diff --git a/Artificial Intelligence/Advanced/.DS_Store b/Artificial Intelligence/Advanced/.DS_Store
new file mode 100644
index 000000000..006771211
Binary files /dev/null and b/Artificial Intelligence/Advanced/.DS_Store differ
diff --git a/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/.ipynb_checkpoints/Gold price Prediction By using LSTM-checkpoint.ipynb b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/.ipynb_checkpoints/Gold price Prediction By using LSTM-checkpoint.ipynb
new file mode 100644
index 000000000..363fcab7e
--- /dev/null
+++ b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/.ipynb_checkpoints/Gold price Prediction By using LSTM-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold Price (2013-2023).csv b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold Price (2013-2023).csv
new file mode 100644
index 000000000..d9e8d2b0c
--- /dev/null
+++ b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold Price (2013-2023).csv
@@ -0,0 +1,2584 @@
+"Date","Price","Open","High","Low","Vol.","Change %"
+"12/30/2022","1,826.20","1,821.80","1,832.40","1,819.80","107.50K","0.01%"
+"12/29/2022","1,826.00","1,812.30","1,827.30","1,811.20","105.99K","0.56%"
+"12/28/2022","1,815.80","1,822.40","1,822.80","1,804.20","118.08K","-0.40%"
+"12/27/2022","1,823.10","1,808.20","1,841.90","1,808.00","159.62K","0.74%"
+"12/26/2022","1,809.70","1,805.80","1,811.95","1,805.55","","0.30%"
+"12/23/2022","1,804.20","1,801.00","1,812.20","1,798.90","105.46K","0.50%"
+"12/22/2022","1,795.30","1,823.80","1,829.30","1,792.70","175.77K","-1.65%"
+"12/21/2022","1,825.40","1,827.90","1,833.80","1,821.30","110.18K","0.00%"
+"12/20/2022","1,825.40","1,796.80","1,832.40","1,793.70","197.50K","1.54%"
+"12/19/2022","1,797.70","1,801.60","1,808.60","1,793.20","86.09K","-0.14%"
+"12/16/2022","1,800.20","1,786.90","1,804.20","1,783.90","128.75K","0.69%"
+"12/15/2022","1,787.80","1,818.70","1,819.70","1,782.00","185.32K","-1.70%"
+"12/14/2022","1,818.70","1,822.60","1,825.40","1,806.20","143.80K","-0.37%"
+"12/13/2022","1,825.50","1,792.30","1,836.90","1,791.80","230.91K","1.85%"
+"12/12/2022","1,792.30","1,808.00","1,809.30","1,789.00","107.78K","-1.02%"
+"12/09/2022","1,810.70","1,801.90","1,819.00","1,800.10","150.94K","0.51%"
+"12/08/2022","1,801.50","1,799.50","1,806.90","1,793.20","116.27K","0.19%"
+"12/07/2022","1,798.00","1,783.30","1,803.20","1,780.50","155.57K","0.88%"
+"12/06/2022","1,782.40","1,780.80","1,793.20","1,779.10","127.86K","0.06%"
+"12/05/2022","1,781.30","1,810.50","1,822.90","1,778.10","179.82K","-1.56%"
+"12/02/2022","1,809.60","1,817.00","1,818.70","1,791.80","183.72K","-0.31%"
+"12/01/2022","1,815.20","1,783.10","1,818.40","1,782.90","226.15K","3.14%"
+"11/30/2022","1,759.90","1,763.40","1,784.20","1,758.20","192.24K","-0.22%"
+"11/29/2022","1,763.70","1,754.60","1,773.40","1,752.90","127.32K","0.48%"
+"11/28/2022","1,755.30","1,771.10","1,778.50","1,753.30","128.55K","0.07%"
+"11/25/2022","1,754.00","1,751.00","1,761.20","1,745.90","134.30K","-0.08%"
+"11/24/2022","1,755.35","1,753.05","1,758.95","1,752.55","","0.56%"
+"11/23/2022","1,745.60","1,740.80","1,754.90","1,719.00","167.77K","0.33%"
+"11/22/2022","1,739.90","1,739.70","1,751.00","1,737.60","153.09K","0.02%"
+"11/21/2022","1,739.60","1,752.00","1,755.00","1,733.90","166.08K","-0.84%"
+"11/18/2022","1,754.40","1,763.10","1,769.90","1,749.20","137.33K","-0.49%"
+"11/17/2022","1,763.00","1,777.00","1,777.60","1,756.60","169.10K","-0.72%"
+"11/16/2022","1,775.80","1,782.00","1,788.20","1,773.40","200.76K","-0.06%"
+"11/15/2022","1,776.80","1,774.00","1,791.80","1,770.20","283.02K","-0.01%"
+"11/14/2022","1,776.90","1,769.40","1,778.40","1,755.80","191.35K","0.42%"
+"11/11/2022","1,769.40","1,758.30","1,775.60","1,750.30","227.04K","0.90%"
+"11/10/2022","1,753.70","1,709.70","1,760.60","1,705.50","305.72K","2.33%"
+"11/09/2022","1,713.70","1,715.20","1,725.80","1,705.10","239.65K","-0.13%"
+"11/08/2022","1,716.00","1,678.00","1,720.40","1,667.10","297.62K","2.11%"
+"11/07/2022","1,680.50","1,678.60","1,685.60","1,670.00","187.59K","0.23%"
+"11/04/2022","1,676.60","1,631.70","1,686.40","1,631.10","293.52K","2.80%"
+"11/03/2022","1,630.90","1,639.10","1,643.20","1,618.30","254.70K","-1.16%"
+"11/02/2022","1,650.00","1,651.40","1,673.10","1,637.40","220.93K","0.02%"
+"11/01/2022","1,649.70","1,636.10","1,660.30","1,633.60","197.98K","0.55%"
+"10/31/2022","1,640.70","1,647.20","1,648.50","1,634.50","128.41K","-0.25%"
+"10/28/2022","1,644.80","1,667.20","1,670.90","1,640.70","196.36K","-0.93%"
+"10/27/2022","1,660.30","1,664.10","1,669.20","1,654.40","2.30K","-0.25%"
+"10/26/2022","1,664.40","1,652.30","1,674.00","1,652.30","0.32K","0.67%"
+"10/25/2022","1,653.30","1,649.60","1,660.50","1,637.00","0.59K","0.25%"
+"10/24/2022","1,649.20","1,662.00","1,666.30","1,643.60","0.15K","-0.14%"
+"10/21/2022","1,651.50","1,626.10","1,657.20","1,618.10","0.64K","1.21%"
+"10/20/2022","1,631.80","1,628.90","1,644.30","1,621.20","0.50K","0.17%"
+"10/19/2022","1,629.00","1,652.40","1,654.00","1,628.00","0.30K","-1.31%"
+"10/18/2022","1,650.70","1,651.00","1,660.40","1,647.00","0.72K","-0.49%"
+"10/17/2022","1,658.90","1,646.30","1,667.60","1,645.20","0.60K","0.92%"
+"10/14/2022","1,643.70","1,665.60","1,672.10","1,640.80","0.64K","-1.99%"
+"10/13/2022","1,677.00","1,680.20","1,688.90","1,648.30","237.01K","-0.03%"
+"10/12/2022","1,677.50","1,673.40","1,685.10","1,668.00","131.77K","-0.50%"
+"10/11/2022","1,686.00","1,675.60","1,691.30","1,667.50","171.81K","0.64%"
+"10/10/2022","1,675.20","1,703.40","1,707.40","1,672.50","157.15K","-1.99%"
+"10/07/2022","1,709.30","1,721.00","1,722.80","1,698.40","157.45K","-0.67%"
+"10/06/2022","1,720.80","1,725.50","1,734.20","1,714.80","139.44K","0.00%"
+"10/05/2022","1,720.80","1,734.40","1,736.60","1,708.80","173.22K","-0.56%"
+"10/04/2022","1,730.50","1,708.40","1,738.70","1,704.00","205.08K","1.67%"
+"10/03/2022","1,702.00","1,670.50","1,710.40","1,666.50","215.49K","1.79%"
+"09/30/2022","1,672.00","1,669.50","1,684.40","1,667.50","179.99K","0.20%"
+"09/29/2022","1,668.60","1,669.00","1,673.10","1,649.30","201.96K","0.21%"
+"09/28/2022","1,665.10","1,631.40","1,666.00","1,618.00","1.90K","2.08%"
+"09/27/2022","1,631.10","1,626.70","1,643.50","1,626.70","0.83K","0.18%"
+"09/26/2022","1,628.20","1,643.00","1,651.00","1,623.20","0.64K","-1.32%"
+"09/23/2022","1,650.00","1,674.60","1,674.60","1,642.70","1.36K","-1.56%"
+"09/22/2022","1,676.10","1,674.30","1,688.00","1,659.00","0.32K","0.34%"
+"09/21/2022","1,670.50","1,666.80","1,685.90","1,657.60","0.17K","0.29%"
+"09/20/2022","1,665.70","1,682.30","1,682.30","1,665.90","0.07K","-0.41%"
+"09/19/2022","1,672.60","1,680.20","1,680.20","1,663.50","0.18K","-0.32%"
+"09/16/2022","1,677.90","1,665.60","1,680.00","1,659.10","0.32K","0.39%"
+"09/15/2022","1,671.40","1,695.00","1,695.00","1,664.80","0.28K","-1.87%"
+"09/14/2022","1,703.20","1,704.00","1,709.70","1,701.10","0.17K","-0.51%"
+"09/13/2022","1,712.00","1,733.40","1,733.40","1,703.80","0.22K","-1.36%"
+"09/12/2022","1,735.60","1,731.00","1,737.30","1,728.00","0.04K","0.70%"
+"09/09/2022","1,723.60","1,716.00","1,726.40","1,716.00","0.02K","0.48%"
+"09/08/2022","1,715.30","1,723.40","1,725.50","1,713.50","0.20K","-0.44%"
+"09/07/2022","1,722.80","1,722.80","1,722.80","1,722.80","173.62K","0.87%"
+"09/06/2022","1,707.90","1,719.70","1,719.70","1,714.20","0.02K","-0.98%"
+"09/05/2022","1,724.80","1,719.20","1,726.60","1,718.75","","0.36%"
+"09/04/2022","1,718.65","1,723.60","1,723.75","1,718.65","","0.06%"
+"09/02/2022","1,717.70","1,709.60","1,709.60","1,709.60","0.00K","0.78%"
+"09/01/2022","1,704.40","1,708.00","1,708.00","1,707.00","0.01K","-0.99%"
+"08/31/2022","1,721.40","1,721.40","1,721.40","1,721.40","176.73K","-0.59%"
+"08/30/2022","1,731.60","1,731.60","1,731.60","1,731.60","130.66K","-0.51%"
+"08/29/2022","1,740.50","1,740.10","1,748.60","1,722.50","4.69K","-0.01%"
+"08/26/2022","1,740.60","1,762.30","1,762.30","1,737.00","7.63K","-1.20%"
+"08/25/2022","1,761.80","1,755.10","1,769.30","1,753.80","4.95K","0.56%"
+"08/24/2022","1,752.00","1,752.20","1,759.70","1,745.50","4.64K","0.03%"
+"08/23/2022","1,751.50","1,739.50","1,757.60","1,733.80","5.04K","0.74%"
+"08/22/2022","1,738.60","1,750.50","1,752.30","1,730.40","7.38K","-0.82%"
+"08/19/2022","1,753.00","1,762.70","1,762.70","1,749.50","6.91K","-0.46%"
+"08/18/2022","1,761.10","1,766.30","1,775.90","1,758.90","3.92K","-0.31%"
+"08/17/2022","1,766.50","1,780.50","1,786.30","1,763.70","5.60K","-0.72%"
+"08/16/2022","1,779.40","1,785.20","1,787.60","1,775.20","3.52K","-0.48%"
+"08/15/2022","1,787.90","1,808.20","1,808.20","1,777.60","5.56K","-0.96%"
+"08/12/2022","1,805.20","1,793.90","1,808.60","1,789.90","5.25K","0.47%"
+"08/11/2022","1,796.80","1,797.90","1,804.30","1,788.50","4.51K","-0.36%"
+"08/10/2022","1,803.30","1,799.80","1,814.40","1,793.00","8.71K","0.10%"
+"08/09/2022","1,801.50","1,794.00","1,806.00","1,788.50","6.34K","0.40%"
+"08/08/2022","1,794.30","1,780.30","1,795.50","1,776.20","4.37K","0.78%"
+"08/05/2022","1,780.50","1,796.00","1,800.50","1,769.80","7.23K","-0.87%"
+"08/04/2022","1,796.20","1,771.90","1,801.00","1,769.50","9.44K","1.70%"
+"08/03/2022","1,766.10","1,767.40","1,779.10","1,759.70","6.90K","-0.76%"
+"08/02/2022","1,779.70","1,779.30","1,794.80","1,766.20","9.85K","0.12%"
+"08/01/2022","1,777.60","1,772.20","1,781.80","1,764.10","7.76K","0.34%"
+"07/29/2022","1,771.50","1,762.40","1,774.20","1,758.40","7.96K","0.71%"
+"07/28/2022","1,759.00","1,741.30","1,764.00","1,740.90","20.39K","2.07%"
+"07/27/2022","1,723.30","1,720.00","1,743.00","1,713.80","2.60K","0.08%"
+"07/26/2022","1,721.90","1,721.80","1,729.90","1,715.90","0.77K","-0.08%"
+"07/25/2022","1,723.20","1,730.10","1,734.30","1,717.50","0.52K","-0.47%"
+"07/22/2022","1,731.40","1,721.00","1,740.30","1,716.40","0.69K","0.82%"
+"07/21/2022","1,717.30","1,697.10","1,722.60","1,682.80","0.53K","0.79%"
+"07/20/2022","1,703.90","1,713.70","1,715.00","1,694.60","0.16K","-0.60%"
+"07/19/2022","1,714.10","1,711.20","1,719.10","1,707.70","0.10K","0.02%"
+"07/18/2022","1,713.80","1,710.30","1,724.70","1,708.90","0.57K","0.37%"
+"07/15/2022","1,707.50","1,712.70","1,716.70","1,703.50","0.27K","-0.14%"
+"07/14/2022","1,709.90","1,738.70","1,738.70","1,700.60","0.55K","-1.70%"
+"07/13/2022","1,739.50","1,728.00","1,748.20","1,710.90","0.18K","0.61%"
+"07/12/2022","1,728.90","1,737.20","1,738.80","1,726.00","0.09K","-0.40%"
+"07/11/2022","1,735.90","1,741.80","1,744.70","1,735.10","0.75K","-0.62%"
+"07/08/2022","1,746.70","1,743.70","1,755.40","1,737.00","0.66K","0.15%"
+"07/07/2022","1,744.10","1,743.00","1,748.10","1,742.40","0.79K","0.16%"
+"07/06/2022","1,741.30","1,771.90","1,774.90","1,736.80","1.03K","-1.56%"
+"07/05/2022","1,768.90","1,817.00","1,817.00","1,768.90","1.33K","0.28%"
+"07/04/2022","1,763.90","1,814.40","1,815.20","1,763.00","310.37K","-2.33%"
+"07/01/2022","1,805.90","1,810.30","1,816.80","1,788.90","0.23K","-0.34%"
+"06/30/2022","1,812.00","1,816.30","1,830.00","1,811.50","0.10K","-0.55%"
+"06/29/2022","1,822.00","1,822.00","1,822.00","1,822.00","155.54K","0.04%"
+"06/28/2022","1,821.20","1,823.60","1,830.90","1,819.10","111.40K","-0.20%"
+"06/27/2022","1,824.80","1,839.60","1,842.80","1,821.80","143.82K","-0.30%"
+"06/24/2022","1,830.30","1,824.20","1,833.70","1,817.70","139.72K","0.03%"
+"06/23/2022","1,829.80","1,839.70","1,848.90","1,823.50","167.07K","-0.47%"
+"06/22/2022","1,838.40","1,834.90","1,850.30","1,824.50","149.55K","-0.02%"
+"06/21/2022","1,838.80","1,840.60","1,848.40","1,830.70","176.30K","0.00%"
+"06/20/2022","1,838.80","1,840.60","1,848.40","1,830.70","176.30K","-0.10%"
+"06/17/2022","1,840.60","1,859.30","1,861.50","1,836.10","141.72K","-0.50%"
+"06/16/2022","1,849.90","1,835.80","1,860.20","1,816.30","180.89K","1.67%"
+"06/15/2022","1,819.60","1,809.70","1,845.40","1,808.40","203.42K","0.34%"
+"06/14/2022","1,813.50","1,820.90","1,833.30","1,806.10","165.15K","-1.00%"
+"06/13/2022","1,831.80","1,879.00","1,882.50","1,819.00","252.54K","-2.33%"
+"06/10/2022","1,875.50","1,850.40","1,879.60","1,826.50","267.20K","1.23%"
+"06/09/2022","1,852.80","1,855.10","1,857.80","1,841.90","131.29K","-0.20%"
+"06/08/2022","1,856.50","1,855.00","1,862.40","1,846.60","114.14K","0.24%"
+"06/07/2022","1,852.10","1,843.50","1,858.20","1,838.50","119.21K","0.46%"
+"06/06/2022","1,843.70","1,853.70","1,861.20","1,843.00","103.18K","-0.35%"
+"06/03/2022","1,850.20","1,872.60","1,878.60","1,849.70","115.34K","-1.13%"
+"06/02/2022","1,871.40","1,849.90","1,874.40","1,846.50","127.47K","1.23%"
+"06/01/2022","1,848.70","1,840.00","1,853.00","1,830.20","158.04K","0.02%"
+"05/31/2022","1,848.40","1,856.50","1,867.90","1,837.60","201.80K","0.00%"
+"05/30/2022","1,848.40","1,856.50","1,867.90","1,837.60","201.80K","-0.48%"
+"05/27/2022","1,857.30","1,855.10","1,866.90","1,851.90","123.76K","0.36%"
+"05/26/2022","1,850.60","1,854.50","1,855.00","1,840.40","1.12K","0.08%"
+"05/25/2022","1,849.20","1,867.60","1,869.00","1,843.00","0.65K","-1.03%"
+"05/24/2022","1,868.40","1,855.40","1,871.30","1,851.30","1.15K","0.96%"
+"05/23/2022","1,850.60","1,847.40","1,865.00","1,847.40","0.84K","0.32%"
+"05/20/2022","1,844.70","1,842.70","1,848.80","1,834.00","0.15K","0.04%"
+"05/19/2022","1,844.00","1,818.30","1,850.40","1,818.30","0.47K","1.37%"
+"05/18/2022","1,819.00","1,816.20","1,825.10","1,808.90","0.20K","-0.16%"
+"05/17/2022","1,821.90","1,827.20","1,834.90","1,814.30","0.17K","0.28%"
+"05/16/2022","1,816.80","1,815.00","1,828.00","1,790.00","0.22K","0.30%"
+"05/13/2022","1,811.30","1,821.00","1,830.00","1,801.20","0.09K","-0.91%"
+"05/12/2022","1,827.90","1,857.90","1,859.60","1,824.00","0.08K","-1.57%"
+"05/11/2022","1,857.10","1,841.50","1,858.40","1,837.40","0.10K","0.69%"
+"05/10/2022","1,844.40","1,861.90","1,866.60","1,839.90","0.08K","-0.95%"
+"05/09/2022","1,862.00","1,883.60","1,883.60","1,858.00","0.01K","-1.28%"
+"05/06/2022","1,886.20","1,873.10","1,892.00","1,873.10","0.01K","0.38%"
+"05/05/2022","1,879.00","1,898.40","1,910.20","1,878.70","0.05K","0.37%"
+"05/04/2022","1,872.10","1,871.90","1,889.20","1,866.10","0.09K","-0.10%"
+"05/03/2022","1,873.90","1,868.70","1,879.30","1,859.70","0.16K","0.37%"
+"05/02/2022","1,867.00","1,894.50","1,894.50","1,865.00","0.02K","-2.51%"
+"04/29/2022","1,915.10","1,909.20","1,920.60","1,901.20","0.01K","1.07%"
+"04/28/2022","1,894.80","1,894.80","1,894.80","1,894.80","170.91K","0.32%"
+"04/27/2022","1,888.70","1,907.40","1,908.10","1,881.60","178.20K","-0.81%"
+"04/26/2022","1,904.10","1,899.80","1,912.20","1,896.30","166.20K","0.43%"
+"04/25/2022","1,896.00","1,931.90","1,935.50","1,891.80","231.49K","-1.98%"
+"04/22/2022","1,934.30","1,953.10","1,957.80","1,928.00","176.68K","-0.71%"
+"04/21/2022","1,948.20","1,960.00","1,960.10","1,938.00","154.92K","-0.38%"
+"04/20/2022","1,955.60","1,952.70","1,960.90","1,941.00","139.51K","-0.17%"
+"04/19/2022","1,959.00","1,981.20","1,985.10","1,945.50","181.44K","-1.38%"
+"04/18/2022","1,986.40","1,978.50","2,003.00","1,974.40","138.13K","0.58%"
+"04/14/2022","1,974.90","1,981.60","1,984.00","1,962.70","139.42K","-0.49%"
+"04/13/2022","1,984.70","1,970.50","1,985.80","1,966.30","132.03K","0.44%"
+"04/12/2022","1,976.10","1,957.40","1,982.70","1,953.00","172.39K","1.43%"
+"04/11/2022","1,948.20","1,949.60","1,974.60","1,942.90","184.39K","0.13%"
+"04/08/2022","1,945.60","1,934.30","1,952.20","1,930.40","142.50K","0.40%"
+"04/07/2022","1,937.80","1,928.10","1,941.70","1,923.30","122.81K","0.76%"
+"04/06/2022","1,923.10","1,927.60","1,937.60","1,916.20","153.97K","-0.23%"
+"04/05/2022","1,927.50","1,937.30","1,948.90","1,920.90","147.26K","-0.34%"
+"04/04/2022","1,934.00","1,927.10","1,941.60","1,918.20","108.44K","0.54%"
+"04/01/2022","1,923.70","1,942.40","1,944.50","1,921.40","135.15K","-1.55%"
+"03/31/2022","1,954.00","1,937.30","1,955.00","1,923.00","155.30K","0.77%"
+"03/30/2022","1,939.00","1,924.00","1,943.40","1,920.10","136.04K","1.24%"
+"03/29/2022","1,915.20","1,924.30","1,930.50","1,891.00","2.43K","-1.40%"
+"03/28/2022","1,942.30","1,959.10","1,962.00","1,919.00","1.08K","-0.75%"
+"03/25/2022","1,956.90","1,962.30","1,967.40","1,946.80","0.63K","-0.41%"
+"03/24/2022","1,964.90","1,947.40","1,969.50","1,941.40","1.14K","1.27%"
+"03/23/2022","1,940.20","1,924.00","1,950.80","1,920.50","0.81K","0.82%"
+"03/22/2022","1,924.40","1,938.70","1,941.70","1,913.60","1.17K","-0.42%"
+"03/21/2022","1,932.50","1,922.70","1,943.20","1,922.00","0.64K","0.04%"
+"03/18/2022","1,931.70","1,945.70","1,948.30","1,921.60","0.26K","-0.73%"
+"03/17/2022","1,946.00","1,930.60","1,952.50","1,928.30","0.42K","1.78%"
+"03/16/2022","1,911.90","1,922.70","1,932.70","1,898.60","0.38K","-1.07%"
+"03/15/2022","1,932.60","1,958.80","1,958.80","1,911.60","0.53K","-1.57%"
+"03/14/2022","1,963.40","1,985.60","1,990.00","1,956.50","0.19K","-1.22%"
+"03/11/2022","1,987.60","2,004.10","2,004.10","1,965.40","0.73K","-0.76%"
+"03/10/2022","2,002.90","2,000.20","2,015.70","1,979.10","1.30K","0.61%"
+"03/09/2022","1,990.70","2,054.80","2,071.00","1,984.30","0.61K","-2.72%"
+"03/08/2022","2,046.30","2,004.30","2,078.70","1,992.60","1.59K","2.38%"
+"03/07/2022","1,998.70","1,984.30","2,008.60","1,968.10","1.25K","1.51%"
+"03/04/2022","1,968.90","1,944.30","1,974.00","1,940.00","0.79K","1.59%"
+"03/03/2022","1,938.10","1,933.00","1,943.80","1,926.50","0.99K","0.70%"
+"03/02/2022","1,924.60","1,947.20","1,951.10","1,922.90","0.66K","-1.06%"
+"03/01/2022","1,945.30","1,909.00","1,944.40","1,909.00","0.04K","2.27%"
+"02/28/2022","1,902.20","1,913.00","1,919.90","1,896.10","0.04K","0.69%"
+"02/25/2022","1,889.20","1,889.20","1,889.20","1,889.20","229.78K","-1.93%"
+"02/24/2022","1,926.30","1,911.90","1,976.50","1,878.60","423.05K","0.83%"
+"02/23/2022","1,910.40","1,901.20","1,912.90","1,891.10","154.84K","0.16%"
+"02/22/2022","1,907.40","1,903.50","1,918.30","1,889.70","334.59K","0.00%"
+"02/21/2022","1,907.40","1,903.50","1,918.30","1,889.70","334.59K","0.40%"
+"02/18/2022","1,899.80","1,901.40","1,905.00","1,888.00","161.75K","-0.12%"
+"02/17/2022","1,902.00","1,872.00","1,904.00","1,869.70","268.55K","1.63%"
+"02/16/2022","1,871.50","1,855.50","1,874.60","1,851.80","141.49K","0.82%"
+"02/15/2022","1,856.20","1,873.80","1,881.60","1,845.40","214.88K","-0.71%"
+"02/14/2022","1,869.40","1,862.20","1,876.50","1,851.90","231.02K","1.48%"
+"02/11/2022","1,842.10","1,827.00","1,867.40","1,821.10","239.09K","0.26%"
+"02/10/2022","1,837.40","1,834.00","1,843.30","1,821.80","227.46K","0.04%"
+"02/09/2022","1,836.60","1,827.00","1,837.10","1,825.50","136.72K","0.48%"
+"02/08/2022","1,827.90","1,821.50","1,829.90","1,816.00","142.41K","0.33%"
+"02/07/2022","1,821.80","1,808.00","1,824.60","1,807.50","139.81K","0.77%"
+"02/04/2022","1,807.80","1,805.40","1,815.80","1,792.10","177.71K","0.21%"
+"02/03/2022","1,804.10","1,807.40","1,809.50","1,788.50","173.72K","-0.34%"
+"02/02/2022","1,810.30","1,800.80","1,812.00","1,794.60","123.02K","0.49%"
+"02/01/2022","1,801.50","1,798.90","1,809.70","1,796.20","128.88K","0.28%"
+"01/31/2022","1,796.40","1,792.80","1,800.90","1,785.80","139.42K","0.55%"
+"01/28/2022","1,786.60","1,799.60","1,800.30","1,780.60","217.15K","-0.42%"
+"01/27/2022","1,794.20","1,820.30","1,822.50","1,792.00","2.18K","-2.01%"
+"01/26/2022","1,831.00","1,849.40","1,851.60","1,816.00","1.86K","-1.25%"
+"01/25/2022","1,854.10","1,845.20","1,855.60","1,836.90","0.81K","0.58%"
+"01/24/2022","1,843.40","1,835.30","1,846.00","1,831.60","0.82K","0.54%"
+"01/21/2022","1,833.50","1,841.60","1,844.80","1,831.00","0.55K","-0.59%"
+"01/20/2022","1,844.30","1,841.30","1,850.10","1,839.00","0.77K","-0.02%"
+"01/19/2022","1,844.70","1,814.00","1,845.10","1,811.20","0.38K","1.69%"
+"01/18/2022","1,814.10","1,818.70","1,824.20","1,806.90","0.34K","0.09%"
+"01/17/2022","1,812.40","1,818.70","1,822.90","1,804.70","362.94K","-0.32%"
+"01/14/2022","1,818.30","1,822.90","1,830.60","1,816.30","0.13K","-0.27%"
+"01/13/2022","1,823.30","1,827.80","1,827.80","1,814.10","0.11K","-0.32%"
+"01/12/2022","1,829.10","1,822.50","1,828.90","1,817.70","0.06K","0.48%"
+"01/11/2022","1,820.40","1,802.20","1,824.40","1,802.20","0.35K","1.09%"
+"01/10/2022","1,800.70","1,799.70","1,802.40","1,792.50","0.54K","0.08%"
+"01/07/2022","1,799.30","1,792.60","1,800.00","1,784.00","2.26K","0.46%"
+"01/06/2022","1,791.00","1,812.30","1,812.30","1,788.70","0.66K","-1.95%"
+"01/05/2022","1,826.60","1,821.90","1,831.50","1,811.60","0.60K","0.59%"
+"01/04/2022","1,815.80","1,807.90","1,817.00","1,801.80","0.46K","0.82%"
+"01/03/2022","1,801.10","1,826.80","1,826.80","1,800.20","0.02K","-1.56%"
+"12/31/2021","1,829.70","1,828.50","1,830.20","1,823.60","0.02K","0.79%"
+"12/30/2021","1,815.30","1,815.30","1,815.30","1,815.30","113.43K","0.53%"
+"12/29/2021","1,805.80","1,806.60","1,808.00","1,789.10","138.69K","-0.28%"
+"12/28/2021","1,810.90","1,812.10","1,821.60","1,805.50","100.54K","0.12%"
+"12/27/2021","1,808.80","1,810.20","1,814.60","1,803.60","84.23K","-0.16%"
+"12/23/2021","1,811.70","1,805.60","1,812.00","1,799.00","104.84K","0.53%"
+"12/22/2021","1,802.20","1,789.40","1,806.30","1,785.80","110.41K","0.75%"
+"12/21/2021","1,788.70","1,791.40","1,801.70","1,785.00","134.15K","-0.33%"
+"12/20/2021","1,794.60","1,800.20","1,804.60","1,789.00","105.39K","-0.57%"
+"12/17/2021","1,804.90","1,801.50","1,815.70","1,796.50","156.61K","0.37%"
+"12/16/2021","1,798.20","1,777.90","1,800.70","1,775.70","167.78K","1.91%"
+"12/15/2021","1,764.50","1,771.90","1,781.30","1,753.00","161.10K","-0.44%"
+"12/14/2021","1,772.30","1,787.60","1,789.80","1,766.10","153.25K","-0.89%"
+"12/13/2021","1,788.30","1,784.20","1,792.80","1,782.20","106.06K","0.20%"
+"12/10/2021","1,784.80","1,776.30","1,791.00","1,770.40","142.00K","0.46%"
+"12/09/2021","1,776.70","1,784.30","1,788.40","1,773.30","123.97K","-0.49%"
+"12/08/2021","1,785.50","1,785.10","1,794.30","1,780.10","109.69K","0.04%"
+"12/07/2021","1,784.70","1,779.50","1,789.30","1,772.40","129.89K","0.29%"
+"12/06/2021","1,779.50","1,787.70","1,789.00","1,776.40","104.48K","-0.25%"
+"12/03/2021","1,783.90","1,769.40","1,788.00","1,766.00","175.18K","1.20%"
+"12/02/2021","1,762.70","1,783.80","1,785.20","1,762.20","172.72K","-1.21%"
+"12/01/2021","1,784.30","1,777.40","1,795.70","1,773.70","180.34K","0.44%"
+"11/30/2021","1,776.50","1,786.90","1,811.40","1,771.20","242.86K","-0.49%"
+"11/29/2021","1,785.20","1,795.20","1,801.50","1,782.00","151.37K","-0.10%"
+"11/26/2021","1,786.90","1,788.40","1,817.70","1,780.50","2.97K","-0.07%"
+"11/25/2021","1,788.10","1,792.30","1,819.30","1,781.60","180.64K","0.14%"
+"11/24/2021","1,785.60","1,793.40","1,797.00","1,779.20","0.97K","0.03%"
+"11/23/2021","1,785.10","1,810.40","1,813.10","1,783.10","1.86K","-1.25%"
+"11/22/2021","1,807.70","1,843.00","1,851.10","1,804.00","1.18K","-2.44%"
+"11/19/2021","1,852.90","1,864.20","1,869.00","1,846.00","0.54K","-0.53%"
+"11/18/2021","1,862.70","1,869.80","1,874.50","1,858.30","0.49K","-0.47%"
+"11/17/2021","1,871.50","1,852.70","1,871.10","1,852.70","0.24K","0.87%"
+"11/16/2021","1,855.40","1,867.00","1,880.10","1,852.40","0.65K","-0.67%"
+"11/15/2021","1,868.00","1,870.10","1,873.10","1,860.00","0.24K","-0.09%"
+"11/12/2021","1,869.70","1,865.90","1,872.20","1,849.80","0.24K","0.24%"
+"11/11/2021","1,865.20","1,855.50","1,868.90","1,847.00","0.19K","0.85%"
+"11/10/2021","1,849.50","1,827.80","1,869.80","1,827.80","0.23K","0.96%"
+"11/09/2021","1,832.00","1,828.30","1,835.10","1,822.70","0.14K","0.15%"
+"11/08/2021","1,829.20","1,818.50","1,829.20","1,815.50","0.12K","0.62%"
+"11/05/2021","1,818.00","1,792.90","1,820.70","1,788.20","0.10K","1.30%"
+"11/04/2021","1,794.70","1,773.00","1,800.70","1,773.00","0.03K","1.68%"
+"11/03/2021","1,765.10","1,777.00","1,777.30","1,762.30","0.13K","-1.42%"
+"11/02/2021","1,790.60","1,797.10","1,797.10","1,790.20","0.01K","-0.35%"
+"11/01/2021","1,796.90","1,785.50","1,796.90","1,783.10","0.03K","0.67%"
+"10/29/2021","1,784.90","1,789.30","1,789.30","1,776.90","0.02K","-1.04%"
+"10/28/2021","1,803.60","1,803.60","1,803.60","1,803.60","220.88K","0.27%"
+"10/27/2021","1,798.80","1,795.00","1,801.00","1,784.30","182.80K","0.30%"
+"10/26/2021","1,793.40","1,808.70","1,809.80","1,783.00","197.93K","-0.74%"
+"10/25/2021","1,806.80","1,794.20","1,811.50","1,793.00","153.59K","0.58%"
+"10/22/2021","1,796.30","1,783.70","1,815.50","1,783.40","312.81K","0.81%"
+"10/21/2021","1,781.90","1,782.50","1,790.30","1,776.80","138.73K","-0.17%"
+"10/20/2021","1,784.90","1,769.40","1,789.60","1,767.10","174.08K","0.81%"
+"10/19/2021","1,770.50","1,764.80","1,786.00","1,763.40","166.97K","0.27%"
+"10/18/2021","1,765.70","1,767.50","1,772.50","1,760.30","152.74K","-0.15%"
+"10/15/2021","1,768.30","1,797.30","1,797.70","1,765.10","202.63K","-1.65%"
+"10/14/2021","1,797.90","1,793.60","1,801.90","1,787.60","164.65K","0.18%"
+"10/13/2021","1,794.70","1,760.40","1,797.40","1,757.90","299.04K","2.01%"
+"10/12/2021","1,759.30","1,753.60","1,770.00","1,750.50","168.11K","0.21%"
+"10/11/2021","1,755.70","1,757.40","1,761.10","1,749.90","114.77K","-0.10%"
+"10/08/2021","1,757.40","1,757.00","1,782.40","1,753.60","240.37K","-0.10%"
+"10/07/2021","1,759.20","1,763.80","1,767.70","1,752.00","146.41K","-0.15%"
+"10/06/2021","1,761.80","1,760.50","1,765.90","1,745.40","159.22K","0.05%"
+"10/05/2021","1,760.90","1,770.80","1,771.10","1,748.60","151.42K","-0.38%"
+"10/04/2021","1,767.60","1,762.60","1,771.50","1,747.70","166.18K","0.52%"
+"10/01/2021","1,758.40","1,757.20","1,765.20","1,749.90","151.20K","0.08%"
+"09/30/2021","1,757.00","1,726.00","1,765.00","1,721.80","246.37K","1.98%"
+"09/29/2021","1,722.90","1,734.00","1,746.00","1,721.10","177.39K","-0.81%"
+"09/28/2021","1,737.00","1,750.00","1,752.90","1,728.00","0.96K","-0.82%"
+"09/27/2021","1,751.40","1,749.20","1,759.50","1,744.90","0.91K","0.03%"
+"09/24/2021","1,750.90","1,744.90","1,756.10","1,740.00","0.54K","0.11%"
+"09/23/2021","1,748.90","1,767.30","1,775.10","1,740.00","0.87K","-1.63%"
+"09/22/2021","1,777.90","1,772.60","1,784.50","1,765.00","0.12K","0.03%"
+"09/21/2021","1,777.30","1,764.00","1,780.70","1,757.80","0.59K","0.82%"
+"09/20/2021","1,762.90","1,752.20","1,766.60","1,743.50","0.36K","0.71%"
+"09/17/2021","1,750.50","1,755.30","1,765.60","1,748.00","0.46K","-0.30%"
+"09/16/2021","1,755.70","1,795.40","1,795.40","1,744.70","0.09K","-2.12%"
+"09/15/2021","1,793.70","1,804.10","1,804.10","1,792.00","0.01K","-0.69%"
+"09/14/2021","1,806.10","1,789.50","1,808.00","1,781.00","0.03K","0.71%"
+"09/13/2021","1,793.30","1,788.30","1,794.50","1,788.30","0.01K","0.13%"
+"09/10/2021","1,791.00","1,804.20","1,804.20","1,788.30","0.01K","-0.44%"
+"09/09/2021","1,798.90","1,794.10","1,796.90","1,788.30","0.03K","0.36%"
+"09/08/2021","1,792.40","1,799.00","1,799.00","1,785.00","0.01K","-0.28%"
+"09/07/2021","1,797.40","1,824.00","1,824.40","1,792.80","0.02K","-0.06%"
+"09/06/2021","1,798.50","1,833.50","1,833.50","1,793.70","252.48K","-1.86%"
+"09/03/2021","1,832.60","1,814.50","1,834.20","1,813.00","0.01K","1.23%"
+"09/02/2021","1,810.40","1,811.00","1,811.00","1,808.40","0.02K","-0.25%"
+"09/01/2021","1,814.90","1,817.10","1,817.40","1,809.70","0.04K","-0.11%"
+"08/31/2021","1,816.90","1,816.90","1,816.90","1,816.90","170.39K","0.38%"
+"08/30/2021","1,810.00","1,810.00","1,810.00","1,810.00","104.88K","-0.40%"
+"08/27/2021","1,817.20","1,792.00","1,819.60","1,783.80","8.73K","1.35%"
+"08/26/2021","1,793.00","1,790.50","1,798.10","1,779.20","4.49K","0.23%"
+"08/25/2021","1,788.80","1,802.60","1,802.70","1,781.90","6.78K","-0.97%"
+"08/24/2021","1,806.30","1,805.20","1,809.80","1,800.40","3.63K","0.13%"
+"08/23/2021","1,804.00","1,780.10","1,806.70","1,775.90","6.79K","1.25%"
+"08/20/2021","1,781.80","1,780.30","1,788.60","1,778.10","3.38K","0.05%"
+"08/19/2021","1,780.90","1,787.40","1,792.20","1,772.40","3.63K","-0.08%"
+"08/18/2021","1,782.30","1,785.90","1,793.10","1,777.00","3.86K","-0.19%"
+"08/17/2021","1,785.70","1,786.80","1,795.00","1,779.90","6.03K","-0.11%"
+"08/16/2021","1,787.60","1,779.50","1,789.00","1,769.80","4.52K","0.65%"
+"08/13/2021","1,776.00","1,752.70","1,779.60","1,751.60","6.33K","1.50%"
+"08/12/2021","1,749.80","1,750.60","1,757.20","1,740.60","2.72K","-0.08%"
+"08/11/2021","1,751.20","1,728.10","1,754.40","1,724.30","5.91K","1.24%"
+"08/10/2021","1,729.70","1,729.70","1,736.90","1,716.50","7.20K","0.31%"
+"08/09/2021","1,724.40","1,763.00","1,763.00","1,676.40","16.04K","-2.08%"
