What is the (annualized) mean return for each stock and the market? Arithmetic and Geomets)

What is the (annualized) variance (population) for each stock and the market (arithmetic only)

What is the correlation between each of the stocks and the market (show in a correlation matrix)

What is the beta for each stock

What is the portfolio mean & variance for an equally-weighted portfolio? (arithmetic only)

Using the utility function U = Ret - L*Var, where L = 2, what are the optimal weights for these stocks?

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Date	AMZN	BA	TSLA	SPY
2019-07-01	96.11	350.11	15.14	269.91
2019-07-02	96.72	347.85	14.97	270.61
2019-07-03	96.95	348.16	15.66	272.77
2019-07-05	97.15	349.52	15.54	272.46
2019-07-08	97.62	344.87	15.36	270.97
2019-07-09	99.42	346.80	15.34	271.30
2019-07-10	100.87	346.03	15.93	272.60
2019-07-11	100.05	352.61	15.91	273.24
2019-07-12	100.55	358.82	16.34	274.46
2019-07-15	101.05	355.17	16.90	274.55
2019-07-16	100.50	356.29	16.83	273.67
2019-07-17	99.60	362.94	16.99	271.81
2019-07-18	98.89	354.68	16.90	272.80
2019-07-19	98.23	370.64	17.21	271.28
2019-07-22	99.28	366.77	17.05	271.95
2019-07-23	99.72	366.43	17.34	273.90
2019-07-24	100.04	354.99	17.66	275.18
2019-07-25	98.69	341.89	15.25	273.87
2019-07-26	97.15	338.86	15.20	275.70
2019-07-29	95.62	334.15	15.72	275.20
2019-07-30	94.93	341.27	16.15	274.53
2019-07-31	93.34	335.10	16.11	271.52
2019-08-01	92.77	328.34	15.59	269.16
2019-08-02	91.16	333.51	15.62	267.13
2019-08-05	88.26	325.16	15.22	259.10
2019-08-06	89.39	326.53	15.38	262.73
2019-08-07	89.67	325.48	15.56	262.89
2019-08-08	91.64	332.42	15.89	268.04
2019-08-09	90.38	333.61	15.67	266.22
2019-08-12	89.25	329.05	15.27	262.98
2019-08-13	91.22	328.97	15.67	267.07
2019-08-14	88.15	316.68	14.64	259.17
2019-08-15	88.81	324.17	14.38	259.86
2019-08-16	89.63	326.59	14.66	263.69
2019-08-19	90.81	329.88	15.12	266.87
2019-08-20	90.07	327.87	15.06	264.82
2019-08-21	91.18	336.02	14.72	266.98
2019-08-22	90.23	350.27	14.81	266.89
2019-08-23	87.48	351.85	14.09	260.04
2019-08-26	88.44	354.85	14.33	262.91
2019-08-27	88.09	350.59	14.27	261.88
2019-08-28	88.21	355.76	14.37	263.73
2019-08-29	89.32	358.50	14.78	267.09
2019-08-30	88.81	359.84	15.04	266.98
2019-09-03	89.49	350.28	15.00	265.41
2019-09-04	90.03	352.36	14.71	268.43
2019-09-05	92.04	356.09	15.31	271.88
2019-09-06	91.68	358.76	15.16	272.09
2019-09-09	91.57	354.59	15.45	272.23
2019-09-10	91.03	365.17	15.70	272.16
2019-09-11	91.15	378.47	16.47	274.10
2019-09-12	92.18	371.24	16.39	275.05
2019-09-13	91.97	375.32	16.35	274.86
2019-09-16	90.39	374.42	16.19	274.01
2019-09-17	91.13	379.71	16.32	274.71
2019-09-18	90.87	381.90	16.23	274.87
2019-09-19	91.07	379.95	16.44	274.85
2019-09-20	89.71	374.96	16.04	273.56
2019-09-23	89.26	372.63	16.08	273.49
2019-09-24	87.08	377.19	14.88	271.35
2019-09-25	88.42	381.69	15.25	272.95
2019-09-26	86.99	382.37	16.17	272.38
2019-09-27	86.27	378.39	16.14	270.91
2019-09-30	86.80	376.03	16.06	272.17
2019-10-01	86.78	370.56	16.31	268.93
2019-10-02	85.66	363.07	16.21	264.18
2019-10-03	86.22	367.72	15.54	266.35
2019-10-04	86.98	371.31	15.43	269.95
2019-10-07	86.63	372.14	15.85	268.79
2019-10-08	85.28	369.73	16.00	264.61
2019-10-09	86.10	370.58	16.30	267.13
2019-10-10	86.01	366.67	16.32	268.93
2019-10-11	86.60	370.54	16.53	271.72
2019-10-14	86.82	368.82	17.13	271.42
2019-10-15	88.37	366.63	17.19	274.11
2019-10-16	88.87	368.08	17.32	273.67
2019-10-17	89.37	364.75	17.46	274.47
2019-10-18	87.88	339.98	17.13	273.27
2019-10-21	89.28	327.19	16.90	275.12
2019-10-22	88.29	333.06	17.04	274.23
2019-10-23	88.11	336.52	16.98	275.02
2019-10-24	89.04	340.52	19.98	275.47
