This exercise asks you to explore the joint statistical distribution of the S&P 500 index and the Nasdaq Index. You should proceed as follows.

Go to https://finance.yahoo.com and download the daily data for the S&P index and for the Nasdaq index for the last year. In particular, you will have the closing value of the index for each trading day.

Compute the series of daily returns for both indices as done in Home- work 2.

For each series, compute mean, median, 0.25-quantile, 0.75-quantile and standard deviation. Produce a picture showing the probability distribution of the returns. Produce a picture showing the cumulative distribution function of the returns.

Compute the correlation coefficient for the two indices.

Compute the conditional probability that the daily return on the Nas- daq is positive given that the return on the S&P is negative.

Nasdaq data:

Date	Open	High	Low	Close
10/18/2021	14,839.74	15,026.68	14,833.28	15,021.81
10/15/2021	14,891.24	14,904.98	14,847.97	14,897.34
10/14/2021	14,717.50	14,827.56	14,699.53	14,823.43
10/13/2021	14,537.17	14,589.28	14,471.88	14,571.64
10/12/2021	14,539.09	14,552.71	14,441.60	14,465.92
10/11/2021	14,540.08	14,665.99	14,482.62	14,486.20
10/8/2021	14,694.72	14,699.91	14,569.68	14,579.54
10/7/2021	14,631.80	14,755.72	14,615.14	14,654.02
10/6/2021	14,289.45	14,509.55	14,259.07	14,501.91
10/5/2021	14,312.86	14,508.65	14,299.78	14,433.83
10/4/2021	14,493.12	14,499.74	14,181.69	14,255.48
10/1/2021	14,494.93	14,606.82	14,324.01	14,566.70
9/30/2021	14,582.60	14,632.36	14,444.30	14,448.58
9/29/2021	14,614.88	14,676.62	14,493.67	14,512.44
9/28/2021	14,787.21	14,817.74	14,539.88	14,546.68
9/27/2021	14,954.18	15,003.16	14,864.96	14,969.97
9/24/2021	14,961.62	15,067.56	14,946.57	15,047.70
9/23/2021	14,960.00	15,085.44	14,932.52	15,052.24
9/22/2021	14,800.59	14,950.12	14,767.02	14,896.85
9/21/2021	14,803.36	14,847.03	14,696.47	14,746.40
9/20/2021	14,758.14	14,841.82	14,530.07	14,713.90
9/17/2021	15,163.36	15,166.56	14,998.73	15,043.97
9/16/2021	15,120.09	15,205.50	15,047.14	15,181.92
9/15/2021	15,071.34	15,174.38	14,984.68	15,161.53
9/14/2021	15,168.45	15,181.19	15,008.30	15,037.76
9/13/2021	15,211.43	15,215.44	15,030.85	15,105.58
9/10/2021	15,332.92	15,349.47	15,111.31	15,115.49
9/9/2021	15,296.06	15,352.38	15,245.18	15,248.25
9/8/2021	15,360.35	15,360.34	15,206.61	15,286.64
9/7/2021	15,375.98	15,403.44	15,343.28	15,374.33
9/3/2021	15,313.41	15,375.56	15,283.67	15,363.52
9/2/2021	15,358.47	15,380.07	15,285.35	15,331.18
9/1/2021	15,308.98	15,379.50	15,302.11	15,309.38
8/31/2021	15,262.88	15,278.96	15,202.67	15,259.24
8/30/2021	15,165.94	15,288.08	15,165.12	15,265.89
8/27/2021	14,969.77	15,144.48	14,966.52	15,129.50
8/26/2021	15,025.17	15,059.63	14,939.56	14,945.81
8/25/2021	15,039.03	15,059.43	15,011.58	15,041.86
8/24/2021	14,978.14	15,034.89	14,965.54	15,019.80
8/23/2021	14,776.98	14,963.47	14,776.98	14,942.65
8/20/2021	14,571.53	14,722.16	14,571.53	14,714.66
8/19/2021	14,423.16	14,610.76	14,423.16	14,541.79
8/18/2021	14,636.24	14,697.25	14,516.30	14,525.91
8/17/2021	14,670.56	14,716.95	14,550.88	14,656.18
8/16/2021	14,771.53	14,794.68	14,610.02	14,793.76
8/13/2021	14,825.07	14,850.61	14,797.22	14,822.90
8/12/2021	14,751.36	14,824.31	14,698.94	14,816.26
8/11/2021	14,834.38	14,842.50	14,692.41	14,765.14
8/10/2021	14,887.75	14,894.61	14,754.48	14,788.09
