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Google Codejam 2021 Solution

Problem 1 : ReverseSort

Note: The main parts of the statements of the problems “Reversort” and “Reversort Engineering” are identical, except for the last paragraph. The problems can otherwise be solved independently.

Reversort is an algorithm to sort a list of distinct integers in increasing order. The algorithm is based on the “Reverse” operation. Each application of this operation reverses the order of some contiguous part of the list.

The pseudocode of the algorithm is the following:

Reversort(L):
  for i := 1 to length(L) - 1
    j := position with the minimum value in L between i and length(L), inclusive
    Reverse(L[i..j])

After i−1i−1 iterations, the positions 1,2,…,i−11,2,…,i−1 of the list contain the i−1i−1 smallest elements of L, in increasing order. During the ii-th iteration, the process reverses the sublist going from the ii-th position to the current position of the ii-th minimum element. That makes the ii-th minimum element end up in the ii-th position.

For example, for a list with 44 elements, the algorithm would perform 33 iterations. Here is how it would process L=[4,2,1,3]L=[4,2,1,3]:

  1. i=1, j=3⟶L=[1,2,4,3]i=1, j=3⟶L=[1,2,4,3]
  2. i=2, j=2⟶L=[1,2,4,3]i=2, j=2⟶L=[1,2,4,3]
  3. i=3, j=4⟶L=[1,2,3,4]i=3, j=4⟶L=[1,2,3,4]

The most expensive part of executing the algorithm on our architecture is the Reverse operation. Therefore, our measure for the cost of each iteration is simply the length of the sublist passed to Reverse, that is, the value j−i+1j−i+1. The cost of the whole algorithm is the sum of the costs of each iteration.

In the example above, the iterations cost 33, 11, and 22, in that order, for a total of 66.

Given the initial list, compute the cost of executing Reversort on it.

Input

The first line of the input gives the number of test cases, TT. TT test cases follow. Each test case consists of 2 lines. The first line contains a single integer NN, representing the number of elements in the input list. The second line contains NN distinct integers L1L1, L2L2, …, LNLN, representing the elements of the input list LL, in order.

Output

For each test case, output one line containing Case #xx: yy, where xx is the test case number (starting from 1) and yy is the total cost of executing Reversort on the list given as input.

Limits

Time limit: 10 seconds.
Memory limit: 1 GB.

Test Set 1 (Visible Verdict)

1≤T≤1001≤T≤100.
2≤N≤1002≤N≤100.
1≤Li≤N1≤Li≤N, for all ii.
Li≠LjLi≠Lj, for all i≠ji≠j.

Sample

Sample Inputs

3
4
4 2 1 3
2
1 2
7
7 6 5 4 3 2 1

Sample Outputs

Case #1: 6
Case #2: 1
Case #3: 12

Sample Case #1 is described in the statement above.

In Sample Case #2, there is a single iteration, in which Reverse is applied to a sublist of size 1. Therefore, the total cost is 1.

In Sample Case #3, the first iteration reverses the full list, for a cost of 7. After that, the list is already sorted, but there are 5 more iterations, each of which contributes a cost of 1.

#include<iostream>
#include<math.h>
#include<bits/stdc++.h>
using namespace std;
#define lli long long int
#define MOD 1000000007
#define vi vector<int>

void display(vi &v){

    for(auto it : v)
        cout<<it<<" ";
    cout<<endl;
}

void doRev(vi &v, int start, int end) {

    while(start < end) {

        swap(v[start], v[end]);
        start++;
        end--;
    }

}

int main() 
{
    int t;
    cin>>t;
    
    for(int tt = 1; tt <= t; tt++) {
        
        int n;
        cin>>n;
        vi v(n+1);
        for(int i = 1; i <= n; i++) cin>>v[i];
        // display(v);
        int cost = 0;

        for(int i = 1; i < n; i++)
        {
            int minV = v[i];
            int pos = i;

