Test the correlation between AAII's Investment Sentiment Survey (see below) and the S&P500 index. You can pick the time period for the analysis, but you probably want at least 100 observations. You can go to Yahoo Finance and download historical data for some other index or mutual fund. if you don't want to use the S&P 500. It will give you closing prices and you should use the "adjusted close." Also, make sure you convert the index values to a % change. You also should use the change in the investor sentiment (or the % change) and not just the level of the sentiment index from AAII. SHOW IN EXCEL PLEASE.
- Executive summary. What did you test? How did you test it? What are your main conclusions?
- Correlation Test
- State the hypothesis
- Identify the appropriate test statistic
- Specify the significance level
- State the decision rule
- Collect the data - Time period studied, where you got your data, descriptive statistics (mean, standard deviation, range, etc.) in a table. Incorporate a scatterplot.
- Make the statistical decision
- Discuss the significance of your results
- Regression
- What is your hypothesis?
- Briefly discuss your model.
- Display the regression results in a table
- Discuss the regression results (interpretation of coefficient estimate, r2, etc.)
- Check the residuals
- Scatterplot of error term and independent variable
- Does heteroskadesticity and/or serial correlation seem to be a problem?
- What is your main conclusion?
Data from Excel:
American Association of Individual Investors 625 N. Michigan Ave., Chicago, IL. 60611; (312) 280-0170; www.aaii.com Bullish Bullish Bullish S&P 500 S&P 500 8-week Bull-Bear Bullish Average Average Weekly Weekly Bearish Total Spread Average +St. Dev. St. Dev. High Low S&P 500 Reported Date Weekly Close Bullish Neutral Total Mov Avg 6-26-87 7-17-87 7-24-87 7-31-87 8-7-87 8-14-87 8-21-87 8-28-87 9-4-87 9-11-87 9-18-87 9-25-87 10-2-87 10-9-87 10-16-87 10-23-87 10-30-87 11-6-87 11-13-87 11-20-87 11-27-87 12-4-87 12-11-87 12-18-87 12-24-87 12-31-87 36.0% 26.0% 56.0% 45.0% 66.0% 52.0% 42.0% 50.0% 60.0% 53.0% 44.0% 46.0% 37.0% 39.0% 44.0% 47.0% 31.0% 39.0% 27.0% 25.0% 23.0% 33.0% 28.0% 25.0% 50.0% 48.0% 15.0% 35.0% 28.0% 18.0% 17.0% 23.0% 29.0% 17.0% 26.0% 39.0% 30.0% 30.0% 23.0% 31.0% 41.0% 42.0% 46.0% 33.0% 45.0% 40.0% 52.0% 49.0% 14.0% 26.0% 29.0% 20.0% 6.0% 30.0% 41.0% 27.0% 11.0% 30.0% 30.0% 15.0% 33.0% 31.0% 33.0% 22.0% 28.0% 19.0% 27.0% 42.0% 32.0% 27.0% 20.0% 26.