Forecasting is very much a learningbydoing discipline It sho
Forecasting is very much a learning–by–doing discipline. It should come as no surprise that at the end of the class I want you to undertake a forecast. The variable I want you to forecast is Gross Domestic Product (GDP) growth. I provide you with a data set giving you a rich set of observations related to the task at hand. The data includes GDP and its components as well as some interest rates. You should run any and all tests appropriate whether I suggest them or not. I want the forecast to run to the end of 2016. I will give you some specific requirements for the forecast and give you an opportunity to display some creativity of your own. You will provide me with the statistical output, do files, and your own interpretation as required. As always, ask me any questions as you have them.
1. I want you to run an appropriately specified VAR for GDP growth (gdp) and the difference in the 12–month treasury rate (d.t12). (a) (10 points) What tests did you run and what did they tell you? (b) (10 points) Provide me with regression output and explain what it tells you. (c) (10 points) Forecast out to the end of 2016 and report what the output tells you as well as providing me at least one graph.
2. For this question you will run an appropriately specified VAR of the components of GDP growth, not GDP growth, and the difference in the 12 month treasury rate. (a) (10 points) What tests did you run and what did they tell you? (b) (10 points) Provide me with regression output and explain what it tells you. (c) (10 points) Forecast out to the end of 2016 and report what the output tells you as well as providing me at least one graph
. 3. (20 points) Which of these two specifications provides a better forecast? On what do you base that conclusion? Provide me any output you feel relevant.
4. (20 points) I want you to run a specification with variables of your choice. Run any appropriate tests to arrive at the specification and explain the implications of the output to me. Show me your forecast results. How does this model compare to the forecasts from the first two efforts.
Use the program stata
| gdp | pce | pce_goods | pce_durables | pce_nondurables | pce_services | pdi | pdi_fixed | pdi_nonresidential | pdi_structures | pdi_equipment | pdi_intellectual | pdi_residential | exports |
| -0.4 | 6.8 | 7.4 | 8.6 | 7 | 5.9 | -27.3 | -10 | -6.1 | -2.1 | -8.3 | -4.9 | -18.5 | -4.9 |
| -0.4 | 1.3 | 2.7 | 5.7 | 1.9 | -0.9 | -11.3 | 13.6 | -7.1 | 2.7 | -12.8 | -0.2 | 76.7 | -18.8 |
| 6.5 | 0.1 | 1.5 | 28.7 | -5.1 | -2.1 | 103 | 37.2 | 11.6 | -5.6 | 25.3 | -7.9 | 102.4 | -38.2 |
| 6 | 2 | 0.6 | -2.1 | 1.3 | 4.4 | 47.8 | 13.4 | 25.3 | 8.6 | 38.4 | 3.5 | -5.1 | -17 |
| 6.7 | 4.7 | 3.7 | 2.7 | 4 | 6.4 | 27.1 | -0.6 | -12.7 | 11.6 | -24.1 | -6.1 | 25.3 | -32.4 |
| 2.2 | 0.6 | -0.4 | 6.8 | -2.4 | 2.1 | 4.2 | -4 | 1 | 12.5 | -5 | 0.2 | -12.1 | 9.8 |
| 0.4 | 3.2 | 2.7 | -5.5 | 5.3 | 4.1 | -17.8 | -4.5 | 9.6 | 5.8 | 13.4 | -2.7 | -26.2 | -13.4 |
| -5.4 | 0.7 | -0.6 | -7.1 | 1.5 | 2.5 | -47.8 | -20.6 | -17.5 | -7.3 | -23.1 | -14 | -26.4 | 57.3 |
| -1.3 | 6.2 | 9.1 | 39.4 | 1.1 | 2 | -43.5 | -11.6 | -14.1 | -9 | -18.2 | -1 | -6.5 | -3.5 |
| 4.5 | 0.9 | 2.1 | 20.5 | -3.4 | -0.8 | 37.5 | -0.7 | -17 | -16.6 | -19.7 | 3.4 | 38.8 | -29.4 |
