ProblemSet07/PerformanceAttribution.xls
Time Periods
| Period | Year | Month | Day | Date |
| 1 | 2000 | 9 | 30 | 09/30/00 |
| 2 | 2000 | 8 | 31 | 08/31/00 |
| 3 | 2000 | 7 | 31 | 07/31/00 |
| 4 | 2000 | 6 | 30 | 06/30/00 |
| 5 | 2000 | 5 | 31 | 05/31/00 |
| 6 | 2000 | 4 | 30 | 04/30/00 |
| 7 | 2000 | 3 | 31 | 03/31/00 |
| 8 | 2000 | 2 | 28 | 02/28/00 |
| 9 | 2000 | 1 | 31 | 01/31/00 |
| 10 | 1999 | 12 | 31 | 12/31/99 |
Policy Weight History
| Period | Date | Domestic Equity | Foreign Equity | Currency overlay | Domestic Fixed | Cash | Foreign Fixed | Real Estate | Private Investments | Contracts | Other |
| 1 | 09/30/00 | 35.00% | 22.00% | 9.67% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 2 | 08/31/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 3 | 07/31/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 4 | 06/30/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 5 | 05/31/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 6 | 04/30/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 7 | 03/31/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 8 | 02/28/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 9 | 01/31/00 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
| 10 | 12/31/99 | 35.00% | 22.00% | 9.00% | 33.00% | 0.00% | 0.00% | 10.00% | 0.00% | 0.00% | 0.00% |
Market Value History
| Period | Date | Domestic Equity | Foreign Equity | Currency overlay | Domestic Fixed | Cash | Foreign Fixed | Real Estate | Private Investments | Contracts | Other |
| 1 | 09/30/00 | $15,818,859.37 | $9,263,380.61 | $4,088,802.87 | $15,312,983.64 | $0.00 | $0.00 | $5,851,247.33 | $0.00 | $0.00 | $0.00 |
| 2 | 08/31/00 | $16,626,252.51 | $9,801,032.83 | $4,231,384.66 | $15,428,078.74 | $0.00 | $0.00 | $5,931,519.71 | $0.00 | $0.00 | $0.00 |
| 3 | 07/31/00 | $15,617,991.72 | $9,714,893.49 | $4,105,745.50 | $15,190,984.10 | $0.00 | $0.00 | $5,872,869.00 | $0.00 | $0.00 | $0.00 |
| 4 | 06/30/00 | $16,064,524.36 | $10,177,877.73 | $3,916,951.14 | $15,118,895.79 | $0.00 | $0.00 | $5,747,131.14 | $0.00 | $0.00 | $0.00 |
| 5 | 05/31/00 | $15,684,904.81 | $9,586,410.90 | $4,154,318.07 | $14,997,785.36 | $0.00 | $0.00 | $5,462,410.26 | $0.00 | $0.00 | $0.00 |
| 6 | 04/30/00 | $15,871,097.37 | $9,921,781.17 | $4,517,120.95 | $15,425,127.83 | $0.00 | $0.00 | $5,280,567.15 | $0.00 | $0.00 | $0.00 |
| 7 | 03/31/00 | $16,436,358.29 | $10,530,961.92 | $4,527,376.96 | $15,641,174.50 | $0.00 | $0.00 | $5,281,226.02 | $0.00 | $0.00 | $0.00 |
| 8 | 02/28/00 | $15,259,263.46 | $10,362,475.79 | $4,561,468.66 | $14,808,148.84 | $0.00 | $0.00 | $5,114,506.37 | $0.00 | $0.00 | $0.00 |
| 9 | 01/31/00 | $15,235,502.29 | $10,020,644.36 | $5,094,824.28 | $14,419,872.59 | $0.00 | $0.00 | $4,879,514.84 | $0.00 | $0.00 | $0.00 |
| 10 | 12/31/99 | $16,149,168.16 | $10,949,694.65 | $4,476,026.26 | $13,518,388.78 | $0.00 | $0.00 | $4,937,848.67 | $0.00 | $0.00 | $0.00 |
Benchmark Return History
| Period | Date | Domestic Equity | Foreign Equity | Currency overlay | Domestic Fixed | Cash | Foreign Fixed | Real Estate | Private Investments | Contracts | Other |
| 1 | 09/30/00 | -4.53% | -5.58% | 0.82% | 0.51% | 0.00% | 0.00% | 1.10% | 0.00% | 0.00% | 0.00% |
| 2 | 08/31/00 | 7.42% | 1.21% | 1.94% | 1.46% | 0.00% | 0.00% | 1.10% | 0.00% | 0.00% | 0.00% |
| 3 | 07/31/00 | -1.77% | -3.98% | 2.99% | 0.97% | 0.00% | 0.00% | 1.06% | 0.00% | 0.00% | 0.00% |
| 4 | 06/30/00 | 2.96% | 4.24% | -2.17% | 2.15% | 0.00% | 0.00% | 1.06% | 0.00% | 0.00% | 0.00% |
| 5 | 05/31/00 | -2.81% | -2.58% | 0.45% | -0.64% | 0.00% | 0.00% | 1.06% | 0.00% | 0.00% | 0.00% |
| 6 | 04/30/00 | 2.96% | 4.24% | -2.17% | 2.15% | 0.00% | 0.00% | 1.06% | 0.00% | 0.00% | 0.00% |
Fund Return History
| Period | Date | Domestic Equity | Foreign Equity | Currency overlay | Domestic Fixed | Cash | Foreign Fixed | Real Estate | Private Investments | Contracts | Other |
| 1 | 09/30/00 | -4.62% | -6.38% | 0.72% | 0.29% | 0.00% | 0.00% | -0.30% | 0.00% | 0.00% | 0.00% |
| 2 | 08/31/00 | 7.42% | 1.46% | 1.96% | 1.60% | 0.00% | 0.00% | 1.13% | 0.00% | 0.00% | 0.00% |
| 3 | 07/31/00 | -1.47% | -4.03% | 2.93% | 0.93% | 0.00% | 0.00% | 0.22% | 0.00% | 0.00% | 0.00% |
| 4 | 06/30/00 | 2.73% | 4.92% | -2.41% | 2.38% | 0.00% | 0.00% | 4.60% | 0.00% | 0.00% | 0.00% |
| 5 | 05/31/00 | -2.72% | -2.80% | 0.28% | -0.80% | 0.00% | 0.00% | 4.44% | 0.00% | 0.00% | 0.00% |
| 6 | 04/30/00 | 2.73% | 4.92% | -2.41% | 2.38% | 0.00% | 0.00% | 0.77% | 0.00% | 0.00% | 0.00% |
Period 1
| Period: | 1 | |||||
| Date: | 9/30/00 | |||||
| Previous Month | Returns | Active | ||||
| Asset Class | Policy Weight | Market Value | Weight | Benchmark | Fund | Return |
| Domestic Equity | 35.00% | $16,626,252.51 | 31.96% | -4.53% | -4.62% | -0.09% |
| Foreign Equity | 22.00% | $9,801,032.83 | 18.84% | -5.58% | -6.38% | -0.80% |
| Currency overlay | 9.67% | $4,231,384.66 | 8.13% | 0.82% | 0.72% | -0.10% |
| Domestic Fixed | 33.00% | $15,428,078.74 | 29.66% | 0.51% | 0.29% | -0.22% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,931,519.71 | 11.40% | 1.10% | -0.30% | -1.40% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.67% | $52,018,268.45 | 100.00% | -2.4555% | -2.5684% | -0.1129% |
| Asset Return Attribution | ||||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Total | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Total |
Period 2
| Period: | 2 | |||||
| Date: | 8/31/00 | |||||
| Previous Month | Returns | Active | ||||
| Asset Class | Policy Weight | Market Value | Weight | Benchmark | Fund | Return |
| Domestic Equity | 35.00% | $15,617,991.72 | 30.93% | 7.42% | 7.42% | 0.00% |
| Foreign Equity | 22.00% | $9,714,893.49 | 19.24% | 1.21% | 1.46% | 0.25% |
| Currency overlay | 9.00% | $4,105,745.50 | 8.13% | 1.94% | 1.96% | 0.02% |
| Domestic Fixed | 33.00% | $15,190,984.10 | 30.08% | 1.46% | 1.60% | 0.14% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,872,869.00 | 11.63% | 1.10% | 1.13% | 0.03% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.00% | $50,502,483.81 | 100.00% | 3.6296% | 3.3475% | -0.2821% |
| Asset Return Attribution | ||||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Total | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Subtotal * |
Period 3
| Period: | 3 | |||||
| Date: | 7/31/00 | |||||
| Previous Month | Returns | Active | ||||
| Asset Class | Policy Weight | Market Value | Weight | Benchmark | Fund | Return |
| Domestic Equity | 35.00% | $16,064,524.36 | 31.48% | -1.77% | -1.47% | 0.30% |
| Foreign Equity | 22.00% | $10,177,877.73 | 19.95% | -3.98% | -4.03% | -0.05% |
| Currency overlay | 9.00% | $3,916,951.14 | 7.68% | 2.99% | 2.93% | -0.06% |
| Domestic Fixed | 33.00% | $15,118,895.79 | 29.63% | 0.97% | 0.93% | -0.04% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,747,131.14 | 11.26% | 1.06% | 0.22% | -0.84% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.00% | $51,025,380.16 | 100.00% | -0.7999% | -0.7414% | 0.0585% |
| Asset Return Attribution | Active | |||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Assets | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Subtotal * |
Period 4
| Period: | 4 | |||||
| Date: | 6/30/00 | |||||
| Previous Month | Returns | Active | ||||
| Policy Weight | Market Value | Weight | Benchmark | Fund | Return | |
| Domestic Equity | 35.00% | $15,684,904.81 | 31.44% | 2.96% | 2.73% | -0.23% |
| Foreign Equity | 22.00% | $9,586,410.90 | 19.22% | 4.24% | 4.92% | 0.68% |
| Currency overlay | 9.00% | $4,154,318.07 | 8.33% | -2.17% | -2.41% | -0.24% |
| Domestic Fixed | 33.00% | $14,997,785.36 | 30.06% | 2.15% | 2.38% | 0.23% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,462,410.26 | 10.95% | 1.06% | 4.60% | 3.54% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.00% | $49,885,829.40 | 100.00% | 2.5890% | 2.8223% | 0.2333% |
| Asset Return Attribution | Active | |||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Assets | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Subtotal * |
Period 5
| Period: | 5 | |||||
| Date: | 5/31/00 | |||||
| Previous Month | Returns | Active | ||||
| Asset Class | Policy Weight | Market Value | Weight | Benchmark | Fund | Return |
| Domestic Equity | 35.00% | $15,871,097.37 | 31.11% | -2.81% | -2.72% | 0.09% |
| Foreign Equity | 22.00% | $9,921,781.17 | 19.45% | -2.58% | -2.80% | -0.22% |
| Currency overlay | 9.00% | $4,517,120.95 | 8.85% | 0.45% | 0.28% | -0.17% |
| Domestic Fixed | 33.00% | $15,425,127.83 | 30.24% | -0.64% | -0.80% | -0.16% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,280,567.15 | 10.35% | 1.06% | 4.44% | 3.38% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.00% | $51,015,694.47 | 100.00% | -1.6158% | -1.1483% | 0.4675% |
| Asset Return Attribution | Active | |||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Assets | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Subtotal * |
Period 6
| Period: | 6 | |||||
| Date: | 4/30/00 | |||||
| Previous Month | Returns | Active | ||||
| Asset Class | Policy Weight | Market Value | Weight | Benchmark | Fund | Return |
| Domestic Equity | 35.00% | $16,436,358.29 | 31.36% | 2.96% | 2.73% | -0.23% |
| Foreign Equity | 22.00% | $10,530,961.92 | 20.09% | 4.24% | 4.92% | 0.68% |
| Currency overlay | 9.00% | $4,527,376.96 | 8.64% | -2.17% | -2.41% | -0.24% |
| Domestic Fixed | 33.00% | $15,641,174.50 | 29.84% | 2.15% | 2.38% | 0.23% |
| Cash | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Foreign Fixed | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Real Estate | 10.00% | $5,281,226.02 | 10.08% | 1.06% | 0.77% | -0.29% |
| Private Investments | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Contracts | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Other | 0.00% | $0.00 | 0.00% | 0.00% | 0.00% | 0.00% |
| Total | 109.00% | $52,417,097.69 | 100.00% | 2.5890% | 2.4241% | -0.1649% |
| Asset Return Attribution | Active | |||||
| Asset Class | Allocation (A) | Selection (S) | Interaction (I) | Assets | ||
| Domestic Equity | ||||||
| Foreign Equity | ||||||
| Domestic Fixed | ||||||
| Cash | ||||||
| Foreign Fixed | ||||||
| Real Estate | ||||||
| Private Investments | ||||||
| Contracts | ||||||
| Other | ||||||
| Subtotal * |
ProblemSet07/ProblemSet07.pdf
Homework Assignments for Lecture 7
1
The following data table contains summary performance information on five mutual funds and the market portfolio Average Return Standard Deviation Beta Fund A 14% 6% 1.5 Fund B 12% 4% 0.5 Fund C 16% 8% 1.0 Fund D 10% 6% 0.5 Fund E 20% 10% 2.0 Assume that the average risk free return over the measurement period is 5% Problem 7.1 Do a comparative analysis of these funds using the Treynor ratio ranking the funds against the market. Problem 7.2 Do a comparative analysis of these funds using the realized Sharpe ratio ranking the funds against the market. Problem 7.3 Do a comparative analysis of these funds using the MM measure with a current risk free return of 4%. The following problems make use of the historical record of portfolio and benchmark returns. These data are found in the Excel file PerformanceAttribution.xls. Problem 7.4 For each time period in the dataset, perform a three-factor Brinson performance attribution. Summarize your results in appropriate tables. Problem 7.5 Repeat Problem 7.4 replacing the benchmark weights with the policy weights. Problem 7.6 (BONUS PROBLEM) The working paper Carino Three Factor MultiPeriod Performance Attribution Model found on my.poly.edu provides a methodology for combining the Brinson three factor results into a single consistent set of attribution factors for multiple time periods. Use the model in the paper to estimate the required k factors and derive the combined allocation, selection and interaction factors.
ProblemSet 05/ConsumerDiscretionaryEntertainment.xls
Sheet1
| Date | DIS | ISCA | MGM | PIXR | VIA.B | DISH | L | CZR | BYD | HET | MGG | R.3000 | Risk Free |
| 199501 | 10.78 | 0 | 0 | 0 | 13.19 | 0 | 0 | 0 | 9.3 | 10.12 | 8.29 | 2.191114 | 0.415551 |
| 199502 | 4.91 | 0 | 0 | 0 | -2.98 | 0 | 0 | 0 | 20.21 | 5.15 | 3.83 | 4.079568 | 0.398304 |
| 199503 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -7.08 | 4.9 | 11.52 | 2.487516 | 0.461897 |
| 199504 | 3.67 | 0 | 0 | 0 | 2.51 | 0 | 0 | 0 | 3.81 | 2.67 | 0.41 | 2.614558 | 0.444998 |
| 199505 | 0.23 | 0 | 0 | 0 | 1.63 | 0 | 0 | 0 | 6.42 | 8.77 | -5.76 | 3.632748 | 0.535519 |
| 199506 | 0 | 0 | 0 | 0 | -0.54 | 0 | 0 | 0 | 17.24 | -6.87 | -4.37 | 2.89185 | 0.47145 |
| 199507 | 5.8 | 0 | 0 | 0 | 9.43 | 0 | 0 | 0 | -11.03 | -4.26 | -9.59 | 4.015529 | 0.45221 |
| 199508 | -4.05 | 0 | 0 | 0 | -4.19 | 4.92 | 8.42 | 0 | -4.13 | 18.6 | 1.52 | 0.8875608 | 0.466422 |
| 199509 | 2 | 0 | 0 | 0 | 2.31 | -9.38 | 0.71 | 0 | 2.59 | -8.24 | 1.49 | 3.874886 | 0.430879 |
| 199510 | 0.6 | 0 | 0 | 0 | 0.25 | 0 | -7.94 | 0 | -9.24 | -15.38 | -6.37 | -0.8635521 | 0.471402 |
| 199511 | 4.34 | 0 | 0 | 0 | -3.26 | 4.31 | 13.71 | 0 | -11.11 | 0.51 | 8.38 | 4.435062 | 0.420097 |
| 199512 | -1.93 | 0 | 0 | -29.14 | -1.81 | 60.33 | -4.02 | 0 | -3.13 | -2.51 | -11.11 | 1.633465 | 0.488224 |
| 199601 | 9.13 | 0 | 0 | -30.74 | -14.51 | 53.61 | 1.86 | 0 | -5.38 | 13.4 | 28.26 | 2.90252 | 0.427766 |
| 199602 | 1.95 | 0 | 0 | 23.75 | -3.09 | -3.36 | 0.91 | 0 | 2.27 | -1.36 | 12.71 | 1.475084 | 0.39084 |
| 199603 | -2.48 | 0 | 0 | -10.1 | 7.32 | -6.25 | -4.52 | 0 | -1.11 | 8.29 | 15.41 | 1.005197 | 0.394267 |
| 199604 | -2.76 | 0 | 0 | 4.49 | -2.67 | -0.74 | 3.79 | 0 | 25.84 | 17.45 | 13.68 | 1.896143 | 0.457932 |
| 199605 | -2.02 | 0 | 0 | -5.38 | 3.35 | 2.99 | 9.59 | 0 | 19.64 | -2.54 | 4.3 | 2.559185 | 0.423243 |
| 199606 | 3.5 | 0 | 0 | -11.36 | -8.26 | -18.12 | -11.67 | 0 | -10.45 | -15.99 | -12.36 | -0.32292 | 0.399953 |
| 199607 | -11.36 | 0 | 0 | -32.05 | -9.97 | -3.54 | -16.98 | 0 | -17.5 | -22.12 | -6.27 | -5.234796 | 0.44968 |
| 199608 | 2.47 | 0 | 0 | -5.66 | -10 | -6.94 | 19.89 | 0 | -6.06 | -13.64 | 1 | 3.033626 | 0.412207 |
| 199609 | 10.96 | 0 | 0 | 30 | 12.3 | 7.46 | 8.53 | 0 | -19.35 | -2.63 | 11.92 | 5.442512 | 0.437467 |
| 199610 | 4.33 | 0 | 0 | -2.31 | -7.77 | 8.26 | -10.04 | 0 | -22.67 | -9.46 | -8.28 | 1.828051 | 0.424601 |
| 199611 | 12.14 | 0 | 0 | -5.51 | 15.71 | -9.32 | -2.91 | 0 | 10.34 | 5.97 | -0.32 | 7.053697 | 0.406787 |
| 199612 | -5.58 | 2.5 | 0 | -13.33 | -7.62 | -17.76 | 14.25 | 0 | 3.13 | 11.97 | -9.71 | -1.204383 | 0.46207 |
| 199701 | 4.65 | 7.32 | 0 | 5.77 | -1.79 | -25.57 | -0.22 | 0 | -24.24 | -1.89 | 12.9 | 5.533779 | 0.450356 |
| 199702 | 1.89 | -4.55 | 0 | 42.73 | 2.92 | 38.93 | 10.53 | 0 | -8 | -5.13 | -10.79 | 0.109303 | 0.385908 |
| 199703 | -1.85 | -8.33 | 0 | -8.92 | -6.03 | -9.89 | -5.06 | 0 | -2.17 | -8.11 | 3.2 | -4.525012 | 0.429121 |
| 199704 | 12.38 | -4.55 | 0 | -14.69 | -19.25 | -26.22 | -5.64 | 0 | 2.22 | -5.88 | -6.9 | 4.925764 | 0.43078 |
| 199705 | 0.15 | 7.81 | 0 | -1.64 | 10.98 | -14.05 | 15.95 | 0 | 2.17 | 16.41 | 12.22 | 6.82987 | 0.493423 |
| 199706 | -1.98 | -0.63 | 0 | 5 | 1.05 | 20.19 | 8.88 | 0 | -2.13 | -3.36 | -2.31 | 4.157233 | 0.369249 |
| 199707 | 0.87 | 10.19 | 0 | 4.76 | 2.92 | -6.4 | 7.63 | 0 | -9.78 | 13.89 | -6.76 | 7.8395 | 0.428943 |
| 199708 | -4.95 | -1.73 | 0 | 21.59 | -4.05 | 17.09 | 3.18 | 0 | 56.63 | 9.45 | 16.67 | -4.055912 | 0.410823 |
| 199709 | 4.96 | -1.18 | 0 | 17.76 | 6.75 | 41.61 | 13.51 | 0 | 6.15 | 0 | 7.92 | 5.670357 | 0.444038 |
| 199710 | 2.33 | 0 | 0 | 1.59 | -4.35 | -21.65 | 16.28 | 0 | -4.35 | -12.26 | 1.29 | -3.358912 | 0.421812 |
| 199711 | 15.25 | 1.79 | 0 | -3.39 | 15.7 | -5.92 | -3.05 | 0 | -12.12 | 1.9 | -11.08 | 3.828776 | 0.391988 |
| 199712 | 4.28 | 10.23 | -7.51 | -6.74 | 18.39 | -6.29 | 7.41 | 0 | -8.62 | -5.92 | -7.67 | 2.003074 | 0.476674 |
| 199801 | 8.1 | -0.8 | -5 | 34.1 | 0.75 | -0.75 | -1.21 | 0 | 7.55 | 16.89 | -0.87 | 0.5182624 | 0.428669 |
| 199802 | 4.74 | 19.79 | 2.96 | 27.59 | 14.97 | 26.32 | 14.92 | 0 | 11.4 | -4.53 | 0.87 | 7.153511 | 0.390734 |
| 199803 | -4.63 | 9.38 | 14.38 | -5.74 | 11.98 | 4.76 | 25.28 | 0 | -9.45 | 16.62 | -5.19 | 4.95609 | 0.394567 |
| 199804 | 16.86 | 17.14 | 7.82 | 19 | 7.91 | 19.6 | -3.45 | 0 | -2.61 | 6.11 | -1.46 | 0.9832144 | 0.430276 |
| 199805 | -9.08 | -14.81 | 1.3 | 3.01 | -5.17 | -3.33 | -0.56 | 0 | -4.46 | -4.08 | -1.67 | -2.467722 | 0.403645 |
| 199806 | -7.23 | -6.76 | -9.97 | 41.23 | 5.91 | -5.41 | 17.61 | 0 | -14.02 | -7 | -4.9 | 3.3813 | 0.408932 |
| 199807 | -1.53 | 12.53 | -10.51 | -21.12 | 17.6 | -0.52 | 1.61 | 0 | -3.26 | -9.14 | 5.15 | -1.8157 | 0.400227 |
| 199808 | -20.33 | -14.06 | -12.7 | -39.5 | -27.55 | -26.37 | -17.12 | 0 | -28.09 | -31.66 | -14.88 | -15.318656 | 0.430641 |
| 199809 | -7.52 | 8.86 | -19.27 | 35.79 | 16.88 | 36.17 | 12.24 | 0 | -9.38 | -7.36 | -18.36 | 6.821465 | 0.457735 |
| 199810 | 6.38 | 3.13 | -30.18 | 21.41 | 3.23 | 12.5 | 3.75 | 0 | -17.24 | 6.07 | 13.28 | 7.590616 | 0.324245 |
| 199811 | 19.49 | 14.98 | 30.97 | 4.47 | 11.17 | 43.75 | 5.91 | 0 | 20.83 | 9.69 | -1.67 | 6.116176 | 0.30638 |
| 199812 | -6.8 | 14.08 | 3.94 | -29.47 | 11.17 | 24.64 | 14.26 | 0 | -8.62 | 0.8 | 5.6 | 6.35581 | 0.375124 |
| 199901 | 10 | 4.94 | 2.37 | 13.04 | 14.86 | 13.18 | 16.15 | 7.84 | 5.66 | -5.18 | 12.44 | 3.397214 | 0.353934 |
| 199902 | 6.63 | 7.06 | -22.69 | 3.95 | 3.97 | -10.5 | 0.7 | 9.09 | 17.86 | 12.18 | 23.77 | -3.542095 | 0.354894 |
| 199903 | -11.55 | 15.93 | 25.75 | -4.26 | -5.02 | 66.58 | -2.39 | 0.83 | 3.03 | 14.23 | -10.93 | 3.669274 | 0.425861 |
| 199904 | 2.01 | -2.37 | 15.71 | 5.4 | -2.61 | 22.89 | 21.46 | 42.98 | 26.47 | 15.41 | 30.86 | 4.5138 | 0.371129 |
| 199905 | -8.27 | -4.74 | 2.06 | -4.82 | -5.81 | 14.39 | 4.01 | -2.89 | 10.47 | -1.7 | -4.55 | -1.900566 | 0.340221 |
| 199906 | 5.79 | -3.06 | 17.74 | 9.18 | 14.29 | 33.71 | 10.63 | -8.97 | 17.89 | 2.02 | 16.67 | 5.053568 | 0.395391 |
| 199907 | -10.55 | 8.29 | 14.73 | -10.43 | -4.69 | -10.88 | 0.68 | 6.58 | -10.71 | -3.4 | -7.78 | -3.03219 | 0.380607 |
| 199908 | 0.68 | -0.97 | -4.48 | -11.81 | 0.3 | 22.3 | -13.51 | 12.88 | -14 | 5.57 | 8.71 | -1.137066 | 0.388467 |
| 199909 | -6.31 | 3.19 | -12.5 | 10.46 | 0.45 | 8.59 | 16.6 | 8.7 | 11.63 | 23.33 | 4.07 | -2.5559 | 0.387124 |
| 199910 | 1.92 | -1.78 | 15.4 | 1.16 | 5.92 | 36.27 | 6.37 | 5 | 8.33 | 4.28 | -0.24 | 6.272626 | 0.388669 |
| 199911 | 6.07 | 27.85 | 29.59 | 10.34 | 11.17 | 6.77 | 5.35 | -1.9 | -4.81 | -4.54 | -3.19 | 2.798641 | 0.362224 |
| 199912 | 4.93 | -23.67 | -1.05 | -15.77 | 21.48 | 47.59 | 35.87 | -2.91 | -6.06 | -4.3 | 1.9 | 6.380773 | 0.437729 |
| 200001 | 24.15 | 0 | -1.59 | 0.88 | -8.38 | -16.47 | -10.23 | -16 | -8.6 | -24.59 | -17.76 | -3.92012 | 0.412684 |
| 200002 | -7.75 | -12.16 | 2.96 | -1.93 | 0.68 | 39.98 | 2.45 | 7.74 | -2.35 | -4.08 | -3.48 | 0.9268761 | 0.431389 |
| 200003 | 23.13 | 1.55 | 6.54 | 1.96 | -5.38 | 38.6 | 13.52 | 2.21 | -4.82 | -2.94 | 20.75 | 7.833862 | 0.468003 |
| 200004 | 5 | -4.31 | 17.94 | 4.2 | 3.08 | -19.38 | -15.81 | 10.27 | 2.53 | 10.77 | 22.92 | -3.524023 | 0.459487 |
| 200005 | -3.17 | -0.3 | -5.42 | -7.9 | 14.02 | -37.29 | -11.26 | -0.98 | -2.47 | -3.95 | 10.17 | -2.808672 | 0.504028 |
| 200006 | -7.45 | -3.36 | -7.93 | 2.92 | 9.98 | -17.1 | 9.45 | -3.47 | 12.66 | 6.01 | -1.15 | 2.960753 | 0.398416 |
| 200007 | -0.32 | -23.11 | -4.07 | -5.14 | -2.75 | 19.11 | -8.25 | 3.08 | -20.22 | 19.7 | 11.87 | -1.767516 | 0.480049 |
| 200008 | 0.65 | 6.48 | 2.24 | -1.31 | 1.51 | 23.61 | -3.93 | 16.92 | 4.23 | 13.22 | -4.35 | 7.416236 | 0.504561 |
| 200009 | -1.77 | 15.13 | -6.34 | -2.65 | -13.09 | 8.21 | -15.79 | 2.98 | 6.76 | -3.08 | 11.09 | -4.527766 | 0.508289 |
| 200010 | -6.37 | -17.63 | -17.97 | 2.72 | -2.78 | -14.22 | 0 | -15.7 | -20.25 | 4.09 | -9.49 | -1.423848 | 0.5613 |
| 200011 | -19.2 | 16.73 | -12.38 | -17.23 | -10.11 | -35.5 | -24.65 | 5.39 | -1.59 | -2.18 | -17.18 | -9.217161 | 0.507321 |
| 200012 | 0.67 | 1.33 | -5.43 | 9.84 | -8.56 | -22.06 | 0 | -11.16 | -11.29 | -5.8 | -1.53 | 1.680505 | 0.504383 |
| 200101 | 5.23 | 13.65 | 29.84 | 30 | 18.07 | 35.71 | 24.61 | -5.76 | 22.18 | 11.39 | 3.41 | 3.420889 | 0.538383 |
| 200102 | 1.64 | 4.49 | -9.21 | -16.67 | -9.96 | -15.38 | -13.02 | -0.89 | -16.43 | 5.58 | -7.79 | -9.136796 | 0.37535 |
| 200103 | -7.59 | -17.87 | -10.87 | -5.38 | -11.53 | 5.98 | -4.76 | -8.07 | -3.99 | -5.13 | -6.62 | -6.51859 | 0.416164 |
| 200104 | 5.77 | 21.55 | 19.19 | 6.18 | 18.4 | 8.21 | 14.29 | 8.49 | 39.47 | 17.23 | 19.8 | 8.019519 | 0.3934 |
| 200105 | 4.53 | -2.48 | 10.67 | 26.89 | 10.72 | 2.1 | 5.31 | 12.23 | 11.49 | 6 | 4.56 | 0.8031487 | 0.323096 |
| 200106 | -8.63 | -4.26 | 0.18 | -1.52 | -10.22 | 5.98 | 3.8 | -3.04 | 9.73 | -3.47 | -4.71 | -1.8439 | 0.280984 |
| 200107 | -8.79 | -3.1 | -11.7 | 2.33 | -3.77 | -8.24 | -10.06 | -11.49 | 4.7 | -18.92 | 3.14 | -1.648068 | 0.302245 |
| 200108 | -3.49 | 0.47 | -15 | -0.12 | -14.86 | -5.34 | -3.37 | -0.75 | -0.33 | -0.14 | -5.66 | -5.903644 | 0.30879 |
| 200109 | -26.78 | -14.82 | -0.29 | -3.12 | -18.63 | -17.37 | -16.45 | -31.04 | -25.83 | -5.49 | -22.88 | -8.822495 | 0.277362 |
| 200110 | -0.16 | 6.57 | -5.25 | -8.66 | 5.83 | -0.34 | -7.95 | -2.32 | -3.37 | 7.85 | -0.8 | 2.326608 | 0.224335 |
| 200111 | 10.11 | 6.98 | 11.02 | -3.47 | 19.56 | 14.14 | 12.49 | 17.32 | 21.63 | 10.64 | 18.16 | 7.702315 | 0.174443 |
| 200112 | 2.2 | -1.54 | 22.83 | 0.95 | 1.15 | 3.78 | 6.46 | 9.17 | 24.28 | 14.83 | 9.56 | 1.409495 | 0.146359 |
| 200201 | 1.64 | 4.22 | -10.5 | -9.68 | -9.42 | -0.62 | -7.14 | 6.32 | 26.62 | 3.13 | 12.78 | -1.253974 | 0.140127 |
| 200202 | 9.21 | 7.83 | -12.24 | 0.09 | 16.4 | -4.32 | -1.54 | 0.21 | 34.87 | 5.95 | 5.65 | -2.044904 | 0.129322 |
| 200203 | 0.35 | 4.01 | -3.37 | 13.2 | 3.91 | 8.42 | -1.25 | 7.98 | 35.5 | 9.45 | 5.32 | 4.384542 | 0.133805 |
| 200204 | 0.43 | -5.91 | -2.83 | 9.78 | -2.63 | -3.95 | -15.35 | 16.59 | 1.73 | 11.07 | 10.82 | -5.246437 | 0.15357 |
| 200205 | -1.16 | -4.91 | 0.62 | 3.96 | 3.95 | -7.39 | 12.62 | -8.13 | -4.51 | -3.07 | -6.13 | -1.158589 | 0.144793 |
| 200206 | -17.5 | -1.79 | -28 | 5 | -9.38 | -26.32 | -17.01 | -9.29 | -1.44 | -6.93 | -10.45 | -7.198447 | 0.129515 |
| 200207 | -6.19 | -7.26 | -8.12 | -0.25 | -12.26 | -12.12 | -21.4 | -10.44 | 2.99 | 6.7 | 3.7 | -7.950318 | 0.154655 |
| 200208 | -11.56 | 3.95 | 9.3 | 11.03 | 4.55 | 9.14 | 6.36 | 1.85 | 9.91 | 0.46 | 1.4 | 0.4723907 | 0.138814 |
| 200209 | -3.44 | 2.77 | 1.7 | -1.52 | -0.37 | -2.81 | -14.11 | -14.97 | 14.54 | 1.41 | 5.1 | -10.507053 | 0.143822 |
| 200210 | 10.3 | -1.99 | 7.11 | 6.09 | 10.01 | 17.86 | 15.18 | -8.81 | -40.76 | -12.88 | -16.62 | 7.962656 | 0.135809 |
| 200211 | 18.68 | -1.75 | 11.33 | 13.15 | 5.38 | 0.1 | 27.69 | 14.21 | 28.84 | -4.76 | 8.75 | 6.051135 | 0.117174 |
| 200212 | -16.68 | -2.54 | -8.77 | -8.23 | -13.3 | 9.06 | -15.34 | 1.45 | -1.4 | -1 | -2.51 | -5.653524 | 0.112989 |
| 200301 | 7.3 | 0.11 | -20.77 | 3.77 | -5.42 | 16.58 | 11.52 | -10.12 | -4.77 | -8.38 | -20.53 | -2.446908 | 0.097178 |
| 200302 | -2.51 | 2.17 | -2.82 | -1.82 | -3.68 | 1.46 | -7.82 | -4.64 | -6.5 | -9.48 | -2.21 | -1.64519 | 0.086926 |
| 200303 | -0.23 | 5.03 | 4.9 | 0.2 | -1.64 | 9.68 | 5.88 | -1.11 | 1.92 | 8.71 | 14.17 | 1.051581 | 0.100847 |
| 200304 | 9.64 | -2.1 | 6.19 | 7.74 | 18.87 | 3.7 | 13.05 | 4.49 | 11.76 | 10.34 | -2.84 | 8.1658 | 0.097832 |
| 200305 | 5.31 | -4.56 | 11.93 | -2.99 | 4.86 | 10.52 | 6.36 | 2.42 | 6.11 | 1.78 | -0.6 | 6.036413 | 0.089346 |
| 200306 | 0.51 | 5.73 | -0.48 | 7.13 | -4.09 | 4.59 | -1.2 | 19.29 | 14.15 | 0.37 | 20.99 | 1.349509 | 0.098255 |
| 200307 | 10.99 | -2.3 | 10.06 | 11.92 | -0.32 | 4.77 | -4.07 | -1.54 | -7.59 | 8.47 | 0.35 | 2.29398 | 0.067643 |
| 200308 | -6.48 | 3.89 | 5.93 | 7.28 | 3.55 | 2.15 | 9.11 | -1.9 | -3.29 | -4.43 | 5.71 | 2.216029 | 0.069545 |
| 200309 | -1.61 | 9.45 | 5.94 | -8.37 | -14.89 | 3.4 | -17.6 | 2.62 | -0.59 | 1.67 | 0.8 | -1.085669 | 0.084965 |
| 200310 | 12.25 | -3.1 | 4.04 | 3.18 | 4.1 | -0.16 | 1.2 | 6.55 | 0 | 3.3 | -2.87 | 6.051934 | 0.070466 |
| 200311 | 1.99 | 1.48 | 3.38 | 1.93 | -1.38 | -9.93 | 9.51 | 8.96 | 7.7 | 10.77 | 5.58 | 1.37738 | 0.071839 |
| 200312 | 1.99 | 2.97 | 3.58 | -1.16 | 13.04 | -1.34 | 7.6 | 3.54 | -1.34 | 3.97 | 0.35 | 4.573989 | 0.081862 |
| 200401 | 2.87 | 5.78 | -6.9 | -4.19 | -9.19 | 7.38 | -2.1 | 5.72 | 2.35 | 6.49 | 7.44 | 2.086079 | 0.069473 |
| 200402 | 10.54 | -5.02 | 7.79 | -0.95 | -4.42 | -1.04 | -2.06 | 7.42 | 23.82 | -1.4 | 7.77 | 1.347172 | 0.06227 |
| 200403 | -5.8 | 5.26 | 1.46 | -1.98 | 1.95 | -9.33 | -3.95 | 6.02 | 12.32 | 5.66 | 4.11 | -1.187021 | 0.086491 |
| 200404 | -7.84 | -10.04 | 20.8 | 5.91 | -1.43 | 1.34 | -0.09 | 1.61 | 2.66 | -3.12 | 1.04 | -2.067637 | 0.079823 |
| 200405 | 1.91 | 10.48 | -6.28 | -0.62 | -4.4 | -3.1 | 0.37 | 3.92 | -0.73 | -2.79 | -3.06 | 1.453316 | 0.060991 |
| 200406 | 8.61 | 4.27 | 1.77 | 2.45 | -3.17 | -4.38 | -1.14 | 8.93 | 14.28 | 5.25 | 5.7 | 1.987481 | 0.083653 |
| 200407 | -9.42 | 6.99 | 0.25 | -1.83 | -5.96 | -9.85 | -5.67 | -1.8 | -1.05 | -14.07 | -5.94 | -3.781527 | 0.096696 |
| 200408 | -2.77 | 1.65 | -6.02 | 13.89 | -0.66 | 10.57 | 5.07 | 4.89 | 3.61 | 4.42 | -6.36 | 0.4118085 | 0.11018 |
| 200409 | 0.45 | -5.67 | 1.49 | 1.52 | 0.75 | 1.53 | -2.13 | 8.09 | 3.68 | 9.94 | 20.1 | 1.537204 | 0.11471 |
| 200410 | 11.84 | -5.73 | 2.16 | 1.93 | 8.73 | 1.61 | 2.29 | 7.19 | 18.97 | 10.46 | 8.36 | 1.642442 | 0.11259 |
| 200411 | 6.58 | 3.93 | 0.17 | 12.75 | -4.72 | 3.7 | 15.81 | 5.03 | 10.02 | 5.51 | 8.36 | 4.6486 | 0.15431 |
| 200412 | 4.34 | 8 | 0.34 | -5.58 | 4.87 | 4.54 | 6.29 | 7.13 | 13.3 | 8.94 | 24.77 | 3.563166 | 0.16485 |
Sheet2
Sheet3
ProblemSet 05/Problem set 05.pdf
Homework Assignments for Lecture 5
1
The Excel file, ConsumerDiscretionaryEntertainment.xls, contains monthly return data (presented as percent returns) for the following eleven (11) major consumer discretionary entertainment companies between the years 1995 to 2004. Identifier Company.Name DIS DISNEY (WALT) CO ISCA INTL SPEEDWAY CORP -CL A MGM METRO GOLDWYN MAYER INC PIXR PIXAR VIA.B VIACOM INC -CL B DISH ECHOSTAR COMMUN CORP – CLA L LIBERTY MEDIA CORP – SER A CZR CAESARS ENTERTAINMENT INC. BYD BOYD GAMING CORP HET HARRAHS ENTERTAINMENT INC MGG MGM MIRAGE
Your analysis will be for the five year time period January 2000 to December 2004. The month returns for the Russell 3000 Index and the risk free asset are also given in the same workbook. Problem 5.1 This problem is concerned with the modeling of transaction costs for trading portfolios in the above companies. Assume that trading is to be done on December 31, 2004. You will need to get year end prices and shares outstanding. Google Finance provides a tool for getting historical prices. You can then use current market capitalization to get shares outstanding. The working paper by Prof. Damodaran at NYU has been posted in the Assignments section. The title of the paper is Asset Selection Strategies and Evidence. Table 12.3 provides a model of round-trip transactions cost as a function of the dollar block traded in $ thousands and capitalization sector which is defined in Table 12.1. To estimate the one-way cost, divide the round-trip cost by 2. Using these data construct a cost estimate for each of the stocks listed above. Problem 5.2 Using the covariance matrix and average return estimates from Problem 2.9, develop an efficient frontier incorporating your transactions cost model from Problem 5.1 into the analysis. Problem 5.3 Simulate a portfolio using the market capitalizations as weights for the January 2000 to December 2004 time period. Given the portfolio returns and the average risk-free returns, estimate the Sharpe ratio of this portfolio.