+"08/06/2021","1,761.10","1,804.00","1,804.40","1,757.30","17.61K","-2.52%"
+"08/05/2021","1,806.60","1,812.20","1,815.60","1,797.30","8.98K","-0.31%"
+"08/04/2021","1,812.20","1,810.80","1,833.40","1,806.10","9.27K","0.03%"
+"08/03/2021","1,811.70","1,814.10","1,815.50","1,807.30","4.29K","-0.45%"
+"08/02/2021","1,819.80","1,814.60","1,820.50","1,805.90","6.16K","0.29%"
+"07/30/2021","1,814.50","1,830.30","1,832.80","1,810.60","7.47K","-1.02%"
+"07/29/2021","1,833.20","1,808.20","1,834.70","1,808.20","16.73K","1.80%"
+"07/28/2021","1,800.80","1,800.20","1,810.00","1,792.80","2.15K","-0.01%"
+"07/27/2021","1,800.90","1,798.60","1,806.20","1,794.00","1.09K","0.03%"
+"07/26/2021","1,800.40","1,803.40","1,812.50","1,797.50","0.63K","-0.14%"
+"07/23/2021","1,802.90","1,808.30","1,811.00","1,790.20","0.58K","-0.20%"
+"07/22/2021","1,806.50","1,805.30","1,809.50","1,794.00","0.71K","0.12%"
+"07/21/2021","1,804.40","1,811.20","1,814.40","1,796.00","1.13K","-0.44%"
+"07/20/2021","1,812.30","1,813.30","1,826.20","1,806.70","0.22K","0.12%"
+"07/19/2021","1,810.20","1,813.60","1,817.90","1,796.00","0.47K","-0.31%"
+"07/16/2021","1,815.90","1,831.50","1,832.40","1,812.00","0.27K","-0.77%"
+"07/15/2021","1,829.90","1,828.60","1,834.50","1,822.00","0.18K","0.22%"
+"07/14/2021","1,825.90","1,806.70","1,831.80","1,806.00","0.09K","0.83%"
+"07/13/2021","1,810.80","1,807.60","1,817.60","1,801.10","0.15K","0.22%"
+"07/12/2021","1,806.80","1,809.00","1,809.70","1,793.10","0.19K","-0.26%"
+"07/09/2021","1,811.50","1,801.00","1,813.80","1,801.00","0.25K","0.58%"
+"07/08/2021","1,801.10","1,804.80","1,819.90","1,796.80","0.26K","-0.11%"
+"07/07/2021","1,803.00","1,797.10","1,808.90","1,797.10","0.15K","0.45%"
+"07/06/2021","1,795.00","1,790.70","1,814.80","1,790.10","0.26K","0.04%"
+"07/05/2021","1,794.20","1,787.50","1,815.70","1,784.70","276.60K","0.57%"
+"07/02/2021","1,784.10","1,785.50","1,793.60","1,778.50","0.04K","0.37%"
+"07/01/2021","1,777.60","1,777.50","1,782.80","1,769.10","0.11K","0.29%"
+"06/30/2021","1,772.40","1,760.00","1,774.90","1,756.70","0.08K","0.45%"
+"06/29/2021","1,764.50","1,764.50","1,764.50","1,764.50","239.91K","-0.91%"
+"06/28/2021","1,780.70","1,782.00","1,786.10","1,770.40","160.79K","0.16%"
+"06/25/2021","1,777.80","1,775.70","1,791.00","1,773.60","161.20K","0.06%"
+"06/24/2021","1,776.70","1,778.20","1,788.60","1,772.70","152.23K","-0.38%"
+"06/23/2021","1,783.40","1,779.10","1,795.60","1,773.10","179.27K","0.34%"
+"06/22/2021","1,777.40","1,783.20","1,790.10","1,771.20","172.75K","-0.31%"
+"06/21/2021","1,782.90","1,764.30","1,786.90","1,764.10","195.52K","0.79%"
+"06/18/2021","1,769.00","1,773.90","1,797.90","1,761.20","264.61K","-0.33%"
+"06/17/2021","1,774.80","1,812.30","1,826.40","1,767.90","385.89K","-4.65%"
+"06/16/2021","1,861.40","1,861.00","1,866.00","1,804.40","234.10K","0.27%"
+"06/15/2021","1,856.40","1,867.80","1,870.90","1,853.00","155.34K","-0.51%"
+"06/14/2021","1,865.90","1,879.60","1,879.70","1,845.70","242.30K","-0.73%"
+"06/11/2021","1,879.60","1,901.90","1,906.20","1,876.10","220.46K","-0.89%"
+"06/10/2021","1,896.40","1,891.40","1,903.00","1,871.80","250.55K","0.05%"
+"06/09/2021","1,895.50","1,894.40","1,901.70","1,889.30","147.33K","0.06%"
+"06/08/2021","1,894.40","1,901.60","1,906.90","1,885.70","173.60K","-0.23%"
+"06/07/2021","1,898.80","1,894.30","1,902.90","1,883.70","146.02K","0.36%"
+"06/04/2021","1,892.00","1,872.70","1,899.00","1,855.60","228.83K","1.00%"
+"06/03/2021","1,873.30","1,910.50","1,912.30","1,866.70","278.58K","-1.92%"
+"06/02/2021","1,909.90","1,903.00","1,911.80","1,896.40","166.04K","0.26%"
+"06/01/2021","1,905.00","1,906.80","1,919.20","1,894.50","290.65K","0.00%"
+"05/31/2021","1,905.00","1,906.80","1,919.20","1,894.50","290.65K","-0.02%"
+"05/28/2021","1,905.30","1,899.80","1,908.80","1,884.30","198.14K","0.36%"
+"05/27/2021","1,898.50","1,899.30","1,906.50","1,890.80","211.79K","-0.20%"
+"05/26/2021","1,902.30","1,900.50","1,914.00","1,891.90","2.01K","0.17%"
+"05/25/2021","1,899.00","1,882.50","1,902.20","1,874.30","1.50K","0.72%"
+"05/24/2021","1,885.50","1,884.30","1,888.70","1,876.80","0.84K","0.42%"
+"05/21/2021","1,877.60","1,876.60","1,890.90","1,871.80","0.78K","-0.28%"
+"05/20/2021","1,882.80","1,871.10","1,885.00","1,866.20","0.92K","0.03%"
+"05/19/2021","1,882.30","1,872.20","1,891.90","1,853.90","1.01K","0.71%"
+"05/18/2021","1,869.00","1,868.30","1,876.00","1,864.30","0.58K","0.03%"
+"05/17/2021","1,868.50","1,843.00","1,869.70","1,843.00","0.39K","1.60%"
+"05/14/2021","1,839.10","1,827.60","1,847.00","1,821.90","0.21K","0.77%"
+"05/13/2021","1,825.00","1,818.20","1,829.60","1,814.70","0.14K","0.07%"
+"05/12/2021","1,823.70","1,838.50","1,844.50","1,815.10","0.60K","-0.72%"
+"05/11/2021","1,837.00","1,837.80","1,842.40","1,819.50","0.09K","-0.09%"
+"05/10/2021","1,838.60","1,835.30","1,846.60","1,834.90","0.28K","0.34%"
+"05/07/2021","1,832.40","1,816.20","1,844.30","1,815.80","0.49K","0.86%"
+"05/06/2021","1,816.70","1,786.60","1,817.60","1,785.20","0.28K","1.76%"
+"05/05/2021","1,785.30","1,779.90","1,788.00","1,775.50","0.11K","0.47%"
+"05/04/2021","1,777.00","1,789.40","1,799.60","1,775.20","0.08K","-0.87%"
+"05/03/2021","1,792.60","1,774.80","1,796.20","1,772.90","0.07K","1.36%"
+"04/30/2021","1,768.60","1,770.70","1,772.20","1,767.20","0.04K","-0.05%"
+"04/29/2021","1,769.40","1,769.40","1,769.40","1,769.40","231.52K","-0.25%"
+"04/28/2021","1,773.90","1,776.40","1,782.70","1,761.80","198.58K","-0.28%"
+"04/27/2021","1,778.80","1,781.10","1,785.90","1,773.90","147.95K","-0.07%"
+"04/26/2021","1,780.10","1,776.10","1,783.10","1,768.20","143.36K","0.13%"
+"04/23/2021","1,777.80","1,784.00","1,796.30","1,769.50","175.85K","-0.24%"
+"04/22/2021","1,782.00","1,794.50","1,798.10","1,777.10","163.75K","-0.62%"
+"04/21/2021","1,793.10","1,779.10","1,798.40","1,776.60","173.97K","0.83%"
+"04/20/2021","1,778.40","1,770.50","1,780.80","1,763.50","169.04K","0.44%"
+"04/19/2021","1,770.60","1,778.80","1,790.40","1,766.60","180.73K","-0.54%"
+"04/16/2021","1,780.20","1,764.80","1,784.70","1,760.30","173.50K","0.76%"
+"04/15/2021","1,766.80","1,736.60","1,770.60","1,734.40","198.14K","1.76%"
+"04/14/2021","1,736.30","1,746.40","1,750.70","1,732.30","145.26K","-0.65%"
+"04/13/2021","1,747.60","1,732.20","1,749.50","1,723.20","175.59K","0.86%"
+"04/12/2021","1,732.70","1,744.50","1,746.20","1,727.00","125.36K","-0.69%"
+"04/09/2021","1,744.80","1,756.50","1,758.20","1,730.80","171.40K","-0.76%"
+"04/08/2021","1,758.20","1,738.60","1,759.40","1,733.60","144.57K","0.95%"
+"04/07/2021","1,741.60","1,744.40","1,745.40","1,731.20","122.80K","-0.08%"
+"04/06/2021","1,743.00","1,729.20","1,746.70","1,728.20","152.60K","0.82%"
+"04/05/2021","1,728.80","1,730.00","1,734.40","1,721.60","101.75K","0.02%"
+"04/01/2021","1,728.40","1,709.00","1,732.00","1,706.40","170.43K","0.75%"
+"03/31/2021","1,715.60","1,685.90","1,716.30","1,677.30","210.77K","1.76%"
+"03/30/2021","1,686.00","1,713.00","1,714.80","1,678.30","225.87K","-1.61%"
+"03/29/2021","1,713.60","1,732.50","1,732.70","1,704.90","2.56K","-1.15%"
+"03/26/2021","1,733.60","1,727.40","1,735.90","1,721.00","0.62K","0.42%"
+"03/25/2021","1,726.30","1,735.00","1,745.10","1,724.00","0.92K","-0.47%"
+"03/24/2021","1,734.40","1,727.60","1,738.50","1,724.60","0.27K","0.46%"
+"03/23/2021","1,726.40","1,740.40","1,742.30","1,724.60","0.50K","-0.75%"
+"03/22/2021","1,739.40","1,747.80","1,747.80","1,728.50","0.36K","-0.20%"
+"03/19/2021","1,742.90","1,735.20","1,745.60","1,729.90","0.26K","0.53%"
+"03/18/2021","1,733.70","1,745.50","1,752.60","1,719.80","0.25K","0.31%"
+"03/17/2021","1,728.40","1,732.00","1,751.00","1,724.60","0.52K","-0.22%"
+"03/16/2021","1,732.20","1,733.70","1,741.30","1,726.60","0.37K","0.09%"
+"03/15/2021","1,730.60","1,729.30","1,733.60","1,723.10","0.22K","0.55%"
+"03/12/2021","1,721.20","1,721.30","1,727.60","1,698.70","0.23K","-0.16%"
+"03/11/2021","1,723.90","1,725.60","1,738.00","1,718.40","0.21K","0.03%"
+"03/10/2021","1,723.30","1,714.30","1,725.30","1,710.00","0.19K","0.28%"
+"03/09/2021","1,718.50","1,686.90","1,719.10","1,685.90","0.15K","2.32%"
+"03/08/2021","1,679.60","1,703.90","1,712.90","1,677.20","0.16K","-1.22%"
+"03/05/2021","1,700.30","1,689.20","1,704.50","1,686.00","0.10K","-0.12%"
+"03/04/2021","1,702.40","1,709.50","1,720.80","1,692.00","0.08K","-0.87%"
+"03/03/2021","1,717.30","1,732.40","1,732.40","1,705.00","0.09K","-1.03%"
+"03/02/2021","1,735.10","1,720.20","1,737.30","1,707.70","0.06K","0.62%"
+"03/01/2021","1,724.40","1,739.00","1,755.00","1,721.10","0.06K","-0.33%"
+"02/26/2021","1,730.10","1,766.80","1,766.80","1,720.00","0.15K","-2.63%"
+"02/25/2021","1,776.90","1,776.90","1,776.90","1,776.90","316.25K","-1.17%"
+"02/24/2021","1,797.90","1,805.00","1,813.00","1,782.20","224.06K","-0.44%"
+"02/23/2021","1,805.90","1,809.30","1,815.20","1,794.50","191.15K","-0.14%"
+"02/22/2021","1,808.40","1,782.00","1,812.40","1,778.60","221.20K","1.74%"
+"02/19/2021","1,777.40","1,774.60","1,790.90","1,759.00","251.78K","0.14%"
+"02/18/2021","1,775.00","1,776.00","1,788.80","1,766.60","224.77K","0.12%"
+"02/17/2021","1,772.80","1,793.10","1,794.20","1,767.90","257.34K","-1.46%"
+"02/16/2021","1,799.00","1,826.00","1,827.10","1,788.10","355.92K","0.00%"
+"02/15/2021","1,799.00","1,826.00","1,827.10","1,788.10","355.92K","-1.33%"
+"02/12/2021","1,823.20","1,825.40","1,831.50","1,810.10","171.90K","-0.20%"
+"02/11/2021","1,826.80","1,844.30","1,848.60","1,821.70","147.02K","-0.86%"
+"02/10/2021","1,842.70","1,838.30","1,856.60","1,834.00","176.44K","0.28%"
+"02/09/2021","1,837.50","1,832.40","1,849.50","1,830.30","154.39K","0.18%"
+"02/08/2021","1,834.20","1,818.10","1,840.60","1,807.30","177.56K","1.17%"
+"02/05/2021","1,813.00","1,794.30","1,816.00","1,792.20","205.76K","1.22%"
+"02/04/2021","1,791.20","1,834.50","1,835.70","1,784.60","279.62K","-2.39%"
+"02/03/2021","1,835.10","1,838.50","1,845.90","1,830.10","137.23K","0.09%"
+"02/02/2021","1,833.40","1,863.60","1,866.30","1,830.40","236.00K","-1.64%"
+"02/01/2021","1,863.90","1,865.00","1,876.00","1,851.70","242.05K","0.74%"
+"01/29/2021","1,850.30","1,845.60","1,878.90","1,841.20","276.17K","0.49%"
+"01/28/2021","1,841.20","1,847.20","1,867.00","1,835.60","277.59K","-0.30%"
+"01/27/2021","1,846.80","1,851.20","1,852.30","1,831.00","1.93K","-0.32%"
+"01/26/2021","1,852.80","1,856.00","1,862.10","1,849.00","0.81K","-0.22%"
+"01/25/2021","1,856.90","1,856.40","1,868.40","1,848.00","0.99K","-0.05%"
+"01/22/2021","1,857.90","1,871.20","1,872.20","1,837.90","1.06K","-0.51%"
+"01/21/2021","1,867.50","1,873.00","1,876.60","1,859.90","0.73K","-0.05%"
+"01/20/2021","1,868.50","1,841.70","1,873.00","1,835.40","0.62K","1.44%"
+"01/19/2021","1,842.00","1,830.60","1,846.00","1,804.20","0.40K","0.10%"
+"01/18/2021","1,840.20","1,828.80","1,845.00","1,800.80","331.59K","0.46%"
+"01/15/2021","1,831.70","1,855.00","1,856.60","1,825.30","0.38K","-1.17%"
+"01/14/2021","1,853.30","1,848.10","1,857.20","1,834.80","0.16K","-0.19%"
+"01/13/2021","1,856.80","1,860.00","1,864.30","1,845.00","0.26K","0.58%"
+"01/12/2021","1,846.10","1,849.30","1,865.40","1,839.70","0.20K","-0.36%"
+"01/11/2021","1,852.70","1,851.20","1,854.60","1,822.00","0.15K","0.84%"
+"01/08/2021","1,837.30","1,911.20","1,913.80","1,831.40","0.93K","-4.09%"
+"01/07/2021","1,915.60","1,924.20","1,928.80","1,912.00","0.23K","0.27%"
+"01/06/2021","1,910.40","1,957.40","1,961.40","1,905.50","0.48K","-2.37%"
+"01/05/2021","1,956.70","1,945.50","1,957.30","1,943.50","0.17K","0.40%"
+"01/04/2021","1,949.00","1,917.80","1,949.90","1,917.80","0.28K","2.72%"
+"12/31/2020","1,897.30","1,899.80","1,899.80","1,899.00","0.00K","0.09%"
+"12/30/2020","1,895.60","1,895.60","1,895.60","1,895.60","133.66K","0.67%"
+"12/29/2020","1,882.90","1,878.00","1,891.30","1,875.60","149.27K","0.13%"
+"12/28/2020","1,880.40","1,887.00","1,904.10","1,873.00","196.76K","-0.15%"
+"12/24/2020","1,883.20","1,877.30","1,887.40","1,873.10","89.41K","0.27%"
+"12/23/2020","1,878.10","1,865.60","1,883.70","1,860.90","162.54K","0.42%"
+"12/22/2020","1,870.30","1,883.00","1,889.40","1,863.70","176.02K","-0.66%"
+"12/21/2020","1,882.80","1,892.90","1,912.00","1,859.00","232.05K","-0.32%"
+"12/18/2020","1,888.90","1,891.30","1,895.70","1,881.90","153.23K","-0.08%"
+"12/17/2020","1,890.40","1,868.40","1,902.00","1,865.90","219.87K","1.68%"
+"12/16/2020","1,859.10","1,857.70","1,870.00","1,848.20","199.68K","0.20%"
+"12/15/2020","1,855.30","1,830.50","1,859.30","1,828.50","173.61K","1.27%"
+"12/14/2020","1,832.10","1,845.00","1,845.60","1,820.00","168.49K","-0.62%"
+"12/11/2020","1,843.60","1,840.00","1,851.80","1,826.80","153.80K","0.34%"
+"12/10/2020","1,837.40","1,843.00","1,854.20","1,831.50","164.80K","-0.06%"
+"12/09/2020","1,838.50","1,875.40","1,875.90","1,828.20","219.59K","-1.94%"
+"12/08/2020","1,874.90","1,866.10","1,879.80","1,863.90","151.79K","0.48%"
+"12/07/2020","1,866.00","1,841.10","1,873.00","1,824.80","209.04K","1.41%"
+"12/04/2020","1,840.00","1,844.70","1,852.70","1,832.00","171.26K","-0.06%"
+"12/03/2020","1,841.10","1,833.90","1,847.40","1,826.70","180.36K","0.60%"
+"12/02/2020","1,830.20","1,819.10","1,835.70","1,810.50","185.32K","0.62%"
+"12/01/2020","1,818.90","1,780.30","1,821.10","1,778.40","203.65K","2.13%"
+"11/30/2020","1,780.90","1,790.80","1,793.30","1,767.20","242.73K","-0.40%"
+"11/27/2020","1,788.10","1,812.10","1,822.60","1,776.50","282.35K","0.00%"
+"11/26/2020","1,788.10","1,812.10","1,822.60","1,776.50","282.35K","-1.14%"
+"11/25/2020","1,808.80","1,809.80","1,818.60","1,803.00","1.49K","0.04%"
+"11/24/2020","1,808.10","1,839.00","1,840.20","1,801.10","1.28K","-1.81%"
+"11/23/2020","1,841.50","1,872.90","1,877.50","1,832.00","0.71K","-1.82%"
+"11/20/2020","1,875.70","1,862.90","1,881.50","1,862.90","0.17K","0.58%"
+"11/19/2020","1,864.80","1,874.80","1,875.00","1,854.50","0.60K","-0.66%"
+"11/18/2020","1,877.10","1,884.50","1,887.00","1,866.60","0.30K","-0.62%"
+"11/17/2020","1,888.80","1,891.20","1,894.00","1,884.30","0.07K","-0.14%"
+"11/16/2020","1,891.50","1,891.50","1,902.00","1,867.20","0.42K","0.04%"
+"11/13/2020","1,890.70","1,881.50","1,898.40","1,881.00","0.11K","0.69%"
+"11/12/2020","1,877.80","1,869.00","1,885.70","1,866.50","0.24K","0.62%"
+"11/11/2020","1,866.20","1,880.50","1,884.70","1,860.00","0.54K","-0.80%"
+"11/10/2020","1,881.20","1,865.20","1,890.40","1,865.20","0.20K","1.13%"
+"11/09/2020","1,860.10","1,960.00","1,963.40","1,856.00","3.76K","-4.87%"
+"11/06/2020","1,955.30","1,948.10","1,964.20","1,941.90","0.04K","0.26%"
+"11/05/2020","1,950.20","1,909.80","1,950.40","1,909.80","0.05K","2.66%"
+"11/04/2020","1,899.70","1,899.30","1,908.90","1,899.30","0.02K","-0.75%"
+"11/03/2020","1,914.00","1,911.60","1,913.90","1,911.50","0.02K","0.97%"
+"11/02/2020","1,895.70","1,891.00","1,891.00","1,891.00","0.00K","0.65%"
+"10/30/2020","1,883.50","1,874.80","1,885.60","1,874.80","0.00K","0.64%"
+"10/29/2020","1,871.60","1,871.60","1,871.60","1,871.60","225.16K","-0.40%"
+"10/28/2020","1,879.20","1,909.80","1,912.60","1,869.10","297.09K","-1.71%"
+"10/27/2020","1,911.90","1,904.40","1,913.80","1,898.70","153.30K","0.33%"
+"10/26/2020","1,905.70","1,906.00","1,911.10","1,892.50","166.31K","0.03%"
+"10/23/2020","1,905.20","1,906.50","1,917.30","1,895.20","172.96K","0.03%"
+"10/22/2020","1,904.60","1,927.40","1,929.40","1,894.20","215.58K","-1.29%"
+"10/21/2020","1,929.50","1,911.60","1,936.00","1,911.60","201.27K","0.74%"
+"10/20/2020","1,915.40","1,906.40","1,917.60","1,896.60","163.91K","0.19%"
+"10/19/2020","1,911.70","1,903.20","1,923.40","1,900.20","159.85K","0.28%"
+"10/16/2020","1,906.40","1,912.70","1,918.70","1,901.10","146.91K","-0.13%"
+"10/15/2020","1,908.90","1,906.00","1,913.20","1,892.70","213.57K","0.08%"
+"10/14/2020","1,907.30","1,895.40","1,917.50","1,885.00","188.30K","0.67%"
+"10/13/2020","1,894.60","1,927.30","1,930.60","1,889.30","267.54K","-1.78%"
+"10/12/2020","1,928.90","1,935.00","1,939.40","1,923.80","157.21K","0.14%"
+"10/09/2020","1,926.20","1,898.40","1,936.80","1,898.00","229.85K","1.64%"
+"10/08/2020","1,895.10","1,890.60","1,905.30","1,885.30","185.45K","0.23%"
+"10/07/2020","1,890.80","1,882.60","1,902.40","1,877.10","188.59K","-0.94%"
+"10/06/2020","1,908.80","1,917.80","1,927.00","1,878.20","219.44K","-0.59%"
+"10/05/2020","1,920.10","1,910.90","1,924.90","1,891.20","177.59K","0.66%"
+"10/02/2020","1,907.60","1,911.00","1,923.60","1,895.20","212.73K","-0.45%"
+"10/01/2020","1,916.30","1,891.20","1,917.90","1,890.00","262.09K","1.10%"
+"09/30/2020","1,895.50","1,903.20","1,908.20","1,885.80","259.87K","-0.40%"
+"09/29/2020","1,903.20","1,886.40","1,904.80","1,880.80","217.80K","1.36%"
+"09/28/2020","1,877.60","1,860.40","1,882.60","1,848.00","0.88K","0.83%"
+"09/25/2020","1,862.20","1,868.00","1,873.70","1,851.00","0.32K","-0.58%"
+"09/24/2020","1,873.00","1,863.50","1,876.10","1,850.00","0.37K","0.46%"
+"09/23/2020","1,864.50","1,898.00","1,904.70","1,855.00","0.25K","-2.04%"
+"09/22/2020","1,903.40","1,916.20","1,920.10","1,896.80","0.30K","-0.15%"
+"09/21/2020","1,906.20","1,954.80","1,956.30","1,887.20","0.21K","-2.62%"
+"09/18/2020","1,957.50","1,948.20","1,961.80","1,948.20","0.03K","0.62%"
+"09/17/2020","1,945.40","1,962.50","1,964.20","1,935.00","0.12K","-1.06%"
+"09/16/2020","1,966.20","1,958.90","1,973.10","1,955.80","0.09K","0.22%"
+"09/15/2020","1,961.90","1,968.00","1,975.00","1,955.20","0.07K","0.16%"
+"09/14/2020","1,958.80","1,943.40","1,964.30","1,943.40","0.11K","0.80%"
+"09/11/2020","1,943.30","1,948.20","1,954.30","1,943.70","0.01K","-0.84%"
+"09/10/2020","1,959.70","1,951.30","1,966.80","1,946.60","0.08K","0.48%"
+"09/09/2020","1,950.40","1,933.60","1,953.70","1,929.20","0.07K","0.56%"
+"09/08/2020","1,939.50","1,937.40","1,937.40","1,909.00","0.04K","-0.19%"
+"09/07/2020","1,943.20","1,938.00","1,948.30","1,911.70","416.01K","0.65%"
+"09/04/2020","1,930.60","1,936.20","1,950.00","1,920.00","0.04K","-0.17%"
+"09/03/2020","1,933.80","1,939.20","1,945.50","1,925.00","0.03K","-0.36%"
+"09/02/2020","1,940.80","1,966.30","1,966.30","1,940.40","0.01K","-1.72%"
+"09/01/2020","1,974.80","1,977.40","1,978.70","1,970.20","0.01K","0.02%"
+"08/31/2020","1,974.50","1,977.70","1,977.70","1,977.70","0.00K","0.19%"
+"08/28/2020","1,970.80","1,970.80","1,970.80","1,970.80","334.10K","2.38%"
+"08/27/2020","1,925.00","1,955.50","1,978.50","1,907.40","17.61K","-0.98%"
+"08/26/2020","1,944.10","1,930.50","1,955.50","1,901.40","18.33K","1.49%"
+"08/25/2020","1,915.60","1,927.80","1,935.80","1,912.00","10.78K","-0.82%"
+"08/24/2020","1,931.50","1,938.90","1,961.90","1,923.00","10.99K","-0.35%"
+"08/21/2020","1,938.30","1,946.70","1,954.80","1,909.60","15.21K","0.00%"
+"08/20/2020","1,938.30","1,927.50","1,955.70","1,922.60","16.99K","-1.28%"
+"08/19/2020","1,963.50","2,002.60","2,007.00","1,923.70","19.96K","-2.06%"
+"08/18/2020","2,004.80","1,984.90","2,016.60","1,977.10","16.07K","0.75%"
+"08/17/2020","1,989.90","1,948.20","1,992.00","1,931.70","13.14K","2.45%"
+"08/14/2020","1,942.30","1,954.50","1,961.50","1,932.00","10.24K","-1.00%"
+"08/13/2020","1,961.90","1,918.10","1,966.30","1,914.90","11.69K","1.10%"
+"08/12/2020","1,940.50","1,912.70","1,952.30","1,865.00","21.92K","0.08%"
+"08/11/2020","1,938.90","2,029.00","2,031.00","1,903.20","32.06K","-4.50%"
+"08/10/2020","2,030.30","2,034.50","2,050.90","2,018.90","12.56K","0.61%"
+"08/07/2020","2,018.00","2,065.10","2,078.00","2,015.00","25.62K","-1.96%"
+"08/06/2020","2,058.40","2,042.60","2,070.00","2,037.20","18.31K","1.05%"
+"08/05/2020","2,037.10","2,024.70","2,057.50","2,015.50","24.46K","1.42%"
+"08/04/2020","2,008.50","1,981.70","2,025.00","1,971.00","17.11K","1.71%"
+"08/03/2020","1,974.70","1,985.20","1,997.00","1,963.50","11.86K","0.04%"
+"07/31/2020","1,973.90","1,961.00","1,992.40","1,960.00","14.53K","0.96%"
+"07/30/2020","1,955.20","1,974.30","1,976.00","1,941.70","21.32K","-0.21%"
+"07/29/2020","1,959.40","1,956.00","1,980.60","1,940.30","5.75K","0.49%"
+"07/28/2020","1,949.90","1,942.00","1,980.10","1,905.90","5.68K","0.71%"
+"07/27/2020","1,936.20","1,905.00","1,946.30","1,903.60","1.87K","1.77%"
+"07/24/2020","1,902.50","1,889.60","1,910.20","1,886.50","1.78K","0.41%"
+"07/23/2020","1,894.80","1,877.50","1,903.60","1,868.20","1.31K","1.33%"
+"07/22/2020","1,869.90","1,846.00","1,876.50","1,846.00","1.44K","1.15%"
+"07/21/2020","1,848.70","1,823.60","1,849.40","1,822.50","0.54K","1.45%"
+"07/20/2020","1,822.20","1,817.30","1,828.20","1,812.90","0.32K","0.34%"
+"07/17/2020","1,816.00","1,803.10","1,818.10","1,803.00","0.10K","0.54%"
+"07/16/2020","1,806.30","1,820.40","1,821.80","1,800.60","0.21K","-0.78%"
+"07/15/2020","1,820.50","1,819.00","1,823.40","1,811.70","0.13K","0.04%"
+"07/14/2020","1,819.80","1,811.50","1,820.50","1,800.20","0.11K","-0.05%"
+"07/13/2020","1,820.80","1,810.60","1,825.60","1,810.60","0.11K","0.67%"
+"07/10/2020","1,808.60","1,815.50","1,822.50","1,804.00","0.12K","-0.12%"
+"07/09/2020","1,810.70","1,826.50","1,831.70","1,807.50","0.15K","-0.87%"
+"07/08/2020","1,826.50","1,813.60","1,833.00","1,812.00","0.29K","0.59%"
+"07/07/2020","1,815.80","1,801.90","1,815.90","1,787.60","0.15K","0.93%"
+"07/06/2020","1,799.00","1,793.70","1,801.60","1,788.60","0.11K","0.31%"
+"07/03/2020","1,793.50","1,787.90","1,799.00","1,779.20","184.65K","-0.13%"
+"07/02/2020","1,795.80","1,780.00","1,797.50","1,773.10","0.03K","0.55%"
+"07/01/2020","1,785.90","1,803.30","1,813.10","1,773.70","0.17K","-1.07%"
+"06/30/2020","1,805.20","1,788.10","1,806.00","1,788.00","0.07K","1.08%"
+"06/29/2020","1,785.90","1,785.90","1,785.90","1,785.90","130.51K","0.31%"
+"06/26/2020","1,780.30","1,774.80","1,786.20","1,754.00","201.23K","0.55%"
+"06/25/2020","1,770.60","1,772.30","1,779.60","1,764.10","152.20K","-0.25%"
+"06/24/2020","1,775.10","1,784.40","1,796.10","1,770.60","239.53K","-0.39%"
+"06/23/2020","1,782.00","1,764.90","1,786.80","1,758.30","194.68K","0.88%"
+"06/22/2020","1,766.40","1,765.80","1,779.00","1,753.50","228.68K","0.76%"
+"06/19/2020","1,753.00","1,729.80","1,760.90","1,728.30","181.15K","1.27%"
+"06/18/2020","1,731.10","1,735.50","1,749.20","1,722.70","155.91K","-0.26%"
+"06/17/2020","1,735.60","1,735.30","1,739.30","1,717.30","140.07K","-0.05%"
+"06/16/2020","1,736.50","1,732.30","1,741.30","1,721.80","182.42K","0.54%"
+"06/15/2020","1,727.20","1,740.70","1,743.80","1,706.20","200.23K","-0.58%"
+"06/12/2020","1,737.30","1,733.60","1,753.00","1,728.20","151.40K","-0.14%"
+"06/11/2020","1,739.80","1,746.60","1,754.90","1,727.50","205.35K","1.11%"
+"06/10/2020","1,720.70","1,718.90","1,749.40","1,714.10","198.76K","-0.07%"
+"06/09/2020","1,721.90","1,703.90","1,729.40","1,697.60","182.91K","0.99%"
+"06/08/2020","1,705.10","1,686.70","1,707.60","1,680.70","154.77K","1.31%"
+"06/05/2020","1,683.00","1,720.80","1,723.20","1,671.70","273.68K","-2.57%"
+"06/04/2020","1,727.40","1,702.80","1,729.00","1,698.90","198.72K","1.33%"
+"06/03/2020","1,704.80","1,733.70","1,738.90","1,690.30","256.52K","-1.68%"
+"06/02/2020","1,734.00","1,750.30","1,757.00","1,728.00","175.35K","-0.93%"
+"06/01/2020","1,750.30","1,749.80","1,761.00","1,737.60","146.13K","-0.08%"
+"05/29/2020","1,751.70","1,732.70","1,754.50","1,725.30","150.11K","1.35%"
+"05/28/2020","1,728.30","1,725.00","1,743.70","1,720.00","164.82K","0.54%"
+"05/27/2020","1,719.10","1,717.20","1,721.70","1,693.10","3.06K","0.10%"
+"05/26/2020","1,717.30","1,739.80","1,745.60","1,711.30","3.44K","0.69%"
+"05/25/2020","1,705.60","1,734.80","1,737.20","1,700.00","313.17K","-2.22%"
+"05/22/2020","1,744.30","1,732.20","1,748.90","1,731.10","0.46K","0.87%"
+"05/21/2020","1,729.20","1,757.40","1,757.40","1,723.40","0.56K","-1.68%"
+"05/20/2020","1,758.70","1,756.20","1,763.00","1,751.60","0.20K","0.41%"
+"05/19/2020","1,751.60","1,742.90","1,756.20","1,733.50","0.27K","0.69%"
+"05/18/2020","1,739.60","1,766.90","1,780.00","1,737.20","0.41K","-1.24%"
+"05/15/2020","1,761.50","1,748.20","1,765.30","1,743.50","0.18K","0.88%"
+"05/14/2020","1,746.10","1,728.40","1,749.00","1,724.30","0.07K","1.42%"
+"05/13/2020","1,721.60","1,710.00","1,728.40","1,707.00","0.08K","0.48%"
+"05/12/2020","1,713.40","1,706.20","1,721.20","1,704.50","0.05K","0.52%"
+"05/11/2020","1,704.60","1,714.20","1,717.20","1,700.20","0.37K","-0.86%"
+"05/08/2020","1,719.30","1,735.80","1,738.60","1,712.60","0.12K","-0.62%"
+"05/07/2020","1,730.00","1,698.40","1,736.60","1,698.40","0.17K","2.20%"
+"05/06/2020","1,692.70","1,717.20","1,717.60","1,691.00","0.06K","-1.30%"
+"05/05/2020","1,715.00","1,708.30","1,717.60","1,703.80","0.07K","-0.13%"
+"05/04/2020","1,717.20","1,710.90","1,725.80","1,710.90","0.07K","0.75%"
+"05/01/2020","1,704.40","1,697.10","1,713.50","1,682.70","0.10K","0.43%"
+"04/30/2020","1,697.10","1,737.70","1,737.90","1,695.00","0.04K","-1.12%"
+"04/29/2020","1,716.30","1,716.30","1,716.30","1,716.30","159.60K","-0.34%"
+"04/28/2020","1,722.20","1,724.40","1,731.90","1,704.10","171.34K","-0.09%"
+"04/27/2020","1,723.80","1,745.00","1,745.80","1,720.00","146.64K","-0.68%"
+"04/24/2020","1,735.60","1,753.00","1,760.20","1,725.40","180.24K","-0.56%"
+"04/23/2020","1,745.40","1,736.50","1,764.20","1,730.60","201.88K","0.41%"
+"04/22/2020","1,738.30","1,703.10","1,742.40","1,695.40","193.73K","2.99%"
+"04/21/2020","1,687.80","1,713.30","1,718.00","1,666.20","248.63K","-1.37%"
+"04/20/2020","1,711.20","1,693.00","1,718.40","1,685.00","186.91K","0.73%"
+"04/17/2020","1,698.80","1,738.50","1,738.80","1,691.20","227.07K","-1.90%"
+"04/16/2020","1,731.70","1,743.50","1,768.00","1,722.60","204.23K","-0.49%"
+"04/15/2020","1,740.20","1,758.10","1,759.80","1,731.60","186.70K","-1.62%"
+"04/14/2020","1,768.90","1,761.50","1,788.80","1,747.10","241.19K","0.43%"
+"04/13/2020","1,761.40","1,742.30","1,772.80","1,724.20","166.89K","0.49%"
+"04/09/2020","1,752.80","1,680.50","1,754.50","1,676.50","218.80K","4.07%"
+"04/08/2020","1,684.30","1,678.70","1,695.80","1,670.70","125.33K","0.04%"
+"04/07/2020","1,683.70","1,707.10","1,742.60","1,672.00","204.50K","-0.60%"
+"04/06/2020","1,693.90","1,647.70","1,715.80","1,638.20","192.75K","2.93%"
+"04/03/2020","1,645.70","1,635.30","1,652.80","1,624.40","139.61K","0.49%"
+"04/02/2020","1,637.70","1,602.40","1,645.60","1,595.20","167.71K","2.91%"
+"04/01/2020","1,591.40","1,589.40","1,612.40","1,576.00","164.48K","-0.33%"
+"03/31/2020","1,596.60","1,643.40","1,645.60","1,588.20","176.55K","-2.84%"
+"03/30/2020","1,643.20","1,663.40","1,673.60","1,632.00","157.37K","0.12%"
+"03/27/2020","1,641.30","1,649.90","1,653.10","1,629.60","3.03K","-0.89%"
+"03/26/2020","1,656.00","1,638.80","1,674.50","1,613.60","1.58K","1.19%"
+"03/25/2020","1,636.60","1,680.00","1,696.30","1,613.00","1.10K","-1.65%"
+"03/24/2020","1,664.00","1,564.60","1,692.70","1,564.60","2.64K","5.97%"
+"03/23/2020","1,570.20","1,509.40","1,572.20","1,488.00","1.30K","5.63%"
+"03/20/2020","1,486.50","1,476.10","1,520.70","1,458.00","1.22K","0.35%"
+"03/19/2020","1,481.30","1,476.90","1,501.20","1,468.10","0.49K","0.13%"
+"03/18/2020","1,479.40","1,546.10","1,546.20","1,475.00","0.59K","-3.13%"
+"03/17/2020","1,527.20","1,502.50","1,554.80","1,470.00","0.45K","2.66%"
+"03/16/2020","1,487.60","1,573.60","1,573.80","1,453.60","1.11K","-2.02%"
+"03/13/2020","1,518.20","1,576.90","1,597.60","1,511.40","0.90K","-4.64%"
+"03/12/2020","1,592.10","1,643.00","1,650.00","1,563.40","1.13K","-3.16%"
+"03/11/2020","1,644.10","1,651.70","1,672.80","1,635.80","0.24K","-1.08%"
+"03/10/2020","1,662.00","1,670.70","1,672.40","1,648.00","0.68K","-0.92%"
+"03/09/2020","1,677.40","1,691.00","1,704.30","1,663.60","0.45K","0.19%"
+"03/06/2020","1,674.30","1,674.20","1,692.30","1,648.50","0.41K","0.26%"
+"03/05/2020","1,670.00","1,642.70","1,677.00","1,639.80","0.19K","1.51%"
+"03/04/2020","1,645.20","1,646.50","1,652.40","1,635.50","0.21K","-0.09%"
+"03/03/2020","1,646.60","1,596.20","1,651.40","1,596.20","0.14K","3.10%"
+"03/02/2020","1,597.10","1,593.80","1,611.00","1,580.00","0.05K","1.77%"
+"02/28/2020","1,569.30","1,626.10","1,630.90","1,569.10","0.03K","-4.62%"
+"02/27/2020","1,645.30","1,645.30","1,645.30","1,645.30","573.29K","0.13%"
+"02/26/2020","1,643.10","1,637.30","1,657.10","1,626.60","531.90K","-0.42%"
+"02/25/2020","1,650.00","1,661.80","1,666.70","1,627.00","672.76K","-1.59%"
+"02/24/2020","1,676.60","1,656.00","1,691.70","1,652.80","680.82K","1.69%"
+"02/21/2020","1,648.80","1,623.60","1,652.10","1,621.60","489.19K","1.75%"
