R Notebook
library("tseries")
library("PortfolioAnalytics")
library("quantmod")
library("Quandl")
library("DEoptim")
# BSE Stocks(S&P BSE SENSEX)
getSymbols("^BSESN", src="yahoo", from="2008-01-01", to="2018-01-01")Warning: ^BSESN contains missing values. Some functions will not work if objects contain missing values in the middle of the series. Consider using na.omit(), na.approx(), na.fill(), etc to remove or replace them.[1] "^BSESN"bse_stocks <- BSESN[,6]
na.omit(bse_stocks) BSESN.Adjusted
2008-01-02 20465.30
2008-01-03 20345.20
2008-01-04 20686.89
2008-01-07 20812.65
2008-01-08 20873.33
2008-01-09 20869.78
2008-01-10 20582.08
2008-01-11 20827.45
2008-01-14 20728.05
2008-01-15 20251.09
2008-01-16 19868.11
2008-01-17 19700.82
2008-01-18 19013.70
2008-01-21 17605.35
2008-01-22 16729.94
2008-01-23 17594.07
2008-01-24 17221.74
2008-01-25 18361.66
2008-01-28 18152.78
2008-01-29 18091.94
2008-01-30 17758.64
2008-01-31 17648.71
2008-02-01 18242.58
2008-02-04 18660.32
2008-02-05 18663.16
2008-02-06 18139.49
2008-02-07 17526.93
2008-02-08 17464.89
2008-02-11 16630.91
2008-02-12 16608.01
2008-02-13 16949.14
2008-02-14 17766.63
2008-02-15 18115.25
2008-02-18 18048.05
2008-02-19 18075.66
2008-02-20 17617.60
2008-02-21 17734.68
2008-02-22 17349.07
2008-02-25 17650.57
2008-02-26 17806.19
2008-02-27 17825.99
2008-02-28 17824.48
2008-02-29 17578.72
2008-03-03 16677.88
2008-03-04 16339.89
2008-03-05 16542.08
2008-03-07 15975.52
2008-03-10 15923.72
2008-03-11 16123.15
2008-03-12 16127.98
2008-03-13 15357.35
2008-03-14 15760.52
2008-03-17 14809.49
2008-03-18 14833.46
2008-03-19 14994.83
2008-03-24 15289.40
2008-03-25 16217.49
2008-03-26 16086.83
2008-03-27 16015.56
2008-03-28 16371.29
2008-03-31 15644.44
2008-04-01 15626.62
2008-04-02 15750.40
2008-04-03 15832.55
2008-04-04 15343.12
2008-04-07 15757.08
2008-04-08 15587.62
2008-04-09 15790.51
2008-04-10 15695.10
2008-04-11 15807.64
2008-04-15 16153.66
2008-04-16 16244.19
2008-04-17 16481.20
2008-04-21 16739.33
2008-04-22 16783.87
2008-04-23 16698.04
2008-04-24 16721.08
2008-04-25 17125.98
2008-04-28 17015.96
2008-04-29 17378.46
2008-04-30 17287.31
2008-05-02 17600.12
2008-05-05 17490.90
2008-05-06 17373.01
2008-05-07 17339.31
2008-05-08 17080.65
2008-05-09 16737.07
2008-05-12 16860.90
2008-05-13 16752.86
2008-05-14 16978.35
2008-05-15 17353.54
2008-05-16 17434.94
2008-05-20 17230.18
2008-05-21 17243.16
2008-05-22 16907.11
2008-05-23 16649.64
2008-05-26 16348.50
2008-05-27 16275.59
2008-05-28 16525.37
2008-05-29 16316.26
2008-05-30 16415.57
2008-06-02 16063.18
2008-06-03 15962.56
2008-06-04 15514.79
2008-06-05 15769.72
2008-06-06 15572.18
2008-06-09 15066.10
2008-06-10 14889.25
2008-06-11 15185.32
2008-06-12 15250.20
2008-06-13 15189.62
2008-06-16 15395.82
2008-06-17 15696.90
2008-06-18 15422.31
2008-06-19 15087.99
2008-06-20 14571.29
2008-06-23 14293.32
2008-06-24 14106.58
2008-06-25 14220.07
2008-06-26 14421.82
2008-06-27 13802.22
2008-06-30 13461.60
2008-07-01 12961.68
2008-07-02 13664.62
2008-07-03 13094.11
2008-07-04 13454.00
2008-07-07 13525.99
2008-07-08 13349.65
2008-07-09 13964.26
2008-07-10 13926.24
2008-07-11 13469.85
2008-07-14 13330.51
2008-07-15 12676.19
2008-07-16 12575.80
2008-07-17 13111.85