Homework Assignments for Lecture 5
2
Problem 5.4 Using the market capitalization you obtained for Problem 5.1, perform a Black Litterman implied views analysis to transform market capitalizations into expected excess return forecasts. Use the Sharpe ratio from Problem 5.3 Problem 5.5 You are given the following estimates of expected returns and standard deviations for two securities. Expected Return Standard Deviation Security 1 10% 5% Security 2 4% 2% For the two securities, plot all combinations of the securities in ,P Pr σ space. Assume for correlation coefficients 1, 0.5, 0, 0.5,1ρ = − − . For each correlation coefficient what is the combination that yields the minimum risk pσ . Specify the weights, expected return and risk. Assume no short selling?
problemSet02/ConsumerDiscretionaryEntertainment.xls
Sheet1
| Date | DIS | ISCA | MGM | PIXR | VIA.B | DISH | L | CZR | BYD | HET | MGG | R.3000 | Risk Free |
| 199501 | 10.78 | 0 | 0 | 0 | 13.19 | 0 | 0 | 0 | 9.3 | 10.12 | 8.29 | 2.191114 | 0.415551 |
| 199502 | 4.91 | 0 | 0 | 0 | -2.98 | 0 | 0 | 0 | 20.21 | 5.15 | 3.83 | 4.079568 | 0.398304 |
| 199503 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -7.08 | 4.9 | 11.52 | 2.487516 | 0.461897 |
| 199504 | 3.67 | 0 | 0 | 0 | 2.51 | 0 | 0 | 0 | 3.81 | 2.67 | 0.41 | 2.614558 | 0.444998 |
| 199505 | 0.23 | 0 | 0 | 0 | 1.63 | 0 | 0 | 0 | 6.42 | 8.77 | -5.76 | 3.632748 | 0.535519 |
| 199506 | 0 | 0 | 0 | 0 | -0.54 | 0 | 0 | 0 | 17.24 | -6.87 | -4.37 | 2.89185 | 0.47145 |
| 199507 | 5.8 | 0 | 0 | 0 | 9.43 | 0 | 0 | 0 | -11.03 | -4.26 | -9.59 | 4.015529 | 0.45221 |
| 199508 | -4.05 | 0 | 0 | 0 | -4.19 | 4.92 | 8.42 | 0 | -4.13 | 18.6 | 1.52 | 0.8875608 | 0.466422 |
| 199509 | 2 | 0 | 0 | 0 | 2.31 | -9.38 | 0.71 | 0 | 2.59 | -8.24 | 1.49 | 3.874886 | 0.430879 |
| 199510 | 0.6 | 0 | 0 | 0 | 0.25 | 0 | -7.94 | 0 | -9.24 | -15.38 | -6.37 | -0.8635521 | 0.471402 |
| 199511 | 4.34 | 0 | 0 | 0 | -3.26 | 4.31 | 13.71 | 0 | -11.11 | 0.51 | 8.38 | 4.435062 | 0.420097 |
| 199512 | -1.93 | 0 | 0 | -29.14 | -1.81 | 60.33 | -4.02 | 0 | -3.13 | -2.51 | -11.11 | 1.633465 | 0.488224 |
| 199601 | 9.13 | 0 | 0 | -30.74 | -14.51 | 53.61 | 1.86 | 0 | -5.38 | 13.4 | 28.26 | 2.90252 | 0.427766 |
| 199602 | 1.95 | 0 | 0 | 23.75 | -3.09 | -3.36 | 0.91 | 0 | 2.27 | -1.36 | 12.71 | 1.475084 | 0.39084 |
| 199603 | -2.48 | 0 | 0 | -10.1 | 7.32 | -6.25 | -4.52 | 0 | -1.11 | 8.29 | 15.41 | 1.005197 | 0.394267 |
| 199604 | -2.76 | 0 | 0 | 4.49 | -2.67 | -0.74 | 3.79 | 0 | 25.84 | 17.45 | 13.68 | 1.896143 | 0.457932 |
| 199605 | -2.02 | 0 | 0 | -5.38 | 3.35 | 2.99 | 9.59 | 0 | 19.64 | -2.54 | 4.3 | 2.559185 | 0.423243 |
| 199606 | 3.5 | 0 | 0 | -11.36 | -8.26 | -18.12 | -11.67 | 0 | -10.45 | -15.99 | -12.36 | -0.32292 | 0.399953 |
| 199607 | -11.36 | 0 | 0 | -32.05 | -9.97 | -3.54 | -16.98 | 0 | -17.5 | -22.12 | -6.27 | -5.234796 | 0.44968 |
| 199608 | 2.47 | 0 | 0 | -5.66 | -10 | -6.94 | 19.89 | 0 | -6.06 | -13.64 | 1 | 3.033626 | 0.412207 |
| 199609 | 10.96 | 0 | 0 | 30 | 12.3 | 7.46 | 8.53 | 0 | -19.35 | -2.63 | 11.92 | 5.442512 | 0.437467 |
| 199610 | 4.33 | 0 | 0 | -2.31 | -7.77 | 8.26 | -10.04 | 0 | -22.67 | -9.46 | -8.28 | 1.828051 | 0.424601 |
| 199611 | 12.14 | 0 | 0 | -5.51 | 15.71 | -9.32 | -2.91 | 0 | 10.34 | 5.97 | -0.32 | 7.053697 | 0.406787 |
| 199612 | -5.58 | 2.5 | 0 | -13.33 | -7.62 | -17.76 | 14.25 | 0 | 3.13 | 11.97 | -9.71 | -1.204383 | 0.46207 |
| 199701 | 4.65 | 7.32 | 0 | 5.77 | -1.79 | -25.57 | -0.22 | 0 | -24.24 | -1.89 | 12.9 | 5.533779 | 0.450356 |
| 199702 | 1.89 | -4.55 | 0 | 42.73 | 2.92 | 38.93 | 10.53 | 0 | -8 | -5.13 | -10.79 | 0.109303 | 0.385908 |
| 199703 | -1.85 | -8.33 | 0 | -8.92 | -6.03 | -9.89 | -5.06 | 0 | -2.17 | -8.11 | 3.2 | -4.525012 | 0.429121 |
| 199704 | 12.38 | -4.55 | 0 | -14.69 | -19.25 | -26.22 | -5.64 | 0 | 2.22 | -5.88 | -6.9 | 4.925764 | 0.43078 |
| 199705 | 0.15 | 7.81 | 0 | -1.64 | 10.98 | -14.05 | 15.95 | 0 | 2.17 | 16.41 | 12.22 | 6.82987 | 0.493423 |
| 199706 | -1.98 | -0.63 | 0 | 5 | 1.05 | 20.19 | 8.88 | 0 | -2.13 | -3.36 | -2.31 | 4.157233 | 0.369249 |
| 199707 | 0.87 | 10.19 | 0 | 4.76 | 2.92 | -6.4 | 7.63 | 0 | -9.78 | 13.89 | -6.76 | 7.8395 | 0.428943 |
| 199708 | -4.95 | -1.73 | 0 | 21.59 | -4.05 | 17.09 | 3.18 | 0 | 56.63 | 9.45 | 16.67 | -4.055912 | 0.410823 |
| 199709 | 4.96 | -1.18 | 0 | 17.76 | 6.75 | 41.61 | 13.51 | 0 | 6.15 | 0 | 7.92 | 5.670357 | 0.444038 |
| 199710 | 2.33 | 0 | 0 | 1.59 | -4.35 | -21.65 | 16.28 | 0 | -4.35 | -12.26 | 1.29 | -3.358912 | 0.421812 |
| 199711 | 15.25 | 1.79 | 0 | -3.39 | 15.7 | -5.92 | -3.05 | 0 | -12.12 | 1.9 | -11.08 | 3.828776 | 0.391988 |
| 199712 | 4.28 | 10.23 | -7.51 | -6.74 | 18.39 | -6.29 | 7.41 | 0 | -8.62 | -5.92 | -7.67 | 2.003074 | 0.476674 |
| 199801 | 8.1 | -0.8 | -5 | 34.1 | 0.75 | -0.75 | -1.21 | 0 | 7.55 | 16.89 | -0.87 | 0.5182624 | 0.428669 |
| 199802 | 4.74 | 19.79 | 2.96 | 27.59 | 14.97 | 26.32 | 14.92 | 0 | 11.4 | -4.53 | 0.87 | 7.153511 | 0.390734 |
| 199803 | -4.63 | 9.38 | 14.38 | -5.74 | 11.98 | 4.76 | 25.28 | 0 | -9.45 | 16.62 | -5.19 | 4.95609 | 0.394567 |
| 199804 | 16.86 | 17.14 | 7.82 | 19 | 7.91 | 19.6 | -3.45 | 0 | -2.61 | 6.11 | -1.46 | 0.9832144 | 0.430276 |
| 199805 | -9.08 | -14.81 | 1.3 | 3.01 | -5.17 | -3.33 | -0.56 | 0 | -4.46 | -4.08 | -1.67 | -2.467722 | 0.403645 |
| 199806 | -7.23 | -6.76 | -9.97 | 41.23 | 5.91 | -5.41 | 17.61 | 0 | -14.02 | -7 | -4.9 | 3.3813 | 0.408932 |
| 199807 | -1.53 | 12.53 | -10.51 | -21.12 | 17.6 | -0.52 | 1.61 | 0 | -3.26 | -9.14 | 5.15 | -1.8157 | 0.400227 |
| 199808 | -20.33 | -14.06 | -12.7 | -39.5 | -27.55 | -26.37 | -17.12 | 0 | -28.09 | -31.66 | -14.88 | -15.318656 | 0.430641 |
| 199809 | -7.52 | 8.86 | -19.27 | 35.79 | 16.88 | 36.17 | 12.24 | 0 | -9.38 | -7.36 | -18.36 | 6.821465 | 0.457735 |
| 199810 | 6.38 | 3.13 | -30.18 | 21.41 | 3.23 | 12.5 | 3.75 | 0 | -17.24 | 6.07 | 13.28 | 7.590616 | 0.324245 |
| 199811 | 19.49 | 14.98 | 30.97 | 4.47 | 11.17 | 43.75 | 5.91 | 0 | 20.83 | 9.69 | -1.67 | 6.116176 | 0.30638 |
| 199812 | -6.8 | 14.08 | 3.94 | -29.47 | 11.17 | 24.64 | 14.26 | 0 | -8.62 | 0.8 | 5.6 | 6.35581 | 0.375124 |
| 199901 | 10 | 4.94 | 2.37 | 13.04 | 14.86 | 13.18 | 16.15 | 7.84 | 5.66 | -5.18 | 12.44 | 3.397214 | 0.353934 |
| 199902 | 6.63 | 7.06 | -22.69 | 3.95 | 3.97 | -10.5 | 0.7 | 9.09 | 17.86 | 12.18 | 23.77 | -3.542095 | 0.354894 |
| 199903 | -11.55 | 15.93 | 25.75 | -4.26 | -5.02 | 66.58 | -2.39 | 0.83 | 3.03 | 14.23 | -10.93 | 3.669274 | 0.425861 |
| 199904 | 2.01 | -2.37 | 15.71 | 5.4 | -2.61 | 22.89 | 21.46 | 42.98 | 26.47 | 15.41 | 30.86 | 4.5138 | 0.371129 |
| 199905 | -8.27 | -4.74 | 2.06 | -4.82 | -5.81 | 14.39 | 4.01 | -2.89 | 10.47 | -1.7 | -4.55 | -1.900566 | 0.340221 |
| 199906 | 5.79 | -3.06 | 17.74 | 9.18 | 14.29 | 33.71 | 10.63 | -8.97 | 17.89 | 2.02 | 16.67 | 5.053568 | 0.395391 |
| 199907 | -10.55 | 8.29 | 14.73 | -10.43 | -4.69 | -10.88 | 0.68 | 6.58 | -10.71 | -3.4 | -7.78 | -3.03219 | 0.380607 |
| 199908 | 0.68 | -0.97 | -4.48 | -11.81 | 0.3 | 22.3 | -13.51 | 12.88 | -14 | 5.57 | 8.71 | -1.137066 | 0.388467 |
| 199909 | -6.31 | 3.19 | -12.5 | 10.46 | 0.45 | 8.59 | 16.6 | 8.7 | 11.63 | 23.33 | 4.07 | -2.5559 | 0.387124 |
| 199910 | 1.92 | -1.78 | 15.4 | 1.16 | 5.92 | 36.27 | 6.37 | 5 | 8.33 | 4.28 | -0.24 | 6.272626 | 0.388669 |
| 199911 | 6.07 | 27.85 | 29.59 | 10.34 | 11.17 | 6.77 | 5.35 | -1.9 | -4.81 | -4.54 | -3.19 | 2.798641 | 0.362224 |
| 199912 | 4.93 | -23.67 | -1.05 | -15.77 | 21.48 | 47.59 | 35.87 | -2.91 | -6.06 | -4.3 | 1.9 | 6.380773 | 0.437729 |
| 200001 | 24.15 | 0 | -1.59 | 0.88 | -8.38 | -16.47 | -10.23 | -16 | -8.6 | -24.59 | -17.76 | -3.92012 | 0.412684 |
| 200002 | -7.75 | -12.16 | 2.96 | -1.93 | 0.68 | 39.98 | 2.45 | 7.74 | -2.35 | -4.08 | -3.48 | 0.9268761 | 0.431389 |
| 200003 | 23.13 | 1.55 | 6.54 | 1.96 | -5.38 | 38.6 | 13.52 | 2.21 | -4.82 | -2.94 | 20.75 | 7.833862 | 0.468003 |
| 200004 | 5 | -4.31 | 17.94 | 4.2 | 3.08 | -19.38 | -15.81 | 10.27 | 2.53 | 10.77 | 22.92 | -3.524023 | 0.459487 |
| 200005 | -3.17 | -0.3 | -5.42 | -7.9 | 14.02 | -37.29 | -11.26 | -0.98 | -2.47 | -3.95 | 10.17 | -2.808672 | 0.504028 |
| 200006 | -7.45 | -3.36 | -7.93 | 2.92 | 9.98 | -17.1 | 9.45 | -3.47 | 12.66 | 6.01 | -1.15 | 2.960753 | 0.398416 |
| 200007 | -0.32 | -23.11 | -4.07 | -5.14 | -2.75 | 19.11 | -8.25 | 3.08 | -20.22 | 19.7 | 11.87 | -1.767516 | 0.480049 |
| 200008 | 0.65 | 6.48 | 2.24 | -1.31 | 1.51 | 23.61 | -3.93 | 16.92 | 4.23 | 13.22 | -4.35 | 7.416236 | 0.504561 |
| 200009 | -1.77 | 15.13 | -6.34 | -2.65 | -13.09 | 8.21 | -15.79 | 2.98 | 6.76 | -3.08 | 11.09 | -4.527766 | 0.508289 |
| 200010 | -6.37 | -17.63 | -17.97 | 2.72 | -2.78 | -14.22 | 0 | -15.7 | -20.25 | 4.09 | -9.49 | -1.423848 | 0.5613 |
| 200011 | -19.2 | 16.73 | -12.38 | -17.23 | -10.11 | -35.5 | -24.65 | 5.39 | -1.59 | -2.18 | -17.18 | -9.217161 | 0.507321 |
| 200012 | 0.67 | 1.33 | -5.43 | 9.84 | -8.56 | -22.06 | 0 | -11.16 | -11.29 | -5.8 | -1.53 | 1.680505 | 0.504383 |
| 200101 | 5.23 | 13.65 | 29.84 | 30 | 18.07 | 35.71 | 24.61 | -5.76 | 22.18 | 11.39 | 3.41 | 3.420889 | 0.538383 |
| 200102 | 1.64 | 4.49 | -9.21 | -16.67 | -9.96 | -15.38 | -13.02 | -0.89 | -16.43 | 5.58 | -7.79 | -9.136796 | 0.37535 |
| 200103 | -7.59 | -17.87 | -10.87 | -5.38 | -11.53 | 5.98 | -4.76 | -8.07 | -3.99 | -5.13 | -6.62 | -6.51859 | 0.416164 |
| 200104 | 5.77 | 21.55 | 19.19 | 6.18 | 18.4 | 8.21 | 14.29 | 8.49 | 39.47 | 17.23 | 19.8 | 8.019519 | 0.3934 |
| 200105 | 4.53 | -2.48 | 10.67 | 26.89 | 10.72 | 2.1 | 5.31 | 12.23 | 11.49 | 6 | 4.56 | 0.8031487 | 0.323096 |
| 200106 | -8.63 | -4.26 | 0.18 | -1.52 | -10.22 | 5.98 | 3.8 | -3.04 | 9.73 | -3.47 | -4.71 | -1.8439 | 0.280984 |
| 200107 | -8.79 | -3.1 | -11.7 | 2.33 | -3.77 | -8.24 | -10.06 | -11.49 | 4.7 | -18.92 | 3.14 | -1.648068 | 0.302245 |
| 200108 | -3.49 | 0.47 | -15 | -0.12 | -14.86 | -5.34 | -3.37 | -0.75 | -0.33 | -0.14 | -5.66 | -5.903644 | 0.30879 |
| 200109 | -26.78 | -14.82 | -0.29 | -3.12 | -18.63 | -17.37 | -16.45 | -31.04 | -25.83 | -5.49 | -22.88 | -8.822495 | 0.277362 |
| 200110 | -0.16 | 6.57 | -5.25 | -8.66 | 5.83 | -0.34 | -7.95 | -2.32 | -3.37 | 7.85 | -0.8 | 2.326608 | 0.224335 |
| 200111 | 10.11 | 6.98 | 11.02 | -3.47 | 19.56 | 14.14 | 12.49 | 17.32 | 21.63 | 10.64 | 18.16 | 7.702315 | 0.174443 |
| 200112 | 2.2 | -1.54 | 22.83 | 0.95 | 1.15 | 3.78 | 6.46 | 9.17 | 24.28 | 14.83 | 9.56 | 1.409495 | 0.146359 |
| 200201 | 1.64 | 4.22 | -10.5 | -9.68 | -9.42 | -0.62 | -7.14 | 6.32 | 26.62 | 3.13 | 12.78 | -1.253974 | 0.140127 |
| 200202 | 9.21 | 7.83 | -12.24 | 0.09 | 16.4 | -4.32 | -1.54 | 0.21 | 34.87 | 5.95 | 5.65 | -2.044904 | 0.129322 |
| 200203 | 0.35 | 4.01 | -3.37 | 13.2 | 3.91 | 8.42 | -1.25 | 7.98 | 35.5 | 9.45 | 5.32 | 4.384542 | 0.133805 |
| 200204 | 0.43 | -5.91 | -2.83 | 9.78 | -2.63 | -3.95 | -15.35 | 16.59 | 1.73 | 11.07 | 10.82 | -5.246437 | 0.15357 |
| 200205 | -1.16 | -4.91 | 0.62 | 3.96 | 3.95 | -7.39 | 12.62 | -8.13 | -4.51 | -3.07 | -6.13 | -1.158589 | 0.144793 |
| 200206 | -17.5 | -1.79 | -28 | 5 | -9.38 | -26.32 | -17.01 | -9.29 | -1.44 | -6.93 | -10.45 | -7.198447 | 0.129515 |
| 200207 | -6.19 | -7.26 | -8.12 | -0.25 | -12.26 | -12.12 | -21.4 | -10.44 | 2.99 | 6.7 | 3.7 | -7.950318 | 0.154655 |
| 200208 | -11.56 | 3.95 | 9.3 | 11.03 | 4.55 | 9.14 | 6.36 | 1.85 | 9.91 | 0.46 | 1.4 | 0.4723907 | 0.138814 |
| 200209 | -3.44 | 2.77 | 1.7 | -1.52 | -0.37 | -2.81 | -14.11 | -14.97 | 14.54 | 1.41 | 5.1 | -10.507053 | 0.143822 |
| 200210 | 10.3 | -1.99 | 7.11 | 6.09 | 10.01 | 17.86 | 15.18 | -8.81 | -40.76 | -12.88 | -16.62 | 7.962656 | 0.135809 |
| 200211 | 18.68 | -1.75 | 11.33 | 13.15 | 5.38 | 0.1 | 27.69 | 14.21 | 28.84 | -4.76 | 8.75 | 6.051135 | 0.117174 |
| 200212 | -16.68 | -2.54 | -8.77 | -8.23 | -13.3 | 9.06 | -15.34 | 1.45 | -1.4 | -1 | -2.51 | -5.653524 | 0.112989 |
| 200301 | 7.3 | 0.11 | -20.77 | 3.77 | -5.42 | 16.58 | 11.52 | -10.12 | -4.77 | -8.38 | -20.53 | -2.446908 | 0.097178 |
| 200302 | -2.51 | 2.17 | -2.82 | -1.82 | -3.68 | 1.46 | -7.82 | -4.64 | -6.5 | -9.48 | -2.21 | -1.64519 | 0.086926 |
| 200303 | -0.23 | 5.03 | 4.9 | 0.2 | -1.64 | 9.68 | 5.88 | -1.11 | 1.92 | 8.71 | 14.17 | 1.051581 | 0.100847 |
| 200304 | 9.64 | -2.1 | 6.19 | 7.74 | 18.87 | 3.7 | 13.05 | 4.49 | 11.76 | 10.34 | -2.84 | 8.1658 | 0.097832 |
| 200305 | 5.31 | -4.56 | 11.93 | -2.99 | 4.86 | 10.52 | 6.36 | 2.42 | 6.11 | 1.78 | -0.6 | 6.036413 | 0.089346 |
| 200306 | 0.51 | 5.73 | -0.48 | 7.13 | -4.09 | 4.59 | -1.2 | 19.29 | 14.15 | 0.37 | 20.99 | 1.349509 | 0.098255 |
| 200307 | 10.99 | -2.3 | 10.06 | 11.92 | -0.32 | 4.77 | -4.07 | -1.54 | -7.59 | 8.47 | 0.35 | 2.29398 | 0.067643 |
| 200308 | -6.48 | 3.89 | 5.93 | 7.28 | 3.55 | 2.15 | 9.11 | -1.9 | -3.29 | -4.43 | 5.71 | 2.216029 | 0.069545 |
| 200309 | -1.61 | 9.45 | 5.94 | -8.37 | -14.89 | 3.4 | -17.6 | 2.62 | -0.59 | 1.67 | 0.8 | -1.085669 | 0.084965 |
| 200310 | 12.25 | -3.1 | 4.04 | 3.18 | 4.1 | -0.16 | 1.2 | 6.55 | 0 | 3.3 | -2.87 | 6.051934 | 0.070466 |
| 200311 | 1.99 | 1.48 | 3.38 | 1.93 | -1.38 | -9.93 | 9.51 | 8.96 | 7.7 | 10.77 | 5.58 | 1.37738 | 0.071839 |
| 200312 | 1.99 | 2.97 | 3.58 | -1.16 | 13.04 | -1.34 | 7.6 | 3.54 | -1.34 | 3.97 | 0.35 | 4.573989 | 0.081862 |
| 200401 | 2.87 | 5.78 | -6.9 | -4.19 | -9.19 | 7.38 | -2.1 | 5.72 | 2.35 | 6.49 | 7.44 | 2.086079 | 0.069473 |
| 200402 | 10.54 | -5.02 | 7.79 | -0.95 | -4.42 | -1.04 | -2.06 | 7.42 | 23.82 | -1.4 | 7.77 | 1.347172 | 0.06227 |
| 200403 | -5.8 | 5.26 | 1.46 | -1.98 | 1.95 | -9.33 | -3.95 | 6.02 | 12.32 | 5.66 | 4.11 | -1.187021 | 0.086491 |
| 200404 | -7.84 | -10.04 | 20.8 | 5.91 | -1.43 | 1.34 | -0.09 | 1.61 | 2.66 | -3.12 | 1.04 | -2.067637 | 0.079823 |
| 200405 | 1.91 | 10.48 | -6.28 | -0.62 | -4.4 | -3.1 | 0.37 | 3.92 | -0.73 | -2.79 | -3.06 | 1.453316 | 0.060991 |
| 200406 | 8.61 | 4.27 | 1.77 | 2.45 | -3.17 | -4.38 | -1.14 | 8.93 | 14.28 | 5.25 | 5.7 | 1.987481 | 0.083653 |
| 200407 | -9.42 | 6.99 | 0.25 | -1.83 | -5.96 | -9.85 | -5.67 | -1.8 | -1.05 | -14.07 | -5.94 | -3.781527 | 0.096696 |
| 200408 | -2.77 | 1.65 | -6.02 | 13.89 | -0.66 | 10.57 | 5.07 | 4.89 | 3.61 | 4.42 | -6.36 | 0.4118085 | 0.11018 |
| 200409 | 0.45 | -5.67 | 1.49 | 1.52 | 0.75 | 1.53 | -2.13 | 8.09 | 3.68 | 9.94 | 20.1 | 1.537204 | 0.11471 |
| 200410 | 11.84 | -5.73 | 2.16 | 1.93 | 8.73 | 1.61 | 2.29 | 7.19 | 18.97 | 10.46 | 8.36 | 1.642442 | 0.11259 |
| 200411 | 6.58 | 3.93 | 0.17 | 12.75 | -4.72 | 3.7 | 15.81 | 5.03 | 10.02 | 5.51 | 8.36 | 4.6486 | 0.15431 |
| 200412 | 4.34 | 8 | 0.34 | -5.58 | 4.87 | 4.54 | 6.29 | 7.13 | 13.3 | 8.94 | 24.77 | 3.563166 | 0.16485 |
Sheet2
Sheet3
problemSet02/factorReturns.xls
factorReturns
| Month | MARKET | SIZE | BTM | MOMENTUM |
| 192701 | 0 | -0.11 | 4.92 | 0.17 |
| 192702 | 4.29 | 0.35 | 3.17 | -2.16 |
| 192703 | 0.51 | -1.87 | -2.92 | 2.79 |
| 192704 | 0.57 | 0.44 | 1.33 | 4.59 |
| 192705 | 5.4 | 0.4 | 2.75 | 2.87 |
| 192706 | -2.26 | 0.96 | -1.54 | 0.79 |
| 192707 | 7.3 | -3.17 | -1.4 | 4 |
| 192708 | 2.25 | -0.8 | -3.49 | 0.78 |
| 192709 | 4.51 | -3.28 | -0.9 | 1.84 |
| 192710 | -4.09 | 1.96 | -4.15 | -1.56 |
| 192711 | 6.7 | 2.21 | -0.2 | -0.19 |
| 192712 | 2.08 | 0.87 | -1.02 | 2.91 |
| 192801 | -0.66 | 4.48 | -1.29 | -0.24 |
| 192802 | -1.58 | -1.9 | -0.85 | -1.37 |
| 192803 | 8.67 | -0.28 | -1.74 | 5.18 |
| 192804 | 3.97 | 4.15 | 2.88 | -3.88 |
| 192805 | 1.46 | 2.61 | -3.25 | 2.03 |
| 192806 | -4.75 | -3.57 | -0.02 | 1.68 |
| 192807 | 0.68 | -1.45 | -0.57 | 2.68 |
| 192808 | 6.43 | -2.01 | -2.54 | 4.82 |
| 192809 | 2.92 | 2.04 | 0.81 | 3.62 |
| 192810 | 1.37 | 2.09 | -2.65 | 4.37 |
| 192811 | 11.68 | -1.55 | 2.75 | 1.07 |
| 192812 | 0.47 | -0.94 | -0.36 | 1.68 |
| 192901 | 4.8 | -2.68 | -1.98 | 1.8 |
| 192902 | -0.44 | 1.31 | 0.83 | 2.57 |
| 192903 | -0.59 | -4.01 | 0.83 | -0.02 |
| 192904 | 1.37 | -0.43 | 1.15 | 2.4 |
| 192905 | -5.92 | -7.54 | 1.26 | -2.83 |
| 192906 | 9.54 | -1.09 | -2.98 | 9.83 |
| 192907 | 4.48 | -4.11 | 2.01 | 3.67 |
| 192908 | 8.11 | -9.16 | 0.08 | 4.1 |
| 192909 | -5.22 | 1.66 | -0.97 | 1.38 |
| 192910 | -19.7 | -4.05 | 8.78 | 4.47 |
| 192911 | -12.49 | -1.54 | 5.36 | -1.07 |
| 192912 | 1.61 | -4.87 | -0.44 | 3.83 |
| 193001 | 5.01 | 4.19 | -2.81 | -4.29 |
| 193002 | 2.25 | 0.32 | 0.31 | 0.41 |
| 193003 | 7.29 | 3.94 | -0.07 | -4.17 |
| 193004 | -2.38 | -1.12 | -1.99 | 2.11 |
| 193005 | -1.36 | -1.63 | -1.77 | -0.54 |
| 193006 | -15.74 | -2.93 | 2.31 | 6.73 |
| 193007 | 4.01 | 0.54 | -2.34 | -2.55 |
| 193008 | 0.2 | -2.15 | -1.05 | 3.91 |
| 193009 | -12.56 | -2.09 | -4.45 | 11.34 |
| 193010 | -8.71 | -1.38 | -0.82 | 7.08 |
| 193011 | -2.66 | 2.26 | -2.93 | -0.86 |
| 193012 | -7.63 | -5.04 | -5.05 | 13.47 |
| 193101 | 6.16 | 3.57 | 7.66 | -9.25 |
| 193102 | 10.75 | 2.99 | 2.62 | 15.46 |
| 193103 | -6.58 | 2.7 | -3.26 | 9.87 |
| 193104 | -9.83 | -4.78 | -3.91 | 11.82 |
| 193105 | -13.21 | 5.75 | -6.31 | 9.17 |
| 193106 | 14 | -5.09 | 10.89 | 17.22 |
| 193107 | -6.33 | 1.71 | -3.78 | 8.14 |
| 193108 | -0.09 | -1.12 | -2.71 | -3.9 |
| 193109 | -28.37 | -0.65 | -6.1 | 9.52 |
| 193110 | 7.81 | -0.19 | 0.33 | 3.36 |
| 193111 | -9.16 | 4.81 | -5.56 | 7.71 |
| 193112 | -13.49 | -0.09 | -8.74 | 14.89 |
| 193201 | -1.6 | 3.19 | 10.56 | 10.78 |
| 193202 | 5.31 | -1.11 | -5.13 | 3.55 |
| 193203 | -10.92 | 2.08 | -1.22 | 9.96 |
| 193204 | -17.66 | 1.29 | -0.73 | 7.34 |
| 193205 | -20.56 | 5.24 | -3.27 | 13.73 |
| 193206 | -1.38 | -1.89 | 7.34 | -2.13 |
| 193207 | 32.8 | -7.25 | 35.95 | 44.13 |
| 193208 | 36.85 | 19.32 | 25.2 | 50.92 |
| 193209 | -3.13 | -2.43 | -6.99 | 0.52 |
| 193210 | -13.14 | -2.68 | -10.1 | 4.69 |
| 193211 | -4.76 | 1.62 | -12.43 | -3.21 |
| 193212 | 4.48 | -9.98 | -6.98 | 5.34 |
| 193301 | 1.28 | -0.35 | 7.94 | -3.05 |
| 193302 | -13.45 | -1.14 | 1.12 | 4.37 |
| 193303 | 1.5 | 2.28 | 1.91 | 3.44 |
| 193304 | 37.43 | 4.53 | 18.36 | 14.09 |
| 193305 | 20.99 | 37.63 | 15.53 | -6.52 |
| 193306 | 13.09 | 8.23 | -2.97 | 3.27 |
| 193307 | -9.62 | -0.33 | 1.25 | -0.63 |
| 193308 | 12.08 | -5.44 | 3.43 | 7.61 |
| 193309 | -10.63 | 0.02 | -13.25 | 1.52 |
| 193310 | -8.15 | 0.02 | -8.18 | -2.72 |
| 193311 | 9.91 | -6.25 | 1.17 | 5.83 |
| 193312 | 2.01 | -0.25 | -1.6 | 3.12 |
| 193401 | 12.93 | 12.19 | 17.02 | -3.46 |
| 193402 | -2.33 | 5.29 | 1.88 | -0.82 |
| 193403 | 0.05 | 2.42 | -2.92 | -0.32 |
| 193404 | -1.78 | 2.94 | -4.89 | -4.97 |
| 193405 | -6.97 | -0.1 | -7.37 | -3.43 |
| 193406 | 2.63 | -2.56 | -2.36 | -0.46 |
| 193407 | -10.85 | -6.09 | -11.93 | 8.87 |
| 193408 | 5.8 | 4.36 | 1.49 | 2.44 |
| 193409 | -0.17 | -1.94 | -0.36 | -0.21 |
| 193410 | -1.78 | 1.79 | -4.12 | 6.54 |
| 193411 | 8.69 | 7.49 | -5.54 | 4.89 |
| 193412 | 0.38 | 2.89 | -3.07 | 5.2 |
| 193501 | -3.27 | 1.03 | -2.34 | 2.76 |