2019-10-25	88.07	335.86	21.88	276.60
2019-10-28	88.85	336.90	21.85	278.16
2019-10-29	88.14	344.85	21.08	278.08
2019-10-30	89.00	342.02	21.00	278.93
2019-10-31	88.83	335.94	20.99	278.19
2019-11-01	89.57	341.16	20.89	280.76
2019-11-04	90.23	346.99	21.16	281.89
2019-11-05	90.09	354.10	21.15	281.58
2019-11-06	89.79	350.05	21.77	281.64
2019-11-07	89.41	355.20	22.37	282.64
2019-11-08	89.29	348.92	22.48	283.33
2019-11-11	88.58	364.79	23.01	282.79
2019-11-12	88.90	360.73	23.33	283.39
2019-11-13	87.66	360.36	23.07	283.48
2019-11-14	87.73	365.27	23.29	283.89
2019-11-15	86.97	369.48	23.48	285.95
2019-11-18	87.63	367.27	23.33	286.16
2019-11-19	87.64	364.83	23.97	286.07
2019-11-20	87.28	368.72	23.48	285.01
2019-11-21	86.74	364.27	23.66	284.55
2019-11-22	87.29	369.14	22.20	285.18
2019-11-25	88.69	370.92	22.42	287.39
2019-11-26	89.85	371.30	21.93	288.05
2019-11-27	90.93	365.82	22.09	289.33
2019-11-29	90.04	364.01	22.00	288.26
2019-12-02	89.08	353.08	22.32	285.81
2019-12-03	88.50	350.00	22.41	283.89
2019-12-04	88.03	346.78	22.20	285.64
2019-12-05	87.02	343.64	22.02	286.16
2019-12-06	87.58	352.00	22.39	288.77
2019-12-09	87.48	349.13	22.64	287.86
2019-12-10	86.96	345.84	23.26	287.54
2019-12-11	87.44	347.93	23.51	288.36
2019-12-12	88.02	344.24	23.98	290.84
2019-12-13	88.05	339.65	23.89	291.02
2019-12-16	88.46	325.07	25.43	293.02
2019-12-17	89.53	325.07	25.27	293.08
2019-12-18	89.20	328.72	26.21	293.10
2019-12-19	89.61	331.53	26.94	294.30
2019-12-20	89.32	326.06	27.04	295.59
2019-12-23	89.65	335.55	27.95	296.04
2019-12-24	89.46	331.03	28.35	296.05
2019-12-26	93.44	327.97	28.73	297.63
2019-12-27	93.49	328.19	28.69	297.55
2019-12-30	92.34	324.47	27.65	295.91
2019-12-31	92.39	323.83	27.89	296.63
2020-01-02	94.90	331.35	28.68	299.41
2020-01-03	93.75	330.79	29.53	297.14
2020-01-06	95.14	331.77	30.10	298.27
2020-01-07	95.34	335.29	31.27	297.43
2020-01-08	94.60	329.41	32.81	299.02
2020-01-09	95.05	334.35	32.09	301.05
2020-01-10	94.16	327.97	31.88	300.18
2020-01-13	94.57	328.27	34.99	302.25
2020-01-14	93.47	330.38	35.86	301.78
2020-01-15	93.10	327.85	34.57	302.47
2020-01-16	93.90	330.04	34.23	304.98
2020-01-17	93.24	322.23	34.03	305.93
2020-01-21	94.60	311.52	36.48	305.33
2020-01-22	94.37	307.17	37.97	305.37
2020-01-23	94.23	315.91	38.15	305.72
2020-01-24	93.08	321.14	37.65	303.00
2020-01-27	91.42	314.73	37.20	298.14
2020-01-28	92.66	314.69	37.79	301.27
2020-01-29	92.90	320.12	38.73	301.02
2020-01-30	93.53	321.39	42.72	302.00
2020-01-31	100.44	316.39	43.37	296.51
2020-02-03	100.21	314.13	52.00	298.72
2020-02-04	102.48	316.06	59.14	303.27
2020-02-05	101.99	327.60	48.98	306.77
2020-02-06	102.51	339.41	49.93	307.80
2020-02-07	103.96	334.76	49.87	306.16
2020-02-10	106.70	342.63	51.42	308.45
2020-02-11	107.54	342.38	51.63	308.98
2020-02-12	108.00	345.40	51.15	310.97
2020-02-13	107.49	342.82	53.60	310.64
2020-02-14	106.74	340.49	53.34	311.14
2020-02-18	107.78	338.88	57.23	310.34
2020-02-19	108.51	338.30	61.16	311.82
2020-02-20	107.65	336.28	59.96	310.54
2020-02-21	104.80	330.38	60.07	307.34
2020-02-24	100.46	317.90	55.59	297.15
2020-02-25	98.64	304.14	53.33	288.14
2020-02-26	98.98	305.59	51.92	287.08
2020-02-27	94.21	287.76	45.27	274.19
2020-02-28	94.19	275.11	44.53	273.04
2020-03-02	97.70	289.27	49.57	284.86
2020-03-03	95.45	280.62	49.70	276.71
2020-03-04	98.79	283.12	49.97	288.34
2020-03-05	96.20	260.37	48.30	278.75
2020-03-06	95.05	262.33	46.90	274.14
2020-03-09	90.03	227.17	40.53	252.74
2020-03-10	94.59	231.01	43.02	265.81
2020-03-11	91.04	189.08	42.28	252.86
2020-03-12	83.83	154.84	37.37	228.66
2020-03-13	89.25	170.20	36.44	248.21
2020-03-16	84.46	129.61	29.67	221.05
2020-03-17	90.39	124.14	28.68	232.99