| -3.5 | 6 | 9.3 | 16.9 | 6.7 | 1.2 | -18.3 | 15.3 | -4.9 | -10.5 | -4.3 | 18.5 | 58.4 | -43.9 |
| 16.9 | 6.8 | 8 | 16.3 | 5.2 | 5.1 | 134.4 | 27 | 12.1 | 20.5 | 7.1 | 14.4 | 52.7 | -6.4 |
| 12.7 | 6.8 | 4.3 | 3.4 | 4.7 | 10.5 | 50.2 | 40.4 | 37.7 | 21.7 | 53.3 | 6.3 | 44.2 | 5 |
| 16.3 | 22.1 | 33.5 | 134.2 | 7.1 | 6.3 | 39.1 | 31.6 | 37.5 | 25.3 | 50.2 | 1.9 | 23.7 | 10.7 |
| 8 | -11.5 | -19.5 | -41 | -8.6 | 2.6 | 61.4 | -7.7 | -0.6 | 10.7 | -6 | -3.9 | -17.4 | 36.5 |
| 5.6 | 10 | 9.1 | 13.2 | 7.5 | 11.4 | -35 | -13.7 | -10.1 | 1.3 | -16 | -10.5 | -19.1 | 21.6 |
| 7.1 | -10.8 | -18.8 | -46.2 | -5.7 | 2.7 | 9.6 | -16.7 | 4.9 | 14.3 | 0.7 | -4 | -43.6 | 45.5 |
| 8.5 | 4.7 | 4.5 | -7 | 8.7 | 5.1 | -26.4 | -5.7 | 4.7 | -2.4 | 9 | 7.7 | -23 | 10.2 |
| 0.9 | 2.4 | 3.3 | -1.3 | 4.8 | 1 | -28.3 | -3 | -6.4 | -14.5 | -3.8 | 17.5 | 3.9 | -3.7 |
| 4.3 | 0.9 | -1.9 | 2.3 | -3.3 | 5 | 10.8 | 6.3 | 3.9 | 0.5 | 2.2 | 39 | 10.9 | 23 |
| 0.8 | 8.1 | 9.3 | 8 | 9.6 | 6.4 | -26.9 | 6.9 | 6.5 | 2.9 | 5.7 | 30.6 | 7.6 | -37.2 |
| 2.9 | 2 | -0.4 | -21.7 | 7.2 | 5.4 | 23.2 | -20 | -27.7 | 3.4 | -47.3 | 29.2 | -3.8 | -28.1 |
| 13.8 | 14.9 | 21.8 | 88.8 | 6 | 5.8 | 32.1 | 34.1 | 40.5 | 16.2 | 60.5 | 33.3 | 23.4 | 2.8 |
| 7.7 | 4.8 | 5.4 | 14.2 | 2.5 | 4.1 | 8.9 | 17.3 | 23.5 | 12.6 | 31.6 | 18.8 | 6.6 | -6.6 |
| 3.2 | 2.5 | 0.8 | -2.3 | 1.8 | 4.9 | 2.3 | 3.1 | 4.1 | 7.9 | -0.6 | 19.6 | 1.3 | 2.5 |
| -2.2 | -0.9 | -3.3 | -2.4 | -3.6 | 2.4 | -8.1 | 0.7 | 9.3 | 2.2 | 14.2 | 8 | -14.1 | 17.1 |
| -5.9 | -2.6 | -2.4 | -10.7 | 0.6 | -2.9 | -25.9 | -3.4 | -3.6 | 7.2 | -11.1 | 4.9 | -3.2 | -12.5 |
| -1.9 | 1.5 | -0.2 | -11.9 | 3.9 | 3.8 | -2.8 | -5.5 | -10.1 | 4.1 | -20.6 | 4 | 4.4 | -16.8 |
| 0.4 | 5.3 | 4 | 20.8 | -1.1 | 7.1 | -0.9 | 6.5 | -3.5 | 2.8 | -8.6 | 2.6 | 28.8 | 71.1 |
| 4.6 | 5.6 | 4.3 | 1.7 | 5.2 | 7.1 | 20.7 | 16.1 | 10.6 | -0.9 | 20.4 | 3.5 | 26.7 | -12.2 |
| 8 | 8.6 | 11.6 | 26.9 | 6.9 | 4.9 | 18.7 | 9.1 | -0.5 | -1.7 | -0.9 | 5.9 | 27.5 | 19.6 |
| 11.9 | 9.3 | 12.8 | 41.1 | 4.2 | 4.8 | 46.4 | 16.2 | 7 | 13 | 3.7 | 3.6 | 32.8 | 15.8 |
| 6.7 | 7.9 | 11.8 | 23.5 | 7.6 | 3 | 26.5 | 17.7 | 25.9 | 10.3 | 40.4 | 11.1 | 5.9 | -9 |
| 5.5 | 5 | 5.7 | 13.6 | 2.7 | 4.1 | 6.3 | 9.4 | 21.3 | 13.9 | 27.5 | 15 | -8.2 | 28.9 |
| 2.4 | 5.1 | 2.8 | -10.1 | 8.4 | 8.2 | 9.6 | 1.6 | 12.5 | 10.3 | 12.2 | 22 | -15.8 | 1.8 |
| -1.5 | 0.7 | -1.7 | -17.1 | 4.6 | 3.9 | -10.9 | -6.5 | -4.8 | 13 | -18.4 | 20.1 | -9.8 | 20.4 |
| 3.3 | 1.3 | -0.6 | 0.6 | -1 | 3.9 | -3.1 | 4.2 | 7.4 | 15 | 0.9 | 16.5 | -2.1 | 29.8 |
| -0.3 | 0.9 | -1.6 | -6.9 | 0.3 | 4.3 | -3.5 | 0.2 | 4.1 | 2.6 | 4.1 | 9.7 | -7.3 | 13.9 |
| 6.7 | 5.6 | 5.8 | 13.4 | 3.2 | 5.3 | -3.6 | -1.9 | 0 | -0.9 | -1 | 9.3 | -5.8 | 19.2 |
| 2.6 | 2.8 | 3.8 | 7.6 | 2.4 | 1.5 | -6.1 | -0.3 | 2.2 | -3.4 | 7.4 | -4.1 | -5.4 | 28.7 |
| -0.9 | 0.7 | -1.4 | -9.1 | 1.5 | 3.5 | -0.4 | -3.4 | -0.8 | -0.3 | -1.5 | 0.7 | -9.1 | -11.3 |
| 4 | 3.2 | 3.4 | -2.7 | 5.7 | 2.9 | 9.5 | 4.2 | 8.3 | 0.1 | 14.9 | 4.9 | -5.2 | -10.8 |
| -4.1 | 0.2 | -3.1 | -4.6 | -2.6 | 4.4 | -27.4 | -6.5 | -8.9 | -2.3 | -14.9 | 2 | -0.5 | -11.4 |
| -10 | -5.4 | -9.2 | -24.1 | -3.6 | -0.5 | -24.4 | -20.7 | -23.1 | -7.3 | -36.3 | 1.1 | -14.8 | -34.2 |
| 2.7 | 3.3 | 1.2 | -6 | 3.7 | 5.9 | -7.8 | -9.5 | -14 | -12.6 | -19 | 5.9 | 1.4 | 1.9 |
| 9.6 | 6.7 | 7.8 | 8.5 | 7.5 | 5.6 | 34.4 | 6.2 | -4.1 | -8.8 | -4.1 | 10.7 | 32.1 | 1.3 |
