Statistics Homework 4
Sheet1
| MEAN | 6.0000 | WHEN WE HAVE LARGE DATA SETS, WE GROUP THE DATA. IN THIS CASE OUR GROUPS WILL BE: | ||||||||
| STD DEV | 2.17 | IN A NORMAL DISTRIBUTION THE MEAN, MEDIAN AND MODE ARE ALL THE SAME NUMBER | ||||||||
| X-VALUES | Z-VALUES | GROUP | NUMBER OF DATA POINTS IN IT | |||||||
| 2 | -1.84 | 2.0-2.9 | 2 | |||||||
| 2 | -1.84 | 3.0-3.9 | 3 | |||||||
| 3 | -1.38 | 4.0-4.9 | 4 | |||||||
| 3 | -1.38 | 5.0-5.9 | 5 | |||||||
| 3 | -1.38 | 6.0-6.9 | 6 | |||||||
| 4 | -0.92 | 7.0-7.9 | 5 | |||||||
| 4 | -0.92 | 8.0-8.9 | 4 | |||||||
| 4 | -0.92 | 9.0-9.9 | 3 | |||||||
| 4 | -0.92 | 10.0-10.9 | 2 | |||||||
| 5 | -0.46 | |||||||||
| 5 | -0.46 | |||||||||
| 5 | -0.46 | |||||||||
| 5 | -0.46 | |||||||||
| 5 | -0.46 | |||||||||
| 6 | 0.00 | |||||||||
| 6 | 0.00 | |||||||||
| 6 | 0.00 | |||||||||
| 6 | 0.00 | |||||||||
| 6 | 0.00 | |||||||||
| 6 | 0.00 | THE X-VALUES ARE THE DATA POINTS AND WE HAVE GROUPED THEM AS SHOWN. | ||||||||
| 7 | 0.46 | Z-VALUES ARE CALCULATED AND SHOW THE NUMBER OF STANDARD DEVIATIONS A DATA POINT (OR GROUP OF DATA POINTS) IS FROM THE MEAN | ||||||||
| 7 | 0.46 | Z = ( X - MEAN) / STD DEV | ||||||||
| 7 | 0.46 | OF COURSE IF YOU HAVE A Z-VALUE YOU CAN BACK CALCULATE TO GET THE X-VALUE: X = Z TIMES THE STD DEV + THE MEAN | ||||||||
| 7 | 0.46 | AS AN EXAMPLE USE THE Z-VALUE OF +0.46 TO SEE WHAT X-VALUE IT REPRESENTS: X = 0.46 x 2.17 + 6.0 = 7.0 | ||||||||
| 7 | 0.46 | SIMILARLY THE X-VALUE (OR GROUP) THAT IS -1 STANDARD DEVIATION BELOW THE MEAN (Z = -1) WOULD BE: X = 1 x 2.17 + 6.0 = 3.83 | ||||||||
| 8 | 0.92 | WHILE THE SHAPE OF OUR EARLIER GRAPH WAS RECTANGULAR, THIS GRAPH HAS A BELL SHAPE, REFERRED TO AS THE "NORMAL" DISTRIBUTION. | ||||||||
| 8 | 0.92 | AND, AS WITH THE RECTANGULAR GRAPH THE AREA SHOWN IN THIS GRAPH REPRESENTS 100 % OF OUR DATA AND ANY PORTION OF IT REPRESENTS | ||||||||
| 8 | 0.92 | THE PERCENTAGE OF OUR DATA IN THAT AREA AS WELL AS THE PROBABILITY THAT SPECIFIC DATA ARE IN THAT REGION. | ||||||||
| 8 | 0.92 | HERE IS A MORE TYPICAL BELL CURVE GRAPH: | ||||||||
| 9 | 1.38 | TO CALCULATE THE AREA IN ANY SECTION OF THIS BELL CURVE GRAPH WE NEED TO KNOW THE EQUATION FOR THE LINE, | ||||||||
| 9 | 1.38 | AND THEN WE USE INTEGRAL CALCULUS TO CALCULATE THE AREA UNDER THAT CURVE FOR THE AREA SELECTED. | ||||||||
| 9 | 1.38 | n | ||||||||
| 10 | 1.84 | ʃ | ||||||||
| 10 | 1.84 | x= 1 | ||||||||
| FORTUNATELY FOR US, THESE AREAS HAVE BEEN CALCULATED AND PUT INTO TABLES. THE HORIZONAL AXIS HAS THE Z-VALUES ON IT, WHICH | ||||||||||
| ARE THE STANDARD DEVIATIONS FROM THE MEAN AND THE TABLE GIVES US THE AREA TO THE LEFT OF THAT Z-VALUE. (SEE & PRINT THE ATTACHED TABLES) | ||||||||||
| TO GET THE AREA TO THE RIGHT WE MUST SUBTRACT THE TABLE VALUE FROM 1.0000 SINCE THE SUM OF BOTH AREAS EQUALS 100% OR 1.00 AS A DECIMAL. | ||||||||||
| HERE ARE SOME "WORKED-OUT" AREAS: | ||||||||||
| 68.3% OF THE AREA (OUR DATA VALUES) ARE WITHIN -1 AND +1 STANDARD DEVIATIONS FROM THE MEAN | ||||||||||
| 95.4% OF THE AREA (OUR DATA VALUES) ARE WITHIN -2 AND +2 STANDARD DEVIATIONS FROM THE MEAN | ||||||||||
| 99.7% OF THE AREA (OUR DATA VALUES) ARE WITHIN -3 AND +3 STANDARD DEVIATIONS FROM THE MEAN | ||||||||||
| AN "UNUSUAL" VALUE IS CONSIDERED ONE THAT IS MORE THAN TWO STANDARD DEVAIONS FROM THE MEAN (Z = + 2) | ||||||||||
| MORE SPECIFICALLY, THIS "UNUSAL" OR RARE EVENT AREA CORRESPONDS TO 5% OF THE GRAPH AREA | ||||||||||
| ACCORDINGLY, THESE CRITICAL Z-VALUES ARE +1.645 ON THE RIGHT END AND -1.645 ON THE LEFT END OF THE GRAPH. | ||||||||||
| SEE IF YOU CAN FIND THE AREA IN THE TABLE (0.05) FOR THESE Z-VALUES. | ||||||||||
X-VALUES: 2 3 4 5 6 7 8 9 10 (3.83)
Z-VALUES: -2 -1 0 +1 +2