+"02/20/2020","1,620.50","1,615.00","1,626.50","1,606.60","403.04K","0.54%"
+"02/19/2020","1,611.80","1,604.80","1,615.90","1,602.40","307.89K","0.51%"
+"02/18/2020","1,603.60","1,585.10","1,608.20","1,581.80","414.24K","0.00%"
+"02/17/2020","1,603.60","1,585.10","1,608.20","1,581.80","414.24K","1.08%"
+"02/14/2020","1,586.40","1,579.00","1,588.20","1,576.00","227.11K","0.48%"
+"02/13/2020","1,578.80","1,569.80","1,581.70","1,568.50","276.25K","0.46%"
+"02/12/2020","1,571.60","1,571.20","1,573.60","1,564.40","189.55K","0.10%"
+"02/11/2020","1,570.10","1,575.50","1,577.50","1,565.20","231.83K","-0.60%"
+"02/10/2020","1,579.50","1,575.80","1,580.50","1,571.50","191.75K","0.39%"
+"02/07/2020","1,573.40","1,570.70","1,577.80","1,563.50","286.42K","0.22%"
+"02/06/2020","1,570.00","1,560.00","1,571.90","1,556.00","229.00K","0.46%"
+"02/05/2020","1,562.80","1,556.10","1,566.20","1,551.10","306.05K","0.47%"
+"02/04/2020","1,555.50","1,581.50","1,584.50","1,552.80","349.00K","-1.70%"
+"02/03/2020","1,582.40","1,597.80","1,598.50","1,573.20","320.60K","-0.35%"
+"01/31/2020","1,587.90","1,578.40","1,595.50","1,575.00","343.37K","-0.08%"
+"01/30/2020","1,589.20","1,582.40","1,590.70","1,576.80","382.60K","1.00%"
+"01/29/2020","1,573.50","1,569.00","1,580.70","1,565.00","4.02K","0.04%"
+"01/28/2020","1,572.80","1,583.90","1,585.10","1,567.80","2.31K","-0.49%"
+"01/27/2020","1,580.60","1,580.90","1,591.50","1,579.00","2.94K","0.34%"
+"01/24/2020","1,575.20","1,566.00","1,578.50","1,560.00","1.97K","0.41%"
+"01/23/2020","1,568.80","1,561.80","1,570.50","1,555.30","2.33K","0.56%"
+"01/22/2020","1,560.00","1,560.90","1,562.20","1,553.30","1.01K","-0.05%"
+"01/21/2020","1,560.80","1,567.00","1,571.40","1,549.20","2.22K","0.19%"
+"01/20/2020","1,557.90","1,557.30","1,568.80","1,546.00","462.62K","-0.36%"
+"01/17/2020","1,563.60","1,555.70","1,564.50","1,555.70","0.47K","0.64%"
+"01/16/2020","1,553.70","1,559.90","1,561.00","1,551.30","0.28K","-0.22%"
+"01/15/2020","1,557.20","1,550.30","1,561.60","1,550.30","0.81K","0.59%"
+"01/14/2020","1,548.00","1,552.10","1,552.10","1,539.60","1.79K","-0.37%"
+"01/13/2020","1,553.70","1,563.70","1,564.90","1,550.00","1.00K","-0.63%"
+"01/10/2020","1,563.60","1,558.20","1,567.00","1,550.10","0.98K","0.37%"
+"01/09/2020","1,557.80","1,560.10","1,565.20","1,546.40","1.12K","-0.38%"
+"01/08/2020","1,563.80","1,580.60","1,615.70","1,558.00","1.98K","-0.87%"
+"01/07/2020","1,577.60","1,570.20","1,581.40","1,560.20","0.63K","0.36%"
+"01/06/2020","1,572.00","1,559.10","1,590.40","1,559.10","0.38K","1.06%"
+"01/03/2020","1,555.50","1,535.20","1,558.30","1,535.20","0.27K","1.57%"
+"01/02/2020","1,531.40","1,526.00","1,535.70","1,524.30","0.09K","0.32%"
+"12/31/2019","1,526.50","1,525.10","1,529.60","1,524.80","0.03K","0.32%"
+"12/30/2019","1,521.60","1,521.60","1,521.60","1,521.60","178.72K","0.23%"
+"12/27/2019","1,518.10","1,516.50","1,519.90","1,512.10","204.99K","0.24%"
+"12/26/2019","1,514.40","1,503.90","1,517.40","1,502.10","216.61K","0.64%"
+"12/24/2019","1,504.80","1,489.80","1,505.00","1,488.10","183.68K","1.08%"
+"12/23/2019","1,488.70","1,482.40","1,490.10","1,481.20","162.45K","0.53%"
+"12/20/2019","1,480.90","1,482.70","1,484.80","1,479.50","140.77K","-0.24%"
+"12/19/2019","1,484.40","1,479.40","1,485.80","1,477.10","201.19K","0.39%"
+"12/18/2019","1,478.70","1,480.40","1,483.60","1,474.30","197.97K","-0.13%"
+"12/17/2019","1,480.60","1,480.60","1,484.90","1,478.40","173.25K","0.01%"
+"12/16/2019","1,480.50","1,480.00","1,484.50","1,477.40","165.85K","-0.05%"
+"12/13/2019","1,481.20","1,470.80","1,482.50","1,465.50","356.68K","0.60%"
+"12/12/2019","1,472.30","1,479.20","1,491.60","1,468.20","409.86K","-0.18%"
+"12/11/2019","1,475.00","1,468.50","1,483.50","1,466.90","251.73K","0.47%"
+"12/10/2019","1,468.10","1,466.30","1,473.70","1,464.20","228.83K","0.22%"
+"12/09/2019","1,464.90","1,464.10","1,469.80","1,463.00","177.22K","-0.01%"
+"12/06/2019","1,465.10","1,481.00","1,485.30","1,463.30","317.32K","-1.21%"
+"12/05/2019","1,483.10","1,480.00","1,485.70","1,478.00","240.01K","0.20%"
+"12/04/2019","1,480.20","1,483.20","1,489.90","1,476.70","319.73K","-0.28%"
+"12/03/2019","1,484.40","1,468.00","1,487.70","1,465.40","400.90K","1.03%"
+"12/02/2019","1,469.20","1,470.30","1,471.70","1,459.80","316.58K","-0.24%"
+"11/29/2019","1,472.70","1,461.20","1,472.90","1,459.10","272.34K","0.00%"
+"11/28/2019","1,472.70","1,461.20","1,472.90","1,459.10","272.34K","0.81%"
+"11/27/2019","1,460.80","1,468.30","1,469.10","1,459.10","232.12K","-0.25%"
+"11/26/2019","1,464.40","1,458.80","1,466.80","1,454.10","2.65K","0.27%"
+"11/25/2019","1,460.50","1,464.10","1,465.10","1,457.90","0.82K","-0.46%"
+"11/22/2019","1,467.30","1,468.90","1,476.20","1,465.00","0.71K","0.01%"
+"11/21/2019","1,467.10","1,478.70","1,479.00","1,466.30","1.46K","-0.70%"
+"11/20/2019","1,477.50","1,476.70","1,482.30","1,469.90","1.20K","-0.02%"
+"11/19/2019","1,477.80","1,476.40","1,478.70","1,468.80","0.52K","0.16%"
+"11/18/2019","1,475.40","1,472.80","1,477.40","1,462.00","0.49K","0.23%"
+"11/15/2019","1,472.00","1,478.50","1,478.50","1,467.40","0.42K","-0.33%"
+"11/14/2019","1,476.90","1,468.00","1,477.80","1,467.50","0.39K","0.69%"
+"11/13/2019","1,466.80","1,461.30","1,471.00","1,461.30","0.13K","0.66%"
+"11/12/2019","1,457.20","1,461.00","1,463.40","1,450.00","0.16K","-0.23%"
+"11/11/2019","1,460.60","1,463.40","1,470.00","1,453.10","0.14K","-0.40%"
+"11/08/2019","1,466.40","1,470.30","1,475.50","1,461.50","0.13K","-0.24%"
+"11/07/2019","1,469.90","1,496.40","1,496.40","1,467.80","0.21K","-1.80%"
+"11/06/2019","1,496.80","1,489.70","1,497.00","1,489.50","0.14K","0.62%"
+"11/05/2019","1,487.60","1,512.70","1,512.70","1,485.00","0.41K","-1.79%"
+"11/04/2019","1,514.70","1,518.30","1,519.40","1,512.90","0.16K","-0.01%"
+"11/01/2019","1,514.90","1,518.80","1,521.10","1,513.00","0.01K","-0.22%"
+"10/31/2019","1,518.30","1,505.80","1,518.00","1,505.80","0.01K","1.21%"
+"10/30/2019","1,500.20","1,500.20","1,500.20","1,500.20","353.64K","0.64%"
+"10/29/2019","1,490.70","1,494.30","1,497.10","1,485.60","291.98K","-0.34%"
+"10/28/2019","1,495.80","1,507.40","1,510.80","1,492.30","318.13K","-0.63%"
+"10/25/2019","1,505.30","1,506.40","1,520.90","1,503.10","368.74K","0.04%"
+"10/24/2019","1,504.70","1,495.10","1,506.90","1,490.40","305.01K","0.60%"
+"10/23/2019","1,495.70","1,491.10","1,499.40","1,490.70","244.62K","0.55%"
+"10/22/2019","1,487.50","1,487.50","1,492.10","1,484.00","208.97K","-0.04%"
+"10/21/2019","1,488.10","1,495.60","1,498.70","1,484.80","284.29K","-0.40%"
+"10/18/2019","1,494.10","1,495.60","1,497.90","1,488.30","232.55K","-0.28%"
+"10/17/2019","1,498.30","1,494.20","1,501.10","1,487.00","305.67K","0.29%"
+"10/16/2019","1,494.00","1,484.80","1,495.50","1,480.60","367.90K","0.71%"
+"10/15/2019","1,483.50","1,497.70","1,503.00","1,480.80","317.99K","-0.94%"
+"10/14/2019","1,497.60","1,492.00","1,501.50","1,487.10","228.32K","0.60%"
+"10/11/2019","1,488.70","1,498.30","1,508.00","1,478.00","485.96K","-0.81%"
+"10/10/2019","1,500.90","1,510.80","1,522.30","1,495.70","417.88K","-0.79%"
+"10/09/2019","1,512.80","1,510.90","1,518.00","1,505.10","285.28K","0.59%"
+"10/08/2019","1,503.90","1,498.70","1,515.30","1,492.10","371.44K","-0.03%"
+"10/07/2019","1,504.40","1,518.60","1,518.80","1,493.30","257.78K","-0.56%"
+"10/04/2019","1,512.90","1,511.60","1,522.20","1,501.40","344.79K","-0.06%"
+"10/03/2019","1,513.80","1,505.60","1,525.80","1,501.70","408.74K","0.39%"
+"10/02/2019","1,507.90","1,485.40","1,511.40","1,480.50","393.10K","1.27%"
+"10/01/2019","1,489.00","1,478.00","1,493.50","1,465.00","450.17K","1.09%"
+"09/30/2019","1,472.90","1,501.70","1,507.20","1,470.50","439.71K","-2.22%"
+"09/27/2019","1,506.40","1,511.80","1,514.40","1,493.30","451.93K","-0.35%"
+"09/26/2019","1,511.70","1,506.00","1,515.50","1,505.00","0.88K","0.19%"
+"09/25/2019","1,508.90","1,535.40","1,538.90","1,504.50","1.05K","-1.80%"
+"09/24/2019","1,536.60","1,525.40","1,538.90","1,520.00","0.69K","0.58%"
+"09/23/2019","1,527.80","1,520.00","1,530.30","1,515.90","0.42K","1.04%"
+"09/20/2019","1,512.00","1,508.80","1,520.40","1,504.40","0.07K","0.57%"
+"09/19/2019","1,503.40","1,496.30","1,507.30","1,496.00","0.04K","-0.63%"
+"09/18/2019","1,513.00","1,506.20","1,515.50","1,489.80","0.05K","0.15%"
+"09/17/2019","1,510.80","1,503.60","1,511.60","1,500.70","0.09K","0.14%"
+"09/16/2019","1,508.70","1,508.40","1,516.70","1,501.00","0.11K","0.80%"
+"09/13/2019","1,496.80","1,503.30","1,511.00","1,494.10","0.08K","-0.53%"
+"09/12/2019","1,504.80","1,495.10","1,526.70","1,495.10","0.31K","0.29%"
+"09/11/2019","1,500.50","1,493.50","1,502.90","1,493.50","0.04K","0.27%"
+"09/10/2019","1,496.40","1,498.80","1,503.00","1,491.90","0.14K","-0.78%"
+"09/09/2019","1,508.10","1,517.00","1,517.00","1,503.30","0.06K","-0.28%"
+"09/06/2019","1,512.40","1,519.10","1,531.00","1,508.10","0.02K","-0.66%"
+"09/05/2019","1,522.50","1,548.60","1,554.90","1,517.80","0.03K","-2.23%"
+"09/04/2019","1,557.20","1,548.00","1,561.90","1,548.00","0.01K","0.28%"
+"09/03/2019","1,552.80","1,531.90","1,532.90","1,525.30","0.00K","-0.20%"
+"09/02/2019","1,555.90","1,535.20","1,558.90","1,528.00","554.83K","1.95%"
+"08/30/2019","1,526.20","1,526.20","1,526.20","1,526.20","330.85K","-0.49%"
+"08/29/2019","1,533.70","1,533.70","1,533.70","1,533.70","455.60K","-0.59%"
+"08/28/2019","1,542.80","1,545.60","1,550.20","1,535.60","17.19K","-0.18%"
+"08/27/2019","1,545.60","1,531.00","1,548.20","1,529.20","13.57K","0.96%"
+"08/26/2019","1,530.90","1,537.50","1,558.60","1,528.70","11.29K","-0.03%"
+"08/23/2019","1,531.40","1,502.30","1,534.00","1,496.90","13.25K","1.94%"
+"08/22/2019","1,502.30","1,506.80","1,508.10","1,496.10","8.40K","-0.48%"
+"08/21/2019","1,509.60","1,511.60","1,512.10","1,500.50","5.34K","-0.01%"
+"08/20/2019","1,509.70","1,501.10","1,512.70","1,497.00","4.75K","0.28%"
+"08/19/2019","1,505.50","1,516.90","1,517.10","1,497.30","11.89K","-0.79%"
+"08/16/2019","1,517.50","1,527.90","1,532.10","1,508.00","10.22K","-0.50%"
+"08/15/2019","1,525.10","1,521.10","1,531.40","1,512.20","8.76K","0.23%"
+"08/14/2019","1,521.60","1,506.60","1,528.40","1,499.00","11.64K","0.91%"
+"08/13/2019","1,507.90","1,515.40","1,539.50","1,483.00","18.79K","-0.20%"
+"08/12/2019","1,510.90","1,502.90","1,525.20","1,492.40","6.93K","0.59%"
+"08/09/2019","1,502.00","1,512.40","1,513.20","1,500.00","12.56K","-0.07%"
+"08/08/2019","1,503.10","1,504.90","1,514.90","1,495.50","10.69K","-0.67%"
+"08/07/2019","1,513.20","1,480.00","1,516.20","1,478.40","24.40K","2.36%"
+"08/06/2019","1,478.30","1,473.90","1,480.90","1,462.50","8.13K","0.52%"
+"08/05/2019","1,470.60","1,446.30","1,475.90","1,443.00","13.12K","1.31%"
+"08/02/2019","1,451.60","1,451.20","1,455.90","1,436.60","13.33K","1.76%"
+"08/01/2019","1,426.50","1,419.20","1,452.30","1,406.40","15.59K","-0.37%"
+"07/31/2019","1,431.80","1,437.60","1,441.90","1,416.50","9.36K","-0.28%"
+"07/30/2019","1,435.80","1,433.40","1,439.60","1,429.00","12.62K","0.81%"
+"07/29/2019","1,424.30","1,423.20","1,431.90","1,418.60","2.56K","0.06%"
+"07/26/2019","1,423.50","1,419.30","1,428.50","1,417.40","2.54K","0.39%"
+"07/25/2019","1,418.00","1,429.50","1,438.00","1,414.10","5.04K","-0.66%"
+"07/24/2019","1,427.40","1,421.30","1,433.40","1,420.90","1.24K","0.13%"
+"07/23/2019","1,425.50","1,429.60","1,434.90","1,418.50","0.76K","-0.36%"
+"07/22/2019","1,430.70","1,431.80","1,434.30","1,427.50","0.80K","0.04%"
+"07/19/2019","1,430.10","1,452.70","1,457.10","1,425.00","3.03K","-0.13%"
+"07/18/2019","1,431.90","1,433.30","1,453.00","1,419.80","1.16K","0.33%"
+"07/17/2019","1,427.20","1,411.60","1,431.80","1,405.40","0.63K","0.86%"
+"07/16/2019","1,415.00","1,422.50","1,422.50","1,406.00","0.17K","-0.16%"
+"07/15/2019","1,417.30","1,417.50","1,425.00","1,413.30","0.30K","0.10%"
+"07/12/2019","1,415.90","1,411.20","1,422.50","1,408.90","0.72K","0.42%"
+"07/11/2019","1,410.00","1,424.10","1,431.30","1,408.10","0.32K","-0.41%"
+"07/10/2019","1,415.80","1,401.20","1,423.80","1,397.50","0.25K","0.85%"
+"07/09/2019","1,403.90","1,400.80","1,404.80","1,392.80","0.36K","0.04%"
+"07/08/2019","1,403.30","1,404.30","1,412.40","1,398.00","0.21K","-0.01%"
+"07/05/2019","1,403.40","1,426.50","1,427.90","1,393.00","0.34K","0.24%"
+"07/04/2019","1,400.10","1,421.60","1,426.80","1,388.60","577.38K","-1.69%"
+"07/03/2019","1,424.20","1,435.00","1,442.90","1,418.20","0.43K","0.92%"
+"07/02/2019","1,411.20","1,392.20","1,424.80","1,391.70","0.08K","1.35%"
+"07/01/2019","1,392.40","1,399.60","1,403.60","1,388.60","0.15K","-1.72%"
+"06/28/2019","1,416.70","1,427.60","1,427.60","1,416.00","0.02K","0.13%"
+"06/27/2019","1,414.90","1,414.90","1,414.90","1,414.90","336.36K","-0.04%"
+"06/26/2019","1,415.40","1,427.20","1,427.90","1,405.00","421.95K","-0.23%"
+"06/25/2019","1,418.70","1,423.40","1,442.90","1,415.10","643.59K","0.04%"
+"06/24/2019","1,418.20","1,403.90","1,425.10","1,403.60","375.15K","1.29%"
+"06/21/2019","1,400.10","1,391.20","1,415.40","1,386.10","518.89K","0.23%"
+"06/20/2019","1,396.90","1,364.50","1,397.70","1,361.30","542.90K","3.57%"
+"06/19/2019","1,348.80","1,350.40","1,366.60","1,344.80","332.61K","-0.14%"
+"06/18/2019","1,350.70","1,343.90","1,358.50","1,342.10","376.27K","0.58%"
+"06/17/2019","1,342.90","1,345.50","1,347.10","1,336.60","238.71K","-0.12%"
+"06/14/2019","1,344.50","1,346.50","1,362.20","1,341.40","358.45K","0.06%"
+"06/13/2019","1,343.70","1,337.80","1,347.00","1,335.90","204.83K","0.52%"
+"06/12/2019","1,336.80","1,330.60","1,342.30","1,329.80","234.46K","0.42%"
+"06/11/2019","1,331.20","1,331.80","1,333.80","1,323.60","215.15K","0.14%"
+"06/10/2019","1,329.30","1,341.20","1,341.70","1,329.00","228.03K","-1.25%"
+"06/07/2019","1,346.10","1,339.70","1,352.70","1,334.30","331.29K","0.25%"
+"06/06/2019","1,342.70","1,336.10","1,344.20","1,331.30","263.09K","0.68%"
+"06/05/2019","1,333.60","1,330.20","1,348.90","1,329.30","413.47K","0.37%"
+"06/04/2019","1,328.70","1,329.70","1,334.10","1,324.70","319.96K","0.06%"
+"06/03/2019","1,327.90","1,312.50","1,333.00","1,310.90","363.40K","1.28%"
+"05/31/2019","1,311.10","1,293.20","1,311.90","1,292.50","341.18K","1.45%"
+"05/30/2019","1,292.40","1,285.10","1,293.90","1,279.20","284.02K","0.68%"
+"05/29/2019","1,283.70","1,281.80","1,287.80","1,281.40","1.64K","0.28%"
+"05/28/2019","1,280.10","1,287.20","1,289.60","1,278.50","0.78K","0.23%"
+"05/27/2019","1,277.10","1,283.50","1,286.90","1,275.10","362.16K","-0.72%"
+"05/24/2019","1,286.40","1,285.90","1,287.50","1,283.30","0.41K","-0.16%"
+"05/23/2019","1,288.40","1,276.80","1,289.80","1,275.50","0.51K","0.88%"
+"05/22/2019","1,277.10","1,276.10","1,279.50","1,275.50","0.32K","0.07%"
+"05/21/2019","1,276.20","1,281.20","1,281.20","1,272.00","0.32K","-0.32%"
+"05/20/2019","1,280.30","1,281.60","1,282.00","1,276.90","0.20K","0.11%"
+"05/17/2019","1,278.90","1,290.10","1,292.00","1,278.00","0.38K","-0.81%"
+"05/16/2019","1,289.40","1,300.10","1,300.80","1,287.80","0.47K","-0.85%"
+"05/15/2019","1,300.50","1,300.10","1,304.00","1,298.60","0.05K","0.12%"
+"05/14/2019","1,299.00","1,303.40","1,303.40","1,298.20","0.09K","-0.44%"
+"05/13/2019","1,304.70","1,291.10","1,304.80","1,285.30","0.09K","1.12%"
+"05/10/2019","1,290.20","1,288.20","1,292.30","1,287.80","0.04K","0.16%"
+"05/09/2019","1,288.20","1,287.10","1,291.60","1,285.20","0.03K","0.30%"
+"05/08/2019","1,284.40","1,291.10","1,295.00","1,284.00","0.04K","-0.33%"
+"05/07/2019","1,288.60","1,286.80","1,289.60","1,283.90","0.03K","0.13%"
+"05/06/2019","1,286.90","1,286.10","1,289.90","1,282.30","0.03K","0.20%"
+"05/03/2019","1,284.30","1,276.10","1,286.60","1,273.50","0.03K","0.73%"
+"05/02/2019","1,275.00","1,278.00","1,278.50","1,272.70","0.06K","-0.95%"
+"05/01/2019","1,287.20","1,285.00","1,290.40","1,281.00","0.02K","-0.11%"
+"04/30/2019","1,288.60","1,288.60","1,288.60","1,288.60","239.44K","0.32%"
+"04/29/2019","1,284.50","1,284.50","1,284.50","1,284.50","208.96K","-0.33%"
+"04/26/2019","1,288.80","1,279.10","1,290.90","1,276.00","278.89K","0.71%"
+"04/25/2019","1,279.70","1,277.90","1,284.80","1,275.20","237.15K","0.02%"
+"04/24/2019","1,279.40","1,274.40","1,280.70","1,270.50","246.05K","0.49%"
+"04/23/2019","1,273.20","1,277.00","1,278.50","1,267.90","280.34K","-0.34%"
+"04/22/2019","1,277.60","1,278.00","1,281.90","1,275.70","136.44K","0.13%"
+"04/18/2019","1,276.00","1,276.20","1,279.70","1,273.00","229.63K","-0.06%"
+"04/17/2019","1,276.80","1,279.50","1,282.10","1,275.20","223.36K","-0.03%"
+"04/16/2019","1,277.20","1,290.80","1,291.70","1,275.50","326.51K","-1.09%"
+"04/15/2019","1,291.30","1,294.00","1,295.20","1,285.30","232.99K","-0.30%"
+"04/12/2019","1,295.20","1,295.80","1,299.10","1,293.20","192.49K","0.15%"
+"04/11/2019","1,293.30","1,312.40","1,313.10","1,292.90","324.74K","-1.57%"
+"04/10/2019","1,313.90","1,308.20","1,314.70","1,304.70","218.88K","0.43%"
+"04/09/2019","1,308.30","1,301.60","1,310.40","1,300.60","200.34K","0.49%"
+"04/08/2019","1,301.90","1,295.80","1,307.90","1,295.50","207.57K","0.49%"
+"04/05/2019","1,295.60","1,296.50","1,297.80","1,288.30","231.45K","0.10%"
+"04/04/2019","1,294.30","1,294.40","1,298.70","1,284.90","262.54K","-0.08%"
+"04/03/2019","1,295.30","1,296.90","1,299.00","1,292.70","190.37K","-0.01%"
+"04/02/2019","1,295.40","1,292.20","1,297.10","1,289.50","196.40K","0.09%"
+"04/01/2019","1,294.20","1,297.20","1,301.70","1,291.00","236.66K","-0.33%"
+"03/29/2019","1,298.50","1,295.00","1,304.60","1,291.30","270.18K","0.25%"
+"03/28/2019","1,295.30","1,315.00","1,317.60","1,293.30","426.82K","-1.42%"
+"03/27/2019","1,313.90","1,318.70","1,322.00","1,310.90","2.01K","-0.33%"
+"03/26/2019","1,318.30","1,325.20","1,325.20","1,315.50","1.53K","-0.54%"
+"03/25/2019","1,325.40","1,316.20","1,326.50","1,314.00","1.01K","0.76%"
+"03/22/2019","1,315.40","1,312.30","1,317.60","1,310.00","0.50K","0.37%"
+"03/21/2019","1,310.60","1,316.00","1,322.40","1,306.60","1.40K","0.45%"
+"03/20/2019","1,304.70","1,309.00","1,319.60","1,301.50","2.47K","-0.37%"
+"03/19/2019","1,309.60","1,308.20","1,313.10","1,307.20","0.58K","0.38%"
+"03/18/2019","1,304.60","1,303.00","1,309.00","1,301.70","0.23K","-0.09%"
+"03/15/2019","1,305.80","1,298.10","1,308.30","1,297.80","0.59K","0.56%"
+"03/14/2019","1,298.50","1,310.00","1,310.00","1,295.90","1.04K","-1.07%"
+"03/13/2019","1,312.50","1,304.00","1,314.50","1,304.00","0.21K","0.87%"
+"03/12/2019","1,301.20","1,295.90","1,304.90","1,295.60","0.17K","0.53%"
+"03/11/2019","1,294.30","1,300.90","1,301.90","1,294.10","0.12K","-0.64%"
+"03/08/2019","1,302.70","1,294.30","1,303.10","1,293.80","0.16K","1.03%"
+"03/07/2019","1,289.40","1,290.90","1,292.50","1,286.80","0.12K","-0.11%"
+"03/06/2019","1,290.80","1,292.70","1,294.60","1,288.30","0.04K","0.23%"
+"03/05/2019","1,287.80","1,290.20","1,292.80","1,286.00","0.08K","-0.21%"
+"03/04/2019","1,290.50","1,297.60","1,301.00","1,287.00","0.24K","-0.92%"
+"03/01/2019","1,302.50","1,311.10","1,314.60","1,297.00","0.06K","-1.28%"
+"02/28/2019","1,319.40","1,327.80","1,328.00","1,318.10","0.07K","-0.42%"
+"02/27/2019","1,325.00","1,325.00","1,325.00","1,325.00","198.04K","-0.26%"
+"02/26/2019","1,328.50","1,329.90","1,332.40","1,325.50","185.56K","-0.08%"
+"02/25/2019","1,329.50","1,331.90","1,334.90","1,327.30","181.78K","-0.25%"
+"02/22/2019","1,332.80","1,325.80","1,335.60","1,323.80","241.80K","0.38%"
+"02/21/2019","1,327.80","1,341.70","1,344.30","1,323.30","285.81K","-1.49%"
+"02/20/2019","1,347.90","1,343.90","1,349.80","1,339.80","246.72K","0.23%"
+"02/19/2019","1,344.80","1,325.00","1,345.00","1,323.80","348.64K","0.00%"
+"02/18/2019","1,344.80","1,327.90","1,345.00","1,324.40","348.64K","1.72%"
+"02/15/2019","1,322.10","1,315.50","1,325.80","1,314.30","200.28K","0.62%"
+"02/14/2019","1,313.90","1,309.60","1,317.40","1,304.70","228.46K","-0.09%"
+"02/13/2019","1,315.10","1,314.30","1,321.70","1,308.10","213.96K","0.08%"
+"02/12/2019","1,314.00","1,311.60","1,318.30","1,310.00","146.45K","0.16%"
+"02/11/2019","1,311.90","1,318.10","1,318.70","1,307.10","150.61K","-0.50%"
+"02/08/2019","1,318.50","1,314.30","1,319.50","1,311.50","135.69K","0.33%"
+"02/07/2019","1,314.20","1,310.90","1,315.80","1,306.40","166.76K","-0.02%"
+"02/06/2019","1,314.40","1,319.40","1,319.90","1,309.60","137.25K","-0.36%"
+"02/05/2019","1,319.20","1,316.80","1,321.00","1,314.80","129.01K","-0.01%"
+"02/04/2019","1,319.30","1,322.60","1,323.60","1,312.70","159.56K","-0.21%"
+"02/01/2019","1,322.10","1,326.00","1,328.20","1,320.60","200.00K","-0.23%"
+"01/31/2019","1,325.20","1,325.40","1,331.10","1,322.20","224.75K","0.74%"
+"01/30/2019","1,315.50","1,317.00","1,328.60","1,313.50","272.11K","0.26%"
+"01/29/2019","1,312.10","1,305.00","1,313.80","1,304.80","2.36K","0.47%"
+"01/28/2019","1,305.90","1,302.20","1,306.20","1,299.50","1.41K","0.40%"
+"01/25/2019","1,300.70","1,282.40","1,305.30","1,281.70","1.94K","1.43%"
+"01/24/2019","1,282.30","1,285.30","1,286.50","1,278.70","0.67K","-0.35%"
+"01/23/2019","1,286.80","1,286.50","1,288.30","1,280.40","0.56K","0.08%"
+"01/22/2019","1,285.80","1,284.50","1,287.20","1,279.00","1.27K","0.19%"
+"01/21/2019","1,283.40","1,282.40","1,285.00","1,276.00","318.85K","-0.11%"
+"01/18/2019","1,284.80","1,294.80","1,294.80","1,282.50","1.34K","-0.80%"
+"01/17/2019","1,295.20","1,295.80","1,297.10","1,291.80","0.23K","-0.11%"
+"01/16/2019","1,296.60","1,291.90","1,297.70","1,290.70","0.37K","0.40%"
+"01/15/2019","1,291.40","1,294.30","1,298.00","1,290.00","0.34K","-0.25%"
+"01/14/2019","1,294.70","1,296.40","1,299.40","1,291.10","0.30K","0.14%"
+"01/11/2019","1,292.90","1,291.00","1,298.50","1,290.80","0.25K","0.16%"
+"01/10/2019","1,290.80","1,297.30","1,300.90","1,290.70","0.20K","-0.36%"
+"01/09/2019","1,295.40","1,289.10","1,297.90","1,284.60","0.14K","0.47%"
+"01/08/2019","1,289.30","1,290.40","1,291.00","1,286.50","0.07K","-0.31%"
+"01/07/2019","1,293.30","1,290.20","1,299.80","1,287.60","0.26K","0.32%"
+"01/04/2019","1,289.20","1,301.00","1,301.90","1,282.30","0.29K","-0.71%"
+"01/03/2019","1,298.40","1,293.50","1,298.10","1,289.70","0.56K","0.86%"
+"01/02/2019","1,287.30","1,288.10","1,293.70","1,284.30","0.13K","0.22%"
+"12/31/2018","1,284.50","1,284.00","1,288.60","1,284.00","0.02K","-0.12%"
+"12/28/2018","1,286.10","1,286.10","1,286.10","1,286.10","162.73K","0.39%"
+"12/27/2018","1,281.10","1,270.10","1,281.60","1,269.10","213.50K","0.64%"
+"12/26/2018","1,273.00","1,273.50","1,282.30","1,267.40","208.54K","0.09%"
+"12/24/2018","1,271.80","1,260.70","1,273.90","1,260.00","137.24K","1.09%"
+"12/21/2018","1,258.10","1,263.50","1,266.20","1,257.10","212.78K","-0.77%"
+"12/20/2018","1,267.90","1,247.00","1,270.30","1,246.20","318.24K","0.92%"
+"12/19/2018","1,256.40","1,253.50","1,262.20","1,245.30","275.31K","0.22%"
+"12/18/2018","1,253.60","1,249.70","1,254.50","1,249.00","171.59K","0.14%"
+"12/17/2018","1,251.80","1,242.80","1,252.20","1,239.40","166.88K","0.84%"
+"12/14/2018","1,241.40","1,246.20","1,247.30","1,236.50","194.65K","-0.48%"
+"12/13/2018","1,247.40","1,250.70","1,251.70","1,244.40","158.85K","-0.21%"
+"12/12/2018","1,250.00","1,248.30","1,252.60","1,247.10","157.07K","0.22%"
+"12/11/2018","1,247.20","1,249.80","1,255.10","1,245.80","186.39K","-0.18%"
+"12/10/2018","1,249.40","1,255.60","1,256.60","1,246.90","199.74K","-0.26%"
+"12/07/2018","1,252.60","1,243.10","1,255.80","1,242.60","225.56K","0.72%"
+"12/06/2018","1,243.60","1,243.00","1,249.90","1,240.00","248.86K","0.08%"
+"12/05/2018","1,242.60","1,244.60","1,244.80","1,238.70","110.21K","-0.32%"
+"12/04/2018","1,246.60","1,236.30","1,247.50","1,235.80","221.14K","0.56%"
+"12/03/2018","1,239.60","1,227.80","1,240.40","1,226.60","247.72K","1.11%"
+"11/30/2018","1,226.00","1,229.90","1,231.10","1,221.80","170.45K","-0.36%"
+"11/29/2018","1,230.40","1,227.10","1,234.90","1,226.70","246.43K","0.26%"
+"11/28/2018","1,227.20","1,217.70","1,230.20","1,214.50","1.37K","0.83%"
+"11/27/2018","1,217.10","1,226.90","1,228.80","1,215.90","0.77K","-0.73%"
+"11/26/2018","1,226.10","1,226.60","1,231.00","1,225.60","0.28K","-0.04%"
+"11/23/2018","1,226.60","1,231.30","1,232.60","1,224.20","0.78K","0.28%"
+"11/22/2018","1,223.20","1,227.80","1,229.20","1,220.30","240.35K","-0.65%"
+"11/21/2018","1,231.20","1,225.70","1,232.90","1,223.60","0.22K","0.56%"
+"11/20/2018","1,224.40","1,225.30","1,232.30","1,224.30","0.53K","-0.34%"
+"11/19/2018","1,228.60","1,225.70","1,229.30","1,222.70","0.26K","0.18%"
+"11/16/2018","1,226.40","1,217.30","1,229.10","1,217.30","0.87K","0.64%"
+"11/15/2018","1,218.60","1,215.40","1,219.70","1,212.70","0.29K","0.40%"
+"11/14/2018","1,213.80","1,206.70","1,217.50","1,202.50","0.18K","0.72%"
+"11/13/2018","1,205.10","1,205.20","1,209.00","1,201.70","0.47K","-0.18%"
+"11/12/2018","1,207.30","1,214.00","1,214.50","1,204.80","0.16K","-0.44%"
+"11/09/2018","1,212.60","1,227.20","1,227.30","1,211.50","0.31K","-1.36%"
+"11/08/2018","1,229.30","1,231.30","1,231.30","1,226.30","1.00K","-0.31%"
+"11/07/2018","1,233.10","1,233.10","1,241.70","1,231.10","1.08K","0.21%"
+"11/06/2018","1,230.50","1,235.70","1,241.10","1,230.60","0.98K","-0.46%"
+"11/05/2018","1,236.20","1,233.80","1,237.60","1,233.80","0.70K","-0.06%"
+"11/02/2018","1,237.00","1,240.70","1,240.70","1,240.70","0.82K","-0.36%"
+"11/01/2018","1,241.50","1,219.00","1,228.40","1,219.00","0.06K","1.93%"
+"10/31/2018","1,218.00","1,219.80","1,221.80","1,218.30","0.00K","-0.84%"
+"10/30/2018","1,228.30","1,228.30","1,228.30","1,228.30","224.64K","0.06%"
+"10/29/2018","1,227.60","1,236.40","1,237.60","1,226.10","234.29K","-0.66%"
+"10/26/2018","1,235.80","1,234.70","1,246.00","1,232.50","315.69K","0.28%"
+"10/25/2018","1,232.40","1,236.60","1,242.00","1,230.50","259.68K","0.11%"
+"10/24/2018","1,231.10","1,233.80","1,238.00","1,228.30","211.48K","-0.46%"
+"10/23/2018","1,236.80","1,225.10","1,243.00","1,224.50","288.38K","1.00%"
+"10/22/2018","1,224.60","1,230.50","1,232.60","1,222.80","187.23K","-0.33%"
+"10/19/2018","1,228.70","1,228.60","1,234.10","1,226.20","191.80K","-0.11%"
+"10/18/2018","1,230.10","1,225.50","1,233.60","1,221.70","243.11K","0.22%"
+"10/17/2018","1,227.40","1,228.00","1,232.90","1,223.70","235.33K","-0.29%"
+"10/16/2018","1,231.00","1,230.50","1,235.90","1,226.30","242.42K","0.06%"
+"10/15/2018","1,230.30","1,221.20","1,236.90","1,220.40","291.57K","0.68%"
+"10/12/2018","1,222.00","1,227.70","1,228.10","1,219.30","318.23K","-0.46%"
+"10/11/2018","1,227.60","1,197.90","1,230.00","1,194.70","531.78K","2.87%"
+"10/10/2018","1,193.40","1,192.70","1,198.60","1,188.50","248.56K","0.16%"
+"10/09/2018","1,191.50","1,192.20","1,195.80","1,186.60","243.86K","0.24%"
+"10/08/2018","1,188.60","1,206.70","1,208.00","1,186.00","320.10K","-1.41%"
+"10/05/2018","1,205.60","1,203.70","1,209.80","1,200.90","255.48K","0.33%"
+"10/04/2018","1,201.60","1,201.40","1,210.70","1,199.60","290.84K","-0.11%"
+"10/03/2018","1,202.90","1,207.00","1,212.30","1,200.40","255.07K","-0.34%"
+"10/02/2018","1,207.00","1,192.70","1,212.30","1,192.20","365.32K","1.28%"
+"10/01/2018","1,191.70","1,196.10","1,196.50","1,188.10","220.51K","-0.38%"
+"09/28/2018","1,196.20","1,186.80","1,198.00","1,184.30","307.82K","0.74%"
+"09/27/2018","1,187.40","1,198.90","1,202.60","1,185.60","351.05K","-0.79%"
+"09/26/2018","1,196.90","1,203.00","1,203.90","1,193.00","0.44K","-0.47%"
+"09/25/2018","1,202.50","1,200.20","1,204.60","1,198.90","0.13K","0.07%"
+"09/24/2018","1,201.70","1,201.20","1,205.00","1,196.20","0.18K","0.26%"
+"09/21/2018","1,198.60","1,209.70","1,212.10","1,194.20","0.39K","-0.85%"
+"09/20/2018","1,208.90","1,206.40","1,210.50","1,203.50","0.09K","0.23%"
+"09/19/2018","1,206.10","1,201.50","1,208.50","1,201.00","0.12K","0.45%"
+"09/18/2018","1,200.70","1,202.80","1,204.50","1,199.60","0.04K","-0.22%"
+"09/17/2018","1,203.40","1,198.50","1,207.00","1,195.60","0.05K","0.40%"
+"09/14/2018","1,198.60","1,204.20","1,209.70","1,195.80","0.12K","-0.57%"
+"09/13/2018","1,205.50","1,208.90","1,213.30","1,202.50","0.09K","-0.22%"
+"09/12/2018","1,208.20","1,198.90","1,210.90","1,197.90","0.04K","0.73%"
+"09/11/2018","1,199.50","1,198.70","1,198.90","1,190.10","0.02K","0.19%"
+"09/10/2018","1,197.20","1,198.80","1,199.60","1,194.70","0.02K","-0.05%"
+"09/07/2018","1,197.80","1,202.80","1,203.70","1,200.00","0.01K","-0.32%"
+"09/06/2018","1,201.70","1,207.60","1,209.00","1,203.50","0.01K","0.24%"
+"09/05/2018","1,198.80","1,196.10","1,200.70","1,196.10","0.02K","0.18%"