2020-03-18	91.50	101.89	24.08	221.19
2020-03-19	94.05	97.71	28.51	221.66
2020-03-20	92.30	95.01	28.50	212.11
2020-03-23	95.14	105.62	28.95	206.68
2020-03-24	97.00	127.68	33.67	225.41
2020-03-25	94.29	158.73	35.95	228.78
2020-03-26	97.77	180.55	35.21	242.14
2020-03-27	95.00	162.00	34.29	234.93
2020-03-30	98.20	152.28	33.48	242.56
2020-03-31	97.49	149.14	34.93	238.94
2020-04-01	95.39	130.70	32.10	228.19
2020-04-02	95.94	123.27	30.30	233.46
2020-04-03	95.33	124.52	32.00	230.08
2020-04-06	99.88	148.77	34.42	245.54
2020-04-07	100.58	141.58	36.36	245.79
2020-04-08	102.15	146.87	36.59	254.04
2020-04-09	102.14	151.84	38.20	257.90
2020-04-13	108.44	147.33	43.40	255.55
2020-04-14	114.17	141.00	47.33	263.08
2020-04-15	115.38	145.98	48.66	257.49
2020-04-16	120.41	134.24	49.68	258.74
2020-04-17	118.75	154.00	50.26	265.73
2020-04-20	119.68	143.61	49.76	261.04
2020-04-21	116.41	136.33	45.78	253.12
2020-04-22	118.17	134.97	48.81	258.74
2020-04-23	119.97	137.74	47.04	258.72
2020-04-24	120.51	128.98	48.34	262.32
2020-04-27	118.80	128.68	53.25	266.11
2020-04-28	115.70	131.30	51.27	264.88
2020-04-29	118.64	139.00	53.37	271.82
2020-04-30	123.70	141.02	52.13	269.29
2020-05-01	114.30	133.37	46.75	262.16
2020-05-04	115.80	131.46	50.75	262.88
2020-05-05	115.89	125.40	51.21	265.31
2020-05-06	117.56	121.86	52.17	263.51
2020-05-07	118.38	128.65	52.00	266.69
2020-05-08	118.98	133.44	54.63	271.10
2020-05-11	120.45	128.91	54.09	271.16
2020-05-12	117.85	125.22	53.96	265.75
2020-05-13	118.40	121.50	52.73	261.05
2020-05-14	119.44	122.52	53.56	264.18
2020-05-15	120.49	120.00	53.28	265.39
2020-05-18	121.31	135.44	54.24	273.48
2020-05-19	122.47	130.44	53.87	270.67
2020-05-20	124.90	133.32	54.37	275.27
2020-05-21	122.34	139.00	55.17	273.37
2020-05-22	121.84	137.53	54.46	273.88
2020-05-26	121.09	144.73	54.59	277.26
2020-05-27	120.52	149.52	54.68	281.38
2020-05-28	120.06	149.82	53.72	280.86
2020-05-29	122.12	145.85	55.67	282.12
2020-06-01	123.55	151.39	59.87	283.26
2020-06-02	123.62	153.31	58.77	285.60
2020-06-03	123.92	173.16	58.86	289.40
2020-06-04	123.03	184.30	57.63	288.64
2020-06-05	124.15	205.43	59.04	296.04
2020-06-08	126.20	230.50	63.33	299.62
2020-06-09	130.04	216.74	62.71	297.38
2020-06-10	132.37	203.41	68.34	295.73
2020-06-11	127.90	170.00	64.86	278.68
2020-06-12	127.25	189.51	62.35	282.01
2020-06-15	128.63	190.94	66.06	284.65
2020-06-16	130.76	197.77	65.48	290.13
2020-06-17	132.05	192.54	66.12	288.92
2020-06-18	132.70	192.29	66.93	289.03
2020-06-19	133.75	187.02	66.73	287.38
2020-06-22	135.69	188.52	66.29	289.22
2020-06-23	138.22	187.88	66.79	290.56
2020-06-24	136.72	176.69	64.06	283.14
2020-06-25	137.73	174.88	65.73	286.18
2020-06-26	134.64	170.01	63.98	279.38
2020-06-29	134.02	194.49	67.29	283.49
2020-06-30	137.94	183.30	71.99	287.12
2020-07-01	143.93	180.32	74.64	289.13
2020-07-02	144.51	180.81	80.58	290.72
2020-07-06	152.85	187.91	91.44	295.21
2020-07-07	150.01	178.88	92.66	292.17
2020-07-08	154.06	180.08	91.06	294.40
2020-07-09	159.13	173.28	92.95	292.72
2020-07-10	160.00	178.44	102.98	295.71
2020-07-13	155.20	175.65	99.80	293.15
2020-07-14	154.20	179.96	101.12	296.95
2020-07-15	150.44	187.94	103.07	299.68
2020-07-16	149.99	178.70	100.04	298.69
2020-07-17	148.10	175.66	100.06	299.56
2020-07-20	159.84	174.42	109.53	301.98
2020-07-21	156.91	178.63	104.56	302.62
2020-07-22	155.00	179.79	106.16	304.35
2020-07-23	149.33	176.45	100.87	300.71
2020-07-24	150.45	173.76	94.47	298.78
2020-07-27	152.76	170.21	102.64	300.96
2020-07-28	150.02	170.84	98.43	299.05
2020-07-29	151.68	166.01	99.94	302.73
2020-07-30	152.59	161.95	99.17	301.64
2020-07-31	158.23	158.00	95.38	304.03
2020-08-03	155.59	162.27	99.00	306.14
