{"text_format":"1","workbook":"xlsx","n_sheets":5,"sheets":["Welcome","Pilot Data","Data Exploration","Sample Size","Cost Estimation"],"not_rendered":{"charts":6,"images":46,"macros":1,"external_links":0,"defined_names":1,"comments":0,"pivot_tables":0},"unopened":[],"bounds":{"document_bytes":16777216,"sheet_cells":100000,"rows_first":2000,"rows_last":500,"rows_between":2000,"halvings":0,"cell_chars":16384,"cell_head_chars":4096},"cells_cut":0,"cells_raw":0,"read":"whole","date_system":"1900"}

{"sheet":"Welcome","index":0,"n_rows":10,"n_cols":14,"rows_kept":10,"cut":false,"hidden":false,"merged":[[1,13,1,18],[2,13,2,18],[9,0,9,11],[5,0,5,11],[6,0,6,11],[7,0,7,11],[8,0,8,11],[0,0,0,11],[1,0,1,11],[2,0,2,11],[3,0,3,11],[4,0,4,11]]}
["TMDL Effectiveness Monitoring Planning Tool"]
["Welcome. This tool is designed to enable data-driven planning decisions for TMDL effectiveness monitoring by allowing users to:\n\n1) Quickly summarize and explore pilot water quality datasets;\n2) Estimate sample size requirements based on pilot data characteristics; and\n3) Use sample size estimates to evaluate project costs.\n\n\n",null,null,null,null,null,null,null,null,null,null,null,null,"To ensure functionality, Macros & ActiveX controls must be enabled. If the Security Warning is displayed, click \"Options…\""]
["Before getting started, make sure that a pilot dataset is on hand. The pilot dataset is used to estimate characteristics of water quality data that will be collected during TMDL effectiveness monitoring. Pilot data can be obtained from a pilot water quality study, from historical water quality monitoring at the study site, or from an existing monitoring site with similar conditions. If pilot data from multiple sites is available, a separate project file should be completed for each pilot site.\n\nUsers should also have a basic understanding of TMDL effectiveness monitoring planning and data analysis techniques. These topics are discussed in two companion guidance documents: Technical Guidance for Designing a TMDL Effectiveness Monitoring Plan and Technical Guidance for Exploring TMDL Effectiveness Monitoring Data.",null,null,null,null,null,null,null,null,null,null,null,null,"Select \"Enable this content\" from the Security Options dialog box and click OK."]
["This tool includes four worksheets: 1) Pilot Data Worksheet, 2) Data Exploration Worksheet, 3) Sample Size Worksheet, and 4) Cost Estimation Worksheet. It is recommended that users complete the worksheets in the following order:"]
["Pilot Data Worksheet: In the Pilot Data Worksheet, users specify water quality parameters to be included in TMDL effectiveness monitoring and enter pilot data for each parameter."]
["Data Exploration Worksheet: In the Data Exploration Worksheet, users review pilot data summary statistics, create histograms, and investigate seasonality, autocorrleation, and correlation between water quality parameters."]
["Sample Size Worksheet: In the Sample Size Worksheet, users estimate sample size requirements using power analysis. The minimum sample size needed to detect a statistically significant water quality change is estimated from pilot data variability, expected study design, acceptable statistical error, and the minimum detectable water quality change."]
["Cost Estimation Worksheet: In the Cost Estimation Worksheet, users calculate total project costs based on anticipated monitoring costs, personnel costs, and travel costs. "]
["To get started, click on the Pilot Data worksheet tab below. \n\nPlease note that any changes made to the original workbook file (EMTool.xlsm) will not be saved unless a new filename is provided using the \"Save As\" option."]
["Prepared by The Cadmus Group, Inc. for U.S. EPA Region 10 (Contract EP-C-08-002) and Washington Department of Ecology"]

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["Pilot Data Worksheet - Enter pilot data for the water quality parameters included in TMDL effectiveness monitoring."]
[]
["Step 1. \nDefine Water Quality Parameters - Select a water quality parameter from the drop-down menu OR type the parameter name in the drop-down box. Enter up to ten parameters and measurement units for pilot data."]
