fork download
  1. #include <iostream>
  2. #include <vector>
  3. #include <cmath>
  4. #include <algorithm>
  5. #include <iomanip>
  6. #include <tuple>
  7. #include <string>
  8.  
  9. using namespace std;
  10.  
  11. using Portfolio = vector<int>; // weights in percent, size = 6
  12.  
  13. double percentile15(vector<double>& data) {
  14. sort(data.begin(), data.end());
  15. size_t index = static_cast<size_t>(floor(0.15 * data.size()));
  16. if (index >= data.size()) index = data.size() - 1;
  17. return data[index];
  18. }
  19.  
  20. double median(vector<double>& data) {
  21. sort(data.begin(), data.end());
  22. size_t n = data.size();
  23. if (n % 2 == 0)
  24. return (data[n / 2 - 1] + data[n / 2]) / 2.0;
  25. else
  26. return data[n / 2];
  27. }
  28.  
  29. double lumpSumCAGR(const vector<double>& returns) {
  30. double compound = 1.0;
  31. for (double r : returns) {
  32. compound *= (1.0 + r);
  33. }
  34. return pow(compound, 1.0 / returns.size()) - 1.0;
  35. }
  36.  
  37. double portfolioReturn(const vector<vector<double>>& assets, const Portfolio& weights, int year) {
  38. double result = 0.0;
  39. for (int i = 0; i < weights.size(); ++i) {
  40. result += (weights[i] / 100.0) * assets[i][year];
  41. }
  42. return result;
  43. }
  44.  
  45. void generatePortfolios(vector<Portfolio>& portfolios, Portfolio current, int pos, int totalWeight, int maxAssets) {
  46. if (pos == current.size()) {
  47. if (totalWeight == 100) {
  48. int nonZero = count_if(current.begin(), current.end(), [](int w) { return w > 0; });
  49. if (nonZero <= maxAssets) {
  50. portfolios.push_back(current);
  51. }
  52. }
  53. return;
  54. }
  55. for (int w = 0; w <= 100 - totalWeight; w += 20) {//const int step = 10;
  56. current[pos] = w;
  57. generatePortfolios(portfolios, current, pos + 1, totalWeight + w, maxAssets);
  58. }
  59. }
  60.  
  61. int main() {
  62. const int numAssets = 8;
  63. const int maxAssets = 5;
  64.  
  65.  
  66. // Asset names
  67. vector<string> assetNames = {
  68. "scv", "lcg", "em", "reit", "gld" , "eu ltb", "vti","20bal", "33gld"
  69. //"scv60Lcg15", "scv95", "vti", "20bal", "33gld", "lcbtiltled"
  70. };
  71.  
  72. // Return data
  73. vector<vector<double>> assets = {
  74.  
  75. {-0.03,0.13,0.06,-0.29,-0.31,0.43,0.46,0.08,0.07,0.21,0.12,0.06,0.31,0.38,0.02,0.31,0.12,-0.08,0.23,0.14,-0.22,0.37,0.24,0.19,-0.02,0.24,0.17,0.31,-0.06,0.02,0.04,0.11,-0.13,0.41,0.17,0.04,0.15,-0.09,-0.32,0.33,0.23,-0.06,0.18,0.32,0.09,-0.06,0.23,0.09,-0.15,0.20,0.03,0.19,-0.16,0.11,0.08},
  76.  
  77.  
  78. {
  79. -0.09, 0.19, 0.18, -0.28, -0.40, 0.24, 0.08, -0.16, -0.02, 0.01,
  80. 0.16, -0.16, 0.20, 0.14, -0.01, 0.30, 0.14, 0.01, 0.07, 0.32,
  81. -0.05, 0.37, 0.03, 0.00, 0.01, 0.34, 0.22, 0.32, 0.43, 0.29,
  82. -0.28, -0.13, -0.24, 0.23, 0.04, 0.02, 0.07, 0.06, -0.39, 0.33,
  83. 0.15, -0.01, 0.15, 0.31, 0.13, 0.03, 0.05, 0.25, -0.04, 0.34,
  84. 0.39, 0.18, -0.35, 0.40, 0.31
  85. },
  86.  
  87. {
  88. -0.17, 0.28, 0.34, -0.18, -0.28, 0.25, 0.04, 0.01, 0.05, 0.06,
  89. -0.04, -0.25, -0.31, 0.12, 0.12, 0.23, 0.11, 0.09, 0.34, 0.55,
  90. -0.16, 0.54, 0.09, 0.68, -0.09, -0.06, 0.03, -0.11, -0.25, 0.59,
  91. -0.31, -0.03, -0.08, 0.53, 0.22, 0.29, 0.29, 0.32, -0.52, 0.72,
