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{"sheet":"Summary","index":0,"n_rows":22,"n_cols":2,"rows_kept":22,"cut":false,"hidden":false,"merged":[]}
["Model Title","Updated Baseline Cost Model for Hydropower (2023)"]
["Keywords","Hydropower costs, Baseline costs, Hydropower cost modeling"]
["Originator","Oak Ridge National Laboratory"]
["Creator","Gbadebo A. Oladosu (oladosuga@ornl.gov), Colin Sasthav (colin.sasthav@ee.doe.gov)"]
["Publication Date","March/31/2023"]
["Updated"]
["Online Linkage"]
["DOI"]
["Dataset ID"]
["Description","The \"Updated Baseline Cost Model (BCM) for Hydropower\" is an empirical model for estimating the costs of US hydropower projects in six categories (Non-Powered Dam (NPD), New Stream Development (NSD), Canal/Conduit, Pumped Storage Hydro (PSH), Capacity Expansion, Generator Rewind). The model equations have been estimated with data on existing or planned projects obtained from various sources."]
["Purpose","Provide the model to hydropower industry stakeholders for use in evaluating the potential baseline costs of hydropower projects."]
["Coverage","Conterminous United States, Alaska, and Hawaii."]
["Coordinate System","None"]
["Exclusions","The model reflects available data from various sources, and so does not capture the universe of potential hydropower project sites in the US. As with any econometric model, results of the model are generally valid for inputs that are not too far out of the range of the underlying data."]
["Maintenance_and_Update_Frequency","None"]
["Type","Spreadsheet"]
["Format","Microsoft Excel"]
["Version",2023]
["Contact Instructions","https://hydrosource.ornl.gov/contact"]
["Citation","Oladosu, G. A. & Colin Sasthav (2023). Updated Baseline Costs Model (BCM). Oak Ridge National Laboratory."]
["Use Constraints","The distributor shall not be held liable for improper or incorrect use of this data, based on the description of appropriate/inappropriate uses described in this metadata document.  It is strongly recommended that this data is directly acquired from the distributor and not indirectly through other sources which may have changed the data in some way.  ORNL should be acknowledged using the citation above as the data source in products derived from these data."]
["Dataset Credit","Funding and support were provided by the U.S. Department of Energy (DOE) Energy Efficiency and Renewable Energy, Water Power Technologies Office through Oak Ridge National Laboratory, which is managed by UT-Battelle, LLC, for the DOE under contract DE-AC05-00OR22725."]

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["Authors:  Gbadebo Oladosu, Colin Sasthav (2023)"]
["Read the Instructions below before exercising this version of the BCM model"]
["NOTE: Do not change contents of tables or table headers unless explicitly instructed below"]
["INSTRUCTIONS"]
["STATUS: As of 11/21/2022 the BCM has been re-estimated with data compiled in 2022, merging data available from the 2015 model version with newer data. The revised model also uses a more comprehensive specfication that allows available data for each project type to be considered in a single regression, thus mitigating degree of freedom issues from estimating models with partitions of the data based on project characteristics. A weighted regression method also proved to improve model fit in most cases relative to the 2015 version of the model."]
["MODEL APPLICATION NOTES: This workbook provides updated versions of equations in the ORNL Baseline Cost Model (BCM), which was original published in 2015 (O'Connor et al., 2015). This version incorporates updated data (from the same sources as the 2015 version) and re-specified equations (see Table 2 below and the \"Coeff\" sheet). The underlying cost data are for existing or planned projects. Therefore the cost estimates from the model may, in most cases,  be interpreted as lower bounds on future projects cost as newer hydropower projects tend to have smaller and highly variable resource potentials, different infrastructure requirements, along with stricter environmental requirements, relative to existing projects  (see Oladosu et al., 2021; Oladosu et al., 2021a)."]
["MODEL USE STEPS"]
["1. INPUT PROJECT DATA: a) Specify the number of projects (limited to 100) to be evaluated in cell \"D19\" of the \"InputsandResults\" sheet. This will expand or contract the number of rows in Table 1 to the specified number by hiding or showing rows up to the limit of 100. b) Input the data for your projects under the \"USER INPUTS\" columns of Table 1. Required project inputs are: 1) Project Name = Enter unique project Name; 2) Project Type (Click on the Cell to Select); 3) Capacity: set project capacity (MW) at completion; 4) Added_Capcity (MW): set additional capacity due to project - this is the same for most project types, except for \"Capacity Expansion\" projects;  5) Head: set project head (feet); 5) Project Stage (Click on the Cell to Select from \"Construction\", \"Engineering\" or \"Planning\")."]