            for(int j = i; j <= n; j++) {

                if(minV > v[j]) {

                    minV = v[j];
                    pos = j;
                }
            }
            // cout<<i<<" "<<pos<<" "<<endl;

            doRev(v, i, pos);
            // display(v);
            cost += (pos - i + 1);
        }

        
        cout<<"Case #"<<tt<<": "<<cost<<endl;
    }
    


}

Problem 2 : Moon and Umbrellas

Cody-Jamal is working on his latest piece of abstract art: a mural consisting of a row of waning moons and closed umbrellas. Unfortunately, greedy copyright trolls are claiming that waning moons look like an uppercase C and closed umbrellas look like a J, and they have a copyright on CJ and JC. Therefore, for each time CJ appears in the mural, Cody-Jamal must pay XX, and for each time JC appears in the mural, he must pay YY.

Cody-Jamal is unwilling to let them compromise his art, so he will not change anything already painted. He decided, however, that the empty spaces he still has could be filled strategically, to minimize the copyright expenses.

For example, if CJ?CC? represents the current state of the mural, with C representing a waning moon, J representing a closed umbrella, and ? representing a space that still needs to be painted with either a waning moon or a closed umbrella, he could finish the mural as CJCCCCCJCCCJCJJCCC, or CJJCCJ. The first and third options would require paying X+YX+Y in copyrights, while the second and fourth would require paying 2⋅X+Y2⋅X+Y.

Given the costs XX and YY and a string representing the current state of the mural, how much does Cody-Jamal need to pay in copyrights if he finishes his mural in a way that minimizes that cost?

Input

The first line of the input gives the number of test cases, TT. TT lines follow. Each line contains two integers XX and YY and a string SS representing the two costs and the current state of the mural, respectively.

Output

For each test case, output one line containing Case #xx: yy, where xx is the test case number (starting from 1) and yy is the minimum cost that Cody-Jamal needs to pay in copyrights for a finished mural.

Limits

Time limit: 10 seconds.
Memory limit: 1 GB.
1≤T≤1001≤T≤100.
Each character of SS is either CJ, or ?.

Test Set 1 (Visible Verdict)

1≤1≤ the length of SS ≤10≤10.
1≤X≤1001≤X≤100.
1≤Y≤1001≤Y≤100.

Test Set 2 (Visible Verdict)

1≤1≤ the length of SS ≤1000≤1000.
1≤X≤1001≤X≤100.
1≤Y≤1001≤Y≤100.

Extra credit!

What if some copyright holders could pay Cody-Jamal for the advertisement instead of being paid? Cody-Jamal getting paid is represented by a negative cost.

Test Set 3 (Hidden Verdict)

1≤1≤ the length of SS ≤1000≤1000.
−100≤X≤100−100≤X≤100.
−100≤Y≤100−100≤Y≤100.

Sample

Note: there are additional samples that are not run on submissions down below.Sample Inputsave_altcontent_copy

4
2 3 CJ?CC?
4 2 CJCJ
1 3 C?J
2 5 ??J???

Sample Outputs

Case #1: 5
Case #2: 10
Case #3: 1
Case #4: 0

Sample Case #1 is the one explained in the problem statement. The minimum cost is X+Y=2+3=5X+Y=2+3=5.

In Sample Case #2, Cody-Jamal is already finished, so he does not have a choice. There are two CJs and one JC in his mural.

In Sample Case #3, substituting either C or J results in one CJ either from the second and third characters or the first and second characters, respectively.

In Sample Case #4, Cody-Jamal can finish his mural with all Js. Since that contains no instance of CJ nor JC, it yields no copyright cost.

Additional Sample – Test Set 3

The following additional sample fits the limits of Test Set 3. It will not be run against your submitted solutions.

Sample Inputs

1
2 -5 ??JJ??

Sample Outputs

Case #1: -8

In Sample Case #1 for Test Set 3, Cody-Jamal can finish his mural optimally as JCJJCC or JCJJJC. Either way, there is one CJ and two JCs in his mural.