8/9/2021	14,855.76	14,883.81	14,802.69	14,860.18
8/6/2021	14,864.22	14,890.18	14,788.59	14,835.76
8/5/2021	14,794.08	14,896.47	14,776.03	14,895.12
8/4/2021	14,747.21	14,812.38	14,734.12	14,780.53
8/3/2021	14,714.00	14,762.60	14,584.09	14,761.29
8/2/2021	14,758.60	14,770.41	14,665.67	14,681.07
7/30/2021	14,615.85	14,728.79	14,615.85	14,672.68
7/29/2021	14,771.17	14,833.74	14,761.38	14,778.26
7/28/2021	14,715.66	14,798.88	14,645.63	14,762.58
7/27/2021	14,807.95	14,811.08	14,503.75	14,660.58
7/26/2021	14,821.03	14,863.65	14,790.49	14,840.71
7/23/2021	14,753.06	14,846.06	14,698.77	14,836.99
7/22/2021	14,652.72	14,694.19	14,617.87	14,684.60
7/21/2021	14,508.75	14,633.15	14,498.65	14,631.95
7/20/2021	14,330.46	14,555.75	14,271.23	14,498.88
7/19/2021	14,235.98	14,313.59	14,178.66	14,274.98
7/16/2021	14,597.51	14,623.02	14,413.32	14,427.24
7/15/2021	14,635.78	14,650.38	14,451.80	14,543.13
7/14/2021	14,780.90	14,790.55	14,632.95	14,644.95
7/13/2021	14,715.13	14,803.68	14,660.19	14,677.65
7/12/2021	14,743.86	14,761.08	14,672.63	14,733.24
7/9/2021	14,578.43	14,710.20	14,552.26	14,701.92
7/8/2021	14,409.20	14,610.06	14,371.59	14,559.78
7/7/2021	14,753.42	14,755.33	14,580.79	14,665.06
7/6/2021	14,661.55	14,687.00	14,529.80	14,663.64
7/2/2021	14,582.98	14,649.11	14,555.34	14,639.33
7/1/2021	14,493.69	14,533.55	14,439.40	14,522.38
6/30/2021	14,509.85	14,526.81	14,478.06	14,503.95
6/29/2021	14,509.19	14,535.97	14,471.38	14,528.33
6/28/2021	14,417.81	14,505.19	14,417.20	14,500.51
6/25/2021	14,400.81	14,409.08	14,337.65	14,360.39
6/24/2021	14,357.27	14,414.46	14,333.70	14,369.71
6/23/2021	14,263.38	14,317.66	14,246.30	14,271.73
6/22/2021	14,138.29	14,269.77	14,121.00	14,253.27
6/21/2021	14,047.42	14,150.78	13,960.04	14,141.48
6/18/2021	14,096.93	14,129.22	14,009.04	14,030.38
6/17/2021	13,999.13	14,196.21	13,998.93	14,161.35
6/16/2021	14,085.55	14,129.69	13,903.73	14,039.68
6/15/2021	14,166.64	14,171.02	14,052.16	14,072.86
6/14/2021	14,083.47	14,175.45	14,056.67	14,174.14
6/11/2021	14,030.85	14,069.42	14,006.59	14,069.42
6/10/2021	13,933.88	14,031.19	13,904.40	14,020.33
6/9/2021	13,980.23	14,003.50	13,906.45	13,911.75
6/8/2021	13,946.32	13,981.72	13,831.98	13,924.91
6/7/2021	13,802.82	13,889.11	13,784.89	13,881.72
6/4/2021	13,697.25	13,826.82	13,692.01	13,814.49
6/3/2021	13,655.75	13,684.13	13,548.93	13,614.51
6/2/2021	13,743.24	13,775.90	13,689.73	13,756.33
6/1/2021	13,829.06	13,836.17	13,678.77	13,736.48
5/28/2021	13,792.05	13,820.87	13,747.61	13,748.74
5/27/2021	13,742.59	13,776.52	13,701.63	13,736.28
5/26/2021	13,693.94	13,750.16	13,679.59	13,738.00
5/25/2021	13,721.54	13,751.14	13,631.80	13,657.17
5/24/2021	13,557.21	13,708.85	13,551.01	13,661.17
5/21/2021	13,616.19	13,616.58	13,463.27	13,470.99
5/20/2021	13,356.63	13,563.52	13,355.71	13,535.74
5/19/2021	13,078.19	13,304.61	13,072.23	13,299.74
5/18/2021	13,416.90	13,485.34	13,299.93	13,303.64
5/17/2021	13,368.80	13,399.17	13,265.40	13,379.05
5/14/2021	13,255.65	13,460.88	13,242.97	13,429.98
5/13/2021	13,150.94	13,247.88	13,007.24	13,124.99
5/12/2021	13,215.49	13,288.61	13,002.54	13,031.68
5/11/2021	13,115.85	13,423.31	13,107.67	13,389.43
5/10/2021	13,687.60	13,687.93	13,401.75	13,401.86
5/7/2021	13,723.09	13,828.62	13,690.75	13,752.24
5/6/2021	13,557.83	13,635.73	13,439.39	13,632.84
5/5/2021	13,731.13	13,753.05	13,553.93	13,582.42
5/4/2021	13,774.51	13,795.57	13,485.59	13,633.50