+"09/04/2018","1,196.60","1,201.80","1,204.80","1,193.30","0.06K","-0.21%"
+"09/03/2018","1,199.10","1,207.00","1,207.60","1,195.10","421.47K","-0.42%"
+"08/31/2018","1,204.10","1,202.70","1,205.30","1,202.70","265.11K","0.13%"
+"08/30/2018","1,202.50","1,202.50","1,202.50","1,202.50","288.07K","-0.33%"
+"08/29/2018","1,206.50","1,202.20","1,208.80","1,202.20","10.90K","-0.25%"
+"08/28/2018","1,209.50","1,212.80","1,215.70","1,201.00","20.28K","-0.14%"
+"08/27/2018","1,211.20","1,209.20","1,214.00","1,204.50","3.45K","0.22%"
+"08/24/2018","1,208.60","1,187.10","1,210.40","1,184.90","9.56K","1.62%"
+"08/23/2018","1,189.30","1,198.00","1,198.70","1,185.60","5.42K","-0.78%"
+"08/22/2018","1,198.70","1,198.70","1,203.70","1,194.80","7.57K","0.27%"
+"08/21/2018","1,195.50","1,193.00","1,199.80","1,190.00","4.52K","0.45%"
+"08/20/2018","1,190.20","1,185.50","1,193.20","1,185.30","4.20K","0.88%"
+"08/17/2018","1,179.80","1,177.50","1,187.60","1,174.20","4.99K","0.02%"
+"08/16/2018","1,179.60","1,178.10","1,184.50","1,162.70","6.75K","-0.08%"
+"08/15/2018","1,180.50","1,196.80","1,197.20","1,175.60","8.79K","-1.30%"
+"08/14/2018","1,196.10","1,196.30","1,200.90","1,194.50","3.75K","0.16%"
+"08/13/2018","1,194.20","1,214.20","1,216.50","1,193.90","8.35K","-1.65%"
+"08/10/2018","1,214.20","1,215.30","1,220.00","1,208.50","6.70K","-0.07%"
+"08/09/2018","1,215.10","1,217.10","1,220.50","1,213.60","3.16K","-0.09%"
+"08/08/2018","1,216.20","1,214.10","1,218.50","1,208.80","6.97K","0.24%"
+"08/07/2018","1,213.30","1,211.00","1,219.20","1,210.90","3.62K","0.06%"
+"08/06/2018","1,212.60","1,216.70","1,220.70","1,209.50","3.28K","-0.45%"
+"08/03/2018","1,218.10","1,211.80","1,223.30","1,207.40","5.35K","0.26%"
+"08/02/2018","1,214.90","1,219.40","1,224.90","1,210.30","6.90K","-0.61%"
+"08/01/2018","1,222.40","1,228.20","1,228.70","1,219.10","6.48K","-0.50%"
+"07/31/2018","1,228.50","1,224.90","1,232.60","1,217.60","6.81K","0.17%"
+"07/30/2018","1,226.40","1,226.50","1,229.10","1,223.10","22.01K","-0.01%"
+"07/27/2018","1,226.50","1,225.80","1,230.10","1,220.00","1.79K","-0.17%"
+"07/26/2018","1,228.60","1,234.60","1,237.70","1,224.90","1.26K","-0.48%"
+"07/25/2018","1,234.50","1,227.20","1,236.70","1,226.70","0.48K","0.51%"
+"07/24/2018","1,228.20","1,227.30","1,232.20","1,221.00","0.85K","0.02%"
+"07/23/2018","1,228.00","1,234.20","1,237.40","1,224.80","0.59K","-0.45%"
+"07/20/2018","1,233.60","1,226.70","1,234.50","1,218.90","1.08K","0.58%"
+"07/19/2018","1,226.50","1,228.90","1,231.20","1,213.40","0.41K","-0.33%"
+"07/18/2018","1,230.50","1,229.60","1,230.70","1,223.80","0.29K","0.05%"
+"07/17/2018","1,229.90","1,243.20","1,247.40","1,228.80","0.38K","-0.99%"
+"07/16/2018","1,242.20","1,245.20","1,248.00","1,241.00","0.24K","-0.13%"
+"07/13/2018","1,243.80","1,248.90","1,250.50","1,239.50","0.17K","-0.42%"
+"07/12/2018","1,249.10","1,244.70","1,250.50","1,244.70","0.66K","0.14%"
+"07/11/2018","1,247.40","1,254.10","1,256.50","1,244.70","0.34K","-0.90%"
+"07/10/2018","1,258.70","1,261.60","1,263.50","1,251.30","0.42K","-0.32%"
+"07/09/2018","1,262.80","1,260.40","1,269.80","1,260.40","0.07K","0.31%"
+"07/06/2018","1,258.90","1,261.50","1,262.70","1,257.80","0.12K","-0.22%"
+"07/05/2018","1,261.70","1,257.80","1,263.60","1,256.90","0.14K","0.23%"
+"07/04/2018","1,258.80","1,257.70","1,261.00","1,252.20","392.95K","0.19%"
+"07/03/2018","1,256.40","1,244.90","1,259.30","1,242.10","0.12K","0.95%"
+"07/02/2018","1,244.60","1,256.00","1,257.40","1,244.10","0.04K","-1.01%"
+"06/29/2018","1,257.30","1,257.30","1,257.30","1,257.30","226.20K","0.28%"
+"06/28/2018","1,253.80","1,253.80","1,253.80","1,253.80","241.82K","-0.18%"
+"06/27/2018","1,256.10","1,260.50","1,261.90","1,252.20","256.90K","-0.30%"
+"06/26/2018","1,259.90","1,267.30","1,269.40","1,256.40","254.01K","-0.71%"
+"06/25/2018","1,268.90","1,272.20","1,274.40","1,265.50","201.57K","-0.14%"
+"06/22/2018","1,270.70","1,268.60","1,273.10","1,268.40","184.22K","0.02%"
+"06/21/2018","1,270.50","1,269.70","1,272.30","1,262.40","281.81K","-0.31%"
+"06/20/2018","1,274.50","1,277.30","1,278.60","1,269.60","233.18K","-0.32%"
+"06/19/2018","1,278.60","1,280.70","1,286.80","1,272.60","289.57K","-0.12%"
+"06/18/2018","1,280.10","1,281.10","1,284.90","1,279.50","195.74K","0.13%"
+"06/15/2018","1,278.50","1,305.90","1,306.70","1,277.90","525.96K","-2.28%"
+"06/14/2018","1,308.30","1,303.10","1,313.00","1,301.00","347.19K","0.54%"
+"06/13/2018","1,301.30","1,299.60","1,305.20","1,294.50","263.84K","0.15%"
+"06/12/2018","1,299.40","1,304.50","1,304.80","1,296.30","236.39K","-0.29%"
+"06/11/2018","1,303.20","1,303.50","1,307.00","1,297.80","211.58K","0.04%"
+"06/08/2018","1,302.70","1,301.30","1,304.80","1,296.00","217.65K","-0.02%"
+"06/07/2018","1,303.00","1,300.90","1,307.80","1,299.00","259.65K","0.12%"
+"06/06/2018","1,301.40","1,300.60","1,306.10","1,297.70","252.05K","-0.06%"
+"06/05/2018","1,302.20","1,296.40","1,304.80","1,293.50","271.29K","0.38%"
+"06/04/2018","1,297.30","1,296.70","1,302.30","1,293.80","215.33K","-0.15%"
+"06/01/2018","1,299.30","1,303.00","1,304.80","1,293.10","318.57K","-0.41%"
+"05/31/2018","1,304.70","1,306.00","1,311.50","1,301.00","315.14K","-0.14%"
+"05/30/2018","1,306.50","1,303.10","1,308.80","1,300.00","338.85K","0.38%"
+"05/29/2018","1,301.60","1,302.80","1,309.00","1,294.70","2.24K","0.20%"
+"05/28/2018","1,299.00","1,297.20","1,306.10","1,291.40","386.33K","-0.57%"
+"05/25/2018","1,306.40","1,307.10","1,309.60","1,302.30","1.52K","-0.07%"
+"05/24/2018","1,307.30","1,296.10","1,309.10","1,295.30","1.10K","1.17%"
+"05/23/2018","1,292.20","1,294.40","1,299.40","1,289.60","0.40K","-0.19%"
+"05/22/2018","1,294.60","1,294.50","1,298.00","1,289.90","0.32K","0.09%"
+"05/21/2018","1,293.50","1,293.90","1,295.10","1,284.60","0.31K","-0.05%"
+"05/18/2018","1,294.10","1,292.60","1,296.20","1,288.70","0.13K","0.13%"
+"05/17/2018","1,292.40","1,293.10","1,296.30","1,287.00","0.13K","-0.16%"
+"05/16/2018","1,294.50","1,295.00","1,298.90","1,289.10","0.12K","0.09%"
+"05/15/2018","1,293.40","1,316.90","1,317.20","1,292.10","0.44K","-2.10%"
+"05/14/2018","1,321.20","1,322.50","1,325.20","1,316.00","0.09K","-0.20%"
+"05/11/2018","1,323.80","1,324.60","1,328.40","1,320.80","0.18K","-0.11%"
+"05/10/2018","1,325.30","1,316.40","1,325.50","1,314.00","0.09K","0.70%"
+"05/09/2018","1,316.10","1,318.10","1,320.60","1,309.00","0.30K","-0.05%"
+"05/08/2018","1,316.80","1,316.70","1,321.20","1,309.70","0.07K","-0.03%"
+"05/07/2018","1,317.20","1,323.00","1,323.00","1,315.50","0.03K","-0.04%"
+"05/04/2018","1,317.70","1,316.50","1,317.80","1,312.80","0.05K","0.15%"
+"05/03/2018","1,315.70","1,313.00","1,321.50","1,312.10","0.16K","0.54%"
+"05/02/2018","1,308.60","1,313.30","1,316.00","1,307.90","0.03K","-0.10%"
+"05/01/2018","1,309.90","1,311.00","1,311.40","1,311.00","0.00K","-0.94%"
+"04/30/2018","1,322.30","1,322.30","1,322.30","1,322.30","295.96K","-0.32%"
+"04/27/2018","1,326.50","1,326.50","1,326.50","1,326.50","241.65K","0.65%"
+"04/26/2018","1,317.90","1,324.20","1,328.00","1,316.20","295.69K","-0.37%"
+"04/25/2018","1,322.80","1,332.00","1,333.80","1,320.20","269.90K","-0.77%"
+"04/24/2018","1,333.00","1,326.10","1,334.50","1,323.60","277.65K","0.68%"
+"04/23/2018","1,324.00","1,336.20","1,337.60","1,323.80","294.25K","-1.07%"
+"04/20/2018","1,338.30","1,348.50","1,348.90","1,337.00","282.92K","-0.78%"
+"04/19/2018","1,348.80","1,352.40","1,357.70","1,343.20","342.54K","-0.35%"
+"04/18/2018","1,353.50","1,350.40","1,359.00","1,345.00","311.37K","0.30%"
+"04/17/2018","1,349.50","1,349.10","1,352.20","1,340.20","276.63K","-0.09%"
+"04/16/2018","1,350.70","1,349.80","1,353.50","1,342.80","269.55K","0.21%"
+"04/13/2018","1,347.90","1,337.60","1,350.30","1,335.50","265.40K","0.45%"
+"04/12/2018","1,341.90","1,356.30","1,356.70","1,336.70","397.62K","-1.33%"
+"04/11/2018","1,360.00","1,343.10","1,369.40","1,342.50","492.04K","1.05%"
+"04/10/2018","1,345.90","1,339.80","1,346.20","1,334.20","285.18K","0.43%"
+"04/09/2018","1,340.10","1,338.00","1,341.50","1,330.10","228.81K","0.30%"
+"04/06/2018","1,336.10","1,329.70","1,339.10","1,322.60","373.57K","0.57%"
+"04/05/2018","1,328.50","1,337.10","1,338.70","1,326.00","280.40K","-0.87%"
+"04/04/2018","1,340.20","1,336.70","1,352.50","1,335.20","351.03K","0.22%"
+"04/03/2018","1,337.30","1,345.00","1,346.60","1,332.70","288.39K","-0.71%"
+"04/02/2018","1,346.90","1,330.70","1,349.20","1,329.00","254.66K","1.48%"
+"03/29/2018","1,327.30","1,329.30","1,332.60","1,325.40","251.25K","-0.20%"
+"03/28/2018","1,330.00","1,351.10","1,352.20","1,327.70","386.85K","-1.09%"
+"03/27/2018","1,344.70","1,355.20","1,358.50","1,342.40","2.33K","-0.95%"
+"03/26/2018","1,357.60","1,350.90","1,358.30","1,346.50","0.97K","0.38%"
+"03/23/2018","1,352.40","1,332.00","1,352.80","1,332.00","0.94K","1.70%"
+"03/22/2018","1,329.80","1,334.20","1,337.30","1,327.10","0.68K","0.44%"
+"03/21/2018","1,324.00","1,313.90","1,339.30","1,312.30","0.44K","0.72%"
+"03/20/2018","1,314.50","1,319.40","1,319.60","1,309.30","0.36K","-0.44%"
+"03/19/2018","1,320.30","1,315.80","1,321.50","1,310.00","0.20K","0.42%"
+"03/16/2018","1,314.80","1,318.80","1,323.30","1,312.00","0.20K","-0.42%"
+"03/15/2018","1,320.40","1,328.30","1,330.20","1,318.00","0.21K","-0.59%"
+"03/14/2018","1,328.20","1,329.40","1,332.90","1,325.40","0.18K","-0.12%"
+"03/13/2018","1,329.80","1,328.50","1,330.70","1,317.00","0.24K","0.48%"
+"03/12/2018","1,323.50","1,326.90","1,326.90","1,318.70","0.35K","-0.24%"
+"03/09/2018","1,326.70","1,322.00","1,327.90","1,316.60","0.35K","0.17%"
+"03/08/2018","1,324.40","1,328.90","1,331.70","1,323.10","0.06K","-0.44%"
+"03/07/2018","1,330.30","1,344.00","1,344.00","1,326.50","0.49K","-0.57%"
+"03/06/2018","1,337.90","1,326.00","1,342.40","1,325.70","0.30K","1.16%"
+"03/05/2018","1,322.60","1,330.50","1,331.10","1,322.80","0.36K","-0.25%"
+"03/02/2018","1,325.90","1,320.60","1,328.60","1,319.90","0.48K","1.38%"
+"03/01/2018","1,307.90","1,311.80","1,324.10","1,308.30","0.06K","-0.96%"
+"02/28/2018","1,320.60","1,323.80","1,323.80","1,323.80","0.01K","-0.06%"
+"02/27/2018","1,321.40","1,321.40","1,321.40","1,321.40","334.72K","-0.86%"
+"02/26/2018","1,332.80","1,330.40","1,342.90","1,328.00","247.24K","0.19%"
+"02/23/2018","1,330.30","1,333.70","1,334.20","1,327.70","167.85K","-0.18%"
+"02/22/2018","1,332.70","1,326.20","1,334.40","1,322.90","206.24K","0.05%"
+"02/21/2018","1,332.10","1,331.20","1,338.50","1,324.40","255.62K","0.07%"
+"02/20/2018","1,331.20","1,350.20","1,354.00","1,330.60","374.05K","0.00%"
+"02/19/2018","1,331.20","1,350.20","1,354.00","1,330.60","374.05K","-1.84%"
+"02/16/2018","1,356.20","1,356.60","1,364.40","1,347.30","230.90K","0.07%"
+"02/15/2018","1,355.30","1,353.00","1,359.80","1,350.80","274.93K","-0.20%"
+"02/14/2018","1,358.00","1,331.90","1,358.60","1,319.10","431.72K","2.07%"
+"02/13/2018","1,330.40","1,325.00","1,333.50","1,323.70","201.43K","0.30%"
+"02/12/2018","1,326.40","1,317.10","1,330.00","1,316.30","208.07K","0.81%"
+"02/09/2018","1,315.70","1,321.00","1,325.00","1,313.20","317.67K","-0.25%"
+"02/08/2018","1,319.00","1,320.70","1,324.50","1,309.00","365.93K","0.33%"
+"02/07/2018","1,314.60","1,326.60","1,334.80","1,313.50","351.23K","-1.12%"
+"02/06/2018","1,329.50","1,343.10","1,349.30","1,322.80","473.35K","-0.52%"
+"02/05/2018","1,336.50","1,334.60","1,344.80","1,331.60","305.68K","-0.06%"
+"02/02/2018","1,337.30","1,352.20","1,353.30","1,330.10","431.41K","-0.79%"
+"02/01/2018","1,347.90","1,348.20","1,354.30","1,340.20","310.50K","0.36%"
+"01/31/2018","1,343.10","1,341.80","1,351.00","1,335.50","377.14K","0.23%"
+"01/30/2018","1,340.00","1,344.00","1,352.50","1,337.50","412.52K","-0.16%"
+"01/29/2018","1,342.20","1,351.60","1,353.40","1,338.00","2.59K","-0.90%"
+"01/26/2018","1,354.40","1,348.70","1,358.20","1,347.70","1.82K","-0.79%"
+"01/25/2018","1,365.20","1,359.60","1,367.50","1,343.40","1.64K","0.48%"
+"01/24/2018","1,358.70","1,343.00","1,363.40","1,342.00","1.72K","1.47%"
+"01/23/2018","1,339.00","1,335.20","1,343.90","1,333.30","1.17K","0.35%"
+"01/22/2018","1,334.30","1,337.40","1,337.60","1,331.40","0.60K","-0.07%"
+"01/19/2018","1,335.30","1,329.80","1,339.40","1,329.60","0.44K","0.44%"
+"01/18/2018","1,329.50","1,330.40","1,334.80","1,326.90","0.49K","-0.89%"
+"01/17/2018","1,341.40","1,341.80","1,345.20","1,329.60","0.28K","0.16%"
+"01/16/2018","1,339.30","1,339.20","1,346.50","1,335.00","0.46K","0.16%"
+"01/15/2018","1,337.10","1,337.30","1,345.00","1,332.10","499.76K","-0.01%"
+"01/12/2018","1,337.20","1,325.10","1,342.00","1,324.10","0.75K","0.94%"
+"01/11/2018","1,324.70","1,320.60","1,326.50","1,319.20","0.25K","0.23%"
+"01/10/2018","1,321.60","1,315.00","1,329.50","1,312.40","0.26K","0.43%"
+"01/09/2018","1,315.90","1,321.00","1,322.80","1,312.30","0.17K","-0.51%"
+"01/08/2018","1,322.70","1,323.80","1,324.80","1,318.00","0.71K","-0.14%"
+"01/05/2018","1,324.50","1,324.30","1,325.90","1,318.50","0.10K","0.05%"
+"01/04/2018","1,323.90","1,316.90","1,329.30","1,310.00","0.24K","0.23%"
+"01/03/2018","1,320.80","1,322.00","1,324.50","1,311.50","1.26K","0.19%"
+"01/02/2018","1,318.30","1,311.00","1,322.30","1,310.80","0.12K","0.53%"
+"12/29/2017","1,311.40","1,307.20","1,308.80","1,307.00","0.02K","0.92%"
+"12/28/2017","1,299.50","1,299.50","1,299.50","1,299.50","225.66K","0.63%"
+"12/27/2017","1,291.40","1,287.80","1,293.20","1,286.00","205.80K","0.30%"
+"12/26/2017","1,287.50","1,279.00","1,288.40","1,277.70","134.62K","0.68%"
+"12/22/2017","1,278.80","1,270.30","1,280.40","1,268.40","193.03K","0.65%"
+"12/21/2017","1,270.60","1,268.80","1,272.50","1,266.00","196.54K","0.08%"
+"12/20/2017","1,269.60","1,264.80","1,271.40","1,264.40","205.62K","0.43%"
+"12/19/2017","1,264.20","1,265.40","1,268.60","1,262.30","206.59K","-0.10%"
+"12/18/2017","1,265.50","1,257.80","1,267.00","1,255.30","214.22K","0.64%"
+"12/15/2017","1,257.50","1,255.50","1,264.50","1,255.20","246.11K","0.03%"
+"12/14/2017","1,257.10","1,258.10","1,261.60","1,252.80","264.71K","0.68%"
+"12/13/2017","1,248.60","1,246.30","1,259.70","1,242.30","324.22K","0.56%"
+"12/12/2017","1,241.70","1,243.90","1,247.90","1,238.30","232.77K","-0.42%"
+"12/11/2017","1,246.90","1,249.20","1,253.40","1,242.40","194.38K","-0.12%"
+"12/08/2017","1,248.40","1,249.50","1,254.40","1,244.40","277.06K","-0.38%"
+"12/07/2017","1,253.10","1,265.20","1,266.80","1,245.80","326.47K","-1.03%"
+"12/06/2017","1,266.10","1,268.30","1,271.80","1,264.80","253.05K","0.09%"
+"12/05/2017","1,264.90","1,279.10","1,279.80","1,263.20","334.83K","-1.00%"
+"12/04/2017","1,277.70","1,277.60","1,280.50","1,273.50","262.07K","-0.36%"
+"12/01/2017","1,282.30","1,277.90","1,292.50","1,274.20","438.93K","0.44%"
+"11/30/2017","1,276.70","1,286.90","1,288.40","1,273.10","354.08K","-0.74%"
+"11/29/2017","1,286.20","1,298.00","1,300.40","1,285.10","392.06K","-0.80%"
+"11/28/2017","1,296.60","1,295.80","1,298.50","1,291.90","1.91K","0.03%"
+"11/27/2017","1,296.20","1,292.00","1,300.70","1,288.50","1.06K","0.54%"
+"11/24/2017","1,289.20","1,292.80","1,295.00","1,287.20","0.66K","0.15%"
+"11/23/2017","1,287.30","1,291.90","1,293.30","1,285.10","347.03K","-0.53%"
+"11/22/2017","1,294.10","1,282.10","1,295.70","1,280.80","0.47K","0.83%"
+"11/21/2017","1,283.50","1,280.00","1,286.00","1,278.20","0.64K","0.50%"
+"11/20/2017","1,277.10","1,294.50","1,296.10","1,275.90","0.36K","-1.63%"
+"11/17/2017","1,298.20","1,279.90","1,298.20","1,279.90","0.43K","1.43%"
+"11/16/2017","1,279.90","1,280.50","1,283.00","1,277.00","0.32K","0.04%"
+"11/15/2017","1,279.40","1,283.30","1,291.30","1,279.30","0.33K","-0.40%"
+"11/14/2017","1,284.60","1,278.00","1,285.40","1,273.10","0.22K","0.31%"
+"11/13/2017","1,280.60","1,277.00","1,281.00","1,276.30","0.12K","0.37%"
+"11/10/2017","1,275.90","1,287.50","1,288.00","1,275.80","0.10K","-1.03%"
+"11/09/2017","1,289.20","1,284.70","1,290.00","1,284.30","0.19K","0.30%"
+"11/08/2017","1,285.40","1,276.10","1,287.70","1,276.10","0.44K","0.62%"
+"11/07/2017","1,277.50","1,282.70","1,282.70","1,274.50","0.33K","-0.45%"
+"11/06/2017","1,283.30","1,271.10","1,285.50","1,271.10","0.38K","0.98%"
+"11/03/2017","1,270.80","1,279.30","1,282.60","1,268.60","0.29K","-0.70%"
+"11/02/2017","1,279.80","1,278.40","1,285.80","1,278.10","0.15K","0.05%"
+"11/01/2017","1,279.20","1,271.60","1,280.80","1,271.60","0.01K","0.53%"
+"10/31/2017","1,272.40","1,275.10","1,275.10","1,270.80","0.02K","-0.58%"
+"10/30/2017","1,279.80","1,279.80","1,279.80","1,279.80","260.08K","0.63%"
+"10/27/2017","1,271.80","1,268.00","1,275.20","1,263.80","363.10K","0.17%"
+"10/26/2017","1,269.60","1,278.60","1,283.80","1,266.40","384.12K","-0.73%"
+"10/25/2017","1,279.00","1,278.00","1,281.30","1,272.00","379.40K","0.05%"
+"10/24/2017","1,278.30","1,283.90","1,285.30","1,274.80","268.91K","-0.20%"
+"10/23/2017","1,280.90","1,281.50","1,284.70","1,273.60","284.48K","0.03%"
+"10/20/2017","1,280.50","1,292.00","1,292.90","1,279.30","314.81K","-0.74%"
+"10/19/2017","1,290.00","1,282.80","1,292.80","1,277.60","355.71K","0.55%"
+"10/18/2017","1,283.00","1,286.90","1,290.80","1,278.60","258.54K","-0.25%"
+"10/17/2017","1,286.20","1,297.20","1,298.40","1,283.20","342.41K","-1.29%"
+"10/16/2017","1,303.00","1,306.00","1,308.40","1,292.50","271.28K","-0.12%"
+"10/13/2017","1,304.60","1,296.00","1,306.40","1,292.90","297.57K","0.62%"
+"10/12/2017","1,296.50","1,294.60","1,299.80","1,291.80","246.08K","0.59%"
+"10/11/2017","1,288.90","1,290.70","1,295.90","1,286.80","261.36K","-0.38%"
+"10/10/2017","1,293.80","1,286.80","1,296.70","1,284.60","316.58K","0.68%"
+"10/09/2017","1,285.00","1,278.60","1,288.00","1,277.70","200.99K","0.79%"
+"10/06/2017","1,274.90","1,270.60","1,279.20","1,262.80","373.75K","0.13%"
+"10/05/2017","1,273.20","1,277.50","1,281.60","1,268.50","221.52K","-0.28%"
+"10/04/2017","1,276.80","1,274.50","1,285.00","1,273.10","273.12K","0.17%"
+"10/03/2017","1,274.60","1,273.10","1,277.40","1,271.00","207.42K","-0.09%"
+"10/02/2017","1,275.80","1,282.20","1,282.80","1,272.00","272.71K","-0.70%"
+"09/29/2017","1,284.80","1,290.10","1,293.20","1,278.20","287.45K","-0.30%"
+"09/28/2017","1,288.70","1,285.10","1,291.60","1,280.40","288.51K","0.23%"
+"09/27/2017","1,285.80","1,295.40","1,296.60","1,282.10","0.75K","-1.05%"
+"09/26/2017","1,299.50","1,310.80","1,313.90","1,294.00","0.72K","-0.71%"
+"09/25/2017","1,308.80","1,294.70","1,311.40","1,291.80","0.44K","1.07%"
+"09/22/2017","1,294.90","1,292.30","1,298.60","1,291.90","0.21K","0.21%"
+"09/21/2017","1,292.20","1,302.00","1,302.00","1,289.00","0.76K","-1.66%"
+"09/20/2017","1,314.00","1,311.90","1,316.50","1,297.80","0.37K","0.44%"
+"09/19/2017","1,308.20","1,308.40","1,312.20","1,306.90","0.34K","-0.01%"
+"09/18/2017","1,308.30","1,318.60","1,320.40","1,307.40","0.09K","-1.10%"
+"09/15/2017","1,322.90","1,333.00","1,335.00","1,322.10","0.07K","-0.30%"
+"09/14/2017","1,326.90","1,320.00","1,330.00","1,317.80","0.07K","0.10%"
+"09/13/2017","1,325.60","1,334.10","1,334.90","1,322.30","0.13K","-0.37%"
+"09/12/2017","1,330.50","1,330.50","1,330.70","1,324.40","0.13K","-0.20%"
+"09/11/2017","1,333.20","1,346.00","1,346.00","1,328.80","0.18K","-1.18%"
+"09/08/2017","1,349.10","1,352.20","1,359.00","1,346.80","0.17K","0.05%"
+"09/07/2017","1,348.40","1,337.80","1,352.50","1,337.80","0.22K","0.85%"
+"09/06/2017","1,337.10","1,343.70","1,345.10","1,335.60","0.10K","-0.41%"
+"09/05/2017","1,342.60","1,338.10","1,347.30","1,330.40","0.27K","-0.14%"
+"09/04/2017","1,344.50","1,339.70","1,349.70","1,331.10","368.17K","1.20%"
+"09/01/2017","1,328.50","1,327.30","1,329.00","1,327.00","0.04K","0.61%"
+"08/31/2017","1,320.40","1,314.80","1,315.10","1,314.50","0.01K","0.62%"
+"08/30/2017","1,312.30","1,312.30","1,312.30","1,312.30","460.45K","-0.23%"
+"08/29/2017","1,315.30","1,315.60","1,328.20","1,306.90","20.42K","0.27%"
+"08/28/2017","1,311.80","1,294.10","1,314.00","1,294.00","28.97K","1.34%"
+"08/25/2017","1,294.50","1,288.10","1,297.70","1,277.00","10.01K","0.46%"
+"08/24/2017","1,288.60","1,292.50","1,293.00","1,286.10","3.87K","-0.21%"
+"08/23/2017","1,291.30","1,286.90","1,293.70","1,284.70","4.10K","0.29%"
+"08/22/2017","1,287.60","1,293.20","1,294.00","1,283.80","4.47K","-0.44%"
+"08/21/2017","1,293.30","1,285.50","1,296.00","1,282.90","3.71K","0.39%"
+"08/18/2017","1,288.30","1,290.70","1,303.50","1,285.70","8.55K","-0.06%"
+"08/17/2017","1,289.10","1,286.00","1,292.50","1,283.20","7.34K","0.75%"
+"08/16/2017","1,279.50","1,273.80","1,286.10","1,270.00","3.60K","0.25%"
+"08/15/2017","1,276.30","1,284.20","1,284.20","1,269.40","5.74K","-0.83%"
+"08/14/2017","1,287.00","1,292.90","1,293.00","1,280.90","5.49K","-0.29%"
+"08/11/2017","1,290.70","1,289.50","1,294.60","1,283.50","5.83K","0.31%"
+"08/10/2017","1,286.70","1,280.20","1,290.40","1,277.20","8.31K","0.84%"
+"08/09/2017","1,276.00","1,262.70","1,281.20","1,262.70","8.53K","1.33%"
+"08/08/2017","1,259.30","1,259.80","1,267.70","1,254.00","6.11K","-0.17%"
+"08/07/2017","1,261.40","1,261.40","1,262.40","1,258.10","1.43K","0.01%"
+"08/04/2017","1,261.30","1,272.00","1,273.00","1,256.90","9.06K","-0.77%"
+"08/03/2017","1,271.10","1,269.00","1,273.70","1,259.70","6.86K","-0.31%"
+"08/02/2017","1,275.10","1,271.70","1,275.60","1,265.80","4.28K","-0.08%"
+"08/01/2017","1,276.10","1,272.40","1,276.90","1,265.20","14.03K","0.47%"
+"07/31/2017","1,270.10","1,273.00","1,273.90","1,268.40","5.01K","-0.14%"
+"07/28/2017","1,271.90","1,261.90","1,273.70","1,260.30","20.06K","0.82%"
+"07/27/2017","1,261.50","1,261.30","1,266.20","1,255.50","2.51K","0.86%"
+"07/26/2017","1,250.80","1,250.70","1,264.70","1,244.80","1.51K","-0.22%"
+"07/25/2017","1,253.50","1,256.10","1,259.00","1,250.40","1.23K","-0.17%"
+"07/24/2017","1,255.60","1,256.00","1,259.60","1,253.10","1.20K","-0.03%"
+"07/21/2017","1,256.00","1,245.00","1,256.30","1,244.40","0.33K","0.74%"
+"07/20/2017","1,246.80","1,242.10","1,248.20","1,236.00","0.46K","0.27%"
+"07/19/2017","1,243.40","1,243.40","1,244.40","1,237.50","0.35K","0.00%"
+"07/18/2017","1,243.40","1,235.50","1,245.10","1,234.80","0.87K","0.66%"
+"07/17/2017","1,235.30","1,230.60","1,236.80","1,230.60","0.61K","0.50%"
+"07/14/2017","1,229.10","1,218.40","1,234.00","1,216.80","0.34K","0.84%"
+"07/13/2017","1,218.90","1,219.80","1,224.60","1,217.40","0.32K","-0.16%"
+"07/12/2017","1,220.80","1,218.70","1,226.00","1,215.80","0.28K","0.36%"
+"07/11/2017","1,216.40","1,214.30","1,218.20","1,209.60","0.28K","0.12%"
+"07/10/2017","1,214.90","1,212.60","1,216.00","1,205.90","0.39K","0.29%"
+"07/07/2017","1,211.40","1,221.70","1,228.90","1,209.80","0.51K","-1.11%"
+"07/06/2017","1,225.00","1,228.00","1,229.00","1,224.20","0.14K","0.13%"
+"07/05/2017","1,223.40","1,223.00","1,230.00","1,218.30","0.37K","0.14%"
+"07/04/2017","1,221.70","1,220.10","1,228.40","1,216.50","366.77K","0.06%"
+"07/03/2017","1,221.00","1,244.40","1,244.40","1,220.20","0.24K","-1.86%"
+"06/30/2017","1,244.10","1,245.00","1,245.00","1,242.70","0.45K","-0.28%"
+"06/29/2017","1,247.60","1,247.60","1,247.60","1,247.60","277.75K","-0.12%"
+"06/28/2017","1,249.10","1,247.30","1,255.70","1,246.70","195.07K","0.18%"
+"06/27/2017","1,246.90","1,245.20","1,253.80","1,241.80","213.42K","0.04%"
+"06/26/2017","1,246.40","1,258.10","1,259.00","1,236.50","227.47K","-0.80%"
+"06/23/2017","1,256.40","1,250.90","1,260.00","1,250.60","162.67K","0.56%"
+"06/22/2017","1,249.40","1,246.40","1,256.00","1,246.40","187.39K","0.29%"
+"06/21/2017","1,245.80","1,243.90","1,248.80","1,241.70","170.46K","0.18%"
+"06/20/2017","1,243.50","1,245.40","1,249.40","1,242.40","185.39K","-0.26%"
+"06/19/2017","1,246.70","1,255.80","1,257.30","1,244.30","179.65K","-0.78%"
+"06/16/2017","1,256.50","1,255.60","1,258.60","1,253.20","149.11K","0.15%"
+"06/15/2017","1,254.60","1,262.70","1,268.50","1,252.70","255.15K","-1.67%"
+"06/14/2017","1,275.90","1,268.40","1,284.20","1,259.00","348.34K","0.58%"
+"06/13/2017","1,268.60","1,267.70","1,271.00","1,260.50","175.60K","-0.02%"
+"06/12/2017","1,268.90","1,269.70","1,272.40","1,265.60","173.01K","-0.20%"
+"06/09/2017","1,271.40","1,283.50","1,284.60","1,266.70","219.21K","-0.63%"
+"06/08/2017","1,279.50","1,289.50","1,291.50","1,273.50","257.44K","-1.06%"
+"06/07/2017","1,293.20","1,297.00","1,297.60","1,285.00","218.85K","-0.33%"
+"06/06/2017","1,297.50","1,282.50","1,298.80","1,282.10","257.79K","1.15%"
+"06/05/2017","1,282.70","1,282.60","1,286.00","1,280.20","139.80K","0.20%"
+"06/02/2017","1,280.20","1,268.00","1,282.20","1,261.30","272.29K","0.80%"
+"06/01/2017","1,270.10","1,271.60","1,272.80","1,263.70","181.20K","-0.42%"
+"05/31/2017","1,275.40","1,265.70","1,276.80","1,262.00","204.29K","0.77%"
+"05/30/2017","1,265.70","1,271.20","1,273.40","1,261.80","286.21K","0.00%"
+"05/29/2017","1,265.70","1,271.20","1,273.40","1,261.80","286.21K","-0.32%"
+"05/26/2017","1,269.70","1,257.20","1,271.00","1,254.50","1.24K","0.93%"
+"05/25/2017","1,258.00","1,260.30","1,261.00","1,255.10","0.51K","0.26%"
+"05/24/2017","1,254.70","1,253.20","1,260.00","1,249.80","1.08K","-0.19%"
+"05/23/2017","1,257.10","1,263.30","1,265.10","1,252.30","0.61K","-0.47%"
+"05/22/2017","1,263.00","1,259.00","1,263.30","1,253.30","0.45K","0.62%"
+"05/19/2017","1,255.20","1,248.60","1,257.80","1,248.50","0.33K","0.06%"
+"05/18/2017","1,254.50","1,263.00","1,266.70","1,248.00","0.76K","-0.47%"
+"05/17/2017","1,260.40","1,238.40","1,262.00","1,238.40","1.03K","1.81%"
+"05/16/2017","1,238.00","1,232.80","1,240.00","1,232.10","0.08K","0.52%"
+"05/15/2017","1,231.60","1,230.00","1,238.80","1,229.90","0.33K","0.19%"
+"05/12/2017","1,229.30","1,226.80","1,232.90","1,226.40","1.29K","0.29%"
+"05/11/2017","1,225.80","1,220.10","1,229.00","1,220.10","0.32K","0.43%"
+"05/10/2017","1,220.50","1,224.10","1,227.20","1,219.40","0.16K","0.23%"
+"05/09/2017","1,217.70","1,228.90","1,228.90","1,216.00","0.36K","-0.90%"
+"05/08/2017","1,228.70","1,224.20","1,238.00","1,223.90","0.28K","0.02%"
+"05/05/2017","1,228.50","1,230.40","1,236.80","1,228.30","0.07K","-0.14%"
+"05/04/2017","1,230.20","1,240.20","1,242.80","1,228.10","0.23K","-1.60%"
+"05/03/2017","1,250.20","1,254.50","1,255.20","1,239.30","0.11K","-0.68%"
+"05/02/2017","1,258.70","1,258.50","1,259.50","1,254.70","0.07K","0.12%"
+"05/01/2017","1,257.20","1,266.40","1,267.70","1,257.00","0.04K","-1.01%"
+"04/28/2017","1,270.00","1,267.90","1,270.50","1,267.30","0.04K","0.19%"
+"04/27/2017","1,267.60","1,267.60","1,267.60","1,267.60","210.73K","0.27%"
+"04/26/2017","1,264.20","1,265.50","1,272.80","1,260.70","241.05K","-0.24%"
+"04/25/2017","1,267.20","1,277.90","1,279.90","1,262.80","253.77K","-0.81%"
+"04/24/2017","1,277.50","1,280.00","1,280.00","1,266.00","302.84K","-0.90%"
+"04/21/2017","1,289.10","1,283.30","1,290.10","1,280.00","229.60K","0.41%"
+"04/20/2017","1,283.80","1,282.20","1,285.20","1,278.00","245.62K","0.03%"
+"04/19/2017","1,283.40","1,291.70","1,292.70","1,275.40","260.70K","-0.83%"
+"04/18/2017","1,294.10","1,286.70","1,294.40","1,280.60","280.74K","0.17%"
+"04/17/2017","1,291.90","1,292.40","1,297.40","1,283.10","191.67K","0.26%"
+"04/13/2017","1,288.50","1,288.30","1,290.70","1,283.80","235.46K","0.81%"
+"04/12/2017","1,278.10","1,277.20","1,289.00","1,273.80","251.10K","0.31%"
+"04/11/2017","1,274.20","1,256.80","1,277.40","1,254.70","292.14K","1.62%"
+"04/10/2017","1,253.90","1,255.60","1,258.90","1,248.20","182.20K","-0.27%"
+"04/07/2017","1,257.30","1,253.90","1,273.30","1,252.40","375.41K","0.32%"
+"04/06/2017","1,253.30","1,257.60","1,260.90","1,251.30","165.26K","0.38%"
+"04/05/2017","1,248.50","1,258.20","1,259.30","1,245.40","236.74K","-0.79%"
+"04/04/2017","1,258.40","1,255.50","1,263.70","1,255.50","158.36K","0.35%"
+"04/03/2017","1,254.00","1,251.90","1,255.90","1,246.40","142.20K","0.22%"
+"03/31/2017","1,251.20","1,244.60","1,252.80","1,241.50","165.21K","0.26%"
+"03/30/2017","1,248.00","1,256.10","1,256.50","1,244.20","217.66K","-0.58%"
+"03/29/2017","1,255.30","1,253.50","1,255.90","1,248.70","1.57K","-0.15%"
+"03/28/2017","1,257.20","1,255.30","1,259.80","1,249.00","1.52K","-0.01%"
+"03/27/2017","1,257.30","1,251.70","1,262.40","1,247.70","0.80K","0.58%"
+"03/24/2017","1,250.10","1,247.60","1,252.50","1,242.50","0.85K","0.12%"
+"03/23/2017","1,248.60","1,249.00","1,254.50","1,244.30","0.62K","-0.21%"
+"03/22/2017","1,251.20","1,246.50","1,252.50","1,246.00","0.58K","0.26%"
+"03/21/2017","1,248.00","1,235.90","1,248.80","1,228.40","0.42K","1.00%"