#include <bits/stdc++.h>
using namespace std;
typedef long long int ll;

void solve()
{
    int p,a,b,cnt=0,ans=0;
    string s;
    cin>>a>>b>>s;
    int i,j;
    p=s.length();
    for(i=0;i<p;i++)
    {
        if(s[i]=='?')
            cnt++;
    }
    if(cnt==p || cnt==p-1)
    {
        cout<<"0";
        return;
    }
    int k;
    for(k=0;k<p-1;k++)
    {
        if(s[k]!='?')
            break;
    }
    if(k==0)
        k++;
    i=k;
    while(i<p-1)
    {
        if(s[i]=='?')
        {
            if(s[i-1]!=s[i+1] && s[i+1]!='?')
            {
                if(s[i-1]=='J')
                    ans+=b;
                else
                    ans+=a;
            }
            else if(s[i-1]!=s[i+1] && s[i+1]=='?')
            {
                j=i+2;
                while(s[j]=='?' && j<p)
                {
                    j++;
                }
                if(j==p)
                {
                    break;
                }
                if(s[i-1]!=s[j])
                {
                    if(s[i-1]=='J')
                        ans+=b;
                    else
                        ans+=a;
                }
                i=j;
            }
        }
        i++;
    }
    for(i=0;i<p-1;i++)
    {
        if(s[i]=='J' && s[i+1]=='C')
            ans+=b;
        else if(s[i]=='C' && s[i+1]=='J')
            ans+=a;
    }
    cout<<ans;


}

int main()
{
    ios_base::sync_with_stdio(false);
    cin.tie(NULL); 
    cout.tie(NULL);
    ll t;
    cin>>t;
    for(int j=1;j<=t; j++)
    {
        cout<<"Case #"<<j<<": ";
        solve();
        cout<<endl;
    }
}

Problem : Reversesort Engineering

Note: The main parts of the statements of the problems “Reversort” and “Reversort Engineering” are identical, except for the last paragraph. The problems can otherwise be solved independently.

Reversort is an algorithm to sort a list of distinct integers in increasing order. The algorithm is based on the “Reverse” operation. Each application of this operation reverses the order of some contiguous part of the list.

The pseudocode of the algorithm is the following:

Reversort(L):
  for i := 1 to length(L) - 1
    j := position with the minimum value in L between i and length(L), inclusive
    Reverse(L[i..j])

After i−1i−1 iterations, the positions 1,2,…,i−11,2,…,i−1 of the list contain the i−1i−1 smallest elements of L, in increasing order. During the ii-th iteration, the process reverses the sublist going from the ii-th position to the current position of the ii-th minimum element. That makes the ii-th minimum element end up in the ii-th position.

For example, for a list with 44 elements, the algorithm would perform 33 iterations. Here is how it would process L=[4,2,1,3]L=[4,2,1,3]:

  1. i=1, j=3⟶L=[1,2,4,3]i=1, j=3⟶L=[1,2,4,3]
  2. i=2, j=2⟶L=[1,2,4,3]i=2, j=2⟶L=[1,2,4,3]
  3. i=3, j=4⟶L=[1,2,3,4]i=3, j=4⟶L=[1,2,3,4]

The most expensive part of executing the algorithm on our architecture is the Reverse operation. Therefore, our measure for the cost of each iteration is simply the length of the sublist passed to Reverse, that is, the value j−i+1j−i+1. The cost of the whole algorithm is the sum of the costs of each iteration.

In the example above, the iterations cost 33, 11, and 22, in that order, for a total of 66.

You are given a size NN and a cost CC. Find a list of NN distinct integers between 1 and NN such that the cost of applying Reversort to it is exactly CC, or say that there is no such list.

Input

The first line of the input gives the number of test cases, TT. TT lines follow. Each line describes a test case with two integers NN and CC, the size of the wanted list and the desired cost, respectively.