5/3/2021	14,031.77	14,042.13	13,881.51	13,895.12
4/30/2021	13,970.73	14,084.76	13,941.63	13,962.68
4/29/2021	14,204.52	14,211.57	13,952.80	14,082.55
4/28/2021	14,082.78	14,133.65	14,034.70	14,051.03
4/27/2021	14,170.91	14,171.24	14,064.28	14,090.22
4/26/2021	14,052.38	14,154.03	14,019.50	14,138.78
4/23/2021	13,861.37	14,062.73	13,856.83	14,016.81
4/22/2021	13,952.57	14,015.87	13,771.04	13,818.41
4/21/2021	13,745.77	13,951.35	13,706.86	13,950.22
4/20/2021	13,894.46	13,927.67	13,698.67	13,786.27
4/19/2021	13,984.58	14,041.79	13,842.57	13,914.77
4/16/2021	14,059.11	14,062.50	13,977.05	14,052.34
4/15/2021	13,983.23	14,049.13	13,970.42	14,038.76
4/14/2021	14,004.08	14,033.63	13,839.04	13,857.84
4/13/2021	13,902.45	14,011.51	13,902.45	13,996.10
4/12/2021	13,854.44	13,877.00	13,783.95	13,850.00
4/9/2021	13,787.02	13,905.41	13,748.35	13,900.19
4/8/2021	13,796.89	13,830.14	13,758.71	13,829.31
4/7/2021	13,675.30	13,733.03	13,653.59	13,688.84
4/6/2021	13,681.67	13,776.71	13,674.28	13,698.38
4/5/2021	13,705.59	13,720.58	13,582.76	13,705.59
4/1/2021	13,414.32	13,487.08	13,404.18	13,480.11
3/31/2021	13,122.57	13,325.54	13,118.38	13,246.87
3/30/2021	13,008.80	13,075.75	12,922.57	13,045.39
3/29/2021	13,103.97	13,143.41	12,968.16	13,059.65
3/26/2021	12,996.03	13,149.55	12,878.72	13,138.72
3/25/2021	12,844.58	13,021.86	12,786.81	12,977.68
3/24/2021	13,289.24	13,292.92	12,961.35	12,961.89
3/23/2021	13,381.44	13,405.15	13,202.43	13,227.70
3/22/2021	13,278.78	13,455.65	13,278.78	13,377.54
3/19/2021	13,119.90	13,252.37	13,039.45	13,215.24
3/18/2021	13,349.20	13,384.46	13,101.93	13,116.17
3/17/2021	13,336.92	13,595.00	13,272.69	13,525.20
3/16/2021	13,523.17	13,620.71	13,397.09	13,471.57
3/15/2021	13,323.47	13,460.35	13,272.50	13,459.71
3/12/2021	13,222.81	13,324.70	13,158.72	13,319.86
3/11/2021	13,273.31	13,433.62	13,246.32	13,398.67
3/10/2021	13,234.73	13,277.11	13,035.44	13,068.83
3/9/2021	12,923.07	13,151.54	12,882.49	13,073.82
3/8/2021	12,904.26	13,001.00	12,599.23	12,609.16
3/5/2021	12,860.04	12,941.22	12,397.06	12,920.15
3/4/2021	12,953.99	13,068.71	12,553.96	12,723.47
3/3/2021	13,336.25	13,372.52	12,995.07	12,997.75
3/2/2021	13,599.45	13,601.33	13,352.00	13,358.79
3/1/2021	13,406.16	13,596.59	13,362.66	13,588.83
2/26/2021	13,232.90	13,368.06	13,024.53	13,192.35
2/25/2021	13,512.64	13,602.86	13,066.38	13,119.43
2/24/2021	13,400.25	13,607.36	13,286.59	13,597.97
2/23/2021	13,262.61	13,526.09	13,003.98	13,465.20
2/22/2021	13,714.20	13,757.06	13,530.96	13,533.05
2/19/2021	13,929.20	13,985.58	13,842.59	13,874.46
2/18/2021	13,814.67	13,905.96	13,714.35	13,865.36
2/17/2021	13,911.65	13,976.43	13,804.26	13,965.49
2/16/2021	14,152.22	14,175.11	13,995.45	14,047.50
2/12/2021	13,979.21	14,102.04	13,937.71	14,095.47
2/11/2021	14,045.21	14,058.91	13,916.84	14,025.77
2/10/2021	14,093.35	14,109.12	13,845.47	13,972.53
2/9/2021	13,966.82	14,044.95	13,966.56	14,007.70
2/8/2021	13,937.06	13,987.74	13,894.15	13,987.64
2/5/2021	13,824.88	13,878.16	13,761.66	13,856.30
2/4/2021	13,674.06	13,778.42	13,631.62	13,777.74
2/3/2021	13,718.32	13,723.83	13,585.34	13,610.54
2/2/2021	13,543.10	13,652.70	13,535.86	13,612.78
2/1/2021	13,226.18	13,431.46	13,132.47	13,403.39
1/29/2021	13,284.72	13,322.00	12,985.05	13,070.69
1/28/2021	13,323.30	13,507.64	13,316.52	13,337.16
1/27/2021	13,486.58	13,538.42	13,192.91	13,270.60
1/26/2021	13,681.72	13,702.69	13,603.19	13,626.06