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 46.63% 49.63% 53.00% 51.50% 51.63% 48.00% 46.38% 46.63% 46.25% 42.63% 40.88% 38.75% 36.13% 34.38% 33.63% 31.63% 28.88% 22.0% 0.0% 27.0% 25.0% 60.0% 22.0% 1.0% 23.0% 49.0% 23.0% 14.0% 31.0% 4.0% 8.0% 11.0% 25.0% 3.0% 20.0% 0.0% -17.0% -9.0% 6.0% 8.0% -1.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 314.59 311.39 318.66 323.00 334.65 335.90 331.38 329.79 321.98 323.08 321.19 328.07 328.08 314.52 258.39 251.79 255.75 248.52 246.76 246.39 233.45 238.89 249.16 253.16 247.86 307.63 307.81 310.65 316.23 323.00 329.25 323.04 316.70 313.56 314.86 310.54 321.69 311.07 282.70 224.84 227.67 248.31 239.00 240.05 240.34 223.92 228.76 242.19 249.54 244.59 314.59 309.27 318.66 323.00 333.99 335.90 323.04 316.70 321.98 314.86 320.16 328.07 311.07 282.70 248.22 251.79 250.41 245.64 242.00 240.34 223.92 235.32 249.16 252.02 247.08 1-8-88 1-15-88 1-22-88 1-29-88 2-5-88 2-12-88 2-19-88 2-26-88 3-4-88 3-11-88 3-18-88 3-25-88 4-1-88 4-8-88 4-15-88 4-22-88 4-29-88 5-6-88 5-13-88 5-20-88 5-27-88 6-3-88 6-10-88 6-17-88 6-24-88 7-1-88 7-8-88 7-15-88 34.0% 34.0% 21.0% 26.0% 32.0% 32.0% 27.0% 30.0% 38.0% 43.0% 41.0% 45.0% 35.0% 33.0% 23.0% 23.0% 22.0% 38.0% 19.0% 23.0% 28.0% 26.0% 28.0% 29.0% 33.0% 45.0% 35.0% 26.0% 46.0% 40.0% 48.0% 45.0% 53.0% 46.0% 49.0% 51.0% 40.0% 40.0% 49.0% 38.0% 45.0% 48.0% 53.0% 57.0% 48.0% 42.0% 56.0% 52.0% 52.0% 62.0% 49.0% 50.0% 44.0% 38.0% 50.0% 37.0% 20.0% 26.0% 31.0% 29.0% 15.0% 22.0% 24.0% 19.0% 22.0% 17.0% 10.0% 17.0% 20.0% 19.0% 24.0% 20.0% 30.0% 20.0% 25.0% 25.0% 20.0% 12.0% 23.0% 21.0% 23.0% 17.0% 15.0% 37.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 29.25% 28.63% 27.88% 28.00% 29.13% 29.00% 28.88% 29.50% 30.00% 31.13% 33.63% 36.00% 36.38% 36.50% 36.00% 35.13% 33.13% 32.50% 29.75% 27.00% 26.13% 25.25% 25.88% 26.63% 28.00% 28.88% 30.88% 31.25% 14.0% 8.0% -10.0% -3.0% 17.0% 10.0% 3.0% 11.0% 16.0% 26.0% 31.0% 28.0% 15.0% 14.0% -1.0% 3.0% -8.0% 18.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 261.07 252.05 251.88 257.07 255.57 257.63 261.61 265.64 267.98 269.43 271.22 268.91 260.07 269.43 271.55 260.14 263.93 263.00 257.62 258.71 254.63 266.69 271.52 274.44 275.66 273.50 275.80 272.05 243.40 245.42 242.63 249.38 250.96 249.10 257.91 261.58 267.22 263.84 266.13 258.51 258.06 256.09 259.75 256.13 261.33 257.48 253.31 251.35 250.83 262.16 265.17 269.77 268.94 269.07 270.02 267.77 243.40 252.05 246.50 257.07 250.96 257.63 261.61 262.46 267.30 264.94 271.12 258.51 258.89 269.43 259.77 260.14 261.33 257.48 256.78 253.02 253.42 266.45 271.26 270.68 273.78 271.78 270.02 272.05 -6.0% -2.0% 8.0% 14.0% 5.0% 8.0% 