["Parameter 1:","",null,"Measurement Units:","","#/100mL"]
["Parameter 2:","","","Measurement Units:","",""]
["Parameter 3:","","","Measurement Units:","",""]
["Parameter 4:","","","Measurement Units:","",""]
["Parameter 5:","","","Measurement Units:","",""]
["Parameter 6:","","","Measurement Units:","",""]
["Parameter 7:","","","Measurement Units:"]
["Parameter 8:","","","Measurement Units:","",""]
["Parameter 9:","","","Measurement Units:","",""]
["Parameter 10:","","","Measurement Units:","",""]
[]
["Step 2. \nEnter Pilot Data - Enter sample dates and values in the appropriate column. Notes: \n    -500 sample dates/values can be entered for each parameter.\n    -Do not leave cells empty to indicate missing data. If a sample date is specified, values must be entered for all parameters.\n    -If pasting data from another spreadsheet, select Values and Number Formats from the Paste Special menu.\n    -Enter a numeric season code (1-12) if seasonality will be explored. Up to 12 seasons can be defined.\n    -Separate project files should be created for parameters collected at varied frequencies/dates (e.g., monthly nitrate and weekly TSS).\n    -Users with continuous data may wish to enter daily mean values (or daily minimum/maximum/etc.).\nWhen finished, click on the Data Exploration worksheet tab to explore pilot data.\n",null,null,null,null,null,null,null,null,null,null,null,null,"Natural Log constant e (2.7182818) Transformation for Summary Statistics (Automatically Calculated)",null,null,null,null,null,null,null,null,null,null,"Log(x+1) Transformation for Summary Statistics (Automatically Calculated)",null,null,null,null,null,null,null,null,null,null,"Square Transformation for Summary Statistics (Automatically Calculated)",null,null,null,null,null,null,null,null,null,null,"Square Root Transformation for Summary Statistics (Automatically Calculated)",null,null,null,null,null,null,null,null,null,null,"Reciprocal Root Transformation for Summary Statistics (Automatically Calculated)",null,null,null,null,null,null,null,null,null,null,"Lagged Data (Automatically Calculated)",null,"Log Base 10  Transformation for Summary Statistics (Automatically Calculated)"]
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{"sheet":"Data Exploration","index":2,"n_rows":85,"n_cols":13,"rows_kept":85,"cut":false,"hidden":false,"merged":[[0,14,0,15],[0,17,0,18],[61,0,61,12],[0,0,0,12],[1,0,1,12],[16,4,16,6],[2,0,2,12],[15,0,15,12],[44,0,44,12],[35,0,35,12],[37,0,37,2],[46,0,46,3]]}
["Data Exploration Worksheet - Review pilot data summary statistics, histograms, seasonality, autocorrelation, and potential covariates."]
[]
["Step 1. \nSelect a Water Quality Parameter & Data Transformation Option - Summary statistics and a time series plot for the selected parameter are provided below."]
["Parameter:"]
["Data Transformation:"]
[null,"D"]
[null,2]
["Min",25]
["Max",36]
["Average ",30.5]
["Median",30.5]
["25th Percentile ",27.75]
["75th  Percentile ",33.25]
["Standard Deviation",7.7781745930520225]
[]
["Step 2.\nReview the Histogram - Does it take on the characteristic \"bell\" shape of normally-distributed data or appear highly-skewed? How does the skewness change when a data transformation is applied? If the data appear normally distributed, a parametric statistical test may be appropriate for evaluating post-TMDL water quality change. "]
[null,null,null,null,"Histogram Table"]
["Histogram showing normal distribution →",null,null,null,"Number  of Bins",2]
[null,null,null,null,"Bin Number","Bin (Upper Limit)","Frequency"]
[null,null,null,null,1,30.5,1]
[null,null,null,null,2,30.860655737704917,0]
[null,null,null,null,3]
[null,null,null,null,4]
[null,null,null,null,5]
["Histogram showing right-skewed distribution →",null,null,null,6]
[null,null,null,null,7]
[null,null,null,null,8]
[null,null,null,null,9]
[null,null,null,null,10]
[]
["Histogram showing left-skewed distribution →"]
[]
[]
[]
[]
["Step 3.\nReview the Seasonal Boxplot- Are observed values similar for each season or does the parameter display strong seasonality? If a strong seasonal pattern is evident, planners may wish to monitor and analyze single-season data only (e.g., the season with the highest risk for water quality impairment) or apply advanced statistical methods that account for the effects of seasonality on trend detection or comparisons of two data groups."]