1/25/2021	13,681.21	13,728.98	13,368.68	13,635.99
1/22/2021	13,474.81	13,567.14	13,463.66	13,543.06
1/21/2021	13,521.48	13,560.35	13,454.07	13,530.91
1/20/2021	13,342.55	13,486.13	13,329.77	13,457.25
1/19/2021	13,132.73	13,206.86	13,078.70	13,197.18
1/15/2021	13,099.90	13,139.83	12,949.76	12,998.50
1/14/2021	13,174.76	13,220.16	13,098.41	13,112.64
1/13/2021	13,088.01	13,171.15	13,051.07	13,128.95
1/12/2021	13,062.06	13,105.04	12,963.92	13,072.43
1/11/2021	13,048.78	13,138.27	12,999.51	13,036.43
1/8/2021	13,160.22	13,208.09	13,036.55	13,201.98
1/7/2021	12,867.34	13,090.91	12,867.34	13,067.48
1/6/2021	12,666.15	12,909.63	12,649.99	12,740.79
1/5/2021	12,665.65	12,828.27	12,665.65	12,818.96
1/4/2021	12,958.52	12,958.73	12,543.24	12,698.45
12/31/2020	12,877.09	12,902.07	12,821.23	12,888.28
12/30/2020	12,906.51	12,924.93	12,857.76	12,870.00
12/29/2020	12,965.39	12,973.33	12,821.97	12,850.22
12/28/2020	12,914.64	12,930.89	12,827.45	12,899.42
12/24/2020	12,791.54	12,833.55	12,767.64	12,804.73
12/23/2020	12,834.94	12,841.92	12,758.67	12,771.11
12/22/2020	12,785.22	12,840.57	12,695.31	12,807.92
12/21/2020	12,596.14	12,751.27	12,525.22	12,742.52
12/18/2020	12,804.93	12,809.60	12,654.61	12,755.64
12/17/2020	12,730.78	12,765.25	12,696.35	12,764.75
12/16/2020	12,611.04	12,687.32	12,566.38	12,658.19
12/15/2020	12,543.26	12,596.13	12,465.42	12,595.06
12/14/2020	12,447.44	12,543.00	12,432.71	12,440.04
12/11/2020	12,336.79	12,383.50	12,246.77	12,377.87
12/10/2020	12,247.55	12,431.56	12,214.74	12,405.81
12/9/2020	12,591.69	12,607.15	12,290.78	12,338.95
12/8/2020	12,503.17	12,594.54	12,453.21	12,582.77
12/7/2020	12,461.00	12,536.23	12,460.55	12,519.95
12/4/2020	12,399.32	12,464.23	12,376.44	12,464.23
12/3/2020	12,369.26	12,439.02	12,356.98	12,377.18
12/2/2020	12,285.75	12,360.06	12,217.35	12,349.37
12/1/2020	12,313.36	12,405.79	12,263.93	12,355.11
11/30/2020	12,224.25	12,244.65	12,027.16	12,198.74
11/27/2020	12,159.18	12,236.23	12,154.57	12,205.85
11/25/2020	12,053.89	12,114.77	12,020.95	12,094.40
11/24/2020	11,939.33	12,049.88	11,863.45	12,036.79
11/23/2020	11,916.76	11,949.33	11,796.53	11,880.63
11/20/2020	11,892.70	11,935.47	11,852.51	11,854.97
11/19/2020	11,779.04	11,912.63	11,760.98	11,904.71
11/18/2020	11,896.06	11,942.49	11,799.96	11,801.60
11/17/2020	11,913.35	11,950.18	11,852.41	11,899.34
11/16/2020	11,847.11	11,937.72	11,814.89	11,924.13
11/13/2020	11,794.94	11,849.79	11,715.52	11,829.29
11/12/2020	11,802.50	11,847.84	11,666.38	11,709.59
11/11/2020	11,656.65	11,793.57	11,638.90	11,786.43
11/10/2020	11,622.44	11,665.87	11,424.61	11,553.86
11/9/2020	12,046.66	12,108.07	11,703.49	11,713.78
11/6/2020	11,869.90	11,920.54	11,737.13	11,895.23
11/5/2020	11,816.33	11,924.28	11,784.15	11,890.93
11/4/2020	11,443.78	11,663.31	11,394.21	11,590.78
11/3/2020	11,038.66	11,213.92	11,004.84	11,160.57
11/2/2020	11,010.45	11,071.08	10,830.95	10,957.61
10/30/2020	11,103.47	11,129.81	10,822.57	10,911.59
10/29/2020	11,064.47	11,287.63	11,030.19	11,185.59
10/28/2020	11,230.90	11,249.95	10,999.07	11,004.87
10/27/2020	11,409.34	11,465.06	11,361.86	11,431.35
10/26/2020	11,440.64	11,545.63	11,221.06	11,358.94
10/23/2020	11,536.01	11,548.85	11,434.86	11,548.28
10/22/2020	11,526.98	11,548.77	11,369.29	11,506.01
10/21/2020	11,530.39	11,613.79	11,476.08	11,484.69
10/20/2020	11,531.83	11,632.89	11,471.23	11,516.49
10/19/2020	11,732.34	11,778.11	11,454.57	11,478.88