10.0% 28.0% 20.0% -11.0% 7-15-88 7-22-88 7-29-88 8-5-88 8-12-88 8-19-88 8-26-88 9-2-88 9-9-88 9-16-88 9-23-88 9-30-88 10-7-88 10-14-88 10-21-88 10-28-88 11-4-88 11-11-88 11-18-88 11-25-88 12-2-88 12-9-88 12-16-88 12-23-88 12-30-88 1-6-89 1-13-89 1-20-89 26.0% 16.0% 23.0% 21.0% 26.0% 19.0% 28.0% 18.0% 17.0% 24.0% 20.0% 26.0% 13.0% 22.0% 26.0% 40.0% 35.0% 23.0% 30.0% 17.0% 19.0% 17.0% 24.0% 22.0% 24.0% 26.0% 36.0% 36.0% 37.0% 37.0% 58.0% 26.0% 54.0% 23.0% 49.0% 30.0% 48.0% 26.0% 53.0% 28.0% 40.0% 32.0% 43.0% 39.0% 52.0% 31.0% 46.0% 30.0% 53.0% 27.0% 44.0% 30.0% 49.0% 38.0% 46.0% 32.0% 51.0% 23.0% 38.0% 22.0% 46.0% 19.0% 56.0% 21.0% 34.0% 36.0% 44.0% 39.0% 47.0% 34.0% 44.0% 39.0% 54.0% 22.0% 46.0% 32.0% 54.0% 22.0% 51.0% 23.0% 44.0% 20.0% 47.0% 17.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 31.25% 29.75% 29.38% 28.50% 28.13% 26.38% 24.25% 22.13% 21.00% 22.00% 21.63% 22.25% 20.63% 21.00% 20.75% 23.50% 25.75% 25.63% 26.88% 25.75% 26.50% 25.88% 25.63% 23.38% 22.00% 22.38% 23.13% 25.50% - 11.0% -10.0% 0.0% -9.0% 0.0% -9.0% -4.0% -21.0% - 14.0% -6.0% -7.0% -4.0% -25.0% - 10.0% 3.0% 18.0% 16.0% 2.0% -6.0% -22.0% -15.0% -22.0% 2.0% -10.0% 2.0% 3.0% 16.0% 19.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 272.05 270.51 272.02 272.98 269.98 261.03 261.13 264.48 266.84 270.65 270.16 272.59 278.07 278.24 283.66 282.38 279.20 275.15 268.34 269.00 273.70 278.13 276.52 278.91 279.40 280.67 283.87 286.90 267.77 263.50 262.50 271.15 261.90 258.69 256.98 258.35 265.59 266.47 268.82 268.26 270.62 273.98 276.41 277.28 276.31 267.92 263.82 266.22 268.64 274.93 274.28 276.87 276.83 275.31 280.38 283.55 272.05 263.50 272.02 271.15 262.55 260.24 259.68 264.48 266.84 270.65 269.76 271.91 278.07 275.50 283.66 278.53 276.31 267.92 266.47 267.23 271.81 277.03 276.29 277.87 277.72 280.67 283.87 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 286.63 1-27-89 2-3-89 2-10-89 2-17-89 2-24-89 3-3-89 3-10-89 3-17-89 3-23-89 3-31-89 4-7-89 4-14-89 4-21-89 4-28-89 5-5-89 5-12-89 5-19-89 5-26-89 6-2-89 6-9-89 6-16-89 32.0% 33.0% 43.0% 42.0% 29.0% 29.0% 13.0% 28.0% 29.0% 18.0% 23.0% 25.0% 21.0% 31.0% 30.0% 38.0% 43.0% 48.0% 42.0% 43.0% 32.0% 49.0% 44.0% 31.0% 41.0% 45.0% 35.0% 52.0% 43.0% 41.0% 42.0% 45.0% 42.0% 51.0% 40.0% 40.0% 43.0% 38.0% 31.0% 27.0% 34.0% 37.0% 19.0% 23.0% 26.0% 17.0% 26.0% 36.0% 35.0% 29.0% 30.0% 40.0% 32.0% 33.0% 28.0% 29.0% 30.0% 19.0% 19.0% 21.0% 31.0% 23.0% 31.