2020-08-04	156.94	165.07	99.13	307.32
2020-08-05	160.25	174.28	99.00	309.23
2020-08-06	161.25	172.20	99.31	311.30
2020-08-07	158.37	170.02	96.85	311.52
2020-08-10	157.41	179.41	94.57	312.46
2020-08-11	154.03	180.13	91.63	309.88
2020-08-12	158.11	175.44	103.65	314.20
2020-08-13	158.05	174.73	108.07	313.63
2020-08-14	157.40	178.08	110.05	313.64
2020-08-17	159.12	172.01	122.38	314.63
2020-08-18	165.62	170.23	125.81	315.31
2020-08-19	163.02	169.27	125.24	314.00
2020-08-20	164.87	169.58	133.46	314.98
2020-08-21	164.24	167.50	136.67	316.10
2020-08-24	165.37	178.27	134.28	319.30
2020-08-25	167.32	174.73	134.89	320.42
2020-08-26	172.09	171.90	143.54	323.63
2020-08-27	170.00	174.20	149.25	324.34
2020-08-28	170.09	175.80	147.56	326.43
2020-08-31	172.55	171.82	166.11	325.25
2020-09-01	174.96	172.10	158.35	328.31
2020-09-02	176.57	174.78	149.12	333.06
2020-09-03	168.40	168.77	135.67	321.60
2020-09-04	164.73	171.05	139.44	318.97
2020-09-08	157.49	161.08	110.07	310.26
2020-09-09	163.43	160.78	122.09	316.38
2020-09-10	158.76	157.69	123.78	310.89
2020-09-11	155.81	160.23	124.24	311.05
2020-09-14	155.15	165.35	139.87	315.15
2020-09-15	157.81	163.49	149.92	316.74
2020-09-16	153.90	167.46	147.25	315.48
2020-09-17	150.44	167.53	141.14	312.71
2020-09-18	147.75	161.14	147.38	309.11
2020-09-21	148.02	156.35	149.80	305.67
2020-09-22	156.45	156.80	141.41	308.78
2020-09-23	149.99	151.18	126.79	301.62
2020-09-24	150.99	146.05	129.26	302.42
2020-09-25	154.76	156.03	135.78	307.31
2020-09-28	158.70	166.08	140.40	312.42
2020-09-29	157.24	163.60	139.69	310.71
2020-09-30	157.44	165.26	143.00	313.07
2020-10-01	161.06	167.86	149.39	315.08
2020-10-02	156.25	168.08	138.36	312.09
2020-10-05	159.96	171.20	141.89	317.62
2020-10-06	155.00	159.54	137.99	313.11
2020-10-07	159.78	164.61	141.77	318.56
2020-10-08	159.53	168.00	141.97	321.38
2020-10-09	164.33	167.33	144.67	324.25
2020-10-12	172.15	167.35	147.43	329.47
2020-10-13	172.18	162.14	148.88	327.32
2020-10-14	168.19	163.24	153.77	325.26
2020-10-15	166.93	164.24	149.63	324.86
2020-10-16	163.64	167.35	146.56	324.66
2020-10-19	160.36	167.11	143.61	319.73
2020-10-20	160.85	167.24	140.65	321.01
2020-10-21	159.25	163.86	140.88	320.40
2020-10-22	158.82	169.07	141.93	322.16
2020-10-23	160.22	167.36	140.21	323.25
2020-10-26	160.35	160.83	140.09	317.28
2020-10-27	164.32	155.24	141.56	316.18
2020-10-28	158.14	148.14	135.34	305.38
2020-10-29	160.55	148.29	136.94	308.48
2020-10-30	151.81	144.39	129.35	305.26
2020-11-02	150.22	148.60	133.50	308.69
2020-11-03	152.42	153.65	141.30	314.14
2020-11-04	162.06	151.63	140.33	321.16
2020-11-05	166.10	157.09	146.03	327.42
2020-11-06	165.57	157.74	143.32	327.35
2020-11-09	157.19	179.36	140.42	331.46
2020-11-10	151.75	188.69	136.79	330.97
2020-11-11	156.87	182.15	139.04	333.43
2020-11-12	155.51	176.72	137.25	330.20
2020-11-13	156.44	187.11	136.17	334.77
2020-11-16	156.55	202.40	136.03	338.95
2020-11-17	156.78	210.05	147.20	337.12
2020-11-18	155.27	203.30	162.21	333.07
2020-11-19	155.85	205.67	166.42	334.47
2020-11-20	154.97	199.62	163.20	332.18
2020-11-23	154.92	211.53	173.95	334.17
2020-11-24	155.90	218.49	185.13	339.55
2020-11-25	159.25	217.61	191.33	339.03
2020-11-27	159.77	216.50	195.25	339.98
2020-11-30	158.40	210.71	189.20	338.47
2020-12-01	161.00	213.01	194.92	342.17
2020-12-02	160.18	223.85	189.61	342.89
2020-12-03	159.34	237.20	197.79	342.80
2020-12-04	158.13	232.71	199.68	345.75
2020-12-07	157.90	238.17	213.92	345.04
2020-12-08	158.86	236.57	216.63	346.05
2020-12-09	155.21	232.06	201.49	342.95
2020-12-10	155.07	234.43	209.02	342.84
2020-12-11	155.82	230.33	203.33	342.43
2020-12-14	157.85	228.62	213.28	340.90