| 193502 | -2 | 0.33 | -7.19 | 13.64 |
| 193503 | -3.76 | -3.59 | -4.93 | 2.03 |
| 193504 | 8.89 | -1.58 | 4.67 | -4.69 |
| 193505 | 3.56 | -3.99 | 1.79 | -3.7 |
| 193506 | 5.72 | -2.72 | -0.16 | 2.99 |
| 193507 | 7.49 | 2.75 | 5.53 | -4.87 |
| 193508 | 2.77 | 7.06 | 4.51 | -8.14 |
| 193509 | 2.4 | 0.86 | -4.25 | 8.81 |
| 193510 | 7.09 | 2.26 | -0.24 | 2.03 |
| 193511 | 4.86 | 5.69 | 10.56 | -4.73 |
| 193512 | 4.44 | 0.91 | 0.29 | 3.93 |
| 193601 | 6.44 | 6.49 | 10.23 | -3.72 |
| 193602 | 2.6 | 0.74 | 3.86 | 2.62 |
| 193603 | 1.06 | 0.97 | -2.22 | 1.8 |
| 193604 | -7.75 | -6.83 | -2.19 | -7.85 |
| 193605 | 5.07 | 0.77 | 2.55 | 2.76 |
| 193606 | 2.62 | -3.05 | -0.88 | 0.74 |
| 193607 | 6.48 | 1.25 | 1.81 | 3.3 |
| 193608 | 1.04 | -0.05 | 3.59 | 0.75 |
| 193609 | 1.25 | 3.26 | -0.72 | 1 |
| 193610 | 7.16 | -2.25 | 1.84 | 1.38 |
| 193611 | 3.39 | 8.14 | -1.82 | 1.81 |
| 193612 | -0.08 | 3.19 | 5.58 | 1.8 |
| 193701 | 3.35 | 4.61 | 3.59 | -1.65 |
| 193702 | 1.12 | 0.21 | 5.5 | 2.9 |
| 193703 | -0.44 | -2.31 | 6.77 | 2.66 |
| 193704 | -7.23 | -3.39 | -4.96 | -3.59 |
| 193705 | -0.9 | -0.77 | -3.58 | 0.57 |
| 193706 | -4.1 | -3.3 | -3.12 | 1.5 |
| 193707 | 8.35 | 1.98 | 0.03 | -0.27 |
| 193708 | -4.5 | 0.07 | -2.34 | -1.51 |
| 193709 | -13.44 | -6.87 | -4.57 | -6.81 |
| 193710 | -9.51 | 0.33 | -1.76 | -1.31 |
| 193711 | -8.31 | -3.39 | 0.2 | 0.2 |
| 193712 | -4.27 | -7.99 | -1.33 | 4.29 |
| 193801 | 0.64 | 5.91 | -1.97 | -1.13 |
| 193802 | 5.68 | 0.03 | -1.6 | -3.3 |
| 193803 | -23.6 | -3.9 | -4.5 | 16.46 |
| 193804 | 14.23 | 6.71 | -0.04 | -9.22 |
| 193805 | -3.86 | -2.49 | -0.8 | 6.55 |
| 193806 | 23.85 | 3.86 | 2.1 | 24.2 |
| 193807 | 7.32 | 6.76 | 0.56 | -5.36 |
| 193808 | -2.69 | -2.37 | -4.21 | 3.52 |
| 193809 | 0.77 | -3.13 | -0.86 | 2.38 |
| 193810 | 7.64 | 6.72 | 4.23 | -7.66 |
| 193811 | -1.68 | -2.35 | -0.81 | 3.81 |
| 193812 | 3.96 | -2 | 1.07 | 1.82 |
| 193901 | -5.84 | -1.38 | -3.53 | -2.94 |
| 193902 | 3.47 | 0.29 | 3.23 | 3.38 |
| 193903 | -11.61 | -5.39 | -7.97 | -1.65 |
| 193904 | -0.37 | 2.11 | 0.32 | 3.03 |
| 193905 | 6.72 | 3.83 | -0.32 | 3.78 |
| 193906 | -5.31 | -1.85 | -5.04 | 2.09 |
| 193907 | 10.14 | 4.94 | -0.2 | 0.5 |
| 193908 | -6.54 | -4.63 | -2.44 | 4.99 |
| 193909 | 16.68 | 17.76 | 22.43 | 31.91 |
| 193910 | -0.51 | 0.14 | -4.37 | 7.06 |
| 193911 | -3.59 | -4.16 | -6.47 | 0.11 |
| 193912 | 3.07 | 0.84 | -4.26 | 5.14 |
| 194001 | -2.42 | 0.64 | -0.58 | 1.67 |
| 194002 | 1.39 | 2.33 | -0.7 | 1.84 |
| 194003 | 2.06 | 1.91 | -1.49 | -0.5 |
| 194004 | 0.22 | 3.46 | -0.06 | 3.21 |
| 194005 | -21.78 | -6.13 | -3.73 | 2.39 |
| 194006 | 6.66 | -1.97 | 4.09 | -2.11 |
| 194007 | 3.21 | 0.51 | -0.56 | 0.6 |
| 194008 | 2.14 | 0.46 | 0.25 | -2.05 |
| 194009 | 2.39 | 3.45 | -2.06 | -0.14 |
| 194010 | 3 | -0.62 | 5.69 | -6.04 |
| 194011 | -1.56 | 2.12 | 0.5 | 1.59 |
| 194012 | 0.73 | -2.49 | -1.22 | 3.35 |
| 194101 | -4.08 | 0.99 | 3.66 | -4.02 |
| 194102 | -1.54 | -1.65 | 0.74 | 0.96 |
| 194103 | 0.84 | 0.31 | 3.41 | 1.96 |
| 194104 | -5.36 | -1.82 | 3.49 | 2.76 |
| 194105 | 1.52 | -1.02 | 0.81 | 2.99 |
| 194106 | 5.81 | 1.4 | 0.49 | -1.07 |
| 194107 | 5.75 | 5.85 | 6.91 | -2.15 |
| 194108 | 0 | -0.4 | -1.02 | 0.14 |
| 194109 | -0.85 | -1.5 | 0.08 | -1.8 |
| 194110 | -5.11 | -2.4 | 1.75 | 5.67 |
| 194111 | -1.87 | -0.83 | -1.01 | 4.16 |
| 194112 | -4.93 | -3.21 | -5 | 0.41 |
| 194201 | 0.56 | 7.61 | 9.94 | -3.81 |
| 194202 | -2.35 | 1.52 | -1.04 | -0.82 |
| 194203 | -6.61 | 2.31 | -1.25 | -0.66 |
| 194204 | -4.28 | -0.7 | 2.05 | -0.69 |
| 194205 | 6.04 | -3.27 | -2.93 | -4.43 |
| 194206 | 2.62 | -0.97 | 0.1 | -1.42 |
| 194207 | 3.45 | -0.33 | 2.47 | 0.94 |
| 194208 | 1.83 | -0.5 | 1.7 | 0.14 |
| 194209 | 2.52 | 0.34 | 3.7 | -0.2 |
| 194210 | 6.71 | 1.42 | 6.65 | -3.61 |
| 194211 | 0.17 | -0.74 | -5.19 | -0.92 |
| 194212 | 4.94 | -2.01 | 0.88 | 3.96 |
| 194301 | 7.34 | 8 | 7.44 | -0.79 |
| 194302 | 6.11 | 4.37 | 6.18 | -1.94 |
| 194303 | 6.03 | 4.85 | 5.51 | 4.62 |
| 194304 | 0.76 | 1.79 | 6.64 | 6.24 |
| 194305 | 5.69 | 4.07 | 2.92 | 5.25 |
| 194306 | 1.78 | -0.7 | -0.77 | -1.38 |
| 194307 | -4.62 | -2.66 | -2.53 | -4.6 |
| 194308 | 1.25 | -0.8 | -0.81 | 0.35 |
| 194309 | 2.38 | 1.36 | 1.26 | 1.93 |
| 194310 | -1.17 | 0.83 | 1.35 | -0.23 |
| 194311 | -5.77 | -1.46 | -4.68 | -4.64 |
| 194312 | 6.32 | 3.29 | 3.05 | 6.25 |
| 194401 | 1.75 | 2.12 | 2.17 | 0.57 |
| 194402 | 0.49 | 0.14 | 1.49 | 0.49 |
| 194403 | 2.42 | 1.85 | 2.83 | 2.68 |
| 194404 | -1.77 | -1.13 | -0.71 | 0.5 |
| 194405 | 5.07 | 1.37 | 1.21 | 1.72 |
| 194406 | 5.56 | 3.96 | 2.25 | -5 |
| 194407 | -1.48 | 0.76 | -0.66 | 0.2 |
| 194408 | 1.53 | 2.16 | -1.48 | 4.11 |
| 194409 | 0.01 | 0.48 | -1.2 | -1.14 |
| 194410 | 0.21 | -0.22 | -0.18 | -1.48 |
| 194411 | 1.59 | 0.49 | 1.66 | 1.54 |
| 194412 | 4.18 | 1.51 | 6.47 | 3.01 |
| 194501 | 1.79 | 3 | 0.62 | 0.16 |
| 194502 | 6.34 | 1.53 | 4.34 | 2.89 |
| 194503 | -3.9 | -1.98 | -1.42 | -2.94 |
| 194504 | 7.79 | 0.45 | 3.41 | 4.6 |
| 194505 | 1.71 | 1.27 | 1.01 | -0.07 |
| 194506 | 0.34 | 2.99 | 4.3 | 4.14 |
| 194507 | -2.19 | -1.64 | -2.48 | -2.41 |
| 194508 | 6.09 | 1.62 | -4.15 | -1.96 |
| 194509 | 4.75 | 1.91 | 0.43 | 1.51 |
| 194510 | 3.94 | 2.54 | 1.74 | -0.05 |
| 194511 | 5.35 | 4.03 | 4.39 | 4.36 |
| 194512 | 1.04 | 2.65 | -1.95 | 1.54 |
| 194601 | 6.21 | 3.89 | 1.69 | 3.87 |
| 194602 | -5.71 | -0.81 | -1.25 | -1.84 |
| 194603 | 6.11 | 0.34 | -0.74 | 2.25 |
| 194604 | 4.18 | 2.34 | -0.21 | 2.66 |
| 194605 | 4 | 1.3 | 1.9 | -0.7 |
| 194606 | -3.97 | -1.44 | -0.1 | -2.24 |
| 194607 | -2.63 | -2.01 | 0.06 | -0.19 |
| 194608 | -6.39 | -1.73 | 0.29 | -0.16 |
| 194609 | -9.92 | -4.53 | -2.29 | 1.01 |
| 194610 | -1.51 | 0.01 | 3.46 | 0.8 |
| 194611 | 0.04 | -0.35 | 1.47 | 0.26 |
| 194612 | 5.03 | 0.09 | -0.98 | -0.03 |
| 194701 | 1.47 | 1.72 | -0.84 | -6.27 |
| 194702 | -1.15 | 0.53 | -0.2 | -0.56 |
| 194703 | -1.62 | -1.59 | 0.63 | 4.1 |
| 194704 | -4.71 | -4.11 | 0.51 | 4.85 |
| 194705 | -1 | -3.32 | -0.18 | 3.54 |
| 194706 | 5.3 | -0.28 | -0.25 | -1.8 |
| 194707 | 4.14 | 1.65 | 3 | -3.11 |
| 194708 | -1.77 | 0.3 | 0.11 | 3.34 |
| 194709 | -0.49 | 1.56 | 1.49 | -0.02 |
| 194710 | 2.45 | 0.51 | 0.33 | 1.23 |
| 194711 | -1.87 | -1.7 | 1.18 | 4.41 |
| 194712 | 2.9 | -2.28 | 3.5 | 3.61 |
| 194801 | -3.83 | 2.18 | 1.05 | -4.17 |
| 194802 | -4.43 | -1.74 | 0 | 1.49 |
| 194803 | 8.14 | 0.07 | 4.42 | -0.47 |
| 194804 | 3.54 | -1.38 | 3.99 | 3.9 |
| 194805 | 7.42 | 0.84 | -0.86 | 2.39 |
| 194806 | 0 | -1.62 | 2.63 | 3.95 |
| 194807 | -5.1 | -0.32 | -0.07 | -1.52 |
| 194808 | 0.25 | -1.08 | 0.26 | 0.25 |
| 194809 | -2.94 | -1.28 | -1.65 | -1.31 |
| 194810 | 5.92 | -1.42 | 0.66 | 2.82 |
| 194811 | -9.16 | -0.75 | -4.52 | 0.95 |
| 194812 | 3.22 | -2.53 | -1.48 | 4.79 |
| 194901 | 0.23 | 1.48 | 1.41 | -3.14 |
| 194902 | -2.95 | -2 | -0.8 | -0.36 |
| 194903 | 3.96 | 2.53 | 1.18 | -0.81 |
| 194904 | -1.9 | -0.89 | -1.06 | 2.96 |
| 194905 | -2.83 | -0.81 | -2.55 | 3.16 |
| 194906 | 0.25 | -1.07 | -1.58 | -0.84 |
| 194907 | 5.44 | 0.68 | 0.31 | -1.61 |
| 194908 | 2.61 | -0.03 | -0.41 | 1.6 |
| 194909 | 3.07 | 1.22 | 0.16 | -1.52 |
| 194910 | 3.11 | 1.03 | -0.31 | -0.05 |
| 194911 | 1.91 | -0.99 | -0.52 | 1.29 |
| 194912 | 5.12 | 1.99 | 1.59 | -0.69 |
| 195001 | 1.5 | 3.68 | 0.18 | -2.44 |
| 195002 | 1.3 | -0.07 | -0.91 | 1.15 |
| 195003 | 1.18 | -1.17 | -2.75 | 1.55 |
| 195004 | 4.03 | 1.94 | 1.51 | 0.42 |
| 195005 | 4.25 | -2.02 | 0.49 | 0.41 |
| 195006 | -5.78 | -2.52 | -0.83 | -1.94 |
| 195007 | 1.32 | 0.58 | 13.11 | -0.12 |
| 195008 | 4.82 | 0.89 | -1.09 | 2.98 |
| 195009 | 4.79 | 0.49 | -0.8 | -0.22 |
| 195010 | -0.18 | -0.32 | 0.91 | 1.64 |
| 195011 | 2.73 | -0.88 | 3.57 | 3.68 |
| 195012 | 5.47 | 1.52 | 6.98 | 4.81 |
| 195101 | 5.65 | 1.78 | 4.09 | 2.4 |
| 195102 | 1.56 | 0.03 | -2.89 | -1.67 |
| 195103 | -2.15 | -0.53 | -4.23 | -2.91 |
| 195104 | 4.83 | -1.6 | 3.48 | 5.98 |
| 195105 | -2.39 | -0.05 | -1.15 | -1.19 |
| 195106 | -2.66 | -1.93 | -3.97 | -2.14 |
| 195107 | 6.88 | -1.97 | 2.15 | 7.25 |
| 195108 | 4.28 | 0.87 | -0.07 | 0.93 |
| 195109 | 0.69 | 1.99 | 0.64 | 0.67 |
| 195110 | -2.52 | -0.29 | 0.33 | -0.22 |
| 195111 | 0.56 | -0.3 | 0.09 | 0.73 |
| 195112 | 3.3 | -2.17 | -1.74 | 1.62 |
| 195201 | 1.47 | -0.6 | 1.56 | 1.38 |
| 195202 | -2.6 | 0.76 | -0.82 | -0.84 |
| 195203 | 4.43 | -2.95 | 2.31 | 1.61 |
| 195204 | -4.93 | 0.44 | -0.13 | -2.13 |
| 195205 | 3.16 | -0.97 | -0.14 | 0.57 |
| 195206 | 3.85 | -1.63 | 1.42 | 1.5 |
| 195207 | 0.96 | -0.28 | -0.47 | -0.48 |
| 195208 | -0.8 | 1.15 | 0.03 | 0.32 |
| 195209 | -2.04 | 1.08 | -1.51 | 1.74 |
| 195210 | -0.66 | -1.02 | -0.44 | 2.75 |
| 195211 | 5.91 | -0.66 | 0.95 | 0.42 |
| 195212 | 2.95 | -1.46 | 0.18 | 1.55 |
| 195301 | -0.34 | 3.64 | 1.11 | 0.72 |
| 195302 | -0.26 | 2.13 | -0.01 | 0.84 |
| 195303 | -1.5 | -0.16 | -0.82 | 0.13 |
| 195304 | -2.81 | 0.23 | 1.51 | 1.91 |
| 195305 | 0.53 | -0.05 | 0.29 | 0.84 |
| 195306 | -1.86 | -1.93 | -0.44 | 0.06 |
| 195307 | 2.39 | -1.07 | -0.16 | -0.27 |
| 195308 | -4.51 | 0.3 | -3.48 | 2.03 |
| 195309 | 0.21 | -0.94 | -2.48 | 2.91 |
| 195310 | 4.55 | -1.17 | -0.38 | 0.3 |
| 195311 | 2.79 | -1.37 | -0.19 | 1.83 |
| 195312 | 0.01 | -0.94 | -2.77 | 5.21 |
| 195401 | 4.95 | 0.69 | 3.56 | -5.78 |
| 195402 | 1.82 | -0.25 | -0.52 | 1.08 |
| 195403 | 3.7 | -0.61 | -1.34 | 2.14 |
| 195404 | 4.26 | -3.48 | -0.41 | 4.95 |
| 195405 | 3.07 | 0.43 | 2.46 | -1.84 |
| 195406 | 1.04 | 0.37 | 0.03 | 3.47 |
| 195407 | 4.98 | 0.98 | 4.25 | 0.64 |
| 195408 | -2.32 | 2.68 | -1.61 | -0.88 |
| 195409 | 6.38 | -2.33 | 0.42 | 2.55 |
| 195410 | -1.67 | 0.53 | 0.67 | 1 |
| 195411 | 9.45 | -2.58 | 4 | 1.61 |
| 195412 | 5.41 | 2.21 | 5.62 | -1.25 |
| 195501 | 0.62 | 0.29 | 1.98 | 1.4 |
| 195502 | 2.99 | 1.43 | 0.71 | 1.01 |
| 195503 | -0.2 | -0.52 | 1.94 | 1.03 |
| 195504 | 3.13 | -1.79 | 0.88 | -0.1 |
| 195505 | 0.95 | -0.3 | -0.8 | 0.62 |
| 195506 | 6.61 | -4.49 | 1.64 | 4.54 |
| 195507 | 1.87 | -1.18 | 0.33 | -1.31 |
| 195508 | 0.22 | -0.58 | 0.77 | 1.88 |
| 195509 | -0.37 | 0.34 | -0.8 | 1.8 |
| 195510 | -2.66 | 1.48 | -0.22 | -0.46 |
| 195511 | 7.01 | -2.27 | 0.47 | 2.63 |
| 195512 | 1.48 | 2.1 | -2.17 | -1.51 |
| 195601 | -3.03 | 0.38 | 0.77 | -1.45 |
| 195602 | 3.8 | -0.91 | -0.28 | 2 |
| 195603 | 6.62 | -1.98 | -0.63 | 3.58 |
| 195604 | 0.29 | -0.1 | 0.05 | 2.56 |
| 195605 | -5.17 | 1.4 | -1.34 | -1.77 |
| 195606 | 3.39 | -1.25 | -1.3 | 2.67 |
| 195607 | 4.84 | -2.06 | 0.48 | 2.48 |
| 195608 | -3.03 | 2.23 | -1.39 | -0.3 |
| 195609 | -5.3 | 1.68 | 1.75 | -1.29 |
| 195610 | 0.57 | -0.18 | -0.14 | 2.13 |
| 195611 | 0.69 | 0.05 | 1.7 | 3.58 |
| 195612 | 2.74 | -0.26 | -2.08 | 3.86 |
| 195701 | -3.6 | 3.73 | 2.33 | -2.93 |
| 195702 | -2.07 | -0.82 | -0.5 | 0.32 |
| 195703 | 2.1 | 0.2 | -0.3 | -0.24 |
| 195704 | 4.25 | -1.82 | -1.29 | 0.89 |
| 195705 | 3.44 | -1.11 | -2.06 | 0.36 |
| 195706 | -0.77 | 0.31 | 0.16 | 0.71 |
| 195707 | 0.66 | -0.35 | -0.11 | -0.01 |
| 195708 | -5.11 | 0.17 | -0.2 | 0.26 |
| 195709 | -5.99 | 0.11 | 0.99 | 0.6 |
| 195710 | -4.29 | -2.57 | -2 | 1.84 |
| 195711 | 2.27 | 0.43 | -2.92 | 1.33 |
| 195712 | -3.92 | -0.8 | -1.57 | 7.75 |
| 195801 | 4.67 | 4.16 | 4.3 | -7.77 |
| 195802 | -1.53 | 0.77 | 0.16 | 3.8 |
| 195803 | 3.27 | 0.9 | -1.24 | -1.94 |
| 195804 | 3.11 | -0.84 | 1.69 | 1.89 |
| 195805 | 2.29 | 2.07 | -0.17 | -1.88 |
| 195806 | 2.95 | -0.22 | 0.4 | -1.03 |
| 195807 | 4.41 | 0.39 | 3.21 | -3.65 |
| 195808 | 1.89 | 1.23 | 0.34 | 0.29 |
| 195809 | 4.67 | -0.09 | 3.26 | -1.28 |
| 195810 | 2.55 | 1.36 | -1.87 | 3.14 |
| 195811 | 2.97 | 1.99 | -1.19 | 1.5 |
| 195812 | 5.14 | -2.05 | -0.19 | -0.62 |
| 195901 | 0.7 | 3.09 | 2.91 | -0.34 |
| 195902 | 0.93 | 1.56 | 0.8 | 3.42 |
| 195903 | 0.32 | 1.46 | -0.24 | 0.12 |
| 195904 | 3.73 | -0.6 | -1.3 | 3.21 |
| 195905 | 1.7 | -1.96 | 1.9 | 1.52 |
| 195906 | -0.1 | 0.67 | 1.2 | 2.93 |
| 195907 | 3.14 | -0.36 | 0.22 | -0.34 |
| 195908 | -1.41 | -0.95 | 0.23 | -1.08 |
| 195909 | -4.8 | -0.08 | 0.48 | 0.82 |
| 195910 | 1.25 | 1.45 | -2.08 | 3.44 |
| 195911 | 1.55 | 1.32 | -3.34 | 2.4 |
| 195912 | 2.49 | -0.57 | -0.06 | 0.95 |
| 196001 | -7 | 2.09 | 2.59 | -3.28 |
| 196002 | 0.98 | 0.75 | -2.17 | 3.59 |
| 196003 | -1.47 | -0.72 | -2.62 | 1.85 |
| 196004 | -1.74 | 0.25 | -2.19 | 2.6 |
| 196005 | 2.86 | 1.35 | -3.85 | 4.77 |
| 196006 | 2.16 | -0.21 | -0.34 | 1.03 |
| 196007 | -2.19 | -0.36 | 1.89 | -0.8 |
| 196008 | 2.81 | 0.21 | 0.89 | 2.04 |
| 196009 | -5.96 | -1.03 | 1.37 | 0.3 |
| 196010 | -0.7 | -3.69 | 2.31 | 1.27 |
| 196011 | 4.66 | 0.5 | -3.07 | 3.65 |
| 196012 | 4.69 | -1.36 | -0.82 | 1.4 |
| 196101 | 6.26 | 0.73 | 3.71 | -4.02 |
| 196102 | 3.51 | 3.73 | -0.78 | 0.92 |
| 196103 | 2.84 | 3.63 | -1.3 | 4.1 |
| 196104 | 0.27 | -0.01 | 1.95 | 3.39 |
| 196105 | 2.41 | 2.05 | 0.43 | -1.48 |
| 196106 | -3.01 | -2.52 | -0.22 | 0.26 |
| 196107 | 2.83 | -1.81 | -0.37 | 0.29 |
| 196108 | 2.54 | -1.82 | -0.2 | 1.54 |
| 196109 | -2.13 | -1.23 | -0.51 | 0.76 |
| 196110 | 2.58 | -1.87 | 0.38 | 3.15 |
| 196111 | 4.48 | 1.07 | -1.01 | 1.14 |
| 196112 | -0.1 | -1.11 | 2.4 | -2.17 |
| 196201 | -3.83 | 1.87 | 5.14 | -2.09 |
| 196202 | 1.8 | -1.32 | 1.1 | -1.01 |
| 196203 | -0.69 | 0.17 | -0.83 | 2 |
| 196204 | -6.55 | -1.06 | 0.71 | 2.88 |
| 196205 | -8.51 | -3.06 | 2.55 | 0.45 |
| 196206 | -8.46 | -0.93 | 3.13 | 6.4 |
| 196207 | 6.27 | 1.56 | -3.69 | 0.73 |
| 196208 | 2.08 | 1.2 | -1.14 | -0.62 |
| 196209 | -5.15 | -2.54 | 1.31 | 3.94 |
| 196210 | 0.17 | -3.98 | 1.4 | 0.77 |
| 196211 | 10.93 | 2.47 | 0.95 | -7.2 |
| 196212 | 1.17 | -3.88 | 0.27 | 5.89 |
| 196301 | 4.84 | 3.12 | 2.39 | -2.08 |
| 196302 | -2.4 | 0.29 | 2.12 | 2.52 |
| 196303 | 3.2 | -2.61 | 1.82 | 1.58 |
| 196304 | 4.52 | -1.19 | 0.97 | 0.14 |
| 196305 | 1.8 | 1 | 2.62 | 0.37 |
| 196306 | -2.04 | -0.29 | 0.9 | 1.15 |
| 196307 | -0.4 | -0.44 | -0.94 | 1.03 |
| 196308 | 5.07 | -1 | 1.76 | 1.1 |
| 196309 | -1.54 | -0.29 | 0.15 | 0.15 |
| 196310 | 2.55 | -0.6 | -0.17 | 3.12 |
| 196311 | -0.85 | -1.12 | 1.53 | -0.76 |
| 196312 | 1.83 | -1.99 | -0.01 | 1.7 |
| 196401 | 2.31 | -0.22 | 1.34 | 1.06 |
| 196402 | 1.56 | 0.04 | 2.84 | 0.28 |
| 196403 | 1.42 | 0.98 | 3.25 | 0.77 |
| 196404 | 0.15 | -1.44 | -0.49 | -0.61 |
| 196405 | 1.4 | -1.02 | 1.85 | 2.62 |
| 196406 | 1.25 | -0.21 | 0.56 | 0.49 |
| 196407 | 1.74 | 0.03 | 0.91 | -0.3 |
| 196408 | -1.42 | 0.02 | 0.18 | -0.2 |
| 196409 | 2.7 | -0.51 | 1.87 | -0.4 |
| 196410 | 0.58 | 0.37 | 0.87 | 0.15 |
| 196411 | 0 | 0.52 | -1.83 | 1.1 |
| 196412 | 0.04 | -0.23 | -2.56 | -0.7 |
| 196501 | 3.57 | 2.59 | 0.51 | -1.39 |
| 196502 | 0.42 | 3.33 | 0.31 | 0.31 |
| 196503 | -1.37 | 1.76 | 1.16 | 0.1 |
| 196504 | 3.07 | 1.27 | 0.68 | 2.56 |
| 196505 | -0.71 | 0.08 | -1.41 | 0.54 |
| 196506 | -5.44 | -4.07 | 0.37 | -3.16 |
| 196507 | 1.41 | 0.83 | 2.28 | 4.07 |
| 196508 | 2.73 | 2.82 | -1.02 | 2.55 |
| 196509 | 2.87 | 0.68 | -0.53 | 3.29 |
| 196510 | 2.6 | 2.58 | 1.31 | 3.42 |
| 196511 | 0 | 4.82 | -0.15 | 4.41 |
| 196512 | 0.99 | 2.39 | 1.32 | 0.12 |
| 196601 | 0.69 | 3.9 | 3.52 | 5.39 |
| 196602 | -1.2 | 4.71 | -0.2 | 4.53 |
| 196603 | -2.51 | 1.05 | -1.94 | 1.37 |
| 196604 | 2.1 | 3.43 | -0.78 | 6.15 |
| 196605 | -5.58 | -4.51 | -1.42 | -4.7 |
| 196606 | -1.48 | 1.05 | 0.53 | 3.34 |
| 196607 | -1.62 | -0.46 | 1.09 | -1.38 |
| 196608 | -7.9 | -3.27 | 0.39 | -2.1 |
| 196609 | -1 | -1.13 | 0.53 | -1.76 |
| 196610 | 3.92 | -6.64 | 2.87 | -5.13 |
| 196611 | 1.34 | 4.25 | -4.47 | 5.7 |
| 196612 | 0.12 | 1.66 | -1.16 | 1.08 |
| 196701 | 8.08 | 8.36 | 1.87 | -6.76 |
| 196702 | 0.72 | 3.33 | -2.19 | 3.56 |
| 196703 | 3.97 | 1.78 | 0.12 | 1.43 |
| 196704 | 3.87 | 0.55 | -2.7 | 0.62 |
| 196705 | -4.32 | 2.08 | 0.8 | 0.58 |
| 196706 | 2.34 | 5.82 | 1.02 | 6.03 |
| 196707 | 4.58 | 3.01 | 2.66 | -1.07 |
| 196708 | -0.89 | 0.5 | 1.46 | -1.42 |
| 196709 | 3.06 | 3.05 | -2.31 | 2.54 |
| 196710 | -3.11 | 1.52 | -3.54 | 3.63 |
| 196711 | 0.36 | 0.23 | -1.84 | 1.29 |
| 196712 | 2.97 | 5.55 | -0.12 | 3.22 |
| 196801 | -3.91 | 3.87 | 4.74 | -4.65 |
| 196802 | -3.57 | -2.79 | 0.94 | -3.39 |
| 196803 | 0.21 | -1.48 | -0.45 | 3.17 |
| 196804 | 8.79 | 5.73 | -1.11 | 5.12 |
| 196805 | 2.15 | 6.43 | 0.73 | 3.76 |
| 196806 | 0.78 | -0.21 | 0.77 | -1.88 |
| 196807 | -2.69 | -1.32 | 5.47 | -0.9 |
| 196808 | 1.41 | 2.24 | 0.94 | 1.88 |
| 196809 | 3.96 | 2.77 | 0.15 | -0.59 |
| 196810 | 0.46 | -0.38 | 2.78 | -1.44 |
| 196811 | 5.49 | 2.26 | -0.71 | 1.73 |
| 196812 | -3.94 | 3.43 | -0.01 | 0.28 |
| 196901 | -1.3 | -0.77 | 1.52 | -0.15 |
| 196902 | -5.6 | -3.79 | 0.86 | -2.42 |
| 196903 | 2.67 | -0.35 | -0.66 | 4.02 |
| 196904 | 1.53 | -0.77 | 0.05 | 1.16 |
| 196905 | -0.1 | -0.2 | 0.65 | 1.63 |
| 196906 | -6.98 | -5.32 | -1.08 | -2.28 |
| 196907 | -7 | -3.26 | 1.26 | 1.7 |
| 196908 | 4.68 | 0.77 | -3.83 | 2.17 |
| 196909 | -3.01 | 1.18 | -3.3 | 2.5 |
| 196910 | 4.99 | 3.69 | -3.43 | -4.32 |
| 196911 | -3.8 | -2.56 | -1.25 | 3.64 |
| 196912 | -2.61 | -3.56 | -3.09 | 4.98 |
| 197001 | -7.99 | 2.91 | 2.91 | 0.61 |
| 197002 | 5.16 | -2.39 | 3.81 | 0.18 |
| 197003 | -0.89 | -2.37 | 4.29 | -0.27 |
| 197004 | -10.8 | -6.15 | 6.31 | -0.69 |
| 197005 | -6.77 | -4.38 | 3.26 | -2.63 |
| 197006 | -5.69 | -2.06 | 0.55 | 5.76 |
| 197007 | 6.93 | -0.62 | 0.95 | -3.12 |
| 197008 | 4.53 | 1.6 | 1.12 | -6.46 |
| 197009 | 4.14 | 8.75 | -5.57 | -8.91 |
| 197010 | -2.3 | -4.13 | 0.22 | 9.55 |
| 197011 | 4.62 | -3.99 | 1.6 | 2.86 |
| 197012 | 5.77 | 2.8 | 1.25 | -2.21 |
| 197101 | 4.74 | 7.42 | 1.45 | -6.6 |
| 197102 | 1.38 | 1.94 | -1.35 | 0.78 |
| 197103 | 4.04 | 2.52 | -3.84 | -1.34 |
| 197104 | 3.23 | -0.39 | 0.51 | 1.45 |
| 197105 | -3.99 | -1.05 | -1.19 | 0.9 |
| 197106 | 0 | -1.43 | -1.95 | 2.76 |
| 197107 | -4.46 | -1.57 | 0.28 | -2.33 |
| 197108 | 3.79 | 0.22 | 1.89 | 3.53 |
| 197109 | -0.84 | 0.39 | -2.71 | 2.08 |
| 197110 | -4.4 | -1.73 | -0.45 | 0.52 |
| 197111 | -0.48 | -2.76 | -1.93 | 1.45 |
| 197112 | 8.66 | 3.22 | -0.2 | -0.62 |
| 197201 | 2.43 | 6.21 | 1.98 | 0.28 |
| 197202 | 2.83 | 1.38 | -2.92 | 2.55 |
| 197203 | 0.55 | -0.21 | -1.92 | 2.92 |
| 197204 | 0.29 | 0.01 | 0.36 | 2.67 |
| 197205 | 1.22 | -2.81 | -2.5 | 3.29 |
| 197206 | -2.41 | 0.14 | -1.8 | 1.94 |
| 197207 | -0.78 | -2.9 | 0.58 | 2.81 |
| 197208 | 3.28 | -4.2 | 4.54 | -5.37 |
| 197209 | -1.1 | -2.74 | 0.42 | 1.8 |
| 197210 | 0.53 | -2.7 | 1.23 | 0.74 |
| 197211 | 4.6 | -1.02 | 4.9 | -5.18 |
| 197212 | 0.65 | -1.99 | -2.25 | 4.99 |
| 197301 | -3.05 | -3.58 | 2.75 | 3.68 |
| 197302 | -4.61 | -3.99 | 1.79 | 2.16 |
| 197303 | -1 | -2.9 | 2.66 | 3.61 |
| 197304 | -5.08 | -4.16 | 5.76 | 6.32 |
| 197305 | -2.63 | -6.09 | 0.05 | 7.11 |
| 197306 | -1.4 | -3.01 | 1.44 | 4.34 |
| 197307 | 5.05 | 7.82 | -5.34 | 11.57 |
| 197308 | -3.8 | -2.08 | 1.16 | 3.48 |