  92. 0.18, -0.20, 0.17, -0.02, -0.02, -0.15, 0.10, 0.34, -0.16, 0.16,
  93. 0.16, -0.07, -0.24, 0.09, 0.05
  94. },
  95.  
  96. {
  97. -0.01, 0.10, 0.05, -0.23, -0.30, 0.13, 0.41, 0.14, 0.01, 0.20,
  98. 0.11, -0.02, 0.18, 0.26, 0.16, 0.16, 0.18, -0.08, 0.09, 0.04,
  99. -0.20, 0.32, 0.12, 0.17, 0.00, 0.13, 0.30, 0.19, -0.18, -0.07,
  100. 0.21, 0.12, 0.01, 0.35, 0.27, 0.08, 0.31, -0.19, -0.37, 0.25,
  101. 0.26, 0.05, 0.16, 0.03, 0.28, 0.02, 0.07, 0.03, -0.07, 0.23,
  102. -0.09, 0.33, -0.28, 0.10, 0.06
  103. },
  104.  
  105. {
  106. 0.00, 0.13, 0.42, 0.55, 0.44, -0.26, -0.06, 0.15, 0.25, 1.00,
  107. 0.01, -0.36, 0.13, -0.17, -0.21, 0.04, 0.17, 0.18, -0.17, -0.06,
  108. -0.09, -0.09, -0.07, 0.15, -0.05, 0.00, -0.06, -0.20, -0.03, -0.02,
  109. -0.08, 0.00, 0.21, 0.19, 0.02, 0.13, 0.20, 0.25, 0.02, 0.22,
  110. 0.27, 0.05, 0.07, -0.25, 0.00, -0.12, 0.07, 0.10, -0.03, 0.16,
  111. 0.22, -0.09, -0.06, 0.11, 0.21
  112. },
  113.  
  114. {
  115. -0.02, 0.16, 0.04, -0.04, -0.10, 0.08, -0.05, 0.16, 0.15, -0.10,
  116. -0.16, -0.16, -0.23, 0.09, -0.02, 0.04, 0.43, 0.48, 0.17, -0.02,
  117. -0.02, 0.12, 0.14, -0.02, 0.24, -0.03, 0.24, 0.18, 0.02, 0.22,
  118. -0.24, 0.01, 0.00, 0.28, 0.24, 0.19, -0.04, 0.06, 0.03, 0.04,
  119. 0.05, -0.03, -0.01, 0.17, 0.05, 0.14, -0.08, 0.02, 0.10, -0.04,
  120. 0.11, 0.20, -0.18, -0.41, 0.11, -0.08
  121. },
  122.  
  123.  
  124. // {-0.04,0.14,0.15,-0.14,-0.19,0.26,0.28,0.04,0.08,0.28,0.08,-0.06,0.24,0.22,-0.01,0.26,0.14,-0.02,0.14,0.16,-0.16,0.29,0.15,0.18,-0.03,0.20,0.13,0.20,0.02,0.08,-0.04,0.04,-0.07,0.33,0.12,0.06,0.15,0.01,-0.26,0.31,0.22,-0.03,0.15,0.19,0.08,-0.06,0.16,0.13,-0.11,0.21,0.13,0.12,-0.18,0.15,0.12},
  125. // {-0.03,0.13,0.06,-0.29,-0.31,0.43,0.46,0.08,0.07,0.21,0.12,0.06,0.31,0.38,0.02,0.31,0.12,-0.08,0.23,0.14,-0.22,0.37,0.24,0.19,-0.02,0.24,0.17,0.31,-0.06,0.02,0.04,0.11,-0.13,0.41,0.17,0.04,0.15,-0.09,-0.32,0.33,0.23,-0.06,0.18,0.32,0.09,-0.06,0.23,0.09,-0.15,0.20,0.03,0.19,-0.16,0.11,0.08},
  126. {-0.02,0.11,0.12,-0.25,-0.36,0.30,0.21,-0.11,-0.01,0.05,0.16,-0.11,0.19,0.19,0.01,0.28,0.15,-0.02,0.12,0.24,-0.10,0.29,0.06,0.08,-0.01,0.34,0.19,0.30,0.24,0.19,-0.13,-0.09,-0.25,0.30,0.08,0.02,0.12,0.01,-0.37,0.26,0.16,-0.02,0.14,0.31,0.12,0.00,0.11,0.19,-0.07,0.28,0.19,0.18,-0.24,0.22,0.20},
  127. {-0.03,0.15,0.18,-0.07,-0.14,0.12,0.18,0.04,0.07,0.28,0.06,-0.13,0.17,0.13,0.01,0.22,0.18,0.02,0.07,0.14,-0.13,0.23,0.06,0.17,-0.02,0.16,0.12,0.12,0.04,0.07,-0.03,0.01,-0.02,0.29,0.13,0.08,0.17,0.03,-0.23,0.27,0.21,0.02,0.13,0.07,0.12,-0.03,0.09,0.13,-0.08,0.22,0.14,0.11,-0.23,0.16,0.13},
  128. {-0.01,0.11,0.19,0.03,-0.05,0.13,0.23,0.07,0.10,0.44,0.08,-0.13,0.20,0.14,-0.04,0.19,0.16,0.02,0.06,0.08,-0.15,0.17,0.08,0.16,-0.03,0.17,0.11,0.12,0.00,0.02,-0.01,0.02,-0.02,0.30,0.11,0.07,0.19,0.03,-0.21,0.25,0.23,0.00,0.13,0.08,0.09,-0.06,0.13,0.10,-0.08,0.20,0.10,0.11,-0.14,0.11,0.14},
  129. // {-0.03,0.13,0.12,-0.22,-0.30,0.25,0.24,-0.02,0.00,0.07,0.08,-0.09,0.14,0.20,0.07,0.26,0.15,-0.02,0.16,0.24,-0.13,0.33,0.10,0.21,-0.03,0.22,0.16,0.21,0.05,0.15,-0.05,-0.02,-0.12,0.32,0.14,0.08,0.17,0.02,-0.32,0.29,0.17,-0.01,0.14,0.17,0.13,-0.03,0.11,0.16,-0.09,0.23,0.11,0.14,-0.24,0.14,0.11}
  130. //
  131.  
  132.  
  133. };
  134.  
  135. int numYears = assets[0].size();