| 9.7 | 5.5 | 8 | 15.5 | 5.6 | 2.6 | 38.7 | 25.9 | 15.9 | 6.3 | 23.4 | 14.7 | 48.6 | -1.2 |
| 7.7 | 7.5 | 9.6 | 23.5 | 5.3 | 5 | 23.6 | 25.7 | 13 | -1.4 | 23.9 | 12.7 | 53.4 | 29.2 |
| 10.1 | 6.3 | 6.5 | 15.9 | 3.3 | 6.1 | 34.9 | 12.9 | 12 | 13 | 12.5 | 7.2 | 14.7 | 14 |
| -0.8 | 4.2 | 3.2 | 8 | 1.5 | 5.5 | -23.4 | 4.3 | 11.2 | 12.4 | 13.7 | -1.9 | -7.3 | 13.3 |
| 1.6 | 0.4 | -3.2 | -17.8 | 2.5 | 4.9 | 13.7 | -4.6 | -1.1 | -3 | -0.8 | 3 | -10.9 | -10.3 |
| 9.2 | 3.9 | 4.1 | 13.5 | 1 | 3.6 | 46.7 | 14 | 14.6 | 17.8 | 14.6 | 6.6 | 12.9 | 60.4 |
| -1.5 | 5.2 | 5.7 | 9.4 | 4.4 | 4.5 | -32.4 | -7.1 | 6 | 4.8 | 6.9 | 5.2 | -28.9 | 27.9 |
| 1 | -1.6 | -2.5 | -3.1 | -2.3 | -0.5 | -1 | -8.3 | -6.8 | 0.8 | -16.2 | 17.7 | -11.4 | -9.7 |
| -4.8 | 0.5 | -2.4 | -9.7 | 0.3 | 3.9 | -37.5 | -0.8 | -0.9 | 16.1 | -13.4 | 9.3 | -0.4 | 8.6 |
| 2.7 | -0.1 | -3.7 | -20.3 | 2.4 | 4.1 | 10.8 | -3.3 | -5.6 | -1.8 | -12.4 | 12.2 | 1.6 | -2.7 |
| 7.7 | 6.1 | 6.2 | 8.6 | 5.5 | 6 | 31.1 | 6.7 | 9.2 | -6.5 | 20.6 | 13.4 | 1.6 | -5.5 |
| 6.8 | 2 | 2.6 | 10.1 | 0.3 | 1.2 | 34.9 | 9.9 | 4 | 0.2 | 5.6 | 7.7 | 23.7 | -2.2 |
| 8.4 | 8.3 | 9.2 | 20.9 | 5.5 | 7.2 | 6.8 | 13.3 | 12.7 | -2.1 | 26.3 | 4.6 | 14.3 | 13 |
| 7.4 | 4.3 | 4.8 | 8.9 | 3.4 | 3.8 | 23.4 | 7.9 | 8.3 | 7.7 | 10.8 | 0.6 | 7.2 | -1 |
| 4.4 | 5 | 4 | 11.2 | 1.6 | 6.1 | -3.1 | 11.8 | 11.3 | 15.4 | 10.5 | 4.5 | 13 | 44.3 |
| 3.9 | 3.3 | 3.1 | 2.9 | 3.2 | 3.5 | 7 | 3.3 | 5 | 11 | 1.5 | 4.6 | -0.3 | -20.6 |
| 1.6 | 5.8 | 6.4 | 18.9 | 2.3 | 5.1 | -11.2 | -1.2 | -1.5 | -9.3 | 1.2 | 9.4 | -0.6 | -8.4 |
| 4.5 | 2.7 | 3.8 | 8.2 | 2.2 | 1.6 | 22.8 | 5.3 | 1 | -13.2 | 7.6 | 13.6 | 14.9 | 9.7 |
| 5.3 | 3.9 | 3.4 | 8.8 | 1.4 | 4.5 | 6.5 | 19.1 | 13 | 20.4 | 8.3 | 14.5 | 31.9 | 55.7 |
| 8 | 5.6 | 4.1 | 5.1 | 3.7 | 7.2 | 12.9 | 10.2 | 11.4 | 2.8 | 18.4 | 7.4 | 7.9 | -19.7 |
| 2.9 | 3.4 | 1.4 | 6.5 | -0.5 | 5.6 | 4.9 | 12.5 | 12.2 | 8.4 | 16.6 | 4.9 | 13.2 | 21.6 |
| 8.9 | 8.1 | 9.6 | 16.5 | 7 | 6.6 | 15.8 | 14.6 | 8.7 | 10.8 | 10.2 | -1.6 | 26.9 | 26.9 |
| 4.8 | 7.2 | 8.7 | 10.9 | 7.9 | 5.7 | -1.4 | -0.7 | 9.7 | 14.2 | 8.5 | 4 | -18.5 | 6.8 |
| 5.5 | 7.6 | 9.7 | 13.9 | 8 | 5.3 | 9.7 | 6.7 | 13.5 | 13.8 | 14.9 | 7.6 | -6.3 | -3 |
| 1.4 | 1.1 | -2.9 | -11.7 | 0.8 | 5.6 | 3.9 | 3.6 | 8.8 | 3.2 | 12.4 | 8.9 | -6.9 | 12.4 |
| 10.2 | 9.2 | 13.7 | 42.8 | 3.9 | 4.7 | 43.9 | 19.3 | 28 | 22.1 | 34.2 | 18.8 | 2 | -36.7 |
| 5.6 | 4.5 | 2.9 | 0.6 | 3.9 | 6.2 | 1.1 | 11.8 | 15.5 | 30.9 | 7.4 | 13.7 | 3.5 | 99.1 |
| 8.4 | 7.1 | 8.4 | 14.4 | 6.1 | 5.6 | 14.7 | 11.3 | 15.4 | 4.3 | 23.2 | 13.9 | 1.9 | -21 |
| 9.8 | 11.7 | 16.3 | 18 | 15.7 | 7 | 2.7 | 9.6 | 17.3 | 19.7 | 16.5 | 14.4 | -7.6 | 32.3 |
| 10.3 | 6 | 7.7 | 20.4 | 2.9 | 4.2 | 36 | 15.8 | 17.8 | 9.8 | 23.9 | 14.5 | 10.4 | -6.8 |
| 1.6 | 1 | -2 | -15 | 3.8 | 4.4 | -5.8 | -3.9 | 6.8 | -7.5 | 14.9 | 12.3 | -27.7 | 18.7 |
| 2.9 | 4.6 | 5.9 | 13.8 | 2.9 | 3.3 | -2.9 | 0.4 | 5.4 | 9.2 | 1.8 | 11.4 | -12.6 | -14.2 |
| 3.5 | 1.7 | -0.8 | -0.2 | -1.1 | 4.4 | 2.4 | -10.2 | 0 | -12.9 | 5.8 | 10.4 | -35.8 | 13.9 |
| 3.7 | 2.4 | 1 | -7.4 | 4.6 | 3.8 | -9.5 | -7.4 | -6.3 | 4.2 | -15 | 7.3 | -10.6 | 7.9 |
| 0.3 | 5.6 | 7.2 | 18.3 | 3 | 3.9 | -13.7 | 10.3 | -0.9 | -10.9 | 4.4 | 2.9 | 54.7 | -3.6 |
| 3.5 | 2 | -1.2 | -3.2 | -0.4 | 5.5 | 12.2 | 4.9 | -0.7 | 4.3 | -5.4 | 7 | 23 | -9.4 |
| 3.3 | 2.5 | 1.6 | 1 | 1.8 | 3.4 | 8.9 | 12.6 | 8.3 | 0.6 | 13.4 | 7.1 | 25.3 | 11.9 |