+"03/20/2017","1,235.60","1,231.60","1,236.20","1,231.60","0.26K","0.32%"
+"03/17/2017","1,231.70","1,227.00","1,232.70","1,225.80","0.34K","0.25%"
+"03/16/2017","1,228.60","1,220.50","1,234.00","1,220.00","0.77K","2.19%"
+"03/15/2017","1,202.30","1,199.50","1,223.00","1,198.30","0.69K","-0.16%"
+"03/14/2017","1,204.20","1,203.60","1,208.50","1,198.60","0.23K","-0.04%"
+"03/13/2017","1,204.70","1,207.00","1,211.60","1,204.60","0.55K","0.14%"
+"03/10/2017","1,203.00","1,202.00","1,206.40","1,197.20","0.54K","-0.15%"
+"03/09/2017","1,204.80","1,209.30","1,209.30","1,201.50","0.65K","-0.51%"
+"03/08/2017","1,211.00","1,219.00","1,219.00","1,208.40","0.17K","-0.55%"
+"03/07/2017","1,217.70","1,227.10","1,227.10","1,215.60","0.45K","-0.77%"
+"03/06/2017","1,227.10","1,235.10","1,236.40","1,227.10","0.47K","-0.08%"
+"03/03/2017","1,228.10","1,236.00","1,237.90","1,224.90","0.26K","-0.51%"
+"03/02/2017","1,234.40","1,249.40","1,249.40","1,234.20","0.20K","-1.37%"
+"03/01/2017","1,251.60","1,248.20","1,252.70","1,240.20","0.13K","-0.30%"
+"02/28/2017","1,255.40","1,254.70","1,258.40","1,252.90","0.10K","-0.40%"
+"02/27/2017","1,260.40","1,260.40","1,260.40","1,260.40","208.49K","0.17%"
+"02/24/2017","1,258.30","1,250.60","1,261.20","1,248.80","220.13K","0.55%"
+"02/23/2017","1,251.40","1,238.30","1,252.20","1,236.40","264.97K","1.47%"
+"02/22/2017","1,233.30","1,236.90","1,241.90","1,231.50","201.34K","-0.45%"
+"02/21/2017","1,238.90","1,236.40","1,240.20","1,226.80","259.51K","0.00%"
+"02/20/2017","1,238.90","1,236.40","1,240.20","1,226.80","259.51K","-0.02%"
+"02/17/2017","1,239.10","1,240.80","1,245.10","1,235.30","164.41K","-0.20%"
+"02/16/2017","1,241.60","1,234.30","1,243.70","1,233.30","203.79K","0.69%"
+"02/15/2017","1,233.10","1,228.60","1,234.90","1,217.50","226.71K","0.63%"
+"02/14/2017","1,225.40","1,226.10","1,236.00","1,222.70","233.75K","-0.03%"
+"02/13/2017","1,225.80","1,234.20","1,234.40","1,220.30","176.62K","-0.82%"
+"02/10/2017","1,235.90","1,229.60","1,238.90","1,222.60","240.05K","-0.07%"
+"02/09/2017","1,236.80","1,242.70","1,246.20","1,226.10","246.14K","-0.22%"
+"02/08/2017","1,239.50","1,235.20","1,246.60","1,231.30","221.91K","0.28%"
+"02/07/2017","1,236.10","1,236.90","1,237.50","1,229.20","202.31K","0.32%"
+"02/06/2017","1,232.10","1,221.90","1,237.50","1,220.80","197.32K","0.93%"
+"02/03/2017","1,220.80","1,217.80","1,223.20","1,208.30","217.98K","0.11%"
+"02/02/2017","1,219.40","1,211.20","1,227.50","1,210.20","232.06K","0.92%"
+"02/01/2017","1,208.30","1,212.20","1,215.00","1,199.70","217.09K","-0.26%"
+"01/31/2017","1,211.40","1,197.70","1,217.40","1,195.60","246.90K","1.29%"
+"01/30/2017","1,196.00","1,194.60","1,201.30","1,190.00","191.77K","0.52%"
+"01/27/2017","1,189.80","1,190.20","1,192.40","1,181.70","2.44K","-0.10%"
+"01/26/2017","1,191.00","1,202.10","1,203.10","1,185.10","1.43K","-0.67%"
+"01/25/2017","1,199.00","1,209.80","1,209.80","1,193.90","1.47K","-1.05%"
+"01/24/2017","1,211.70","1,218.40","1,220.60","1,207.50","0.88K","-0.40%"
+"01/23/2017","1,216.60","1,210.80","1,220.00","1,210.40","0.92K","0.88%"
+"01/20/2017","1,206.00","1,204.90","1,215.90","1,199.70","1.03K","0.27%"
+"01/19/2017","1,202.70","1,203.60","1,207.40","1,197.30","0.79K","-0.89%"
+"01/18/2017","1,213.50","1,218.20","1,218.20","1,203.60","0.79K","-0.07%"
+"01/17/2017","1,214.30","1,200.80","1,220.00","1,200.80","0.70K","0.12%"
+"01/16/2017","1,212.90","1,199.40","1,218.90","1,198.00","381.42K","1.29%"
+"01/13/2017","1,197.50","1,195.60","1,201.80","1,189.40","0.43K","-0.31%"
+"01/12/2017","1,201.20","1,193.40","1,208.10","1,193.40","0.33K","0.27%"
+"01/11/2017","1,198.00","1,189.10","1,199.80","1,178.80","0.49K","0.94%"
+"01/10/2017","1,186.90","1,183.50","1,191.20","1,181.90","0.20K","0.05%"
+"01/09/2017","1,186.30","1,174.90","1,187.20","1,174.60","0.21K","0.98%"
+"01/06/2017","1,174.80","1,179.70","1,180.10","1,172.60","0.19K","-0.66%"
+"01/05/2017","1,182.60","1,165.30","1,186.50","1,165.30","0.20K","1.38%"
+"01/04/2017","1,166.50","1,158.10","1,168.50","1,158.10","0.24K","0.28%"
+"01/03/2017","1,163.20","1,154.00","1,165.00","1,148.10","0.22K","0.89%"
+"12/30/2016","1,152.90","1,162.20","1,162.20","1,153.00","0.04K","-0.67%"
+"12/29/2016","1,160.70","1,145.50","1,163.10","1,145.50","5.83K","1.74%"
+"12/28/2016","1,140.90","1,139.30","1,145.10","1,137.10","112.51K","0.18%"
+"12/27/2016","1,138.80","1,135.30","1,151.70","1,132.80","108.45K","0.46%"
+"12/23/2016","1,133.60","1,130.00","1,137.30","1,129.50","74.80K","0.26%"
+"12/22/2016","1,130.70","1,133.20","1,135.50","1,128.60","120.32K","-0.22%"
+"12/21/2016","1,133.20","1,134.00","1,138.80","1,131.00","114.06K","-0.04%"
+"12/20/2016","1,133.60","1,139.80","1,141.70","1,127.30","146.05K","-0.80%"
+"12/19/2016","1,142.70","1,136.10","1,144.40","1,135.50","119.18K","0.47%"
+"12/16/2016","1,137.40","1,130.50","1,143.20","1,128.50","178.64K","0.67%"
+"12/15/2016","1,129.80","1,143.80","1,146.00","1,124.30","281.61K","-2.91%"
+"12/14/2016","1,163.70","1,159.80","1,168.00","1,140.00","214.40K","0.41%"
+"12/13/2016","1,159.00","1,164.50","1,167.00","1,156.30","142.85K","-0.58%"
+"12/12/2016","1,165.80","1,161.40","1,167.90","1,152.50","166.80K","0.34%"
+"12/09/2016","1,161.90","1,172.50","1,173.80","1,157.60","162.82K","-0.90%"
+"12/08/2016","1,172.40","1,176.10","1,180.70","1,170.90","147.75K","-0.43%"
+"12/07/2016","1,177.50","1,171.40","1,182.30","1,167.20","145.81K","0.63%"
+"12/06/2016","1,170.10","1,172.80","1,177.10","1,168.10","137.61K","-0.54%"
+"12/05/2016","1,176.50","1,182.60","1,190.20","1,158.60","221.46K","-0.11%"
+"12/02/2016","1,177.80","1,174.30","1,180.30","1,168.40","175.97K","0.72%"
+"12/01/2016","1,169.40","1,175.10","1,178.40","1,162.20","230.28K","-0.38%"
+"11/30/2016","1,173.90","1,190.70","1,196.80","1,171.30","249.32K","-1.42%"
+"11/29/2016","1,190.80","1,196.60","1,197.70","1,182.60","216.19K","-0.13%"
+"11/28/2016","1,192.30","1,185.60","1,198.40","1,184.00","3.13K","1.08%"
+"11/25/2016","1,179.60","1,189.60","1,193.20","1,172.00","1.61K","0.10%"
+"11/24/2016","1,178.40","1,189.40","1,192.70","1,170.30","300.28K","-1.04%"
+"11/23/2016","1,190.80","1,213.80","1,215.80","1,182.50","1.49K","-1.81%"
+"11/22/2016","1,212.70","1,215.50","1,222.20","1,207.60","0.45K","0.12%"
+"11/21/2016","1,211.30","1,209.30","1,219.00","1,207.00","0.69K","0.10%"
+"11/18/2016","1,210.10","1,214.50","1,216.00","1,204.00","0.37K","-0.67%"
+"11/17/2016","1,218.30","1,227.50","1,232.30","1,212.60","0.62K","-0.57%"
+"11/16/2016","1,225.30","1,230.90","1,234.10","1,222.50","0.23K","-0.05%"
+"11/15/2016","1,225.90","1,223.30","1,232.00","1,219.90","0.31K","0.24%"
+"11/14/2016","1,223.00","1,229.80","1,231.00","1,212.50","0.75K","-0.21%"
+"11/11/2016","1,225.60","1,259.80","1,265.30","1,222.80","0.56K","-3.34%"
+"11/10/2016","1,267.90","1,280.00","1,292.80","1,255.80","0.64K","-0.59%"
+"11/09/2016","1,275.40","1,272.40","1,339.00","1,272.00","0.77K","-0.08%"
+"11/08/2016","1,276.40","1,284.80","1,291.20","1,277.30","0.29K","-0.38%"
+"11/07/2016","1,281.30","1,293.00","1,294.70","1,282.60","0.26K","-1.93%"
+"11/04/2016","1,306.50","1,299.90","1,309.00","1,298.80","0.29K","0.09%"
+"11/03/2016","1,305.30","1,300.80","1,309.00","1,291.70","0.10K","-0.37%"
+"11/02/2016","1,310.20","1,295.70","1,310.70","1,295.70","0.24K","1.57%"
+"11/01/2016","1,290.00","1,279.80","1,293.90","1,279.10","0.09K","1.17%"
+"10/31/2016","1,275.10","1,277.90","1,281.00","1,275.00","0.02K","-0.27%"
+"10/28/2016","1,278.60","1,278.60","1,278.60","1,278.60","232.89K","0.72%"
+"10/27/2016","1,269.50","1,267.20","1,273.70","1,265.20","135.14K","0.23%"
+"10/26/2016","1,266.60","1,274.00","1,277.20","1,265.10","142.11K","-0.55%"
+"10/25/2016","1,273.60","1,265.20","1,277.50","1,262.40","140.03K","0.78%"
+"10/24/2016","1,263.70","1,266.90","1,272.80","1,260.10","156.82K","-0.32%"
+"10/21/2016","1,267.70","1,266.50","1,268.80","1,261.70","101.39K","0.02%"
+"10/20/2016","1,267.50","1,270.60","1,275.90","1,265.50","137.04K","-0.19%"
+"10/19/2016","1,269.90","1,263.90","1,274.40","1,261.10","143.61K","0.55%"
+"10/18/2016","1,262.90","1,256.00","1,265.60","1,255.90","148.17K","0.50%"
+"10/17/2016","1,256.60","1,252.90","1,258.20","1,251.10","111.89K","0.09%"
+"10/14/2016","1,255.50","1,259.50","1,260.70","1,246.90","179.88K","-0.17%"
+"10/13/2016","1,257.60","1,257.10","1,263.90","1,254.70","150.10K","0.30%"
+"10/12/2016","1,253.80","1,254.50","1,260.50","1,251.20","141.58K","-0.17%"
+"10/11/2016","1,255.90","1,261.70","1,264.00","1,254.30","141.05K","-0.36%"
+"10/10/2016","1,260.40","1,258.50","1,266.80","1,258.50","140.76K","0.68%"
+"10/07/2016","1,251.90","1,256.80","1,267.60","1,243.20","274.15K","-0.09%"
+"10/06/2016","1,253.00","1,269.70","1,271.60","1,251.80","190.19K","-1.23%"
+"10/05/2016","1,268.60","1,270.50","1,279.40","1,264.10","213.86K","-0.09%"
+"10/04/2016","1,269.70","1,315.00","1,315.40","1,269.00","351.26K","-3.28%"
+"10/03/2016","1,312.70","1,321.00","1,322.60","1,311.80","130.14K","-0.33%"
+"09/30/2016","1,317.10","1,323.60","1,331.50","1,316.00","214.12K","-0.67%"
+"09/29/2016","1,326.00","1,325.00","1,329.40","1,318.60","157.34K","0.35%"
+"09/28/2016","1,321.40","1,327.90","1,328.00","1,319.40","0.63K","-0.50%"
+"09/27/2016","1,328.00","1,339.30","1,339.30","1,326.60","0.26K","-1.02%"
+"09/26/2016","1,341.70","1,340.50","1,343.50","1,334.50","0.19K","0.18%"
+"09/23/2016","1,339.30","1,338.30","1,341.40","1,336.20","0.85K","-0.24%"
+"09/22/2016","1,342.50","1,335.70","1,343.60","1,333.50","0.39K","1.01%"
+"09/21/2016","1,329.10","1,318.00","1,336.00","1,309.00","0.79K","1.01%"
+"09/20/2016","1,315.80","1,314.20","1,317.70","1,313.20","0.48K","0.02%"
+"09/19/2016","1,315.50","1,310.40","1,318.30","1,310.40","0.15K","0.59%"
+"09/16/2016","1,307.80","1,317.60","1,317.60","1,307.00","0.29K","-0.60%"
+"09/15/2016","1,315.70","1,323.30","1,327.50","1,310.50","0.19K","-0.59%"
+"09/14/2016","1,323.50","1,320.30","1,325.20","1,318.00","0.10K","0.18%"
+"09/13/2016","1,321.10","1,329.70","1,332.10","1,316.50","0.23K","-0.15%"
+"09/12/2016","1,323.10","1,327.00","1,330.50","1,321.00","0.08K","-0.68%"
+"09/09/2016","1,332.10","1,340.00","1,340.80","1,329.00","0.13K","-0.52%"
+"09/08/2016","1,339.10","1,347.50","1,350.50","1,338.20","0.11K","-0.56%"
+"09/07/2016","1,346.70","1,351.40","1,354.70","1,345.40","0.09K","-0.38%"
+"09/06/2016","1,351.80","1,327.30","1,352.50","1,327.30","0.07K","-0.16%"
+"09/05/2016","1,354.00","1,328.10","1,357.20","1,325.50","281.26K","2.20%"
+"09/02/2016","1,324.90","1,313.20","1,328.60","1,309.00","0.07K","0.73%"
+"09/01/2016","1,315.30","1,308.50","1,316.60","1,304.00","0.03K","0.44%"
+"08/31/2016","1,309.60","1,315.50","1,315.80","1,309.00","0.02K","-0.39%"
+"08/30/2016","1,314.70","1,314.70","1,314.70","1,314.70","159.33K","-0.68%"
+"08/29/2016","1,323.70","1,320.60","1,325.10","1,314.50","3.07K","0.08%"
+"08/26/2016","1,322.60","1,321.30","1,342.30","1,318.30","10.93K","0.11%"
+"08/25/2016","1,321.20","1,323.70","1,326.50","1,317.40","13.72K","-0.37%"
+"08/24/2016","1,326.10","1,337.60","1,340.10","1,323.60","18.75K","-1.19%"
+"08/23/2016","1,342.10","1,339.60","1,344.90","1,335.30","7.96K","0.20%"
+"08/22/2016","1,339.40","1,341.00","1,341.50","1,331.60","3.89K","-0.21%"
+"08/19/2016","1,342.20","1,353.30","1,354.00","1,338.10","3.54K","-0.81%"
+"08/18/2016","1,353.20","1,348.30","1,357.50","1,347.40","5.00K","0.62%"
+"08/17/2016","1,344.80","1,346.90","1,352.60","1,336.80","6.07K","-0.58%"
+"08/16/2016","1,352.70","1,340.70","1,360.00","1,340.70","7.63K","0.71%"
+"08/15/2016","1,343.20","1,339.10","1,344.90","1,336.80","4.12K","0.32%"
+"08/12/2016","1,338.90","1,340.40","1,358.00","1,334.20","9.39K","-0.49%"
+"08/11/2016","1,345.50","1,347.90","1,354.70","1,337.30","4.95K","-0.14%"
+"08/10/2016","1,347.40","1,342.30","1,359.00","1,341.50","5.60K","0.39%"
+"08/09/2016","1,342.10","1,335.90","1,343.90","1,331.30","6.44K","0.43%"
+"08/08/2016","1,336.40","1,336.30","1,338.80","1,330.60","7.96K","-0.23%"
+"08/05/2016","1,339.50","1,362.00","1,366.10","1,335.40","8.56K","-1.70%"
+"08/04/2016","1,362.70","1,360.30","1,366.80","1,350.70","7.75K","0.18%"
+"08/03/2016","1,360.20","1,366.60","1,368.70","1,356.20","6.05K","-0.58%"
+"08/02/2016","1,368.20","1,355.20","1,369.70","1,349.50","8.06K","0.96%"
+"08/01/2016","1,355.20","1,352.70","1,357.60","1,349.10","4.30K","0.16%"
+"07/29/2016","1,353.10","1,338.00","1,357.40","1,330.50","10.53K","1.20%"
+"07/28/2016","1,337.00","1,343.50","1,348.40","1,335.10","14.04K","0.63%"
+"07/27/2016","1,328.60","1,321.00","1,344.00","1,317.30","2.32K","0.46%"
+"07/26/2016","1,322.50","1,317.00","1,325.70","1,316.30","1.03K","0.09%"
+"07/25/2016","1,321.30","1,323.80","1,325.00","1,314.30","1.71K","-0.30%"
+"07/22/2016","1,325.30","1,332.80","1,335.40","1,321.60","0.96K","-0.56%"
+"07/21/2016","1,332.80","1,316.00","1,335.60","1,312.90","1.78K","0.88%"
+"07/20/2016","1,321.20","1,334.40","1,340.70","1,314.70","0.57K","-0.97%"
+"07/19/2016","1,334.20","1,329.50","1,336.30","1,329.50","0.32K","0.23%"
+"07/18/2016","1,331.10","1,333.30","1,337.10","1,325.70","0.47K","0.14%"
+"07/15/2016","1,329.30","1,338.20","1,340.30","1,324.80","0.47K","-0.36%"
+"07/14/2016","1,334.10","1,347.80","1,348.50","1,323.00","0.40K","-0.85%"
+"07/13/2016","1,345.60","1,337.20","1,348.10","1,331.40","0.23K","0.62%"
+"07/12/2016","1,337.30","1,356.70","1,360.60","1,333.00","0.34K","-1.59%"
+"07/11/2016","1,358.90","1,376.20","1,376.20","1,355.10","2.01K","-0.12%"
+"07/08/2016","1,360.50","1,362.30","1,369.90","1,338.60","1.85K","-0.26%"
+"07/07/2016","1,364.10","1,366.80","1,374.40","1,354.10","1.67K","-0.36%"
+"07/06/2016","1,369.00","1,363.30","1,378.50","1,363.30","1.45K","0.62%"
+"07/05/2016","1,360.60","1,347.00","1,361.20","1,342.50","1.62K","0.14%"
+"07/04/2016","1,358.70","1,345.00","1,360.30","1,338.50","353.81K","1.37%"
+"07/01/2016","1,340.40","1,334.10","1,346.80","1,334.10","0.41K","1.39%"
+"06/30/2016","1,322.00","1,319.40","1,325.60","1,318.40","0.08K","-0.50%"
+"06/29/2016","1,328.60","1,328.60","1,328.60","1,328.60","176.82K","0.81%"
+"06/28/2016","1,317.90","1,328.30","1,329.50","1,308.20","195.98K","-0.51%"
+"06/27/2016","1,324.70","1,322.30","1,340.00","1,320.80","258.33K","0.17%"
+"06/24/2016","1,322.40","1,254.30","1,362.60","1,252.80","574.24K","4.69%"
+"06/23/2016","1,263.10","1,268.10","1,274.90","1,256.90","152.59K","-0.54%"
+"06/22/2016","1,270.00","1,271.40","1,273.50","1,263.80","132.68K","-0.20%"
+"06/21/2016","1,272.50","1,292.50","1,297.40","1,267.10","207.16K","-1.52%"
+"06/20/2016","1,292.10","1,293.00","1,296.80","1,280.80","193.80K","-0.21%"
+"06/17/2016","1,294.80","1,282.40","1,302.70","1,278.80","211.62K","-0.28%"
+"06/16/2016","1,298.40","1,295.00","1,318.90","1,280.10","354.15K","0.78%"
+"06/15/2016","1,288.30","1,288.10","1,300.00","1,281.30","199.45K","0.02%"
+"06/14/2016","1,288.10","1,286.20","1,293.00","1,278.60","193.07K","0.09%"
+"06/13/2016","1,286.90","1,278.30","1,290.30","1,275.20","202.81K","0.86%"
+"06/10/2016","1,275.90","1,271.50","1,280.90","1,267.30","160.81K","0.25%"
+"06/09/2016","1,272.70","1,264.60","1,274.40","1,259.40","153.26K","0.82%"
+"06/08/2016","1,262.30","1,247.00","1,267.20","1,245.50","181.73K","1.23%"
+"06/07/2016","1,247.00","1,248.00","1,249.00","1,236.90","120.51K","-0.03%"
+"06/06/2016","1,247.40","1,245.50","1,251.30","1,242.10","162.94K","0.36%"
+"06/03/2016","1,242.90","1,212.80","1,247.40","1,209.10","240.70K","2.50%"
+"06/02/2016","1,212.60","1,215.90","1,220.00","1,212.00","112.60K","-0.17%"
+"06/01/2016","1,214.70","1,217.90","1,222.90","1,208.20","159.62K","-0.23%"
+"05/31/2016","1,217.50","1,215.10","1,220.60","1,201.50","236.15K","0.00%"
+"05/30/2016","1,217.50","1,215.10","1,220.60","1,201.50","236.15K","0.07%"
+"05/27/2016","1,216.70","1,222.30","1,225.80","1,209.00","200.00K","-0.39%"
+"05/26/2016","1,221.50","1,222.00","1,234.90","1,219.90","2.96K","-0.30%"
+"05/25/2016","1,225.20","1,228.60","1,231.60","1,219.20","1.51K","-0.45%"
+"05/24/2016","1,230.70","1,250.80","1,251.10","1,228.00","1.31K","-1.80%"
+"05/23/2016","1,253.20","1,252.90","1,257.60","1,246.00","0.66K","-0.10%"
+"05/20/2016","1,254.40","1,258.50","1,261.90","1,251.90","0.94K","-0.14%"
+"05/19/2016","1,256.10","1,261.50","1,263.00","1,246.00","1.53K","-1.54%"
+"05/18/2016","1,275.70","1,282.90","1,283.30","1,257.40","0.50K","-0.20%"
+"05/17/2016","1,278.20","1,276.80","1,285.00","1,271.50","0.28K","0.22%"
+"05/16/2016","1,275.40","1,275.20","1,290.30","1,274.00","0.22K","0.13%"
+"05/13/2016","1,273.80","1,267.40","1,277.60","1,266.80","0.31K","0.12%"
+"05/12/2016","1,272.30","1,278.40","1,283.00","1,264.30","0.20K","-0.35%"
+"05/11/2016","1,276.80","1,269.30","1,281.20","1,268.80","0.36K","0.85%"
+"05/10/2016","1,266.00","1,267.10","1,271.70","1,261.20","0.08K","-0.14%"
+"05/09/2016","1,267.80","1,288.40","1,290.50","1,265.00","0.22K","-2.11%"
+"05/06/2016","1,295.10","1,280.70","1,298.40","1,280.30","0.23K","1.70%"
+"05/05/2016","1,273.50","1,284.40","1,288.50","1,275.00","0.19K","-0.16%"
+"05/04/2016","1,275.60","1,289.60","1,292.00","1,275.00","0.11K","-1.34%"
+"05/03/2016","1,292.90","1,298.40","1,303.00","1,286.70","0.15K","-0.31%"
+"05/02/2016","1,296.90","1,294.10","1,305.20","1,292.70","0.04K","0.42%"
+"04/29/2016","1,291.50","1,278.20","1,298.30","1,278.20","0.03K","1.91%"
+"04/28/2016","1,267.30","1,267.30","1,267.30","1,267.30","227.21K","1.35%"
+"04/27/2016","1,250.40","1,245.70","1,254.60","1,240.70","171.51K","0.56%"
+"04/26/2016","1,243.40","1,239.80","1,246.50","1,232.70","148.11K","0.26%"
+"04/25/2016","1,240.20","1,234.50","1,243.80","1,231.30","120.77K","0.83%"
+"04/22/2016","1,230.00","1,248.50","1,254.20","1,228.50","209.49K","-1.62%"
+"04/21/2016","1,250.30","1,244.50","1,272.40","1,244.40","272.94K","-0.33%"
+"04/20/2016","1,254.40","1,251.30","1,259.80","1,244.00","165.25K","0.01%"
+"04/19/2016","1,254.30","1,233.90","1,258.50","1,229.00","217.39K","1.56%"
+"04/18/2016","1,235.00","1,236.30","1,243.30","1,231.70","148.66K","0.03%"
+"04/15/2016","1,234.60","1,228.50","1,237.60","1,226.80","121.27K","0.66%"
+"04/14/2016","1,226.50","1,243.80","1,245.90","1,225.40","204.79K","-1.75%"
+"04/13/2016","1,248.30","1,257.20","1,258.70","1,241.40","155.99K","-1.00%"
+"04/12/2016","1,260.90","1,259.80","1,264.70","1,253.00","157.24K","0.23%"
+"04/11/2016","1,258.00","1,241.80","1,260.90","1,241.60","160.93K","1.14%"
+"04/08/2016","1,243.80","1,241.80","1,244.60","1,231.00","132.37K","0.51%"
+"04/07/2016","1,237.50","1,224.00","1,245.00","1,224.00","189.41K","1.12%"
+"04/06/2016","1,223.80","1,232.60","1,233.80","1,217.20","135.33K","-0.47%"
+"04/05/2016","1,229.60","1,217.10","1,238.80","1,216.00","157.09K","0.84%"
+"04/04/2016","1,219.30","1,223.00","1,224.10","1,215.70","91.06K","-0.34%"
+"04/01/2016","1,223.50","1,234.10","1,237.20","1,210.30","196.90K","-0.98%"
+"03/31/2016","1,235.60","1,227.00","1,242.30","1,225.10","120.32K","0.57%"
+"03/30/2016","1,228.60","1,243.00","1,246.80","1,224.90","183.33K","-0.63%"
+"03/29/2016","1,236.40","1,221.80","1,243.70","1,216.00","4.37K","1.28%"
+"03/28/2016","1,220.80","1,216.50","1,222.90","1,207.20","1.62K","-0.11%"
+"03/24/2016","1,222.20","1,221.60","1,224.60","1,212.20","1.67K","-0.20%"
+"03/23/2016","1,224.60","1,249.10","1,249.10","1,216.20","2.16K","-1.97%"
+"03/22/2016","1,249.20","1,244.60","1,260.00","1,244.20","1.06K","0.35%"
+"03/21/2016","1,244.80","1,256.50","1,257.30","1,242.10","0.46K","-0.80%"
+"03/18/2016","1,254.80","1,258.60","1,267.40","1,249.80","0.20K","-0.85%"
+"03/17/2016","1,265.50","1,261.10","1,272.00","1,256.20","0.22K","2.86%"
+"03/16/2016","1,230.30","1,234.00","1,264.00","1,228.00","0.21K","-0.10%"
+"03/15/2016","1,231.50","1,236.10","1,238.70","1,226.80","0.20K","-1.13%"
+"03/14/2016","1,245.60","1,251.00","1,259.90","1,232.80","0.23K","-1.14%"
+"03/11/2016","1,259.90","1,271.10","1,283.80","1,250.20","0.20K","-1.05%"
+"03/10/2016","1,273.30","1,250.60","1,274.50","1,240.10","0.25K","1.22%"
+"03/09/2016","1,257.90","1,262.60","1,263.10","1,245.00","0.38K","-0.44%"
+"03/08/2016","1,263.40","1,269.50","1,279.20","1,261.40","0.07K","-0.09%"
+"03/07/2016","1,264.50","1,267.20","1,270.00","1,260.20","0.04K","-0.52%"
+"03/04/2016","1,271.10","1,265.00","1,279.60","1,253.50","0.11K","0.99%"
+"03/03/2016","1,258.60","1,243.80","1,268.10","1,243.20","0.04K","1.33%"
+"03/02/2016","1,242.10","1,227.80","1,241.10","1,227.80","0.04K","0.89%"
+"03/01/2016","1,231.10","1,245.30","1,247.00","1,229.70","0.04K","-0.29%"
+"02/29/2016","1,234.70","1,220.20","1,241.40","1,220.20","0.05K","1.15%"
+"02/26/2016","1,220.70","1,220.70","1,220.70","1,220.70","218.71K","-1.46%"
+"02/25/2016","1,238.80","1,228.90","1,244.40","1,221.80","208.22K","-0.02%"
+"02/24/2016","1,239.10","1,226.00","1,254.30","1,222.40","274.24K","1.35%"
+"02/23/2016","1,222.60","1,208.90","1,229.00","1,207.60","184.48K","1.03%"
+"02/22/2016","1,210.10","1,226.90","1,226.90","1,202.50","160.97K","-1.68%"
+"02/19/2016","1,230.80","1,231.20","1,235.30","1,220.60","184.25K","0.37%"
+"02/18/2016","1,226.30","1,209.50","1,240.60","1,201.30","182.12K","1.23%"
+"02/17/2016","1,211.40","1,201.90","1,214.40","1,196.20","162.45K","0.26%"
+"02/16/2016","1,208.20","1,236.30","1,236.30","1,191.50","340.80K","0.00%"
+"02/15/2016","1,208.20","1,236.30","1,236.30","1,191.50","340.80K","-2.52%"
+"02/12/2016","1,239.40","1,247.10","1,248.70","1,232.90","191.13K","-0.67%"
+"02/11/2016","1,247.80","1,197.50","1,263.90","1,196.30","365.65K","4.45%"
+"02/10/2016","1,194.60","1,189.70","1,198.10","1,181.60","168.64K","-0.33%"
+"02/09/2016","1,198.60","1,189.50","1,199.30","1,185.90","190.80K","0.06%"
+"02/08/2016","1,197.90","1,174.00","1,201.40","1,164.50","249.46K","3.47%"
+"02/05/2016","1,157.70","1,155.70","1,175.00","1,145.50","214.89K","0.02%"
+"02/04/2016","1,157.50","1,142.50","1,157.90","1,139.70","177.21K","1.42%"
+"02/03/2016","1,141.30","1,129.40","1,146.20","1,124.80","189.23K","1.25%"
+"02/02/2016","1,127.20","1,128.50","1,131.50","1,122.60","117.73K","-0.07%"
+"02/01/2016","1,128.00","1,118.00","1,130.20","1,115.30","118.52K","1.04%"
+"01/29/2016","1,116.40","1,114.80","1,118.90","1,108.50","133.25K","0.03%"
+"01/28/2016","1,116.10","1,126.20","1,126.40","1,110.20","151.22K","0.01%"
+"01/27/2016","1,116.00","1,119.80","1,128.00","1,115.30","0.98K","-0.38%"
+"01/26/2016","1,120.30","1,109.00","1,123.20","1,107.80","0.79K","1.34%"
+"01/25/2016","1,105.50","1,098.00","1,109.40","1,097.90","0.55K","0.87%"
+"01/22/2016","1,096.00","1,101.10","1,101.40","1,094.60","0.62K","-0.15%"
+"01/21/2016","1,097.70","1,101.70","1,103.80","1,092.30","0.65K","-0.72%"
+"01/20/2016","1,105.70","1,087.50","1,109.10","1,087.50","0.87K","1.53%"
+"01/19/2016","1,089.00","1,089.70","1,093.40","1,082.00","0.25K","-0.01%"
+"01/18/2016","1,089.10","1,089.30","1,094.50","1,082.10","160.11K","-0.15%"
+"01/15/2016","1,090.70","1,077.20","1,096.90","1,077.10","0.39K","1.59%"
+"01/14/2016","1,073.60","1,093.50","1,093.50","1,071.30","0.33K","-1.25%"
+"01/13/2016","1,087.20","1,087.30","1,095.00","1,080.50","0.09K","0.18%"
+"01/12/2016","1,085.30","1,094.00","1,097.10","1,083.60","0.21K","-1.00%"
+"01/11/2016","1,096.30","1,106.00","1,107.30","1,094.40","0.16K","-0.16%"
+"01/08/2016","1,098.10","1,108.70","1,109.70","1,093.00","0.31K","-0.90%"
+"01/07/2016","1,108.10","1,092.70","1,109.60","1,091.40","0.27K","1.46%"
+"01/06/2016","1,092.20","1,077.40","1,094.70","1,077.40","0.14K","1.25%"
+"01/05/2016","1,078.70","1,076.60","1,081.60","1,076.20","0.09K","0.30%"
+"01/04/2016","1,075.50","1,062.50","1,082.30","1,062.50","0.10K","1.41%"
+"12/31/2015","1,060.50","1,062.30","1,062.30","1,059.00","0.04K","0.04%"
+"12/30/2015","1,060.10","1,060.10","1,060.10","1,060.10","98.71K","-0.74%"
+"12/29/2015","1,068.00","1,068.30","1,074.60","1,066.70","87.64K","-0.03%"
+"12/28/2015","1,068.30","1,075.20","1,076.50","1,065.70","70.86K","-0.71%"
+"12/24/2015","1,075.90","1,069.60","1,076.60","1,069.50","49.69K","0.71%"
+"12/23/2015","1,068.30","1,072.00","1,074.90","1,067.60","69.36K","-0.54%"
+"12/22/2015","1,074.10","1,078.00","1,080.30","1,071.20","80.66K","-0.60%"
+"12/21/2015","1,080.60","1,065.20","1,081.40","1,063.10","122.22K","1.46%"
+"12/18/2015","1,065.00","1,051.50","1,071.00","1,050.00","122.22K","1.47%"
+"12/17/2015","1,049.60","1,072.20","1,072.70","1,046.80","168.67K","-2.53%"
+"12/16/2015","1,076.80","1,060.30","1,077.90","1,060.20","143.15K","1.43%"
+"12/15/2015","1,061.60","1,059.80","1,067.90","1,057.40","115.32K","-0.17%"
+"12/14/2015","1,063.40","1,073.00","1,077.30","1,058.10","121.86K","-1.14%"
+"12/11/2015","1,075.70","1,071.40","1,079.10","1,061.70","152.62K","0.35%"
+"12/10/2015","1,072.00","1,071.70","1,076.00","1,068.80","99.73K","-0.42%"
+"12/09/2015","1,076.50","1,074.30","1,085.00","1,068.70","140.71K","0.11%"
+"12/08/2015","1,075.30","1,069.70","1,078.40","1,066.80","128.22K","0.01%"
+"12/07/2015","1,075.20","1,085.50","1,086.10","1,065.00","109.37K","-0.82%"
+"12/04/2015","1,084.10","1,062.00","1,088.30","1,057.20","208.90K","2.16%"
+"12/03/2015","1,061.20","1,053.50","1,064.50","1,045.40","173.77K","0.70%"
+"12/02/2015","1,053.80","1,067.90","1,071.00","1,049.40","124.02K","-0.91%"
+"12/01/2015","1,063.50","1,064.60","1,074.00","1,062.60","121.57K","-0.17%"
+"11/30/2015","1,065.30","1,056.00","1,069.10","1,052.20","113.17K","0.86%"
+"11/27/2015","1,056.20","1,070.60","1,073.90","1,051.60","187.11K","0.00%"
+"11/26/2015","1,056.20","1,070.60","1,073.90","1,051.60","187.11K","-1.27%"
+"11/25/2015","1,069.80","1,074.70","1,079.50","1,067.50","0.39K","-0.33%"
+"11/24/2015","1,073.30","1,069.90","1,080.00","1,069.60","0.60K","0.62%"
+"11/23/2015","1,066.70","1,075.00","1,075.00","1,065.00","0.47K","-0.89%"
+"11/20/2015","1,076.30","1,081.70","1,087.30","1,075.10","0.26K","-0.16%"
+"11/19/2015","1,078.00","1,073.10","1,085.00","1,070.30","0.14K","0.86%"
+"11/18/2015","1,068.80","1,069.20","1,071.00","1,066.10","0.14K","0.01%"
+"11/17/2015","1,068.70","1,083.30","1,083.30","1,065.70","0.11K","-1.39%"
+"11/16/2015","1,083.80","1,087.60","1,096.50","1,082.10","0.09K","0.24%"
+"11/13/2015","1,081.20","1,084.00","1,084.20","1,080.70","0.07K","-0.01%"
+"11/12/2015","1,081.30","1,086.80","1,088.50","1,074.60","0.11K","-0.36%"
+"11/11/2015","1,085.20","1,092.50","1,092.50","1,084.00","0.16K","-0.34%"
+"11/10/2015","1,088.90","1,090.50","1,093.20","1,086.40","0.05K","0.04%"
+"11/09/2015","1,088.50","1,089.00","1,093.30","1,089.00","0.06K","0.04%"
+"11/06/2015","1,088.10","1,107.70","1,108.40","1,085.00","0.04K","-1.49%"
+"11/05/2015","1,104.60","1,109.90","1,111.10","1,103.10","0.05K","-0.18%"
+"11/04/2015","1,106.60","1,121.00","1,121.00","1,106.70","0.04K","-0.71%"
+"11/03/2015","1,114.50","1,135.50","1,135.50","1,114.40","0.08K","-1.92%"
+"11/02/2015","1,136.30","1,141.10","1,141.10","1,133.80","0.01K","-0.48%"
+"10/30/2015","1,141.80","1,142.40","1,142.40","1,139.30","0.01K","-0.51%"
+"10/29/2015","1,147.70","1,147.70","1,147.70","1,147.70","155.61K","-2.41%"
+"10/28/2015","1,176.10","1,166.70","1,183.10","1,152.10","187.31K","0.88%"
+"10/27/2015","1,165.80","1,163.00","1,168.80","1,160.50","91.66K","-0.03%"
+"10/26/2015","1,166.20","1,163.80","1,169.60","1,162.00","84.87K","0.29%"
+"10/23/2015","1,162.80","1,165.90","1,179.40","1,158.60","150.80K","-0.28%"
+"10/22/2015","1,166.10","1,166.80","1,171.80","1,161.40","117.32K","-0.09%"
+"10/21/2015","1,167.10","1,175.50","1,179.30","1,163.20","122.07K","-0.88%"
+"10/20/2015","1,177.50","1,170.60","1,181.40","1,167.20","124.73K","0.40%"
+"10/19/2015","1,172.80","1,176.90","1,178.20","1,168.30","108.77K","-0.87%"
+"10/16/2015","1,183.10","1,182.50","1,184.80","1,174.30","108.91K","-0.37%"
+"10/15/2015","1,187.50","1,184.00","1,191.70","1,173.90","192.31K","0.65%"
+"10/14/2015","1,179.80","1,168.20","1,189.90","1,162.50","199.97K","1.24%"
+"10/13/2015","1,165.40","1,162.80","1,168.60","1,151.30","139.53K","0.08%"
+"10/12/2015","1,164.50","1,155.00","1,168.60","1,154.30","111.80K","0.74%"
+"10/09/2015","1,155.90","1,138.10","1,159.30","1,138.00","134.87K","1.01%"
+"10/08/2015","1,144.30","1,145.00","1,150.90","1,135.90","121.19K","-0.38%"
+"10/07/2015","1,148.70","1,146.50","1,153.60","1,141.30","113.15K","0.20%"
+"10/06/2015","1,146.40","1,134.70","1,151.00","1,134.50","128.18K","0.77%"
+"10/05/2015","1,137.60","1,137.00","1,141.60","1,129.60","119.48K","0.09%"
+"10/02/2015","1,136.60","1,112.50","1,140.90","1,103.80","190.00K","2.06%"