["2. EVALUATE RESULTS: Results are displayed under the \"RESULTS\" columns of Table 1: 1) Total Capital Expenditures ($million); 2) Capital Expenditure ($/kw). The first 5 rows of Table 1 are also displayed on the charts at the top of the \"InputsandResults\" sheet."]
["3. OPTIONAL: The default econometric models used for each project category is judged to perform best among the four options available. A description of alternative model equations for each project type can be found in Table 2 (below) of this sheet (\"Read_Me\").  Calculations using the alternative models can also be explored by selecting different models in the \"Model Equations\" column of Table 4 in the \"Coeff\" sheet. Click the \"Restore Default Models\" button at the  top of this table to change all project types to their default model options."]
["REFERENCES:\n1. O’Connor, P. W., Zhang, Q. F., DeNeale, S. T., Chalise, D. R., Centurion, E., & Centurion, E. E. (2015). Hydropower Baseline Cost Modeling. ORNL/TM-2015/14, Oak Ridge National Laboratory, Oak Ridge, TN.\n2. Oladosu, G. A., George, L., & Wells, J. (2021). 2020 Cost Analysis of Hydropower Options at Non-Powered Dams (No. ORNL/TM-2020/1656). Oak Ridge National Lab.(ORNL), Oak Ridge, TN (United States); Small Hydro Consulting, LLC, Middlebury, VT (United States); Wells Engineering, LLC, Florence, KY (United States)\n3. Oladosu, G. A., Werble, J., Tingen, W., Witt, A., Mobley, M., & O'Connor, P. (2021a). Costs of mitigating the environmental impacts of hydropower projects in the United States. Renewable and Sustainable Energy Reviews, 135, 110121."]
["COPYRIGHT:\nThis software has been authored by UT-Battelle, LLC under Contract No. DE-AC05-00OR22725 with the U.S. Department of Energy. The United States Government retains and the user, by using the software, acknowledges that the United States Government retains a non-exclusive, paid-up, irrevocable, world-wide license to publish software, or allow others to do so, for United States Government purposes."]
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["TABLE 2: Full List of Available Models (DO NOT CHANGE THIS TABLE )"]
["Full Set of Models (NOTE: For  Canal, PSH, Capacity Expansion and Generator Rewind projects all (most) models are the same)"]
["ProjectType","Equations","Model Overview"]
["Non-Powered Dam (NPD)","NPD1","NPD Model estimated with all valid data"]
["Non-Powered Dam (NPD)","NPD2","NPD Model estimated with valid data for year 2000 and above"]
["Non-Powered Dam (NPD)","NPD3","NPD Model estimated with all valid data with per KW <= $15K"]
["Non-Powered Dam (NPD)","NPD4","NPD Model estimated with all valid data with per KW <= $10K"]
["New Stream Development (NSD)","NSD1","NSD Model estimated with all valid data"]
["New Stream Development (NSD)","NSD2","NSD Model estimated with valid data for year 2000 and above"]
["New Stream Development (NSD)","NSD3","NSD Model estimated with all valid data with per KW <= $15K"]
["New Stream Development (NSD)","NSD4","NSD Model estimated with all valid data with per KW <= $10K"]
["Canal/Conduit","Canal1","Canal Model estimated with all valid data"]
["Canal/Conduit","Canal2","Canal Model estimated with valid data for year 2000 and above"]
["Canal/Conduit","Canal3","Canal Model estimated with all valid data with per KW <= $15K"]
["Canal/Conduit","Canal4","Canal Model estimated with all valid data with per KW <= $10K"]
["Pumped Storage Hydro (PSH)","PSH1","PSH Model estimated with all valid data"]
["Pumped Storage Hydro (PSH)","PSH2","PSH Model estimated with valid data for year 2000 and above"]
["Pumped Storage Hydro (PSH)","PSH3","PSH Model estimated with all valid data with per KW <= $15K"]
["Pumped Storage Hydro (PSH)","PSH4","PSH Model estimated with all valid data with per KW <= $10K"]
["Capacity Expansion","KXP1","Capacity Expansion Model estimated with all valid data"]
["Capacity Expansion","KXP2","Capacity Expansion Model estimated with valid data for year 2000 and above"]
["Capacity Expansion","KXP3","Capacity Expansion Model estimated with all valid data with per KW <= $15K"]
["Capacity Expansion","KXP4","Capacity Expansion Model estimated with all valid data with per KW <= $10K"]
["Generation Rewind","GRW1","Generator Rewind Model estimated with all valid data"]