| 8.4 | 9.9 | 13.4 | 27.3 | 8.1 | 6.3 | 8.3 | 9.2 | 12.3 | 8 | 16.1 | 7.6 | 1.2 | 12.1 |
| 6.9 | 6.2 | 6.1 | 8.8 | 5 | 6.4 | 16.2 | -1 | -4.8 | -3.4 | -9.3 | 10.6 | 10.1 | 8.2 |
| 2.9 | 7.7 | 10.2 | 19.3 | 6.5 | 5.2 | -10.5 | 6.4 | 5.6 | -2.6 | 10.3 | 7 | 8.3 | 25.6 |
| 1.8 | 1.8 | -0.6 | -2.3 | 0.1 | 4.5 | 4.4 | 9.8 | 11.4 | 8.4 | 14.6 | 5.8 | 5.7 | -5 |
| 6.4 | 4.6 | 5.5 | 7.8 | 4.5 | 3.6 | 25.7 | 11.6 | 10.6 | 6.3 | 15.4 | 2.8 | 14.1 | -40 |
| 1.3 | 2.6 | 0.3 | -1.1 | 0.9 | 5 | -2.3 | 2.1 | 4.4 | 3.2 | 4.2 | 8 | -3.7 | 124.5 |
| 2.5 | 1.9 | 0.7 | -1.1 | 1.5 | 3.2 | 8.4 | 5.9 | 9.4 | 20.2 | 5.3 | 2.9 | -3.1 | -9.2 |
| -1.7 | 3.2 | 1.4 | -1.5 | 2.7 | 5.1 | -18 | -8.6 | -2.1 | -2.8 | -3.3 | 4.3 | -24.8 | 14.6 |
| -0.7 | 2.5 | 0.6 | -6 | 3.5 | 4.4 | -11.4 | -2 | -2.8 | -3.1 | -2.8 | -2 | 0.2 | 3.5 |
| 0.7 | 1.9 | 1.1 | 4.7 | -0.3 | 2.6 | 0.9 | -8 | -2.6 | -4 | -1.7 | -2.7 | -22.3 | 18.8 |
| 3.6 | 3.6 | 2.5 | 1.5 | 2.9 | 4.6 | 6.7 | 6.9 | 1.4 | 1.5 | 2.5 | -2.7 | 25.2 | -1.3 |
| -4.1 | -1.1 | -4.2 | -24 | 4.7 | 2 | -19.6 | -0.1 | -13 | -4.6 | -19.5 | -6.3 | 46.8 | 3.7 |
| 11.2 | 7.9 | 13.5 | 50.3 | 1.6 | 2.8 | 55.4 | 8.5 | 3.3 | -1 | 6.9 | 0.4 | 22.4 | 1.5 |
| 2.3 | 3.7 | 3.3 | 9.4 | 0.9 | 4.1 | 11.8 | 15.9 | 5.5 | -1 | 10.1 | 4.6 | 44.3 | -0.8 |
| 3.2 | 3.2 | 2.6 | 11.1 | -0.8 | 3.8 | 4.9 | 7.1 | 1.8 | -1.4 | 2.8 | 5.3 | 19.7 | 17.5 |
| 1.2 | 6.8 | 7.2 | 18.2 | 2.8 | 6.4 | -10.3 | 10.9 | 8.4 | -1 | 14.5 | 9.1 | 16.3 | -29.6 |
| 7.3 | 5.4 | 3.8 | 9.5 | 1.3 | 6.9 | 29.1 | 18.2 | 13.4 | 10.9 | 16.1 | 9.1 | 28.8 | 49.6 |
| 9.6 | 7.9 | 11 | 10.4 | 11.3 | 5 | 24.7 | 7.1 | 6.7 | 2.3 | 9.4 | 6.9 | 7.8 | -11.1 |
| 3.7 | 6.3 | 7.1 | 10.7 | 5.6 | 5.5 | 5.8 | 4.6 | 6 | 0.9 | 9.9 | 3.4 | 1.8 | 26.4 |
| 6.8 | 9.7 | 12.3 | 22.9 | 7.8 | 7.3 | 2.5 | 18.7 | 20.6 | 6.5 | 34.3 | 5.3 | 14.9 | 18 |
| 10.2 | 7.5 | 9.9 | 28 | 2.4 | 5.2 | 25.6 | 16.6 | 17.9 | 13.7 | 24 | 4.7 | 14 | 32.7 |
| 4.6 | -0.2 | -3.8 | -4.6 | -3.3 | 3.5 | 18.2 | 3.1 | 15.7 | 13.1 | 19.8 | 6 | -19.2 | 20.7 |
| -2.2 | 1.4 | 0.1 | -3.5 | 1.9 | 2.7 | -13.7 | -1.2 | 6.3 | 9.4 | 5 | 4.5 | -16.1 | 1.3 |
| 3.8 | -1.2 | -3.9 | -9 | -1.6 | 1.5 | 15 | -3.4 | 3 | -3.6 | 6.6 | 5.2 | -16.9 | 21.1 |
| -3.3 | -3.5 | -6.4 | -9 | -5.3 | -0.6 | -21 | -7.7 | -0.4 | -2.2 | 0.3 | 0.8 | -23.6 | 5.2 |
| 1 | 1.4 | -1.2 | 2.2 | -2.6 | 4 | -1.6 | -4.9 | -0.7 | -1.6 | -0.7 | 1.7 | -15.2 | 20.9 |
| -3.8 | 1.7 | 1.3 | 2.3 | 0.9 | 2 | -19.2 | -6.4 | -4 | -16.2 | 1.9 | 4 | -12.7 | -19.9 |
| -1.6 | -5.7 | -15.3 | -33 | -7 | 4.1 | 2.4 | -19.8 | -10.1 | -4.7 | -15.3 | -0.1 | -42.8 | 10.9 |
| -4.7 | 3.4 | 2.9 | 8.8 | 0.8 | 3.8 | -50.5 | -20.8 | -20.9 | -19 | -26.1 | -2.4 | -20.7 | 2.9 |
| 3.1 | 6.8 | 8.8 | 8 | 9.2 | 5.1 | -11.4 | -4.5 | -9.3 | -14.2 | -8 | -2.3 | 11.8 | -11.2 |
| 6.8 | 5.8 | 10.2 | 27.4 | 4 | 2 | 34.8 | 10.1 | 4.3 | 2.3 | 5.1 | 6 | 29.1 | -6.6 |
| 5.5 | 4.3 | 2.8 | 12.2 | -1 | 5.8 | 11.6 | 8.2 | 4.9 | 0.3 | 6.1 | 10.4 | 18.3 | 24.6 |
| 9.3 | 8.2 | 12.2 | 21.6 | 8.4 | 4.8 | 44.5 | 17.3 | 8.9 | 11.2 | 5.3 | 17.9 | 43.7 | -2.8 |
| 3.1 | 3.7 | 4.9 | 1.8 | 6.3 | 2.7 | 16.8 | 6.8 | 5.4 | -1.2 | 7.8 | 11.1 | 10.2 | 4.1 |
| 2 | 4.3 | 3.6 | 4.6 | 3.1 | 5 | 1.4 | 4.6 | 9 | 4.1 | 11.4 | 10.7 | -6.1 | 12.2 |
| 3 | 5.3 | 4.9 | 6.5 | 4.3 | 5.7 | 3 | 20.4 | 7.9 | 1.3 | 11.8 | 7.8 | 57.9 | 4.1 |