+"10/01/2015","1,113.70","1,114.50","1,118.50","1,110.30","83.39K","-0.13%"
+"09/30/2015","1,115.20","1,127.20","1,127.70","1,110.80","156.47K","-1.03%"
+"09/29/2015","1,126.80","1,131.40","1,134.30","1,123.50","105.55K","-0.43%"
+"09/28/2015","1,131.70","1,146.90","1,146.90","1,127.50","0.21K","-1.21%"
+"09/25/2015","1,145.60","1,149.70","1,149.70","1,141.60","0.21K","-0.73%"
+"09/24/2015","1,154.00","1,130.20","1,154.90","1,130.20","0.20K","1.98%"
+"09/23/2015","1,131.60","1,124.60","1,132.50","1,121.70","0.06K","0.60%"
+"09/22/2015","1,124.90","1,132.50","1,135.00","1,121.00","0.11K","-0.71%"
+"09/21/2015","1,133.00","1,138.30","1,139.20","1,131.30","0.06K","-0.44%"
+"09/18/2015","1,138.00","1,130.50","1,139.50","1,128.60","0.03K","1.87%"
+"09/17/2015","1,117.10","1,120.80","1,131.80","1,116.30","0.03K","-0.17%"
+"09/16/2015","1,119.00","1,105.10","1,121.90","1,105.10","0.01K","1.49%"
+"09/15/2015","1,102.60","1,106.90","1,107.50","1,102.50","0.03K","-0.45%"
+"09/14/2015","1,107.60","1,107.40","1,108.10","1,104.00","0.02K","0.39%"
+"09/11/2015","1,103.30","1,111.10","1,111.10","1,104.00","0.01K","-0.54%"
+"09/10/2015","1,109.30","1,109.40","1,111.60","1,109.40","0.01K","0.66%"
+"09/09/2015","1,102.00","1,116.70","1,116.70","1,103.90","0.03K","-1.68%"
+"09/08/2015","1,120.80","1,117.50","1,124.50","1,117.50","0.02K","-0.02%"
+"09/07/2015","1,121.00","1,123.00","1,126.00","1,114.70","142.51K","-0.01%"
+"09/04/2015","1,121.10","1,125.00","1,126.70","1,117.50","0.03K","-0.28%"
+"09/03/2015","1,124.20","1,127.90","1,127.90","1,126.60","0.01K","-0.80%"
+"09/02/2015","1,133.30","1,134.60","1,134.60","1,131.70","0.01K","-0.54%"
+"09/01/2015","1,139.50","1,139.80","1,141.00","1,139.80","0.01K","0.64%"
+"08/31/2015","1,132.20","1,127.70","1,130.20","1,127.30","0.02K","-0.13%"
+"08/28/2015","1,133.70","1,133.70","1,133.70","1,133.70","152.11K","1.02%"
+"08/27/2015","1,122.20","1,124.20","1,128.00","1,116.90","8.49K","-0.18%"
+"08/26/2015","1,124.20","1,139.60","1,145.60","1,116.60","13.24K","-1.20%"
+"08/25/2015","1,137.90","1,154.80","1,155.50","1,133.90","10.82K","-1.32%"
+"08/24/2015","1,153.10","1,159.20","1,169.10","1,145.00","7.56K","-0.53%"
+"08/21/2015","1,159.20","1,152.90","1,167.00","1,148.10","6.83K","0.56%"
+"08/20/2015","1,152.80","1,132.60","1,153.20","1,131.70","12.27K","2.23%"
+"08/19/2015","1,127.60","1,116.70","1,133.80","1,115.50","10.72K","0.99%"
+"08/18/2015","1,116.60","1,116.70","1,120.20","1,108.40","3.98K","-0.13%"
+"08/17/2015","1,118.10","1,113.20","1,121.80","1,112.80","3.41K","0.51%"
+"08/14/2015","1,112.40","1,114.90","1,120.00","1,110.90","3.74K","-0.26%"
+"08/13/2015","1,115.30","1,125.00","1,126.00","1,112.90","4.41K","-0.71%"
+"08/12/2015","1,123.30","1,108.00","1,125.30","1,101.00","7.03K","1.43%"
+"08/11/2015","1,107.50","1,103.60","1,118.50","1,093.20","6.01K","0.34%"
+"08/10/2015","1,103.80","1,092.80","1,108.20","1,088.80","5.73K","0.91%"
+"08/07/2015","1,093.80","1,089.00","1,098.70","1,081.10","6.21K","0.37%"
+"08/06/2015","1,089.80","1,084.00","1,093.10","1,082.90","3.01K","0.41%"
+"08/05/2015","1,085.30","1,086.90","1,091.30","1,081.70","6.02K","-0.46%"
+"08/04/2015","1,090.30","1,085.10","1,093.80","1,079.80","3.54K","0.12%"
+"08/03/2015","1,089.00","1,094.50","1,097.00","1,084.80","4.49K","-0.52%"
+"07/31/2015","1,094.70","1,087.80","1,102.50","1,079.10","7.93K","0.58%"
+"07/30/2015","1,088.40","1,095.20","1,097.30","1,081.30","8.99K","-0.40%"
+"07/29/2015","1,092.80","1,094.70","1,101.00","1,089.10","1.30K","-0.32%"
+"07/28/2015","1,096.30","1,094.40","1,097.50","1,090.90","0.95K","-0.03%"
+"07/27/2015","1,096.60","1,099.70","1,104.20","1,088.00","0.83K","1.00%"
+"07/24/2015","1,085.70","1,089.70","1,101.00","1,073.00","1.49K","-0.78%"
+"07/23/2015","1,094.20","1,093.60","1,105.00","1,086.40","0.86K","0.23%"
+"07/22/2015","1,091.70","1,100.30","1,102.00","1,086.60","0.47K","-1.09%"
+"07/21/2015","1,103.70","1,097.70","1,108.00","1,096.80","0.62K","-0.31%"
+"07/20/2015","1,107.10","1,131.30","1,131.40","1,088.80","0.98K","-2.22%"
+"07/17/2015","1,132.20","1,144.20","1,144.20","1,130.20","0.63K","-1.06%"
+"07/16/2015","1,144.30","1,148.20","1,148.20","1,141.70","0.28K","-0.31%"
+"07/15/2015","1,147.90","1,155.80","1,155.80","1,143.90","0.30K","-0.53%"
+"07/14/2015","1,154.00","1,155.20","1,159.50","1,153.00","0.10K","-0.16%"
+"07/13/2015","1,155.90","1,161.80","1,163.40","1,151.00","0.33K","-0.22%"
+"07/10/2015","1,158.40","1,159.50","1,165.00","1,158.10","0.19K","-0.11%"
+"07/09/2015","1,159.70","1,157.80","1,167.40","1,157.50","0.30K","-0.37%"
+"07/08/2015","1,164.00","1,154.80","1,163.20","1,146.60","0.38K","0.95%"
+"07/07/2015","1,153.10","1,169.00","1,169.00","1,151.00","0.13K","-1.76%"
+"07/06/2015","1,173.70","1,164.50","1,174.10","1,162.50","0.08K","0.04%"
+"07/03/2015","1,173.20","1,173.20","1,174.40","1,161.90","141.90K","0.78%"
+"07/02/2015","1,164.10","1,163.00","1,167.60","1,157.20","0.03K","-0.50%"
+"07/01/2015","1,169.90","1,171.90","1,173.00","1,168.00","0.01K","-0.20%"
+"06/30/2015","1,172.30","1,177.50","1,177.90","1,169.80","0.03K","-0.61%"
+"06/29/2015","1,179.50","1,179.50","1,179.50","1,179.50","145.71K","0.54%"
+"06/26/2015","1,173.20","1,172.50","1,178.00","1,167.10","107.92K","0.12%"
+"06/25/2015","1,171.80","1,174.10","1,177.30","1,170.50","88.85K","-0.09%"
+"06/24/2015","1,172.90","1,177.60","1,179.70","1,168.10","118.45K","-0.31%"
+"06/23/2015","1,176.60","1,185.30","1,187.70","1,175.60","122.25K","-0.63%"
+"06/22/2015","1,184.10","1,199.70","1,200.80","1,181.60","127.15K","-1.48%"
+"06/19/2015","1,201.90","1,201.80","1,204.00","1,198.00","86.06K","-0.01%"
+"06/18/2015","1,202.00","1,184.20","1,205.70","1,183.10","190.69K","2.14%"
+"06/17/2015","1,176.80","1,181.10","1,188.80","1,173.90","101.55K","-0.35%"
+"06/16/2015","1,180.90","1,185.30","1,187.40","1,175.40","100.20K","-0.41%"
+"06/15/2015","1,185.80","1,180.00","1,190.20","1,171.90","129.83K","0.56%"
+"06/12/2015","1,179.20","1,180.80","1,183.70","1,175.60","86.35K","-0.10%"
+"06/11/2015","1,180.40","1,185.70","1,187.40","1,174.80","114.93K","-0.52%"
+"06/10/2015","1,186.60","1,175.80","1,191.80","1,174.30","124.68K","0.76%"
+"06/09/2015","1,177.60","1,173.20","1,182.30","1,171.80","91.63K","0.34%"
+"06/08/2015","1,173.60","1,170.80","1,177.10","1,168.50","107.09K","0.47%"
+"06/05/2015","1,168.10","1,176.50","1,178.00","1,162.10","150.68K","-0.60%"
+"06/04/2015","1,175.20","1,185.80","1,186.60","1,172.40","155.46K","-0.82%"
+"06/03/2015","1,184.90","1,193.80","1,195.60","1,179.10","124.18K","-0.80%"
+"06/02/2015","1,194.40","1,189.50","1,196.40","1,185.80","111.47K","0.48%"
+"06/01/2015","1,188.70","1,189.80","1,204.70","1,184.00","171.25K","-0.09%"
+"05/29/2015","1,189.80","1,188.10","1,194.40","1,186.00","102.17K","0.08%"
+"05/28/2015","1,188.80","1,188.00","1,192.80","1,180.20","150.00K","0.24%"
+"05/27/2015","1,186.00","1,187.60","1,190.00","1,184.00","0.76K","-0.11%"
+"05/26/2015","1,187.30","1,205.70","1,208.50","1,185.40","0.43K","0.03%"
+"05/25/2015","1,186.90","1,205.20","1,208.20","1,184.80","244.62K","-1.45%"
+"05/22/2015","1,204.40","1,206.60","1,214.00","1,202.00","0.71K","-0.02%"
+"05/21/2015","1,204.60","1,210.00","1,210.90","1,202.00","0.16K","-0.38%"
+"05/20/2015","1,209.20","1,209.50","1,213.00","1,207.50","0.15K","0.17%"
+"05/19/2015","1,207.20","1,224.00","1,224.00","1,206.00","0.26K","-1.70%"
+"05/18/2015","1,228.10","1,224.00","1,232.30","1,222.30","0.14K","0.19%"
+"05/15/2015","1,225.80","1,219.40","1,226.00","1,212.50","0.07K","0.01%"
+"05/14/2015","1,225.70","1,213.50","1,226.80","1,212.80","0.14K","0.57%"
+"05/13/2015","1,218.70","1,192.70","1,218.00","1,191.50","0.07K","2.16%"
+"05/12/2015","1,192.90","1,183.10","1,194.50","1,181.40","0.04K","0.79%"
+"05/11/2015","1,183.50","1,189.30","1,191.10","1,180.10","0.05K","-0.50%"
+"05/08/2015","1,189.40","1,183.00","1,191.00","1,182.00","0.03K","0.57%"
+"05/07/2015","1,182.70","1,190.70","1,190.70","1,181.00","0.02K","-0.68%"
+"05/06/2015","1,190.80","1,195.80","1,195.80","1,190.00","0.02K","-0.24%"
+"05/05/2015","1,193.70","1,190.00","1,197.80","1,190.00","0.02K","0.54%"
+"05/04/2015","1,187.30","1,178.10","1,192.50","1,177.50","0.04K","1.05%"
+"05/01/2015","1,175.00","1,175.50","1,175.50","1,171.20","0.01K","-0.67%"
+"04/30/2015","1,182.90","1,205.10","1,205.50","1,180.00","0.05K","-2.28%"
+"04/29/2015","1,210.50","1,210.50","1,210.50","1,210.50","141.08K","-0.28%"
+"04/28/2015","1,213.90","1,201.60","1,214.90","1,198.60","157.58K","0.89%"
+"04/27/2015","1,203.20","1,179.30","1,206.70","1,177.60","207.20K","2.40%"
+"04/24/2015","1,175.00","1,193.00","1,195.40","1,174.10","156.38K","-1.62%"
+"04/23/2015","1,194.30","1,186.90","1,197.40","1,183.60","118.11K","0.62%"
+"04/22/2015","1,186.90","1,202.20","1,204.40","1,185.00","152.18K","-1.35%"
+"04/21/2015","1,203.10","1,195.80","1,203.70","1,192.50","104.71K","0.79%"
+"04/20/2015","1,193.70","1,204.40","1,209.00","1,190.80","137.02K","-0.78%"
+"04/17/2015","1,203.10","1,198.60","1,207.80","1,197.00","111.55K","0.43%"
+"04/16/2015","1,198.00","1,201.80","1,208.80","1,194.30","157.42K","-0.27%"
+"04/15/2015","1,201.30","1,192.20","1,204.40","1,188.30","129.20K","0.73%"
+"04/14/2015","1,192.60","1,198.80","1,201.30","1,183.50","161.06K","-0.56%"
+"04/13/2015","1,199.30","1,207.20","1,209.30","1,196.10","109.55K","-0.44%"
+"04/10/2015","1,204.60","1,193.80","1,210.60","1,192.90","124.84K","0.92%"
+"04/09/2015","1,193.60","1,202.60","1,203.30","1,192.40","110.16K","-0.79%"
+"04/08/2015","1,203.10","1,208.70","1,212.50","1,197.40","116.32K","-0.62%"
+"04/07/2015","1,210.60","1,214.70","1,215.90","1,207.50","85.86K","-0.66%"
+"04/06/2015","1,218.60","1,212.60","1,224.50","1,212.60","106.01K","1.47%"
+"04/03/2015","1,200.90","1,200.90","1,200.90","1,200.90","","0.00%"
+"04/02/2015","1,200.90","1,204.30","1,207.40","1,194.80","115.65K","-0.60%"
+"04/01/2015","1,208.20","1,183.20","1,208.70","1,180.50","151.14K","2.11%"
+"03/31/2015","1,183.20","1,185.50","1,190.60","1,178.20","114.97K","-0.18%"
+"03/30/2015","1,185.30","1,198.60","1,199.60","1,182.20","131.45K","-1.25%"
+"03/27/2015","1,200.30","1,203.40","1,205.00","1,192.50","1.42K","-0.41%"
+"03/26/2015","1,205.30","1,195.80","1,219.70","1,194.50","1.01K","0.65%"
+"03/25/2015","1,197.50","1,191.80","1,199.50","1,188.00","0.39K","0.49%"
+"03/24/2015","1,191.70","1,186.00","1,194.30","1,185.40","0.38K","0.31%"
+"03/23/2015","1,188.00","1,183.90","1,191.10","1,179.20","0.16K","0.25%"
+"03/20/2015","1,185.00","1,171.50","1,186.70","1,168.90","0.26K","1.33%"
+"03/19/2015","1,169.40","1,167.80","1,174.90","1,159.00","0.19K","1.54%"
+"03/18/2015","1,151.70","1,148.70","1,173.60","1,145.70","0.28K","0.27%"
+"03/17/2015","1,148.60","1,154.50","1,156.90","1,142.50","0.09K","-0.43%"
+"03/16/2015","1,153.60","1,157.00","1,163.50","1,150.00","0.12K","0.07%"
+"03/13/2015","1,152.80","1,153.70","1,160.00","1,152.50","0.12K","0.03%"
+"03/12/2015","1,152.40","1,154.70","1,163.60","1,148.50","0.10K","0.11%"
+"03/11/2015","1,151.10","1,161.50","1,161.50","1,147.10","0.06K","-0.82%"
+"03/10/2015","1,160.60","1,166.50","1,168.50","1,155.20","0.37K","-0.55%"
+"03/09/2015","1,167.00","1,170.00","1,174.50","1,169.30","0.05K","0.19%"
+"03/06/2015","1,164.80","1,199.60","1,199.60","1,167.00","0.05K","-2.67%"
+"03/05/2015","1,196.70","1,204.30","1,207.00","1,197.00","0.02K","-0.39%"
+"03/04/2015","1,201.40","1,205.40","1,205.90","1,200.70","0.01K","-0.29%"
+"03/03/2015","1,204.90","1,208.10","1,210.30","1,199.40","0.02K","-0.31%"
+"03/02/2015","1,208.70","1,219.00","1,219.00","1,212.10","0.01K","-0.40%"
+"02/27/2015","1,213.50","1,213.70","1,215.90","1,205.30","0.01K","0.25%"
+"02/26/2015","1,210.50","1,210.50","1,210.50","1,210.50","137.28K","0.75%"
+"02/25/2015","1,201.50","1,200.80","1,211.70","1,200.70","106.08K","0.35%"
+"02/24/2015","1,197.30","1,201.90","1,204.40","1,190.00","116.61K","-0.29%"
+"02/23/2015","1,200.80","1,203.50","1,210.30","1,190.60","115.22K","-0.34%"
+"02/20/2015","1,204.90","1,208.00","1,215.30","1,197.70","109.25K","-0.22%"
+"02/19/2015","1,207.60","1,212.50","1,222.90","1,205.20","115.72K","0.62%"
+"02/18/2015","1,200.20","1,209.30","1,213.40","1,197.20","121.13K","-0.70%"
+"02/17/2015","1,208.60","1,227.50","1,236.70","1,203.30","181.84K","0.00%"
+"02/16/2015","1,208.60","1,227.50","1,236.70","1,203.30","181.84K","-1.51%"
+"02/13/2015","1,227.10","1,223.00","1,234.90","1,222.50","96.37K","0.52%"
+"02/12/2015","1,220.70","1,218.30","1,232.80","1,218.00","109.41K","0.09%"
+"02/11/2015","1,219.60","1,234.10","1,238.70","1,216.50","116.28K","-1.02%"
+"02/10/2015","1,232.20","1,238.30","1,245.90","1,230.60","97.14K","-0.75%"
+"02/09/2015","1,241.50","1,235.90","1,243.60","1,234.40","92.65K","0.56%"
+"02/06/2015","1,234.60","1,266.40","1,269.00","1,228.20","205.10K","-2.23%"
+"02/05/2015","1,262.70","1,270.40","1,274.60","1,256.10","113.83K","-0.14%"
+"02/04/2015","1,264.50","1,261.50","1,273.30","1,256.90","136.18K","0.33%"
+"02/03/2015","1,260.30","1,275.60","1,286.50","1,255.80","181.99K","-1.30%"
+"02/02/2015","1,276.90","1,283.00","1,283.90","1,266.50","119.88K","-0.18%"
+"01/30/2015","1,279.20","1,259.00","1,285.40","1,257.50","163.88K","1.86%"
+"01/29/2015","1,255.90","1,284.00","1,286.60","1,252.10","243.65K","-2.39%"
+"01/28/2015","1,286.60","1,292.50","1,293.90","1,280.00","0.90K","-0.44%"
+"01/27/2015","1,292.30","1,281.40","1,297.80","1,273.40","0.99K","0.97%"
+"01/26/2015","1,279.90","1,295.70","1,299.70","1,276.40","1.33K","-1.03%"
+"01/23/2015","1,293.20","1,301.70","1,302.20","1,285.80","0.73K","-0.62%"
+"01/22/2015","1,301.30","1,291.40","1,307.10","1,280.00","0.92K","0.54%"
+"01/21/2015","1,294.30","1,293.60","1,307.40","1,285.80","0.54K","-0.03%"
+"01/20/2015","1,294.70","1,280.10","1,297.00","1,273.80","0.37K","0.04%"
+"01/19/2015","1,294.20","1,280.70","1,297.20","1,272.10","249.78K","1.32%"
+"01/16/2015","1,277.40","1,263.60","1,281.90","1,255.90","0.53K","0.96%"
+"01/15/2015","1,265.20","1,230.80","1,266.60","1,227.50","0.49K","2.45%"
+"01/14/2015","1,234.90","1,232.30","1,244.60","1,226.60","0.32K","0.01%"
+"01/13/2015","1,234.80","1,232.70","1,243.40","1,228.40","0.56K","0.13%"
+"01/12/2015","1,233.20","1,225.30","1,235.80","1,218.90","0.13K","1.37%"
+"01/09/2015","1,216.50","1,208.80","1,223.70","1,208.30","0.11K","0.64%"
+"01/08/2015","1,208.80","1,213.80","1,216.40","1,206.90","0.13K","-0.18%"
+"01/07/2015","1,211.00","1,217.50","1,217.50","1,210.00","0.07K","-0.71%"
+"01/06/2015","1,219.70","1,206.10","1,222.00","1,206.00","0.13K","1.27%"
+"01/05/2015","1,204.40","1,196.40","1,205.20","1,189.10","0.22K","1.50%"
+"01/02/2015","1,186.60","1,187.20","1,193.30","1,171.60","0.03K","0.18%"
+"12/31/2014","1,184.50","1,199.10","1,199.60","1,199.00","0.01K","-1.36%"
+"12/30/2014","1,200.80","1,200.80","1,200.80","1,200.80","141.72K","1.60%"
+"12/29/2014","1,181.90","1,194.90","1,197.50","1,178.60","85.91K","-1.12%"
+"12/26/2014","1,195.30","1,175.20","1,199.10","1,175.20","67.18K","1.86%"
+"12/24/2014","1,173.50","1,176.80","1,181.20","1,172.70","43.63K","-0.38%"
+"12/23/2014","1,178.00","1,176.10","1,184.90","1,172.40","105.53K","-0.15%"
+"12/22/2014","1,179.80","1,196.00","1,203.60","1,170.70","132.15K","-1.35%"
+"12/19/2014","1,196.00","1,198.00","1,201.50","1,193.20","73.33K","0.10%"
+"12/18/2014","1,194.80","1,189.40","1,213.90","1,188.50","137.34K","0.03%"
+"12/17/2014","1,194.50","1,195.30","1,203.10","1,182.00","169.51K","0.02%"
+"12/16/2014","1,194.30","1,195.40","1,223.90","1,187.80","231.51K","-1.11%"
+"12/15/2014","1,207.70","1,222.00","1,225.00","1,191.30","152.38K","-1.21%"
+"12/12/2014","1,222.50","1,227.90","1,228.90","1,214.80","121.18K","-0.25%"
+"12/11/2014","1,225.60","1,226.20","1,233.40","1,216.40","143.67K","-0.31%"
+"12/10/2014","1,229.40","1,231.20","1,238.90","1,225.20","143.32K","-0.21%"
+"12/09/2014","1,232.00","1,203.80","1,239.00","1,199.50","241.26K","3.10%"
+"12/08/2014","1,194.90","1,191.20","1,209.30","1,187.30","107.51K","0.38%"
+"12/05/2014","1,190.40","1,205.90","1,208.50","1,186.40","157.20K","-1.43%"
+"12/04/2014","1,207.70","1,209.30","1,213.50","1,201.10","117.72K","-0.08%"
+"12/03/2014","1,208.70","1,197.60","1,215.00","1,193.50","145.11K","0.78%"
+"12/02/2014","1,199.40","1,212.60","1,212.60","1,191.40","169.35K","-1.54%"
+"12/01/2014","1,218.10","1,159.40","1,221.00","1,141.70","342.31K","3.62%"
+"11/28/2014","1,175.50","1,197.80","1,199.30","1,163.90","254.47K","0.00%"
+"11/27/2014","1,175.50","1,197.80","1,199.30","1,163.90","254.47K","-1.84%"
+"11/26/2014","1,197.50","1,201.60","1,201.60","1,194.60","121.78K","0.00%"
+"11/25/2014","1,197.50","1,198.30","1,202.80","1,189.90","1.00K","0.11%"
+"11/24/2014","1,196.20","1,201.40","1,203.50","1,193.20","0.51K","-0.15%"
+"11/21/2014","1,198.00","1,193.30","1,207.00","1,188.00","0.46K","0.58%"
+"11/20/2014","1,191.10","1,181.80","1,196.20","1,178.40","0.49K","-0.26%"
+"11/19/2014","1,194.20","1,194.70","1,201.20","1,175.00","0.92K","-0.27%"
+"11/18/2014","1,197.40","1,185.20","1,204.20","1,185.20","0.37K","1.15%"
+"11/17/2014","1,183.80","1,182.80","1,192.80","1,181.80","0.32K","-0.18%"
+"11/14/2014","1,185.90","1,160.10","1,193.10","1,148.30","0.71K","2.07%"
+"11/13/2014","1,161.90","1,160.90","1,167.20","1,153.90","0.20K","0.21%"
+"11/12/2014","1,159.50","1,162.60","1,165.20","1,157.40","0.13K","-0.34%"
+"11/11/2014","1,163.50","1,152.30","1,172.00","1,149.30","0.11K","0.28%"
+"11/10/2014","1,160.20","1,177.90","1,178.00","1,147.50","0.15K","-0.85%"
+"11/07/2014","1,170.20","1,140.90","1,175.00","1,133.60","0.08K","2.39%"
+"11/06/2014","1,142.90","1,143.20","1,146.80","1,139.00","0.03K","-0.28%"
+"11/05/2014","1,146.10","1,169.20","1,169.20","1,138.80","0.09K","-1.88%"
+"11/04/2014","1,168.10","1,165.50","1,171.20","1,164.10","0.07K","-0.18%"
+"11/03/2014","1,170.20","1,168.80","1,173.00","1,166.80","0.03K","-0.15%"
+"10/31/2014","1,172.00","1,171.90","1,174.90","1,163.20","0.02K","-2.25%"
+"10/30/2014","1,199.00","1,199.00","1,199.00","1,199.00","210.42K","-2.11%"
+"10/29/2014","1,224.90","1,227.80","1,230.40","1,208.20","131.45K","-0.37%"
+"10/28/2014","1,229.40","1,225.80","1,235.50","1,222.20","124.20K","0.01%"
+"10/27/2014","1,229.30","1,230.60","1,232.10","1,225.20","86.31K","-0.20%"
+"10/24/2014","1,231.80","1,233.50","1,234.70","1,228.70","93.37K","0.22%"
+"10/23/2014","1,229.10","1,241.70","1,244.90","1,226.30","140.07K","-1.32%"
+"10/22/2014","1,245.50","1,248.90","1,250.20","1,240.70","113.41K","-0.50%"
+"10/21/2014","1,251.70","1,246.80","1,255.60","1,245.70","151.08K","0.56%"
+"10/20/2014","1,244.70","1,239.10","1,249.30","1,234.90","96.27K","0.46%"
+"10/17/2014","1,239.00","1,239.50","1,242.10","1,232.00","117.55K","-0.18%"
+"10/16/2014","1,241.20","1,242.20","1,245.60","1,235.20","180.59K","-0.29%"
+"10/15/2014","1,244.80","1,233.30","1,250.30","1,222.00","258.10K","0.85%"
+"10/14/2014","1,234.30","1,237.30","1,238.60","1,231.10","113.55K","0.35%"
+"10/13/2014","1,230.00","1,224.80","1,238.00","1,223.60","119.92K","0.68%"
+"10/10/2014","1,221.70","1,224.00","1,225.70","1,217.60","121.36K","-0.29%"
+"10/09/2014","1,225.30","1,221.10","1,234.00","1,219.30","165.36K","1.60%"
+"10/08/2014","1,206.00","1,209.80","1,224.50","1,205.10","192.01K","-0.53%"
+"10/07/2014","1,212.40","1,207.80","1,214.10","1,203.00","142.51K","0.42%"
+"10/06/2014","1,207.30","1,192.00","1,209.90","1,183.30","147.76K","1.21%"
+"10/03/2014","1,192.90","1,213.90","1,215.70","1,190.30","186.09K","-1.83%"
+"10/02/2014","1,215.10","1,213.40","1,224.00","1,209.10","148.82K","-0.03%"
+"10/01/2014","1,215.50","1,209.40","1,220.00","1,205.00","146.54K","0.32%"
+"09/30/2014","1,211.60","1,215.70","1,220.70","1,204.30","182.52K","-0.59%"
+"09/29/2014","1,218.80","1,219.10","1,223.90","1,215.30","105.76K","0.33%"
+"09/26/2014","1,214.80","1,227.70","1,230.20","1,212.50","0.24K","-0.55%"
+"09/25/2014","1,221.50","1,216.60","1,224.70","1,208.50","0.21K","0.21%"
+"09/24/2014","1,219.00","1,222.90","1,225.00","1,216.40","0.07K","-0.20%"
+"09/23/2014","1,221.50","1,219.20","1,235.60","1,217.00","0.10K","0.35%"
+"09/22/2014","1,217.30","1,215.90","1,220.00","1,211.70","0.04K","0.11%"
+"09/19/2014","1,216.00","1,219.50","1,224.60","1,214.90","0.05K","-0.85%"
+"09/18/2014","1,226.40","1,220.00","1,227.20","1,218.90","0.10K","-0.73%"
+"09/17/2014","1,235.40","1,237.40","1,238.70","1,221.80","0.29K","-0.06%"
+"09/16/2014","1,236.20","1,233.00","1,240.20","1,232.40","0.34K","0.14%"
+"09/15/2014","1,234.50","1,232.40","1,235.80","1,232.40","0.04K","0.29%"
+"09/12/2014","1,230.90","1,232.80","1,239.10","1,228.60","0.21K","-0.60%"
+"09/11/2014","1,238.30","1,247.40","1,250.00","1,237.40","0.25K","-0.52%"
+"09/10/2014","1,244.80","1,251.40","1,251.40","1,244.80","0.02K","-0.26%"
+"09/09/2014","1,248.00","1,257.20","1,257.70","1,248.10","0.02K","-0.47%"
+"09/08/2014","1,253.90","1,268.30","1,268.30","1,268.30","0.01K","-1.03%"
+"09/05/2014","1,266.90","1,262.80","1,272.40","1,262.80","0.02K","0.06%"
+"09/04/2014","1,266.20","1,273.30","1,274.20","1,261.00","0.01K","-0.30%"
+"09/03/2014","1,270.00","1,267.10","1,268.00","1,262.20","0.01K","0.40%"
+"09/02/2014","1,264.90","1,264.70","1,265.30","1,264.10","0.02K","-0.01%"
+"09/01/2014","1,265.00","1,288.50","1,290.90","1,263.10","190.58K","-1.72%"
+"08/29/2014","1,287.20","1,291.10","1,297.30","1,290.10","0.05K","-0.21%"
+"08/28/2014","1,289.90","1,289.90","1,289.90","1,289.90","110.17K","0.58%"
+"08/27/2014","1,282.50","1,280.90","1,287.30","1,280.30","6.28K","-0.14%"
+"08/26/2014","1,284.30","1,275.10","1,290.60","1,274.80","4.32K","0.49%"
+"08/25/2014","1,278.00","1,279.30","1,280.80","1,274.10","1.93K","-0.10%"
+"08/22/2014","1,279.30","1,277.40","1,282.90","1,274.00","2.68K","0.38%"
+"08/21/2014","1,274.50","1,291.10","1,291.20","1,272.60","6.03K","-1.53%"
+"08/20/2014","1,294.30","1,295.30","1,298.00","1,287.70","4.28K","-0.12%"
+"08/19/2014","1,295.90","1,298.70","1,302.80","1,294.10","4.35K","-0.20%"
+"08/18/2014","1,298.50","1,304.70","1,304.70","1,295.80","2.89K","-0.53%"
+"08/15/2014","1,305.40","1,312.80","1,315.60","1,292.40","6.68K","-0.72%"
+"08/14/2014","1,314.90","1,312.80","1,320.80","1,309.40","4.27K","0.09%"
+"08/13/2014","1,313.70","1,308.60","1,315.40","1,305.30","2.38K","0.30%"
+"08/12/2014","1,309.80","1,308.30","1,318.30","1,306.10","9.71K","0.01%"
+"08/11/2014","1,309.70","1,310.00","1,311.90","1,305.60","2.97K","-0.03%"
+"08/08/2014","1,310.10","1,313.70","1,323.10","1,305.00","12.76K","-0.11%"
+"08/07/2014","1,311.60","1,306.30","1,315.50","1,302.30","7.60K","0.32%"
+"08/06/2014","1,307.40","1,288.10","1,310.20","1,287.90","9.61K","1.77%"
+"08/05/2014","1,284.60","1,288.50","1,294.30","1,282.60","5.80K","-0.29%"
+"08/04/2014","1,288.30","1,294.90","1,295.50","1,286.40","3.58K","-0.45%"
+"08/01/2014","1,294.10","1,283.60","1,297.30","1,280.50","4.91K","0.95%"
+"07/31/2014","1,281.90","1,296.00","1,297.80","1,280.60","7.07K","-1.08%"
+"07/30/2014","1,295.90","1,300.10","1,304.00","1,292.20","6.02K","-0.24%"
+"07/29/2014","1,299.00","1,305.10","1,312.10","1,296.80","1.24K","-0.39%"
+"07/28/2014","1,304.10","1,305.90","1,309.60","1,302.40","1.21K","0.01%"
+"07/25/2014","1,304.00","1,294.30","1,309.20","1,292.20","0.70K","0.98%"
+"07/24/2014","1,291.40","1,304.90","1,305.30","1,288.60","0.32K","-1.06%"
+"07/23/2014","1,305.30","1,308.20","1,312.00","1,304.70","0.10K","-0.12%"
+"07/22/2014","1,306.90","1,312.60","1,316.30","1,303.60","0.19K","-0.58%"
+"07/21/2014","1,314.50","1,311.20","1,319.10","1,310.30","0.13K","0.34%"
+"07/18/2014","1,310.00","1,321.70","1,325.10","1,307.40","0.24K","-0.57%"
+"07/17/2014","1,317.50","1,300.30","1,324.70","1,300.30","0.25K","1.31%"
+"07/16/2014","1,300.40","1,295.70","1,303.90","1,295.70","0.16K","0.21%"
+"07/15/2014","1,297.70","1,309.50","1,314.00","1,294.30","0.18K","-0.73%"
+"07/14/2014","1,307.30","1,341.00","1,341.00","1,305.70","0.28K","-2.29%"
+"07/11/2014","1,338.00","1,337.00","1,340.00","1,336.90","0.27K","-0.13%"
+"07/10/2014","1,339.80","1,328.80","1,346.80","1,328.80","0.41K","1.12%"
+"07/09/2014","1,325.00","1,322.50","1,333.00","1,322.50","2.21K","0.60%"
+"07/08/2014","1,317.10","1,320.80","1,325.40","1,315.30","0.35K","-0.04%"
+"07/07/2014","1,317.60","1,320.80","1,318.70","1,314.00","2.75K","0.05%"
+"07/04/2014","1,317.00","1,321.40","1,321.70","1,312.10","113.07K","-0.31%"
+"07/03/2014","1,321.10","1,324.80","1,325.10","1,319.10","1.35K","-0.77%"
+"07/02/2014","1,331.30","1,326.10","1,331.00","1,322.60","1.38K","0.35%"
+"07/01/2014","1,326.70","1,328.90","1,330.10","1,325.20","0.02K","0.35%"
+"06/30/2014","1,322.10","1,315.60","1,330.20","1,313.80","0.05K","0.15%"
+"06/27/2014","1,320.10","1,320.10","1,320.10","1,320.10","104.66K","0.24%"
+"06/26/2014","1,317.00","1,318.70","1,320.60","1,306.80","134.79K","-0.42%"
+"06/25/2014","1,322.60","1,318.90","1,325.60","1,305.40","136.62K","0.10%"
+"06/24/2014","1,321.30","1,318.10","1,326.60","1,314.50","123.88K","0.22%"
+"06/23/2014","1,318.40","1,314.90","1,319.20","1,310.40","109.39K","0.14%"
+"06/20/2014","1,316.60","1,320.30","1,322.50","1,307.10","167.79K","0.19%"
+"06/19/2014","1,314.10","1,278.20","1,322.00","1,276.20","237.99K","3.25%"
+"06/18/2014","1,272.70","1,272.10","1,279.20","1,266.50","87.91K","0.06%"
+"06/17/2014","1,272.00","1,271.80","1,273.50","1,258.00","112.83K","-0.26%"
+"06/16/2014","1,275.30","1,276.80","1,285.10","1,270.50","98.25K","0.09%"
+"06/13/2014","1,274.10","1,273.40","1,278.10","1,270.90","83.63K","0.01%"
+"06/12/2014","1,274.00","1,261.10","1,275.10","1,260.00","117.42K","1.01%"
+"06/11/2014","1,261.20","1,260.30","1,265.50","1,257.90","77.04K","0.09%"
+"06/10/2014","1,260.10","1,252.70","1,263.80","1,250.10","107.08K","0.49%"
+"06/09/2014","1,253.90","1,253.00","1,257.30","1,251.60","53.77K","0.11%"
+"06/06/2014","1,252.50","1,253.70","1,258.20","1,245.70","112.94K","-0.06%"
+"06/05/2014","1,253.30","1,244.30","1,257.90","1,241.20","125.57K","0.72%"
+"06/04/2014","1,244.30","1,244.90","1,249.50","1,242.80","76.99K","-0.02%"
+"06/03/2014","1,244.50","1,244.10","1,247.90","1,240.20","90.05K","0.04%"
+"06/02/2014","1,244.00","1,250.50","1,251.00","1,241.10","91.40K","-0.16%"
+"05/30/2014","1,246.00","1,255.90","1,260.60","1,242.20","136.54K","-0.88%"
+"05/29/2014","1,257.10","1,258.90","1,261.50","1,251.40","140.23K","-0.20%"
+"05/28/2014","1,259.60","1,265.10","1,267.10","1,256.40","0.61K","-0.47%"
+"05/27/2014","1,265.60","1,291.00","1,293.90","1,263.30","0.84K","0.01%"
+"05/26/2014","1,265.50","1,293.60","1,294.80","1,263.20","252.10K","-2.04%"
+"05/23/2014","1,291.80","1,295.20","1,295.30","1,287.00","0.26K","-0.25%"
+"05/22/2014","1,295.10","1,292.10","1,303.40","1,292.10","0.11K","0.54%"
+"05/21/2014","1,288.20","1,295.10","1,295.90","1,284.00","0.12K","-0.50%"
+"05/20/2014","1,294.70","1,294.00","1,296.50","1,286.70","0.14K","0.06%"
+"05/19/2014","1,293.90","1,301.10","1,304.00","1,293.00","0.04K","0.03%"
+"05/16/2014","1,293.50","1,296.00","1,296.00","1,288.00","0.09K","-0.02%"
+"05/15/2014","1,293.80","1,305.30","1,305.60","1,294.00","0.08K","-0.94%"
+"05/14/2014","1,306.10","1,292.70","1,307.70","1,292.00","0.08K","0.86%"
+"05/13/2014","1,295.00","1,293.70","1,297.10","1,290.50","0.03K","-0.07%"
+"05/12/2014","1,295.90","1,284.00","1,303.40","1,284.00","0.06K","0.63%"
+"05/09/2014","1,287.80","1,289.60","1,294.50","1,286.40","0.02K","-0.01%"
+"05/08/2014","1,287.90","1,290.20","1,294.60","1,286.90","0.06K","-0.09%"
+"05/07/2014","1,289.10","1,310.60","1,310.60","1,288.00","0.07K","-1.51%"
+"05/06/2014","1,308.80","1,310.20","1,310.20","1,306.40","0.02K","-0.05%"
+"05/05/2014","1,309.50","1,306.30","1,315.30","1,306.30","0.03K","0.49%"
+"05/02/2014","1,303.10","1,276.00","1,304.00","1,276.00","0.04K","1.52%"
+"05/01/2014","1,283.60","1,288.90","1,288.90","1,279.00","0.01K","-0.96%"
+"04/30/2014","1,296.00","1,296.00","1,296.00","1,296.00","139.27K","-0.03%"
+"04/29/2014","1,296.40","1,296.40","1,296.40","1,296.40","103.82K","-0.20%"
+"04/28/2014","1,299.00","1,303.20","1,306.60","1,292.10","102.41K","-0.14%"
+"04/25/2014","1,300.80","1,293.80","1,305.20","1,290.40","107.96K","0.79%"
+"04/24/2014","1,290.60","1,283.90","1,299.00","1,268.40","189.29K","0.47%"
+"04/23/2014","1,284.60","1,284.00","1,289.10","1,280.80","98.44K","0.27%"
+"04/22/2014","1,281.10","1,290.30","1,293.10","1,275.80","118.73K","-0.57%"
+"04/21/2014","1,288.50","1,294.90","1,302.50","1,281.80","101.89K","-0.42%"
+"04/17/2014","1,293.90","1,302.10","1,304.40","1,292.80","95.71K","-0.74%"