[]
["The boxplot displays 5 key summary statistics for each season: the minimum, 25th percentile, median, 75th percentile, and maximum values:\n\n\n\n\n\n\n\n\n\n\n\nNote that the seasonal boxplot will not be populated unless two or more numeric seasonal codes (1-12) are entered in the Pilot Data Worksheet (up to 12 seasons can be defined)."]
[null,"Season 1","Season 2","Season 3","Season 4","Season 5","Season 6","Season 7","Season 8","Season 9","Season 10","Season 11","Season 12"]
["25th Percentile",{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,1)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=1,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,2)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=2,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,3)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=3,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,4)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=4,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,5)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=5,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,6)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=6,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,7)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=7,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,8)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=8,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,9)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=9,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,10)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=10,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,11)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=11,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,12)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=12,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.25),\"\"))","v":""}]
["Minimum",{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,1)>0,MIN(IF('Pilot Data'!$B$17:$B$517=1,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,2)>0,MIN(IF('Pilot Data'!$B$17:$B$517=2,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,3)>0,MIN(IF('Pilot Data'!$B$17:$B$517=3,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,4)>0,MIN(IF('Pilot Data'!$B$17:$B$517=4,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,5)>0,MIN(IF('Pilot Data'!$B$17:$B$517=5,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,6)>0,MIN(IF('Pilot Data'!$B$17:$B$517=6,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,7)>0,MIN(IF('Pilot Data'!$B$17:$B$517=7,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,8)>0,MIN(IF('Pilot Data'!$B$17:$B$517=8,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,9)>0,MIN(IF('Pilot Data'!$B$17:$B$517=9,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,10)>0,MIN(IF('Pilot Data'!$B$17:$B$517=10,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,11)>0,MIN(IF('Pilot Data'!$B$17:$B$517=11,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,12)>0,MIN(IF('Pilot Data'!$B$17:$B$517=12,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""}]
["Median",{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,1)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=1,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,2)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=2,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,3)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=3,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,4)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=4,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,5)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=5,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,6)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=6,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,7)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=7,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,8)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=8,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,9)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=9,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,10)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=10,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,11)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=11,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,12)>0,MEDIAN(IF('Pilot Data'!$B$17:$B$517=12,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""}]
["Maximum",{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,1)>0,MAX(IF('Pilot Data'!$B$17:$B$517=1,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,2)>0,MAX(IF('Pilot Data'!$B$17:$B$517=2,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,3)>0,MAX(IF('Pilot Data'!$B$17:$B$517=3,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,4)>0,MAX(IF('Pilot Data'!$B$17:$B$517=4,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,5)>0,MAX(IF('Pilot Data'!$B$17:$B$517=5,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,6)>0,MAX(IF('Pilot Data'!$B$17:$B$517=6,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,7)>0,MAX(IF('Pilot Data'!$B$17:$B$517=7,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,8)>0,MAX(IF('Pilot Data'!$B$17:$B$517=8,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,9)>0,MAX(IF('Pilot Data'!$B$17:$B$517=9,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,10)>0,MAX(IF('Pilot Data'!$B$17:$B$517=10,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,11)>0,MAX(IF('Pilot Data'!$B$17:$B$517=11,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,12)>0,MAX(IF('Pilot Data'!$B$17:$B$517=12,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE)),\"\"))","v":""}]
["75th Percentile",{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,1)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=1,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,2)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=2,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,3)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=3,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,4)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=4,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,5)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=5,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,6)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=6,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,7)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=7,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,8)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=8,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,9)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=9,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,10)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=10,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,11)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=11,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""},{"$f":"IF(ISBLANK($B$6),\"\",IF(COUNTIF('Pilot Data'!$B$17:$B$517,12)>0,PERCENTILE(IF('Pilot Data'!$B$17:$B$517=12,INDIRECT(\"'Pilot Data'!\"&$B$6&\"17:\"&$B$6&\"517\"),FALSE),0.75),\"\"))","v":""}]
["Step 4.\nReview the Lag Plot - Does the parameter display lag-1 autocorrelation (correlation between observed values and observations lagged by one sampling interval)? The presence of strong lag-1 autocorrelation is noteworthy since the assumption of independent/random samples included in many statistical tests is violated. Autocorrelated data require the use of specialized statistical tests for evaluating TMDL effectiveness."]