| 4.7 | 4.7 | 4.4 | 15.5 | -0.3 | 4.9 | 19.9 | 14.5 | 15.4 | -1.4 | 28.3 | 4.5 | 12.4 | -6.3 |
| 8.1 | 2.2 | 3 | 9.8 | 0 | 1.6 | 31.9 | 22.5 | 11.5 | 15.8 | 10.6 | 6.8 | 51.7 | 11.2 |
| 7.3 | 3.9 | 3.3 | 6 | 2 | 4.4 | 21.8 | 5.2 | 8.2 | 6.2 | 10.3 | 4.2 | -1.2 | 3.2 |
| 0 | 6.2 | 8.8 | 8.7 | 8.9 | 3.9 | -9.7 | 7.1 | 12.8 | 2.9 | 20.4 | 3.8 | -4.7 | -12.2 |
| 1.4 | 2.3 | -2.2 | -10.2 | 1.7 | 6.5 | 8 | 3.6 | 3.5 | -0.8 | 5.8 | 3.2 | 3.8 | 9.8 |
| 16.5 | 8.8 | 12 | 33.3 | 3.1 | 6.1 | 28.6 | 30.3 | 34.8 | 45.2 | 35.3 | 12.7 | 20.6 | 48.7 |
| 4 | 1.7 | 0.3 | -5.3 | 3.1 | 2.9 | 12.2 | 11.3 | 14.3 | 29.1 | 8 | 11.2 | 4.7 | 4.5 |
| 5.5 | 3.2 | 4.6 | 3.2 | 5.3 | 2.1 | 9.6 | 9 | 13.6 | 17.8 | 11.2 | 14.5 | -0.8 | 16.8 |
| 0.8 | 2 | -0.3 | -4.7 | 1.8 | 4.1 | 0.7 | 3.6 | 9.5 | -2.2 | 15.2 | 14.9 | -9.4 | 0.3 |
| 0.5 | -0.2 | -3.3 | -8.7 | -0.8 | 2.5 | -0.4 | -2.3 | -0.4 | 5.9 | -5.6 | 9.2 | -6.9 | 1.1 |
| 2.9 | 4 | 6.8 | 11.6 | 4.8 | 1.6 | -6.6 | 7.2 | 12.3 | 20 | 9.1 | 8.6 | -4.8 | 15.2 |
| 1 | 1.1 | -1.7 | -9.9 | 2.1 | 3.5 | -6.9 | -3.7 | 1.1 | 12.8 | -6.1 | 5 | -15.1 | 27.6 |
| 1.3 | -0.6 | -2 | -6.2 | -0.2 | 0.6 | -2.7 | -5.2 | 4.4 | 6.3 | 2.9 | 5.8 | -27.4 | 11.7 |
| -7.9 | -8.7 | -15.5 | -36.6 | -5.3 | -2.5 | -29.9 | -29 | -17.2 | -8.5 | -25.7 | -0.3 | -56 | 7.7 |
| -0.6 | 4.4 | 4.2 | 19 | -1 | 4.6 | -23.9 | 5 | 2.7 | 2 | 3.1 | 3 | 12.9 | -0.8 |
| 7.6 | 5.4 | 4.6 | 12.8 | 1.6 | 6.1 | 42.9 | 16 | 8.7 | 12.3 | 6.1 | 10.6 | 42.9 | -2.4 |
| 8.5 | 2.1 | 5.9 | 11.8 | 3.6 | -0.9 | 42.6 | 3.8 | 8.5 | -0.2 | 11.4 | 21.2 | -9.4 | 7.8 |
| -2.9 | -0.1 | -3.2 | -14.7 | 1.8 | 2.6 | -15.6 | 3.2 | 8.4 | 15.9 | 3.3 | 9.5 | -12.1 | 2.2 |
| 4.7 | 1.6 | 4.1 | 12.7 | 0.9 | -0.4 | 24.4 | 0.1 | 9.5 | 10.5 | 9.1 | 7.9 | -27.6 | -8.2 |
| -4.6 | -3 | -7 | -25.8 | 1.5 | 0.4 | -13.5 | -1.5 | 9.4 | 32.8 | -5.3 | 10.3 | -35.7 | 1.9 |
| -6.5 | 2.7 | 4.1 | 13.4 | 0.7 | 1.6 | -34 | -12.2 | -10 | -12.1 | -12.7 | 6.4 | -21.2 | -16.2 |
| 2.2 | 1.5 | -0.1 | 1.5 | -0.7 | 2.7 | -0.5 | -12.1 | -12.1 | -12.4 | -16.3 | 4 | -12.3 | 2.4 |
| -1.4 | 3.1 | 2.1 | 3.3 | 1.7 | 3.9 | -3.7 | -9.3 | -11.1 | -20.3 | -7.9 | 3 | -0.4 | -16.6 |
| 0.4 | 7.5 | 8.3 | 19.5 | 4.2 | 6.9 | -27.5 | 0.2 | -6.7 | -8.8 | -7.4 | 0.2 | 35.7 | -17.1 |
| 5.3 | 4 | 2.1 | 4.1 | 1.3 | 5.3 | 14.7 | 9.4 | -5.8 | -15.3 | -2.6 | 7.6 | 88.6 | 6.6 |
| 9.4 | 8.1 | 12.3 | 32.5 | 4.8 | 5.2 | 40.5 | 16 | 5.7 | -17.7 | 21.9 | 13.7 | 55.4 | 1.2 |
| 8.1 | 7.2 | 9.2 | 16.3 | 6.2 | 5.8 | 27.5 | 24.4 | 18 | 9.7 | 24.6 | 14.6 | 45.2 | 6.2 |
| 8.5 | 6.5 | 9.8 | 21.2 | 5 | 4.1 | 45 | 24.3 | 26.5 | 11.6 | 40.1 | 16.2 | 18 | 8.3 |
| 8.2 | 3.4 | 5.5 | 16 | 1 | 1.9 | 44.6 | 13.1 | 13.3 | 24.8 | 7.1 | 13.2 | 12.5 | 8.6 |
| 7.2 | 5.8 | 9.2 | 9.6 | 9 | 3.4 | 13.6 | 16.6 | 20 | 21.6 | 21.2 | 13.2 | 7.2 | 10.3 |
| 4 | 3.1 | 0.3 | 0.1 | 0.3 | 5.3 | 8.9 | 8.2 | 12.9 | 13.2 | 13.1 | 11.3 | -4.6 | 9.1 |
| 3.2 | 5.4 | 6.4 | 13.6 | 3.1 | 4.7 | -5.1 | 7.3 | 9.7 | 4.2 | 12.3 | 12.7 | 0.4 | 8.4 |
| 4 | 7 | 6.3 | 14.6 | 2.5 | 7.5 | -10.5 | 3.7 | 4.6 | 18.1 | -3.5 | 6 | 1 | 1 |
| 3.7 | 3.8 | 3.7 | 4.8 | 3.2 | 3.9 | 7 | 5.2 | 5.9 | -0.2 | 9 | 8.5 | 3.4 | -0.9 |
| 6.4 | 7.9 | 11.1 | 28.2 | 3.3 | 5.7 | -2.7 | -1.6 | -4.5 | -8 | -5.4 | 5.5 | 7.7 | -5.7 |
| 3 | 1 | -2.4 | -13.1 | 3.6 | 3.5 | 15.6 | 7.8 | 7.4 | 5.1 | 7.7 | 11 | 9 | 12.5 |
| 3.8 | 3.4 | 6.2 | 8.4 | 5.2 | 1.5 | -0.1 | 1.1 | -3.9 | -9.6 | -3.9 | 7.1 | 17.3 | 13.2 |