+"04/16/2014","1,303.50","1,303.20","1,307.10","1,293.50","117.47K","0.25%"
+"04/15/2014","1,300.30","1,326.50","1,328.40","1,284.40","188.99K","-2.05%"
+"04/14/2014","1,327.50","1,321.00","1,331.40","1,318.70","100.33K","0.64%"
+"04/11/2014","1,319.00","1,318.10","1,324.20","1,314.00","91.86K","-0.11%"
+"04/10/2014","1,320.50","1,311.90","1,324.90","1,311.00","126.71K","1.12%"
+"04/09/2014","1,305.90","1,308.50","1,315.50","1,301.10","125.58K","-0.24%"
+"04/08/2014","1,309.10","1,296.80","1,314.70","1,296.80","119.23K","0.83%"
+"04/07/2014","1,298.30","1,304.00","1,304.80","1,295.80","80.28K","-0.40%"
+"04/04/2014","1,303.50","1,286.60","1,307.50","1,284.40","145.50K","1.47%"
+"04/03/2014","1,284.60","1,290.40","1,294.20","1,281.90","98.67K","-0.48%"
+"04/02/2014","1,290.80","1,279.60","1,294.90","1,278.90","124.47K","0.84%"
+"04/01/2014","1,280.00","1,284.60","1,288.40","1,277.40","112.92K","-0.30%"
+"03/31/2014","1,283.80","1,295.00","1,299.30","1,282.70","133.25K","-0.81%"
+"03/28/2014","1,294.30","1,292.30","1,299.40","1,286.10","171.32K","-0.04%"
+"03/27/2014","1,294.80","1,305.00","1,307.10","1,290.10","2.28K","-0.67%"
+"03/26/2014","1,303.50","1,313.80","1,316.40","1,299.70","0.80K","-0.61%"
+"03/25/2014","1,311.50","1,309.20","1,317.70","1,307.70","0.47K","0.02%"
+"03/24/2014","1,311.20","1,334.50","1,335.00","1,309.20","0.38K","-1.86%"
+"03/21/2014","1,336.00","1,329.80","1,341.80","1,329.80","1.63K","0.40%"
+"03/20/2014","1,330.70","1,326.80","1,334.20","1,321.00","0.49K","-0.81%"
+"03/19/2014","1,341.50","1,357.70","1,358.50","1,328.60","0.31K","-1.29%"
+"03/18/2014","1,359.10","1,366.30","1,367.50","1,351.90","0.55K","-1.02%"
+"03/17/2014","1,373.10","1,385.80","1,392.20","1,363.10","0.20K","-0.44%"
+"03/14/2014","1,379.20","1,376.00","1,387.40","1,370.10","0.36K","0.48%"
+"03/13/2014","1,372.60","1,366.00","1,375.20","1,365.80","0.18K","0.14%"
+"03/12/2014","1,370.70","1,350.00","1,370.70","1,349.30","0.29K","1.75%"
+"03/11/2014","1,347.10","1,341.50","1,351.10","1,338.80","0.06K","0.39%"
+"03/10/2014","1,341.90","1,337.20","1,343.60","1,331.70","2.19K","0.25%"
+"03/07/2014","1,338.60","1,350.40","1,350.40","1,332.30","1.52K","-1.01%"
+"03/06/2014","1,352.20","1,338.60","1,352.60","1,336.00","1.95K","0.86%"
+"03/05/2014","1,340.70","1,335.70","1,340.70","1,333.50","1.29K","0.19%"
+"03/04/2014","1,338.20","1,345.60","1,345.60","1,333.30","1.30K","-0.90%"
+"03/03/2014","1,350.40","1,343.00","1,353.40","1,340.70","0.08K","2.17%"
+"02/28/2014","1,321.70","1,321.70","1,325.80","1,321.70","132.78K","-0.77%"
+"02/27/2014","1,331.90","1,331.90","1,331.90","1,331.90","120.17K","0.29%"
+"02/26/2014","1,328.00","1,341.30","1,345.60","1,322.30","149.70K","-1.09%"
+"02/25/2014","1,342.70","1,336.40","1,343.80","1,331.20","125.98K","0.35%"
+"02/24/2014","1,338.00","1,325.50","1,339.20","1,318.70","129.77K","1.09%"
+"02/21/2014","1,323.60","1,323.00","1,328.80","1,315.90","110.10K","0.51%"
+"02/20/2014","1,316.90","1,311.00","1,325.30","1,307.10","129.02K","-0.27%"
+"02/19/2014","1,320.40","1,322.00","1,323.00","1,308.90","112.26K","-0.30%"
+"02/18/2014","1,324.40","1,318.60","1,332.40","1,312.30","184.50K","0.00%"
+"02/17/2014","1,324.40","1,318.60","1,332.40","1,312.30","184.50K","0.44%"
+"02/14/2014","1,318.60","1,302.20","1,321.50","1,299.90","150.66K","1.42%"
+"02/13/2014","1,300.10","1,290.80","1,303.00","1,286.20","126.05K","0.39%"
+"02/12/2014","1,295.00","1,290.10","1,296.40","1,283.90","111.44K","0.40%"
+"02/11/2014","1,289.80","1,274.20","1,294.40","1,273.50","154.73K","1.18%"
+"02/10/2014","1,274.70","1,265.40","1,277.80","1,264.70","94.77K","0.93%"
+"02/07/2014","1,262.90","1,256.90","1,272.00","1,255.50","136.03K","0.45%"
+"02/06/2014","1,257.20","1,257.70","1,267.50","1,252.50","87.89K","0.02%"
+"02/05/2014","1,256.90","1,254.20","1,274.50","1,251.80","127.06K","0.46%"
+"02/04/2014","1,251.20","1,257.90","1,260.70","1,246.80","93.15K","-0.69%"
+"02/03/2014","1,259.90","1,242.00","1,266.10","1,240.40","124.75K","1.62%"
+"01/31/2014","1,239.80","1,244.00","1,254.80","1,238.20","116.15K","-0.22%"
+"01/30/2014","1,242.50","1,267.20","1,267.80","1,237.50","163.62K","-1.56%"
+"01/29/2014","1,262.20","1,251.10","1,269.80","1,249.70","1.47K","0.93%"
+"01/28/2014","1,250.60","1,257.40","1,260.50","1,249.50","0.41K","-1.02%"
+"01/27/2014","1,263.50","1,271.60","1,279.20","1,252.10","1.00K","-0.07%"
+"01/24/2014","1,264.40","1,264.20","1,272.40","1,257.50","0.64K","0.17%"
+"01/23/2014","1,262.30","1,235.30","1,265.00","1,231.50","0.43K","1.92%"
+"01/22/2014","1,238.50","1,241.80","1,243.20","1,235.80","0.09K","-0.27%"
+"01/21/2014","1,241.80","1,259.00","1,259.00","1,235.40","0.56K","0.00%"
+"01/20/2014","1,241.80","1,252.50","1,262.00","1,235.10","174.69K","-0.82%"
+"01/17/2014","1,252.10","1,242.50","1,253.70","1,238.50","0.10K","0.94%"
+"01/16/2014","1,240.40","1,239.50","1,243.70","1,236.80","0.16K","0.15%"
+"01/15/2014","1,238.60","1,241.40","1,241.80","1,236.00","0.04K","-0.58%"
+"01/14/2014","1,245.80","1,252.50","1,254.40","1,241.80","0.07K","-0.46%"
+"01/13/2014","1,251.50","1,248.80","1,254.80","1,244.70","0.22K","0.34%"
+"01/10/2014","1,247.30","1,229.70","1,247.50","1,229.70","0.21K","1.43%"
+"01/09/2014","1,229.70","1,227.10","1,231.00","1,225.00","0.07K","0.32%"
+"01/08/2014","1,225.80","1,229.30","1,230.50","1,219.10","0.24K","-0.33%"
+"01/07/2014","1,229.90","1,241.30","1,242.00","1,224.60","0.03K","-0.68%"
+"01/06/2014","1,238.30","1,237.40","1,244.40","1,234.10","0.02K","-0.06%"
+"01/03/2014","1,239.00","1,223.60","1,239.50","1,223.60","0.05K","1.10%"
+"01/02/2014","1,225.50","1,212.10","1,229.00","1,212.10","0.04K","1.90%"
+"12/31/2013","1,202.60","1,186.60","1,211.60","1,186.60","0.01K","-0.12%"
+"12/30/2013","1,204.10","1,204.10","1,204.10","1,204.10","79.94K","-0.82%"
+"12/27/2013","1,214.00","1,210.90","1,218.90","1,208.50","83.76K","0.14%"
+"12/26/2013","1,212.30","1,203.80","1,215.40","1,200.50","54.65K","0.75%"
+"12/24/2013","1,203.30","1,197.80","1,205.10","1,195.50","43.49K","0.53%"
+"12/23/2013","1,197.00","1,202.50","1,205.60","1,191.80","84.98K","-0.56%"
+"12/20/2013","1,203.70","1,188.80","1,206.90","1,188.00","138.71K","0.85%"
+"12/19/2013","1,193.60","1,217.80","1,226.00","1,186.00","206.50K","-3.35%"
+"12/18/2013","1,235.00","1,230.30","1,244.00","1,215.20","160.63K","0.40%"
+"12/17/2013","1,230.10","1,239.50","1,247.60","1,226.50","134.93K","-1.15%"
+"12/16/2013","1,244.40","1,237.30","1,251.70","1,227.20","121.81K","0.79%"
+"12/13/2013","1,234.60","1,226.10","1,238.20","1,219.50","113.54K","0.79%"
+"12/12/2013","1,224.90","1,252.30","1,256.50","1,222.60","153.61K","-2.57%"
+"12/11/2013","1,257.20","1,261.00","1,263.20","1,250.60","120.45K","-0.31%"
+"12/10/2013","1,261.10","1,239.50","1,267.50","1,237.40","148.58K","2.18%"
+"12/09/2013","1,234.20","1,229.90","1,242.60","1,224.60","77.73K","0.42%"
+"12/06/2013","1,229.00","1,225.00","1,245.00","1,210.10","174.95K","-0.24%"
+"12/05/2013","1,231.90","1,243.10","1,243.20","1,216.30","154.23K","-1.23%"
+"12/04/2013","1,247.20","1,223.00","1,251.50","1,210.80","182.24K","2.16%"
+"12/03/2013","1,220.80","1,219.50","1,225.80","1,214.60","118.42K","-0.09%"
+"12/02/2013","1,221.90","1,250.60","1,251.20","1,217.10","146.10K","-2.28%"
+"11/29/2013","1,250.40","1,237.90","1,254.50","1,234.10","113.09K","0.00%"
+"11/28/2013","1,250.40","1,237.90","1,254.50","1,234.10","113.09K","1.01%"
+"11/27/2013","1,237.90","1,241.10","1,254.80","1,235.50","154.82K","-0.28%"
+"11/26/2013","1,241.40","1,254.80","1,255.80","1,239.50","0.84K","0.00%"
+"11/25/2013","1,241.40","1,241.50","1,252.30","1,228.40","0.53K","-0.23%"
+"11/22/2013","1,244.30","1,245.30","1,248.40","1,241.30","0.19K","0.03%"
+"11/21/2013","1,243.90","1,246.50","1,248.60","1,236.80","0.20K","-1.15%"
+"11/20/2013","1,258.40","1,273.90","1,273.90","1,240.90","0.11K","-1.22%"
+"11/19/2013","1,273.90","1,275.00","1,276.70","1,271.30","0.03K","0.09%"
+"11/18/2013","1,272.70","1,287.10","1,288.30","1,273.00","0.04K","-1.17%"
+"11/15/2013","1,287.80","1,287.50","1,290.20","1,282.70","0.04K","0.08%"
+"11/14/2013","1,286.80","1,284.00","1,293.80","1,278.90","0.06K","1.41%"
+"11/13/2013","1,268.90","1,269.20","1,276.10","1,268.20","0.02K","-0.22%"
+"11/12/2013","1,271.70","1,281.00","1,284.30","1,261.80","0.10K","-0.77%"
+"11/11/2013","1,281.60","1,287.00","1,288.00","1,281.80","0.01K","-0.27%"
+"11/08/2013","1,285.10","1,307.70","1,309.50","1,282.00","0.05K","-1.82%"
+"11/07/2013","1,308.90","1,319.20","1,325.50","1,298.10","0.08K","-0.71%"
+"11/06/2013","1,318.20","1,313.80","1,320.90","1,313.80","0.02K","0.74%"
+"11/05/2013","1,308.50","1,316.50","1,316.50","1,308.60","0.03K","-0.50%"
+"11/04/2013","1,315.10","1,313.60","1,315.60","1,313.60","0.00K","0.11%"
+"11/01/2013","1,313.60","1,325.00","1,325.00","1,317.20","0.00K","-0.79%"
+"10/31/2013","1,324.10","1,332.90","1,332.90","1,323.30","0.01K","-1.90%"
+"10/30/2013","1,349.70","1,349.70","1,349.70","1,349.70","156.60K","0.31%"
+"10/29/2013","1,345.50","1,352.60","1,360.40","1,339.80","127.17K","-0.50%"
+"10/28/2013","1,352.20","1,352.70","1,361.80","1,346.10","118.92K","-0.02%"
+"10/25/2013","1,352.50","1,346.90","1,356.40","1,335.30","120.21K","0.16%"
+"10/24/2013","1,350.30","1,332.50","1,352.30","1,330.20","138.23K","1.22%"
+"10/23/2013","1,334.00","1,340.10","1,342.20","1,328.50","99.06K","-0.64%"
+"10/22/2013","1,342.60","1,315.50","1,344.70","1,309.50","159.79K","2.04%"
+"10/21/2013","1,315.80","1,316.00","1,323.90","1,312.00","74.39K","0.09%"
+"10/18/2013","1,314.60","1,318.80","1,328.90","1,311.20","104.10K","-0.63%"
+"10/17/2013","1,323.00","1,281.40","1,324.20","1,273.70","216.15K","3.17%"
+"10/16/2013","1,282.30","1,281.40","1,289.20","1,268.60","165.64K","0.71%"
+"10/15/2013","1,273.20","1,273.60","1,287.70","1,251.00","204.03K","-0.27%"
+"10/14/2013","1,276.60","1,275.50","1,291.60","1,268.40","110.18K","0.66%"
+"10/11/2013","1,268.20","1,286.40","1,294.80","1,259.60","186.26K","-2.21%"
+"10/10/2013","1,296.90","1,307.00","1,312.00","1,281.00","141.17K","-0.79%"
+"10/09/2013","1,307.20","1,319.60","1,323.30","1,294.60","158.40K","-1.31%"
+"10/08/2013","1,324.60","1,323.00","1,330.80","1,315.40","123.18K","-0.04%"
+"10/07/2013","1,325.10","1,312.30","1,329.50","1,307.90","95.95K","1.16%"
+"10/04/2013","1,309.90","1,317.40","1,326.00","1,305.10","107.57K","-0.58%"
+"10/03/2013","1,317.60","1,316.50","1,322.80","1,302.00","129.12K","-0.23%"
+"10/02/2013","1,320.70","1,287.50","1,324.20","1,276.90","176.12K","2.69%"
+"10/01/2013","1,286.10","1,328.20","1,337.80","1,282.40","212.83K","-3.08%"
+"09/30/2013","1,327.00","1,343.50","1,353.80","1,322.00","119.08K","-0.91%"
+"09/27/2013","1,339.20","1,323.70","1,345.20","1,320.00","133.97K","1.16%"
+"09/26/2013","1,323.80","1,334.00","1,338.60","1,319.40","0.17K","-0.91%"
+"09/25/2013","1,336.00","1,325.30","1,337.70","1,318.50","0.20K","1.51%"
+"09/24/2013","1,316.10","1,326.20","1,327.80","1,309.80","0.20K","-0.82%"
+"09/23/2013","1,327.00","1,326.20","1,330.60","1,317.50","0.07K","-0.41%"
+"09/20/2013","1,332.50","1,368.00","1,368.00","1,325.90","0.10K","-2.69%"
+"09/19/2013","1,369.40","1,360.60","1,374.80","1,359.00","0.11K","4.73%"
+"09/18/2013","1,307.60","1,302.80","1,364.60","1,285.00","0.15K","-0.14%"
+"09/17/2013","1,309.40","1,323.00","1,323.00","1,307.00","0.04K","-0.64%"
+"09/16/2013","1,317.80","1,328.60","1,330.20","1,307.70","0.08K","0.72%"
+"09/13/2013","1,308.40","1,328.20","1,328.80","1,306.50","0.02K","-1.65%"
+"09/12/2013","1,330.40","1,360.40","1,360.40","1,320.60","0.03K","-2.43%"
+"09/11/2013","1,363.60","1,360.60","1,365.30","1,359.90","0.02K","-0.01%"
+"09/10/2013","1,363.80","1,371.90","1,371.90","1,359.80","0.02K","-1.64%"
+"09/09/2013","1,386.50","1,385.30","1,389.00","1,385.30","0.01K","0.01%"
+"09/06/2013","1,386.30","1,371.60","1,389.00","1,371.60","0.02K","0.98%"
+"09/05/2013","1,372.80","1,391.80","1,392.20","1,365.70","0.06K","-1.22%"
+"09/04/2013","1,389.80","1,388.50","1,395.10","1,386.80","0.01K","-1.56%"
+"09/03/2013","1,411.80","1,387.50","1,415.90","1,383.60","0.02K","-0.01%"
+"09/02/2013","1,412.00","1,394.00","1,416.40","1,373.60","206.00K","1.15%"
+"08/30/2013","1,395.90","1,395.90","1,395.90","1,395.90","147.10K","-1.19%"
+"08/29/2013","1,412.70","1,412.70","1,412.70","1,412.70","147.10K","-0.41%"
+"08/28/2013","1,418.50","1,417.00","1,432.90","1,413.20","10.35K","-0.11%"
+"08/27/2013","1,420.00","1,404.80","1,423.90","1,395.60","8.74K","1.94%"
+"08/26/2013","1,393.00","1,398.10","1,406.90","1,388.90","3.91K","-0.19%"
+"08/23/2013","1,395.60","1,375.80","1,399.40","1,367.80","5.50K","1.82%"
+"08/22/2013","1,370.70","1,366.30","1,381.20","1,354.50","5.31K","0.04%"
+"08/21/2013","1,370.10","1,370.40","1,377.70","1,359.60","6.15K","-0.18%"
+"08/20/2013","1,372.60","1,365.20","1,377.20","1,351.60","4.38K","0.51%"
+"08/19/2013","1,365.70","1,376.00","1,382.40","1,362.20","6.33K","-0.39%"
+"08/16/2013","1,371.00","1,365.00","1,379.10","1,357.00","7.04K","0.73%"
+"08/15/2013","1,361.10","1,335.40","1,369.20","1,318.20","5.60K","2.06%"
+"08/14/2013","1,333.60","1,320.70","1,336.10","1,315.50","3.05K","0.98%"
+"08/13/2013","1,320.60","1,335.60","1,340.90","1,318.00","4.42K","-1.03%"
+"08/12/2013","1,334.30","1,313.80","1,343.60","1,313.80","6.50K","1.68%"
+"08/09/2013","1,312.30","1,311.50","1,316.40","1,304.80","2.65K","0.17%"
+"08/08/2013","1,310.10","1,286.00","1,313.80","1,282.60","5.26K","1.91%"
+"08/07/2013","1,285.50","1,281.90","1,289.10","1,272.10","5.37K","0.23%"
+"08/06/2013","1,282.60","1,302.90","1,305.90","1,278.40","11.51K","-1.51%"
+"08/05/2013","1,302.20","1,311.60","1,320.20","1,296.60","3.25K","-0.62%"
+"08/02/2013","1,310.30","1,308.30","1,317.40","1,282.50","9.02K","-0.04%"
+"08/01/2013","1,310.80","1,324.00","1,330.10","1,306.60","8.96K","-0.14%"
+"07/31/2013","1,312.60","1,326.50","1,339.40","1,304.80","10.61K","-0.89%"
+"07/30/2013","1,324.40","1,327.40","1,329.60","1,316.60","7.36K","-0.33%"
+"07/29/2013","1,328.80","1,333.60","1,338.10","1,323.70","1.34K","0.56%"
+"07/26/2013","1,321.40","1,334.70","1,340.40","1,312.00","1.29K","-0.57%"
+"07/25/2013","1,329.00","1,318.30","1,337.20","1,309.40","0.69K","0.70%"
+"07/24/2013","1,319.70","1,344.80","1,346.00","1,314.00","0.68K","-1.14%"
+"07/23/2013","1,334.90","1,335.40","1,347.40","1,327.00","0.57K","-0.11%"
+"07/22/2013","1,336.40","1,297.40","1,337.50","1,297.40","0.36K","3.34%"
+"07/19/2013","1,293.20","1,283.80","1,296.20","1,283.80","0.12K","0.68%"
+"07/18/2013","1,284.50","1,274.60","1,287.10","1,274.60","0.09K","0.52%"
+"07/17/2013","1,277.80","1,290.90","1,298.30","1,272.10","0.24K","-1.01%"
+"07/16/2013","1,290.80","1,279.40","1,294.50","1,277.90","0.05K","0.53%"
+"07/15/2013","1,284.00","1,292.80","1,293.30","1,275.00","0.08K","0.46%"
+"07/12/2013","1,278.10","1,286.20","1,286.20","1,268.10","0.07K","-0.18%"
+"07/11/2013","1,280.40","1,277.70","1,297.00","1,275.00","0.20K","2.60%"
+"07/10/2013","1,248.00","1,248.40","1,263.00","1,244.40","0.13K","0.12%"
+"07/09/2013","1,246.50","1,236.00","1,259.00","1,232.90","0.16K","0.89%"
+"07/08/2013","1,235.50","1,222.10","1,236.70","1,216.30","0.14K","1.83%"
+"07/05/2013","1,213.30","1,255.00","1,255.00","1,208.70","0.32K","0.05%"
+"07/04/2013","1,212.70","1,252.70","1,257.10","1,206.90","227.04K","-3.18%"
+"07/03/2013","1,252.50","1,246.80","1,258.00","1,244.00","0.04K","0.68%"
+"07/02/2013","1,244.00","1,264.70","1,264.70","1,241.20","0.02K","-0.98%"
+"07/01/2013","1,256.30","1,235.30","1,260.10","1,225.00","0.10K","2.62%"
+"06/28/2013","1,224.20","1,201.50","1,235.30","1,183.90","0.08K","1.00%"
+"06/27/2013","1,212.10","1,212.10","1,212.10","1,212.10","261.39K","-1.44%"
+"06/26/2013","1,229.80","1,277.00","1,277.50","1,221.00","318.40K","-3.55%"
+"06/25/2013","1,275.10","1,281.70","1,289.00","1,270.70","161.80K","-0.16%"
+"06/24/2013","1,277.10","1,296.30","1,300.70","1,275.10","160.33K","-1.15%"
+"06/21/2013","1,292.00","1,277.60","1,301.70","1,268.70","190.15K","0.45%"
+"06/20/2013","1,286.20","1,351.20","1,351.20","1,275.40","368.87K","-6.39%"
+"06/19/2013","1,374.00","1,367.30","1,376.00","1,348.30","136.47K","0.52%"
+"06/18/2013","1,366.90","1,384.30","1,385.40","1,360.20","128.78K","-1.17%"
+"06/17/2013","1,383.10","1,390.10","1,391.40","1,379.80","78.35K","-0.32%"
+"06/14/2013","1,387.60","1,384.80","1,391.80","1,377.80","100.91K","0.71%"
+"06/13/2013","1,377.80","1,387.40","1,394.40","1,373.00","127.78K","-1.02%"
+"06/12/2013","1,392.00","1,377.70","1,394.00","1,372.20","112.20K","1.09%"
+"06/11/2013","1,377.00","1,385.90","1,387.20","1,364.50","146.06K","-0.65%"
+"06/10/2013","1,386.00","1,383.00","1,388.50","1,375.10","109.06K","0.22%"
+"06/07/2013","1,383.00","1,412.70","1,417.70","1,377.10","199.05K","-2.32%"
+"06/06/2013","1,415.80","1,401.80","1,423.30","1,391.20","177.14K","1.24%"
+"06/05/2013","1,398.50","1,398.80","1,410.30","1,395.10","139.66K","0.09%"
+"06/04/2013","1,397.20","1,411.20","1,414.80","1,388.10","117.53K","-1.04%"
+"06/03/2013","1,411.90","1,388.80","1,416.50","1,388.30","141.77K","1.36%"
+"05/31/2013","1,393.00","1,412.90","1,421.60","1,384.20","167.85K","-1.35%"
+"05/30/2013","1,412.00","1,392.90","1,417.70","1,388.40","202.83K","1.47%"
+"05/29/2013","1,391.60","1,380.10","1,394.40","1,379.20","0.97K","0.89%"
+"05/28/2013","1,379.30","1,386.50","1,401.40","1,373.10","1.85K","0.03%"
+"05/27/2013","1,378.90","1,386.30","1,401.00","1,372.10","295.01K","-0.58%"
+"05/24/2013","1,387.00","1,390.70","1,396.80","1,383.00","0.32K","-0.38%"
+"05/23/2013","1,392.30","1,369.50","1,395.60","1,357.40","0.99K","1.78%"
+"05/22/2013","1,367.90","1,373.80","1,413.00","1,354.90","1.07K","-0.75%"
+"05/21/2013","1,378.20","1,392.20","1,397.40","1,359.70","1.30K","-0.48%"
+"05/20/2013","1,384.80","1,358.20","1,397.00","1,337.20","0.61K","1.43%"
+"05/17/2013","1,365.30","1,384.10","1,389.70","1,357.40","0.43K","-1.60%"
+"05/16/2013","1,387.50","1,393.00","1,394.80","1,370.40","0.40K","-0.67%"
+"05/15/2013","1,396.80","1,426.90","1,426.90","1,391.00","0.20K","-1.99%"
+"05/14/2013","1,425.10","1,434.30","1,442.50","1,421.00","0.27K","-0.68%"
+"05/13/2013","1,434.90","1,442.10","1,442.10","1,427.30","0.67K","-0.15%"
+"05/10/2013","1,437.00","1,455.00","1,461.00","1,419.40","0.37K","-2.19%"
+"05/09/2013","1,469.10","1,472.40","1,475.50","1,456.80","0.25K","-0.35%"
+"05/08/2013","1,474.30","1,449.20","1,474.50","1,449.20","1.71K","1.72%"
+"05/07/2013","1,449.40","1,467.60","1,467.60","1,444.00","1.71K","-1.31%"
+"05/06/2013","1,468.60","1,472.00","1,475.40","1,465.00","0.06K","0.26%"
+"05/03/2013","1,464.80","1,475.00","1,475.00","1,461.10","0.03K","-0.23%"
+"05/02/2013","1,468.20","1,452.50","1,472.10","1,452.50","0.03K","1.48%"
+"05/01/2013","1,446.80","1,450.30","1,451.60","1,450.00","0.03K","-1.76%"
+"04/30/2013","1,472.70","1,464.00","1,474.60","1,464.00","0.02K","0.31%"
+"04/29/2013","1,468.10","1,468.10","1,468.10","1,468.10","122.51K","1.00%"
+"04/26/2013","1,453.60","1,467.30","1,484.80","1,447.30","239.66K","-0.57%"
+"04/25/2013","1,462.00","1,430.30","1,468.60","1,426.30","197.32K","2.69%"
+"04/24/2013","1,423.70","1,412.50","1,433.60","1,411.50","142.30K","1.06%"
+"04/23/2013","1,408.80","1,425.40","1,432.80","1,404.00","215.91K","-0.87%"
+"04/22/2013","1,421.20","1,408.30","1,438.80","1,403.50","186.68K","1.83%"
+"04/19/2013","1,395.60","1,393.00","1,424.70","1,385.40","199.70K","0.22%"
+"04/18/2013","1,392.50","1,376.10","1,402.00","1,335.60","246.91K","0.71%"
+"04/17/2013","1,382.70","1,371.40","1,395.20","1,365.00","255.30K","-0.34%"
+"04/16/2013","1,387.40","1,355.00","1,404.20","1,321.50","424.78K","1.93%"
+"04/15/2013","1,361.10","1,481.00","1,495.00","1,335.10","700.34K","-9.34%"
+"04/12/2013","1,501.40","1,560.30","1,564.20","1,476.00","374.34K","-4.06%"
+"04/11/2013","1,564.90","1,559.00","1,568.10","1,553.00","137.76K","0.39%"
+"04/10/2013","1,558.80","1,585.00","1,588.50","1,555.30","176.37K","-1.76%"
+"04/09/2013","1,586.70","1,572.40","1,590.10","1,570.00","126.55K","0.90%"
+"04/08/2013","1,572.50","1,580.80","1,582.90","1,566.60","111.70K","-0.22%"
+"04/05/2013","1,575.90","1,554.00","1,581.80","1,549.00","190.80K","1.51%"
+"04/04/2013","1,552.40","1,557.70","1,559.30","1,539.40","188.53K","-0.07%"
+"04/03/2013","1,553.50","1,576.40","1,577.30","1,549.70","209.51K","-1.42%"
+"04/02/2013","1,575.90","1,600.10","1,604.30","1,574.00","165.69K","-1.56%"
+"04/01/2013","1,600.90","1,598.10","1,601.60","1,595.20","62.18K","0.33%"
+"03/28/2013","1,595.70","1,605.60","1,608.30","1,594.30","123.53K","-0.72%"
+"03/27/2013","1,607.20","1,601.00","1,609.00","1,591.90","179.89K","0.68%"
+"03/26/2013","1,596.40","1,604.00","1,604.20","1,594.80","0.65K","-0.56%"
+"03/25/2013","1,605.40","1,610.30","1,613.10","1,590.00","0.89K","-0.10%"
+"03/22/2013","1,607.00","1,615.00","1,615.50","1,604.00","0.32K","-0.48%"
+"03/21/2013","1,614.70","1,607.70","1,616.10","1,607.30","0.14K","0.39%"
+"03/20/2013","1,608.40","1,613.70","1,613.70","1,602.00","0.14K","-0.24%"
+"03/19/2013","1,612.20","1,605.10","1,615.20","1,600.90","0.83K","0.42%"
+"03/18/2013","1,605.50","1,602.70","1,609.50","1,593.90","0.13K","0.75%"
+"03/15/2013","1,593.60","1,590.60","1,598.00","1,590.60","0.05K","0.12%"
+"03/14/2013","1,591.70","1,589.30","1,591.80","1,578.00","0.07K","0.14%"
+"03/13/2013","1,589.40","1,592.60","1,597.90","1,585.20","0.15K","-0.21%"
+"03/12/2013","1,592.70","1,583.60","1,597.90","1,583.20","0.10K","0.87%"
+"03/11/2013","1,579.00","1,579.70","1,580.50","1,577.10","0.01K","0.07%"
+"03/08/2013","1,577.90","1,582.00","1,582.00","1,562.00","0.18K","0.11%"
+"03/07/2013","1,576.10","1,585.20","1,585.20","1,575.90","0.05K","0.02%"
+"03/06/2013","1,575.80","1,570.90","1,585.00","1,568.30","0.02K","0.00%"
+"03/05/2013","1,575.80","1,581.30","1,583.30","1,574.20","0.10K","0.16%"
+"03/04/2013","1,573.30","1,579.30","1,579.40","1,573.90","0.05K","0.01%"
+"03/01/2013","1,573.10","1,578.90","1,584.20","1,569.50","0.14K","-0.37%"
+"02/28/2013","1,578.90","1,592.80","1,602.40","1,575.00","0.05K","-1.16%"
+"02/27/2013","1,597.40","1,615.10","1,616.10","1,593.50","17.22K","-1.12%"
+"02/26/2013","1,615.50","1,592.70","1,619.70","1,583.70","254.86K","1.82%"
+"02/25/2013","1,586.60","1,579.70","1,596.50","1,574.70","164.11K","0.88%"
+"02/22/2013","1,572.80","1,577.00","1,587.00","1,569.30","142.21K","-0.37%"
+"02/21/2013","1,578.60","1,564.80","1,584.40","1,554.30","223.53K","0.04%"
+"02/20/2013","1,578.00","1,604.20","1,609.20","1,558.10","260.41K","-1.63%"
+"02/19/2013","1,604.20","1,610.00","1,618.80","1,600.20","220.23K","0.00%"
+"02/18/2013","1,604.20","1,610.00","1,618.80","1,600.20","220.23K","-0.33%"
+"02/15/2013","1,609.50","1,634.20","1,636.00","1,596.70","258.38K","-1.59%"
+"02/14/2013","1,635.50","1,642.50","1,650.00","1,632.80","174.43K","-0.58%"
+"02/13/2013","1,645.10","1,652.50","1,655.00","1,640.50","130.85K","-0.27%"
+"02/12/2013","1,649.60","1,648.60","1,653.80","1,639.50","137.08K","0.03%"
+"02/11/2013","1,649.10","1,667.90","1,670.30","1,644.10","161.67K","-1.07%"
+"02/08/2013","1,666.90","1,671.80","1,674.30","1,665.80","94.74K","-0.26%"
+"02/07/2013","1,671.30","1,678.00","1,683.90","1,663.40","183.51K","-0.45%"
+"02/06/2013","1,678.80","1,673.40","1,680.50","1,668.80","97.16K","0.32%"
+"02/05/2013","1,673.50","1,675.50","1,687.00","1,667.20","154.15K","-0.17%"
+"02/04/2013","1,676.40","1,669.10","1,678.60","1,661.80","112.53K","0.35%"
+"02/01/2013","1,670.60","1,665.20","1,683.00","1,660.60","177.05K","0.52%"
+"01/31/2013","1,662.00","1,677.00","1,681.70","1,658.40","159.62K","-1.17%"
+"01/30/2013","1,681.60","1,664.10","1,685.00","1,663.50","183.22K","1.20%"
+"01/29/2013","1,661.70","1,654.60","1,665.80","1,654.60","1.14K","0.47%"
+"01/28/2013","1,654.00","1,660.60","1,662.20","1,652.40","1.49K","-0.22%"
+"01/25/2013","1,657.60","1,669.40","1,672.30","1,656.30","0.45K","-0.80%"
+"01/24/2013","1,670.90","1,684.80","1,686.10","1,666.60","0.59K","-1.00%"
+"01/23/2013","1,687.70","1,694.20","1,695.00","1,684.80","0.26K","-0.38%"
+"01/22/2013","1,694.20","1,688.50","1,696.00","1,688.00","0.61K","0.06%"
+"01/21/2013","1,693.20","1,686.50","1,695.90","1,684.80","165.13K","0.31%"
+"01/18/2013","1,688.00","1,687.80","1,695.80","1,684.80","0.26K","-0.22%"
+"01/17/2013","1,691.80","1,680.90","1,697.10","1,668.00","0.53K","0.45%"
+"01/16/2013","1,684.20","1,682.20","1,685.20","1,674.50","0.26K","-0.04%"
+"01/15/2013","1,684.90","1,669.70","1,685.30","1,669.20","0.23K","0.87%"
+"01/14/2013","1,670.40","1,662.30","1,675.20","1,662.30","0.18K","0.53%"
+"01/11/2013","1,661.60","1,674.80","1,675.70","1,655.00","0.19K","-1.04%"
+"01/10/2013","1,679.00","1,656.70","1,679.20","1,656.70","0.14K","1.36%"
+"01/09/2013","1,656.50","1,660.70","1,664.20","1,652.30","0.16K","-0.40%"
+"01/08/2013","1,663.20","1,651.50","1,662.60","1,648.80","0.13K","0.97%"
+"01/07/2013","1,647.20","1,657.30","1,663.80","1,645.30","0.09K","-0.16%"
+"01/04/2013","1,649.90","1,664.40","1,664.40","1,630.00","0.31K","-1.53%"
+"01/03/2013","1,675.60","1,688.00","1,689.30","1,664.30","0.19K","-0.85%"
+"01/02/2013","1,689.90","1,675.80","1,695.00","1,672.10","0.06K","0.78%"
\ No newline at end of file
diff --git a/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold price Prediction By using LSTM.ipynb b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold price Prediction By using LSTM.ipynb
new file mode 100644
index 000000000..4397e4960
--- /dev/null
+++ b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/Gold price Prediction By using LSTM.ipynb
@@ -0,0 +1,7683 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "eb09cc76",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import plotly.express as px\n",
+ "from sklearn.preprocessing import MinMaxScaler\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.metrics import mean_absolute_percentage_error\n",
+ "import tensorflow as tf\n",
+ "from keras import Model\n",
+ "from keras.layers import Input, Dense, Dropout\n",
+ "from keras.layers import LSTM\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "2a459952",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Date \n",
+ " Price \n",
+ " Open \n",
+ " High \n",
+ " Low \n",
+ " Vol. \n",
+ " Change % \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 12/30/2022 \n",
+ " 1,826.20 \n",
+ " 1,821.80 \n",
+ " 1,832.40 \n",
+ " 1,819.80 \n",
+ " 107.50K \n",
+ " 0.01% \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 12/29/2022 \n",
+ " 1,826.00 \n",
+ " 1,812.30 \n",
+ " 1,827.30 \n",
+ " 1,811.20 \n",
+ " 105.99K \n",
+ " 0.56% \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 12/28/2022 \n",
+ " 1,815.80 \n",
+ " 1,822.40 \n",
+ " 1,822.80 \n",
+ " 1,804.20 \n",
+ " 118.08K \n",
+ " -0.40% \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 12/27/2022 \n",
+ " 1,823.10 \n",
+ " 1,808.20 \n",
+ " 1,841.90 \n",
+ " 1,808.00 \n",
+ " 159.62K \n",
+ " 0.74% \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 12/26/2022 \n",
+ " 1,809.70 \n",
+ " 1,805.80 \n",
+ " 1,811.95 \n",
+ " 1,805.55 \n",
+ " NaN \n",
+ " 0.30% \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 2578 \n",
+ " 01/08/2013 \n",
+ " 1,663.20 \n",
+ " 1,651.50 \n",
+ " 1,662.60 \n",
+ " 1,648.80 \n",
+ " 0.13K \n",
+ " 0.97% \n",
+ " \n",
+ " \n",
+ " 2579 \n",
+ " 01/07/2013 \n",
+ " 1,647.20 \n",
+ " 1,657.30 \n",
+ " 1,663.80 \n",
+ " 1,645.30 \n",
+ " 0.09K \n",
+ " -0.16% \n",
+ " \n",
+ " \n",
+ " 2580 \n",
+ " 01/04/2013 \n",
+ " 1,649.90 \n",
+ " 1,664.40 \n",
+ " 1,664.40 \n",
+ " 1,630.00 \n",
+ " 0.31K \n",
+ " -1.53% \n",
+ " \n",
+ " \n",
+ " 2581 \n",
+ " 01/03/2013 \n",
+ " 1,675.60 \n",
+ " 1,688.00 \n",
+ " 1,689.30 \n",
+ " 1,664.30 \n",
+ " 0.19K \n",
+ " -0.85% \n",
+ " \n",
+ " \n",
+ " 2582 \n",
+ " 01/02/2013 \n",
+ " 1,689.90 \n",
+ " 1,675.80 \n",
+ " 1,695.00 \n",
+ " 1,672.10 \n",
+ " 0.06K \n",
+ " 0.78% \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
2583 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Price Open High Low Vol. Change %\n",
+ "0 12/30/2022 1,826.20 1,821.80 1,832.40 1,819.80 107.50K 0.01%\n",
+ "1 12/29/2022 1,826.00 1,812.30 1,827.30 1,811.20 105.99K 0.56%\n",
+ "2 12/28/2022 1,815.80 1,822.40 1,822.80 1,804.20 118.08K -0.40%\n",
+ "3 12/27/2022 1,823.10 1,808.20 1,841.90 1,808.00 159.62K 0.74%\n",
+ "4 12/26/2022 1,809.70 1,805.80 1,811.95 1,805.55 NaN 0.30%\n",
+ "... ... ... ... ... ... ... ...\n",
+ "2578 01/08/2013 1,663.20 1,651.50 1,662.60 1,648.80 0.13K 0.97%\n",