| 197309 | 4.74 | 2.93 | 2.1 | -7.23 |
| 197310 | -0.8 | -0.28 | 1.76 | 6.79 |
| 197311 | -12.77 | -7.72 | 4.13 | 8.69 |
| 197312 | 0.56 | -5.26 | 3.88 | 10.33 |
| 197401 | -0.1 | 9.67 | 5.74 | -8.89 |
| 197402 | -0.4 | 0.08 | 2.49 | 0.13 |
| 197403 | -2.8 | 2.39 | -0.06 | -0.9 |
| 197404 | -5.32 | -0.66 | 0.99 | 2.15 |
| 197405 | -4.68 | -2.75 | -2.13 | -0.38 |
| 197406 | -2.81 | -0.14 | 0.74 | 2.33 |
| 197407 | -7.99 | 0.8 | 5.17 | 3.15 |
| 197408 | -9.38 | -0.79 | 2.58 | 2.99 |
| 197409 | -11.73 | 0.4 | 5.46 | 4.16 |
| 197410 | 16.01 | -3.43 | -10.12 | -0.81 |
| 197411 | -4.54 | -1.4 | -0.13 | 2.19 |
| 197412 | -3.38 | -4.78 | -0.03 | 2.94 |
| 197501 | 13.69 | 10.86 | 8.27 | 13.85 |
| 197502 | 5.49 | 0.18 | -4.53 | -0.56 |
| 197503 | 2.66 | 3.72 | 2.68 | -2.01 |
| 197504 | 4.19 | -0.46 | -1.44 | 1.39 |
| 197505 | 5.19 | 3.71 | -4.16 | -0.55 |
| 197506 | 4.81 | 0.85 | 1.62 | 0.06 |
| 197507 | -6.57 | 2.65 | 1.64 | 0.43 |
| 197508 | -2.86 | -3.23 | -1.13 | -0.14 |
| 197509 | -4.26 | 0.06 | 0.33 | 0.4 |
| 197510 | 5.26 | -4.05 | 0.12 | -0.14 |
| 197511 | 2.7 | -1.15 | 1.87 | -0.45 |
| 197512 | -1.59 | -0.95 | 1.92 | -0.13 |
| 197601 | 12.17 | 4.9 | 8.47 | 4.43 |
| 197602 | 0.35 | 7.12 | 5.84 | 0.36 |
| 197603 | 2.31 | -1.47 | -0.11 | 0.17 |
| 197604 | -1.47 | -0.11 | -0.06 | 0.52 |
| 197605 | -1.3 | -1.25 | -1.48 | -1.13 |
| 197606 | 4.05 | -1.4 | 0.42 | -0.42 |
| 197607 | -1 | 0.3 | 1.7 | -0.1 |
| 197608 | -0.57 | -2.11 | 1.03 | -0.86 |
| 197609 | 2 | -0.14 | -0.23 | 0.21 |
| 197610 | -2.41 | 0.24 | -0.33 | -0.45 |
| 197611 | 0.35 | 2.24 | 1.68 | 2.92 |
| 197612 | 5.66 | 3 | 2.26 | 0.78 |
| 197701 | -4.02 | 4.86 | 4.07 | 3.96 |
| 197702 | -1.91 | 1.08 | 0.63 | 0.39 |
| 197703 | -1.3 | 1.12 | 1.08 | 0.54 |
| 197704 | 0.13 | -0.06 | 3.4 | 4.2 |
| 197705 | -1.46 | 1.26 | 0.95 | 2.08 |
| 197706 | 4.7 | 2.06 | -0.69 | 1.78 |
| 197707 | -1.69 | 2.12 | -0.53 | 0.36 |
| 197708 | -1.75 | 1.58 | -2.79 | -1.69 |
| 197709 | -0.2 | 1.3 | -0.33 | 2.07 |
| 197710 | -4.37 | 1.3 | 1.87 | -0.06 |
| 197711 | 4.03 | 3.72 | 0.24 | 2.17 |
| 197712 | 0.27 | 1.39 | -0.39 | 1.6 |
| 197801 | -5.99 | 2.31 | 3.3 | -0.67 |
| 197802 | -1.4 | 3.57 | 0.85 | 1.97 |
| 197803 | 2.84 | 3.34 | 1.19 | 1.4 |
| 197804 | 7.84 | 0.27 | -3.59 | 0.88 |
| 197805 | 1.72 | 4.54 | -0.52 | 2.87 |
| 197806 | -1.72 | 1.66 | 0.56 | 2.76 |
| 197807 | 5.11 | 0.24 | -1.23 | 4.17 |
| 197808 | 3.75 | 5.07 | -0.36 | 2.85 |
| 197809 | -1.3 | -0.4 | 1.84 | -3.13 |
| 197810 | -11.83 | -9.92 | 1.51 | -8.38 |
| 197811 | 2.71 | 3.11 | -2.34 | 5.4 |
| 197812 | 0.9 | 1.28 | -2.21 | 3.07 |
| 197901 | 4.2 | 3.54 | 2.09 | -1.4 |
| 197902 | -3.54 | 0.46 | 1.16 | -1.1 |
| 197903 | 5.64 | 3.12 | -0.63 | 2.91 |
| 197904 | 0 | 2.16 | 1.13 | 0.75 |
| 197905 | -2.18 | 0.25 | 1.19 | -0.58 |
| 197906 | 3.88 | 1.16 | 1.42 | 0.86 |
| 197907 | 0.79 | 1.29 | 1.9 | -1.1 |
| 197908 | 5.6 | 1.93 | -1.45 | -0.22 |
| 197909 | -0.7 | -0.37 | -0.93 | 5.29 |
| 197910 | -8.1 | -3.42 | -1.93 | 2.15 |
| 197911 | 5.24 | 2.63 | -3.1 | 7.96 |
| 197912 | 1.79 | 4.16 | -2.09 | 4.78 |
| 198001 | 5.5 | 1.74 | 1.61 | 7.5 |
| 198002 | -1 | -1.82 | 0.66 | 7.87 |
| 198003 | -12.85 | -6.48 | -1.07 | -9.58 |
| 198004 | 3.95 | 0.87 | 1.06 | -0.44 |
| 198005 | 5.24 | 2.17 | 0.24 | -1.11 |
| 198006 | 3.04 | 1.59 | -1.02 | 1.59 |
| 198007 | 6.45 | 4.22 | -6.23 | 0.39 |
| 198008 | 1.68 | 3.95 | -2.73 | 3.16 |
| 198009 | 2.15 | 0.86 | -4.29 | 5.44 |
| 198010 | 1.01 | 2.44 | -2.56 | 7.29 |
| 198011 | 9.56 | -3.65 | -7.56 | 15.22 |
| 198012 | -4.4 | -0.11 | 2.11 | -6.66 |
| 198101 | -5.03 | 3.09 | 6.53 | -7.93 |
| 198102 | 0.65 | -0.23 | 0.98 | -1.38 |
| 198103 | 3.3 | 3.74 | 0.22 | 0.73 |
| 198104 | -2 | 4.31 | 2.32 | -0.94 |
| 198105 | 0.07 | 2.02 | -0.57 | 3.75 |
| 198106 | -2 | -0.95 | 5.39 | -5.86 |
| 198107 | -1.5 | -2.13 | -0.71 | -2.47 |
| 198108 | -6.97 | -1.93 | 4.8 | -1.1 |
| 198109 | -7.22 | -2.87 | 5.16 | 2.02 |
| 198110 | 4.83 | 2.25 | -4.08 | 4.1 |
| 198111 | 3.4 | -1.1 | 2.04 | -0.27 |
| 198112 | -3.67 | 1.21 | 0.83 | 1.31 |
| 198201 | -3.27 | -1.31 | 3.17 | 1.71 |
| 198202 | -5.85 | 0.6 | 5.98 | 4.88 |
| 198203 | -1.8 | -0.24 | 3.92 | 2.93 |
| 198204 | 3.3 | 1.54 | -2.82 | -0.41 |
| 198205 | -3.8 | 0.47 | 1.87 | 2.53 |
| 198206 | -3.07 | -0.38 | 1.57 | 5.04 |
| 198207 | -3.15 | 0.9 | 0.3 | 4.43 |
| 198208 | 11.06 | -4.3 | 0.88 | -3.53 |
| 198209 | 1.27 | 2.91 | 0.41 | 4.2 |
| 198210 | 11.2 | 2.25 | -3.95 | 0 |
| 198211 | 4.61 | 4.71 | -2.12 | 5.95 |
| 198212 | 0.56 | -0.08 | 0.08 | 0.02 |
| 198301 | 3.47 | 2.66 | -0.65 | -1.72 |
| 198302 | 2.58 | 3 | 0.55 | 3.82 |
| 198303 | 2.86 | 1.97 | 2.08 | 0.91 |
| 198304 | 6.67 | 0.48 | 0.56 | 1.8 |
| 198305 | 0.39 | 6.29 | -1.3 | -1.58 |
| 198306 | 3.1 | 1.12 | -3.9 | 1.68 |
| 198307 | -4.08 | 1.14 | 5.52 | -3.15 |
| 198308 | -0.1 | -4.28 | 5.14 | -5.44 |
| 198309 | 0.91 | 0.71 | 0.55 | -0.09 |
| 198310 | -3.11 | -3.79 | 4.9 | -4.54 |
| 198311 | 2.1 | 2.9 | -1.21 | -0.18 |
| 198312 | -1.6 | -0.68 | 1.75 | 0.8 |
| 198401 | -1.7 | -0.55 | 7.86 | -2.45 |
| 198402 | -4.5 | -1.71 | 3.4 | 0.21 |
| 198403 | 0.5 | 0.1 | 0.62 | 1.01 |
| 198404 | -0.2 | -1.09 | 1.23 | 2.1 |
| 198405 | -5.89 | -0.09 | 0.44 | 1.63 |
| 198406 | 2.1 | 0.05 | -3.23 | -0.65 |
| 198407 | -2.71 | -2.65 | 0.2 | 2.91 |
| 198408 | 10.46 | 0.54 | -1.79 | -5.67 |
| 198409 | -0.8 | -0.15 | 5.19 | 3.7 |
| 198410 | -0.8 | -1.21 | 0.34 | 3.22 |
| 198411 | -1.75 | -1.03 | 3.77 | 1.64 |
| 198412 | 1.85 | -0.54 | -0.32 | 1.53 |
| 198501 | 7.78 | 3.57 | -5.13 | -6.89 |
| 198502 | 1.11 | 0.35 | 0.08 | 1.83 |
| 198503 | -0.82 | -1.41 | 4.32 | 1.68 |
| 198504 | -0.98 | -0.37 | 3.66 | 3.03 |
| 198505 | 5.19 | -2.22 | -1.16 | 3.97 |
| 198506 | 1.2 | 0.56 | 0.63 | 3.62 |
| 198507 | -0.74 | 2.93 | -1.89 | -3.92 |
| 198508 | -1 | -0.4 | 2.2 | 1.8 |
| 198509 | -4.46 | -1.72 | 1.03 | 1.48 |
| 198510 | 4.01 | -1.61 | 0.69 | 4.88 |
| 198511 | 6.44 | 0.31 | -2.87 | -0.47 |
| 198512 | 3.9 | -0.41 | -1.52 | -0.07 |
| 198601 | 0.5 | 1.02 | 0.59 | 2.94 |
| 198602 | 7.1 | -0.39 | -0.47 | 2.7 |
| 198603 | 4.87 | -0.66 | -0.25 | 2.44 |
| 198604 | -1.3 | 2.72 | -2.82 | -0.51 |
| 198605 | 4.69 | -1.49 | -0.24 | 2.02 |
| 198606 | 1.04 | -1.23 | 1.54 | 5.13 |
| 198607 | -6.43 | -3.61 | 4.69 | 1.84 |
| 198608 | 6.2 | -3.93 | 3.34 | -5 |
| 198609 | -8.56 | 2.47 | 3.35 | -5.83 |
| 198610 | 4.73 | -2.27 | -1.48 | 2.68 |
| 198611 | 1.2 | -2.1 | -0.1 | -0.34 |
| 198612 | -3.16 | 0.23 | 0.3 | 0.38 |
| 198701 | 12.5 | -1.68 | -3.14 | 2.18 |
| 198702 | 4.23 | 3.5 | -5.96 | -2.17 |
| 198703 | 1.63 | 0.42 | 1.73 | 1.63 |
| 198704 | -2.1 | -1.71 | -0.3 | 0.22 |
| 198705 | 0.2 | -0.46 | 0.11 | -0.73 |
| 198706 | 4.03 | -2.05 | 0.82 | -0.21 |
| 198707 | 3.86 | -0.47 | 0.79 | 2.71 |
| 198708 | 3.51 | -0.66 | -1.2 | -0.87 |
| 198709 | -2.61 | 0.49 | 0.06 | 0.7 |
| 198710 | -23 | -8.4 | 4.11 | -7.87 |
| 198711 | -7.73 | 2.53 | 3.09 | -1.16 |
| 198712 | 6.78 | 0.45 | -4.8 | 5.77 |
| 198801 | 4.32 | -0.7 | 5.15 | -7.59 |
| 198802 | 4.68 | 3.53 | -1.75 | -1.56 |
| 198803 | -2.39 | 6.33 | 0.74 | 0.65 |
| 198804 | 0.5 | 0.95 | 1.43 | 2.26 |
| 198805 | -0.1 | -2.7 | 2.35 | 0.67 |
| 198806 | 4.73 | 2.04 | -1.42 | -2.94 |
| 198807 | -1.2 | -0.31 | 2.24 | 0.62 |
| 198808 | -3.32 | 0.09 | 2.03 | 0.31 |
| 198809 | 3.3 | -1.14 | -0.78 | 0.26 |
| 198810 | 1.24 | -2.74 | 1.71 | 1.31 |
| 198811 | -2.26 | -1.54 | 1.13 | 0.4 |
| 198812 | 1.49 | 2.03 | -1.6 | 0.43 |
| 198901 | 6.04 | -2.21 | 0.5 | -0.15 |
| 198902 | -2.29 | 2.76 | 0.76 | 0.87 |
| 198903 | 1.53 | 0.77 | 0.37 | 3.56 |
| 198904 | 4.35 | -0.42 | -1.55 | 1.7 |
| 198905 | 3.38 | -0.07 | -1.05 | 1.54 |
| 198906 | -1.2 | -1.04 | 1.95 | 0.65 |
| 198907 | 7.17 | -4.02 | -3.05 | 5.4 |
| 198908 | 1.42 | 0.45 | 0.69 | -0.14 |
| 198909 | -0.79 | 0.49 | -1.44 | 3.35 |
| 198910 | -3.67 | -3.1 | -0.84 | 1.4 |
| 198911 | 1.05 | -1.2 | -1.31 | 2.6 |
| 198912 | 1.22 | -2.31 | 0.2 | 2.76 |
| 199001 | -7.71 | -1.48 | 0.76 | -3.31 |
| 199002 | 1.1 | 1.08 | 0.41 | -0.53 |
| 199003 | 1.82 | 1.35 | -2.85 | 1.73 |
| 199004 | -3.4 | -0.38 | -2.64 | 2.36 |
| 199005 | 8.36 | -2.71 | -3.77 | 3.04 |
| 199006 | -1.1 | 1.3 | -2.2 | 2.37 |
| 199007 | -1.87 | -3.19 | 0.06 | 5.94 |
| 199008 | -10.1 | -3.58 | 1.46 | 1.81 |
| 199009 | -6.09 | -3.68 | 0.62 | 5.52 |
| 199010 | -1.86 | -5.62 | 0.32 | 6.65 |
| 199011 | 6.36 | 0.5 | -3.31 | -5.66 |
| 199012 | 2.47 | 0.93 | -1.81 | 0.12 |
| 199101 | 4.63 | 3.89 | -1.81 | -6.61 |
| 199102 | 7.19 | 3.97 | -0.56 | -4.79 |
| 199103 | 2.63 | 3.95 | -1.24 | 2.81 |
| 199104 | -0.2 | 0.37 | 1.7 | -2.43 |
| 199105 | 3.66 | -0.37 | -0.52 | -0.15 |
| 199106 | -4.9 | 0.06 | 1.02 | 0.43 |
| 199107 | 4.25 | -0.73 | -1.53 | 4.39 |
| 199108 | 2.31 | 1.74 | -0.99 | 1.58 |
| 199109 | -1.62 | 1.58 | -0.89 | 1.73 |
| 199110 | 1.23 | 1.03 | -0.61 | 3.19 |
| 199111 | -4.16 | -0.86 | -1.69 | 1.26 |
| 199112 | 10.82 | -1.99 | -4.34 | 8.28 |
| 199201 | -0.8 | 8.18 | 4.97 | -2.46 |
| 199202 | 1.09 | 0.84 | 6.38 | -0.68 |
| 199203 | -2.57 | -1.27 | 3.57 | -0.32 |
| 199204 | 1.39 | -5.97 | 4.26 | -2.58 |
| 199205 | 0.37 | 0.27 | 1.11 | 0.09 |
| 199206 | -2.26 | -3.01 | 3.13 | -0.58 |
| 199207 | 3.81 | -0.24 | -0.76 | 1.45 |
| 199208 | -2.37 | -0.03 | -1.16 | -0.52 |
| 199209 | 1.16 | 0.66 | -0.35 | 1.46 |
| 199210 | 0.99 | 2.16 | -2.09 | 2.71 |
| 199211 | 4.02 | 3.76 | -1.78 | -0.25 |
| 199212 | 1.47 | 1.76 | 2.34 | 4.45 |
| 199301 | 1.05 | 1.96 | 5.92 | 4.81 |
| 199302 | 0.51 | -2.8 | 5.54 | 3.09 |
| 199303 | 2.22 | 0.35 | 0.81 | 3.71 |
| 199304 | -3.03 | -0.8 | 2.71 | 0.31 |
| 199305 | 2.71 | 1.96 | -2.92 | 0.26 |
| 199306 | 0.28 | -0.37 | 1.57 | 4.5 |
| 199307 | -0.4 | 1.26 | 2.44 | 3.22 |
| 199308 | 3.67 | 0.12 | -0.8 | 2.55 |
| 199309 | -0.1 | 3.42 | -1.67 | 3.46 |
| 199310 | 1.37 | 1.76 | -0.45 | -2.66 |
| 199311 | -1.85 | -1.17 | 1.19 | -4.76 |
| 199312 | 1.66 | 1.05 | 0.21 | 2.27 |
| 199401 | 2.82 | 0.85 | 1.24 | 0.01 |
| 199402 | -2.52 | 2.55 | -1.46 | -0.26 |
| 199403 | -4.72 | -0.74 | 1.3 | -1.3 |
| 199404 | 0.69 | -1.51 | 1.91 | 0.42 |
| 199405 | 0.59 | -1.54 | 0.8 | -2.16 |
| 199406 | -3.03 | 0.12 | 2.66 | -0.85 |
| 199407 | 2.75 | -1.57 | 1.1 | 0.18 |
| 199408 | 4.05 | 1.66 | -3.17 | 1.53 |
| 199409 | -2.33 | 2.85 | -2.23 | 1.29 |
| 199410 | 1.29 | -2.33 | -1.86 | 1.46 |
| 199411 | -4.06 | -0.23 | 0.25 | -0.19 |
| 199412 | 0.9 | 0.31 | -0.85 | 3.47 |
| 199501 | 1.72 | -2.74 | 3.24 | -1.82 |
| 199502 | 3.74 | -0.32 | 0 | -0.38 |
| 199503 | 2.18 | -0.2 | -2.86 | 0.44 |
| 199504 | 2.19 | -0.14 | 1.44 | 1.77 |
| 199505 | 2.89 | -2.55 | 1.72 | -0.49 |
| 199506 | 2.63 | 2.93 | -3.23 | 2.85 |
| 199507 | 3.65 | 2.37 | -3.17 | 2.56 |
| 199508 | 0.54 | 1.71 | 1.58 | 0.15 |
| 199509 | 3.29 | -1.71 | -1.27 | 2.87 |
| 199510 | -1.52 | -3.93 | -0.83 | 4.2 |
| 199511 | 3.91 | -0.83 | -0.46 | -0.6 |
| 199512 | 1.08 | 0.34 | 1.01 | 2.52 |
| 199601 | 2.29 | -2.27 | 0.04 | 0.56 |
| 199602 | 1.23 | 2.02 | -2.37 | 0.6 |
| 199603 | 0.79 | 1.33 | 1.35 | -1.87 |
| 199604 | 2.05 | 5.05 | -4.72 | -0.92 |
| 199605 | 2.35 | 2.7 | -2.18 | 1.62 |
| 199606 | -1 | -3.73 | 2.61 | 1.02 |
| 199607 | -5.95 | -3.56 | 4.27 | -0.15 |
| 199608 | 2.76 | 2.6 | -1.2 | 0.02 |
| 199609 | 4.96 | -0.97 | -3.86 | 2.68 |
| 199610 | 0.93 | -3.84 | 3.7 | 3.83 |
| 199611 | 6.33 | -3.44 | 0.89 | -2.38 |
| 199612 | -1.66 | 3.26 | 0.52 | 0.59 |
| 199701 | 5 | -0.89 | -2.36 | 1.92 |
| 199702 | -0.49 | -2.88 | 4.86 | -2.03 |
| 199703 | -5.02 | -0.91 | 3.4 | 0.97 |
| 199704 | 4.09 | -5.35 | -0.95 | 4.93 |
| 199705 | 6.68 | 5.87 | -3.54 | -5.19 |
| 199706 | 4.04 | 1.99 | -0.98 | 2.58 |
| 199707 | 7.39 | -2.14 | -0.78 | 3.82 |
| 199708 | -4.08 | 6.76 | 1.87 | -2.58 |
| 199709 | 5.28 | 2.86 | -1.06 | 1.49 |
| 199710 | -3.84 | -0.71 | 2.89 | -0.49 |
| 199711 | 3.02 | -4.99 | 0.89 | 0.34 |
| 199712 | 1.39 | -2.15 | 3.36 | 3.89 |
| 199801 | 0.1 | -0.24 | -1.96 | 0.18 |
| 199802 | 7.03 | -0.13 | -1.28 | -1.12 |
| 199803 | 4.65 | -0.96 | 0.45 | 2.13 |
| 199804 | 0.73 | 0.45 | 0.2 | 0.75 |
| 199805 | -3.02 | -3.6 | 3.07 | 1.84 |
| 199806 | 3.17 | -4.06 | -3.87 | 7.29 |
| 199807 | -2.39 | -4.41 | -2.52 | 3.76 |
| 199808 | -15.99 | -6.49 | 6.53 | 1.86 |
| 199809 | 6.18 | -0.47 | -3.8 | -0.66 |
| 199810 | 7.02 | -2.11 | 0.1 | -5.29 |
| 199811 | 5.99 | 1.46 | -4.05 | 1.15 |
| 199812 | 6.24 | 0.82 | -8.55 | 9.02 |
| 199901 | 3.6 | 1.21 | -4.45 | 3 |
| 199902 | -4.16 | -5.04 | 0.45 | -0.15 |
| 199903 | 3.45 | -4.22 | -2.22 | -1.36 |
| 199904 | 4.24 | 0.66 | 7.12 | -9.11 |
| 199905 | -2.22 | 3.48 | 4.97 | -5.25 |
| 199906 | 4.89 | 3.42 | -4.66 | 5.05 |
| 199907 | -3.45 | 2.44 | -0.11 | 1.63 |
| 199908 | -1.3 | -1.49 | -1.34 | 3.12 |
| 199909 | -2.72 | 2.86 | -4.01 | 6.45 |
| 199910 | 5.82 | -6.62 | -4.98 | 5.48 |
| 199911 | 3.27 | 7.57 | -10.66 | 5.68 |
| 199912 | 7.38 | 5.77 | -13.52 | 13.24 |
| 200001 | -4.6 | 3.14 | -0.89 | 1.83 |
| 200002 | 2.37 | 14.62 | -20.79 | 18.38 |
| 200003 | 5.71 | -11.6 | 7.16 | -6.77 |
| 200004 | -6.25 | -5.3 | 14.92 | -8.49 |
| 200005 | -4.25 | -4.5 | 7.49 | -9.15 |
| 200006 | 4.41 | 8.46 | -14.97 | 16.41 |
| 200007 | -2.47 | -2.45 | 8.78 | -0.06 |
| 200008 | 7.03 | -1.16 | -2.08 | 5.74 |
| 200009 | -5.56 | -0.12 | 4.57 | 2.18 |
| 200010 | -2.53 | -4.53 | 4.23 | -4.7 |
| 200011 | -10.63 | -2 | 6.95 | -2.46 |
| 200012 | 1.26 | 0.7 | 3.53 | 6.83 |
| 200101 | 3.36 | 8.72 | 13.43 | 25 |
| 200102 | -10 | -1.92 | 5.69 | 12.68 |
| 200103 | -7.28 | -0.57 | 3.19 | 8.37 |
| 200104 | 8.08 | 1.73 | -3.5 | -8.06 |
| 200105 | 0.74 | 4.95 | 1.11 | 2.09 |
| 200106 | -1.93 | 6.58 | -0.66 | 0.33 |
| 200107 | -2.12 | -3.32 | 1.81 | 5.51 |
| 200108 | -6.37 | 1.96 | 2.48 | 5.45 |
| 200109 | -9.29 | -5.75 | -0.42 | 11.57 |
| 200110 | 2.47 | 9.24 | -2.18 | -8.44 |
| 200111 | 7.64 | 1.63 | 3.3 | -8.6 |
| 200112 | 1.52 | 5.85 | 1.14 | 0.03 |
| 200201 | -1.44 | 1.8 | -0.83 | 3.71 |
| 200202 | -2.31 | -1.86 | 2.98 | 6.84 |
| 200203 | 4.31 | 4.73 | 1.75 | -1.67 |
| 200204 | -5.27 | 4.53 | 2.02 | 7.93 |
| 200205 | -1.38 | -3.51 | 0.11 | 3.1 |
| 200206 | -7.17 | 3.86 | -1.14 | 6.17 |
| 200207 | -8.25 | -5.32 | -4.54 | 3.38 |
| 200208 | 0.42 | -1.64 | 0.86 | 1.69 |
| 200209 | -10.44 | 3.17 | -2.45 | 9.11 |
| 200210 | 7.9 | -3.38 | -0.48 | -5.18 |
| 200211 | 6.01 | 4.26 | 10.32 | 16.25 |
| 200212 | -5.82 | -0.6 | -2.11 | 9.68 |
| 200301 | -2.51 | 0.76 | -1.07 | 1.54 |
| 200302 | -1.79 | -1.03 | -1.9 | 1.35 |
| 200303 | 1.06 | 0.33 | -1.73 | 1.49 |
| 200304 | 8.16 | 2.29 | 4.08 | -9.56 |
| 200305 | 6.08 | 5.22 | 5.46 | 10.83 |
| 200306 | 1.37 | 1.98 | 0.75 | -1.03 |
| 200307 | 2.36 | 4.63 | -1.68 | -0.36 |
| 200308 | 2.27 | 2.84 | 1.41 | -0.5 |
| 200309 | -1.24 | 0.63 | 0.25 | -0.08 |
| 200310 | 6.07 | 2.67 | -0.44 | 3.73 |
| 200311 | 1.29 | 2.37 | 0.87 | 1.65 |
| 200312 | 4.36 | -2.36 | 5.1 | -5.67 |
| 200401 | 2.07 | 2.65 | -0.63 | 2.54 |
| 200402 | 1.33 | -1.01 | 1.18 | -1.13 |
| 200403 | -1.29 | 1.73 | 1.69 | 0.21 |
| 200404 | -1.84 | -2.14 | 1.63 | -5.37 |
| 200405 | 1.24 | -0.14 | -1.54 | 1.66 |
| 200406 | 1.85 | 2.47 | 1.83 | 2.13 |
| 200407 | -4.04 | -3.72 | 3.19 | -2.35 |
| 200408 | 0.06 | -1.32 | 1.7 | -1.51 |
| 200409 | 1.62 | 2.95 | -0.43 | 5.28 |
| 200410 | 1.45 | 0.25 | 0.67 | -1.56 |
| 200411 | 4.56 | 4.08 | 1.57 | 3.18 |
| 200412 | 3.39 | 0.33 | 0.42 | -2.76 |
problemSet02/ProblemSet02.pdf
Homework Assignments for Lecture 2
1
Problem 2.1
Let A be a square n n× matrix and x be an 1n× column vector. Show that the gradient
of the quadratic form Tx Ax is given by ( )T+A A x .
Problem 2.2
Consider the following vector valued function of three-dimensional vector x.
( )
( )
( )
( )
( ) ( ) ( )
( ) ( ) ( )
1 2 31
2 3 1 2 2 1 3 1 2 3
3 2 3 1 1 3 2 1 2 3
exp
exp( ) exp exp
exp exp exp
x x xf
f x x x x x x x x x
f x x x x x x x x x
⎡ ⎤⎡ ⎤ ⎢ ⎥⎢ ⎥ ⎢ ⎥⎢ ⎥ ⎢ ⎥= = + +⎢ ⎥ ⎢ ⎥⎢ ⎥ ⎢ ⎥⎢ ⎥ + +⎢ ⎥⎢ ⎥⎣ ⎦ ⎣ ⎦
x
f x x
x
Calculate the Jacobian of this function.
Problem 2.3
The random variables X and Y are independent, with the following density functions.
( ) ( ) ( )expf x x H xα α= −X
( ) ( ) ( )expf y x H xα α= −Y Show that the random variables.
= +Z X Y
= + X
W X Y
are also independent, W is uniformly distributed in the interval ( )0,1 and the density for Z is as follows.
( ) ( ) ( )2 expf z z z H zα α= −Z
The following table is for Problems 2.4 through 2.8. For each of three stocks, you are
given the annual returns under each of five scenarios. The probability shown is the
probability of a particular scenario. The returns are stated as decimal numbers (e.g., 0.20
is 20% p.a.).
Homework Assignments for Lecture 2
2
Probability Stock 1 Stock 2 Stock3
0.20 0.24 0.16 0.02
0.25 0.18 0.12 0.07
0.30 0.10 0.08 0.10
0.15 -0.01 0.04 0.13
0.10 -0.12 0.02 0.21
Problem 2.4
Derive analytical expressions in vector-matrix format for the expected return vector and
the covariance matrix of these stocks.
Problem 2.5
Computed the expected return vector.
Problem 2.6
Compute the covariance matrix
Problem 2.7
Compute the correlation matrix from the covariance matrix.
Problem 2.8
Is the covariance matrix positive definite or positive semi-definite?
The Excel file, ConsumerDiscretionaryEntertainment.xls, contains monthly return
data (presented as percent returns) for the following eleven (11) major consumer
discretionary entertainment companies between the years 1995 to 2004.
Homework Assignments for Lecture 2
3
Identifier Company.Name
DIS DISNEY (WALT) CO
ISCA INTL SPEEDWAY CORP -CL A
MGM METRO GOLDWYN MAYER INC
PIXR PIXAR
VIA.B VIACOM INC -CL B
DISH ECHOSTAR COMMUN CORP – CLA
L LIBERTY MEDIA CORP – SER A
CZR CAESARS ENTERTAINMENT INC.
BYD BOYD GAMING CORP
HET HARRAHS ENTERTAINMENT INC
MGG MGM MIRAGE
Your analysis will be for the five year time period January 2000 to December 2004.
The month returns for the Russell 3000 Index and the risk free asset are also given in the
same workbook.
Problem 2.9
Use the return series of the eleven companies to calculate the average value vector, the
variance-covariance matrix and the correlation matrix. Is the covariance matrix positive
definite?
Problem 2.10
Suppose that the Russell 3000 is the market index. Using ordinary least-squares
regression, estimate a single index model for each of the stocks. Use analysis of variance
to assess the statistical significance of the models. Calculate the variance-covariance
matrix using your estimated single index models.
Homework Assignments for Lecture 2
4
Problem 2.11
Repeat the regression analysis of Problem 2.10 using the excess returns of the stocks
against the excess returns of the Russell 3000 (i.e. the Jensen performance index model).
( ) ( ) ( ) ( ) ( ).3000k j rf j k k R j rf j k jr t r t r t r t tα β ε⎡ ⎤− = + − +⎣ ⎦
Compare the models of Problem 2.11 and this problem. Comment on which is better
and why.
