values: readonly T[]): T { | |
return values[randomInt(values.length)]; | |
} | |
function randomInt(n: number): number { | |
return Math.floor(Math.random() * n); | |
} | |
function mean(values: readonly number[]): number { | |
let sum = 0 | |
for (const value of values) sum += value | |
return sum / values.length | |
} |
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