["Generation Rewind","GRW2","Generator Rewind Model estimated with valid data for year 2000 and above"]
["Generation Rewind","GRW3","Generator Rewind Model estimated with all valid data with per KW <= $15K"]
["Generation Rewind","GRW4","Generator Rewind Model estimated with all valid data with per KW <= $10K"]

{"sheet":"InputsandResults","index":2,"n_rows":122,"n_cols":8,"rows_kept":122,"cut":false,"hidden":false,"merged":[[19,0,19,5],[19,6,19,7]]}
["Charts for the first 5 rows of TABLE 1 (Note: filtering out any of the first 5 rows will reduce the number of projects shown)"]
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["Set number of projects in cell \"E19\" (limited to 100) and Enter data for each project in the \"USER INPUTS\" Columns"]
["NOTE: DO NOT USE EXCEL's \"Insert or Delete\" commands to change Table 1"]
["TABLE 1: Inputs and Results Table",null,null,null,1,"<== Enter Number of Projects Here (1-100)"]
["USER INPUTS",null,null,null,null,null,"RESULTS"]
["Provide Unique Project Name","Project Type (Click Cells to Select)","Set Capacity (MW) at Project Completion","Set Added Capacity (MW) - Same as Capacity except for Capacity Expansion Projects","Set Project Head (ft)","Project Stage (Click the Cell to Select)","Total Capital Expenditures","Capital Expenditure per KW"]
["Project Name","Project Type","Capacity (MW)","Added_Capacity","Head (ft)","Stage","Capital Expenditure (2020 $million)","Capital Expenditure (2020 $/KW)"]
["Unknown1","Non-Powered Dam (NPD)",50,50,30,"Construction",{"$f":"INDEX(Model[CapEx],_xlfn.XMATCH(InputsResults[[#This Row],[Project Name]]&InputsResults[[#This Row],[Project Type]],Model[Project Name]&Model[Type]))","v":229.19616133402647},{"$f":"InputsResults[[#This Row],[Capital Expenditure (2020 $million)]]/InputsResults[[#This Row],[Capacity (MW)]]*1000","v":4583.9232266805293}]
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[null,null,null,null,null,null,{"$f":"INDEX(Model[CapEx],_xlfn.XMATCH(InputsResults[[#This Row],[Project Name]]&InputsResults[[#This Row],[Project Type]],Model[Project Name]&Model[Type]))","v":{"$error":"#N/A"}},{"$f":"InputsResults[[#This Row],[Capital Expenditure (2020 $million)]]/InputsResults[[#This Row],[Capacity (MW)]]*1000","v":{"$error":"#N/A"}}]
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[null,null,null,null,null,null,{"$f":"INDEX(Model[CapEx],_xlfn.XMATCH(InputsResults[[#This Row],[Project Name]]&InputsResults[[#This Row],[Project Type]],Model[Project Name]&Model[Type]))","v":{"$error":"#N/A"}},{"$f":"InputsResults[[#This Row],[Capital Expenditure (2020 $million)]]/InputsResults[[#This Row],[Capacity (MW)]]*1000","v":{"$error":"#N/A"}}]

{"sheet":"Coeff","index":3,"n_rows":250,"n_cols":18,"rows_kept":250,"cut":false,"hidden":false,"merged":[]}
["TABLE 4: COEFFICIENTS TABLE",null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,"TABLE 3: PROJECT EQUATIONS"]
["Type","Equation","Variable","Estimate","Std. Error","t value","Pr(>|t|)","R2","pseudoR2","ssiz","scal","mult0","RMSE","RMSEAll"]
["Non-Powered Dam (NPD)","NPD1","(Intercept)",1.37442707398054,0.70353965529638995,1.95358863375159,5.1424625101472998E-2,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Project Types"," Model Equation"]
["Non-Powered Dam (NPD)","NPD1","lgEFlow",0.84015748058192896,4.5308650331343098E-2,18.5429818464651,2.77244614339416E-56,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Non-Powered Dam (NPD)","NPD3"]
["Non-Powered Dam (NPD)","NPD1","lgHead",0.67915369355833799,7.9208101111813006E-2,8.5742958614753295,2.0231091073230099E-16,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"New Stream Development (NSD)","NSD1"]
["Non-Powered Dam (NPD)","NPD1","C",0.39361096824206399,9.2122539140989404E-2,4.2726890933787596,2.39980508436103E-5,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Canal/Conduit","Canal3"]
["Non-Powered Dam (NPD)","NPD1","E",0.226322113201092,9.53140170635563E-2,2.3744892952122498,1.8029377817006E-2,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Pumped Storage Hydro (PSH)","PSH4"]
["Non-Powered Dam (NPD)","NPD1","Hd30",-0.23459115623468599,0.17648816397484099,-1.3292175007731799,0.184510018806091,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Capacity Expansion","KXP1"]