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 27.13% 29.13% 31.50% 34.00% 34.63% 35.00% 32.13% 31.13% 30.75% 28.88% 26.38% 24.25% 23.25% 23.50% 25.63% 26.88% 28.63% 32.38% 34.75% 37.00% 38.38% 13.0% 10.0% 17.0% 25.0% 3.0% -7.0% -22.0% -1.0% -1.0% -22.0% -9.0% -8.0% -7.0% 2.0% 0.0% 19.0% 24.0% 27.0% 11.0% 20.0% 1.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 293.82 297.47 299.63 296.76 295.98 291.18 294.81 299.44 291.33 294.87 297.16 301.36 309.61 309.64 309.12 313.84 321.24 321.98 325.52 326.95 326.24 284.50 294.99 292.02 291.81 287.13 287.11 292.88 292.69 288.98 290.57 295.29 297.11 301.72 306.75 307.61 305.19 315.28 318.32 319.05 322.03 320.08 293.82 296.97 292.02 296.76 287.13 291.18 292.88 292.69 288.98 294.87 297.16 301.36 309.61 309.64 307.61 313.84 321.24 321.59 325.52 326.69 321.35 American Association of Individual Investors 625 N. Michigan Ave., Chicago, IL. 60611; (312) 280-0170; www.aaii.com Bullish Bullish Bullish S&P 500 S&P 500 8-week Bull-Bear Bullish Average Average Weekly Weekly Bearish Total Spread Average +St. Dev. St. Dev. High Low S&P 500 Reported Date Weekly Close Bullish Neutral Total Mov Avg 6-26-87 7-17-87 7-24-87 7-31-87 8-7-87 8-14-87 8-21-87 8-28-87 9-4-87 9-11-87 9-18-87 9-25-87 10-2-87 10-9-87 10-16-87 10-23-87 10-30-87 11-6-87 11-13-87 11-20-87 11-27-87 12-4-87 12-11-87 12-18-87 12-24-87 12-31-87 36.0% 26.0% 56.0% 45.0% 66.0% 52.0% 42.0% 50.0% 60.0% 53.0% 44.0% 46.0% 37.0% 39.0% 44.0% 47.0% 31.0% 39.0% 27.0% 25.0% 23.0% 33.0% 28.0% 25.0% 50.0% 48.0% 15.0% 35.0% 28.0% 18.0% 17.0% 23.0% 29.0% 17.0% 26.0% 39.0% 30.0% 30.0% 23.0% 31.0% 41.0% 42.0% 46.0% 33.0% 45.0% 40.0% 52.0% 49.0% 14.0% 26.0% 29.0% 20.0% 6.0% 30.0% 41.0% 27.0% 11.0% 30.0% 30.0% 15.0% 33.0% 31.0% 33.0% 22.0% 28.0% 19.0% 27.0% 42.0% 32.0% 27.0% 20.0% 26.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 46.63% 49.63% 53.00% 51.50% 51.63% 48.00% 46.38% 46.63% 46.25% 42.63% 40.88% 38.75% 36.13% 34.38% 33.63% 31.63% 28.88% 22.0% 0.0% 27.0% 25.0% 60.0% 22.0% 1.0% 23.0% 49.0% 23.0% 14.0% 31.0% 4.0% 8.0% 11.0% 25.0% 3.0% 20.0% 0.0% -17.0% -9.0% 6.0% 8.0% -1.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 314.59 311.39 318.66 323.00 334.65 335.90 331.38 329.79 321.98 323.08 321.19 328.07 328.08 314.52 258.39 251.79 255.75 248.52 246.76 246.39 233.45 238.89 249.16 253.16 247.86 307.63 307.81 310.65 316.23 323.00 329.25 323.04 316.70 313.56 314.86 310.54 321.69 311.07 282.70 224.84 227.67 248.31 239.00 240.05 240.34 223.92 228.76 242.19 249.54 244.59 314.59 309.27 318.66 323.00 333.99 335.90 323.04 316.70 321.98 314.86 320.16 328.07 311.07 282.70 248.22 251.79 250.41 245.64 242.00 240.34 223.92 235.32 249.16 252.02 247.08 1-8-88 