| 1.9 | 4.5 | 7.3 | 14.9 | 3.6 | 2.6 | -6.8 | 0.1 | -7.9 | -32.7 | 5 | 6.4 | 25 | 4.4 |
| 4.1 | 7.4 | 13 | 38.7 | 0.8 | 3.7 | -10.3 | -1.8 | -4.5 | -13.5 | -2.3 | 4 | 5.6 | 9.5 |
| 2.1 | 2.6 | -0.3 | -6.2 | 3.3 | 4.6 | 1.2 | 3.1 | 3.9 | 2.5 | 4.6 | 4.1 | 1.1 | 15.8 |
| 2.8 | 0.1 | -7.9 | -21.7 | 0.5 | 6 | 11.2 | -6.7 | -9.1 | -9 | -13.1 | 2.6 | -0.7 | 0.3 |
| 4.6 | 5.7 | 7.9 | 17.4 | 3.1 | 4.2 | 0.2 | 6.3 | 8.3 | 4.8 | 12.2 | 3.2 | 1.4 | 17.5 |
| 3.7 | 4.7 | 6.1 | 17.6 | 0.3 | 3.8 | 0.1 | 7.1 | 11.6 | 17.7 | 11 | 4.7 | -3.3 | 18.5 |
| 6.8 | 0.8 | -3.5 | -10.4 | 0.5 | 3.9 | 30.2 | -0.2 | -0.5 | 7.8 | -7.2 | 6.5 | 0.7 | 15.8 |
| 2.3 | 7.3 | 9.8 | 20.3 | 4.4 | 5.7 | -17.9 | 0.2 | 3.2 | -14.3 | 13.1 | 6.1 | -6.9 | 24.2 |
| 5.4 | 3 | 2.1 | 0.1 | 3.2 | 3.6 | 9.9 | 8.1 | 9.3 | 8.6 | 10.3 | 7.4 | 5 | 11.7 |
| 2.3 | 3.5 | -0.1 | -5.1 | 2.8 | 5.9 | 2.2 | 1.9 | 2.5 | -5.3 | 4.4 | 9.2 | 0.2 | 8.1 |
| 5.4 | 4.7 | 6.5 | 10.8 | 4.2 | 3.5 | 6.3 | 4.8 | 5.7 | -1 | 5.2 | 16.9 | 2.6 | 12.8 |
| 4.1 | 1.9 | 0.6 | -1.8 | 1.8 | 2.7 | 14.2 | 3.6 | 6.5 | 6.6 | 4.9 | 10.6 | -3.8 | 12.5 |
| 3.2 | 1.9 | 2.3 | 5.4 | 0.6 | 1.7 | -3.8 | 0.5 | 5.6 | -4.4 | 8.9 | 11.1 | -12 | 18.7 |
| 3 | 4 | 5.9 | 9.4 | 4.1 | 2.8 | -3.5 | 7.2 | 10.6 | 14.8 | 8.1 | 11.9 | -1.8 | 4.1 |
| 0.9 | 1.8 | -1.3 | -11.6 | 4.6 | 3.9 | -2.9 | -5 | -3.9 | -2.4 | -10.5 | 12 | -8.2 | 6.2 |
| 4.4 | 3.5 | 5.5 | 18 | -0.5 | 2.2 | 4 | 4.8 | 5.2 | 9.1 | 1.9 | 8.2 | 3.6 | 18.5 |
| 1.6 | 1.3 | -4.2 | -12.6 | 0.4 | 5 | 0.1 | -7.7 | -5.1 | -1.9 | -11.6 | 7.3 | -14.9 | 5.1 |
| 0.1 | 1.6 | -0.9 | -4 | 0.6 | 3.3 | -7.6 | -3.3 | 2.8 | -1.4 | 5.8 | 1.3 | -19.8 | 3.1 |
| -3.4 | -3 | -6.2 | -10.6 | -4 | -0.9 | -20.5 | -9.8 | -6 | -16.8 | -5.8 | 8.1 | -21.2 | 3.6 |
| -1.9 | -1.4 | -3.4 | -10.6 | 0.2 | -0.1 | -12.7 | -10.6 | -7.8 | -8.3 | -13.6 | 6.6 | -19.5 | 2.5 |
| 3.1 | 3.4 | 2.3 | 2 | 2.4 | 4.1 | 0 | 1.2 | -2 | -10.5 | -2.5 | 9.4 | 12.9 | 15.4 |
| 1.9 | 2 | 2.4 | 6.3 | 0.7 | 1.7 | 8.2 | 0.5 | -3.4 | -23.6 | 6.2 | 1.5 | 14.2 | 9.8 |
| 1.8 | -0.1 | -4.4 | -6.4 | -3.4 | 2.5 | 15 | 1.7 | -0.2 | -8 | -1.9 | 11.5 | 8.1 | 9.3 |
| 4.8 | 7.7 | 9.4 | 16.6 | 6.1 | 6.8 | -7.2 | 4.5 | -1.5 | -5.1 | -3.1 | 5.4 | 24.9 | 7.4 |
| 4.5 | 2.8 | 2.1 | 2.8 | 1.7 | 3.2 | 24.7 | 13.9 | 13.7 | 0.1 | 25.2 | 5.5 | 14.4 | 0.2 |
| 4 | 4.4 | 4.4 | 8.8 | 2.4 | 4.4 | 3.3 | 4.7 | 6.3 | 3.7 | 9.4 | 2.7 | 0.2 | 8.8 |
| 4.1 | 4.8 | 5.4 | 8.2 | 4.1 | 4.5 | 12.8 | 12.3 | 11 | 5.4 | 15.6 | 7 | 16.2 | 2 |
| 0.7 | 1.5 | 1.6 | 3.9 | 0.4 | 1.5 | 9.7 | 3 | 4 | -5.2 | 7.8 | 4.9 | 0.3 | 0.9 |
| 2.4 | 3.6 | 6.6 | 13.6 | 3.2 | 2 | 2.3 | 7.4 | 8 | -6.5 | 17 | 3.9 | 5.4 | 4.9 |
| 2 | 4.5 | 4.2 | 4.5 | 4 | 4.7 | -2.7 | 6.5 | 3.3 | 1 | 4.7 | 2.4 | 15.8 | -1.1 |
| 5.4 | 3.6 | 5.2 | 10 | 2.8 | 2.7 | 22.7 | 17 | 15.2 | 12.7 | 23.9 | -0.1 | 22.1 | 13.5 |
| 4 | 4.7 | 7 | 9.9 | 5.5 | 3.4 | 16.3 | 5 | 4.6 | -12 | 11.8 | 5 | 6.1 | 4 |
| 5.6 | 3.1 | 3.6 | 4.4 | 3.2 | 2.9 | 21.1 | 8.3 | 6.3 | 17.7 | 2.4 | 5.4 | 13.6 | 14.2 |
| 2.4 | 3.1 | 3.8 | 4.3 | 3.5 | 2.8 | -6.4 | 3.3 | 6.9 | -2.7 | 10.8 | 7.4 | -5.8 | 15.8 |
| 4.6 | 4.4 | 7.9 | 14.8 | 4.3 | 2.4 | 17.5 | 10 | 16.5 | 5.6 | 26.3 | 5.4 | -6 | 9.6 |
| 1.4 | 1.1 | -2 | -8 | 1.4 | 2.9 | 4.4 | 8.8 | 15.7 | 11.6 | 22.1 | 5.5 | -8.8 | 7.9 |
| 1.4 | 3.6 | 2.7 | 4.1 | 2 | 4.2 | -8 | -0.2 | 3.9 | 10 | -0.6 | 9.8 | -11.8 | 5.7 |