2008-07-18 13635.40
2008-07-21 13850.04
2008-07-22 14104.20
2008-07-23 14942.28
2008-07-24 14777.01
2008-07-25 14274.94
2008-07-28 14349.11
2008-07-29 13791.54
2008-07-30 14287.21
2008-07-31 14355.75
2008-08-01 14656.69
2008-08-04 14577.87
2008-08-05 14961.07
2008-08-06 15073.54
2008-08-07 15117.25
2008-08-08 15167.82
2008-08-11 15503.92
2008-08-12 15212.13
2008-08-13 15093.12
2008-08-14 14724.18
2008-08-18 14645.66
2008-08-19 14543.73
2008-08-20 14678.23
2008-08-21 14243.73
2008-08-22 14401.49
2008-08-25 14450.35
2008-08-26 14482.22
2008-08-27 14296.79
2008-08-28 14048.34
2008-08-29 14564.53
2008-09-01 14498.51
2008-09-02 15049.86
2008-09-04 14899.10
2008-09-05 14483.83
2008-09-08 14944.97
2008-09-09 14900.76
2008-09-10 14662.61
2008-09-11 14324.29
2008-09-12 14000.81
2008-09-15 13531.27
2008-09-16 13518.80
2008-09-17 13262.90
2008-09-18 13315.60
2008-09-19 14042.32
2008-09-22 13994.96
2008-09-23 13570.31
2008-09-24 13692.52
2008-09-25 13547.18
2008-09-26 13102.18
2008-09-29 12595.75
2008-09-30 12860.43
2008-10-01 13055.67
2008-10-03 12526.32
2008-10-06 11801.70
2008-10-07 11695.24
2008-10-08 11328.36
2008-10-10 10527.85
2008-10-13 11309.09
2008-10-14 11483.40
2008-10-15 10809.12
2008-10-16 10581.49
2008-10-17 9975.35
2008-10-20 10223.09
2008-10-21 10683.39
2008-10-22 10169.90
2008-10-23 9771.70
2008-10-24 8701.07
2008-10-27 8509.56
2008-10-29 9044.51
2008-10-31 9788.06
2008-11-03 10337.68
2008-11-04 10631.12
2008-11-05 10120.01
2008-11-06 9734.22
2008-11-07 9964.29
2008-11-10 10536.16
2008-11-11 9839.69
2008-11-12 9536.33
2008-11-14 9385.42
2008-11-17 9291.01
2008-11-18 8937.20
2008-11-19 8773.78
2008-11-20 8451.01
2008-11-21 8915.21
2008-11-24 8903.12
2008-11-25 8695.53
2008-11-26 9026.72
2008-11-28 9092.72
2008-12-01 8839.87
2008-12-02 8739.24
2008-12-03 8747.43
2008-12-04 9229.75
2008-12-05 8965.20
2008-12-08 9162.62
2008-12-10 9654.90
2008-12-11 9645.46
2008-12-12 9690.07
2008-12-15 9832.39
2008-12-16 9976.98
2008-12-17 9715.29
2008-12-18 10076.43
2008-12-19 10099.91
2008-12-22 9928.35
2008-12-23 9686.75
2008-12-24 9568.72
2008-12-26 9328.92
2008-12-29 9533.52
2008-12-30 9716.16
2008-12-31 9647.31
2009-01-02 9958.22
2009-01-05 10275.60
2009-01-06 10335.93
2009-01-07 9586.88
2009-01-09 9406.47
2009-01-12 9110.05
2009-01-13 9071.36
2009-01-14 9370.49
2009-01-15 9046.74
2009-01-16 9323.59
2009-01-19 9329.57
2009-01-20 9100.55
2009-01-21 8779.17
2009-01-22 8813.84
2009-01-23 8674.35
2009-01-27 9004.08
2009-01-28 9257.47
2009-01-29 9236.28
2009-01-30 9424.24
2009-02-02 9066.70
2009-02-03 9149.30
2009-02-04 9201.85
2009-02-05 9090.88
2009-02-06 9300.86
2009-02-09 9583.89
2009-02-10 9647.47
2009-02-11 9618.54
2009-02-12 9465.83
2009-02-13 9634.74
2009-02-16 9305.45
2009-02-17 9035.00
2009-02-18 9015.18
2009-02-19 9042.63
2009-02-20 8843.21
2009-02-24 8822.06
2009-02-25 8902.56
2009-02-26 8954.86
2009-02-27 8891.61
2009-03-02 8607.08
2009-03-03 8427.29
2009-03-04 8446.49
2009-03-05 8197.92
2009-03-06 8325.82
2009-03-09 8160.40
2009-03-12 8343.75
2009-03-13 8756.61
2009-03-16 8943.54
2009-03-17 8863.82
2009-03-18 8976.68
2009-03-19 9001.75
2009-03-20 8966.68
2009-03-23 9424.02
2009-03-24 9471.04
2009-03-25 9667.90
2009-03-26 10003.10
2009-03-27 10048.49
