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Analyze the water quality data from each of the fore-bays in the city of Huntington Beach. The fore-bays were sampled daily over the course of

Analyze the water quality data from each of the fore-bays in the city of Huntington Beach. The fore-bays were sampled daily over the course of the roughly two week study. In this activity you will calculate 95% 2-sided confidence intervals on the average concentration of the various bacteria in each fore-bay.

Our first method is the "manual" method. In this method, we calculate each term individually. Start with one of the pump stations, Adams-HBT, since alphabetically its first, and one of the bacteria, TC. x ? is calculated by using the AVERAGE function, s is calculated by using the STDEV.S function. n from the COUNT, and z?/2 fromNORM.S.INV.If all goes well, the terms in your confidence interval expression should be 194270 1.96 215127.8/?15If your values don't match, you've screwed up; fixit before continuing.We can speed things up a bit by using CONFIDENCE.NORM(alpha, stdev, n). The value returned should be identical to the second term in our confidence interval expression. If you don't get 108867.7, you've screwed up.We want to calculate each term separately - the average and the interval range - because when we plot the data, we will plot the average and add positive and negative error bars to indicate the confidence interval. We don't want to calculate the value for the lower limit and the upper limit.At this point you realize you need to repeat this three times - once for each of the bacteria - and then repeat the entire process for each pump station. That's a lot of repetition. Certainly if you set things up properly, it is possible to copy the cells and get an answer fairly quickly. But let's see if we can do it even quicker. In Excel, on the Insert tab, you'll find the PivotTable button. Highlight your data, click that button and create Pivot Table on a new sheet. In the list of fields, drag Sampling Point to the Rows area, then drag TC to the Values area. You'll notice it's no longer just TC but it says "Count of TC" or some other function. If you right-click this TC expression and choose Field Settings, a window opens that contains a whole host of useful functions, several of which we can use for this assignment. Drag TC to the Values area two more times, for a total of 3 TCs. Set one to Average, one to StdDev and one to Count (or Count Numbers). Voil`a. You now have a table that contains all of the necessary data calculations needed to find the confidence interval at every pump station for TC. You can repeat this for the other two bacteria. Once you've created the table that has all of the values you need, it's easiest to copy and paste as value, so you can easily interact with the data. Use excel for all of this

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Sampling TC [MPN EC[MPN/ ENT [MPN Sampling Point Date Time /100 ml] 100 ml] / 100 ml] Cond PH [-1 Turb (NTU] ADAMS-HBT2 2-May-00 0:00 68670 5120 3790 3.65 7.80 15.00 ADAMS-HBT2 3-May-00 0:00 92080 4410 980 3.67 7.70 17.50 ADAMS-HBT2 4-May-00 0:00 111990 6970 768 3.87 7.80 5.00 ADAMS-HBT2 5-May-00 0:00 104620 2481 840 3.81 7.70 4.30 ADAMS-HBT2 6-May-00 0:00 129970 2723 318 4.80 7.90 5.20 ADAMS-HBT2 7-May-00 0:00 3310 200 5.40 7.80 10.30 ADAMS-HB T2 8-May-00 0:00 179000 2210 1223 4.14 7.90 7.40 ADAMS-HBT2 9-May-00 0:00 141360 4100 1872 4.66 7.90 7.00 ADAMS-HBT2 10-May-00 0:00 241920 2880 248 4.74 7.70 22.00 ADAMS-HBT2 11-May-00 0:00 24192 265 10462 4.31 7.80 13.80 ADAMS-HBT2 12-May-00 0:00 307600 3100 2613 4.30 8.00 13.80 ADAMS-HBT2 13-May-00 0:00 124920 7760 2359 3.75 8.10 7.90 ADAMS-HBT2 14-May-00 0:00 241920 2880 3076 3.71 7.80 12.30 ADAMS-HBT2 15-May-00 0:00 173290 118 3654 3.76 7.50 8.60 ADAMS-HBT2 16-May-00 0:00 51720 740 24192 8.83 6.90 8.20 ADAMS-HBT2 17-May-00 0:00 920800 72700 183 3.80 7.60 4.70 ATLANTA 2-May-00 0:00 36540 196 1291 27.40 7.60 38.00 ATLANTA 3-May-00 0:00 72700 110 520 22.70 7.40 18.70 ATLANTA 4-May-00 0:00 22820 310 419 22.20 7.40 16.00 ATLANTA 5-May-00 0:00 120330 419 1450 23.30 6.60 25.00 ATLANTA 6-May-00 0:00 198630 546 538 26.10 7.30 20.00 ATLANTA 7-May-00 0:00 630 2060 28.50 7.10 22.00 ATLANTA 8-May-00 0:00 36540 5200 1334 27.70 7.40 18.40 ATLANTA 9-May-00 0:00 27550 10 2143 32.30 7.40 20.50 ATLANTA 10-May-00 0:00 111990 200 4352 33.30 7.30 21.00 ATLANTA 11-May-00 0:00 6867 52 4611 43.20 7.30 22.00 ATLANTA 12-May-00 0:00 29090 100 1785 40.80 7.60 22.00 ATLANTA 13-May-00 0:01 29090 200 2909 37.30 7.20 22.00 ATLANTA 14-May-00 0:00 30760 740 3076 37.90 7.80 19.00 ATLANTA 15-May-00 0:00 120330 41 1850 36.10 7.40 23.00 ATLANTA 16-May-00 0:01 21050 410 2282 39.20 7.50 21.00 ATLANTA 17-May-00 0:00 23590 740 784 37.90 7.20 25.00 BANNING 2-May-00 0:00 41600 369 28.90 7.60 6.70 BANNING 3-May-00 0:00 19180 31 740 30.50 7.60 6.70 BANNING 4-May-00 0:00 22240 410 10170 30.40 7.60 5.80 BANNING 5-May-00 0:00 22820 620 816 32.80 7.40 7.00 BANNING 6-May-00 0:00 19040 243 402 39.80 7.80 10.40 BANNING 7-May-00 0:00 100 950 35.50 7.70 7.80 BANNING B-May-00 0:00 36540 310 148 34.30 7.60 8.50 BANNING 9-May-00 0:00 1017 265 862 36.80 7.70 9.50 BANNING 10-May-00 0:00 241920 100 9804 38.30 7.40 10.60 BANNING 11-May-00 0:00 3255 20 588 39.30 7.50 12.20 BANNING 12-May-00 0:00 9820 520 933 39.10 6.80 10.80 BANNING 13-May-00 0:00 16580 1460 552 39.00 7.70 10.20 BANNING 14-May-00 0:00 17890 410 120 39.90 7.50 11.90 BANNING 15-May-00 0:00 10860 31 63 40. 10 6.70 11.00 BANNING 16-May-00 0:00 15290 3730 457 37.90 7.00 10.50 BANNING 17-May-00 0:00 15760 2310 520 37.50 7.40 8.40

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