Problem 2.12
The Excel files, riskFreeReturns.xls and factorReturns.xls, contain the monthly risk free
returns and the Fama-French-Carhart monthly model factors, respectively. The Fama-
French-Carhart factors are the market return in excess of the risk free return, the size
factor, the book-to-market factor and a momentum factor. Repeat the Regression
analysis of Problem 2.10 with the following model structure
( ) ( ) ( ) ( ) ( ) ( ) ( )k rf k M M size size BTM BTM mom mom kr t r t r t r t r t r t e tα β β β β− = + + + + +
Compare this model to the following two models
( ) ( ) ( ) ( )k rf k M M kr t r t r t e tα β− = + +
( ) ( ) ( ) ( ) ( ) ( )k rf k M M size size BTM BTM kr t r t r t r t r t e tα β β β− = + + + +
Which is the best model for each company and explain why.
problemSet02/riskFreeReturns.csv
| Month | Return |
| 192601 | 0.338400 |
| 192602 | 0.268100 |
| 192603 | 0.299400 |
| 192604 | 0.342700 |
| 192605 | 0.012800 |
| 192606 | 0.345900 |
| 192607 | 0.224300 |
| 192608 | 0.253600 |
| 192609 | 0.227300 |
| 192610 | 0.319500 |
| 192611 | 0.309200 |
| 192612 | 0.277800 |
| 192701 | 0.246300 |
| 192702 | 0.257000 |
| 192703 | 0.295900 |
| 192704 | 0.254600 |
| 192705 | 0.300800 |
| 192706 | 0.258300 |
| 192707 | 0.299100 |
| 192708 | 0.275700 |
| 192709 | 0.209600 |
| 192710 | 0.252000 |
| 192711 | 0.208600 |
| 192712 | 0.223000 |
| 192801 | 0.253600 |
| 192802 | 0.329400 |
| 192803 | 0.294300 |
| 192804 | 0.223000 |
| 192805 | 0.323800 |
| 192806 | 0.312200 |
| 192807 | 0.322600 |
| 192808 | 0.321600 |
| 192809 | 0.268100 |
| 192810 | 0.408100 |
| 192811 | 0.384900 |
| 192812 | 0.060000 |
| 192901 | 0.343900 |
| 192902 | 0.357300 |
| 192903 | 0.343100 |
| 192904 | 0.356700 |
| 192905 | 0.438800 |
| 192906 | 0.519300 |
| 192907 | 0.334500 |
| 192908 | 0.403000 |
| 192909 | 0.351900 |
| 192910 | 0.458500 |
| 192911 | 0.374800 |
| 192912 | 0.366100 |
| 193001 | 0.139300 |
| 193002 | 0.296400 |
| 193003 | 0.347500 |
| 193004 | 0.210400 |
| 193005 | 0.258100 |
| 193006 | 0.269300 |
| 193007 | 0.198400 |
| 193008 | 0.088800 |
| 193009 | 0.219200 |
| 193010 | 0.086600 |
| 193011 | 0.130700 |
| 193012 | 0.139800 |
| 193101 | 0.145100 |
| 193102 | 0.040700 |
| 193103 | 0.129500 |
| 193104 | 0.075500 |
| 193105 | 0.087500 |
| 193106 | 0.076100 |
| 193107 | 0.058700 |
| 193108 | 0.034600 |
| 193109 | 0.025600 |
| 193110 | 0.102400 |
| 193111 | 0.167300 |
| 193112 | 0.124900 |
| 193201 | 0.231100 |
| 193202 | 0.230100 |
| 193203 | 0.162800 |
| 193204 | 0.114500 |
| 193205 | 0.061200 |
| 193206 | 0.022000 |
| 193207 | 0.025000 |
| 193208 | 0.033100 |
| 193209 | 0.030900 |
| 193210 | 0.017900 |
| 193211 | 0.018500 |
| 193212 | 0.010800 |
| 193301 | 0.010800 |
| 193302 | -0.026500 |
| 193303 | 0.042000 |
| 193304 | 0.097900 |
| 193305 | 0.043000 |
| 193306 | 0.023600 |
| 193307 | 0.019100 |
| 193308 | 0.025400 |
| 193309 | 0.015100 |
| 193310 | 0.008500 |
| 193311 | 0.018100 |
| 193312 | 0.020100 |
| 193401 | 0.047100 |
| 193402 | 0.024800 |
| 193403 | 0.021000 |
| 193404 | 0.006300 |
| 193405 | 0.006500 |
| 193406 | 0.006300 |
| 193407 | 0.006500 |
| 193408 | 0.006500 |
| 193409 | 0.005800 |
| 193410 | 0.011600 |
| 193411 | 0.008300 |
| 193412 | 0.012000 |
| 193501 | 0.012900 |
| 193502 | 0.017200 |
| 193503 | 0.012500 |
| 193504 | 0.012900 |
| 193505 | 0.012900 |
| 193506 | 0.012100 |
| 193507 | 0.013300 |
| 193508 | 0.012900 |
| 193509 | 0.012500 |
| 193510 | 0.012500 |
| 193511 | 0.023900 |
| 193512 | 0.012900 |
| 193601 | 0.012900 |
| 193602 | 0.012100 |
| 193603 | 0.017200 |
| 193604 | 0.016700 |
| 193605 | 0.016100 |
| 193606 | 0.030600 |
| 193607 | 0.012900 |
| 193608 | 0.017100 |
| 193609 | 0.010900 |
| 193610 | 0.019700 |
| 193611 | 0.008300 |
| 193612 | 0.002800 |
| 193701 | 0.011300 |
| 193702 | 0.017100 |
| 193703 | 0.014100 |
| 193704 | 0.034500 |
| 193705 | 0.063400 |
| 193706 | 0.032500 |
| 193707 | 0.031900 |
| 193708 | 0.024700 |
| 193709 | 0.036700 |
| 193710 | 0.016700 |
| 193711 | 0.020700 |
| 193712 | 0.003900 |
| 193801 | 0.003400 |
| 193802 | 0.004800 |
| 193803 | -0.007100 |
| 193804 | 0.012300 |
| 193805 | 0.001700 |
| 193806 | 0.001300 |
| 193807 | -0.005400 |
| 193808 | 0.004300 |
| 193809 | 0.018200 |
| 193810 | 0.010500 |
| 193811 | -0.062000 |
| 193812 | 0.001800 |
| 193901 | -0.005400 |
| 193902 | 0.009000 |
| 193903 | -0.009300 |
| 193904 | -0.003800 |
| 193905 | 0.006300 |
| 193906 | 0.011900 |
| 193907 | 0.001200 |
| 193908 | -0.005700 |
| 193909 | 0.009900 |
| 193910 | 0.002200 |
| 193911 | 0.002100 |
| 193912 | 0.002100 |
| 194001 | 0.001800 |
| 194002 | 0.001600 |
| 194003 | 0.000000 |
| 194004 | 0.000900 |
| 194005 | -0.015300 |
| 194006 | 0.004100 |
| 194007 | 0.011800 |
| 194008 | -0.006100 |
| 194009 | 0.001700 |
| 194010 | 0.001700 |
| 194011 | 0.001700 |
| 194012 | 0.000900 |
| 194101 | -0.006900 |
| 194102 | -0.007500 |
| 194103 | 0.011400 |
| 194104 | -0.006700 |
| 194105 | 0.004300 |
| 194106 | 0.004200 |
| 194107 | 0.028800 |
| 194108 | 0.006700 |
| 194109 | 0.008600 |
| 194110 | 0.004000 |
| 194111 | 0.004900 |
| 194112 | 0.007900 |
| 194201 | 0.017800 |
| 194202 | 0.011100 |
| 194203 | 0.010800 |
| 194204 | 0.006800 |
| 194205 | 0.025500 |
| 194206 | 0.024900 |
| 194207 | 0.025200 |
| 194208 | 0.028800 |
| 194209 | 0.028100 |
| 194210 | 0.031700 |
| 194211 | 0.028900 |
| 194212 | 0.028100 |
| 194301 | 0.029500 |
| 194302 | 0.026300 |
| 194303 | 0.031800 |
| 194304 | 0.029200 |
| 194305 | 0.025000 |
| 194306 | 0.030300 |
| 194307 | 0.029100 |
| 194308 | 0.029500 |
| 194309 | 0.028400 |
| 194310 | 0.028300 |
| 194311 | 0.029500 |
| 194312 | 0.029700 |
| 194401 | 0.029300 |
| 194402 | 0.028200 |
| 194403 | 0.024500 |
| 194404 | 0.027700 |
| 194405 | 0.025300 |
| 194406 | 0.028800 |
| 194407 | 0.029300 |
| 194408 | 0.029800 |
| 194409 | 0.023700 |
| 194410 | 0.030300 |
| 194411 | 0.029100 |
| 194412 | 0.024000 |
| 194501 | 0.025600 |
| 194502 | 0.022400 |
| 194503 | 0.024800 |
| 194504 | 0.028600 |
| 194505 | 0.030000 |
| 194506 | 0.024000 |
| 194507 | 0.030300 |
| 194508 | 0.029900 |
| 194509 | 0.027900 |
| 194510 | 0.031100 |
| 194511 | 0.024000 |
| 194512 | 0.030500 |
| 194601 | 0.030000 |
| 194602 | 0.027200 |
| 194603 | 0.028800 |
| 194604 | 0.029700 |
| 194605 | 0.029900 |
| 194606 | 0.027200 |
| 194607 | 0.032100 |
| 194608 | 0.029000 |
| 194609 | 0.029500 |
| 194610 | 0.030000 |
| 194611 | 0.028800 |
| 194612 | 0.030300 |
| 194701 | 0.029900 |
| 194702 | 0.027100 |
| 194703 | 0.029500 |
| 194704 | 0.029200 |
| 194705 | 0.028200 |
| 194706 | 0.030400 |
| 194707 | 0.030000 |
| 194708 | 0.027600 |
| 194709 | 0.064800 |
| 194710 | 0.064500 |
| 194711 | 0.062600 |
| 194712 | 0.078500 |
| 194801 | 0.072600 |
| 194802 | 0.072300 |
| 194803 | 0.088600 |
| 194804 | 0.081700 |
| 194805 | 0.076100 |
| 194806 | 0.090600 |
| 194807 | 0.081700 |
| 194808 | 0.086000 |
| 194809 | 0.035900 |
| 194810 | 0.039300 |
| 194811 | 0.039100 |
| 194812 | 0.044300 |
| 194901 | 0.095500 |
| 194902 | 0.088400 |
| 194903 | 0.097300 |
| 194904 | 0.092400 |
| 194905 | 0.101400 |
| 194906 | 0.095700 |
| 194907 | 0.086500 |
| 194908 | 0.091100 |
| 194909 | 0.086400 |
| 194910 | 0.089200 |
| 194911 | 0.083700 |
| 194912 | 0.089500 |
| 195001 | 0.093100 |
| 195002 | 0.085100 |
| 195003 | 0.095200 |
| 195004 | 0.085800 |
| 195005 | 0.103700 |
| 195006 | 0.096900 |
| 195007 | 0.098400 |
| 195008 | 0.096500 |
| 195009 | 0.101900 |
| 195010 | 0.116300 |
| 195011 | 0.105700 |
| 195012 | 0.110500 |
| 195101 | 0.125700 |
| 195102 | 0.104900 |
| 195103 | 0.106900 |
| 195104 | 0.128500 |
| 195105 | 0.124600 |
| 195106 | 0.116100 |
| 195107 | 0.134800 |
| 195108 | 0.133400 |
| 195109 | 0.121200 |
| 195110 | 0.155900 |
| 195111 | 0.107600 |
| 195112 | 0.123100 |
| 195201 | 0.154700 |
| 195202 | 0.115200 |
| 195203 | 0.107700 |
| 195204 | 0.116600 |
| 195205 | 0.130600 |
| 195206 | 0.148600 |
| 195207 | 0.151000 |
| 195208 | 0.146700 |
| 195209 | 0.163500 |
| 195210 | 0.139300 |
| 195211 | 0.104900 |
| 195212 | 0.164800 |
| 195301 | 0.162000 |
| 195302 | 0.140200 |
| 195303 | 0.184100 |
| 195304 | 0.162000 |
| 195305 | 0.172100 |
| 195306 | 0.183700 |
| 195307 | 0.145800 |
| 195308 | 0.166600 |
| 195309 | 0.162100 |
| 195310 | 0.125200 |
| 195311 | 0.077000 |
| 195312 | 0.127900 |
| 195401 | 0.109100 |
| 195402 | 0.070800 |
| 195403 | 0.078000 |
| 195404 | 0.088800 |
| 195405 | 0.051000 |
| 195406 | 0.059000 |
| 195407 | 0.050700 |
| 195408 | 0.049900 |
| 195409 | 0.086900 |
| 195410 | 0.069600 |
| 195411 | 0.063800 |
| 195412 | 0.082900 |
| 195501 | 0.080800 |
| 195502 | 0.085200 |
| 195503 | 0.099100 |
| 195504 | 0.104200 |
| 195505 | 0.138700 |
| 195506 | 0.102100 |
| 195507 | 0.100000 |
| 195508 | 0.158300 |
| 195509 | 0.161700 |
| 195510 | 0.181800 |
| 195511 | 0.169800 |
| 195512 | 0.180800 |
| 195601 | 0.220600 |
| 195602 | 0.190700 |
| 195603 | 0.151600 |
| 195604 | 0.185100 |
| 195605 | 0.230200 |
| 195606 | 0.198400 |
| 195607 | 0.215800 |
| 195608 | 0.166100 |
| 195609 | 0.183800 |
| 195610 | 0.247700 |
| 195611 | 0.204500 |
| 195612 | 0.237500 |
| 195701 | 0.266600 |
| 195702 | 0.238900 |
| 195703 | 0.231100 |
| 195704 | 0.251800 |
| 195705 | 0.255600 |
| 195706 | 0.241000 |
| 195707 | 0.295500 |
| 195708 | 0.252000 |
| 195709 | 0.256800 |
| 195710 | 0.289700 |
| 195711 | 0.276700 |
| 195712 | 0.239100 |
| 195801 | 0.276700 |
| 195802 | 0.120700 |
| 195803 | 0.094400 |
| 195804 | 0.081200 |
| 195805 | 0.109300 |
| 195806 | 0.029700 |
| 195807 | 0.067000 |
| 195808 | 0.044800 |
| 195809 | 0.190400 |
| 195810 | 0.184000 |
| 195811 | 0.108900 |
| 195812 | 0.223900 |
| 195901 | 0.205100 |
| 195902 | 0.188200 |
| 195903 | 0.217700 |
| 195904 | 0.199100 |
| 195905 | 0.218900 |
| 195906 | 0.245000 |
| 195907 | 0.252300 |
| 195908 | 0.186100 |
| 195909 | 0.308500 |
| 195910 | 0.301500 |
| 195911 | 0.255400 |
| 195912 | 0.335100 |
| 196001 | 0.331800 |
| 196002 | 0.286300 |
| 196003 | 0.346900 |
| 196004 | 0.194400 |
| 196005 | 0.273700 |
| 196006 | 0.238700 |
| 196007 | 0.133000 |
| 196008 | 0.165700 |
| 196009 | 0.157800 |
| 196010 | 0.215600 |
| 196011 | 0.131900 |
| 196012 | 0.155300 |
| 196101 | 0.187400 |
| 196102 | 0.143300 |
| 196103 | 0.203800 |
| 196104 | 0.174600 |
| 196105 | 0.178000 |
| 196106 | 0.200800 |
| 196107 | 0.182400 |
| 196108 | 0.141400 |
| 196109 | 0.167700 |
| 196110 | 0.185800 |
| 196111 | 0.154500 |
| 196112 | 0.186400 |
| 196201 | 0.241100 |
| 196202 | 0.201600 |
| 196203 | 0.203800 |
| 196204 | 0.224800 |
| 196205 | 0.240100 |
| 196206 | 0.195800 |
| 196207 | 0.266200 |
| 196208 | 0.234400 |
| 196209 | 0.206400 |
| 196210 | 0.255000 |
| 196211 | 0.199700 |
| 196212 | 0.231100 |
| 196301 | 0.250500 |
| 196302 | 0.227200 |
| 196303 | 0.229100 |
| 196304 | 0.253600 |
| 196305 | 0.242400 |
| 196306 | 0.226200 |
| 196307 | 0.268000 |
| 196308 | 0.247700 |
| 196309 | 0.273400 |
| 196310 | 0.291800 |
| 196311 | 0.270700 |
| 196312 | 0.292300 |
| 196401 | 0.295700 |
| 196402 | 0.262700 |
| 196403 | 0.312600 |
| 196404 | 0.293000 |
| 196405 | 0.255500 |
| 196406 | 0.304800 |
| 196407 | 0.297100 |
| 196408 | 0.283700 |
| 196409 | 0.280200 |
| 196410 | 0.292900 |
| 196411 | 0.289800 |
| 196412 | 0.311700 |
| 196501 | 0.282800 |
| 196502 | 0.298100 |
| 196503 | 0.358900 |
| 196504 | 0.305300 |
| 196505 | 0.311300 |
| 196506 | 0.353300 |
| 196507 | 0.310000 |
| 196508 | 0.330000 |
| 196509 | 0.312800 |
| 196510 | 0.314700 |
| 196511 | 0.349800 |
| 196512 | 0.331300 |
| 196601 | 0.378800 |
| 196602 | 0.347400 |
| 196603 | 0.384600 |
| 196604 | 0.342000 |
| 196605 | 0.412600 |
| 196606 | 0.375700 |
| 196607 | 0.354300 |
| 196608 | 0.410200 |
| 196609 | 0.400300 |
| 196610 | 0.453300 |
| 196611 | 0.397500 |
| 196612 | 0.401900 |
| 196701 | 0.431300 |
| 196702 | 0.356900 |
| 196703 | 0.389800 |
| 196704 | 0.324800 |
| 196705 | 0.333400 |
| 196706 | 0.265900 |
| 196707 | 0.315000 |
| 196708 | 0.311200 |
| 196709 | 0.320400 |
| 196710 | 0.393900 |
| 196711 | 0.355100 |
| 196712 | 0.333300 |
| 196801 | 0.404200 |
| 196802 | 0.387400 |
| 196803 | 0.380300 |
| 196804 | 0.429200 |
| 196805 | 0.446000 |
| 196806 | 0.425100 |
| 196807 | 0.477100 |
| 196808 | 0.422100 |
| 196809 | 0.425700 |
| 196810 | 0.436400 |
| 196811 | 0.424500 |
| 196812 | 0.427600 |
| 196901 | 0.526700 |
| 196902 | 0.460900 |
| 196903 | 0.464100 |
| 196904 | 0.533100 |
| 196905 | 0.483300 |
| 196906 | 0.511900 |
| 196907 | 0.531500 |
| 196908 | 0.504900 |
| 196909 | 0.621400 |
| 196910 | 0.596400 |
| 196911 | 0.515600 |
| 196912 | 0.643500 |
| 197001 | 0.604400 |
| 197002 | 0.618000 |
| 197003 | 0.570500 |
| 197004 | 0.504300 |
| 197005 | 0.526900 |
| 197006 | 0.581100 |
| 197007 | 0.523200 |
| 197008 | 0.533900 |
| 197009 | 0.536800 |
| 197010 | 0.460000 |
| 197011 | 0.455400 |
| 197012 | 0.423300 |
| 197101 | 0.382300 |
| 197102 | 0.331700 |
| 197103 | 0.297900 |
| 197104 | 0.275900 |
| 197105 | 0.293300 |
| 197106 | 0.373500 |
| 197107 | 0.401900 |
| 197108 | 0.467800 |
| 197109 | 0.367400 |
| 197110 | 0.367600 |
| 197111 | 0.372400 |
| 197112 | 0.368800 |
| 197201 | 0.288000 |
| 197202 | 0.248000 |
| 197203 | 0.272700 |
| 197204 | 0.287900 |
| 197205 | 0.301400 |
| 197206 | 0.293500 |
| 197207 | 0.312300 |
| 197208 | 0.285900 |
| 197209 | 0.341300 |
| 197210 | 0.397600 |
| 197211 | 0.370900 |
| 197212 | 0.374600 |
| 197301 | 0.437000 |
| 197302 | 0.415000 |
| 197303 | 0.455800 |
| 197304 | 0.521100 |
| 197305 | 0.507700 |
| 197306 | 0.514400 |
| 197307 | 0.639300 |
| 197308 | 0.699700 |
| 197309 | 0.682100 |
| 197310 | 0.652200 |
| 197311 | 0.557700 |
| 197312 | 0.638000 |
| 197401 | 0.626400 |
| 197402 | 0.581200 |
| 197403 | 0.557500 |
| 197404 | 0.754300 |
| 197405 | 0.753500 |
| 197406 | 0.602400 |
| 197407 | 0.704800 |
| 197408 | 0.595300 |
| 197409 | 0.806900 |
| 197410 | 0.505300 |
| 197411 | 0.539000 |
| 197412 | 0.697600 |
| 197501 | 0.582400 |
| 197502 | 0.434800 |
| 197503 | 0.413500 |
| 197504 | 0.437700 |
| 197505 | 0.435600 |
| 197506 | 0.408900 |
| 197507 | 0.484600 |
| 197508 | 0.480500 |
| 197509 | 0.526700 |
| 197510 | 0.555500 |
| 197511 | 0.409800 |
| 197512 | 0.484900 |
| 197601 | 0.468100 |
| 197602 | 0.337300 |
| 197603 | 0.401700 |
| 197604 | 0.419400 |
| 197605 | 0.374400 |
| 197606 | 0.434800 |
| 197607 | 0.465600 |
| 197608 | 0.420800 |
| 197609 | 0.436800 |
| 197610 | 0.408400 |
| 197611 | 0.396300 |
| 197612 | 0.404300 |
| 197701 | 0.359400 |
| 197702 | 0.351400 |
| 197703 | 0.376400 |
| 197704 | 0.375500 |
| 197705 | 0.371400 |
| 197706 | 0.398600 |
| 197707 | 0.417000 |
| 197708 | 0.441500 |
| 197709 | 0.433300 |
| 197710 | 0.492700 |
| 197711 | 0.500100 |
| 197712 | 0.486700 |
| 197801 | 0.489400 |
| 197802 | 0.459800 |
| 197803 | 0.528800 |
| 197804 | 0.535700 |
| 197805 | 0.508800 |
| 197806 | 0.536900 |
| 197807 | 0.559100 |
| 197808 | 0.555000 |
| 197809 | 0.618900 |
| 197810 | 0.680600 |
| 197811 | 0.699900 |
| 197812 | 0.782400 |
| 197901 | 0.771600 |
| 197902 | 0.733800 |
| 197903 | 0.813200 |
| 197904 | 0.795800 |
| 197905 | 0.816000 |
| 197906 | 0.810400 |
| 197907 | 0.765800 |
| 197908 | 0.767100 |
| 197909 | 0.829100 |
| 197910 | 0.872500 |
| 197911 | 0.987000 |
| 197912 | 0.951200 |
| 198001 | 0.796800 |
| 198002 | 0.885800 |
| 198003 | 1.205400 |
| 198004 | 1.255600 |
| 198005 | 0.809500 |
| 198006 | 0.611200 |
| 198007 | 0.528100 |
| 198008 | 0.638800 |
| 198009 | 0.753400 |
| 198010 | 0.950500 |
| 198011 | 0.957000 |
| 198012 | 1.306800 |
| 198101 | 1.037000 |
| 198102 | 1.069100 |
| 198103 | 1.207700 |
| 198104 | 1.075600 |
| 198105 | 1.154400 |
| 198106 | 1.347500 |
| 198107 | 1.239800 |
| 198108 | 1.280400 |
| 198109 | 1.244100 |
| 198110 | 1.205400 |
| 198111 | 1.067600 |
| 198112 | 0.873800 |
| 198201 | 0.795800 |
| 198202 | 0.923800 |
| 198203 | 0.980200 |
| 198204 | 1.129200 |
| 198205 | 1.058600 |
| 198206 | 0.957300 |
| 198207 | 1.050700 |
| 198208 | 0.762300 |
| 198209 | 0.511800 |
| 198210 | 0.590100 |
| 198211 | 0.634200 |
| 198212 | 0.673800 |
| 198301 | 0.686400 |
| 198302 | 0.618600 |
| 198303 | 0.632600 |
| 198304 | 0.714000 |
| 198305 | 0.690700 |
| 198306 | 0.666100 |
| 198307 | 0.740200 |
| 198308 | 0.761600 |
| 198309 | 0.760700 |
| 198310 | 0.761100 |
| 198311 | 0.703500 |
| 198312 | 0.726900 |
| 198401 | 0.758900 |
| 198402 | 0.713700 |
| 198403 | 0.728000 |
| 198404 | 0.813900 |
| 198405 | 0.783700 |
| 198406 | 0.753400 |
| 198407 | 0.818500 |
| 198408 | 0.830600 |
| 198409 | 0.858900 |
| 198410 | 0.995700 |
| 198411 | 0.733400 |
| 198412 | 0.642600 |
| 198501 | 0.647400 |
| 198502 | 0.578100 |
| 198503 | 0.616000 |
| 198504 | 0.716200 |
| 198505 | 0.663400 |
| 198506 | 0.554600 |
| 198507 | 0.624600 |
| 198508 | 0.550200 |
| 198509 | 0.604900 |
| 198510 | 0.648800 |
| 198511 | 0.608200 |
| 198512 | 0.650400 |
| 198601 | 0.559000 |
| 198602 | 0.529600 |
| 198603 | 0.595400 |
| 198604 | 0.520800 |
| 198605 | 0.493400 |
| 198606 | 0.524600 |
| 198607 | 0.520000 |
| 198608 | 0.460000 |
| 198609 | 0.450000 |
| 198610 | 0.464500 |
| 198611 | 0.390400 |
| 198612 | 0.487400 |
| 198701 | 0.415100 |
| 198702 | 0.431400 |
| 198703 | 0.470600 |
| 198704 | 0.444100 |
| 198705 | 0.376000 |
| 198706 | 0.481900 |
| 198707 | 0.457300 |
| 198708 | 0.471100 |
| 198709 | 0.452100 |
| 198710 | 0.597300 |
| 198711 | 0.345200 |
| 198712 | 0.391400 |
| 198801 | 0.294200 |
| 198802 | 0.455600 |
| 198803 | 0.440700 |
| 198804 | 0.461600 |
| 198805 | 0.505300 |
| 198806 | 0.485300 |
| 198807 | 0.507200 |
| 198808 | 0.593800 |
| 198809 | 0.616700 |
| 198810 | 0.610100 |
| 198811 | 0.566200 |
| 198812 | 0.634100 |
| 198901 | 0.551400 |
| 198902 | 0.613100 |
| 198903 | 0.670600 |
| 198904 | 0.674800 |
| 198905 | 0.787300 |
| 198906 | 0.709300 |
| 198907 | 0.695500 |
| 198908 | 0.739200 |
| 198909 | 0.654500 |
| 198910 | 0.676500 |
| 198911 | 0.686600 |
| 198912 | 0.606900 |
| 199001 | 0.567000 |
| 199002 | 0.567900 |
| 199003 | 0.644100 |
| 199004 | 0.687300 |
| 199005 | 0.677100 |
| 199006 | 0.625100 |
| 199007 | 0.677100 |
| 199008 | 0.657200 |
| 199009 | 0.598400 |
| 199010 | 0.681800 |
| 199011 | 0.565100 |
| 199012 | 0.598900 |
| 199101 | 0.517700 |
| 199102 | 0.476700 |
| 199103 | 0.439100 |
| 199104 | 0.533500 |
| 199105 | 0.472100 |
| 199106 | 0.417100 |
| 199107 | 0.488437 |
| 199108 | 0.461013 |
| 199109 | 0.455831 |
| 199110 | 0.424601 |
| 199111 | 0.391543 |
| 199112 | 0.379210 |
| 199201 | 0.339099 |
| 199202 | 0.282758 |
| 199203 | 0.337597 |
| 199204 | 0.324877 |
| 199205 | 0.275842 |
| 199206 | 0.320138 |
| 199207 | 0.307705 |
| 199208 | 0.260495 |
| 199209 | 0.257271 |
| 199210 | 0.228606 |
| 199211 | 0.234605 |
| 199212 | 0.282280 |
| 199301 | 0.233487 |
| 199302 | 0.220922 |
| 199303 | 0.253753 |
| 199304 | 0.237169 |
| 199305 | 0.216798 |
| 199306 | 0.253809 |
| 199307 | 0.240177 |
| 199308 | 0.250445 |
| 199309 | 0.256196 |
| 199310 | 0.220978 |
| 199311 | 0.249100 |
| 199312 | 0.226344 |
| 199401 | 0.250324 |
| 199402 | 0.211974 |
| 199403 | 0.269490 |
| 199404 | 0.271103 |
| 199405 | 0.315004 |
| 199406 | 0.311803 |
| 199407 | 0.275123 |
| 199408 | 0.368744 |
| 199409 | 0.365914 |
| 199410 | 0.384048 |
| 199411 | 0.369051 |
| 199412 | 0.442991 |
| 199501 | 0.415551 |
| 199502 | 0.398304 |
| 199503 | 0.461897 |
| 199504 | 0.444998 |
| 199505 | 0.535519 |
| 199506 | 0.471450 |
| 199507 | 0.452210 |
| 199508 | 0.466422 |
| 199509 | 0.430879 |
| 199510 | 0.471402 |
| 199511 | 0.420097 |
| 199512 | 0.488224 |
| 199601 | 0.427766 |
| 199602 | 0.390840 |
| 199603 | 0.394267 |
| 199604 | 0.457932 |
| 199605 | 0.423243 |
| 199606 | 0.399953 |
| 199607 | 0.449680 |
| 199608 | 0.412207 |
| 199609 | 0.437467 |
| 199610 | 0.424601 |
| 199611 | 0.406787 |
| 199612 | 0.462070 |
| 199701 | 0.450356 |
| 199702 | 0.385908 |
| 199703 | 0.429121 |
| 199704 | 0.430780 |
| 199705 | 0.493423 |
| 199706 | 0.369249 |
| 199707 | 0.428943 |
| 199708 | 0.410823 |
| 199709 | 0.444038 |
| 199710 | 0.421812 |
| 199711 | 0.391988 |
| 199712 | 0.476674 |
| 199801 | 0.428669 |
| 199802 | 0.390734 |
| 199803 | 0.394567 |
| 199804 | 0.430276 |
| 199805 | 0.403645 |
| 199806 | 0.408932 |
| 199807 | 0.400227 |
| 199808 | 0.430641 |
| 199809 | 0.457735 |
| 199810 | 0.324245 |
| 199811 | 0.306380 |
| 199812 | 0.375124 |
| 199901 | 0.353934 |
| 199902 | 0.354894 |
| 199903 | 0.425861 |
| 199904 | 0.371129 |
| 199905 | 0.340221 |
| 199906 | 0.395391 |
| 199907 | 0.380607 |
| 199908 | 0.388467 |
| 199909 | 0.387124 |
| 199910 | 0.388669 |
| 199911 | 0.362224 |
| 199912 | 0.437729 |
| 200001 | 0.412684 |
| 200002 | 0.431389 |
| 200003 | 0.468003 |
| 200004 | 0.459487 |
| 200005 | 0.504028 |
| 200006 | 0.398416 |
| 200007 | 0.480049 |
| 200008 | 0.504561 |
| 200009 | 0.508289 |
| 200010 | 0.561300 |
| 200011 | 0.507321 |
| 200012 | 0.504383 |
| 200101 | 0.538383 |
| 200102 | 0.375350 |
| 200103 | 0.416164 |
| 200104 | 0.393400 |
| 200105 | 0.323096 |
| 200106 | 0.280984 |
| 200107 | 0.302245 |
| 200108 | 0.308790 |
| 200109 | 0.277362 |
| 200110 | 0.224335 |
| 200111 | 0.174443 |
| 200112 | 0.146359 |
| 200201 | 0.140127 |
| 200202 | 0.129322 |
| 200203 | 0.133805 |
| 200204 | 0.153570 |
| 200205 | 0.144793 |
| 200206 | 0.129515 |
| 200207 | 0.154655 |
| 200208 | 0.138814 |
| 200209 | 0.143822 |
| 200210 | 0.135809 |
| 200211 | 0.117174 |
| 200212 | 0.112989 |
| 200301 | 0.097178 |
| 200302 | 0.086926 |
| 200303 | 0.100847 |
| 200304 | 0.097832 |
| 200305 | 0.089346 |
| 200306 | 0.098255 |
| 200307 | 0.067643 |
| 200308 | 0.069545 |
| 200309 | 0.084965 |
| 200310 | 0.070466 |
| 200311 | 0.071839 |
| 200312 | 0.081862 |
| 200401 | 0.069473 |
| 200402 | 0.062270 |
| 200403 | 0.086491 |
| 200404 | 0.079823 |
| 200405 | 0.060991 |
| 200406 | 0.083653 |
| 200407 | 0.096696 |
| 200408 | 0.110180 |
| 200409 | 0.114710 |
| 200410 | 0.112590 |
| 200411 | 0.154310 |
| 200412 | 0.164850 |
problemSet3/ConsumerDiscretionaryEntertainment.xls
Sheet1
| Date | DIS | ISCA | MGM | PIXR | VIA.B | DISH | L | CZR | BYD | HET | MGG | R.3000 | Risk Free |
| 199501 | 10.78 | 0 | 0 | 0 | 13.19 | 0 | 0 | 0 | 9.3 | 10.12 | 8.29 | 2.191114 | 0.415551 |
| 199502 | 4.91 | 0 | 0 | 0 | -2.98 | 0 | 0 | 0 | 20.21 | 5.15 | 3.83 | 4.079568 | 0.398304 |
| 199503 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -7.08 | 4.9 | 11.52 | 2.487516 | 0.461897 |
| 199504 | 3.67 | 0 | 0 | 0 | 2.51 | 0 | 0 | 0 | 3.81 | 2.67 | 0.41 | 2.614558 | 0.444998 |
| 199505 | 0.23 | 0 | 0 | 0 | 1.63 | 0 | 0 | 0 | 6.42 | 8.77 | -5.76 | 3.632748 | 0.535519 |
| 199506 | 0 | 0 | 0 | 0 | -0.54 | 0 | 0 | 0 | 17.24 | -6.87 | -4.37 | 2.89185 | 0.47145 |
| 199507 | 5.8 | 0 | 0 | 0 | 9.43 | 0 | 0 | 0 | -11.03 | -4.26 | -9.59 | 4.015529 | 0.45221 |
| 199508 | -4.05 | 0 | 0 | 0 | -4.19 | 4.92 | 8.42 | 0 | -4.13 | 18.6 | 1.52 | 0.8875608 | 0.466422 |