| 3.5 | 3.7 | 4.9 | 11.8 | 1.4 | 3 | -2.4 | 5.8 | 2.7 | 1.3 | 0.7 | 8.7 | 15.7 | 18.5 |
| 2.9 | 2.8 | 3.8 | 7.1 | 2.1 | 2.3 | 10.3 | 8.1 | 8.2 | -3.4 | 11.8 | 11.1 | 8 | 5.8 |
| 2.6 | 3.8 | 3.2 | 4.4 | 2.6 | 4.1 | 6.3 | 10.5 | 10.3 | 7.6 | 10.4 | 12.5 | 10.8 | 4.9 |
| 7.2 | 4.4 | 8 | 13.4 | 5.2 | 2.4 | 20.8 | 13.1 | 11.3 | 9 | 12.2 | 11 | 18.6 | 6.7 |
| 3.8 | 2.4 | 2.9 | 2.9 | 2.9 | 2.2 | 19.7 | 9.4 | 13.2 | 4.9 | 17 | 12.2 | -0.8 | 3.3 |
| 4.3 | 3.2 | 4.9 | 8 | 3.3 | 2.2 | -0.1 | 6.5 | 10.4 | 23 | 5 | 12.3 | -4.5 | 27.4 |
| 3.1 | 4.3 | 5.5 | 11.3 | 2.5 | 3.6 | 8.9 | 7.5 | 9.4 | 2.4 | 8.1 | 19.2 | 2.1 | 7.8 |
| 6.2 | 1.8 | -0.3 | -1.3 | 0.2 | 3.1 | 24 | 7.9 | 8.7 | -3.6 | 13.9 | 9 | 5.7 | 17 |
| 5.2 | 7 | 10.9 | 19 | 6.6 | 4.9 | 7.4 | 15.1 | 19 | 17.9 | 23.2 | 11.3 | 3.9 | 9.6 |
| 3.1 | 4.8 | 5.6 | 10.6 | 2.8 | 4.4 | 5.8 | 3.1 | 2.7 | 2.2 | -0.9 | 11.5 | 4.3 | -0.6 |
| 4 | 4.2 | 3 | 3.3 | 2.9 | 4.8 | 19 | 12.1 | 13.3 | -3.6 | 22.6 | 10.4 | 8.6 | 1.8 |
| 3.9 | 7.3 | 10.8 | 21.8 | 4.9 | 5.3 | -2.7 | 14.1 | 13.9 | 23 | 12.2 | 10 | 14.6 | -4.3 |
| 5.3 | 5.4 | 6.1 | 11.9 | 2.9 | 4.9 | 11.1 | 7.7 | 6.2 | -1 | 6.2 | 12.7 | 12.2 | -1.8 |
| 6.7 | 6 | 12.7 | 25.8 | 5.5 | 2.4 | 11.8 | 11.4 | 12 | -1.2 | 19 | 10.1 | 9.7 | 15.8 |
| 3.8 | 4.2 | 5 | 0.9 | 7.6 | 3.8 | 11.9 | 7.1 | 9.1 | -1.1 | 12.3 | 11.3 | 1.5 | -1.7 |
| 3.4 | 6.4 | 9.7 | 20.5 | 3.8 | 4.5 | 0.4 | 9.8 | 10.9 | -4.1 | 15 | 16 | 6.4 | 4.3 |
| 5.2 | 4.9 | 4.8 | 9.9 | 1.9 | 4.9 | 10.4 | 9.5 | 11.7 | -0.2 | 14.2 | 16.6 | 3 | 10.2 |
| 7.1 | 5.7 | 7 | 4.9 | 8.4 | 4.9 | 12.3 | 1.9 | 1.5 | 4.2 | -2.6 | 7.4 | 3 | 11.3 |
| 1.2 | 6.2 | 6.1 | 24.3 | -3.5 | 6.3 | -3.6 | 11.6 | 15 | 8.7 | 19.3 | 12.1 | 2 | 6.5 |
| 7.8 | 3.8 | 2.1 | -7.2 | 8.2 | 4.7 | 26.1 | 9.3 | 13.3 | 17.8 | 15.6 | 5.8 | -2 | 11.3 |
| 0.5 | 4 | 4.2 | 7 | 2.7 | 3.9 | -4.9 | 1.6 | 4.3 | 14.8 | 1.4 | 2.1 | -6.1 | 9.8 |
| 2.1 | 3.6 | 3.5 | 2.8 | 3.9 | 3.6 | 0.2 | 0.9 | 1.1 | 1.4 | -0.8 | 4.2 | 0.4 | -3.1 |
| -1.1 | 1.4 | 0.9 | 6.7 | -2.4 | 1.7 | -17.2 | -2 | -3.2 | -10.8 | -3 | 2.9 | 1.7 | -5.1 |
| 2.1 | 1.1 | 1.1 | -0.3 | 1.9 | 1.1 | -1.4 | -5.2 | -8.8 | 2.2 | -15.6 | -4.5 | 6.3 | -12.4 |
| -1.2 | 1.4 | 2.9 | 4.7 | 1.9 | 0.5 | -6.9 | -3.2 | -5.1 | 3.2 | -10 | -3.3 | 2.5 | -19.1 |
| 1 | 6 | 15.2 | 37.7 | 3.4 | 1.3 | -18.2 | -8.9 | -11.1 | -33.1 | -1.6 | -6 | -2.5 | -10.6 |
| 3.8 | 1.3 | -1 | -4.8 | 1.5 | 2.6 | 15.1 | -2.3 | -7.9 | -19.6 | -6.6 | -0.3 | 13.8 | 6.5 |
| 2.2 | 2.1 | 1.6 | 4 | 0.2 | 2.4 | 4.1 | -1 | -5.2 | -20.2 | -4.5 | 5.9 | 10.3 | 11.6 |
| 1.9 | 2.9 | 5.1 | 12.3 | 1 | 1.7 | -0.1 | -1.3 | -2.3 | -17.6 | 0.9 | 4 | 1.2 | 3.1 |
| 0.2 | 1.7 | 1.1 | -5.4 | 5.3 | 2 | -0.7 | -1.3 | -4.7 | -5.5 | -6.1 | -2 | 7.4 | -3.6 |
| 2 | 2 | 2.2 | 1.2 | 2.8 | 1.9 | 3.4 | 2.9 | 1 | -2.8 | 0.2 | 4.8 | 7.5 | -3.9 |
| 3.8 | 4.6 | 8.9 | 19.7 | 2.9 | 2.3 | 2.1 | 8.9 | 10 | 11 | 14.1 | 3.3 | 6.5 | -1.4 |
| 6.9 | 5.9 | 11.8 | 19.1 | 7.6 | 2.9 | 14.9 | 13.3 | 8.3 | -1.7 | 12.3 | 9.1 | 25 | 11.3 |
| 4.6 | 3 | 3.7 | 5.2 | 2.8 | 2.6 | 14.9 | 8 | 5.9 | 0.5 | 8 | 6.2 | 12.4 | 19.7 |
| 2.4 | 4.2 | 4.4 | 6.8 | 3.1 | 4 | 0.2 | -1.4 | -4.4 | -8.1 | -6.4 | 1.6 | 4.8 | 10 |
| 3.1 | 2.5 | 2.2 | 4 | 1.2 | 2.6 | 15.1 | 10.6 | 9.2 | 2.3 | 16.5 | 2.8 | 13.4 | 5.7 |
| 3.6 | 3.9 | 4.9 | 8 | 3.1 | 3.3 | 6.3 | 8.4 | 11.3 | 6.3 | 14.5 | 9.7 | 2.9 | 2.8 |
| 3.4 | 4.2 | 4.4 | 5.8 | 3.7 | 4.1 | 8.3 | 7.7 | 8.8 | -0.1 | 12.8 | 8.7 | 5.6 | 9.8 |