  136.  
  137. for (int duration = 1; duration <= 31; duration += 1) {
  138. cout << "\n========== Duration: " << duration << " years ==========" << endl;
  139.  
  140. vector<Portfolio> portfolios;
  141. generatePortfolios(portfolios, Portfolio(numAssets, 0), 0, 0, maxAssets);
  142.  
  143. vector<tuple<Portfolio, double, double, double, double>> results;
  144.  
  145. for (const Portfolio& p : portfolios) {
  146. vector<double> cagrList;
  147. for (int start = 0; start <= numYears - duration; ++start) {
  148. vector<double> subReturns;
  149. for (int i = 0; i < duration; ++i) {
  150. subReturns.push_back(portfolioReturn(assets, p, start + i));
  151. }
  152. double cagr = lumpSumCAGR(subReturns);
  153. cagrList.push_back(cagr);
  154. }
  155.  
  156. double p15 = percentile15(cagrList);
  157. double pmin = *min_element(cagrList.begin(), cagrList.end());
  158. double pmax = *max_element(cagrList.begin(), cagrList.end());
  159. double pmed = median(cagrList);
  160.  
  161. results.emplace_back(p, p15, pmin, pmax, pmed);
  162. }
  163.  
  164. sort(results.begin(), results.end(), [](const auto& a, const auto& b) {
  165. return get<1>(a) > get<1>(b);
  166. });
  167.  
  168. cout << fixed << setprecision(2);
  169.  
  170. // Summary table
  171. cout << "\nTop 2 Portfolios Summary (Bottom 15th Percentile CAGR):" << endl;
  172. cout << left << setw(10) << "#" << setw(40) << "Portfolio" << setw(10) << "P15%" << setw(10) << "Min" << setw(10) << "Max" << setw(10) << "Median" << endl;
  173. cout << string(80, '-') << endl;
  174.  
  175. for (int i = 0; i < 2 && i < results.size(); ++i) {
  176. auto [weights, p15, pmin, pmax, pmed] = results[i];
  177. string portStr;
  178. for (int j = 0; j < numAssets; ++j) {
  179. if (weights[j] > 0) {
  180. portStr += assetNames[j] + ":" + to_string(weights[j]) + "% ";
  181. }
  182. }
  183. cout << left << setw(10) << (i + 1) << setw(40) << portStr << setw(10) << p15 * 100 << setw(10) << pmin * 100 << setw(10) << pmax * 100 << setw(10) << pmed * 100 << endl;
  184. }
  185.  
  186. // // Detailed breakdown
  187. // for (int i = 0; i < 2 && i < results.size(); ++i) {
  188. // auto [weights, p15, pmin, pmax, pmed] = results[i];
  189. // cout << "\nPortfolio " << (i + 1) << ":\n";
  190. // cout << left << setw(15) << "Asset" << setw(10) << "Weight\n";
  191. // cout << "-------------------------\n";
  192. // for (int j = 0; j < numAssets; ++j) {
  193. // if (weights[j] > 0) {
  194. // cout << left << setw(15) << assetNames[j] << setw(10) << weights[j] << "\n";
  195. // }
  196. // }
  197. // cout << "-------------------------\n";
  198. // cout << "Bottom 15th % CAGR : " << p15 * 100 << "%\n";
  199. // cout << "Min CAGR : " << pmin * 100 << "%\n";
  200. // cout << "Max CAGR : " << pmax * 100 << "%\n";
  201. // cout << "Median CAGR : " << pmed * 100 << "%\n";
  202. // }
  203. }
  204.  
  205. return 0;
  206. }
  207.  
Success #stdin #stdout 0.64s 5288KB
stdin
Standard input is empty
stdout
========== Duration: 1 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         reit:40% gld:20% eu ltb:20% 20bal:20%   -0.80     -20.60    31.60     7.40      
2         reit:20% gld:20% eu ltb:20% vti:20% 20bal:20% -1.00     -19.80    28.60     8.80      