[]
["The lag plot displays observed values on the y-axis and lagged values on the x-axis. Note that the lag plot is valid for parameters sampled at regular intervals only (e.g., monthly or weekly) with complete data records. "]
[]
["Lag plot showing strong autocorrelation →"]
[]
[]
[]
[]
["Lag plot showing moderate autocorrelation →"]
[]
[]
[]
["Lag plot showing weak autocorrelation →"]
[]
[]
[]
["Step 5.\nExplore Covariates - Review the scatterplot and correlation statistics between parameters. Does the scatterplot appear random or do the parameters \"vary together\"? The addition of covariates in monitoring and statistical analysis can increase the detectability of water quality changes."]
["Covariate:",""]
["Covariate Transformation:"]
[]
["Correlation Coefficient (R) "]
["Coefficient of Determination (R2)"]
[]
[]
[]
[]
["Scatterplot showing strong correlation →"]
[]
[]
[]
[]
[]
["Scatterplot showing moderate correlation →"]
[]
[]
[]
[]
[]
[]
["Scatterplot showing weak correlation →"]

{"sheet":"Sample Size","index":3,"n_rows":36,"n_cols":9,"rows_kept":36,"cut":false,"hidden":false,"merged":[[33,0,33,11],[35,0,35,11],[20,0,21,0],[20,3,21,11],[26,5,28,11],[2,0,2,11],[6,0,6,11],[11,0,11,11],[0,0,0,11],[1,0,1,11],[4,2,4,11],[9,8,9,11],[9,5,9,7],[9,2,9,4],[9,0,9,1],[15,0,15,11],[18,0,18,11],[30,0,30,11],[12,2,12,11],[13,2,13,11],[16,2,16,11],[22,3,22,11],[23,3,23,11],[25,3,25,11],[19,3,19,11]]}
["Sample Size Worksheet - Estimate the sample size needed to detect a statistically significant change."]
["How many samples are needed to detect a statistically significant water quality change? This question can be answered using power analysis. As its name implies, power analysis involves the power of a statistical test. Statistical power is the likelihood that a change which has actually occurred will be detected as statistically significant. The statistical power of a test is based on five factors:\n\n1) The statistical test being applied;\n2) The desired confidence level of the test (the level of certainty that a statistically significant change has actually occurred);\n3) The variability of the data being tested;\n4) The size of the change; and\n5) The number of samples included in analysis.\n\nThis worksheet asks users to provide information on factors 1-4 and desired power to estimate the sample size needed to detect a statistically significant change. Required input is displayed inGREEN cells."]
["Step 1.\nSelect a Water Quality Parameter & Data Transformation Option"]
["Parameter:"]
["Data Transformation:",null,"Select the transformation option that provides data that are approximately normally-distributed (distributions can be explored in the Data Exploration worksheet). Sample size calculations assume that normally-distributed data will be used to detect post-TMDL water quality change and that a parametric statistical test will be applied. An alternative nonparametric statistical test will generally require an equivalent, or fewer, number of samples. "]
[]
["Step 2.\nSelect the study design that will be used to evaluate TMDL effectiveness - Sample size estimates vary based on the study design (and associated statistical test) that will be used."]
[]
[]
["Assumes a linear regression with time will be applied to detect \nwater quality change.",null,"Assumes a two-sample t-test will be applied to detect \nwater quality change.",null,null,"Assumes a two sample t-test will be applied to detect \nwater quality change.",null,null,"Assumes a paired t-test will be applied to detect \nwater quality change."]