2009-03-30 9568.14
2009-03-31 9708.50
2009-04-01 9901.99
2009-04-02 10348.83
2009-04-06 10534.87
2009-04-08 10742.34
2009-04-09 10803.86
2009-04-13 10967.22
2009-04-15 11284.73
2009-04-16 10947.40
2009-04-17 11023.09
2009-04-20 10979.50
2009-04-21 10898.11
2009-04-22 10817.54
2009-04-23 11134.99
2009-04-24 11329.05
2009-04-27 11371.85
2009-04-28 11001.75
2009-04-29 11403.25
2009-05-04 12134.75
2009-05-05 12131.08
2009-05-06 11952.75
2009-05-07 12116.94
2009-05-08 11876.43
2009-05-11 11682.99
2009-05-12 12158.03
2009-05-13 12019.65
2009-05-14 11872.91
2009-05-15 12173.42
2009-05-18 14284.21
2009-05-19 14302.03
2009-05-20 14060.66
2009-05-21 13736.54
2009-05-22 13887.15
2009-05-25 13913.22
2009-05-26 13589.23
2009-05-27 14109.64
2009-05-28 14296.01
2009-05-29 14625.25
2009-06-01 14840.63
2009-06-02 14874.91
2009-06-03 14870.90
2009-06-04 15008.68
2009-06-05 15103.55
2009-06-08 14665.92
2009-06-09 15127.00
2009-06-10 15466.81
2009-06-11 15411.47
2009-06-12 15237.94
2009-06-15 14875.52
2009-06-16 14957.91
2009-06-17 14522.84
2009-06-18 14265.53
2009-06-19 14521.89
2009-06-22 14326.22
2009-06-23 14324.01
2009-06-24 14422.73
2009-06-25 14345.62
2009-06-26 14764.64
2009-06-29 14785.74
2009-06-30 14493.84
2009-07-01 14645.47
2009-07-02 14658.49
2009-07-03 14913.05
2009-07-06 14043.40
2009-07-07 14170.45
2009-07-08 13769.15
2009-07-09 13757.46
2009-07-10 13504.22
2009-07-13 13400.32
2009-07-14 13853.70
2009-07-15 14253.24
2009-07-16 14250.25
2009-07-17 14744.92
2009-07-20 15191.01
2009-07-21 15062.49
2009-07-22 14843.12
2009-07-23 15231.04
2009-07-24 15378.96
2009-07-27 15375.04
2009-07-28 15331.94
2009-07-29 15173.46
2009-07-30 15387.96
2009-07-31 15670.31
2009-08-03 15924.23
2009-08-04 15830.98
2009-08-05 15903.83
2009-08-06 15514.03
2009-08-07 15160.24
2009-08-10 15009.77
2009-08-11 15074.59
2009-08-12 15020.16
2009-08-13 15518.49
2009-08-14 15411.63
2009-08-17 14784.92
2009-08-18 15035.26
2009-08-19 14809.64
2009-08-20 15012.32
2009-08-21 15240.83
2009-08-24 15628.75
2009-08-25 15688.47
2009-08-26 15769.85
2009-08-27 15781.07
2009-08-28 15922.34
2009-08-31 15666.64
2009-09-01 15551.19
2009-09-02 15467.46
2009-09-03 15398.33
2009-09-04 15689.12
2009-09-07 16016.32
2009-09-08 16123.67
2009-09-09 16183.55
2009-09-10 16216.86
2009-09-11 16264.30
2009-09-14 16214.19
2009-09-15 16454.45
2009-09-16 16677.04
2009-09-17 16711.11
2009-09-18 16741.30
2009-09-22 16886.43
2009-09-23 16719.50
2009-09-24 16781.43
2009-09-25 16693.00
2009-09-29 16852.91
2009-09-30 17126.84
2009-10-01 17134.55
2009-10-05 16866.41
2009-10-06 16958.54
2009-10-07 16806.66
2009-10-08 16843.54
2009-10-09 16642.66
2009-10-12 17026.67
2009-10-14 17231.11
2009-10-15 17195.20
2009-10-16 17322.82
2009-10-20 17223.01
2009-10-21 17009.17
2009-10-22 16789.74
2009-10-23 16810.81
2009-10-26 16740.50
2009-10-27 16353.40
2009-10-28 16283.49
2009-10-29 16052.72
2009-10-30 15896.28
2009-11-03 15404.94
2009-11-04 15912.13
2009-11-05 16063.90
2009-11-06 16158.28
2009-11-09 16498.72
2009-11-10 16440.56
2009-11-11 16849.60
2009-11-12 16696.03
2009-11-13 16848.83
2009-11-16 17032.51
2009-11-17 17050.65
2009-11-18 16998.78
2009-11-19 16785.65
2009-11-20 17021.85
2009-11-23 17180.18
2009-11-24 17131.08
2009-11-25 17198.95