S&P data:

There are 3 Steps involved in it

Step: 1

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

Step: 3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Numerical Analysis

Authors: Richard L Burden, J Douglas Faires, Annette M Burden

10th Edition

1305465350, 9781305465350

More Books

Students also viewed these Mathematics questions

Question

★★★★★

Cite the differences between type I and type II superconductors.

Answered: 1 week ago

Question

★★★★★

Mary Torres owns and operates a bakery. During the past week, she sold 500 loaves of bread at $2.25 per loaf. The raw materials for each loaf cost Ms. Torres $1.80. In your working papers, write the...

Answered: 1 week ago

Question

★★★★★

What was the influence of the type of measurement used for the dependent variable?

Answered: 1 week ago

Question

★★★★★

Faune Furniture Co. consists of two divisions, Bedroom Division and Dining Room Division. The results of operations for the most recent quarter are: (a) Determine the company's sales mix. (b)...

Answered: 1 week ago

Question

★★★★★

Requirements 1. Determine the direct material price and quantity variances. Be sure to label each variance as favorable or unfavorable. 2. Think of a plausible explanation for the variances found in...

Answered: 1 week ago

Question

★★★★★

All questions need an answer AMT 105 - Project Instruction Sheet - G9 E HOLE ATTERN (4 of 7) SEE HOLE 6.54 PATTERN OUR PLACE 3.42 F 4.38 4 2.16 2.344 O O O O 1.59 .25 0.O: 0 1.57 O O O 3.14 SEE HOLE...

Answered: 1 week ago

Question

★★★★★

11. Given the following Venn diagram, the number shown represent the number of items in each section. For example, there are 18 items in A only. Find n(S) a. b. Find P(C) C. Find n(AB)' 8 d. B Find...

Answered: 1 week ago

Question

★★★★★

For Exercises 19-26, refer to the functions r, p, and q. Find the indicated function and write the domain in interval notation. (See Example 3) r(x) = -3x 19. (r - p)(x) p(x) = x + 3x q(x) = 1-x 20....

Answered: 1 week ago

Question

★★★★★

We tend to think of work center scheduling and the Theory of Constraints in a manufacturing environment. Bottlenecks exist in every process. Think about the checkout line at Walmart, getting served...

Answered: 1 week ago

Question

★★★★★

A steel tank is to be positioned in an excavation, where a = 20 and P = 445 lb as shown in the figure. P1 30 Using trigonometry, determine the magnitude of the force P such that the resultant R of...