Output

For each test case, if there is no list of size NN such that applying Reversort to it costs exactly CC, output one line containing Case #xx: IMPOSSIBLE, where xx is the test case number (starting from 1). Otherwise, output one line containing Case #xx: y1y1 y2y2 ... yNyN, where xx is the test case number (starting from 1) and each yiyi is a distinct integer between 11 and NN, representing the ii-th element of one such possible list.

If there are multiple solutions, you may output any one of them. (See “What if a test case has multiple correct solutions?” in the Competing section of the FAQ.) This information about multiple solutions will not be explicitly stated in the remainder of the 2021 contest.

Limits

Time limit: 10 seconds.
Memory limit: 1 GB.
1≤T≤1001≤T≤100.
1≤C≤10001≤C≤1000.

Test Set 1 (Visible Verdict)

2≤N≤72≤N≤7.

Test Set 2 (Visible Verdict)

2≤N≤1002≤N≤100.

Sample

Sample Inputs

5
4 6
2 1
7 12
7 2
2 1000

Sample Outputs

Case #1: 4 2 1 3
Case #2: 1 2
Case #3: 7 6 5 4 3 2 1
Case #4: IMPOSSIBLE
Case #5: IMPOSSIBLE

Sample Case #1 is described in the statement above.

In Sample Case #2, the algorithm runs for only one iteration on the proposed output. In that iteration, reverse is applied to a sublist of size 1, therefore, its cost is 1.

In Sample Case #3, the first iteration reverses the full list, for a cost of 7. After that, the list is already sorted, but there are 5 more iterations, each of which contributes a cost of 1. Another valid output would be 7 5 4 3 2 1 6. For that output, the first iteration has a cost of 6, the last one has a cost of 2, and all others have a cost of 1.

In Sample Case #4, Reversort will necessarily perform 6 iterations, each of which will have a cost of at least 1, so there is no way the total cost can be as low as required.

def createL(n):
    l = []
    for i in range(1,n+1):
        l.append(i)
    return l 

def operationL(n, p):
    if p < n-1:
        return []
    l = []
    t = 0 
    c = 1
    for i in range(n-1, 0, -1):
        c += 1

        if t+c+i-1 >= p:
            r = p-t-i+1
            l.append(r)
            for k in range(i-1):
                l.append(1)
            t = p
            break

        t += c 
        l.append(c)
    if t<p:
        return []
    return l

def operate(l, opeL):
    length = len(opeL)
    for i in range(length):
        t = len(l)-(i+2)
        sp = t+opeL[i]
        l = l[:t]+ list(reversed(l[t:sp])) + l[sp:]
    return l 

def solve():
    inp = input().split()
    n = int(inp[0])
    p = int(inp[1])
    l = createL(n)
    opeL = operationL(n,p)
    l = operate(l, opeL)
    result = " "
    if opeL:
        for item in l:
            result += str(item)+ " "
    else:
        result =" IMPOSSIBLE"
    print("Case #"+str(i+1)+": "+ str(result))

for i in range(int(input())):
    solve()

Problem : Median Sort

You want to sort NN distinct items, x1,x2,…,xNx1,x2,…,xN. Unfortunately, you do not have a way of comparing two of these items. You only have a way to, given three of them, find out which one is the median, that is, which one is neither the minimum nor the maximum among the three.

For example, suppose N=5N=5 and you know that:

  • x1x1 is the median of {x1,x2,x3}{x1,x2,x3}
  • x2x2 is the median of {x2,x3,x4}{x2,x3,x4}
  • x3x3 is the median of {x3,x4,x5}{x3,x4,x5}

Then, it is guaranteed that the sorted order of the elements is either x4,x2,x1,x3,x5x4,x2,x1,x3,x5 or its reverse x5,x3,x1,x2,x4x5,x3,x1,x2,x4. Notice that by knowing only medians, it is impossible to distinguish the order of any list from its reverse, since the median question has the same result for any three elements in both cases.