1-15-88 1-22-88 1-29-88 2-5-88 2-12-88 2-19-88 2-26-88 3-4-88 3-11-88 3-18-88 3-25-88 4-1-88 4-8-88 4-15-88 4-22-88 4-29-88 5-6-88 5-13-88 5-20-88 5-27-88 6-3-88 6-10-88 6-17-88 6-24-88 7-1-88 7-8-88 7-15-88 34.0% 34.0% 21.0% 26.0% 32.0% 32.0% 27.0% 30.0% 38.0% 43.0% 41.0% 45.0% 35.0% 33.0% 23.0% 23.0% 22.0% 38.0% 19.0% 23.0% 28.0% 26.0% 28.0% 29.0% 33.0% 45.0% 35.0% 26.0% 46.0% 40.0% 48.0% 45.0% 53.0% 46.0% 49.0% 51.0% 40.0% 40.0% 49.0% 38.0% 45.0% 48.0% 53.0% 57.0% 48.0% 42.0% 56.0% 52.0% 52.0% 62.0% 49.0% 50.0% 44.0% 38.0% 50.0% 37.0% 20.0% 26.0% 31.0% 29.0% 15.0% 22.0% 24.0% 19.0% 22.0% 17.0% 10.0% 17.0% 20.0% 19.0% 24.0% 20.0% 30.0% 20.0% 25.0% 25.0% 20.0% 12.0% 23.0% 21.0% 23.0% 17.0% 15.0% 37.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 29.25% 28.63% 27.88% 28.00% 29.13% 29.00% 28.88% 29.50% 30.00% 31.13% 33.63% 36.00% 36.38% 36.50% 36.00% 35.13% 33.13% 32.50% 29.75% 27.00% 26.13% 25.25% 25.88% 26.63% 28.00% 28.88% 30.88% 31.25% 14.0% 8.0% -10.0% -3.0% 17.0% 10.0% 3.0% 11.0% 16.0% 26.0% 31.0% 28.0% 15.0% 14.0% -1.0% 3.0% -8.0% 18.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 261.07 252.05 251.88 257.07 255.57 257.63 261.61 265.64 267.98 269.43 271.22 268.91 260.07 269.43 271.55 260.14 263.93 263.00 257.62 258.71 254.63 266.69 271.52 274.44 275.66 273.50 275.80 272.05 243.40 245.42 242.63 249.38 250.96 249.10 257.91 261.58 267.22 263.84 266.13 258.51 258.06 256.09 259.75 256.13 261.33 257.48 253.31 251.35 250.83 262.16 265.17 269.77 268.94 269.07 270.02 267.77 243.40 252.05 246.50 257.07 250.96 257.63 261.61 262.46 267.30 264.94 271.12 258.51 258.89 269.43 259.77 260.14 261.33 257.48 256.78 253.02 253.42 266.45 271.26 270.68 273.78 271.78 270.02 272.05 -6.0% -2.0% 8.0% 14.0% 5.0% 8.0% 10.0% 28.0% 20.0% -11.0% 7-15-88 7-22-88 7-29-88 8-5-88 8-12-88 8-19-88 8-26-88 9-2-88 9-9-88 9-16-88 9-23-88 9-30-88 10-7-88 10-14-88 10-21-88 10-28-88 11-4-88 11-11-88 11-18-88 11-25-88 12-2-88 12-9-88 12-16-88 12-23-88 12-30-88 1-6-89 1-13-89 1-20-89 26.0% 16.0% 23.0% 21.0% 26.0% 19.0% 28.0% 18.0% 17.0% 24.0% 20.0% 26.0% 13.0% 22.0% 26.0% 40.0% 35.0% 23.0% 30.0% 17.0% 19.0% 17.0% 24.0% 22.0% 24.0% 26.0% 36.0% 36.0% 37.0% 37.0% 58.0% 26.0% 54.0% 23.0% 49.0% 30.0% 48.0% 26.0% 53.0% 28.0% 40.0% 32.0% 43.0% 39.0% 52.0% 31.0% 46.0% 30.0% 53.0% 27.0% 44.0% 30.0% 49.0% 38.0% 46.0% 32.0% 51.0% 23.0% 38.0% 22.0% 46.0% 19.0% 56.0% 21.0% 34.0% 36.0% 44.0% 39.0% 47.0% 34.0% 44.0% 39.0% 54.0% 22.0% 46.0% 32.0% 54.0% 22.0% 51.0% 23.0% 44.0% 20.0% 47.0% 17.