2009-11-26 16854.93
2009-11-27 16632.01
2009-11-30 16926.22
2009-12-01 17198.27
2009-12-02 17169.91
2009-12-03 17185.68
2009-12-04 17101.54
2009-12-07 16983.14
2009-12-08 17227.68
2009-12-09 17125.22
2009-12-10 17189.31
2009-12-11 17119.03
2009-12-14 17097.55
2009-12-15 16877.16
2009-12-16 16912.77
2009-12-17 16894.25
2009-12-18 16719.83
2009-12-21 16601.20
2009-12-22 16692.00
2009-12-23 17231.11
2009-12-24 17360.61
2009-12-29 17401.56
2009-12-30 17343.82
2009-12-31 17464.81
2010-01-04 17558.73
2010-01-05 17686.24
2010-01-06 17701.13
2010-01-07 17615.72
2010-01-08 17540.29
2010-01-11 17526.71
2010-01-12 17422.51
2010-01-13 17509.80
2010-01-14 17584.87
2010-01-15 17554.30
2010-01-18 17641.08
2010-01-19 17486.06
2010-01-20 17474.49
2010-01-21 17051.14
2010-01-22 16859.68
2010-01-25 16780.46
2010-01-27 16289.82
2010-01-28 16306.87
2010-01-29 16357.96
2010-02-01 16356.03
2010-02-02 16163.44
2010-02-03 16496.05
2010-02-04 16224.95
2010-02-05 15790.93
2010-02-08 15935.61
2010-02-09 16042.18
2010-02-10 15922.17
2010-02-11 16152.59
2010-02-15 16038.35
2010-02-16 16226.68
2010-02-17 16428.91
2010-02-18 16327.84
2010-02-19 16191.63
2010-02-22 16237.05
2010-02-23 16286.32
2010-02-24 16255.97
2010-02-25 16254.20
2010-02-26 16429.55
2010-03-02 16772.56
2010-03-03 17000.01
2010-03-04 16971.70
2010-03-05 16994.49
2010-03-08 17102.60
2010-03-09 17052.54
2010-03-10 17098.33
2010-03-11 17167.96
2010-03-12 17166.62
2010-03-15 17164.99
2010-03-16 17383.18
2010-03-17 17490.08
2010-03-18 17519.26
2010-03-19 17578.23
2010-03-22 17410.57
2010-03-23 17451.02
2010-03-25 17558.85
2010-03-26 17644.76
2010-03-29 17711.35
2010-03-30 17590.17
2010-03-31 17527.77
2010-04-01 17692.62
2010-04-05 17935.68
2010-04-06 17941.37
2010-04-07 17970.02
2010-04-08 17714.40
2010-04-09 17933.14
2010-04-12 17853.00
2010-04-13 17821.96
2010-04-15 17639.26
2010-04-16 17591.18
2010-04-19 17400.68
2010-04-20 17460.58
2010-04-21 17472.56
2010-04-22 17573.99
2010-04-23 17694.20
2010-04-26 17745.28
2010-04-27 17690.62
2010-04-28 17380.08
2010-04-29 17503.47
2010-04-30 17558.71
2010-05-03 17386.08
2010-05-04 17137.14
2010-05-05 17087.96
2010-05-06 16987.53
2010-05-07 16769.11
2010-05-10 17330.55
2010-05-11 17141.53
2010-05-12 17195.81
2010-05-13 17265.87
2010-05-14 16994.60
2010-05-17 16835.56
2010-05-18 16875.76
2010-05-19 16408.49
2010-05-20 16519.68
2010-05-21 16445.61
2010-05-24 16469.55
2010-05-25 16022.48
2010-05-26 16387.84
2010-05-27 16666.40
2010-05-28 16863.06
2010-05-31 16944.63
2010-06-01 16572.03
2010-06-02 16741.84
2010-06-03 17022.33
2010-06-04 17117.69
2010-06-07 16781.07
2010-06-08 16617.10
2010-06-09 16657.89
2010-06-10 16922.08
2010-06-11 17064.95
2010-06-14 17338.17
2010-06-15 17412.83
2010-06-16 17462.87
2010-06-17 17616.69
2010-06-18 17570.82
2010-06-21 17876.55
2010-06-22 17749.69
2010-06-23 17755.94
2010-06-24 17730.24
2010-06-25 17574.53
2010-06-28 17774.26
2010-06-29 17534.09
2010-06-30 17700.90
2010-07-01 17509.33
2010-07-02 17460.95
2010-07-05 17441.44
2010-07-06 17614.48
2010-07-07 17471.03
2010-07-08 17651.73
2010-07-09 17833.54
2010-07-12 17937.20
2010-07-13 17985.90
2010-07-14 17938.16
2010-07-15 17909.46
2010-07-16 17955.82
2010-07-19 17928.42
2010-07-20 17878.14