| 199509 | 2 | 0 | 0 | 0 | 2.31 | -9.38 | 0.71 | 0 | 2.59 | -8.24 | 1.49 | 3.874886 | 0.430879 |
| 199510 | 0.6 | 0 | 0 | 0 | 0.25 | 0 | -7.94 | 0 | -9.24 | -15.38 | -6.37 | -0.8635521 | 0.471402 |
| 199511 | 4.34 | 0 | 0 | 0 | -3.26 | 4.31 | 13.71 | 0 | -11.11 | 0.51 | 8.38 | 4.435062 | 0.420097 |
| 199512 | -1.93 | 0 | 0 | -29.14 | -1.81 | 60.33 | -4.02 | 0 | -3.13 | -2.51 | -11.11 | 1.633465 | 0.488224 |
| 199601 | 9.13 | 0 | 0 | -30.74 | -14.51 | 53.61 | 1.86 | 0 | -5.38 | 13.4 | 28.26 | 2.90252 | 0.427766 |
| 199602 | 1.95 | 0 | 0 | 23.75 | -3.09 | -3.36 | 0.91 | 0 | 2.27 | -1.36 | 12.71 | 1.475084 | 0.39084 |
| 199603 | -2.48 | 0 | 0 | -10.1 | 7.32 | -6.25 | -4.52 | 0 | -1.11 | 8.29 | 15.41 | 1.005197 | 0.394267 |
| 199604 | -2.76 | 0 | 0 | 4.49 | -2.67 | -0.74 | 3.79 | 0 | 25.84 | 17.45 | 13.68 | 1.896143 | 0.457932 |
| 199605 | -2.02 | 0 | 0 | -5.38 | 3.35 | 2.99 | 9.59 | 0 | 19.64 | -2.54 | 4.3 | 2.559185 | 0.423243 |
| 199606 | 3.5 | 0 | 0 | -11.36 | -8.26 | -18.12 | -11.67 | 0 | -10.45 | -15.99 | -12.36 | -0.32292 | 0.399953 |
| 199607 | -11.36 | 0 | 0 | -32.05 | -9.97 | -3.54 | -16.98 | 0 | -17.5 | -22.12 | -6.27 | -5.234796 | 0.44968 |
| 199608 | 2.47 | 0 | 0 | -5.66 | -10 | -6.94 | 19.89 | 0 | -6.06 | -13.64 | 1 | 3.033626 | 0.412207 |
| 199609 | 10.96 | 0 | 0 | 30 | 12.3 | 7.46 | 8.53 | 0 | -19.35 | -2.63 | 11.92 | 5.442512 | 0.437467 |
| 199610 | 4.33 | 0 | 0 | -2.31 | -7.77 | 8.26 | -10.04 | 0 | -22.67 | -9.46 | -8.28 | 1.828051 | 0.424601 |
| 199611 | 12.14 | 0 | 0 | -5.51 | 15.71 | -9.32 | -2.91 | 0 | 10.34 | 5.97 | -0.32 | 7.053697 | 0.406787 |
| 199612 | -5.58 | 2.5 | 0 | -13.33 | -7.62 | -17.76 | 14.25 | 0 | 3.13 | 11.97 | -9.71 | -1.204383 | 0.46207 |
| 199701 | 4.65 | 7.32 | 0 | 5.77 | -1.79 | -25.57 | -0.22 | 0 | -24.24 | -1.89 | 12.9 | 5.533779 | 0.450356 |
| 199702 | 1.89 | -4.55 | 0 | 42.73 | 2.92 | 38.93 | 10.53 | 0 | -8 | -5.13 | -10.79 | 0.109303 | 0.385908 |
| 199703 | -1.85 | -8.33 | 0 | -8.92 | -6.03 | -9.89 | -5.06 | 0 | -2.17 | -8.11 | 3.2 | -4.525012 | 0.429121 |
| 199704 | 12.38 | -4.55 | 0 | -14.69 | -19.25 | -26.22 | -5.64 | 0 | 2.22 | -5.88 | -6.9 | 4.925764 | 0.43078 |
| 199705 | 0.15 | 7.81 | 0 | -1.64 | 10.98 | -14.05 | 15.95 | 0 | 2.17 | 16.41 | 12.22 | 6.82987 | 0.493423 |
| 199706 | -1.98 | -0.63 | 0 | 5 | 1.05 | 20.19 | 8.88 | 0 | -2.13 | -3.36 | -2.31 | 4.157233 | 0.369249 |
| 199707 | 0.87 | 10.19 | 0 | 4.76 | 2.92 | -6.4 | 7.63 | 0 | -9.78 | 13.89 | -6.76 | 7.8395 | 0.428943 |
| 199708 | -4.95 | -1.73 | 0 | 21.59 | -4.05 | 17.09 | 3.18 | 0 | 56.63 | 9.45 | 16.67 | -4.055912 | 0.410823 |
| 199709 | 4.96 | -1.18 | 0 | 17.76 | 6.75 | 41.61 | 13.51 | 0 | 6.15 | 0 | 7.92 | 5.670357 | 0.444038 |
| 199710 | 2.33 | 0 | 0 | 1.59 | -4.35 | -21.65 | 16.28 | 0 | -4.35 | -12.26 | 1.29 | -3.358912 | 0.421812 |
| 199711 | 15.25 | 1.79 | 0 | -3.39 | 15.7 | -5.92 | -3.05 | 0 | -12.12 | 1.9 | -11.08 | 3.828776 | 0.391988 |
| 199712 | 4.28 | 10.23 | -7.51 | -6.74 | 18.39 | -6.29 | 7.41 | 0 | -8.62 | -5.92 | -7.67 | 2.003074 | 0.476674 |
| 199801 | 8.1 | -0.8 | -5 | 34.1 | 0.75 | -0.75 | -1.21 | 0 | 7.55 | 16.89 | -0.87 | 0.5182624 | 0.428669 |
| 199802 | 4.74 | 19.79 | 2.96 | 27.59 | 14.97 | 26.32 | 14.92 | 0 | 11.4 | -4.53 | 0.87 | 7.153511 | 0.390734 |
| 199803 | -4.63 | 9.38 | 14.38 | -5.74 | 11.98 | 4.76 | 25.28 | 0 | -9.45 | 16.62 | -5.19 | 4.95609 | 0.394567 |
| 199804 | 16.86 | 17.14 | 7.82 | 19 | 7.91 | 19.6 | -3.45 | 0 | -2.61 | 6.11 | -1.46 | 0.9832144 | 0.430276 |
| 199805 | -9.08 | -14.81 | 1.3 | 3.01 | -5.17 | -3.33 | -0.56 | 0 | -4.46 | -4.08 | -1.67 | -2.467722 | 0.403645 |
| 199806 | -7.23 | -6.76 | -9.97 | 41.23 | 5.91 | -5.41 | 17.61 | 0 | -14.02 | -7 | -4.9 | 3.3813 | 0.408932 |
| 199807 | -1.53 | 12.53 | -10.51 | -21.12 | 17.6 | -0.52 | 1.61 | 0 | -3.26 | -9.14 | 5.15 | -1.8157 | 0.400227 |
| 199808 | -20.33 | -14.06 | -12.7 | -39.5 | -27.55 | -26.37 | -17.12 | 0 | -28.09 | -31.66 | -14.88 | -15.318656 | 0.430641 |
| 199809 | -7.52 | 8.86 | -19.27 | 35.79 | 16.88 | 36.17 | 12.24 | 0 | -9.38 | -7.36 | -18.36 | 6.821465 | 0.457735 |
| 199810 | 6.38 | 3.13 | -30.18 | 21.41 | 3.23 | 12.5 | 3.75 | 0 | -17.24 | 6.07 | 13.28 | 7.590616 | 0.324245 |
| 199811 | 19.49 | 14.98 | 30.97 | 4.47 | 11.17 | 43.75 | 5.91 | 0 | 20.83 | 9.69 | -1.67 | 6.116176 | 0.30638 |
| 199812 | -6.8 | 14.08 | 3.94 | -29.47 | 11.17 | 24.64 | 14.26 | 0 | -8.62 | 0.8 | 5.6 | 6.35581 | 0.375124 |
| 199901 | 10 | 4.94 | 2.37 | 13.04 | 14.86 | 13.18 | 16.15 | 7.84 | 5.66 | -5.18 | 12.44 | 3.397214 | 0.353934 |
| 199902 | 6.63 | 7.06 | -22.69 | 3.95 | 3.97 | -10.5 | 0.7 | 9.09 | 17.86 | 12.18 | 23.77 | -3.542095 | 0.354894 |
| 199903 | -11.55 | 15.93 | 25.75 | -4.26 | -5.02 | 66.58 | -2.39 | 0.83 | 3.03 | 14.23 | -10.93 | 3.669274 | 0.425861 |
| 199904 | 2.01 | -2.37 | 15.71 | 5.4 | -2.61 | 22.89 | 21.46 | 42.98 | 26.47 | 15.41 | 30.86 | 4.5138 | 0.371129 |
| 199905 | -8.27 | -4.74 | 2.06 | -4.82 | -5.81 | 14.39 | 4.01 | -2.89 | 10.47 | -1.7 | -4.55 | -1.900566 | 0.340221 |
| 199906 | 5.79 | -3.06 | 17.74 | 9.18 | 14.29 | 33.71 | 10.63 | -8.97 | 17.89 | 2.02 | 16.67 | 5.053568 | 0.395391 |
| 199907 | -10.55 | 8.29 | 14.73 | -10.43 | -4.69 | -10.88 | 0.68 | 6.58 | -10.71 | -3.4 | -7.78 | -3.03219 | 0.380607 |
| 199908 | 0.68 | -0.97 | -4.48 | -11.81 | 0.3 | 22.3 | -13.51 | 12.88 | -14 | 5.57 | 8.71 | -1.137066 | 0.388467 |
| 199909 | -6.31 | 3.19 | -12.5 | 10.46 | 0.45 | 8.59 | 16.6 | 8.7 | 11.63 | 23.33 | 4.07 | -2.5559 | 0.387124 |
| 199910 | 1.92 | -1.78 | 15.4 | 1.16 | 5.92 | 36.27 | 6.37 | 5 | 8.33 | 4.28 | -0.24 | 6.272626 | 0.388669 |
| 199911 | 6.07 | 27.85 | 29.59 | 10.34 | 11.17 | 6.77 | 5.35 | -1.9 | -4.81 | -4.54 | -3.19 | 2.798641 | 0.362224 |
| 199912 | 4.93 | -23.67 | -1.05 | -15.77 | 21.48 | 47.59 | 35.87 | -2.91 | -6.06 | -4.3 | 1.9 | 6.380773 | 0.437729 |
| 200001 | 24.15 | 0 | -1.59 | 0.88 | -8.38 | -16.47 | -10.23 | -16 | -8.6 | -24.59 | -17.76 | -3.92012 | 0.412684 |
| 200002 | -7.75 | -12.16 | 2.96 | -1.93 | 0.68 | 39.98 | 2.45 | 7.74 | -2.35 | -4.08 | -3.48 | 0.9268761 | 0.431389 |
| 200003 | 23.13 | 1.55 | 6.54 | 1.96 | -5.38 | 38.6 | 13.52 | 2.21 | -4.82 | -2.94 | 20.75 | 7.833862 | 0.468003 |
| 200004 | 5 | -4.31 | 17.94 | 4.2 | 3.08 | -19.38 | -15.81 | 10.27 | 2.53 | 10.77 | 22.92 | -3.524023 | 0.459487 |
| 200005 | -3.17 | -0.3 | -5.42 | -7.9 | 14.02 | -37.29 | -11.26 | -0.98 | -2.47 | -3.95 | 10.17 | -2.808672 | 0.504028 |
| 200006 | -7.45 | -3.36 | -7.93 | 2.92 | 9.98 | -17.1 | 9.45 | -3.47 | 12.66 | 6.01 | -1.15 | 2.960753 | 0.398416 |
| 200007 | -0.32 | -23.11 | -4.07 | -5.14 | -2.75 | 19.11 | -8.25 | 3.08 | -20.22 | 19.7 | 11.87 | -1.767516 | 0.480049 |
| 200008 | 0.65 | 6.48 | 2.24 | -1.31 | 1.51 | 23.61 | -3.93 | 16.92 | 4.23 | 13.22 | -4.35 | 7.416236 | 0.504561 |
| 200009 | -1.77 | 15.13 | -6.34 | -2.65 | -13.09 | 8.21 | -15.79 | 2.98 | 6.76 | -3.08 | 11.09 | -4.527766 | 0.508289 |
| 200010 | -6.37 | -17.63 | -17.97 | 2.72 | -2.78 | -14.22 | 0 | -15.7 | -20.25 | 4.09 | -9.49 | -1.423848 | 0.5613 |
| 200011 | -19.2 | 16.73 | -12.38 | -17.23 | -10.11 | -35.5 | -24.65 | 5.39 | -1.59 | -2.18 | -17.18 | -9.217161 | 0.507321 |
| 200012 | 0.67 | 1.33 | -5.43 | 9.84 | -8.56 | -22.06 | 0 | -11.16 | -11.29 | -5.8 | -1.53 | 1.680505 | 0.504383 |
| 200101 | 5.23 | 13.65 | 29.84 | 30 | 18.07 | 35.71 | 24.61 | -5.76 | 22.18 | 11.39 | 3.41 | 3.420889 | 0.538383 |
| 200102 | 1.64 | 4.49 | -9.21 | -16.67 | -9.96 | -15.38 | -13.02 | -0.89 | -16.43 | 5.58 | -7.79 | -9.136796 | 0.37535 |
| 200103 | -7.59 | -17.87 | -10.87 | -5.38 | -11.53 | 5.98 | -4.76 | -8.07 | -3.99 | -5.13 | -6.62 | -6.51859 | 0.416164 |
| 200104 | 5.77 | 21.55 | 19.19 | 6.18 | 18.4 | 8.21 | 14.29 | 8.49 | 39.47 | 17.23 | 19.8 | 8.019519 | 0.3934 |
| 200105 | 4.53 | -2.48 | 10.67 | 26.89 | 10.72 | 2.1 | 5.31 | 12.23 | 11.49 | 6 | 4.56 | 0.8031487 | 0.323096 |
| 200106 | -8.63 | -4.26 | 0.18 | -1.52 | -10.22 | 5.98 | 3.8 | -3.04 | 9.73 | -3.47 | -4.71 | -1.8439 | 0.280984 |
| 200107 | -8.79 | -3.1 | -11.7 | 2.33 | -3.77 | -8.24 | -10.06 | -11.49 | 4.7 | -18.92 | 3.14 | -1.648068 | 0.302245 |
| 200108 | -3.49 | 0.47 | -15 | -0.12 | -14.86 | -5.34 | -3.37 | -0.75 | -0.33 | -0.14 | -5.66 | -5.903644 | 0.30879 |
| 200109 | -26.78 | -14.82 | -0.29 | -3.12 | -18.63 | -17.37 | -16.45 | -31.04 | -25.83 | -5.49 | -22.88 | -8.822495 | 0.277362 |
| 200110 | -0.16 | 6.57 | -5.25 | -8.66 | 5.83 | -0.34 | -7.95 | -2.32 | -3.37 | 7.85 | -0.8 | 2.326608 | 0.224335 |
| 200111 | 10.11 | 6.98 | 11.02 | -3.47 | 19.56 | 14.14 | 12.49 | 17.32 | 21.63 | 10.64 | 18.16 | 7.702315 | 0.174443 |
| 200112 | 2.2 | -1.54 | 22.83 | 0.95 | 1.15 | 3.78 | 6.46 | 9.17 | 24.28 | 14.83 | 9.56 | 1.409495 | 0.146359 |
| 200201 | 1.64 | 4.22 | -10.5 | -9.68 | -9.42 | -0.62 | -7.14 | 6.32 | 26.62 | 3.13 | 12.78 | -1.253974 | 0.140127 |
| 200202 | 9.21 | 7.83 | -12.24 | 0.09 | 16.4 | -4.32 | -1.54 | 0.21 | 34.87 | 5.95 | 5.65 | -2.044904 | 0.129322 |
| 200203 | 0.35 | 4.01 | -3.37 | 13.2 | 3.91 | 8.42 | -1.25 | 7.98 | 35.5 | 9.45 | 5.32 | 4.384542 | 0.133805 |
| 200204 | 0.43 | -5.91 | -2.83 | 9.78 | -2.63 | -3.95 | -15.35 | 16.59 | 1.73 | 11.07 | 10.82 | -5.246437 | 0.15357 |
| 200205 | -1.16 | -4.91 | 0.62 | 3.96 | 3.95 | -7.39 | 12.62 | -8.13 | -4.51 | -3.07 | -6.13 | -1.158589 | 0.144793 |
| 200206 | -17.5 | -1.79 | -28 | 5 | -9.38 | -26.32 | -17.01 | -9.29 | -1.44 | -6.93 | -10.45 | -7.198447 | 0.129515 |
| 200207 | -6.19 | -7.26 | -8.12 | -0.25 | -12.26 | -12.12 | -21.4 | -10.44 | 2.99 | 6.7 | 3.7 | -7.950318 | 0.154655 |
| 200208 | -11.56 | 3.95 | 9.3 | 11.03 | 4.55 | 9.14 | 6.36 | 1.85 | 9.91 | 0.46 | 1.4 | 0.4723907 | 0.138814 |
| 200209 | -3.44 | 2.77 | 1.7 | -1.52 | -0.37 | -2.81 | -14.11 | -14.97 | 14.54 | 1.41 | 5.1 | -10.507053 | 0.143822 |
| 200210 | 10.3 | -1.99 | 7.11 | 6.09 | 10.01 | 17.86 | 15.18 | -8.81 | -40.76 | -12.88 | -16.62 | 7.962656 | 0.135809 |
| 200211 | 18.68 | -1.75 | 11.33 | 13.15 | 5.38 | 0.1 | 27.69 | 14.21 | 28.84 | -4.76 | 8.75 | 6.051135 | 0.117174 |
| 200212 | -16.68 | -2.54 | -8.77 | -8.23 | -13.3 | 9.06 | -15.34 | 1.45 | -1.4 | -1 | -2.51 | -5.653524 | 0.112989 |
| 200301 | 7.3 | 0.11 | -20.77 | 3.77 | -5.42 | 16.58 | 11.52 | -10.12 | -4.77 | -8.38 | -20.53 | -2.446908 | 0.097178 |
| 200302 | -2.51 | 2.17 | -2.82 | -1.82 | -3.68 | 1.46 | -7.82 | -4.64 | -6.5 | -9.48 | -2.21 | -1.64519 | 0.086926 |
| 200303 | -0.23 | 5.03 | 4.9 | 0.2 | -1.64 | 9.68 | 5.88 | -1.11 | 1.92 | 8.71 | 14.17 | 1.051581 | 0.100847 |
| 200304 | 9.64 | -2.1 | 6.19 | 7.74 | 18.87 | 3.7 | 13.05 | 4.49 | 11.76 | 10.34 | -2.84 | 8.1658 | 0.097832 |
| 200305 | 5.31 | -4.56 | 11.93 | -2.99 | 4.86 | 10.52 | 6.36 | 2.42 | 6.11 | 1.78 | -0.6 | 6.036413 | 0.089346 |
| 200306 | 0.51 | 5.73 | -0.48 | 7.13 | -4.09 | 4.59 | -1.2 | 19.29 | 14.15 | 0.37 | 20.99 | 1.349509 | 0.098255 |
| 200307 | 10.99 | -2.3 | 10.06 | 11.92 | -0.32 | 4.77 | -4.07 | -1.54 | -7.59 | 8.47 | 0.35 | 2.29398 | 0.067643 |
| 200308 | -6.48 | 3.89 | 5.93 | 7.28 | 3.55 | 2.15 | 9.11 | -1.9 | -3.29 | -4.43 | 5.71 | 2.216029 | 0.069545 |
| 200309 | -1.61 | 9.45 | 5.94 | -8.37 | -14.89 | 3.4 | -17.6 | 2.62 | -0.59 | 1.67 | 0.8 | -1.085669 | 0.084965 |
| 200310 | 12.25 | -3.1 | 4.04 | 3.18 | 4.1 | -0.16 | 1.2 | 6.55 | 0 | 3.3 | -2.87 | 6.051934 | 0.070466 |
| 200311 | 1.99 | 1.48 | 3.38 | 1.93 | -1.38 | -9.93 | 9.51 | 8.96 | 7.7 | 10.77 | 5.58 | 1.37738 | 0.071839 |
| 200312 | 1.99 | 2.97 | 3.58 | -1.16 | 13.04 | -1.34 | 7.6 | 3.54 | -1.34 | 3.97 | 0.35 | 4.573989 | 0.081862 |
| 200401 | 2.87 | 5.78 | -6.9 | -4.19 | -9.19 | 7.38 | -2.1 | 5.72 | 2.35 | 6.49 | 7.44 | 2.086079 | 0.069473 |
| 200402 | 10.54 | -5.02 | 7.79 | -0.95 | -4.42 | -1.04 | -2.06 | 7.42 | 23.82 | -1.4 | 7.77 | 1.347172 | 0.06227 |
| 200403 | -5.8 | 5.26 | 1.46 | -1.98 | 1.95 | -9.33 | -3.95 | 6.02 | 12.32 | 5.66 | 4.11 | -1.187021 | 0.086491 |
| 200404 | -7.84 | -10.04 | 20.8 | 5.91 | -1.43 | 1.34 | -0.09 | 1.61 | 2.66 | -3.12 | 1.04 | -2.067637 | 0.079823 |
| 200405 | 1.91 | 10.48 | -6.28 | -0.62 | -4.4 | -3.1 | 0.37 | 3.92 | -0.73 | -2.79 | -3.06 | 1.453316 | 0.060991 |
| 200406 | 8.61 | 4.27 | 1.77 | 2.45 | -3.17 | -4.38 | -1.14 | 8.93 | 14.28 | 5.25 | 5.7 | 1.987481 | 0.083653 |
| 200407 | -9.42 | 6.99 | 0.25 | -1.83 | -5.96 | -9.85 | -5.67 | -1.8 | -1.05 | -14.07 | -5.94 | -3.781527 | 0.096696 |
| 200408 | -2.77 | 1.65 | -6.02 | 13.89 | -0.66 | 10.57 | 5.07 | 4.89 | 3.61 | 4.42 | -6.36 | 0.4118085 | 0.11018 |
| 200409 | 0.45 | -5.67 | 1.49 | 1.52 | 0.75 | 1.53 | -2.13 | 8.09 | 3.68 | 9.94 | 20.1 | 1.537204 | 0.11471 |
| 200410 | 11.84 | -5.73 | 2.16 | 1.93 | 8.73 | 1.61 | 2.29 | 7.19 | 18.97 | 10.46 | 8.36 | 1.642442 | 0.11259 |
| 200411 | 6.58 | 3.93 | 0.17 | 12.75 | -4.72 | 3.7 | 15.81 | 5.03 | 10.02 | 5.51 | 8.36 | 4.6486 | 0.15431 |
| 200412 | 4.34 | 8 | 0.34 | -5.58 | 4.87 | 4.54 | 6.29 | 7.13 | 13.3 | 8.94 | 24.77 | 3.563166 | 0.16485 |
Sheet2
Sheet3
problemSet3/ProblemSet03.pdf
Homework Assignments for Lecture 3
1
The following four problems use the following joint probability distribution of returns for securities A and B. State Security A Security B Probability 1 10% 20% 0.10 2 12% 25% 0.25 3 8% 33% 0.35 4 14% 27% 0.20 5 19% 22% 0.10 Problem 3.1 Calculate the expected values, variances and standard deviation of returns for securities A and B. Problem 3.2 Calculate the covariance of return between securities A and B. What is the correlation of these returns? Problem 3.3 Construct the investment opportunity set following the procedure used in class. Draw a chart. Problem 3.4 Determine the minimum variance portfolio of securities A and B. What is the expected return and standard deviation of return of this portfolio. The Excel file, ConsumerDiscretionaryEntertainment.xls, contains monthly return data (presented as percent returns) for the following eleven (11) major consumer discretionary entertainment companies between the years 1995 to 2004. Identifier Company.Name DIS DISNEY (WALT) CO ISCA INTL SPEEDWAY CORP -CL A MGM METRO GOLDWYN MAYER INC PIXR PIXAR VIA.B VIACOM INC -CL B DISH ECHOSTAR COMMUN CORP – CLA L LIBERTY MEDIA CORP – SER A CZR CAESARS ENTERTAINMENT INC. BYD BOYD GAMING CORP HET HARRAHS ENTERTAINMENT INC MGG MGM MIRAGE
Your analysis will be for the five year time period January 2000 to December 2004.
Homework Assignments for Lecture 3
2
Problem 3.5 Given the calculated variance-covariance matrix and average value vector from Problem 2.9, determine the minimum variance portfolio and characterize the portfolio. If there are short positions, determine the minimum variance portfolio for which there are no short sales positions. Derive the efficient frontier when there are no short-sales restrictions. Derive the efficient frontier when short sales are prohibited. Use the appropriate minimum variance portfolio to define the lowest expected return and use the highest expected return among all the securities for the maximum return. Problem 3.6 Continuing with Problem 3.5, determine the minimum variance portfolio with no short selling and maximum exposure to any security of 15%.
ProblemSet04/ConsumerDiscretionaryEntertainment.xls
Sheet1
| Date | DIS | ISCA | MGM | PIXR | VIA.B | DISH | L | CZR | BYD | HET | MGG | R.3000 | Risk Free |
| 199501 | 10.78 | 0 | 0 | 0 | 13.19 | 0 | 0 | 0 | 9.3 | 10.12 | 8.29 | 2.191114 | 0.415551 |
| 199502 | 4.91 | 0 | 0 | 0 | -2.98 | 0 | 0 | 0 | 20.21 | 5.15 | 3.83 | 4.079568 | 0.398304 |
| 199503 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -7.08 | 4.9 | 11.52 | 2.487516 | 0.461897 |
| 199504 | 3.67 | 0 | 0 | 0 | 2.51 | 0 | 0 | 0 | 3.81 | 2.67 | 0.41 | 2.614558 | 0.444998 |
| 199505 | 0.23 | 0 | 0 | 0 | 1.63 | 0 | 0 | 0 | 6.42 | 8.77 | -5.76 | 3.632748 | 0.535519 |
| 199506 | 0 | 0 | 0 | 0 | -0.54 | 0 | 0 | 0 | 17.24 | -6.87 | -4.37 | 2.89185 | 0.47145 |
| 199507 | 5.8 | 0 | 0 | 0 | 9.43 | 0 | 0 | 0 | -11.03 | -4.26 | -9.59 | 4.015529 | 0.45221 |
| 199508 | -4.05 | 0 | 0 | 0 | -4.19 | 4.92 | 8.42 | 0 | -4.13 | 18.6 | 1.52 | 0.8875608 | 0.466422 |
| 199509 | 2 | 0 | 0 | 0 | 2.31 | -9.38 | 0.71 | 0 | 2.59 | -8.24 | 1.49 | 3.874886 | 0.430879 |
| 199510 | 0.6 | 0 | 0 | 0 | 0.25 | 0 | -7.94 | 0 | -9.24 | -15.38 | -6.37 | -0.8635521 | 0.471402 |
| 199511 | 4.34 | 0 | 0 | 0 | -3.26 | 4.31 | 13.71 | 0 | -11.11 | 0.51 | 8.38 | 4.435062 | 0.420097 |
| 199512 | -1.93 | 0 | 0 | -29.14 | -1.81 | 60.33 | -4.02 | 0 | -3.13 | -2.51 | -11.11 | 1.633465 | 0.488224 |
| 199601 | 9.13 | 0 | 0 | -30.74 | -14.51 | 53.61 | 1.86 | 0 | -5.38 | 13.4 | 28.26 | 2.90252 | 0.427766 |
| 199602 | 1.95 | 0 | 0 | 23.75 | -3.09 | -3.36 | 0.91 | 0 | 2.27 | -1.36 | 12.71 | 1.475084 | 0.39084 |
| 199603 | -2.48 | 0 | 0 | -10.1 | 7.32 | -6.25 | -4.52 | 0 | -1.11 | 8.29 | 15.41 | 1.005197 | 0.394267 |
| 199604 | -2.76 | 0 | 0 | 4.49 | -2.67 | -0.74 | 3.79 | 0 | 25.84 | 17.45 | 13.68 | 1.896143 | 0.457932 |
| 199605 | -2.02 | 0 | 0 | -5.38 | 3.35 | 2.99 | 9.59 | 0 | 19.64 | -2.54 | 4.3 | 2.559185 | 0.423243 |
| 199606 | 3.5 | 0 | 0 | -11.36 | -8.26 | -18.12 | -11.67 | 0 | -10.45 | -15.99 | -12.36 | -0.32292 | 0.399953 |
| 199607 | -11.36 | 0 | 0 | -32.05 | -9.97 | -3.54 | -16.98 | 0 | -17.5 | -22.12 | -6.27 | -5.234796 | 0.44968 |
| 199608 | 2.47 | 0 | 0 | -5.66 | -10 | -6.94 | 19.89 | 0 | -6.06 | -13.64 | 1 | 3.033626 | 0.412207 |
| 199609 | 10.96 | 0 | 0 | 30 | 12.3 | 7.46 | 8.53 | 0 | -19.35 | -2.63 | 11.92 | 5.442512 | 0.437467 |
| 199610 | 4.33 | 0 | 0 | -2.31 | -7.77 | 8.26 | -10.04 | 0 | -22.67 | -9.46 | -8.28 | 1.828051 | 0.424601 |
| 199611 | 12.14 | 0 | 0 | -5.51 | 15.71 | -9.32 | -2.91 | 0 | 10.34 | 5.97 | -0.32 | 7.053697 | 0.406787 |
| 199612 | -5.58 | 2.5 | 0 | -13.33 | -7.62 | -17.76 | 14.25 | 0 | 3.13 | 11.97 | -9.71 | -1.204383 | 0.46207 |
| 199701 | 4.65 | 7.32 | 0 | 5.77 | -1.79 | -25.57 | -0.22 | 0 | -24.24 | -1.89 | 12.9 | 5.533779 | 0.450356 |
| 199702 | 1.89 | -4.55 | 0 | 42.73 | 2.92 | 38.93 | 10.53 | 0 | -8 | -5.13 | -10.79 | 0.109303 | 0.385908 |
| 199703 | -1.85 | -8.33 | 0 | -8.92 | -6.03 | -9.89 | -5.06 | 0 | -2.17 | -8.11 | 3.2 | -4.525012 | 0.429121 |
| 199704 | 12.38 | -4.55 | 0 | -14.69 | -19.25 | -26.22 | -5.64 | 0 | 2.22 | -5.88 | -6.9 | 4.925764 | 0.43078 |
| 199705 | 0.15 | 7.81 | 0 | -1.64 | 10.98 | -14.05 | 15.95 | 0 | 2.17 | 16.41 | 12.22 | 6.82987 | 0.493423 |
| 199706 | -1.98 | -0.63 | 0 | 5 | 1.05 | 20.19 | 8.88 | 0 | -2.13 | -3.36 | -2.31 | 4.157233 | 0.369249 |
| 199707 | 0.87 | 10.19 | 0 | 4.76 | 2.92 | -6.4 | 7.63 | 0 | -9.78 | 13.89 | -6.76 | 7.8395 | 0.428943 |
| 199708 | -4.95 | -1.73 | 0 | 21.59 | -4.05 | 17.09 | 3.18 | 0 | 56.63 | 9.45 | 16.67 | -4.055912 | 0.410823 |
| 199709 | 4.96 | -1.18 | 0 | 17.76 | 6.75 | 41.61 | 13.51 | 0 | 6.15 | 0 | 7.92 | 5.670357 | 0.444038 |
| 199710 | 2.33 | 0 | 0 | 1.59 | -4.35 | -21.65 | 16.28 | 0 | -4.35 | -12.26 | 1.29 | -3.358912 | 0.421812 |
| 199711 | 15.25 | 1.79 | 0 | -3.39 | 15.7 | -5.92 | -3.05 | 0 | -12.12 | 1.9 | -11.08 | 3.828776 | 0.391988 |
| 199712 | 4.28 | 10.23 | -7.51 | -6.74 | 18.39 | -6.29 | 7.41 | 0 | -8.62 | -5.92 | -7.67 | 2.003074 | 0.476674 |
| 199801 | 8.1 | -0.8 | -5 | 34.1 | 0.75 | -0.75 | -1.21 | 0 | 7.55 | 16.89 | -0.87 | 0.5182624 | 0.428669 |
| 199802 | 4.74 | 19.79 | 2.96 | 27.59 | 14.97 | 26.32 | 14.92 | 0 | 11.4 | -4.53 | 0.87 | 7.153511 | 0.390734 |
| 199803 | -4.63 | 9.38 | 14.38 | -5.74 | 11.98 | 4.76 | 25.28 | 0 | -9.45 | 16.62 | -5.19 | 4.95609 | 0.394567 |
| 199804 | 16.86 | 17.14 | 7.82 | 19 | 7.91 | 19.6 | -3.45 | 0 | -2.61 | 6.11 | -1.46 | 0.9832144 | 0.430276 |
| 199805 | -9.08 | -14.81 | 1.3 | 3.01 | -5.17 | -3.33 | -0.56 | 0 | -4.46 | -4.08 | -1.67 | -2.467722 | 0.403645 |
| 199806 | -7.23 | -6.76 | -9.97 | 41.23 | 5.91 | -5.41 | 17.61 | 0 | -14.02 | -7 | -4.9 | 3.3813 | 0.408932 |
| 199807 | -1.53 | 12.53 | -10.51 | -21.12 | 17.6 | -0.52 | 1.61 | 0 | -3.26 | -9.14 | 5.15 | -1.8157 | 0.400227 |
| 199808 | -20.33 | -14.06 | -12.7 | -39.5 | -27.55 | -26.37 | -17.12 | 0 | -28.09 | -31.66 | -14.88 | -15.318656 | 0.430641 |
| 199809 | -7.52 | 8.86 | -19.27 | 35.79 | 16.88 | 36.17 | 12.24 | 0 | -9.38 | -7.36 | -18.36 | 6.821465 | 0.457735 |
| 199810 | 6.38 | 3.13 | -30.18 | 21.41 | 3.23 | 12.5 | 3.75 | 0 | -17.24 | 6.07 | 13.28 | 7.590616 | 0.324245 |
| 199811 | 19.49 | 14.98 | 30.97 | 4.47 | 11.17 | 43.75 | 5.91 | 0 | 20.83 | 9.69 | -1.67 | 6.116176 | 0.30638 |
| 199812 | -6.8 | 14.08 | 3.94 | -29.47 | 11.17 | 24.64 | 14.26 | 0 | -8.62 | 0.8 | 5.6 | 6.35581 | 0.375124 |
| 199901 | 10 | 4.94 | 2.37 | 13.04 | 14.86 | 13.18 | 16.15 | 7.84 | 5.66 | -5.18 | 12.44 | 3.397214 | 0.353934 |
| 199902 | 6.63 | 7.06 | -22.69 | 3.95 | 3.97 | -10.5 | 0.7 | 9.09 | 17.86 | 12.18 | 23.77 | -3.542095 | 0.354894 |
| 199903 | -11.55 | 15.93 | 25.75 | -4.26 | -5.02 | 66.58 | -2.39 | 0.83 | 3.03 | 14.23 | -10.93 | 3.669274 | 0.425861 |
| 199904 | 2.01 | -2.37 | 15.71 | 5.4 | -2.61 | 22.89 | 21.46 | 42.98 | 26.47 | 15.41 | 30.86 | 4.5138 | 0.371129 |
| 199905 | -8.27 | -4.74 | 2.06 | -4.82 | -5.81 | 14.39 | 4.01 | -2.89 | 10.47 | -1.7 | -4.55 | -1.900566 | 0.340221 |
| 199906 | 5.79 | -3.06 | 17.74 | 9.18 | 14.29 | 33.71 | 10.63 | -8.97 | 17.89 | 2.02 | 16.67 | 5.053568 | 0.395391 |
| 199907 | -10.55 | 8.29 | 14.73 | -10.43 | -4.69 | -10.88 | 0.68 | 6.58 | -10.71 | -3.4 | -7.78 | -3.03219 | 0.380607 |
| 199908 | 0.68 | -0.97 | -4.48 | -11.81 | 0.3 | 22.3 | -13.51 | 12.88 | -14 | 5.57 | 8.71 | -1.137066 | 0.388467 |
| 199909 | -6.31 | 3.19 | -12.5 | 10.46 | 0.45 | 8.59 | 16.6 | 8.7 | 11.63 | 23.33 | 4.07 | -2.5559 | 0.387124 |
| 199910 | 1.92 | -1.78 | 15.4 | 1.16 | 5.92 | 36.27 | 6.37 | 5 | 8.33 | 4.28 | -0.24 | 6.272626 | 0.388669 |
| 199911 | 6.07 | 27.85 | 29.59 | 10.34 | 11.17 | 6.77 | 5.35 | -1.9 | -4.81 | -4.54 | -3.19 | 2.798641 | 0.362224 |
| 199912 | 4.93 | -23.67 | -1.05 | -15.77 | 21.48 | 47.59 | 35.87 | -2.91 | -6.06 | -4.3 | 1.9 | 6.380773 | 0.437729 |
| 200001 | 24.15 | 0 | -1.59 | 0.88 | -8.38 | -16.47 | -10.23 | -16 | -8.6 | -24.59 | -17.76 | -3.92012 | 0.412684 |
| 200002 | -7.75 | -12.16 | 2.96 | -1.93 | 0.68 | 39.98 | 2.45 | 7.74 | -2.35 | -4.08 | -3.48 | 0.9268761 | 0.431389 |
| 200003 | 23.13 | 1.55 | 6.54 | 1.96 | -5.38 | 38.6 | 13.52 | 2.21 | -4.82 | -2.94 | 20.75 | 7.833862 | 0.468003 |
| 200004 | 5 | -4.31 | 17.94 | 4.2 | 3.08 | -19.38 | -15.81 | 10.27 | 2.53 | 10.77 | 22.92 | -3.524023 | 0.459487 |
| 200005 | -3.17 | -0.3 | -5.42 | -7.9 | 14.02 | -37.29 | -11.26 | -0.98 | -2.47 | -3.95 | 10.17 | -2.808672 | 0.504028 |
| 200006 | -7.45 | -3.36 | -7.93 | 2.92 | 9.98 | -17.1 | 9.45 | -3.47 | 12.66 | 6.01 | -1.15 | 2.960753 | 0.398416 |
| 200007 | -0.32 | -23.11 | -4.07 | -5.14 | -2.75 | 19.11 | -8.25 | 3.08 | -20.22 | 19.7 | 11.87 | -1.767516 | 0.480049 |