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 31.25% 29.75% 29.38% 28.50% 28.13% 26.38% 24.25% 22.13% 21.00% 22.00% 21.63% 22.25% 20.63% 21.00% 20.75% 23.50% 25.75% 25.63% 26.88% 25.75% 26.50% 25.88% 25.63% 23.38% 22.00% 22.38% 23.13% 25.50% - 11.0% -10.0% 0.0% -9.0% 0.0% -9.0% -4.0% -21.0% - 14.0% -6.0% -7.0% -4.0% -25.0% - 10.0% 3.0% 18.0% 16.0% 2.0% -6.0% -22.0% -15.0% -22.0% 2.0% -10.0% 2.0% 3.0% 16.0% 19.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 272.05 270.51 272.02 272.98 269.98 261.03 261.13 264.48 266.84 270.65 270.16 272.59 278.07 278.24 283.66 282.38 279.20 275.15 268.34 269.00 273.70 278.13 276.52 278.91 279.40 280.67 283.87 286.90 267.77 263.50 262.50 271.15 261.90 258.69 256.98 258.35 265.59 266.47 268.82 268.26 270.62 273.98 276.41 277.28 276.31 267.92 263.82 266.22 268.64 274.93 274.28 276.87 276.83 275.31 280.38 283.55 272.05 263.50 272.02 271.15 262.55 260.24 259.68 264.48 266.84 270.65 269.76 271.91 278.07 275.50 283.66 278.53 276.31 267.92 266.47 267.23 271.81 277.03 276.29 277.87 277.72 280.67 283.87 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 286.63 1-27-89 2-3-89 2-10-89 2-17-89 2-24-89 3-3-89 3-10-89 3-17-89 3-23-89 3-31-89 4-7-89 4-14-89 4-21-89 4-28-89 5-5-89 5-12-89 5-19-89 5-26-89 6-2-89 6-9-89 6-16-89 32.0% 33.0% 43.0% 42.0% 29.0% 29.0% 13.0% 28.0% 29.0% 18.0% 23.0% 25.0% 21.0% 31.0% 30.0% 38.0% 43.0% 48.0% 42.0% 43.0% 32.0% 49.0% 44.0% 31.0% 41.0% 45.0% 35.0% 52.0% 43.0% 41.0% 42.0% 45.0% 42.0% 51.0% 40.0% 40.0% 43.0% 38.0% 31.0% 27.0% 34.0% 37.0% 19.0% 23.0% 26.0% 17.0% 26.0% 36.0% 35.0% 29.0% 30.0% 40.0% 32.0% 33.0% 28.0% 29.0% 30.0% 19.0% 19.0% 21.0% 31.0% 23.0% 31.0% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 100% 27.13% 29.13% 31.50% 34.00% 34.63% 35.00% 32.13% 31.13% 30.75% 28.88% 26.38% 24.25% 23.25% 23.50% 25.63% 26.88% 28.63% 32.38% 34.75% 37.00% 38.38% 13.0% 10.0% 17.0% 25.0% 3.0% -7.0% -22.0% -1.0% -1.0% -22.0% -9.0% -8.0% -7.0% 2.0% 0.0% 19.0% 24.0% 27.0% 11.0% 20.0% 1.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 38.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 48.0% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 27.9% 293.82 297.47 299.63 296.76 295.98 291.18 294.81 299.44 291.33 294.87 297.16 301.36 309.61 309.64 309.12 313.84 321.24 321.98 325.52 326.95 326.24 284.50 294.99 292.02 291.81 287.13 287.11 292.88 292.69 288.98 290.57 295.29 297.11 301.72 306.75 307.61 305.19 315.28 318.32 319.05 322.03 320.08 293.82 296.97 292.02 296.76 287.13 291.18 292.88 292.69 288.98 294.87 297.16 301.36 309.61 309.64 307.61 313.84 321.24 321.59 325.52 326.69 321.35