2010-07-21 17977.23
2010-07-22 18113.15
2010-07-23 18130.98
2010-07-26 18020.05
2010-07-27 18077.61
2010-07-28 17957.37
2010-07-29 17992.00
2010-07-30 17868.29
2010-08-02 18081.21
2010-08-03 18114.83
2010-08-04 18217.44
2010-08-05 18172.83
2010-08-06 18143.99
2010-08-09 18287.50
2010-08-10 18219.99
2010-08-11 18070.19
2010-08-12 18073.90
2010-08-13 18167.03
2010-08-16 18050.78
2010-08-17 18048.85
2010-08-18 18257.12
2010-08-19 18454.94
2010-08-20 18401.82
2010-08-23 18409.35
2010-08-24 18311.59
2010-08-25 18179.64
2010-08-26 18226.35
2010-08-27 17998.41
2010-08-30 18032.11
2010-08-31 17971.12
2010-09-01 18205.87
2010-09-02 18238.31
2010-09-03 18221.43
2010-09-06 18560.05
2010-09-07 18645.06
2010-09-08 18666.71
2010-09-09 18799.66
2010-09-13 19208.33
2010-09-14 19346.96
2010-09-15 19502.11
2010-09-16 19417.49
2010-09-17 19594.75
2010-09-20 19906.10
2010-09-21 20001.55
2010-09-22 19941.72
2010-09-23 19861.01
2010-09-24 20045.18
2010-09-27 20117.38
2010-09-28 20104.86
2010-09-29 19956.34
2010-09-30 20069.12
2010-10-01 20445.04
2010-10-04 20475.73
2010-10-05 20407.71
2010-10-06 20543.08
2010-10-07 20315.32
2010-10-08 20250.26
2010-10-11 20339.89
2010-10-12 20203.34
2010-10-13 20687.88
2010-10-14 20497.64
2010-10-15 20125.05
2010-10-18 20168.89
2010-10-19 19983.13
2010-10-20 19872.15
2010-10-21 20260.58
2010-10-22 20165.86
2010-10-25 20303.12
2010-10-26 20221.39
2010-10-27 20005.37
2010-10-28 19941.04
2010-10-29 20032.34
2010-11-01 20355.63
2010-11-02 20345.69
2010-11-03 20465.74
2010-11-04 20893.57
2010-11-08 20852.38
2010-11-09 20932.48
2010-11-10 20875.71
2010-11-11 20589.09
2010-11-12 20156.89
2010-11-15 20309.69
2010-11-16 19865.14
2010-11-18 19930.64
2010-11-19 19585.44
2010-11-22 19957.59
2010-11-23 19691.84
2010-11-24 19459.85
2010-11-25 19318.16
2010-11-26 19136.61
2010-11-29 19405.10
2010-11-30 19521.25
2010-12-01 19850.00
2010-12-02 19992.70
2010-12-03 19966.93
2010-12-06 19981.31
2010-12-07 19934.64
2010-12-08 19696.48
2010-12-09 19242.36
2010-12-10 19508.89
2010-12-13 19691.78
2010-12-14 19799.19
2010-12-15 19647.77
2010-12-16 19864.85
2010-12-20 19888.88
2010-12-21 20060.32
2010-12-22 20015.80
2010-12-23 19982.88
2010-12-24 20073.66
2010-12-27 20028.93
2010-12-28 20025.42
2010-12-29 20256.03
2010-12-30 20389.07
2010-12-31 20509.09
2011-01-03 20561.05
2011-01-04 20498.72
2011-01-05 20301.10
2011-01-06 20184.74
2011-01-07 19691.81
2011-01-10 19224.12
2011-01-11 19196.34
2011-01-12 19534.10
2011-01-13 19182.82
2011-01-14 18860.44
2011-01-17 18882.25
2011-01-18 19092.05
2011-01-19 18978.32
2011-01-20 19046.54
2011-01-21 19007.53
2011-01-24 19151.28
2011-01-25 18969.45
2011-01-27 18684.43
2011-01-28 18395.97
2011-01-31 18327.76
2011-02-01 18022.22
2011-02-02 18090.62
2011-02-03 18449.31
2011-02-04 18008.15
2011-02-07 18037.19
2011-02-08 17775.70
2011-02-09 17592.77
2011-02-10 17463.04
2011-02-11 17728.61
2011-02-14 18202.20
2011-02-15 18273.80
2011-02-16 18300.90
2011-02-17 18506.82
2011-02-18 18211.52
2011-02-21 18438.31
2011-02-22 18296.16
2011-02-23 18178.33
2011-02-24 17632.41
2011-02-25 17700.91
2011-02-28 17823.40
2011-03-01 18446.50
2011-03-03 18489.76
2011-03-04 18486.45
2011-03-07 18222.67
2011-03-08 18439.65
2011-03-09 18469.95
2011-03-10 18327.98