+ "2579 01/07/2013 1,647.20 1,657.30 1,663.80 1,645.30 0.09K -0.16%\n",
+ "2580 01/04/2013 1,649.90 1,664.40 1,664.40 1,630.00 0.31K -1.53%\n",
+ "2581 01/03/2013 1,675.60 1,688.00 1,689.30 1,664.30 0.19K -0.85%\n",
+ "2582 01/02/2013 1,689.90 1,675.80 1,695.00 1,672.10 0.06K 0.78%\n",
+ "\n",
+ "[2583 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv('Gold Price (2013-2023).csv')\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "93831180",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 2583 entries, 0 to 2582\n",
+ "Data columns (total 7 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Date 2583 non-null object\n",
+ " 1 Price 2583 non-null object\n",
+ " 2 Open 2583 non-null object\n",
+ " 3 High 2583 non-null object\n",
+ " 4 Low 2583 non-null object\n",
+ " 5 Vol. 2578 non-null object\n",
+ " 6 Change % 2583 non-null object\n",
+ "dtypes: object(7)\n",
+ "memory usage: 141.4+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e32eab93",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.drop(['Vol.', 'Change %'], axis=1, inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "427f0814",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['Date'] = pd.to_datetime(df['Date'])\n",
+ "df.sort_values(by='Date', ascending=True, inplace=True)\n",
+ "df.reset_index(drop=True, inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "88a194cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "NumCols = df.columns.drop(['Date'])\n",
+ "df[NumCols] = df[NumCols].replace({',': ''}, regex=True)\n",
+ "df[NumCols] = df[NumCols].astype('float64')"
+ ]
+ },
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+ "cell_type": "code",
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+ "id": "cd3b84b9",
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+ " Date Price Open High Low\n",
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+ "fig = px.line(y=df.Price, x=df.Date)\n",
+ "fig.update_traces(line_color='black') \n",
+ "fig.update_layout(xaxis_title=\"Date\", \n",
+ " yaxis_title=\"Scaled Price\",\n",
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15, 6), dpi=150)\n",
+ "plt.rcParams['axes.facecolor'] = 'yellow'\n",
+ "plt.rc('axes',edgecolor='white')\n",
+ "plt.plot(df.Date[:-test_size], df.Price[:-test_size], color='black', lw=2)\n",
+ "plt.plot(df.Date[-test_size:], df.Price[-test_size:], color='blue', lw=2)\n",
+ "plt.title('Gold Price Training and Test Sets', fontsize=15)\n",
+ "plt.xlabel('Date', fontsize=12)\n",
+ "plt.ylabel('Price', fontsize=12)\n",
+ "plt.legend(['Training set', 'Test set'], loc='upper left', prop={'size': 15})\n",
+ "plt.grid(color='white')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "34605d11",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "MinMaxScaler() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "MinMaxScaler()"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "scaler = MinMaxScaler()\n",
+ "scaler.fit(df.Price.values.reshape(-1,1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "641c0ed3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "window_size = 60"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "684d7c76",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "train_data = df.Price[:-test_size]\n",
+ "train_data = scaler.transform(train_data.values.reshape(-1,1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "43f3ed6e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = []\n",
+ "y_train = []\n",
+ "\n",
+ "for i in range(window_size, len(train_data)):\n",
+ " X_train.append(train_data[i-60:i, 0])\n",
+ " y_train.append(train_data[i, 0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "528c6578",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "test_data = df.Price[-test_size-60:]\n",
+ "test_data = scaler.transform(test_data.values.reshape(-1,1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "418cc16d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_test = []\n",
+ "y_test = []\n",
+ "\n",
+ "for i in range(window_size, len(test_data)):\n",
+ " X_test.append(test_data[i-60:i, 0])\n",
+ " y_test.append(test_data[i, 0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "155db3c1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = np.array(X_train)\n",
+ "X_test = np.array(X_test)\n",
+ "y_train = np.array(y_train)\n",
+ "y_test = np.array(y_test)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "dc304d33",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))\n",
+ "X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n",
+ "y_train = np.reshape(y_train, (-1,1))\n",
+ "y_test = np.reshape(y_test, (-1,1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "4029a298",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "X_train Shape: (2263, 60, 1)\n",
+ "y_train Shape: (2263, 1)\n",
+ "X_test Shape: (260, 60, 1)\n",
+ "y_test Shape: (260, 1)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('X_train Shape: ', X_train.shape)\n",
+ "print('y_train Shape: ', y_train.shape)\n",
+ "print('X_test Shape: ', X_test.shape)\n",
+ "print('y_test Shape: ', y_test.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "ad374ca4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def define_model():\n",
+ " input1 = Input(shape=(window_size,1))\n",
+ " x = LSTM(units = 64, return_sequences=True)(input1) \n",
+ " x = Dropout(0.2)(x)\n",
+ " x = LSTM(units = 64, return_sequences=True)(x)\n",
+ " x = Dropout(0.2)(x)\n",
+ " x = LSTM(units = 64)(x)\n",
+ " x = Dropout(0.2)(x)\n",
+ " x = Dense(32, activation='softmax')(x)\n",
+ " dnn_output = Dense(1)(x)\n",
+ "\n",
+ " model = Model(inputs=input1, outputs=[dnn_output])\n",
+ " model.compile(loss='mean_squared_error', optimizer='Nadam')\n",
+ " model.summary()\n",
+ " \n",
+ " return model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "64940953",
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model: \"model\"\n",
+ "_________________________________________________________________\n",
+ " Layer (type) Output Shape Param # \n",
+ "=================================================================\n",
+ " input_1 (InputLayer) [(None, 60, 1)] 0 \n",
+ " \n",
+ " lstm (LSTM) (None, 60, 64) 16896 \n",
+ " \n",
+ " dropout (Dropout) (None, 60, 64) 0 \n",
+ " \n",
+ " lstm_1 (LSTM) (None, 60, 64) 33024 \n",
+ " \n",
+ " dropout_1 (Dropout) (None, 60, 64) 0 \n",
+ " \n",
+ " lstm_2 (LSTM) (None, 64) 33024 \n",
+ " \n",
+ " dropout_2 (Dropout) (None, 64) 0 \n",
+ " \n",
+ " dense (Dense) (None, 32) 2080 \n",
+ " \n",
+ " dense_1 (Dense) (None, 1) 33 \n",
+ " \n",
+ "=================================================================\n",
+ "Total params: 85057 (332.25 KB)\n",
+ "Trainable params: 85057 (332.25 KB)\n",
+ "Non-trainable params: 0 (0.00 Byte)\n",
+ "_________________________________________________________________\n",
+ "Epoch 1/150\n",
+ "64/64 [==============================] - 4s 37ms/step - loss: 0.0280 - val_loss: 0.0621\n",
+ "Epoch 2/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 0.0100 - val_loss: 0.0273\n",
+ "Epoch 3/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0061 - val_loss: 0.0107\n",
+ "Epoch 4/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 0.0041 - val_loss: 0.0040\n",
+ "Epoch 5/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0029 - val_loss: 0.0022\n",
+ "Epoch 6/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0023 - val_loss: 0.0028\n",
+ "Epoch 7/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0017 - val_loss: 0.0040\n",
+ "Epoch 8/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 0.0015 - val_loss: 0.0054\n",
+ "Epoch 9/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0013 - val_loss: 0.0073\n",
+ "Epoch 10/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0013 - val_loss: 0.0071\n",
+ "Epoch 11/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 0.0011 - val_loss: 0.0056\n",
+ "Epoch 12/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 0.0011 - val_loss: 0.0096\n",
+ "Epoch 13/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 0.0011 - val_loss: 0.0017\n",
+ "Epoch 14/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 0.0011 - val_loss: 0.0012\n",
+ "Epoch 15/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 9.8192e-04 - val_loss: 0.0054\n",
+ "Epoch 16/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 9.5424e-04 - val_loss: 0.0013\n",
+ "Epoch 17/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 9.6405e-04 - val_loss: 0.0016\n",
+ "Epoch 18/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 8.6267e-04 - val_loss: 0.0020\n",
+ "Epoch 19/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 8.0732e-04 - val_loss: 0.0037\n",
+ "Epoch 20/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 7.7314e-04 - val_loss: 0.0038\n",
+ "Epoch 21/150\n",
+ "64/64 [==============================] - 2s 32ms/step - loss: 7.7404e-04 - val_loss: 0.0012\n",
+ "Epoch 22/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 7.8925e-04 - val_loss: 0.0013\n",
+ "Epoch 23/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 7.3041e-04 - val_loss: 8.9300e-04\n",
+ "Epoch 24/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 6.8889e-04 - val_loss: 0.0019\n",
+ "Epoch 25/150\n",
+ "64/64 [==============================] - 2s 32ms/step - loss: 6.6652e-04 - val_loss: 0.0029\n",
+ "Epoch 26/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 6.3612e-04 - val_loss: 0.0011\n",
+ "Epoch 27/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 6.0094e-04 - val_loss: 0.0013\n",
+ "Epoch 28/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 6.1789e-04 - val_loss: 0.0015\n",
+ "Epoch 29/150\n",
+ "64/64 [==============================] - 2s 32ms/step - loss: 6.2887e-04 - val_loss: 0.0023\n",
+ "Epoch 30/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 5.6072e-04 - val_loss: 0.0036\n",
+ "Epoch 31/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 6.3958e-04 - val_loss: 0.0026\n",
+ "Epoch 32/150\n",
+ "64/64 [==============================] - 2s 32ms/step - loss: 6.1536e-04 - val_loss: 7.8709e-04\n",
+ "Epoch 33/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.8626e-04 - val_loss: 0.0011\n",
+ "Epoch 34/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.4836e-04 - val_loss: 0.0018\n",
+ "Epoch 35/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.2165e-04 - val_loss: 0.0015\n",
+ "Epoch 36/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.2012e-04 - val_loss: 0.0015\n",
+ "Epoch 37/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.1738e-04 - val_loss: 0.0015\n",
+ "Epoch 38/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.1703e-04 - val_loss: 0.0033\n",
+ "Epoch 39/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.4889e-04 - val_loss: 6.3436e-04\n",
+ "Epoch 40/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.9425e-04 - val_loss: 0.0012\n",
+ "Epoch 41/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 4.9847e-04 - val_loss: 6.1450e-04\n",
+ "Epoch 42/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.3921e-04 - val_loss: 6.5774e-04\n",
+ "Epoch 43/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.1800e-04 - val_loss: 0.0014\n",
+ "Epoch 44/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.7759e-04 - val_loss: 5.0030e-04\n",
+ "Epoch 45/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 5.0138e-04 - val_loss: 0.0023\n",
+ "Epoch 46/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.7172e-04 - val_loss: 4.5705e-04\n",
+ "Epoch 47/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 4.6866e-04 - val_loss: 5.0731e-04\n",
+ "Epoch 48/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.8187e-04 - val_loss: 0.0017\n",
+ "Epoch 49/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.6863e-04 - val_loss: 9.7101e-04\n",
+ "Epoch 50/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.8243e-04 - val_loss: 4.6936e-04\n",
+ "Epoch 51/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 4.5001e-04 - val_loss: 0.0013\n",
+ "Epoch 52/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.3457e-04 - val_loss: 8.5214e-04\n",
+ "Epoch 53/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.3477e-04 - val_loss: 9.6585e-04\n",
+ "Epoch 54/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 4.5232e-04 - val_loss: 5.8534e-04\n",
+ "Epoch 55/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 4.3149e-04 - val_loss: 0.0016\n",
+ "Epoch 56/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.4921e-04 - val_loss: 4.9562e-04\n",
+ "Epoch 57/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.4028e-04 - val_loss: 4.6003e-04\n",
+ "Epoch 58/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.6301e-04 - val_loss: 5.9240e-04\n",
+ "Epoch 59/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.4734e-04 - val_loss: 4.9618e-04\n",
+ "Epoch 60/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 4.2656e-04 - val_loss: 0.0014\n",
+ "Epoch 61/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.4774e-04 - val_loss: 5.7536e-04\n",
+ "Epoch 62/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.1067e-04 - val_loss: 4.6554e-04\n",
+ "Epoch 63/150\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.0922e-04 - val_loss: 0.0028\n",
+ "Epoch 64/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.3958e-04 - val_loss: 4.0370e-04\n",
+ "Epoch 65/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.1027e-04 - val_loss: 6.1025e-04\n",
+ "Epoch 66/150\n",
+ "64/64 [==============================] - 2s 32ms/step - loss: 4.0425e-04 - val_loss: 4.7291e-04\n",
+ "Epoch 67/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.1473e-04 - val_loss: 6.7010e-04\n",
+ "Epoch 68/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.0330e-04 - val_loss: 0.0014\n",
+ "Epoch 69/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.8993e-04 - val_loss: 0.0020\n",
+ "Epoch 70/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.6480e-04 - val_loss: 0.0020\n",
+ "Epoch 71/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.3264e-04 - val_loss: 6.9020e-04\n",
+ "Epoch 72/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.9582e-04 - val_loss: 5.2871e-04\n",
+ "Epoch 73/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 4.0674e-04 - val_loss: 8.7724e-04\n",
+ "Epoch 74/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.6896e-04 - val_loss: 0.0011\n",
+ "Epoch 75/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.8062e-04 - val_loss: 7.4877e-04\n",
+ "Epoch 76/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 4.0087e-04 - val_loss: 6.2247e-04\n",
+ "Epoch 77/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.6453e-04 - val_loss: 6.5592e-04\n",
+ "Epoch 78/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.7889e-04 - val_loss: 0.0015\n",
+ "Epoch 79/150\n",
+ "64/64 [==============================] - 2s 36ms/step - loss: 3.6530e-04 - val_loss: 6.7625e-04\n",
+ "Epoch 80/150\n",
+ "64/64 [==============================] - 2s 36ms/step - loss: 3.4496e-04 - val_loss: 0.0014\n",
+ "Epoch 81/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.8353e-04 - val_loss: 0.0023\n",
+ "Epoch 82/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.6218e-04 - val_loss: 5.7162e-04\n",
+ "Epoch 83/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.7133e-04 - val_loss: 0.0021\n",
+ "Epoch 84/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.4727e-04 - val_loss: 0.0013\n",
+ "Epoch 85/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.5670e-04 - val_loss: 5.7111e-04\n",
+ "Epoch 86/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.7107e-04 - val_loss: 5.0110e-04\n",
+ "Epoch 87/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.7787e-04 - val_loss: 0.0013\n",
+ "Epoch 88/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.5625e-04 - val_loss: 0.0014\n",
+ "Epoch 89/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.9245e-04 - val_loss: 7.4882e-04\n",
+ "Epoch 90/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.3852e-04 - val_loss: 0.0018\n",
+ "Epoch 91/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.6674e-04 - val_loss: 0.0032\n",
+ "Epoch 92/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.4961e-04 - val_loss: 0.0011\n",
+ "Epoch 93/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.5098e-04 - val_loss: 0.0034\n",
+ "Epoch 94/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.5142e-04 - val_loss: 0.0016\n",
+ "Epoch 95/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.3193e-04 - val_loss: 6.6005e-04\n",
+ "Epoch 96/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 3.3754e-04 - val_loss: 7.4641e-04\n",
+ "Epoch 97/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.5246e-04 - val_loss: 0.0013\n",
+ "Epoch 98/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.4678e-04 - val_loss: 8.1315e-04\n",
+ "Epoch 99/150\n",
+ "64/64 [==============================] - 2s 36ms/step - loss: 3.3172e-04 - val_loss: 5.3059e-04\n",
+ "Epoch 100/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.3239e-04 - val_loss: 0.0011\n",
+ "Epoch 101/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.1571e-04 - val_loss: 0.0019\n",
+ "Epoch 102/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.1439e-04 - val_loss: 9.5005e-04\n",
+ "Epoch 103/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.1123e-04 - val_loss: 0.0011\n",
+ "Epoch 104/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2424e-04 - val_loss: 0.0012\n",
+ "Epoch 105/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.4360e-04 - val_loss: 8.0054e-04\n",
+ "Epoch 106/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.6154e-04 - val_loss: 0.0020\n",
+ "Epoch 107/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.3281e-04 - val_loss: 0.0027\n",
+ "Epoch 108/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.3293e-04 - val_loss: 0.0019\n",
+ "Epoch 109/150\n",
+ "64/64 [==============================] - 2s 36ms/step - loss: 3.2844e-04 - val_loss: 7.1090e-04\n",
+ "Epoch 110/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2873e-04 - val_loss: 0.0020\n",
+ "Epoch 111/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.3540e-04 - val_loss: 0.0017\n",
+ "Epoch 112/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2348e-04 - val_loss: 0.0025\n",
+ "Epoch 113/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.1744e-04 - val_loss: 0.0012\n",
+ "Epoch 114/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0620e-04 - val_loss: 0.0024\n",
+ "Epoch 115/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.3940e-04 - val_loss: 0.0011\n",
+ "Epoch 116/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0612e-04 - val_loss: 0.0017\n",
+ "Epoch 117/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2365e-04 - val_loss: 9.4863e-04\n",
+ "Epoch 118/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9936e-04 - val_loss: 0.0014\n",
+ "Epoch 119/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2810e-04 - val_loss: 6.5052e-04\n",
+ "Epoch 120/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9893e-04 - val_loss: 0.0010\n",
+ "Epoch 121/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.1523e-04 - val_loss: 0.0036\n",
+ "Epoch 122/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.4466e-04 - val_loss: 0.0037\n",
+ "Epoch 123/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.1692e-04 - val_loss: 7.3419e-04\n",
+ "Epoch 124/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2028e-04 - val_loss: 0.0012\n",
+ "Epoch 125/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2602e-04 - val_loss: 0.0016\n",
+ "Epoch 126/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0145e-04 - val_loss: 9.8306e-04\n",
+ "Epoch 127/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0107e-04 - val_loss: 0.0018\n",
+ "Epoch 128/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0866e-04 - val_loss: 0.0011\n",
+ "Epoch 129/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0220e-04 - val_loss: 0.0013\n",
+ "Epoch 130/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0006e-04 - val_loss: 0.0023\n",
+ "Epoch 131/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.8494e-04 - val_loss: 0.0026\n",
+ "Epoch 132/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9132e-04 - val_loss: 0.0012\n",
+ "Epoch 133/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 2.9845e-04 - val_loss: 0.0014\n",
+ "Epoch 134/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.8949e-04 - val_loss: 0.0021\n",
+ "Epoch 135/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.0058e-04 - val_loss: 5.7994e-04\n",
+ "Epoch 136/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 3.2353e-04 - val_loss: 0.0012\n",
+ "Epoch 137/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9711e-04 - val_loss: 0.0015\n",
+ "Epoch 138/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 2.9002e-04 - val_loss: 0.0034\n",
+ "Epoch 139/150\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "64/64 [==============================] - 2s 35ms/step - loss: 2.9753e-04 - val_loss: 6.1491e-04\n",
+ "Epoch 140/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 2.8714e-04 - val_loss: 0.0020\n",
+ "Epoch 141/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 2.8194e-04 - val_loss: 8.2363e-04\n",
+ "Epoch 142/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.8260e-04 - val_loss: 9.5108e-04\n",
+ "Epoch 143/150\n",
+ "64/64 [==============================] - 2s 35ms/step - loss: 3.1804e-04 - val_loss: 0.0015\n",
+ "Epoch 144/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 2.9996e-04 - val_loss: 7.4103e-04\n",
+ "Epoch 145/150\n",
+ "64/64 [==============================] - 2s 33ms/step - loss: 2.9656e-04 - val_loss: 7.3807e-04\n",
+ "Epoch 146/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.7059e-04 - val_loss: 9.7208e-04\n",
+ "Epoch 147/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9073e-04 - val_loss: 0.0027\n",
+ "Epoch 148/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.8756e-04 - val_loss: 0.0017\n",
+ "Epoch 149/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.8915e-04 - val_loss: 0.0019\n",
+ "Epoch 150/150\n",
+ "64/64 [==============================] - 2s 34ms/step - loss: 2.9231e-04 - val_loss: 0.0033\n"
+ ]
+ }
+ ],
+ "source": [
+ "model = define_model()\n",
+ "history = model.fit(X_train, y_train, epochs=150, batch_size=32, validation_split=0.1, verbose=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "67d3feb3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "9/9 [==============================] - 0s 9ms/step - loss: 0.0016\n",
+ "9/9 [==============================] - 0s 8ms/step\n"
+ ]
+ }
+ ],
+ "source": [
+ "result = model.evaluate(X_test, y_test)\n",
+ "y_pred = model.predict(X_test) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "e4e97249",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "MAPE = mean_absolute_percentage_error(y_test, y_pred)\n",
+ "Accuracy = 1 - MAPE"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "f3b9151b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test Loss: 0.0015701758675277233\n",
+ "Test MAPE: 0.043745009469719126\n",
+ "Test Accuracy: 0.9562549905302808\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"Test Loss:\", result)\n",
+ "print(\"Test MAPE:\", MAPE)\n",
+ "print(\"Test Accuracy:\", Accuracy)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "88d5b7cb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_test_true = scaler.inverse_transform(y_test)\n",
+ "y_test_pred = scaler.inverse_transform(y_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "e0f65e90",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15, 6), dpi=150)\n",
+ "plt.rcParams['axes.facecolor'] = 'yellow'\n",
+ "plt.rc('axes',edgecolor='white')\n",
+ "plt.plot(df['Date'].iloc[:-test_size], scaler.inverse_transform(train_data), color='black', lw=2)\n",
+ "plt.plot(df['Date'].iloc[-test_size:], y_test_true, color='blue', lw=2)\n",
+ "plt.plot(df['Date'].iloc[-test_size:], y_test_pred, color='red', lw=2)\n",
+ "plt.title('Model Performance on Gold Price Prediction', fontsize=15)\n",
+ "plt.xlabel('Date', fontsize=12)\n",
+ "plt.ylabel('Price', fontsize=12)\n",
+ "plt.legend(['Training Data', 'Actual Test Data', 'Predicted Test Data'], loc='upper left', prop={'size': 15})\n",
+ "plt.grid(color='white')\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/readme.md b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/readme.md
new file mode 100644
index 000000000..20c06acc7
--- /dev/null
+++ b/Artificial Intelligence/Advanced/Gold price prediction by using LSTM/readme.md
@@ -0,0 +1,108 @@
+
+
+## Gold Price Prediction
+
+### Project Overview
+
+This project aims to predict the price of gold using various machine learning models. The project includes data exploration, feature engineering, model training, and evaluation.
+
+### Requirements
+
+1. **Data Retrieval:**
+ - Collect historical gold price data from a reliable source.
+
+2. **Data Exploration:**
+ - Perform exploratory data analysis (EDA) to understand the data distribution and patterns.
+ - Visualize the data to identify trends and relationships.
+
+3. **Feature Engineering:**
+ - Create new features that could improve the model's performance.
+ - Handle missing values and perform data normalization/standardization.
+
+4. **Model Training:**
+ - Train various machine learning models (e.g., Linear Regression, Decision Trees, Random Forest, LSTM).
+ - Use `train_test_split` to create training and testing datasets.
+ - Apply techniques like cross-validation to improve model robustness.
+
+5. **Model Evaluation:**
+ - Evaluate model performance using appropriate metrics (e.g., RMSE, MAE, R2 score).
+ - Compare the performance of different models.
+ - Visualize the model predictions against actual values.
+
+### Libraries and Tools
+
+- `pandas`
+- `numpy`
+- `matplotlib`
+- `seaborn`
+- `scikit-learn`
+- `tensorflow` and `keras` (for LSTM model)
+- Any other relevant libraries for data processing and model training
+
+### Approach
+
+1. **Data Retrieval:**
+ - Collect historical gold price data from a reliable source such as Yahoo Finance, Quandl, or other financial data providers.
+
+2. **Data Exploration:**
+ - Load the data into a DataFrame and inspect the first few rows.
+ - Check for missing values and handle them appropriately.
+ - Perform statistical analysis to summarize the data.
+ - Create visualizations (e.g., line plots, histograms, box plots) to understand data trends and distributions.
+
+3. **Feature Engineering:**
+ - Generate additional features like moving averages, rolling statistics, and lag features.
+ - Normalize or standardize the data to improve model performance.
+ - Encode categorical features if any.
+
+4. **Model Training:**
+ - Split the data into training and testing sets using `train_test_split`.
+ - Train various machine learning models:
+ - **Linear Regression**
+ - **Decision Trees**
+ - **Random Forest**
+ - **LSTM** (using TensorFlow and Keras)
+ - Perform cross-validation to ensure model robustness.
+
+5. **Model Evaluation:**
+ - Evaluate each model using metrics like RMSE, MAE, and R2 score.
+ - Visualize the predictions of each model against actual gold prices.
+ - Select the best-performing model based on evaluation metrics.
+
+### Tasks
+
+- [ ] Collect historical gold price data.
+- [ ] Perform exploratory data analysis (EDA).
+- [ ] Conduct feature engineering.
+- [ ] Normalize or standardize the data.
+- [ ] Split the data into training and testing sets.
+- [ ] Train machine learning models (Linear Regression, Decision Trees, Random Forest, LSTM).
+- [ ] Perform cross-validation.
+- [ ] Evaluate model performance using RMSE, MAE, and R2 score.
+- [ ] Visualize model predictions.
+- [ ] Compare the performance of different models.
+
+### Additional Information
+
+Use the following libraries to assist with model training and evaluation:
+
+```python
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+import seaborn as sns
+from sklearn.model_selection import train_test_split, cross_val_score
+from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
+import tensorflow as tf
+from keras.models import Sequential
+from keras.layers import Dense, LSTM, Dropout
+```
+
+### Expected Outcomes
+
+- A comprehensive analysis of historical gold price data.
+- Effective feature engineering to enhance model performance.
+- Training and evaluation of multiple machine learning models.
+- Selection of the best model for gold price prediction.
+- Visualization of model predictions to provide insights.
+