Your program will have to find the order of TT lists of NN elements using at most QQ median questions in total (or Q/TQ/T queries per list on average). In each case, finding either the right order or its reverse is considered correct. The order for each case is generated uniformly at random from all possible orders, and independently of any other information.

Input and output

This is an interactive problem. You should make sure you have read the information in the Interactive Problems section of our FAQ.

Initially, the judge will send you a single line containing three integers TT, NN, and QQ: the number of test cases, the number of elements to sort within each test case, and the total number of questions you are allowed across all test cases, respectively. Then, you must process TT test cases. Each test case consists of a series of question exchanges plus an additional exchange to provide the answer.

For a question exchange, your program must print a single line containing three distinct integers i,j,ki,j,k all between 11 and NN, inclusive, which corresponds to asking the judge “which element is the median of the set {xi,xj,xk}{xi,xj,xk}?” The judge will respond with a single line containing a single integer LL, meaning that the median of that set is xLxL (LL is always equal to one of ii, jj, or kk). If you try to perform a (Q+1)(Q+1)-th question exchange, the judge will simply output -1.

Once you are ready to state the result, print a line containing NN integers representing the indices of the elements in sorted or reverse sorted order. The judge will respond with a single integer 1 if your answer is correct or -1 if it is not. After receiving the judge’s answer for the TT-th case, your program must finish in time in order to not receive a Time Limit Exceeded error. In addition, if you print additional information after receiving the result for the TT-th case, you will get a Wrong Answer judgment.

If the judge receives an invalidly formatted line or invalid values from your program at any moment, the judge will print a single number -1. After the judge prints -1 for any of the reasons explained above, it will not print any further output. If your program continues to wait for the judge after receiving a -1, your program will time out, resulting in a Time Limit Exceeded error. Notice that it is your responsibility to have your program exit in time to receive a Wrong Answer judgment instead of a Time Limit Exceeded error. As usual, if the memory limit is exceeded, or your program gets a runtime error, you will receive the appropriate judgment.

Limits

Time limit: 40 seconds.
Memory limit: 1 GB.
T=100T=100.

Test Set 1 (Visible Verdict)

N=10N=10.
Q=300⋅TQ=300⋅T.

Test Set 2 (Visible Verdict)

N=50N=50.
Q=300⋅TQ=300⋅T.

Test Set 3 (Hidden Verdict)

N=50N=50.
Q=170⋅TQ=170⋅T.

Sample Interaction

2 5 600

Judge provides TT, NN, QQ
Case 1

1 2 3

Solution asks for the median of {x1,x2,x3}{x1,x2,x3}

2

Judge responds that the median is x2x2

4 2 3

Solution asks for the median of {x4,x2,x3}{x4,x2,x3}

3

Judge responds that the median is x3x3

5 4 3

Solution asks for the median of {x5,x4,x3}{x5,x4,x3}

4

Judge responds that the median is x4x4

5 4 3 2 1

Solution outputs the sorted list

1

Judge confirms that the answer is correct
Case 2

1 2 3

Solution asks for the median of {x1,x2,x3}{x1,x2,x3}

3

Judge responds that the median is x3x3

2 3 4

Solution asks for the median of {x2,x3,x4}{x2,x3,x4}

4

Judge responds that the median is x4x4

3 4 5

Solution asks for the median of {x3,x4,x5}{x3,x4,x5}

5

Judge responds that the median is x5x5

1 3 5 4 2

Solution outputs the sorted list

1

Judge confirms that the answer is correct

#include<bits/stdc++.h>
using namespace std;
typedef long long int ll;

int main()
{
    ll t,n,q;
    cin>>t>>n>>q;
    while(t-- !=0){
    vector<ll> a;
    
    cout<<"1 2 3"<<endl;
    
    ll size=3;
    ll p;
    cin>>p;
    if(p==2){
        a.push_back(1);
        a.push_back(2);
        a.push_back(3);
        