2011-03-11 18174.09
2011-03-14 18439.48
2011-03-15 18167.64
2011-03-16 18358.69
2011-03-17 18149.87
2011-03-18 17878.81
2011-03-21 17839.05
2011-03-22 17988.30
2011-03-23 18206.16
2011-03-24 18350.74
2011-03-25 18815.64
2011-03-28 18943.14
2011-03-29 19120.80
2011-03-30 19290.18
2011-03-31 19445.22
2011-04-01 19420.39
2011-04-04 19701.73
2011-04-05 19686.82
2011-04-06 19612.20
2011-04-07 19591.18
2011-04-08 19451.45
2011-04-11 19262.54
2011-04-13 19696.86
2011-04-15 19386.82
2011-04-18 19091.17
2011-04-19 19121.83
2011-04-20 19470.98
2011-04-21 19602.23
2011-04-25 19584.31
2011-04-26 19545.35
2011-04-27 19448.69
2011-04-28 19292.02
2011-04-29 19135.96
2011-05-02 18998.02
2011-05-03 18534.69
2011-05-04 18469.36
2011-05-05 18210.58
2011-05-06 18518.81
2011-05-09 18528.96
2011-05-10 18512.77
2011-05-11 18584.96
2011-05-12 18335.79
2011-05-13 18531.28
2011-05-16 18345.03
2011-05-17 18137.35
2011-05-18 18086.20
2011-05-19 18141.40
2011-05-20 18326.09
2011-05-23 17993.33
2011-05-24 18011.97
2011-05-25 17847.24
2011-05-26 18044.64
2011-05-27 18266.10
2011-05-30 18232.06
2011-05-31 18503.28
2011-06-01 18608.81
2011-06-02 18494.18
2011-06-03 18376.48
2011-06-06 18420.11
2011-06-07 18495.62
2011-06-08 18394.29
2011-06-09 18384.90
2011-06-10 18268.54
2011-06-13 18266.03
2011-06-14 18308.66
2011-06-15 18132.24
2011-06-16 17985.88
2011-06-17 17870.53
2011-06-20 17506.63
2011-06-21 17560.30
2011-06-22 17550.63
2011-06-23 17727.49
2011-06-24 18240.68
2011-06-27 18412.41
2011-06-28 18492.45
2011-06-29 18693.86
2011-06-30 18845.87
2011-07-01 18762.80
2011-07-04 18814.48
2011-07-05 18744.56
2011-07-06 18726.97
2011-07-07 19078.30
2011-07-08 18858.04
2011-07-11 18721.39
2011-07-12 18411.62
2011-07-13 18596.02
2011-07-14 18618.20
2011-07-15 18561.92
2011-07-18 18507.04
2011-07-19 18653.87
2011-07-20 18502.38
2011-07-21 18436.19
2011-07-22 18722.30
2011-07-25 18871.29
2011-07-26 18518.22
2011-07-27 18432.25
2011-07-28 18209.52
2011-07-29 18197.20
2011-08-01 18314.33
2011-08-02 18109.89
2011-08-03 17940.55
2011-08-04 17693.18
2011-08-05 17305.87
2011-08-08 16990.18
2011-08-09 16857.91
2011-08-10 17130.51
2011-08-11 17059.40
2011-08-12 16839.63
2011-08-16 16730.94
2011-08-17 16840.80
2011-08-18 16469.79
2011-08-19 16141.67
2011-08-22 16341.70
2011-08-23 16498.47
2011-08-24 16284.98
2011-08-25 16146.33
2011-08-26 15848.83
2011-08-29 16416.33
2011-08-30 16676.75
2011-09-02 16821.46
2011-09-05 16713.33
2011-09-06 16862.81
2011-09-07 17065.00
2011-09-08 17165.54
2011-09-09 16866.97
2011-09-12 16501.74
2011-09-13 16467.44
2011-09-14 16709.60
2011-09-15 16876.54
2011-09-16 16933.83
2011-09-19 16745.35
2011-09-20 17099.28
2011-09-21 17065.15
2011-09-22 16361.15
2011-09-23 16162.06
2011-09-26 16051.10
2011-09-27 16524.03
2011-09-28 16446.02
2011-09-29 16698.07
2011-09-30 16453.76
2011-10-03 16151.45
2011-10-04 15864.86
2011-10-05 15792.41
2011-10-07 16232.54
2011-10-10 16557.23
2011-10-11 16536.47
2011-10-12 16958.39
2011-10-13 16883.92
2011-10-14 17082.69
2011-10-17 17025.09
2011-10-18 16748.29
2011-10-19 17085.34
2011-10-20 16936.89
2011-10-21 16785.64
2011-10-24 16939.28
2011-10-25 17254.86
2011-10-28 17804.80
2011-10-31 17705.01
2011-11-01 17480.83
2011-11-02 17464.85