[]
["Step 3.\nEnter Desired Power and Confidence Level - Sample size increases with increased statistical power and confidence level."]
["Statistical Power",0.8,"Statistical power is the probability (0 to 1) that a water quality change will be detected given that a change has actually occurred. The minimum recommended value is 0.8."]
["Confidence Level",0.9,"The confidence level is the probability (0 to 1) that a water quality change that is detected has actually occurred. The minimum recommended value is 0.9."]
[]
["Step 4.\nEstimate Data Variability (Standard Deviation) - Sample size increases with increased data variability."]
["Standard Deviation (from pilot data)",null,"The standard deviation of the selected parameter is calculated from data entered in the Pilot Data worksheet. If a transformation was applied in Step 1, the standard deviation of the transformed dataset is used for estimating sample size and is displayed here."]
[]
["Step 5.\nEnter Minimum Detectable Change -Water quality changes less than the minimum detectable change cannot be detected with statistical significance. Sample size increases with decreased minimum detectable change. "]
["Pre-TMDL Mean (from pilot data)",null,null,"The mean of the selected parameter is calculated from data entered in the Pilot Data worksheet. If a transformation is applied, the mean of transformed values is displayed in untransformed units. "]
["Change Type & Direction",true,null,"The minimum detectable change can be entered as a percent change (e.g., a 10% decrease) or absolute change (e.g., a 0.1 mg/L decrease)."]
[null,true]
["Minimum Detectable Change",null,null,"Enter the desired minimum detectable change as a percent change or absolute change in untransformed units."]
["Minimum Length of Time",null,"years","Enter the desired minimum length of time for detecting a statistically significant trend."]
[]
["Water Quality Target",null,{"$f":"IF(ISBLANK(C20),\"\",C20)","v":""},"Enter the water quality target. This value is for display purposes and is not used in sample size calculations."]
["Post-TMDL Mean (for Plot)",{"$f":"IF(ISBLANK(B20),\"\",IF(ISBLANK(B23),\"\",IF(B21,IF(B22,B20*(1-B23/100),B20*(1+B23/100)),IF(B22,B20-B23,B20+B23))))","v":""},null,null,null,"The plot on the left displays three factors to take into account when selecting a minimum detectable change value:\n\n1) The pre-TMDL condition (displayed here as the pre-TMDL mean);\n2) The expected post-TMDL condition (displayed here as the pre-TMDL mean minus the minimum detectable change); and\n3) The post-TMDL target.\n\nUsers may wish to designate the minimum detectable change as the change needed to achieve the water quality target (the difference between the pre-TMDL mean and the target). However, incremental changes which are less than this difference will not be detected as statistically significant. If a goal of the monitoring study is to identify incremental changes (i.e., the target is not expected to be met during the study period), a smaller minimum detectable change value should be entered. "]
["Minimum Detectable Change (for Plot)",{"$f":"IF(B22,0,ABS(B27-B20))","v":0},{"$f":"IF(B22,ABS(B27-B20),0)","v":{"$error":"#VALUE!"}}]
[]
[]
["Step 6.\n                                                    \n                                                 Click the Estimate Sample Size button to calculate the minimum number of samples needed to satisfy the conditions specified in steps 2 - 5."]
["Total Sample Size"]
["Samples per Year                                           (Total Sample Size / Number of Years)"]
["                                                 Click the Save Sample Size button to add the sample size estimate to the Cost Estimation worksheet."]
[]
["Before moving on, please note that this power analaysis includes several assumptions:\n    -Data are normally distributed.\n    -An unpaired or paired t-test, or linear regression with time, will be used to evaluate water quality changes.\n    -Pilot data are representative of TMDL effectiveness monitoring data.\n    -Samples are independent/random (not autocorrelated).\nIf these assumptions are not met, sample size estimates will be skewed and should be viewed as general approximations only."]

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["Cost Estimation Worksheet - Complete steps one through eight to estimate project costs. Required input is displayed in GREEN cells."]
[]
["Step 1.\nEnter Project Length - This should only include years in which data collection will occur. Project length can be estimated from sample size estimates on the Sample Size worksheet."]