    }
    else if(p==3){
        a.push_back(1);
        a.push_back(3);
        a.push_back(2);
    }
    else{
        a.push_back(2);
        a.push_back(1);
        a.push_back(3);
    }
    for(ll i=4;i<=(n);i++){
        ll u=0;
        ll v=size-1;
        while(u<v){
            ll mid=u+((v-u)/2);
            cout<<a[mid]<<" "<<a[mid+1]<<" "<<(i)<<endl;
            cin>>p;
            if(p==a[mid]){
                v=mid;
            }
            else if(p==a[mid+1]){
                
                u=mid+1;
            }
            else{
                a.insert(a.begin()+mid+1,i);
                size++;
                break;
            }
        }
        if(size!=i){
            if(u==0){
                a.insert(a.begin(),i);
            }
            else{
                a.push_back(i);
            }
            size++;
        }
    }
    for(auto zzz: a){
        cout<<zzz<<" ";
    }
    cout<<endl;
    cin>>p;
    if(p==-1){
        break;
    }
}
}

Problem : Cheating Detection

100 players are competing in a 10000-question trivia tournament; the players are numbered from 1 to 100. Player ii has a skill level of SiSi and question jj has a difficulty level of QjQj. Each skill level and each question difficulty are chosen uniformly at random from the range [−3.00,3.00][−3.00,3.00], and independently of all other choices. For example, a player can have a skill level of 2.478532.47853 and a question can have a difficulty level of −1.4172−1.4172.

When player ii tries to answer question jj, the probability that they answer it correctly is f(Si−Qj)f(Si−Qj), where ff is the sigmoid function:f(x)=11+e−xf(x)=11+e−xwhere ee is Euler’s number (approximately 2.718…), the mathematical constant. Notice that 0<f(x)<10<f(x)<1 for all xx, so f(Si−Qj)f(Si−Qj) is always a valid probability. Each of these answer attempts is chosen at random independently of all other choices.

There is one exception: exactly one of the players is a cheater! The cheater is chosen uniformly at random from among all players, and independently of all other choices. The cheater behaves as follows: before answering each question, they flip a fair coin. If it comes up heads, they do not cheat and the rules work as normal. If it comes up tails, they secretly look up the answer on the Internet and answer the question correctly. Formally, they decide whether to cheat at random with 0.50.5 probability for each question, independently of all other choices.

The results of a tournament consist of only the per-question results (correct or incorrect) for each player. Apart from the general description above, you do not know anything about the skill levels of the players or the difficulties of the questions.

You must correctly identify the cheater in at least PP percent of the test cases. That is, you must succeed in at least P⋅T/100P⋅T/100 out of TT cases.

Input

The first line of the input gives the number of test cases, TT. The second line of the input gives the percentage of test cases, PP, that you must answer correctly for your solution to be considered correct. TT test cases follow. Each case consists of 100 lines of 10000 characters each. The j-th character on the i-th line is 1 if the i-th player answered the j-th question correctly, or 0 if they answered it incorrectly.

Output

For each test case, output one line containing Case #xx: yy, where xx is the test case number (starting from 1) and yy is the number of the cheater (with player numbers starting from 1).

Limits

Time limit: 60 seconds.
Memory limit: 1 GB.
T=50T=50.

Test Set 1 (Visible Verdict)

P=10P=10.

Test Set 2 (Visible Verdict)

P=86P=86.