2011-11-03 17481.93
2011-11-04 17562.61
2011-11-08 17569.53
2011-11-09 17362.10
2011-11-11 17192.82
2011-11-14 17118.74
2011-11-15 16882.67
2011-11-16 16775.87
2011-11-17 16461.71
2011-11-18 16371.51
2011-11-21 15946.10
2011-11-22 16065.42
2011-11-23 15699.97
2011-11-24 15858.49
2011-11-25 15695.43
2011-11-28 16167.13
2011-11-29 16008.34
2011-11-30 16123.46
2011-12-01 16483.45
2011-12-02 16846.83
2011-12-05 16805.33
2011-12-07 16877.06
2011-12-08 16488.24
2011-12-09 16213.46
2011-12-12 15870.35
2011-12-13 16002.51
2011-12-14 15881.14
2011-12-15 15836.47
2011-12-16 15491.35
2011-12-19 15379.34
2011-12-20 15175.08
2011-12-21 15685.21
2011-12-22 15813.36
2011-12-23 15738.70
2011-12-26 15970.75
2011-12-27 15873.95
2011-12-28 15727.85
2011-12-29 15543.93
2011-12-30 15454.92
2012-01-03 15939.36
2012-01-04 15882.64
2012-01-05 15857.08
2012-01-06 15867.73
2012-01-09 15814.72
2012-01-10 16165.09
2012-01-11 16175.86
2012-01-12 16037.51
2012-01-13 16154.62
2012-01-16 16189.36
2012-01-17 16466.05
2012-01-18 16451.47
2012-01-19 16643.74
2012-01-20 16739.01
2012-01-23 16751.73
2012-01-24 16995.77
2012-01-25 17077.18
2012-01-27 17233.98
2012-01-30 16863.30
[ reached getOption("max.print") -- omitted 1450 rows ]#bse_stocks <- as.numeric(bse_stocks)
mstocks <- monthlyReturn(bse_stocks, type='arithmetic')Warning in to_period(xx, period = on.opts[[period]], ...) :
missing values removed from data#View(mstocks)
colnames(mstocks) <- "mstocks"
table.AnnualizedReturns(mstocks)charts.PerformanceSummary(mstocks)
# Indian Bond Market
bse_bonds <- getSymbols("BSE-500.BO", src="yahoo", from="2008-01-01", to="2018-01-01")Warning: BSE-500.BO contains missing values. Some functions will not work if objects contain missing values in the middle of the series. Consider using na.omit(), na.approx(), na.fill(), etc to remove or replace them.bsebonds <- bse_bonds[,6]Error in bse_bonds[, 6] : incorrect number of dimensions#Portfolio Optimization
#1. Mean Maximization
# Portfolio Specifications
mport1c <- portfolio.spec(assets = colnames(mport))
# Portfolio Constraints
mport1c <- add.constraint(mport1c,type="weight_sum",min_sum=0.99,max_sum=1.01)
mport1c <- add.constraint(mport1c,type="long_only")
# Portfolio Objectives
mport1c <- add.objective(mport1c,type="return",name="mean")
# Portfolio Optimization
mportopt1 <- optimize.portfolio(R=mport["::2014-12-31"],portfolio=mport1c,optimize_method="DEoptim", )Iteration: 1 bestvalit: -0.012046 bestmemit: 0.014000 0.816000 0.000000 0.180000
Iteration: 2 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 3 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 4 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 5 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 6 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 7 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 8 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
Iteration: 9 bestvalit: -0.012055 bestmemit: 0.010000 0.634000 0.000000 0.366000
[1] 0.010 0.634 0.000 0.366chart.Weights(mportopt1)
# 2. Standard deviation minimization
# Portfolio Specifications
mport2c <- portfolio.spec(assets=colnames(mport))
# Portfolio Constraints
mport2c <- add.constraint(mport2c,type="weight_sum",min_sum=0.99,max_sum=1.01)