2020-12-15	158.26	229.50	211.08	345.51
2020-12-16	162.05	225.87	207.59	346.05
2020-12-17	161.80	221.24	218.63	347.99
2020-12-18	160.08	219.75	231.67	346.60
2020-12-21	160.31	219.31	216.62	345.36
2020-12-22	160.33	218.78	213.45	344.78
2020-12-23	159.26	219.69	215.33	345.09
2020-12-24	158.63	217.15	220.59	346.43
2020-12-28	164.20	216.09	221.23	349.40
2020-12-29	166.10	216.25	222.00	348.74
2020-12-30	164.29	216.67	231.59	349.24
2020-12-31	162.85	214.06	235.22	351.01
2021-01-04	159.33	202.72	243.26	346.23
2021-01-05	160.93	211.63	245.04	348.62
2021-01-06	156.92	211.03	251.99	350.70
2021-01-07	158.11	212.71	272.01	355.91
2021-01-08	159.13	209.90	293.34	357.94
2021-01-11	155.71	206.79	270.40	355.53
2021-01-12	156.04	208.41	283.15	355.60
2021-01-13	158.29	207.21	284.80	356.56
2021-01-14	156.37	209.91	281.67	355.31
2021-01-15	155.21	204.32	275.39	352.72
2021-01-19	156.04	210.71	281.52	355.49
2021-01-20	163.17	211.45	283.48	360.41
2021-01-21	165.35	207.41	281.66	360.74
2021-01-22	164.61	205.84	282.21	359.46
2021-01-25	164.70	203.36	293.60	360.88
2021-01-26	166.31	202.06	294.36	360.31
2021-01-27	161.63	194.03	288.05	351.51
2021-01-28	161.88	197.23	278.48	354.53
2021-01-29	160.31	194.19	264.51	347.43
2021-02-01	167.14	195.84	279.94	353.22
2021-02-02	169.00	200.94	290.93	358.21
2021-02-03	165.63	207.39	284.90	358.49
2021-02-04	166.55	210.64	283.33	362.57
2021-02-05	167.61	207.93	284.08	363.99
2021-02-08	166.15	211.95	287.81	366.62
2021-02-09	165.25	215.12	283.15	366.38
2021-02-10	164.33	211.92	268.27	366.22
2021-02-11	163.11	210.66	270.55	366.81
2021-02-12	163.89	210.98	272.04	368.62
2021-02-16	163.45	217.18	265.41	368.30
2021-02-17	165.43	215.52	266.05	368.39
2021-02-18	166.41	208.48	262.46	366.82
2021-02-19	162.49	217.47	260.43	366.17
2021-02-22	159.04	212.88	238.17	363.36
2021-02-23	159.73	212.12	232.95	363.80
2021-02-24	157.98	229.34	247.34	367.81
2021-02-25	152.86	216.45	227.41	358.94
2021-02-26	154.65	212.01	225.17	357.09
2021-03-01	157.31	224.39	239.48	365.75
2021-03-02	154.73	223.14	228.81	362.90
2021-03-03	150.25	228.56	217.73	358.09
2021-03-04	148.88	224.71	207.15	353.66
2021-03-05	150.02	223.22	199.32	360.16
2021-03-08	147.60	224.03	187.67	358.37
2021-03-09	153.14	230.61	224.53	363.49
2021-03-10	152.88	245.34	222.69	365.75
2021-03-11	155.68	252.00	233.20	369.46
2021-03-12	154.47	269.19	231.24	369.96
2021-03-15	154.08	265.63	235.98	372.16
2021-03-16	154.59	255.21	225.63	371.69
2021-03-17	156.79	263.59	233.94	372.96
2021-03-18	151.40	256.06	217.72	367.53
2021-03-19	153.75	255.82	218.29	366.85
2021-03-22	155.54	251.23	223.33	369.78
2021-03-23	156.88	241.25	220.72	366.87
2021-03-24	154.35	239.24	210.09	365.01
2021-03-25	152.31	247.19	213.46	367.06
2021-03-26	152.60	244.87	206.24	372.98
2021-03-29	153.79	250.52	203.76	372.79
2021-03-30	152.76	252.01	211.87	371.80
2021-03-31	154.70	254.72	222.64	373.31
2021-04-01	158.05	252.96	220.58	377.34
2021-04-05	161.34	259.36	230.35	382.75
2021-04-06	161.19	255.17	230.54	382.53
2021-04-07	163.97	252.58	223.66	382.97
2021-04-08	164.96	254.95	227.93	384.79
2021-04-09	168.61	252.36	225.67	387.58
2021-04-12	168.97	249.52	233.99	387.73
2021-04-13	170.00	253.27	254.11	388.88
2021-04-14	166.65	252.43	244.08	387.55
2021-04-15	168.95	251.11	246.28	391.71
2021-04-16	169.97	248.18	246.59	393.02
2021-04-19	168.60	244.15	238.21	391.09
2021-04-20	166.73	234.06	239.66	388.23
2021-04-21	168.10	235.92	248.04	391.90
2021-04-22	165.45	234.33	239.90	388.32
2021-04-23	167.04	238.38	243.13	392.53
2021-04-26	170.45	241.44	246.07	393.35
2021-04-27	170.87	242.47	234.91	393.26
2021-04-28	172.93	235.46	231.47	393.15
2021-04-29	173.57	235.94	225.67	395.66
2021-04-30	173.37	234.31	236.48	393.06
