Task: Birthday problem
Go: package main

import (
    "fmt"
    "math"
    "math/rand"
    "time"
)

const (
    DEBUG   = 0
    DAYS    = 365
    n_sigmas = 5.
    WORKERS = 16   
    RUNS    = 1000 
)

func simulate1(p, n int, r *rand.Rand) int {
    var days [DAYS]int
    for i := 0; i < p; i++ {
        days[r.Intn(DAYS)]++
    }
    for _, d := range days {
        if d >= n {
            return 1
        }
    }
    return 0
}


func work(p, n int, ych chan int, cancel chan bool) {
    r := rand.New(rand.NewSource(time.Now().Unix() + rand.Int63()))
    for {
        select {
        case <-cancel:
            return
        default:
        }
        y := 0
        for i := 0; i < RUNS; i++ {
            y += simulate1(p, n, r)
        }
        ych <- y
    }
}

func prob(np, n int) (p, d float64) {
    ych := make(chan int, WORKERS)
    cancel := make(chan bool)
    for i := 0; i < WORKERS; i++ {
        go work(np, n, ych, cancel)
    }
    var runs, yes int
    for {
        yes += <-ych
        runs += RUNS
        fr := float64(runs)
        p = float64(yes) / fr
        d = math.Sqrt(p * (1 - p) / fr)
        if DEBUG > 1 {
            fmt.Println("\t\t", np, yes, runs, p, d)
        }
        
        if !(math.Abs(p-.5) < n_sigmas*d) {
            close(cancel)
            break
        }
    }
    if DEBUG > 1 {
        fmt.Println()
    }
    return
}

func find_half_chance(n int) (mid int, p, dev float64) {
reset:
    lo := 0
    hi := DAYS*(n-1) + 1
    for {
        mid = (hi + lo) / 2
        p, dev = prob(mid, n)

        if DEBUG > 0 {
            fmt.Println("\t", lo, mid, hi, p, dev)
        }
        if p < .5 {
            lo = mid + 1
        } else {
            hi = mid
        }
        if hi < lo {
            if DEBUG > 0 {
                fmt.Println("\tMade a mess, will redo.")
            }
            goto reset
        }
        if !(lo < mid || p < .5) {
            break
        }
    }
    return
}

func main() {
    for n := 2; n <= 5; n++ {
        np, p, d := find_half_chance(n)
        fmt.Printf("%d collision: %d people, P = %.4f ± %.4f\n",
            n, np, p, d)
    }
}

Python: from random import randint

def equal_birthdays(sharers=2, groupsize=23, rep=100000):
    'Note: 4 sharing common birthday may have 2 dates shared between two people each' 
    g = range(groupsize)
    sh = sharers - 1
    eq = sum((groupsize - len(set(randint(1,365) for i in g)) >= sh)
             for j in range(rep))
    return (eq * 100.) / rep

def equal_birthdays(sharers=2, groupsize=23, rep=100000):
    'Note: 4 sharing common birthday must all share same common day' 
    g = range(groupsize)
    sh = sharers - 1
    eq = 0
    for j in range(rep):
        group = [randint(1,365) for i in g]
        if (groupsize - len(set(group)) >= sh and
            any( group.count(member) >= sharers for member in set(group))):
            eq += 1
    return (eq * 100.) / rep

group_est = [2]
for sharers in (2, 3, 4, 5):
    groupsize = group_est[-1]+1
    while equal_birthdays(sharers, groupsize, 100) < 50.:
        
        groupsize += 1
    for groupsize in range(int(groupsize - (groupsize - group_est[-1])/4.), groupsize + 999):
        
        eq = equal_birthdays(sharers, groupsize, 250)
        if eq > 50.:
            break
    for groupsize in range(groupsize - 1, groupsize +999):
        
        eq = equal_birthdays(sharers, groupsize, 50000)
        if eq > 50.:
            break
    group_est.append(groupsize)
    print("%i independent people in a group of %s share a common birthday. (%5.1f)" % (sharers, groupsize, eq))