Sample

Sample Inputs

1
0
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
-------------------------------
99 lines of input omitted.
Use the download button above
to view the full sample input.
-------------------------------

Sample Outputs

Case #1: 59

Notice that the sample input uses T=1T=1 and P=0P=0 and therefore does not meet the limits of any test set. The sample output for it is the actual cheater.

import java.util.Arrays;
import java.util.Comparator;
import java.util.Random;
import java.util.Scanner;
import java.util.stream.IntStream;

public class Solution {
  static final int PLAYER_NUM = 100;
  static final int QUESTION_NUM = 10000;
  static final Random RANDOM = new Random();

  public static void main(String[] args) {
    Scanner sc = new Scanner(System.in);

    int T = sc.nextInt();
    sc.nextInt();
    for (int tc = 1; tc <= T; ++tc) {
      String[] outcomes = new String[PLAYER_NUM];
      for (int i = 0; i < outcomes.length; ++i) {
        outcomes[i] = sc.next();
      }

      System.out.println(String.format("Case #%d: %d", tc, solve(outcomes)));
    }

    sc.close();
  }

  static int solve(String[] outcomes) {
    int[] playerCorrectNums =
        Arrays.stream(outcomes)
            .mapToInt(s -> (int) s.chars().filter(ch -> ch == '1').count())
            .toArray();
    int[] sortedPlayers =
        IntStream.range(0, PLAYER_NUM)
            .boxed()
            .sorted(Comparator.comparing(i -> playerCorrectNums[i]))
            .mapToInt(x -> x)
            .toArray();
    double[] s = new double[PLAYER_NUM];
    for (int i = 0; i < s.length; ++i) {
      s[sortedPlayers[i]] = -3 + 6.0 / (PLAYER_NUM - 1) * i;
    }

    int[] questionCorrectNums =
        IntStream.range(0, QUESTION_NUM)
            .map(
                i ->
                    (int)
                        Arrays.stream(outcomes).filter(outcome -> outcome.charAt(i) == '1').count())
            .toArray();
    int[] sortedQuestions =
        IntStream.range(0, QUESTION_NUM)
            .boxed()
            .sorted(Comparator.comparing(i -> questionCorrectNums[i]))
            .mapToInt(x -> x)
            .toArray();
    double[] q = new double[QUESTION_NUM];
    for (int i = 0; i < q.length; ++i) {
      q[sortedQuestions[i]] = 3 - 6.0 / (QUESTION_NUM - 1) * i;
    }

    int[] diffs = new int[PLAYER_NUM];
    for (int i = 1; i < PLAYER_NUM - 1; ++i) {
      diffs[i] =
          simulate(
              q,
              outcomes[sortedPlayers[i]],
              s[sortedPlayers[i]],
              outcomes[sortedPlayers[i - 1]],
              s[sortedPlayers[i - 1]],
              outcomes[sortedPlayers[i + 1]],
              s[sortedPlayers[i + 1]]);
    }
    System.err.println(Arrays.toString(Arrays.stream(diffs).sorted().toArray()));

    int[] sortedDiffs =
        Arrays.stream(diffs).boxed().sorted(Comparator.reverseOrder()).mapToInt(x -> x).toArray();
    if (sortedDiffs[0] - sortedDiffs[1] >= 50) {
      return sortedPlayers[
              IntStream.range(1, PLAYER_NUM - 1)
                  .boxed()
                  .max(Comparator.comparing(i -> diffs[i]))
                  .get()]
          + 1;
    }

    int maxPlayerCorrectNums = Arrays.stream(playerCorrectNums).max().getAsInt();

    return IntStream.range(0, outcomes.length)
            .filter(i -> playerCorrectNums[i] == maxPlayerCorrectNums)
            .findAny()
            .getAsInt()
        + 1;
  }

  static int simulate(
      double[] q,
      String outcome,
      double s,
      String prevOutcome,
      double prevS,
      String nextOutcome,
      double nextS) {
    return (int)
        IntStream.range(0, QUESTION_NUM)
            .filter(
                i -> s - q[i] >= 1 && outcome.charAt(i) == '0' && prevOutcome.charAt(i) == '1'
                /* && nextOutcome.charAt(i) == '1' */ )
            .count();
  }

  // static char generate(double si, double qj) {
  //   return (RANDOM.nextDouble() <= 1 / (1 + Math.exp(qj - si))) ? '1' : '0';
  // }
}