========== Duration: 2 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:20% gld:20% 20bal:60%               1.00      -8.23     24.88     7.77      
2         gld:20% eu ltb:20% 20bal:60%            0.97      -9.29     22.98     6.02      

========== Duration: 3 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% lcg:40% gld:20%                 2.79      -7.65     19.56     8.64      
2         scv:40% lcg:20% gld:20% vti:20%         2.72      -6.44     19.20     8.54      

========== Duration: 4 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:20% gld:20% vti:20% 20bal:40%       4.29      -0.45     16.57     7.50      
2         scv:40% lcg:20% gld:40%                 3.97      -0.41     20.12     8.00      

========== Duration: 5 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% gld:20% 20bal:40%               4.46      0.68      19.32     8.00      
2         scv:40% gld:20% eu ltb:20% vti:20%      4.42      -0.14     16.81     7.33      

========== Duration: 6 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% gld:20% eu ltb:20% vti:20%      5.69      2.68      14.76     7.73      
2         scv:20% gld:20% 20bal:60%               5.48      2.40      15.13     7.27      

========== Duration: 7 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:20% lcg:20% gld:20% 20bal:40%       6.15      4.04      11.61     7.46      
2         scv:60% lcg:20% gld:20%                 6.11      2.77      15.29     8.22      

========== Duration: 8 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% gld:20% eu ltb:20% 20bal:20%    6.53      3.50      11.46     7.92      
2         scv:20% lcg:20% reit:20% gld:20% 20bal:20% 6.36      3.95      11.87     7.61      

========== Duration: 9 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:80% gld:20%                         7.05      3.91      19.66     8.59      
2         scv:60% gld:20% 20bal:20%               7.03      3.96      17.01     8.00      

========== Duration: 10 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% gld:20%                 6.52      2.48      13.99     8.91      
2         scv:40% lcg:20% reit:20% gld:20%        6.50      3.10      13.25     8.44      