["Number of Years",2]
[]
["Step 2.\nEstimate Lab Analysis Costs - Enter the cost per sample, number of samples per site over the project length, and number of sites. Sample size requirements can be estimated on the Sample Size worksheet.",null,null,null,null,null,null,"Typical Analysis Costs (per sample)"]
["Parameter","Cost per Sample","Number of Samples per Site","Number of Sites","Cost",null,null,"Ammonia",17]
[{"$f":"\"Parameter 1 - \" & 'Pilot Data'!C4","v":"Parameter 1 - "},null,null,null,{"$f":"B8*C8*D8","v":0},null,null,"Chlorophyll a",57.1]
[{"$f":"\"Parameter 2 - \" & 'Pilot Data'!C5","v":"Parameter 2 - "},null,null,null,0,null,null,"Fecal Coliform",23]
[{"$f":"\"Parameter 3 - \" & 'Pilot Data'!C6","v":"Parameter 3 - "},null,null,null,0,null,null,"Macroinvertebrate",300]
[{"$f":"\"Parameter 4 - \" & 'Pilot Data'!C7","v":"Parameter 4 - "},null,null,null,0,null,null,"Nitrate/Nitrite",13]
[{"$f":"\"Parameter 5 - \" & 'Pilot Data'!C8","v":"Parameter 5 - "},null,null,null,0,null,null,"Periphtyon",310]
[{"$f":"\"Parameter 6 - \" & 'Pilot Data'!C9","v":"Parameter 6 - "},null,null,null,0,null,null,"Total Nitrogen",13]
[{"$f":"\"Parameter 7 - \" & 'Pilot Data'!C10","v":"Parameter 7 - "},null,null,null,0,null,null,"Total Organic Carbon",33]
[{"$f":"\"Parameter 8 - \" & 'Pilot Data'!C11","v":"Parameter 8 - "},null,null,null,0,null,null,"Total Phosphorus",18]
[{"$f":"\"Parameter 9 - \" & 'Pilot Data'!C12","v":"Parameter 9 - "},null,null,null,0,null,null,"Total Suspended Solids",11]
[{"$f":"\"Parameter 10 - \" & 'Pilot Data'!C13","v":"Parameter 10 - "},null,null,null,0]
["Total","----","----","----",{"$f":"SUM(E8:E17)","v":0}]
["Total per Year","----","----","----",{"$f":"IF(ISBLANK(B4),0,E18/B4)","v":0}]
[]
["Step 3.\nEstimate Other Sampling Costs - Enter the total cost over the project length for each category."]
[null,"Cost"]
["Flow Monitoring Equipment",0]
["Precipitation Monitoring Equipment",0]
["Instream Monitoring Equipment",0]
["Other Equipment Costs",0]
["Total",{"$f":"SUM(B23:B26)","v":0}]
[]
["Step 4.\nEstimate Sampling Labor - Enter the number of sampling visits over the project length and sampling visit duration. The number of sampling visits will generally be equal to the number of samples per site entered in Step 2."]
[null,"Sampling Visits","Hours per Visit","Total Hours","Total Hours per Year"]
["Project Lead",null,null,{"$f":"B31*C31","v":0},{"$f":"D31*B4","v":0}]
["Project Support",null,null,{"$f":"B32*C32","v":0},{"$f":"D32/B4","v":0}]
[]
["Step 5.\nEstimate Other Project Labor - Enter the number of hours required for other project components."]
[null,"QAPP Development (Year One Only)","Site Selection \n(Year One Only)","Annual Data Analysis Report","Final Data \nAnalysis Report"]
["Project Lead"]
["Project Support"]
[]
["Step 6.\nEstimate Personnel Costs - Enter hourly wage and benefits information."]