Answered: 1 week ago

Question

★★★★★

Describe one e-commerce business in the retail or services industry that is considered an industry leader. Develop a detailed list of the organization's offerings and how these offerings compare to...

Answered: 1 week ago

Question

★★★★★

Methods for training (include the 11 PMP strategy that you have brainstormed for them in carrying out the training, such as online, classroom, or combined modes of training as well as other training...

Answered: 1 week ago

Question

★★★★★

6. How can hidden knowledge guide our actions?

Answered: 1 week ago

Question

★★★★★

7. How can the models we use have a detrimental effect on others?

Answered: 1 week ago

Question

★★★★★

2. In this chapter, the reader should reflect on the following concepts: Systemic structuring, the displaced error, the communicable part of knowl-edge, tacit knowledge, hidden knowledge, analogy,...

Answered: 1 week ago

---

Previous Question Next Question

View Answer in SolutionInn App

Services

• Sitemap
• Fun
• Definitions
• Become Tutor
• Study Help Categories
• Recent Questions
• Expert Questions

Company Info

• Security
• Copyrights
• Privacy Policy
• Terms & Conditions
• SolutionInn Fee
• Scholarship

Get In Touch

• About Us
• Contact Us
• Career
• Jobs
• FAQ
• Campus Ambassador

Secure Payment

Download Our App

© 2024 SolutionInn. All Rights Reserved

Date	Open	High	Low	Close
10/18/2021	4,463.72	4,488.75	4,447.47	4,486.46
10/15/2021	4,447.69	4,475.82	4,447.69	4,471.37
10/14/2021	4,386.75	4,439.73	4,386.75	4,438.26
10/13/2021	4,358.01	4,372.87	4,329.92	4,363.80
10/12/2021	4,368.31	4,374.89	4,342.09	4,350.65
10/11/2021	4,385.44	4,415.88	4,360.59	4,361.19
10/8/2021	4,406.51	4,412.02	4,386.22	4,391.34
10/7/2021	4,383.73	4,429.97	4,383.73	4,399.76
10/6/2021	4,319.57	4,365.57	4,290.49	4,363.55
10/5/2021	4,309.87	4,369.23	4,309.87	4,345.72
10/4/2021	4,348.84	4,355.51	4,278.94	4,300.46
10/1/2021	4,317.16	4,375.19	4,288.52	4,357.04
9/30/2021	4,370.67	4,382.55	4,306.24	4,307.54
9/29/2021	4,419.54	4,359.46	4,359.46	4,359.46
9/28/2021	4,419.54	4,419.54	4,346.33	4,352.63
9/27/2021	4,442.12	4,457.30	4,436.19	4,443.11
9/24/2021	4,438.04	4,463.12	4,430.27	4,455.48
9/23/2021	4,406.75	4,465.40	4,406.75	4,448.98
9/22/2021	4,367.43	4,416.75	4,367.43	4,395.64
9/21/2021	4,374.45	4,394.87	4,347.96	4,354.19
9/20/2021	4,402.95	4,402.95	4,305.91	4,357.73
9/17/2021	4,469.74	4,471.52	4,427.76	4,432.99
9/16/2021	4,477.09	4,485.87	4,443.80	4,473.75
9/15/2021	4,447.49	4,486.87	4,438.37	4,480.70
9/14/2021	4,479.33	4,485.68	4,435.46	4,443.05
9/13/2021	4,474.81	4,492.99	4,445.70	4,468.73
9/10/2021	4,506.92	4,520.47	4,457.66	4,458.58
9/9/2021	4,513.02	4,529.90	4,492.07	4,493.28
9/8/2021	4,518.09	4,521.79	4,493.95	4,514.07
9/7/2021	4,535.38	4,535.38	4,513.00	4,520.03
9/3/2021	4,532.42	4,541.45	4,521.30	4,535.43
9/2/2021	4,534.48	4,545.85	4,524.66	4,536.95