| 4.5 | 3.3 | 4.9 | 4.3 | 5.2 | 2.4 | 11.9 | 6.6 | 5 | 5.2 | 3.6 | 7.4 | 9.8 | 4.7 |
| 2.2 | 4.2 | 5.4 | 11.8 | 1.7 | 3.6 | -5 | 6.5 | 5.9 | -2 | 9 | 6.7 | 7.6 | 8.8 |
| 3.3 | 3 | 2.2 | 4.6 | 0.9 | 3.4 | 4.2 | 6.5 | 7.5 | -2.1 | 14.3 | 4.1 | 4.5 | 0.2 |
| 2.2 | 1.5 | 0.4 | -10.3 | 7 | 2.1 | 12.6 | 0.8 | 1.6 | 3.6 | 2.7 | -1.5 | -0.9 | 11.1 |
| 4.9 | 4.6 | 8.2 | 17.4 | 3.3 | 2.7 | 5.4 | 8.6 | 15.6 | 15.5 | 22.7 | 4.7 | -3.7 | 16.2 |
| 1.3 | 2.1 | 0.7 | -0.4 | 1.3 | 2.9 | -2.6 | -3.5 | 5.1 | 12.5 | 1.4 | 5.9 | -18.6 | 7.5 |
| 0.3 | 2.4 | 3.3 | 5.6 | 2 | 2 | -4 | -4 | 4.9 | 7.3 | 1.1 | 9.7 | -20.5 | -0.9 |
| 3.2 | 4 | 6.3 | 5.4 | 6.8 | 2.7 | -9.1 | -4 | 2.6 | -0.5 | 1.6 | 7.2 | -17.4 | 17.4 |
| 0.3 | 2.4 | 2.2 | 4.6 | 0.8 | 2.5 | -3.6 | -0.7 | 7 | 15.2 | 5.1 | 3.7 | -17 | 6 |
| 3.1 | 1.3 | 1.5 | 5.9 | -0.8 | 1.2 | 5.6 | 1 | 8.1 | 23.5 | 4.6 | 1.4 | -15.1 | 7.2 |
| 2.7 | 1.6 | 1.9 | 4.5 | 0.5 | 1.4 | -2.5 | -2.4 | 6.3 | 20.1 | 2.1 | 1.6 | -23.2 | 14.8 |
| 1.5 | 0.6 | 0.3 | 1.6 | -0.3 | 0.7 | -7.7 | -3.4 | 6.9 | 10.1 | 4.1 | 8.6 | -29.3 | 11.4 |
| -2.7 | -0.8 | -5.3 | -10.9 | -2.2 | 1.7 | -12.8 | -7.1 | 0.1 | 1.7 | -4.6 | 6.6 | -27.9 | 5.1 |
| 2 | 0.8 | 1.4 | -1.2 | 2.8 | 0.4 | -6.9 | -5.5 | -2.3 | 6.6 | -9.7 | 1.5 | -16.4 | 11.9 |
| -2 | -3.1 | -7.4 | -11.7 | -5.2 | -0.8 | -10.7 | -12.1 | -10.4 | -2.9 | -19 | -3.6 | -18.3 | -3.4 |
| -8.3 | -4.6 | -12.8 | -25.8 | -5.9 | -0.3 | -31.1 | -23.9 | -21.4 | -9.5 | -38.4 | -4 | -33.3 | -21.7 |
| -5.4 | -1.3 | 0.4 | 0.7 | 0.3 | -2.2 | -38.7 | -27.4 | -26 | -26.8 | -37.9 | -6.3 | -33.2 | -28.2 |
| -0.4 | -1.7 | -2.7 | -2.4 | -2.9 | -1.2 | -22.1 | -14.2 | -12.3 | -27.1 | -13 | 4.3 | -21.9 | 0.7 |
| 1.3 | 2.5 | 7.3 | 20.6 | 1.5 | 0.3 | -3.4 | -0.5 | -5 | -24.4 | 5.3 | 1.1 | 21 | 14 |
| 3.9 | 0 | -0.9 | -7 | 2 | 0.5 | 36.2 | -2.8 | -3.6 | -30 | 7.7 | 6.6 | 0.3 | 23.4 |
| 1.6 | 2.1 | 4 | 5.4 | 3.4 | 1.2 | 13.6 | 0.8 | 4.2 | -25 | 31.2 | -1.6 | -12.2 | 6.4 |
| 3.9 | 3.3 | 5.2 | 12.5 | 1.9 | 2.4 | 22.3 | 13.6 | 11.4 | 11.8 | 23.3 | -2 | 23.2 | 9.5 |
| 2.8 | 2.8 | 3.8 | 6.7 | 2.5 | 2.2 | 13.7 | -0.4 | 8.3 | -5.8 | 18 | 6.1 | -30.7 | 10.9 |
| 2.8 | 4.3 | 7.6 | 12.9 | 5.2 | 2.6 | -3.5 | 8.5 | 8.6 | 7.7 | 11.8 | 5 | 7.9 | 12.4 |
| -1.3 | 2.1 | 2.7 | 5.4 | 1.4 | 1.8 | -7.5 | -0.5 | -0.9 | -29.8 | 12 | 3.7 | 1.7 | 3.8 |
| 3.2 | 1.5 | 0.2 | -0.8 | 0.7 | 2.1 | 14.2 | 8.6 | 9.9 | 33.7 | 4.3 | 4.9 | 2.7 | 4.9 |
| 1.4 | 2.1 | 1.2 | 5.2 | -0.5 | 2.5 | 2.5 | 14.8 | 16.7 | 28.4 | 20.3 | 5.3 | 6.1 | 7 |
| 4.9 | 2.4 | 5 | 13.5 | 1.3 | 1.1 | 31.9 | 10 | 9.5 | 14.4 | 10.2 | 5.5 | 12.2 | 2.7 |
| 3.7 | 2.9 | 4.6 | 9.8 | 2.2 | 2.1 | 10.5 | 8.6 | 5.8 | 7 | 8.3 | 1.3 | 23 | 4.2 |
| 1.2 | 1.9 | 2.2 | 2.9 | 1.8 | 1.7 | -1.6 | 4.7 | 4.5 | 6.9 | 5.3 | 1.8 | 5.7 | 3.8 |
| 2.8 | 1.7 | 3.7 | 8.3 | 1.6 | 0.7 | 6.5 | 2.7 | 0.3 | 5.9 | -3.9 | 2.8 | 14.1 | 0.4 |
| 0.1 | 1.7 | 3.7 | 10.5 | 0.6 | 0.6 | -2.4 | 11.6 | 9.8 | 17.6 | 8.9 | 5.7 | 19.8 | 1.1 |
| 1.1 | 2.3 | 3.7 | 5.8 | 2.7 | 1.5 | 4.7 | -1.5 | -4.6 | -25.7 | 1.6 | 3.7 | 12.5 | -1.3 |
| 2.5 | 1.8 | 3.1 | 6.2 | 1.6 | 1.2 | 9.2 | 6.5 | 4.7 | 17.6 | 3.3 | -1.5 | 14.2 | 8 |
| 4.1 | 2 | 4.5 | 7.9 | 2.9 | 0.7 | 17.2 | 5.9 | 4.8 | 13.4 | 0.2 | 5.8 | 10.3 | 3.9 |
| 3.2 | 3.3 | 4.9 | 5.9 | 4.4 | 2.5 | 3.4 | 0.9 | 3.8 | -1.2 | 6.9 | 3.2 | -9.8 | 11.4 |
Solution
just mail the sheet if possible i will solve it
laxman.maths@gmail.com