2021-05-03	169.32	235.19	228.30	393.90
2021-05-04	165.59	233.63	224.53	391.47
2021-05-05	163.53	228.18	223.65	391.60
2021-05-06	165.32	229.81	221.18	394.72
2021-05-07	164.58	235.47	224.12	397.60
2021-05-10	159.52	232.93	209.68	393.66
2021-05-11	161.20	228.88	205.73	390.15
2021-05-12	157.60	220.78	196.63	381.86
2021-05-13	158.07	222.64	190.56	386.44
2021-05-14	161.15	228.47	196.58	392.38
2021-05-17	163.52	227.98	192.28	391.38
2021-05-18	161.61	227.55	192.62	388.01
2021-05-19	161.59	224.42	187.82	386.99
2021-05-20	162.38	227.65	195.59	391.15
2021-05-21	160.15	234.82	193.63	390.83
2021-05-24	162.25	237.44	202.15	394.82
2021-05-25	162.95	240.74	201.56	393.94
2021-05-26	163.26	241.37	206.38	394.72
2021-05-27	161.51	250.70	210.28	394.93
2021-05-28	161.15	247.02	208.41	395.64
2021-06-01	160.93	254.73	207.97	395.29
2021-06-02	161.70	255.62	201.71	395.91
2021-06-03	159.35	250.32	190.95	394.44
2021-06-04	160.31	249.92	199.68	398.05
2021-06-07	159.90	252.66	201.71	397.66
2021-06-08	163.21	252.76	201.20	397.75
2021-06-09	164.06	248.06	199.59	397.15
2021-06-10	167.48	248.34	203.37	399.00
2021-06-11	167.34	247.28	203.30	399.66
2021-06-14	169.19	245.14	205.90	400.55
2021-06-15	169.16	246.54	199.79	399.82
2021-06-16	170.76	242.27	201.62	397.59
2021-06-17	174.46	239.22	205.53	397.46
2021-06-18	174.35	237.35	207.77	392.09
2021-06-21	172.70	245.28	206.94	397.71
2021-06-22	175.27	243.78	207.90	399.83
2021-06-23	175.19	243.57	218.86	399.35
2021-06-24	172.45	250.57	226.61	401.71
2021-06-25	170.07	248.38	223.96	403.14
2021-06-28	172.19	239.96	229.57	403.95
2021-06-29	172.41	235.76	226.92	404.17
2021-06-30	172.01	239.56	226.57	404.51
2021-07-01	171.65	239.73	225.97	406.75
2021-07-02	175.55	236.68	226.30	409.86
2021-07-06	183.79	236.14	219.86	409.11
2021-07-07	184.83	231.78	214.88	410.56
2021-07-08	186.57	236.77	217.60	407.21
2021-07-09	185.97	239.59	218.98	411.56
2021-07-12	185.93	238.29	228.57	413.03
2021-07-13	183.87	228.20	222.85	411.63
2021-07-14	184.08	224.45	217.79	412.24
2021-07-15	181.56	222.76	216.87	410.83
2021-07-16	178.68	217.74	214.74	407.61
2021-07-19	177.48	206.99	215.41	401.59
2021-07-20	178.66	217.15	220.17	407.35
2021-07-21	179.26	222.54	218.43	410.64
2021-07-22	181.90	220.87	216.42	411.50
2021-07-23	182.83	221.52	214.46	415.74
2021-07-26	184.99	225.85	219.21	416.76
2021-07-27	181.32	222.27	214.93	414.86
2021-07-28	181.52	231.57	215.66	414.69
2021-07-29	180.00	231.63	225.78	416.41
2021-07-30	166.38	226.48	229.07	414.39
2021-08-02	166.57	225.34	236.56	413.52
2021-08-03	168.31	229.09	236.58	416.88
2021-08-04	167.74	226.63	236.97	414.83
2021-08-05	168.80	229.94	238.21	417.46
2021-08-06	167.25	231.33	233.03	418.15
2021-08-09	167.09	232.27	237.92	417.81
2021-08-10	166.03	235.78	236.66	418.33
2021-08-11	164.61	239.49	235.94	419.37
2021-08-12	165.18	238.18	240.75	420.62
2021-08-13	164.70	234.46	239.06	421.39
2021-08-16	164.95	229.06	228.72	422.38
2021-08-17	162.10	222.22	221.90	419.61
2021-08-18	160.06	219.00	229.66	415.02
2021-08-19	159.39	212.16	224.49	415.66
2021-08-20	160.00	212.67	226.75	418.97
2021-08-23	163.29	219.40	235.43	422.65
2021-08-24	165.29	221.43	236.16	423.33
2021-08-25	164.96	221.03	237.07	424.21
2021-08-26	165.80	216.50	233.72	421.71
2021-08-27	167.48	221.75	237.31	425.48
2021-08-30	171.08	217.66	243.64	427.35
2021-08-31	173.54	219.50	245.24	426.72
2021-09-01	173.95	218.12	244.70	426.94
2021-09-02	173.16	220.83	244.13	428.26
2021-09-03	173.90	218.17	244.52	428.15
2021-09-07	175.46	214.24	250.97	426.62
2021-09-08	176.27	211.38	251.29	426.10
2021-09-09	174.21	213.94	251.62	424.28
2021-09-10	173.46	210.30	245.42	420.93
2021-09-13	172.86	214.48	247.67	422.01