mport2c <- add.constraint(mport2c,type="long_only")
# Portfolio Objectives
mport2c <- add.objective(mport2c,type="risk",name="StdDev")
# Portfolio Optimization
mportopt2 <- optimize.portfolio(R=mport["::2014-12-31"],portfolio=mport2c,optimize_method="DEoptim",search_size=20000,trace=T)Iteration: 1 bestvalit: 0.004611 bestmemit: 0.000000 0.124000 0.868000 0.010000
Iteration: 2 bestvalit: 0.004016 bestmemit: 0.002000 0.114000 0.890000 0.000000
Iteration: 3 bestvalit: 0.002619 bestmemit: 0.024000 0.010000 0.938000 0.036000
Iteration: 4 bestvalit: 0.002619 bestmemit: 0.024000 0.010000 0.938000 0.036000
Iteration: 5 bestvalit: 0.002469 bestmemit: 0.042000 0.006000 0.952000 0.002000
Iteration: 6 bestvalit: 0.001757 bestmemit: 0.010000 0.014000 0.964000 0.018000
Iteration: 7 bestvalit: 0.001599 bestmemit: 0.000000 0.026000 0.956000 0.010000
Iteration: 8 bestvalit: 0.001309 bestmemit: 0.016000 0.000000 0.982000 0.000000
Iteration: 9 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 10 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 11 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 12 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 13 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 14 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 15 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
Iteration: 16 bestvalit: 0.001052 bestmemit: 0.000000 0.000000 0.998000 0.004000
[1] 0.000 0.000 0.998 0.004chart.Weights(mportopt2)
#3. Mean Maximization and Standard Deviation Minimization Portfolio
# Portfolio Specifications
mport3c <- portfolio.spec(assets=colnames(mport))
# Portfolio Constraints
mport3c <- add.constraint(mport3c,type="weight_sum",min_sum=0.99,max_sum=1.01)
mport3c <- add.constraint(mport3c,type="long_only")
# Portfolio Objectives
mport3c <- add.objective(mport3c,type="return",name="mean")
mport3c <- add.objective(mport3c,type="risk",name="StdDev")
# Portfolio Optimization
mportopt3 <- optimize.portfolio(R=mport["::2014-12-31"],portfolio=mport3c,optimize_method="DEoptim",search_size=20000,trace=T)Iteration: 1 bestvalit: -0.005658 bestmemit: 0.000000 0.014000 0.970000 0.022000
Iteration: 2 bestvalit: -0.005658 bestmemit: 0.000000 0.014000 0.970000 0.022000
Iteration: 3 bestvalit: -0.005658 bestmemit: 0.000000 0.014000 0.970000 0.022000
Iteration: 4 bestvalit: -0.005658 bestmemit: 0.000000 0.014000 0.970000 0.022000
Iteration: 5 bestvalit: -0.005684 bestmemit: 0.000000 0.036000 0.974000 0.000000
Iteration: 6 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 7 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 8 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 9 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 10 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 11 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 12 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
Iteration: 13 bestvalit: -0.005698 bestmemit: 0.012000 0.018000 0.972000 0.000000
[1] 0.012 0.018 0.972 0.000chart.Weights(mportopt3)
chart.EfficientFrontier(mportopt3,match.col="StdDev",ylim="mean")Error in plot.window(...) : invalid 'ylim' value
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