========== Duration: 11 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% gld:20%                 6.89      2.66      14.98     8.70      
2         scv:40% lcg:20% reit:20% gld:20%        6.77      3.00      13.80     8.67      

========== Duration: 12 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% lcg:20% gld:20% 20bal:20%       6.89      4.24      12.80     8.25      
2         scv:20% lcg:20% reit:40% gld:20%        6.87      4.32      12.84     7.93      

========== Duration: 13 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:20% lcg:20% gld:20% 20bal:40%       6.60      4.89      10.84     7.78      
2         scv:20% lcg:20% reit:40% gld:20%        6.60      5.36      11.71     8.01      

========== Duration: 14 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% gld:20%                 7.01      5.34      13.42     8.99      
2         scv:20% reit:40% 20bal:40%              6.94      5.29      12.97     8.32      

========== Duration: 15 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% lcg:20% reit:20% gld:20%        7.11      5.49      12.33     8.41      
2         scv:60% gld:20% vti:20%                 7.04      5.24      13.85     8.46      

========== Duration: 16 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% em:20% reit:20% 20bal:20%       7.22      4.05      13.27     8.61      
2         scv:40% gld:20% 20bal:40%               7.18      5.23      11.06     8.02      

========== Duration: 17 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% em:20% reit:20% 20bal:20%       7.36      4.47      12.66     8.39      
2         scv:20% em:20% reit:20% 20bal:40%       7.34      4.55      11.24     7.90      

========== Duration: 18 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% em:20% gld:20%                  7.54      5.27      12.59     8.69      
2         scv:40% reit:20% gld:20% eu ltb:20%     7.52      4.78      10.76     8.21      

========== Duration: 19 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% reit:40%                        7.26      5.28      14.83     8.97      
2         scv:80% eu ltb:20%                      7.23      5.10      14.79     9.35      

========== Duration: 20 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% em:20% reit:20%                 7.57      5.53      14.03     8.80      
2         scv:40% em:20% reit:20% 20bal:20%       7.47      5.74      12.65     8.45      

========== Duration: 21 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:80% em:20%                          7.71      6.08      15.08     9.77      
2         scv:20% em:20% reit:40% 20bal:20%       7.70      6.17      11.71     8.61      

========== Duration: 22 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% em:20% reit:20%                 7.60      6.71      14.23     9.49      
2         scv:40% em:20% reit:20% eu ltb:20%      7.51      6.43      12.47     9.01      

========== Duration: 23 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:40% lcg:20% reit:20% eu ltb:20%     7.42      5.96      12.98     8.47      
2         scv:20% em:20% reit:60%                 7.36      6.62      12.65     8.59      

========== Duration: 24 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:40%                         7.90      5.73      14.30     8.49      
2         scv:40% lcg:20% 20bal:40%               7.78      6.03      12.49     8.30      

========== Duration: 25 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% eu ltb:20%              7.98      5.94      13.43     9.06      
2         scv:40% lcg:20% reit:20% eu ltb:20%     7.86      5.98      12.43     8.82      

========== Duration: 26 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% eu ltb:20%              8.15      5.96      12.52     9.30      
2         scv:80% lcg:20%                         8.13      6.37      14.05     9.43      

========== Duration: 27 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:80% reit:20%                        8.40      6.03      13.82     9.46      
2         scv:80% lcg:20%                         8.37      6.59      13.75     9.54      

========== Duration: 28 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:80% lcg:20%                         8.62      7.38      12.56     9.25      
2         scv:60% lcg:40%                         8.59      7.79      11.55     9.07      

========== Duration: 29 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:20% eu ltb:20%              8.69      7.35      11.94     9.31      
2         scv:80% lcg:20%                         8.64      7.52      13.34     9.73      

========== Duration: 30 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:60% lcg:40%                         8.53      7.82      12.23     9.47      
2         scv:80% lcg:20%                         8.48      7.77      13.38     9.69      

========== Duration: 31 years ==========

Top 2 Portfolios Summary (Bottom 15th Percentile CAGR):
#         Portfolio                               P15%      Min       Max       Median    
--------------------------------------------------------------------------------
1         scv:80% lcg:20%                         8.69      7.97      13.05     9.64      
2         scv:60% lcg:20% reit:20%                8.51      7.95      12.58     9.32