| 200008 | 0.65 | 6.48 | 2.24 | -1.31 | 1.51 | 23.61 | -3.93 | 16.92 | 4.23 | 13.22 | -4.35 | 7.416236 | 0.504561 |
| 200009 | -1.77 | 15.13 | -6.34 | -2.65 | -13.09 | 8.21 | -15.79 | 2.98 | 6.76 | -3.08 | 11.09 | -4.527766 | 0.508289 |
| 200010 | -6.37 | -17.63 | -17.97 | 2.72 | -2.78 | -14.22 | 0 | -15.7 | -20.25 | 4.09 | -9.49 | -1.423848 | 0.5613 |
| 200011 | -19.2 | 16.73 | -12.38 | -17.23 | -10.11 | -35.5 | -24.65 | 5.39 | -1.59 | -2.18 | -17.18 | -9.217161 | 0.507321 |
| 200012 | 0.67 | 1.33 | -5.43 | 9.84 | -8.56 | -22.06 | 0 | -11.16 | -11.29 | -5.8 | -1.53 | 1.680505 | 0.504383 |
| 200101 | 5.23 | 13.65 | 29.84 | 30 | 18.07 | 35.71 | 24.61 | -5.76 | 22.18 | 11.39 | 3.41 | 3.420889 | 0.538383 |
| 200102 | 1.64 | 4.49 | -9.21 | -16.67 | -9.96 | -15.38 | -13.02 | -0.89 | -16.43 | 5.58 | -7.79 | -9.136796 | 0.37535 |
| 200103 | -7.59 | -17.87 | -10.87 | -5.38 | -11.53 | 5.98 | -4.76 | -8.07 | -3.99 | -5.13 | -6.62 | -6.51859 | 0.416164 |
| 200104 | 5.77 | 21.55 | 19.19 | 6.18 | 18.4 | 8.21 | 14.29 | 8.49 | 39.47 | 17.23 | 19.8 | 8.019519 | 0.3934 |
| 200105 | 4.53 | -2.48 | 10.67 | 26.89 | 10.72 | 2.1 | 5.31 | 12.23 | 11.49 | 6 | 4.56 | 0.8031487 | 0.323096 |
| 200106 | -8.63 | -4.26 | 0.18 | -1.52 | -10.22 | 5.98 | 3.8 | -3.04 | 9.73 | -3.47 | -4.71 | -1.8439 | 0.280984 |
| 200107 | -8.79 | -3.1 | -11.7 | 2.33 | -3.77 | -8.24 | -10.06 | -11.49 | 4.7 | -18.92 | 3.14 | -1.648068 | 0.302245 |
| 200108 | -3.49 | 0.47 | -15 | -0.12 | -14.86 | -5.34 | -3.37 | -0.75 | -0.33 | -0.14 | -5.66 | -5.903644 | 0.30879 |
| 200109 | -26.78 | -14.82 | -0.29 | -3.12 | -18.63 | -17.37 | -16.45 | -31.04 | -25.83 | -5.49 | -22.88 | -8.822495 | 0.277362 |
| 200110 | -0.16 | 6.57 | -5.25 | -8.66 | 5.83 | -0.34 | -7.95 | -2.32 | -3.37 | 7.85 | -0.8 | 2.326608 | 0.224335 |
| 200111 | 10.11 | 6.98 | 11.02 | -3.47 | 19.56 | 14.14 | 12.49 | 17.32 | 21.63 | 10.64 | 18.16 | 7.702315 | 0.174443 |
| 200112 | 2.2 | -1.54 | 22.83 | 0.95 | 1.15 | 3.78 | 6.46 | 9.17 | 24.28 | 14.83 | 9.56 | 1.409495 | 0.146359 |
| 200201 | 1.64 | 4.22 | -10.5 | -9.68 | -9.42 | -0.62 | -7.14 | 6.32 | 26.62 | 3.13 | 12.78 | -1.253974 | 0.140127 |
| 200202 | 9.21 | 7.83 | -12.24 | 0.09 | 16.4 | -4.32 | -1.54 | 0.21 | 34.87 | 5.95 | 5.65 | -2.044904 | 0.129322 |
| 200203 | 0.35 | 4.01 | -3.37 | 13.2 | 3.91 | 8.42 | -1.25 | 7.98 | 35.5 | 9.45 | 5.32 | 4.384542 | 0.133805 |
| 200204 | 0.43 | -5.91 | -2.83 | 9.78 | -2.63 | -3.95 | -15.35 | 16.59 | 1.73 | 11.07 | 10.82 | -5.246437 | 0.15357 |
| 200205 | -1.16 | -4.91 | 0.62 | 3.96 | 3.95 | -7.39 | 12.62 | -8.13 | -4.51 | -3.07 | -6.13 | -1.158589 | 0.144793 |
| 200206 | -17.5 | -1.79 | -28 | 5 | -9.38 | -26.32 | -17.01 | -9.29 | -1.44 | -6.93 | -10.45 | -7.198447 | 0.129515 |
| 200207 | -6.19 | -7.26 | -8.12 | -0.25 | -12.26 | -12.12 | -21.4 | -10.44 | 2.99 | 6.7 | 3.7 | -7.950318 | 0.154655 |
| 200208 | -11.56 | 3.95 | 9.3 | 11.03 | 4.55 | 9.14 | 6.36 | 1.85 | 9.91 | 0.46 | 1.4 | 0.4723907 | 0.138814 |
| 200209 | -3.44 | 2.77 | 1.7 | -1.52 | -0.37 | -2.81 | -14.11 | -14.97 | 14.54 | 1.41 | 5.1 | -10.507053 | 0.143822 |
| 200210 | 10.3 | -1.99 | 7.11 | 6.09 | 10.01 | 17.86 | 15.18 | -8.81 | -40.76 | -12.88 | -16.62 | 7.962656 | 0.135809 |
| 200211 | 18.68 | -1.75 | 11.33 | 13.15 | 5.38 | 0.1 | 27.69 | 14.21 | 28.84 | -4.76 | 8.75 | 6.051135 | 0.117174 |
| 200212 | -16.68 | -2.54 | -8.77 | -8.23 | -13.3 | 9.06 | -15.34 | 1.45 | -1.4 | -1 | -2.51 | -5.653524 | 0.112989 |
| 200301 | 7.3 | 0.11 | -20.77 | 3.77 | -5.42 | 16.58 | 11.52 | -10.12 | -4.77 | -8.38 | -20.53 | -2.446908 | 0.097178 |
| 200302 | -2.51 | 2.17 | -2.82 | -1.82 | -3.68 | 1.46 | -7.82 | -4.64 | -6.5 | -9.48 | -2.21 | -1.64519 | 0.086926 |
| 200303 | -0.23 | 5.03 | 4.9 | 0.2 | -1.64 | 9.68 | 5.88 | -1.11 | 1.92 | 8.71 | 14.17 | 1.051581 | 0.100847 |
| 200304 | 9.64 | -2.1 | 6.19 | 7.74 | 18.87 | 3.7 | 13.05 | 4.49 | 11.76 | 10.34 | -2.84 | 8.1658 | 0.097832 |
| 200305 | 5.31 | -4.56 | 11.93 | -2.99 | 4.86 | 10.52 | 6.36 | 2.42 | 6.11 | 1.78 | -0.6 | 6.036413 | 0.089346 |
| 200306 | 0.51 | 5.73 | -0.48 | 7.13 | -4.09 | 4.59 | -1.2 | 19.29 | 14.15 | 0.37 | 20.99 | 1.349509 | 0.098255 |
| 200307 | 10.99 | -2.3 | 10.06 | 11.92 | -0.32 | 4.77 | -4.07 | -1.54 | -7.59 | 8.47 | 0.35 | 2.29398 | 0.067643 |
| 200308 | -6.48 | 3.89 | 5.93 | 7.28 | 3.55 | 2.15 | 9.11 | -1.9 | -3.29 | -4.43 | 5.71 | 2.216029 | 0.069545 |
| 200309 | -1.61 | 9.45 | 5.94 | -8.37 | -14.89 | 3.4 | -17.6 | 2.62 | -0.59 | 1.67 | 0.8 | -1.085669 | 0.084965 |
| 200310 | 12.25 | -3.1 | 4.04 | 3.18 | 4.1 | -0.16 | 1.2 | 6.55 | 0 | 3.3 | -2.87 | 6.051934 | 0.070466 |
| 200311 | 1.99 | 1.48 | 3.38 | 1.93 | -1.38 | -9.93 | 9.51 | 8.96 | 7.7 | 10.77 | 5.58 | 1.37738 | 0.071839 |
| 200312 | 1.99 | 2.97 | 3.58 | -1.16 | 13.04 | -1.34 | 7.6 | 3.54 | -1.34 | 3.97 | 0.35 | 4.573989 | 0.081862 |
| 200401 | 2.87 | 5.78 | -6.9 | -4.19 | -9.19 | 7.38 | -2.1 | 5.72 | 2.35 | 6.49 | 7.44 | 2.086079 | 0.069473 |
| 200402 | 10.54 | -5.02 | 7.79 | -0.95 | -4.42 | -1.04 | -2.06 | 7.42 | 23.82 | -1.4 | 7.77 | 1.347172 | 0.06227 |
| 200403 | -5.8 | 5.26 | 1.46 | -1.98 | 1.95 | -9.33 | -3.95 | 6.02 | 12.32 | 5.66 | 4.11 | -1.187021 | 0.086491 |
| 200404 | -7.84 | -10.04 | 20.8 | 5.91 | -1.43 | 1.34 | -0.09 | 1.61 | 2.66 | -3.12 | 1.04 | -2.067637 | 0.079823 |
| 200405 | 1.91 | 10.48 | -6.28 | -0.62 | -4.4 | -3.1 | 0.37 | 3.92 | -0.73 | -2.79 | -3.06 | 1.453316 | 0.060991 |
| 200406 | 8.61 | 4.27 | 1.77 | 2.45 | -3.17 | -4.38 | -1.14 | 8.93 | 14.28 | 5.25 | 5.7 | 1.987481 | 0.083653 |
| 200407 | -9.42 | 6.99 | 0.25 | -1.83 | -5.96 | -9.85 | -5.67 | -1.8 | -1.05 | -14.07 | -5.94 | -3.781527 | 0.096696 |
| 200408 | -2.77 | 1.65 | -6.02 | 13.89 | -0.66 | 10.57 | 5.07 | 4.89 | 3.61 | 4.42 | -6.36 | 0.4118085 | 0.11018 |
| 200409 | 0.45 | -5.67 | 1.49 | 1.52 | 0.75 | 1.53 | -2.13 | 8.09 | 3.68 | 9.94 | 20.1 | 1.537204 | 0.11471 |
| 200410 | 11.84 | -5.73 | 2.16 | 1.93 | 8.73 | 1.61 | 2.29 | 7.19 | 18.97 | 10.46 | 8.36 | 1.642442 | 0.11259 |
| 200411 | 6.58 | 3.93 | 0.17 | 12.75 | -4.72 | 3.7 | 15.81 | 5.03 | 10.02 | 5.51 | 8.36 | 4.6486 | 0.15431 |
| 200412 | 4.34 | 8 | 0.34 | -5.58 | 4.87 | 4.54 | 6.29 | 7.13 | 13.3 | 8.94 | 24.77 | 3.563166 | 0.16485 |
Sheet2
Sheet3
ProblemSet04/ProblemSet04.pdf
Homework Assignments for Lecture 4
1
The Excel file, ConsumerDiscretionaryEntertainment.xls, contains monthly return data (presented as percent returns) for the following eleven (11) major consumer discretionary entertainment companies between the years 1995 to 2004. Identifier Company.Name DIS DISNEY (WALT) CO ISCA INTL SPEEDWAY CORP -CL A MGM METRO GOLDWYN MAYER INC PIXR PIXAR VIA.B VIACOM INC -CL B DISH ECHOSTAR COMMUN CORP – CLA L LIBERTY MEDIA CORP – SER A CZR CAESARS ENTERTAINMENT INC. BYD BOYD GAMING CORP HET HARRAHS ENTERTAINMENT INC MGG MGM MIRAGE
Your analysis will be for the five year time period January 2000 to December 2004. The month returns for the Russell 3000 Index and the risk free asset are also given in the same workbook. Problem 4.1 Given the calculated variance-covariance matrix and average value vector from Problem 2.9 and the minimum variance portfolios obtained in Problem Set 03, derive the efficient frontier when there are no short-sales restrictions. Derive the efficient frontier when short sales are prohibited. Use the appropriate minimum variance portfolio to define the lowest expected return and use the highest expected return among all the securities for the maximum return. Problem 4.2 Obtain the efficient frontier as the minimum variance, long only portfolios with a maximum exposure of 15% to any asset. Problem 4.3 The Excel file, riskFreeReturns.xls, contains the monthly risk free returns. Assume that the risk free rate is the historical sample mean over the previously defined time period. What is the average risk free return? Determine the tangency portfolio (i.e., the portfolio on the efficient frontier that maximizes the Sharpe ratio). Assume the short sales are allowed. Problem 4.4 Use the historical simulation method to derive the simulated returns of the tangency portfolio obtained in Problem 4.3. Compare the performance of that portfolio to the Russell 3000 index focusing on descriptive statistics and measures of correlation.
Homework Assignments for Lecture 4
2
ProblemSet04/riskFreeReturns.csv
| Month | Return |
| 192601 | 0.338400 |
| 192602 | 0.268100 |
| 192603 | 0.299400 |
| 192604 | 0.342700 |
| 192605 | 0.012800 |
| 192606 | 0.345900 |
| 192607 | 0.224300 |
| 192608 | 0.253600 |
| 192609 | 0.227300 |
| 192610 | 0.319500 |
| 192611 | 0.309200 |
| 192612 | 0.277800 |
| 192701 | 0.246300 |
| 192702 | 0.257000 |
| 192703 | 0.295900 |
| 192704 | 0.254600 |
| 192705 | 0.300800 |
| 192706 | 0.258300 |
| 192707 | 0.299100 |
| 192708 | 0.275700 |
| 192709 | 0.209600 |
| 192710 | 0.252000 |
| 192711 | 0.208600 |
| 192712 | 0.223000 |
| 192801 | 0.253600 |
| 192802 | 0.329400 |
| 192803 | 0.294300 |
| 192804 | 0.223000 |
| 192805 | 0.323800 |
| 192806 | 0.312200 |
| 192807 | 0.322600 |
| 192808 | 0.321600 |
| 192809 | 0.268100 |
| 192810 | 0.408100 |
| 192811 | 0.384900 |
| 192812 | 0.060000 |
| 192901 | 0.343900 |
| 192902 | 0.357300 |
| 192903 | 0.343100 |
| 192904 | 0.356700 |
| 192905 | 0.438800 |
| 192906 | 0.519300 |
| 192907 | 0.334500 |
| 192908 | 0.403000 |
| 192909 | 0.351900 |
| 192910 | 0.458500 |
| 192911 | 0.374800 |
| 192912 | 0.366100 |
| 193001 | 0.139300 |
| 193002 | 0.296400 |
| 193003 | 0.347500 |
| 193004 | 0.210400 |
| 193005 | 0.258100 |
| 193006 | 0.269300 |
| 193007 | 0.198400 |
| 193008 | 0.088800 |
| 193009 | 0.219200 |
| 193010 | 0.086600 |
| 193011 | 0.130700 |
| 193012 | 0.139800 |
| 193101 | 0.145100 |
| 193102 | 0.040700 |
| 193103 | 0.129500 |
| 193104 | 0.075500 |
| 193105 | 0.087500 |
| 193106 | 0.076100 |
| 193107 | 0.058700 |
| 193108 | 0.034600 |
| 193109 | 0.025600 |
| 193110 | 0.102400 |
| 193111 | 0.167300 |
| 193112 | 0.124900 |
| 193201 | 0.231100 |
| 193202 | 0.230100 |
| 193203 | 0.162800 |
| 193204 | 0.114500 |
| 193205 | 0.061200 |
| 193206 | 0.022000 |
| 193207 | 0.025000 |
| 193208 | 0.033100 |
| 193209 | 0.030900 |
| 193210 | 0.017900 |
| 193211 | 0.018500 |
| 193212 | 0.010800 |
| 193301 | 0.010800 |
| 193302 | -0.026500 |
| 193303 | 0.042000 |
| 193304 | 0.097900 |
| 193305 | 0.043000 |
| 193306 | 0.023600 |
| 193307 | 0.019100 |
| 193308 | 0.025400 |
| 193309 | 0.015100 |
| 193310 | 0.008500 |
| 193311 | 0.018100 |
| 193312 | 0.020100 |
| 193401 | 0.047100 |
| 193402 | 0.024800 |
| 193403 | 0.021000 |
| 193404 | 0.006300 |
| 193405 | 0.006500 |
| 193406 | 0.006300 |
| 193407 | 0.006500 |
| 193408 | 0.006500 |
| 193409 | 0.005800 |
| 193410 | 0.011600 |
| 193411 | 0.008300 |
| 193412 | 0.012000 |
| 193501 | 0.012900 |
| 193502 | 0.017200 |
| 193503 | 0.012500 |
| 193504 | 0.012900 |
| 193505 | 0.012900 |
| 193506 | 0.012100 |
| 193507 | 0.013300 |
| 193508 | 0.012900 |
| 193509 | 0.012500 |
| 193510 | 0.012500 |
| 193511 | 0.023900 |
| 193512 | 0.012900 |
| 193601 | 0.012900 |
| 193602 | 0.012100 |
| 193603 | 0.017200 |
| 193604 | 0.016700 |
| 193605 | 0.016100 |
| 193606 | 0.030600 |
| 193607 | 0.012900 |
| 193608 | 0.017100 |
| 193609 | 0.010900 |
| 193610 | 0.019700 |
| 193611 | 0.008300 |
| 193612 | 0.002800 |
| 193701 | 0.011300 |
| 193702 | 0.017100 |
| 193703 | 0.014100 |
| 193704 | 0.034500 |
| 193705 | 0.063400 |
| 193706 | 0.032500 |
| 193707 | 0.031900 |
| 193708 | 0.024700 |
| 193709 | 0.036700 |
| 193710 | 0.016700 |
| 193711 | 0.020700 |
| 193712 | 0.003900 |
| 193801 | 0.003400 |
| 193802 | 0.004800 |
| 193803 | -0.007100 |
| 193804 | 0.012300 |
| 193805 | 0.001700 |
| 193806 | 0.001300 |
| 193807 | -0.005400 |
| 193808 | 0.004300 |
| 193809 | 0.018200 |
| 193810 | 0.010500 |
| 193811 | -0.062000 |
| 193812 | 0.001800 |
| 193901 | -0.005400 |
| 193902 | 0.009000 |
| 193903 | -0.009300 |
| 193904 | -0.003800 |
| 193905 | 0.006300 |
| 193906 | 0.011900 |
| 193907 | 0.001200 |
| 193908 | -0.005700 |
| 193909 | 0.009900 |
| 193910 | 0.002200 |
| 193911 | 0.002100 |
| 193912 | 0.002100 |
| 194001 | 0.001800 |
| 194002 | 0.001600 |
| 194003 | 0.000000 |
| 194004 | 0.000900 |
| 194005 | -0.015300 |
| 194006 | 0.004100 |
| 194007 | 0.011800 |
| 194008 | -0.006100 |
| 194009 | 0.001700 |
| 194010 | 0.001700 |
| 194011 | 0.001700 |
| 194012 | 0.000900 |
| 194101 | -0.006900 |
| 194102 | -0.007500 |
| 194103 | 0.011400 |
| 194104 | -0.006700 |
| 194105 | 0.004300 |
| 194106 | 0.004200 |
| 194107 | 0.028800 |
| 194108 | 0.006700 |
| 194109 | 0.008600 |
| 194110 | 0.004000 |
| 194111 | 0.004900 |
| 194112 | 0.007900 |
| 194201 | 0.017800 |
| 194202 | 0.011100 |
| 194203 | 0.010800 |
| 194204 | 0.006800 |
| 194205 | 0.025500 |
| 194206 | 0.024900 |
| 194207 | 0.025200 |
| 194208 | 0.028800 |
| 194209 | 0.028100 |
| 194210 | 0.031700 |
| 194211 | 0.028900 |
| 194212 | 0.028100 |
| 194301 | 0.029500 |
| 194302 | 0.026300 |
| 194303 | 0.031800 |
| 194304 | 0.029200 |
| 194305 | 0.025000 |
| 194306 | 0.030300 |
| 194307 | 0.029100 |
| 194308 | 0.029500 |
| 194309 | 0.028400 |
| 194310 | 0.028300 |
| 194311 | 0.029500 |
| 194312 | 0.029700 |
| 194401 | 0.029300 |
| 194402 | 0.028200 |
| 194403 | 0.024500 |
| 194404 | 0.027700 |
| 194405 | 0.025300 |
| 194406 | 0.028800 |
| 194407 | 0.029300 |
| 194408 | 0.029800 |
| 194409 | 0.023700 |
| 194410 | 0.030300 |
| 194411 | 0.029100 |
| 194412 | 0.024000 |
| 194501 | 0.025600 |
| 194502 | 0.022400 |
| 194503 | 0.024800 |
| 194504 | 0.028600 |
| 194505 | 0.030000 |
| 194506 | 0.024000 |
| 194507 | 0.030300 |
| 194508 | 0.029900 |
| 194509 | 0.027900 |
| 194510 | 0.031100 |
| 194511 | 0.024000 |
| 194512 | 0.030500 |
| 194601 | 0.030000 |
| 194602 | 0.027200 |
| 194603 | 0.028800 |
| 194604 | 0.029700 |
| 194605 | 0.029900 |
| 194606 | 0.027200 |
| 194607 | 0.032100 |
| 194608 | 0.029000 |
| 194609 | 0.029500 |
| 194610 | 0.030000 |
| 194611 | 0.028800 |
| 194612 | 0.030300 |
| 194701 | 0.029900 |
| 194702 | 0.027100 |
| 194703 | 0.029500 |
| 194704 | 0.029200 |
| 194705 | 0.028200 |
| 194706 | 0.030400 |
| 194707 | 0.030000 |
| 194708 | 0.027600 |
| 194709 | 0.064800 |
| 194710 | 0.064500 |
| 194711 | 0.062600 |
| 194712 | 0.078500 |
| 194801 | 0.072600 |
| 194802 | 0.072300 |
| 194803 | 0.088600 |
| 194804 | 0.081700 |
| 194805 | 0.076100 |
| 194806 | 0.090600 |
| 194807 | 0.081700 |
| 194808 | 0.086000 |
| 194809 | 0.035900 |
| 194810 | 0.039300 |
| 194811 | 0.039100 |
| 194812 | 0.044300 |
| 194901 | 0.095500 |
| 194902 | 0.088400 |
| 194903 | 0.097300 |
| 194904 | 0.092400 |
| 194905 | 0.101400 |
| 194906 | 0.095700 |
| 194907 | 0.086500 |
| 194908 | 0.091100 |
| 194909 | 0.086400 |
| 194910 | 0.089200 |
| 194911 | 0.083700 |
| 194912 | 0.089500 |
| 195001 | 0.093100 |
| 195002 | 0.085100 |
| 195003 | 0.095200 |
| 195004 | 0.085800 |
| 195005 | 0.103700 |
| 195006 | 0.096900 |
| 195007 | 0.098400 |
| 195008 | 0.096500 |
| 195009 | 0.101900 |
| 195010 | 0.116300 |
| 195011 | 0.105700 |
| 195012 | 0.110500 |
| 195101 | 0.125700 |
| 195102 | 0.104900 |
| 195103 | 0.106900 |
| 195104 | 0.128500 |
| 195105 | 0.124600 |
| 195106 | 0.116100 |
| 195107 | 0.134800 |
| 195108 | 0.133400 |
| 195109 | 0.121200 |
| 195110 | 0.155900 |
| 195111 | 0.107600 |
| 195112 | 0.123100 |
| 195201 | 0.154700 |
| 195202 | 0.115200 |
| 195203 | 0.107700 |
| 195204 | 0.116600 |
| 195205 | 0.130600 |
| 195206 | 0.148600 |
| 195207 | 0.151000 |
| 195208 | 0.146700 |
| 195209 | 0.163500 |
| 195210 | 0.139300 |
| 195211 | 0.104900 |
| 195212 | 0.164800 |
| 195301 | 0.162000 |
| 195302 | 0.140200 |
| 195303 | 0.184100 |
| 195304 | 0.162000 |
| 195305 | 0.172100 |
| 195306 | 0.183700 |
| 195307 | 0.145800 |
| 195308 | 0.166600 |
| 195309 | 0.162100 |
| 195310 | 0.125200 |
| 195311 | 0.077000 |
| 195312 | 0.127900 |
| 195401 | 0.109100 |
| 195402 | 0.070800 |
| 195403 | 0.078000 |
| 195404 | 0.088800 |
| 195405 | 0.051000 |
| 195406 | 0.059000 |
| 195407 | 0.050700 |
| 195408 | 0.049900 |
| 195409 | 0.086900 |
| 195410 | 0.069600 |
| 195411 | 0.063800 |
| 195412 | 0.082900 |
| 195501 | 0.080800 |
| 195502 | 0.085200 |
| 195503 | 0.099100 |
| 195504 | 0.104200 |
| 195505 | 0.138700 |
| 195506 | 0.102100 |
| 195507 | 0.100000 |
| 195508 | 0.158300 |
| 195509 | 0.161700 |
| 195510 | 0.181800 |
| 195511 | 0.169800 |
| 195512 | 0.180800 |
| 195601 | 0.220600 |
| 195602 | 0.190700 |
| 195603 | 0.151600 |
| 195604 | 0.185100 |
| 195605 | 0.230200 |
| 195606 | 0.198400 |
| 195607 | 0.215800 |
| 195608 | 0.166100 |
| 195609 | 0.183800 |
| 195610 | 0.247700 |
| 195611 | 0.204500 |
| 195612 | 0.237500 |
| 195701 | 0.266600 |
| 195702 | 0.238900 |
| 195703 | 0.231100 |
| 195704 | 0.251800 |
| 195705 | 0.255600 |
| 195706 | 0.241000 |
| 195707 | 0.295500 |
| 195708 | 0.252000 |
| 195709 | 0.256800 |
| 195710 | 0.289700 |
| 195711 | 0.276700 |
| 195712 | 0.239100 |
| 195801 | 0.276700 |
| 195802 | 0.120700 |
| 195803 | 0.094400 |
| 195804 | 0.081200 |
| 195805 | 0.109300 |
| 195806 | 0.029700 |
| 195807 | 0.067000 |
| 195808 | 0.044800 |
| 195809 | 0.190400 |
| 195810 | 0.184000 |
| 195811 | 0.108900 |
| 195812 | 0.223900 |
| 195901 | 0.205100 |
| 195902 | 0.188200 |
| 195903 | 0.217700 |
| 195904 | 0.199100 |
| 195905 | 0.218900 |
| 195906 | 0.245000 |
| 195907 | 0.252300 |
| 195908 | 0.186100 |
| 195909 | 0.308500 |
| 195910 | 0.301500 |
| 195911 | 0.255400 |
| 195912 | 0.335100 |
| 196001 | 0.331800 |
| 196002 | 0.286300 |
| 196003 | 0.346900 |
| 196004 | 0.194400 |
| 196005 | 0.273700 |
| 196006 | 0.238700 |
| 196007 | 0.133000 |
| 196008 | 0.165700 |
| 196009 | 0.157800 |
| 196010 | 0.215600 |
| 196011 | 0.131900 |
| 196012 | 0.155300 |
| 196101 | 0.187400 |
| 196102 | 0.143300 |
| 196103 | 0.203800 |
| 196104 | 0.174600 |
| 196105 | 0.178000 |
| 196106 | 0.200800 |
| 196107 | 0.182400 |
| 196108 | 0.141400 |
| 196109 | 0.167700 |
| 196110 | 0.185800 |
| 196111 | 0.154500 |
| 196112 | 0.186400 |
| 196201 | 0.241100 |
| 196202 | 0.201600 |
| 196203 | 0.203800 |
| 196204 | 0.224800 |
| 196205 | 0.240100 |
| 196206 | 0.195800 |
| 196207 | 0.266200 |
| 196208 | 0.234400 |
| 196209 | 0.206400 |
| 196210 | 0.255000 |
| 196211 | 0.199700 |
| 196212 | 0.231100 |
| 196301 | 0.250500 |
| 196302 | 0.227200 |
| 196303 | 0.229100 |
| 196304 | 0.253600 |
| 196305 | 0.242400 |
| 196306 | 0.226200 |
| 196307 | 0.268000 |
| 196308 | 0.247700 |
| 196309 | 0.273400 |
| 196310 | 0.291800 |
| 196311 | 0.270700 |
| 196312 | 0.292300 |
| 196401 | 0.295700 |
| 196402 | 0.262700 |
| 196403 | 0.312600 |
| 196404 | 0.293000 |
| 196405 | 0.255500 |
| 196406 | 0.304800 |
| 196407 | 0.297100 |
| 196408 | 0.283700 |
| 196409 | 0.280200 |
| 196410 | 0.292900 |
| 196411 | 0.289800 |
| 196412 | 0.311700 |
| 196501 | 0.282800 |
| 196502 | 0.298100 |
| 196503 | 0.358900 |
| 196504 | 0.305300 |
| 196505 | 0.311300 |
| 196506 | 0.353300 |
| 196507 | 0.310000 |
| 196508 | 0.330000 |
| 196509 | 0.312800 |
| 196510 | 0.314700 |
| 196511 | 0.349800 |
| 196512 | 0.331300 |
| 196601 | 0.378800 |
| 196602 | 0.347400 |
| 196603 | 0.384600 |
| 196604 | 0.342000 |
| 196605 | 0.412600 |
| 196606 | 0.375700 |
| 196607 | 0.354300 |
| 196608 | 0.410200 |
| 196609 | 0.400300 |
| 196610 | 0.453300 |
| 196611 | 0.397500 |
| 196612 | 0.401900 |
| 196701 | 0.431300 |
| 196702 | 0.356900 |
| 196703 | 0.389800 |
| 196704 | 0.324800 |
| 196705 | 0.333400 |
| 196706 | 0.265900 |
| 196707 | 0.315000 |
| 196708 | 0.311200 |
| 196709 | 0.320400 |
| 196710 | 0.393900 |
| 196711 | 0.355100 |
| 196712 | 0.333300 |
| 196801 | 0.404200 |
| 196802 | 0.387400 |
| 196803 | 0.380300 |
| 196804 | 0.429200 |
| 196805 | 0.446000 |
| 196806 | 0.425100 |
| 196807 | 0.477100 |
| 196808 | 0.422100 |
| 196809 | 0.425700 |
| 196810 | 0.436400 |
| 196811 | 0.424500 |
| 196812 | 0.427600 |
| 196901 | 0.526700 |
| 196902 | 0.460900 |
| 196903 | 0.464100 |
| 196904 | 0.533100 |
| 196905 | 0.483300 |
| 196906 | 0.511900 |
| 196907 | 0.531500 |
| 196908 | 0.504900 |
| 196909 | 0.621400 |
| 196910 | 0.596400 |
| 196911 | 0.515600 |
| 196912 | 0.643500 |
| 197001 | 0.604400 |
| 197002 | 0.618000 |
| 197003 | 0.570500 |
| 197004 | 0.504300 |
| 197005 | 0.526900 |
| 197006 | 0.581100 |
| 197007 | 0.523200 |
| 197008 | 0.533900 |
| 197009 | 0.536800 |
| 197010 | 0.460000 |
| 197011 | 0.455400 |
| 197012 | 0.423300 |
| 197101 | 0.382300 |
| 197102 | 0.331700 |
| 197103 | 0.297900 |
| 197104 | 0.275900 |
| 197105 | 0.293300 |
| 197106 | 0.373500 |
| 197107 | 0.401900 |
| 197108 | 0.467800 |
| 197109 | 0.367400 |
| 197110 | 0.367600 |
| 197111 | 0.372400 |
| 197112 | 0.368800 |
| 197201 | 0.288000 |
| 197202 | 0.248000 |
| 197203 | 0.272700 |
| 197204 | 0.287900 |
| 197205 | 0.301400 |
| 197206 | 0.293500 |
| 197207 | 0.312300 |
| 197208 | 0.285900 |
| 197209 | 0.341300 |
| 197210 | 0.397600 |
| 197211 | 0.370900 |
| 197212 | 0.374600 |
| 197301 | 0.437000 |
| 197302 | 0.415000 |
| 197303 | 0.455800 |
| 197304 | 0.521100 |
| 197305 | 0.507700 |
| 197306 | 0.514400 |
| 197307 | 0.639300 |
| 197308 | 0.699700 |
| 197309 | 0.682100 |
| 197310 | 0.652200 |
| 197311 | 0.557700 |
| 197312 | 0.638000 |
| 197401 | 0.626400 |
| 197402 | 0.581200 |
| 197403 | 0.557500 |
| 197404 | 0.754300 |
| 197405 | 0.753500 |
| 197406 | 0.602400 |
| 197407 | 0.704800 |
| 197408 | 0.595300 |
| 197409 | 0.806900 |
| 197410 | 0.505300 |
| 197411 | 0.539000 |
| 197412 | 0.697600 |
| 197501 | 0.582400 |
| 197502 | 0.434800 |
| 197503 | 0.413500 |
| 197504 | 0.437700 |
| 197505 | 0.435600 |
| 197506 | 0.408900 |
| 197507 | 0.484600 |
| 197508 | 0.480500 |
| 197509 | 0.526700 |
| 197510 | 0.555500 |
| 197511 | 0.409800 |
| 197512 | 0.484900 |
| 197601 | 0.468100 |
| 197602 | 0.337300 |
| 197603 | 0.401700 |
| 197604 | 0.419400 |
| 197605 | 0.374400 |
| 197606 | 0.434800 |
| 197607 | 0.465600 |
| 197608 | 0.420800 |
| 197609 | 0.436800 |
| 197610 | 0.408400 |
| 197611 | 0.396300 |
| 197612 | 0.404300 |
| 197701 | 0.359400 |
| 197702 | 0.351400 |
| 197703 | 0.376400 |
| 197704 | 0.375500 |
| 197705 | 0.371400 |
| 197706 | 0.398600 |
| 197707 | 0.417000 |
| 197708 | 0.441500 |
| 197709 | 0.433300 |
| 197710 | 0.492700 |
| 197711 | 0.500100 |
| 197712 | 0.486700 |
| 197801 | 0.489400 |
| 197802 | 0.459800 |
| 197803 | 0.528800 |
| 197804 | 0.535700 |
| 197805 | 0.508800 |
| 197806 | 0.536900 |
| 197807 | 0.559100 |
| 197808 | 0.555000 |
| 197809 | 0.618900 |
| 197810 | 0.680600 |
| 197811 | 0.699900 |
| 197812 | 0.782400 |
| 197901 | 0.771600 |
| 197902 | 0.733800 |
| 197903 | 0.813200 |
| 197904 | 0.795800 |
| 197905 | 0.816000 |
| 197906 | 0.810400 |
| 197907 | 0.765800 |
| 197908 | 0.767100 |
| 197909 | 0.829100 |
| 197910 | 0.872500 |
| 197911 | 0.987000 |
| 197912 | 0.951200 |
| 198001 | 0.796800 |
| 198002 | 0.885800 |