9/1/2021	4,528.80	4,537.11	4,522.02	4,524.09
8/31/2021	4,529.75	4,531.39	4,515.80	4,522.68
8/30/2021	4,513.76	4,537.36	4,513.76	4,528.79
8/27/2021	4,474.10	4,513.33	4,474.10	4,509.37
8/26/2021	4,493.75	4,495.90	4,468.99	4,470.00
8/25/2021	4,490.45	4,501.71	4,485.66	4,496.19
8/24/2021	4,484.40	4,492.81	4,482.28	4,486.23
8/23/2021	4,450.29	4,489.88	4,450.29	4,479.53
8/20/2021	4,410.56	4,444.35	4,406.80	4,441.67
8/19/2021	4,382.44	4,418.61	4,367.73	4,405.80
8/18/2021	4,440.94	4,454.32	4,397.59	4,400.27
8/17/2021	4,462.12	4,462.12	4,417.83	4,448.08
8/16/2021	4,461.65	4,480.26	4,437.66	4,479.71
8/13/2021	4,464.84	4,468.37	4,460.82	4,468.00
8/12/2021	4,446.08	4,461.77	4,435.96	4,460.83
8/11/2021	4,442.18	4,449.44	4,436.42	4,447.70
8/10/2021	4,435.79	4,445.21	4,430.03	4,436.75
8/9/2021	4,437.77	4,439.39	4,424.74	4,432.35
8/6/2021	4,429.07	4,440.82	4,429.07	4,436.52
8/5/2021	4,408.86	4,429.76	4,408.86	4,429.10
8/4/2021	4,415.95	4,416.17	4,400.23	4,402.66
8/3/2021	4,392.74	4,423.79	4,373.00	4,423.15
8/2/2021	4,406.86	4,422.18	4,384.81	4,387.16
7/30/2021	4,395.12	4,412.25	4,389.65	4,395.26
7/29/2021	4,403.59	4,429.97	4,403.59	4,419.15
7/28/2021	4,402.95	4,415.47	4,387.01	4,400.64
7/27/2021	4,416.38	4,416.38	4,372.51	4,401.46
7/26/2021	4,409.58	4,422.73	4,405.45	4,422.30
7/23/2021	4,381.20	4,415.18	4,381.20	4,411.79
7/22/2021	4,361.27	4,369.87	4,350.06	4,367.48
7/21/2021	4,331.13	4,359.70	4,331.13	4,358.69
7/20/2021	4,265.11	4,336.84	4,262.05	4,323.06
7/19/2021	4,296.40	4,296.40	4,233.13	4,258.49
7/16/2021	4,367.43	4,375.09	4,322.53	4,327.16
7/15/2021	4,369.02	4,369.02	4,340.70	4,360.03
7/14/2021	4,380.11	4,393.68	4,362.36	4,374.30
7/13/2021	4,381.07	4,392.37	4,366.92	4,369.21
7/12/2021	4,372.41	4,386.68	4,364.03	4,384.63
7/9/2021	4,329.38	4,371.60	4,329.38	4,369.55
7/8/2021	4,321.07	4,330.88	4,289.37	4,320.82
7/7/2021	4,351.01	4,361.88	4,329.79	4,358.13
7/6/2021	4,356.46	4,356.46	4,314.37	4,343.54
7/2/2021	4,326.60	4,355.43	4,326.60	4,352.34
7/1/2021	4,300.73	4,320.66	4,300.73	4,319.94
6/30/2021	4,290.65	4,302.43	4,287.96	4,297.50
6/29/2021	4,293.21	4,300.52	4,287.04	4,291.80
6/28/2021	4,284.90	4,292.14	4,274.67	4,290.61
6/25/2021	4,274.45	4,286.12	4,271.16	4,280.70
6/24/2021	4,256.97	4,271.28	4,256.97	4,266.49
6/23/2021	4,249.27	4,256.60	4,241.43	4,241.84
6/22/2021	4,224.61	4,255.84	4,217.27	4,246.44
6/21/2021	4,173.40	4,226.24	4,173.40	4,224.79
6/18/2021	4,204.78	4,204.78	4,164.40	4,166.45
6/17/2021	4,220.37	4,232.29	4,196.05	4,221.86
6/16/2021	4,248.87	4,251.89	4,202.45	4,223.70
6/15/2021	4,255.28	4,257.16	4,238.35	4,246.59
6/14/2021	4,248.31	4,255.59	4,234.07	4,255.15
6/11/2021	4,242.90	4,248.38	4,232.25	4,247.44
6/10/2021	4,228.56	4,249.74	4,220.34	4,239.18
6/9/2021	4,232.99	4,237.09	4,218.74	4,219.55
6/8/2021	4,233.81	4,236.74	4,208.41	4,227.26
6/7/2021	4,229.34	4,232.34	4,215.66	4,226.52
6/4/2021	4,206.05	4,233.45	4,206.05	4,229.89