2021-09-14	172.50	211.57	248.16	419.73
2021-09-15	173.79	214.22	251.94	423.24
2021-09-16	174.41	213.36	252.33	422.57
2021-09-17	173.13	213.36	253.16	418.45
2021-09-20	167.79	209.50	243.39	411.48
2021-09-21	167.18	208.51	246.46	411.09
2021-09-22	169.00	216.98	250.65	415.10
2021-09-23	170.80	221.10	251.21	420.14
2021-09-24	171.28	221.39	258.13	420.83
2021-09-27	170.29	224.16	263.79	419.63
2021-09-28	165.80	218.41	259.19	411.17
2021-09-29	165.06	225.36	260.44	411.86
2021-09-30	164.25	219.94	258.49	406.83
2021-10-01	164.16	226.00	258.41	411.67
2021-10-04	159.49	223.79	260.51	406.36
2021-10-05	161.05	224.42	260.20	410.58
2021-10-06	163.10	224.99	260.92	412.29
2021-10-07	165.12	226.48	264.54	415.86
2021-10-08	164.43	226.39	261.83	415.10
2021-10-11	162.32	226.45	263.98	412.09
2021-10-12	162.37	223.57	268.57	411.08
2021-10-13	164.21	221.78	270.36	412.56
2021-10-14	164.99	217.44	272.77	419.50
2021-10-15	170.45	217.04	281.01	422.69
2021-10-18	172.34	216.98	290.04	423.94
2021-10-19	172.21	215.97	288.09	427.21
2021-10-20	170.75	216.17	288.60	428.89
2021-10-21	171.75	214.34	298.00	430.01
2021-10-22	166.78	212.97	303.23	429.56
2021-10-25	166.02	212.87	341.62	431.87
2021-10-26	168.80	209.81	339.48	432.26
2021-10-27	169.62	206.61	345.95	430.34
2021-10-28	172.33	207.85	359.01	434.49
2021-10-29	168.62	207.03	371.33	435.38
2021-11-01	165.91	214.58	402.86	436.12
2021-11-02	165.64	212.77	390.67	437.89
2021-11-03	169.20	213.38	404.62	440.56
2021-11-04	173.85	213.03	409.97	442.64
2021-11-05	175.95	224.46	407.36	444.17
2021-11-08	174.45	222.68	387.65	444.55
2021-11-09	178.81	220.79	341.17	443.08
2021-11-10	174.10	218.50	355.98	439.52
2021-11-11	173.63	219.38	354.50	439.66
2021-11-12	176.26	220.96	344.47	442.98
2021-11-15	177.28	233.09	337.80	443.13
2021-11-16	177.04	225.80	351.58	444.88
2021-11-17	177.45	226.62	363.00	443.80
2021-11-18	184.80	227.25	365.46	445.31
2021-11-19	183.83	214.13	379.02	444.51
2021-11-22	178.63	209.90	385.62	443.26
2021-11-23	179.00	209.13	369.68	443.85
2021-11-24	179.02	210.60	372.00	445.04
2021-11-26	175.23	199.21	360.64	435.11
2021-11-29	178.08	198.50	379.00	440.45
2021-11-30	175.35	197.85	381.59	431.88
2021-12-01	172.19	188.19	365.00	427.08
2021-12-02	171.87	202.38	361.53	433.62
2021-12-03	169.49	198.49	338.32	429.85
2021-12-06	171.37	205.88	336.34	434.94
2021-12-07	176.16	208.83	350.58	443.94
2021-12-08	176.16	211.03	356.32	445.11
2021-12-09	174.17	207.56	334.60	442.11
2021-12-10	172.21	205.06	339.01	446.27
2021-12-13	169.57	197.40	322.14	442.31
2021-12-14	169.09	195.50	319.50	439.27
2021-12-15	173.32	195.43	325.33	446.14
2021-12-16	168.87	190.79	308.97	442.20
2021-12-17	170.02	192.63	310.86	437.49
2021-12-20	167.08	188.48	299.98	432.84
2021-12-21	170.42	199.52	312.84	440.53
2021-12-22	171.04	201.69	336.29	444.93
2021-12-23	171.07	204.22	355.67	447.70
2021-12-27	169.67	203.17	364.65	454.04
2021-12-28	170.66	206.13	362.82	453.67
2021-12-29	169.20	203.66	362.06	454.25
2021-12-30	168.64	202.71	356.78	452.99
2021-12-31	166.72	201.32	352.26	451.85
2022-01-03	170.40	207.86	399.93	454.47
2022-01-04	167.52	213.63	383.20	454.31
2022-01-05	164.36	213.07	362.71	445.59
2022-01-06	163.25	211.34	354.90	445.17
2022-01-07	162.55	215.50	342.32	443.41
2022-01-10	161.49	209.31	352.71	442.86
2022-01-11	165.36	216.02	354.80	446.89
2022-01-12	165.21	217.45	368.74	448.10
2022-01-13	161.21	223.90	343.85	441.93
2022-01-14	162.14	225.96	349.87	442.11
2022-01-18	158.92	225.01	343.50	434.28
2022-01-19	156.30	217.08	331.88	429.77
2022-01-20	151.67	214.19	332.09	425.01
2022-01-21	142.64	205.44	314.63	416.67
2022-01-24	144.54	204.20	310.00	418.44
2022-01-25	139.99	204.10	306.13	413.33