["Year One","Project Lead","Project Support"]
["Sampling Labor (Hours)",{"$f":"E31","v":0},{"$f":"E32","v":0}]
["Other Project Labor (Hours)",{"$f":"IF(B4=1,SUM(B36:E36),SUM(B36:D36))","v":0},{"$f":"IF(B4=1,SUM(B37:E37),SUM(B37:D37))","v":0}]
["Full Time Equivalent (FTE)",{"$f":"(B41+B42)/8/251","v":0},{"$f":"(C41+C42)/8/251","v":0}]
["Hourly Wage",28.9,21.5]
["Fringe Benefits (%)",0.36799999999999999,0.36799999999999999]
["Indirect Labor (%)",0.35780000000000001,0.35780000000000001]
["Year One Personnel Costs",{"$f":"((B41 + B42) * B44) + ((B41 + B42) * B44 * B45) + ((B41 + B42) * B44 * B46)","v":0},{"$f":"((C41 + C42)* C44) + ((C41 + C42)* C44 * C45) + ((C41 + C42)* C44 * C46)","v":0}]
[]
["Intermediate Years","Project Lead","Project Support"]
["Sampling Labor (Hours)",{"$f":"IF(B4>2,E31,0)","v":0},{"$f":"IF(B4>2,E32,0)","v":0}]
["Other Project Labor (Hours)",{"$f":"IF(B4>2,D36,0)","v":0},{"$f":"IF(B4>2,D37,0)","v":0}]
["Full Time Equivalent (FTE)",{"$f":"(B50+B51)/8/251","v":0},{"$f":"(C50+C51)/8/251","v":0}]
["Hourly Wage",{"$f":"B44","v":28.9},21.5]
["Fringe Benefits (%)",0.36799999999999999,0.36799999999999999]
["Indirect Labor (%)",0.35780000000000001,0.35780000000000001]
["Intermediate Year Personnel Costs",{"$f":"((B50+B51)*B53) + ((B50+B51)*B53 * B54) + ((B50+B51)*B53 * B55)","v":0},{"$f":"((C50+C51)*C53) + ((C50+C51)*C53 * C54) + ((C50+C51)*C53 * C55)","v":0}]
[]
["Final Year","Project Lead","Project Support"]
["Sampling Labor (Hours)",{"$f":"IF(B4>1,E31,0)","v":0},{"$f":"IF(B4>1,E32,0)","v":0}]
["Other Project Labor (Hours)",{"$f":"IF(B4>1,E36,0)","v":0},{"$f":"IF(B4>1,E37,0)","v":0}]
["Full Time Equivalent (FTE)",{"$f":"(B59+B60)/8/251","v":0},{"$f":"(C59+C60)/8/251","v":0}]
["Hourly Wage",{"$f":"B44","v":28.9},21.5]
["Fringe Benefits (%)",0.36799999999999999,0.36799999999999999]
["Indirect Labor (%)",0.35780000000000001,0.35780000000000001]
["Final Year Personnel Costs",{"$f":"((B59+B60)*B62) + ((B59+B60)*B62 * B63) + ((B59+B60)*B62 * B64)","v":0},{"$f":"((C59+C60)*C62) + ((C59+C60)*C62 * C63) + ((C59+C60)*C62 * C64)","v":0}]
[]
["Overall Personnel Costs"]
["Year One",{"$f":"SUM(B47:C47)","v":0}]
["Intermediate Years",{"$f":"IF(B4>2,SUM(B56:C56)*(B4-2),0)","v":0}]
["Final Year",{"$f":"SUM(B65:C65)","v":0}]
["Total Personnel Costs",{"$f":"SUM(B68:B70)","v":0}]
[]
["Step 7.\nEstimate Overnight Travel Costs - Enter the number of nights for the entire project length and the overnight travel cost per night."]
["Number of Nights","Lodging Cost per Night","Per Diem","Total Cost","Total Cost per Year"]
[0,120,20,{"$f":"A75*(B75+C75)","v":0},{"$f":"D75/B4","v":0}]
[]
["Step 8.\nReview Total Project Costs"]
["Sample Analysis Costs",{"$f":"E18","v":0}]
["Other Sampling Costs",{"$f":"B27","v":0}]
["Total Personnel Costs",{"$f":"B71","v":0}]
["Travel Costs",{"$f":"D75","v":0}]
["Total Project Cost",{"$f":"SUM(B78:B81)","v":0}]