6/3/2021	4,191.43	4,204.39	4,167.93	4,192.85
6/2/2021	4,206.82	4,217.37	4,198.27	4,208.12
6/1/2021	4,216.52	4,234.12	4,197.59	4,202.04
5/28/2021	4,210.77	4,218.36	4,203.57	4,204.11
5/27/2021	4,201.94	4,213.38	4,197.78	4,200.88
5/26/2021	4,191.59	4,202.61	4,184.11	4,195.99
5/25/2021	4,205.94	4,213.42	4,182.52	4,188.13
5/24/2021	4,170.16	4,209.52	4,170.16	4,197.05
5/21/2021	4,168.61	4,188.72	4,151.72	4,155.86
5/20/2021	4,121.97	4,172.80	4,121.97	4,159.12
5/19/2021	4,098.45	4,116.93	4,061.41	4,115.68
5/18/2021	4,165.94	4,169.15	4,125.99	4,127.83
5/17/2021	4,169.92	4,171.92	4,142.69	4,163.29
5/14/2021	4,129.58	4,183.13	4,129.58	4,173.85
5/13/2021	4,074.99	4,131.58	4,074.99	4,112.50
5/12/2021	4,130.55	4,134.73	4,056.88	4,063.04
5/11/2021	4,150.34	4,162.04	4,111.53	4,152.10
5/10/2021	4,228.29	4,236.39	4,188.13	4,188.43
5/7/2021	4,210.34	4,238.04	4,201.64	4,232.60
5/6/2021	4,169.14	4,202.70	4,147.33	4,201.62
5/5/2021	4,177.06	4,187.72	4,160.94	4,167.59
5/4/2021	4,179.04	4,179.04	4,128.59	4,164.66
5/3/2021	4,191.98	4,209.39	4,188.03	4,192.66
4/30/2021	4,198.10	4,198.10	4,174.85	4,181.17
4/29/2021	4,206.14	4,218.78	4,176.81	4,211.47
4/28/2021	4,185.14	4,201.53	4,181.78	4,183.18
4/27/2021	4,188.25	4,193.35	4,176.22	4,186.72
4/26/2021	4,185.03	4,194.19	4,182.36	4,187.62
4/23/2021	4,138.78	4,194.17	4,138.78	4,180.17
4/22/2021	4,170.46	4,179.57	4,123.69	4,134.98
4/21/2021	4,128.42	4,175.02	4,126.35	4,173.42
4/20/2021	4,159.18	4,159.18	4,118.38	4,134.94
4/19/2021	4,179.80	4,180.81	4,150.47	4,163.26
4/16/2021	4,174.14	4,191.31	4,170.75	4,185.47
4/15/2021	4,139.76	4,173.49	4,139.76	4,170.42
4/14/2021	4,141.58	4,151.69	4,120.87	4,124.66
4/13/2021	4,130.10	4,148.00	4,124.43	4,141.59
4/12/2021	4,124.71	4,131.76	4,114.82	4,127.99
4/9/2021	4,096.11	4,129.48	4,095.51	4,128.80
4/8/2021	4,089.95	4,098.19	4,082.54	4,097.17
4/7/2021	4,074.29	4,083.13	4,068.31	4,079.95
4/6/2021	4,075.57	4,086.23	4,068.14	4,073.94
4/5/2021	4,034.44	4,083.42	4,034.44	4,077.91
4/1/2021	3,992.78	4,020.63	3,992.78	4,019.87
3/31/2021	3,967.25	3,994.41	3,966.98	3,972.89
3/30/2021	3,963.34	3,968.01	3,944.35	3,958.55
3/29/2021	3,969.31	3,981.83	3,943.25	3,971.09
3/26/2021	3,917.12	3,978.19	3,917.12	3,974.54
3/25/2021	3,879.34	3,919.54	3,853.50	3,909.52
3/24/2021	3,919.93	3,942.08	3,889.07	3,889.14
3/23/2021	3,937.60	3,949.13	3,901.57	3,910.52
3/22/2021	3,916.48	3,955.31	3,914.16	3,940.59
3/19/2021	3,913.14	3,930.12	3,886.75	3,913.10
3/18/2021	3,953.50	3,969.62	3,910.86	3,915.46
3/17/2021	3,949.57	3,983.87	3,935.74	3,974.12
3/16/2021	3,973.59	3,981.04	3,953.44	3,962.71
3/15/2021	3,942.96	3,970.08	3,923.54	3,968.94
3/12/2021	3,924.52	3,944.99	3,915.21	3,943.34
3/11/2021	3,915.54	3,960.27	3,915.54	3,939.34
3/10/2021	3,891.99	3,917.35	3,885.73	3,898.81
3/9/2021	3,851.93	3,903.76	3,851.93	3,875.44
3/8/2021	3,844.39	3,881.06	3,819.25	3,821.35
3/5/2021	3,793.58	3,851.69	3,730.19	3,841.94