2022-01-26	138.87	194.27	312.47	412.29
2022-01-27	139.64	189.75	276.37	410.26
2022-01-28	143.98	190.57	282.12	420.45
2022-01-31	149.57	200.24	312.24	428.02
2022-02-01	151.19	208.34	310.42	430.91
2022-02-02	150.61	207.52	301.89	435.10
2022-02-03	138.85	206.39	297.05	424.87
2022-02-04	157.64	206.45	307.77	426.87
2022-02-07	157.94	211.92	302.45	425.50
2022-02-08	161.41	213.27	307.33	429.00
2022-02-09	161.19	215.86	310.67	435.28
2022-02-10	159.00	218.75	301.52	427.46
2022-02-11	153.29	212.30	286.67	419.03
2022-02-14	155.17	210.04	291.92	417.66
2022-02-15	156.51	217.73	307.48	424.39
2022-02-16	158.10	218.93	307.80	424.87
2022-02-17	154.65	213.58	292.12	415.79
2022-02-18	152.60	209.03	285.66	413.10
2022-02-22	150.20	198.74	273.84	408.67
2022-02-23	144.83	196.42	254.68	401.42
2022-02-24	151.36	198.43	266.92	407.46
2022-02-25	153.79	201.48	269.96	416.45
2022-02-28	153.56	205.34	290.14	415.39
2022-03-01	151.14	194.91	288.12	409.06
2022-03-02	152.05	197.81	293.30	416.58
2022-03-03	147.90	188.85	279.76	414.51
2022-03-04	145.64	180.84	279.43	411.14
2022-03-07	137.45	169.17	268.19	399.02
2022-03-08	136.01	173.80	274.80	396.00
2022-03-09	139.28	178.56	286.32	406.61
2022-03-10	146.82	178.39	279.43	404.78
2022-03-11	145.52	176.23	265.12	399.63
2022-03-14	141.85	175.52	255.46	396.71
2022-03-15	147.37	179.89	267.30	405.43
2022-03-16	153.10	188.99	280.08	414.42
2022-03-17	157.24	190.19	290.53	419.61
2022-03-18	161.25	192.83	301.80	424.21
2022-03-21	161.49	185.90	307.05	424.08
2022-03-22	164.89	191.04	331.33	429.04
2022-03-23	163.41	186.04	333.04	423.52
2022-03-24	163.65	189.05	337.97	429.90
2022-03-25	164.77	188.95	336.88	432.00
2022-03-28	168.99	188.16	363.95	435.07
2022-03-29	169.32	193.80	366.52	440.46
2022-03-30	166.30	194.91	364.66	437.74
2022-03-31	163.00	191.50	359.20	431.00
2022-04-01	163.56	190.76	361.53	432.22
2022-04-04	168.35	191.18	381.82	435.92
2022-04-05	164.05	182.65	363.75	430.42
2022-04-06	158.76	178.72	348.59	426.11
2022-04-07	157.78	177.97	352.42	428.26
2022-04-08	154.46	175.20	341.83	427.12
2022-04-11	151.12	175.03	325.31	419.82
2022-04-12	150.79	176.28	328.98	418.26
2022-04-13	155.54	182.87	340.79	423.05
2022-04-14	151.71	181.94	328.33	417.78
2022-04-18	152.79	179.85	334.76	417.95
2022-04-19	158.12	185.98	342.72	424.70
2022-04-20	154.00	183.55	325.73	424.39
2022-04-21	148.30	181.02	336.26	418.04
2022-04-22	144.35	176.92	335.02	406.57
2022-04-25	146.07	175.91	332.67	408.93
2022-04-26	139.39	167.04	292.14	397.08
2022-04-27	138.17	154.46	293.84	398.20
2022-04-28	144.60	154.22	292.50	408.26
2022-04-29	124.28	148.84	290.25	393.17
2022-05-02	124.50	148.61	300.98	395.54
2022-05-03	124.25	153.58	303.08	397.35
2022-05-04	125.93	156.97	317.54	409.45
2022-05-05	116.41	150.47	291.09	394.90
2022-05-06	114.77	148.90	288.55	392.54
2022-05-09	108.79	133.31	262.37	379.97
2022-05-10	108.86	132.95	266.68	380.85
2022-05-11	105.37	129.39	244.67	374.80
2022-05-12	106.93	123.14	242.67	374.41
2022-05-13	113.06	127.20	256.53	383.36
2022-05-16	110.81	124.05	241.46	381.81
2022-05-17	115.37	132.05	253.87	389.66
2022-05-18	107.11	125.52	236.60	373.95
2022-05-19	107.32	127.14	236.47	371.66
2022-05-20	107.59	120.70	221.30	371.82
2022-05-23	107.56	124.07	224.97	378.78
2022-05-24	104.10	119.40	209.39	375.89
2022-05-25	106.78	122.06	219.60	379.21
2022-05-26	111.08	127.73	235.91	386.79
2022-05-27	115.15	132.23	253.21	396.28
2022-05-31	120.21	131.40	252.75	394.06
2022-06-01	121.68	130.65	246.79	390.87
2022-06-02	125.51	140.50	258.33	398.32
2022-06-03	122.35	139.25	234.52	391.78
2022-06-06	124.79	139.24	238.28	392.97
2022-06-07	123.00	140.82	238.89	396.74
2022-06-08	121.18	139.63	241.87	392.43
2022-06-09	116.15