| 198003 | 1.205400 |
| 198004 | 1.255600 |
| 198005 | 0.809500 |
| 198006 | 0.611200 |
| 198007 | 0.528100 |
| 198008 | 0.638800 |
| 198009 | 0.753400 |
| 198010 | 0.950500 |
| 198011 | 0.957000 |
| 198012 | 1.306800 |
| 198101 | 1.037000 |
| 198102 | 1.069100 |
| 198103 | 1.207700 |
| 198104 | 1.075600 |
| 198105 | 1.154400 |
| 198106 | 1.347500 |
| 198107 | 1.239800 |
| 198108 | 1.280400 |
| 198109 | 1.244100 |
| 198110 | 1.205400 |
| 198111 | 1.067600 |
| 198112 | 0.873800 |
| 198201 | 0.795800 |
| 198202 | 0.923800 |
| 198203 | 0.980200 |
| 198204 | 1.129200 |
| 198205 | 1.058600 |
| 198206 | 0.957300 |
| 198207 | 1.050700 |
| 198208 | 0.762300 |
| 198209 | 0.511800 |
| 198210 | 0.590100 |
| 198211 | 0.634200 |
| 198212 | 0.673800 |
| 198301 | 0.686400 |
| 198302 | 0.618600 |
| 198303 | 0.632600 |
| 198304 | 0.714000 |
| 198305 | 0.690700 |
| 198306 | 0.666100 |
| 198307 | 0.740200 |
| 198308 | 0.761600 |
| 198309 | 0.760700 |
| 198310 | 0.761100 |
| 198311 | 0.703500 |
| 198312 | 0.726900 |
| 198401 | 0.758900 |
| 198402 | 0.713700 |
| 198403 | 0.728000 |
| 198404 | 0.813900 |
| 198405 | 0.783700 |
| 198406 | 0.753400 |
| 198407 | 0.818500 |
| 198408 | 0.830600 |
| 198409 | 0.858900 |
| 198410 | 0.995700 |
| 198411 | 0.733400 |
| 198412 | 0.642600 |
| 198501 | 0.647400 |
| 198502 | 0.578100 |
| 198503 | 0.616000 |
| 198504 | 0.716200 |
| 198505 | 0.663400 |
| 198506 | 0.554600 |
| 198507 | 0.624600 |
| 198508 | 0.550200 |
| 198509 | 0.604900 |
| 198510 | 0.648800 |
| 198511 | 0.608200 |
| 198512 | 0.650400 |
| 198601 | 0.559000 |
| 198602 | 0.529600 |
| 198603 | 0.595400 |
| 198604 | 0.520800 |
| 198605 | 0.493400 |
| 198606 | 0.524600 |
| 198607 | 0.520000 |
| 198608 | 0.460000 |
| 198609 | 0.450000 |
| 198610 | 0.464500 |
| 198611 | 0.390400 |
| 198612 | 0.487400 |
| 198701 | 0.415100 |
| 198702 | 0.431400 |
| 198703 | 0.470600 |
| 198704 | 0.444100 |
| 198705 | 0.376000 |
| 198706 | 0.481900 |
| 198707 | 0.457300 |
| 198708 | 0.471100 |
| 198709 | 0.452100 |
| 198710 | 0.597300 |
| 198711 | 0.345200 |
| 198712 | 0.391400 |
| 198801 | 0.294200 |
| 198802 | 0.455600 |
| 198803 | 0.440700 |
| 198804 | 0.461600 |
| 198805 | 0.505300 |
| 198806 | 0.485300 |
| 198807 | 0.507200 |
| 198808 | 0.593800 |
| 198809 | 0.616700 |
| 198810 | 0.610100 |
| 198811 | 0.566200 |
| 198812 | 0.634100 |
| 198901 | 0.551400 |
| 198902 | 0.613100 |
| 198903 | 0.670600 |
| 198904 | 0.674800 |
| 198905 | 0.787300 |
| 198906 | 0.709300 |
| 198907 | 0.695500 |
| 198908 | 0.739200 |
| 198909 | 0.654500 |
| 198910 | 0.676500 |
| 198911 | 0.686600 |
| 198912 | 0.606900 |
| 199001 | 0.567000 |
| 199002 | 0.567900 |
| 199003 | 0.644100 |
| 199004 | 0.687300 |
| 199005 | 0.677100 |
| 199006 | 0.625100 |
| 199007 | 0.677100 |
| 199008 | 0.657200 |
| 199009 | 0.598400 |
| 199010 | 0.681800 |
| 199011 | 0.565100 |
| 199012 | 0.598900 |
| 199101 | 0.517700 |
| 199102 | 0.476700 |
| 199103 | 0.439100 |
| 199104 | 0.533500 |
| 199105 | 0.472100 |
| 199106 | 0.417100 |
| 199107 | 0.488437 |
| 199108 | 0.461013 |
| 199109 | 0.455831 |
| 199110 | 0.424601 |
| 199111 | 0.391543 |
| 199112 | 0.379210 |
| 199201 | 0.339099 |
| 199202 | 0.282758 |
| 199203 | 0.337597 |
| 199204 | 0.324877 |
| 199205 | 0.275842 |
| 199206 | 0.320138 |
| 199207 | 0.307705 |
| 199208 | 0.260495 |
| 199209 | 0.257271 |
| 199210 | 0.228606 |
| 199211 | 0.234605 |
| 199212 | 0.282280 |
| 199301 | 0.233487 |
| 199302 | 0.220922 |
| 199303 | 0.253753 |
| 199304 | 0.237169 |
| 199305 | 0.216798 |
| 199306 | 0.253809 |
| 199307 | 0.240177 |
| 199308 | 0.250445 |
| 199309 | 0.256196 |
| 199310 | 0.220978 |
| 199311 | 0.249100 |
| 199312 | 0.226344 |
| 199401 | 0.250324 |
| 199402 | 0.211974 |
| 199403 | 0.269490 |
| 199404 | 0.271103 |
| 199405 | 0.315004 |
| 199406 | 0.311803 |
| 199407 | 0.275123 |
| 199408 | 0.368744 |
| 199409 | 0.365914 |
| 199410 | 0.384048 |
| 199411 | 0.369051 |
| 199412 | 0.442991 |
| 199501 | 0.415551 |
| 199502 | 0.398304 |
| 199503 | 0.461897 |
| 199504 | 0.444998 |
| 199505 | 0.535519 |
| 199506 | 0.471450 |
| 199507 | 0.452210 |
| 199508 | 0.466422 |
| 199509 | 0.430879 |
| 199510 | 0.471402 |
| 199511 | 0.420097 |
| 199512 | 0.488224 |
| 199601 | 0.427766 |
| 199602 | 0.390840 |
| 199603 | 0.394267 |
| 199604 | 0.457932 |
| 199605 | 0.423243 |
| 199606 | 0.399953 |
| 199607 | 0.449680 |
| 199608 | 0.412207 |
| 199609 | 0.437467 |
| 199610 | 0.424601 |
| 199611 | 0.406787 |
| 199612 | 0.462070 |
| 199701 | 0.450356 |
| 199702 | 0.385908 |
| 199703 | 0.429121 |
| 199704 | 0.430780 |
| 199705 | 0.493423 |
| 199706 | 0.369249 |
| 199707 | 0.428943 |
| 199708 | 0.410823 |
| 199709 | 0.444038 |
| 199710 | 0.421812 |
| 199711 | 0.391988 |
| 199712 | 0.476674 |
| 199801 | 0.428669 |
| 199802 | 0.390734 |
| 199803 | 0.394567 |
| 199804 | 0.430276 |
| 199805 | 0.403645 |
| 199806 | 0.408932 |
| 199807 | 0.400227 |
| 199808 | 0.430641 |
| 199809 | 0.457735 |
| 199810 | 0.324245 |
| 199811 | 0.306380 |
| 199812 | 0.375124 |
| 199901 | 0.353934 |
| 199902 | 0.354894 |
| 199903 | 0.425861 |
| 199904 | 0.371129 |
| 199905 | 0.340221 |
| 199906 | 0.395391 |
| 199907 | 0.380607 |
| 199908 | 0.388467 |
| 199909 | 0.387124 |
| 199910 | 0.388669 |
| 199911 | 0.362224 |
| 199912 | 0.437729 |
| 200001 | 0.412684 |
| 200002 | 0.431389 |
| 200003 | 0.468003 |
| 200004 | 0.459487 |
| 200005 | 0.504028 |
| 200006 | 0.398416 |
| 200007 | 0.480049 |
| 200008 | 0.504561 |
| 200009 | 0.508289 |
| 200010 | 0.561300 |
| 200011 | 0.507321 |
| 200012 | 0.504383 |
| 200101 | 0.538383 |
| 200102 | 0.375350 |
| 200103 | 0.416164 |
| 200104 | 0.393400 |
| 200105 | 0.323096 |
| 200106 | 0.280984 |
| 200107 | 0.302245 |
| 200108 | 0.308790 |
| 200109 | 0.277362 |
| 200110 | 0.224335 |
| 200111 | 0.174443 |
| 200112 | 0.146359 |
| 200201 | 0.140127 |
| 200202 | 0.129322 |
| 200203 | 0.133805 |
| 200204 | 0.153570 |
| 200205 | 0.144793 |
| 200206 | 0.129515 |
| 200207 | 0.154655 |
| 200208 | 0.138814 |
| 200209 | 0.143822 |
| 200210 | 0.135809 |
| 200211 | 0.117174 |
| 200212 | 0.112989 |
| 200301 | 0.097178 |
| 200302 | 0.086926 |
| 200303 | 0.100847 |
| 200304 | 0.097832 |
| 200305 | 0.089346 |
| 200306 | 0.098255 |
| 200307 | 0.067643 |
| 200308 | 0.069545 |
| 200309 | 0.084965 |
| 200310 | 0.070466 |
| 200311 | 0.071839 |
| 200312 | 0.081862 |
| 200401 | 0.069473 |
| 200402 | 0.062270 |
| 200403 | 0.086491 |
| 200404 | 0.079823 |
| 200405 | 0.060991 |
| 200406 | 0.083653 |
| 200407 | 0.096696 |
| 200408 | 0.110180 |
| 200409 | 0.114710 |
| 200410 | 0.112590 |
| 200411 | 0.154310 |
| 200412 | 0.164850 |
ProblemSet06/ConsumerDiscretionaryEntertainment.xls
Sheet1
| Date | DIS | ISCA | MGM | PIXR | VIA.B | DISH | L | CZR | BYD | HET | MGG | R.3000 | Risk Free |
| 199501 | 10.78 | 0 | 0 | 0 | 13.19 | 0 | 0 | 0 | 9.3 | 10.12 | 8.29 | 2.191114 | 0.415551 |
| 199502 | 4.91 | 0 | 0 | 0 | -2.98 | 0 | 0 | 0 | 20.21 | 5.15 | 3.83 | 4.079568 | 0.398304 |
| 199503 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -7.08 | 4.9 | 11.52 | 2.487516 | 0.461897 |
| 199504 | 3.67 | 0 | 0 | 0 | 2.51 | 0 | 0 | 0 | 3.81 | 2.67 | 0.41 | 2.614558 | 0.444998 |
| 199505 | 0.23 | 0 | 0 | 0 | 1.63 | 0 | 0 | 0 | 6.42 | 8.77 | -5.76 | 3.632748 | 0.535519 |
| 199506 | 0 | 0 | 0 | 0 | -0.54 | 0 | 0 | 0 | 17.24 | -6.87 | -4.37 | 2.89185 | 0.47145 |
| 199507 | 5.8 | 0 | 0 | 0 | 9.43 | 0 | 0 | 0 | -11.03 | -4.26 | -9.59 | 4.015529 | 0.45221 |
| 199508 | -4.05 | 0 | 0 | 0 | -4.19 | 4.92 | 8.42 | 0 | -4.13 | 18.6 | 1.52 | 0.8875608 | 0.466422 |
| 199509 | 2 | 0 | 0 | 0 | 2.31 | -9.38 | 0.71 | 0 | 2.59 | -8.24 | 1.49 | 3.874886 | 0.430879 |
| 199510 | 0.6 | 0 | 0 | 0 | 0.25 | 0 | -7.94 | 0 | -9.24 | -15.38 | -6.37 | -0.8635521 | 0.471402 |
| 199511 | 4.34 | 0 | 0 | 0 | -3.26 | 4.31 | 13.71 | 0 | -11.11 | 0.51 | 8.38 | 4.435062 | 0.420097 |
| 199512 | -1.93 | 0 | 0 | -29.14 | -1.81 | 60.33 | -4.02 | 0 | -3.13 | -2.51 | -11.11 | 1.633465 | 0.488224 |
| 199601 | 9.13 | 0 | 0 | -30.74 | -14.51 | 53.61 | 1.86 | 0 | -5.38 | 13.4 | 28.26 | 2.90252 | 0.427766 |
| 199602 | 1.95 | 0 | 0 | 23.75 | -3.09 | -3.36 | 0.91 | 0 | 2.27 | -1.36 | 12.71 | 1.475084 | 0.39084 |
| 199603 | -2.48 | 0 | 0 | -10.1 | 7.32 | -6.25 | -4.52 | 0 | -1.11 | 8.29 | 15.41 | 1.005197 | 0.394267 |
| 199604 | -2.76 | 0 | 0 | 4.49 | -2.67 | -0.74 | 3.79 | 0 | 25.84 | 17.45 | 13.68 | 1.896143 | 0.457932 |
| 199605 | -2.02 | 0 | 0 | -5.38 | 3.35 | 2.99 | 9.59 | 0 | 19.64 | -2.54 | 4.3 | 2.559185 | 0.423243 |
| 199606 | 3.5 | 0 | 0 | -11.36 | -8.26 | -18.12 | -11.67 | 0 | -10.45 | -15.99 | -12.36 | -0.32292 | 0.399953 |
| 199607 | -11.36 | 0 | 0 | -32.05 | -9.97 | -3.54 | -16.98 | 0 | -17.5 | -22.12 | -6.27 | -5.234796 | 0.44968 |
| 199608 | 2.47 | 0 | 0 | -5.66 | -10 | -6.94 | 19.89 | 0 | -6.06 | -13.64 | 1 | 3.033626 | 0.412207 |
| 199609 | 10.96 | 0 | 0 | 30 | 12.3 | 7.46 | 8.53 | 0 | -19.35 | -2.63 | 11.92 | 5.442512 | 0.437467 |
| 199610 | 4.33 | 0 | 0 | -2.31 | -7.77 | 8.26 | -10.04 | 0 | -22.67 | -9.46 | -8.28 | 1.828051 | 0.424601 |
| 199611 | 12.14 | 0 | 0 | -5.51 | 15.71 | -9.32 | -2.91 | 0 | 10.34 | 5.97 | -0.32 | 7.053697 | 0.406787 |
| 199612 | -5.58 | 2.5 | 0 | -13.33 | -7.62 | -17.76 | 14.25 | 0 | 3.13 | 11.97 | -9.71 | -1.204383 | 0.46207 |
| 199701 | 4.65 | 7.32 | 0 | 5.77 | -1.79 | -25.57 | -0.22 | 0 | -24.24 | -1.89 | 12.9 | 5.533779 | 0.450356 |
| 199702 | 1.89 | -4.55 | 0 | 42.73 | 2.92 | 38.93 | 10.53 | 0 | -8 | -5.13 | -10.79 | 0.109303 | 0.385908 |
| 199703 | -1.85 | -8.33 | 0 | -8.92 | -6.03 | -9.89 | -5.06 | 0 | -2.17 | -8.11 | 3.2 | -4.525012 | 0.429121 |
| 199704 | 12.38 | -4.55 | 0 | -14.69 | -19.25 | -26.22 | -5.64 | 0 | 2.22 | -5.88 | -6.9 | 4.925764 | 0.43078 |
| 199705 | 0.15 | 7.81 | 0 | -1.64 | 10.98 | -14.05 | 15.95 | 0 | 2.17 | 16.41 | 12.22 | 6.82987 | 0.493423 |
| 199706 | -1.98 | -0.63 | 0 | 5 | 1.05 | 20.19 | 8.88 | 0 | -2.13 | -3.36 | -2.31 | 4.157233 | 0.369249 |
| 199707 | 0.87 | 10.19 | 0 | 4.76 | 2.92 | -6.4 | 7.63 | 0 | -9.78 | 13.89 | -6.76 | 7.8395 | 0.428943 |
| 199708 | -4.95 | -1.73 | 0 | 21.59 | -4.05 | 17.09 | 3.18 | 0 | 56.63 | 9.45 | 16.67 | -4.055912 | 0.410823 |
| 199709 | 4.96 | -1.18 | 0 | 17.76 | 6.75 | 41.61 | 13.51 | 0 | 6.15 | 0 | 7.92 | 5.670357 | 0.444038 |
| 199710 | 2.33 | 0 | 0 | 1.59 | -4.35 | -21.65 | 16.28 | 0 | -4.35 | -12.26 | 1.29 | -3.358912 | 0.421812 |
| 199711 | 15.25 | 1.79 | 0 | -3.39 | 15.7 | -5.92 | -3.05 | 0 | -12.12 | 1.9 | -11.08 | 3.828776 | 0.391988 |
| 199712 | 4.28 | 10.23 | -7.51 | -6.74 | 18.39 | -6.29 | 7.41 | 0 | -8.62 | -5.92 | -7.67 | 2.003074 | 0.476674 |
| 199801 | 8.1 | -0.8 | -5 | 34.1 | 0.75 | -0.75 | -1.21 | 0 | 7.55 | 16.89 | -0.87 | 0.5182624 | 0.428669 |
| 199802 | 4.74 | 19.79 | 2.96 | 27.59 | 14.97 | 26.32 | 14.92 | 0 | 11.4 | -4.53 | 0.87 | 7.153511 | 0.390734 |
| 199803 | -4.63 | 9.38 | 14.38 | -5.74 | 11.98 | 4.76 | 25.28 | 0 | -9.45 | 16.62 | -5.19 | 4.95609 | 0.394567 |
| 199804 | 16.86 | 17.14 | 7.82 | 19 | 7.91 | 19.6 | -3.45 | 0 | -2.61 | 6.11 | -1.46 | 0.9832144 | 0.430276 |
| 199805 | -9.08 | -14.81 | 1.3 | 3.01 | -5.17 | -3.33 | -0.56 | 0 | -4.46 | -4.08 | -1.67 | -2.467722 | 0.403645 |
| 199806 | -7.23 | -6.76 | -9.97 | 41.23 | 5.91 | -5.41 | 17.61 | 0 | -14.02 | -7 | -4.9 | 3.3813 | 0.408932 |
| 199807 | -1.53 | 12.53 | -10.51 | -21.12 | 17.6 | -0.52 | 1.61 | 0 | -3.26 | -9.14 | 5.15 | -1.8157 | 0.400227 |
| 199808 | -20.33 | -14.06 | -12.7 | -39.5 | -27.55 | -26.37 | -17.12 | 0 | -28.09 | -31.66 | -14.88 | -15.318656 | 0.430641 |
| 199809 | -7.52 | 8.86 | -19.27 | 35.79 | 16.88 | 36.17 | 12.24 | 0 | -9.38 | -7.36 | -18.36 | 6.821465 | 0.457735 |
| 199810 | 6.38 | 3.13 | -30.18 | 21.41 | 3.23 | 12.5 | 3.75 | 0 | -17.24 | 6.07 | 13.28 | 7.590616 | 0.324245 |
| 199811 | 19.49 | 14.98 | 30.97 | 4.47 | 11.17 | 43.75 | 5.91 | 0 | 20.83 | 9.69 | -1.67 | 6.116176 | 0.30638 |
| 199812 | -6.8 | 14.08 | 3.94 | -29.47 | 11.17 | 24.64 | 14.26 | 0 | -8.62 | 0.8 | 5.6 | 6.35581 | 0.375124 |
| 199901 | 10 | 4.94 | 2.37 | 13.04 | 14.86 | 13.18 | 16.15 | 7.84 | 5.66 | -5.18 | 12.44 | 3.397214 | 0.353934 |
| 199902 | 6.63 | 7.06 | -22.69 | 3.95 | 3.97 | -10.5 | 0.7 | 9.09 | 17.86 | 12.18 | 23.77 | -3.542095 | 0.354894 |
| 199903 | -11.55 | 15.93 | 25.75 | -4.26 | -5.02 | 66.58 | -2.39 | 0.83 | 3.03 | 14.23 | -10.93 | 3.669274 | 0.425861 |
| 199904 | 2.01 | -2.37 | 15.71 | 5.4 | -2.61 | 22.89 | 21.46 | 42.98 | 26.47 | 15.41 | 30.86 | 4.5138 | 0.371129 |
| 199905 | -8.27 | -4.74 | 2.06 | -4.82 | -5.81 | 14.39 | 4.01 | -2.89 | 10.47 | -1.7 | -4.55 | -1.900566 | 0.340221 |
| 199906 | 5.79 | -3.06 | 17.74 | 9.18 | 14.29 | 33.71 | 10.63 | -8.97 | 17.89 | 2.02 | 16.67 | 5.053568 | 0.395391 |
| 199907 | -10.55 | 8.29 | 14.73 | -10.43 | -4.69 | -10.88 | 0.68 | 6.58 | -10.71 | -3.4 | -7.78 | -3.03219 | 0.380607 |
| 199908 | 0.68 | -0.97 | -4.48 | -11.81 | 0.3 | 22.3 | -13.51 | 12.88 | -14 | 5.57 | 8.71 | -1.137066 | 0.388467 |
| 199909 | -6.31 | 3.19 | -12.5 | 10.46 | 0.45 | 8.59 | 16.6 | 8.7 | 11.63 | 23.33 | 4.07 | -2.5559 | 0.387124 |
| 199910 | 1.92 | -1.78 | 15.4 | 1.16 | 5.92 | 36.27 | 6.37 | 5 | 8.33 | 4.28 | -0.24 | 6.272626 | 0.388669 |
| 199911 | 6.07 | 27.85 | 29.59 | 10.34 | 11.17 | 6.77 | 5.35 | -1.9 | -4.81 | -4.54 | -3.19 | 2.798641 | 0.362224 |
| 199912 | 4.93 | -23.67 | -1.05 | -15.77 | 21.48 | 47.59 | 35.87 | -2.91 | -6.06 | -4.3 | 1.9 | 6.380773 | 0.437729 |
| 200001 | 24.15 | 0 | -1.59 | 0.88 | -8.38 | -16.47 | -10.23 | -16 | -8.6 | -24.59 | -17.76 | -3.92012 | 0.412684 |
| 200002 | -7.75 | -12.16 | 2.96 | -1.93 | 0.68 | 39.98 | 2.45 | 7.74 | -2.35 | -4.08 | -3.48 | 0.9268761 | 0.431389 |
| 200003 | 23.13 | 1.55 | 6.54 | 1.96 | -5.38 | 38.6 | 13.52 | 2.21 | -4.82 | -2.94 | 20.75 | 7.833862 | 0.468003 |
| 200004 | 5 | -4.31 | 17.94 | 4.2 | 3.08 | -19.38 | -15.81 | 10.27 | 2.53 | 10.77 | 22.92 | -3.524023 | 0.459487 |
| 200005 | -3.17 | -0.3 | -5.42 | -7.9 | 14.02 | -37.29 | -11.26 | -0.98 | -2.47 | -3.95 | 10.17 | -2.808672 | 0.504028 |
| 200006 | -7.45 | -3.36 | -7.93 | 2.92 | 9.98 | -17.1 | 9.45 | -3.47 | 12.66 | 6.01 | -1.15 | 2.960753 | 0.398416 |
| 200007 | -0.32 | -23.11 | -4.07 | -5.14 | -2.75 | 19.11 | -8.25 | 3.08 | -20.22 | 19.7 | 11.87 | -1.767516 | 0.480049 |
| 200008 | 0.65 | 6.48 | 2.24 | -1.31 | 1.51 | 23.61 | -3.93 | 16.92 | 4.23 | 13.22 | -4.35 | 7.416236 | 0.504561 |
| 200009 | -1.77 | 15.13 | -6.34 | -2.65 | -13.09 | 8.21 | -15.79 | 2.98 | 6.76 | -3.08 | 11.09 | -4.527766 | 0.508289 |
| 200010 | -6.37 | -17.63 | -17.97 | 2.72 | -2.78 | -14.22 | 0 | -15.7 | -20.25 | 4.09 | -9.49 | -1.423848 | 0.5613 |
| 200011 | -19.2 | 16.73 | -12.38 | -17.23 | -10.11 | -35.5 | -24.65 | 5.39 | -1.59 | -2.18 | -17.18 | -9.217161 | 0.507321 |
| 200012 | 0.67 | 1.33 | -5.43 | 9.84 | -8.56 | -22.06 | 0 | -11.16 | -11.29 | -5.8 | -1.53 | 1.680505 | 0.504383 |
| 200101 | 5.23 | 13.65 | 29.84 | 30 | 18.07 | 35.71 | 24.61 | -5.76 | 22.18 | 11.39 | 3.41 | 3.420889 | 0.538383 |
| 200102 | 1.64 | 4.49 | -9.21 | -16.67 | -9.96 | -15.38 | -13.02 | -0.89 | -16.43 | 5.58 | -7.79 | -9.136796 | 0.37535 |
| 200103 | -7.59 | -17.87 | -10.87 | -5.38 | -11.53 | 5.98 | -4.76 | -8.07 | -3.99 | -5.13 | -6.62 | -6.51859 | 0.416164 |
| 200104 | 5.77 | 21.55 | 19.19 | 6.18 | 18.4 | 8.21 | 14.29 | 8.49 | 39.47 | 17.23 | 19.8 | 8.019519 | 0.3934 |
| 200105 | 4.53 | -2.48 | 10.67 | 26.89 | 10.72 | 2.1 | 5.31 | 12.23 | 11.49 | 6 | 4.56 | 0.8031487 | 0.323096 |
| 200106 | -8.63 | -4.26 | 0.18 | -1.52 | -10.22 | 5.98 | 3.8 | -3.04 | 9.73 | -3.47 | -4.71 | -1.8439 | 0.280984 |
| 200107 | -8.79 | -3.1 | -11.7 | 2.33 | -3.77 | -8.24 | -10.06 | -11.49 | 4.7 | -18.92 | 3.14 | -1.648068 | 0.302245 |
| 200108 | -3.49 | 0.47 | -15 | -0.12 | -14.86 | -5.34 | -3.37 | -0.75 | -0.33 | -0.14 | -5.66 | -5.903644 | 0.30879 |
| 200109 | -26.78 | -14.82 | -0.29 | -3.12 | -18.63 | -17.37 | -16.45 | -31.04 | -25.83 | -5.49 | -22.88 | -8.822495 | 0.277362 |
| 200110 | -0.16 | 6.57 | -5.25 | -8.66 | 5.83 | -0.34 | -7.95 | -2.32 | -3.37 | 7.85 | -0.8 | 2.326608 | 0.224335 |
| 200111 | 10.11 | 6.98 | 11.02 | -3.47 | 19.56 | 14.14 | 12.49 | 17.32 | 21.63 | 10.64 | 18.16 | 7.702315 | 0.174443 |
| 200112 | 2.2 | -1.54 | 22.83 | 0.95 | 1.15 | 3.78 | 6.46 | 9.17 | 24.28 | 14.83 | 9.56 | 1.409495 | 0.146359 |
| 200201 | 1.64 | 4.22 | -10.5 | -9.68 | -9.42 | -0.62 | -7.14 | 6.32 | 26.62 | 3.13 | 12.78 | -1.253974 | 0.140127 |
| 200202 | 9.21 | 7.83 | -12.24 | 0.09 | 16.4 | -4.32 | -1.54 | 0.21 | 34.87 | 5.95 | 5.65 | -2.044904 | 0.129322 |
| 200203 | 0.35 | 4.01 | -3.37 | 13.2 | 3.91 | 8.42 | -1.25 | 7.98 | 35.5 | 9.45 | 5.32 | 4.384542 | 0.133805 |
| 200204 | 0.43 | -5.91 | -2.83 | 9.78 | -2.63 | -3.95 | -15.35 | 16.59 | 1.73 | 11.07 | 10.82 | -5.246437 | 0.15357 |
| 200205 | -1.16 | -4.91 | 0.62 | 3.96 | 3.95 | -7.39 | 12.62 | -8.13 | -4.51 | -3.07 | -6.13 | -1.158589 | 0.144793 |
| 200206 | -17.5 | -1.79 | -28 | 5 | -9.38 | -26.32 | -17.01 | -9.29 | -1.44 | -6.93 | -10.45 | -7.198447 | 0.129515 |
| 200207 | -6.19 | -7.26 | -8.12 | -0.25 | -12.26 | -12.12 | -21.4 | -10.44 | 2.99 | 6.7 | 3.7 | -7.950318 | 0.154655 |
| 200208 | -11.56 | 3.95 | 9.3 | 11.03 | 4.55 | 9.14 | 6.36 | 1.85 | 9.91 | 0.46 | 1.4 | 0.4723907 | 0.138814 |
| 200209 | -3.44 | 2.77 | 1.7 | -1.52 | -0.37 | -2.81 | -14.11 | -14.97 | 14.54 | 1.41 | 5.1 | -10.507053 | 0.143822 |
| 200210 | 10.3 | -1.99 | 7.11 | 6.09 | 10.01 | 17.86 | 15.18 | -8.81 | -40.76 | -12.88 | -16.62 | 7.962656 | 0.135809 |
| 200211 | 18.68 | -1.75 | 11.33 | 13.15 | 5.38 | 0.1 | 27.69 | 14.21 | 28.84 | -4.76 | 8.75 | 6.051135 | 0.117174 |
| 200212 | -16.68 | -2.54 | -8.77 | -8.23 | -13.3 | 9.06 | -15.34 | 1.45 | -1.4 | -1 | -2.51 | -5.653524 | 0.112989 |
| 200301 | 7.3 | 0.11 | -20.77 | 3.77 | -5.42 | 16.58 | 11.52 | -10.12 | -4.77 | -8.38 | -20.53 | -2.446908 | 0.097178 |
| 200302 | -2.51 | 2.17 | -2.82 | -1.82 | -3.68 | 1.46 | -7.82 | -4.64 | -6.5 | -9.48 | -2.21 | -1.64519 | 0.086926 |
| 200303 | -0.23 | 5.03 | 4.9 | 0.2 | -1.64 | 9.68 | 5.88 | -1.11 | 1.92 | 8.71 | 14.17 | 1.051581 | 0.100847 |
| 200304 | 9.64 | -2.1 | 6.19 | 7.74 | 18.87 | 3.7 | 13.05 | 4.49 | 11.76 | 10.34 | -2.84 | 8.1658 | 0.097832 |
| 200305 | 5.31 | -4.56 | 11.93 | -2.99 | 4.86 | 10.52 | 6.36 | 2.42 | 6.11 | 1.78 | -0.6 | 6.036413 | 0.089346 |
| 200306 | 0.51 | 5.73 | -0.48 | 7.13 | -4.09 | 4.59 | -1.2 | 19.29 | 14.15 | 0.37 | 20.99 | 1.349509 | 0.098255 |
| 200307 | 10.99 | -2.3 | 10.06 | 11.92 | -0.32 | 4.77 | -4.07 | -1.54 | -7.59 | 8.47 | 0.35 | 2.29398 | 0.067643 |
| 200308 | -6.48 | 3.89 | 5.93 | 7.28 | 3.55 | 2.15 | 9.11 | -1.9 | -3.29 | -4.43 | 5.71 | 2.216029 | 0.069545 |
| 200309 | -1.61 | 9.45 | 5.94 | -8.37 | -14.89 | 3.4 | -17.6 | 2.62 | -0.59 | 1.67 | 0.8 | -1.085669 | 0.084965 |
| 200310 | 12.25 | -3.1 | 4.04 | 3.18 | 4.1 | -0.16 | 1.2 | 6.55 | 0 | 3.3 | -2.87 | 6.051934 | 0.070466 |
| 200311 | 1.99 | 1.48 | 3.38 | 1.93 | -1.38 | -9.93 | 9.51 | 8.96 | 7.7 | 10.77 | 5.58 | 1.37738 | 0.071839 |
| 200312 | 1.99 | 2.97 | 3.58 | -1.16 | 13.04 | -1.34 | 7.6 | 3.54 | -1.34 | 3.97 | 0.35 | 4.573989 | 0.081862 |
| 200401 | 2.87 | 5.78 | -6.9 | -4.19 | -9.19 | 7.38 | -2.1 | 5.72 | 2.35 | 6.49 | 7.44 | 2.086079 | 0.069473 |
| 200402 | 10.54 | -5.02 | 7.79 | -0.95 | -4.42 | -1.04 | -2.06 | 7.42 | 23.82 | -1.4 | 7.77 | 1.347172 | 0.06227 |
| 200403 | -5.8 | 5.26 | 1.46 | -1.98 | 1.95 | -9.33 | -3.95 | 6.02 | 12.32 | 5.66 | 4.11 | -1.187021 | 0.086491 |
| 200404 | -7.84 | -10.04 | 20.8 | 5.91 | -1.43 | 1.34 | -0.09 | 1.61 | 2.66 | -3.12 | 1.04 | -2.067637 | 0.079823 |
| 200405 | 1.91 | 10.48 | -6.28 | -0.62 | -4.4 | -3.1 | 0.37 | 3.92 | -0.73 | -2.79 | -3.06 | 1.453316 | 0.060991 |
| 200406 | 8.61 | 4.27 | 1.77 | 2.45 | -3.17 | -4.38 | -1.14 | 8.93 | 14.28 | 5.25 | 5.7 | 1.987481 | 0.083653 |
| 200407 | -9.42 | 6.99 | 0.25 | -1.83 | -5.96 | -9.85 | -5.67 | -1.8 | -1.05 | -14.07 | -5.94 | -3.781527 | 0.096696 |
| 200408 | -2.77 | 1.65 | -6.02 | 13.89 | -0.66 | 10.57 | 5.07 | 4.89 | 3.61 | 4.42 | -6.36 | 0.4118085 | 0.11018 |
| 200409 | 0.45 | -5.67 | 1.49 | 1.52 | 0.75 | 1.53 | -2.13 | 8.09 | 3.68 | 9.94 | 20.1 | 1.537204 | 0.11471 |
| 200410 | 11.84 | -5.73 | 2.16 | 1.93 | 8.73 | 1.61 | 2.29 | 7.19 | 18.97 | 10.46 | 8.36 | 1.642442 | 0.11259 |
| 200411 | 6.58 | 3.93 | 0.17 | 12.75 | -4.72 | 3.7 | 15.81 | 5.03 | 10.02 | 5.51 | 8.36 | 4.6486 | 0.15431 |
| 200412 | 4.34 | 8 | 0.34 | -5.58 | 4.87 | 4.54 | 6.29 | 7.13 | 13.3 | 8.94 | 24.77 | 3.563166 | 0.16485 |
Sheet2
Sheet3
ProblemSet06/ProblemSet06.pdf
Homework Assignments for Lecture 6
1
The Excel file, ConsumerDiscretionaryEntertainment.xls, contains monthly return data (presented as percent returns) for the following eleven (11) major consumer discretionary entertainment companies between the years 1995 to 2004. Identifier Company.Name DIS DISNEY (WALT) CO ISCA INTL SPEEDWAY CORP -CL A MGM METRO GOLDWYN MAYER INC PIXR PIXAR VIA.B VIACOM INC -CL B DISH ECHOSTAR COMMUN CORP – CLA L LIBERTY MEDIA CORP – SER A CZR CAESARS ENTERTAINMENT INC. BYD BOYD GAMING CORP HET HARRAHS ENTERTAINMENT INC MGG MGM MIRAGE
Your analysis will be for two three-year time period. These are January 1999 to December 2001 and January 2002 to December 2004. The month returns for the Russell 3000 Index and the risk free asset are also given in the same workbook. Problem 6.1 You are going to follow the methodology and case study covered in class to do a Risk Budgeting analysis on portfolios made up of these stocks. Assume a -4% cut-off return for each of the time periods. Assume that the benchmark portfolio is an equally weighted portfolio of the stocks. Comment on the portfolios you obtain. Problem 6.2 Compute the lower partial moments of order 0, 1 and 2 for each of the stocks in each of the above time periods using Class06g.xls as the model (N.B. I have updated ZIP File Class06 on my.poly.edu). Use as threshold ( )0.01 1%τ = − − . As always remember to convert your data to decimal values as what you observe are percents. Problem 6.3 Estimate symmetric co lower partial moments using the Nawocki model covered in class.
( ) ( ) ( ), ,; 2 ; 2 ; 2symmetrici j i j i jlpm lpm lpmτ ρ τ τ= Construct the matrix of symmetric partial moments. Determine if this matrix is positive definite.
Homework Assignments for Lecture 6
2
Problem 6.4 Solve a portfolio optimization problem to minimize portfolio symmetric lower partial moment subject to sum of weights is one, portfolio return is a given target return. Allow short selling. Problem 6.5 Design a minimum variance portfolio of the given stocks that has a total long exposure of 130% and a total short exposure of 30% in each time period. Problem 6.6 Perform a Monte Carlo of each long-short portfolio from Problem 6.5 in each of the time periods. Show the Choleski decomposition you used.