["Non-Powered Dam (NPD)","NPD1","Hd60",-0.26671483235688198,0.12948556073733,-2.0598036633438301,4.0043440176585503E-2,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Generator Rewind","GRW1"]
["Non-Powered Dam (NPD)","NPD1","Hd100",-0.16943111778971701,0.108557764885545,-1.56074618861537,0.11934956301327899,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"Click the \"Model Equation\" column cells to select model"]
["Non-Powered Dam (NPD)","NPD1","Cap1",-0.25714592598695502,0.23651003742919299,-1.08725163964316,0.27755973068662498,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"See \"Read_Me\" sheet for more information "]
["Non-Powered Dam (NPD)","NPD1","Cap10",-0.290325397244663,0.14395347517236901,-2.0168001980989301,4.4363034180120303E-2,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497,null,null,"DO NOT CHANGE OR MOVE TABLE"]
["Non-Powered Dam (NPD)","NPD1","Cap30",-0.23095555432266501,0.10808450516827101,-2.1368054002107302,3.3200826767818402E-2,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497]
["Non-Powered Dam (NPD)","NPD1","dmy40",0.38872055085457002,8.5707222407925193E-2,4.53544683789245,7.5435045503096402E-6,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497]
["Non-Powered Dam (NPD)","NPD1","dmy40x",0.52434739314780698,6.4493172402105794E-2,8.1302775723075804,5.0456513056997701E-15,0.85185298459507397,0.85603595914768305,426,1.26435793976911,0.77118609078632105,51787.1753701497,51787.1753701497]
["Non-Powered Dam (NPD)","NPD2","(Intercept)",2.2336488189643098,1.16000774650065,1.92554646785978,5.5544636959765102E-2,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,"Model Variable Definitions","Variable"]
["Non-Powered Dam (NPD)","NPD2","lgEFlow",0.77244694152513604,7.7956839820117294E-2,9.9086487254682201,3.6843818635745399E-19,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,"Estimated Flow (cfs)","Eflow"]
["Non-Powered Dam (NPD)","NPD2","lgHead",0.61127319378787304,0.123285146128187,4.9582063450879703,1.4891882468315299E-6,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,"<= 1MW  Capacity Indicator","Cap1"]
["Non-Powered Dam (NPD)","NPD2","C",0.63042460329779604,0.111982542225295,5.6296686141439798,5.8914717927511203E-8,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">1MW & <= 10MW  Capacity Indicator","Cap10"]
["Non-Powered Dam (NPD)","NPD2","E",0.23855927118503101,0.125260434351885,1.9045061788215001,5.82443800545299E-2,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">10MW & <= 30MW  Capacity Indicator","Cap30"]
["Non-Powered Dam (NPD)","NPD2","Hd30",-0.26236870399511703,0.25333785633831002,-1.0356474464074901,0.30158675996482998,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">30MW & <= 100MW  Capacity Indicator","Cap100"]
["Non-Powered Dam (NPD)","NPD2","Hd60",-0.190217646708607,0.179517747622463,-1.05960357250385,0.29057184577314199,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,"<= 1MW  Added Capacity Indicator","addCap1"]
["Non-Powered Dam (NPD)","NPD2","Hd100",-0.30943862100483299,0.15717928360643499,-1.96869850723868,5.03353566250231E-2,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">1MW & <= 10MW  Added Capacity Indicator","addCap10"]
["Non-Powered Dam (NPD)","NPD2","Cap1",-0.71618576730841799,0.53640037887604097,-1.33517013692103,0.18330140126373201,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">10MW & <= 30MW  Added Capacity Indicator","addCap30"]
["Non-Powered Dam (NPD)","NPD2","Cap10",-0.36050530988379098,0.20923720471851801,-1.72295032505701,8.6405462371931904E-2,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,"<= 30ft Head Indicator","Hd30"]
["Non-Powered Dam (NPD)","NPD2","Cap30",-0.32427973236761698,0.13842956089355801,-2.3425613017508802,2.0110609978770899E-2,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">30ft & <= 60ft Head Indicator","Hd60"]
["Non-Powered Dam (NPD)","NPD2","dmy40",0.23438923201532599,0.20067600546779901,1.16799829391131,0.244164048522518,0.81025331482706797,0.81991634046087403,217,1.28742921203099,0.975431400024527,48649.704407877602,52877.324287857402,null,null,">60ft & <= 100ft Head Indicator","Hd100"]
["Non-Powered Dam (NPD)","NPD3","(Intercept)",0.70142144165796305,0.64712877465765495,1.0838977791229101,0.27905976533303201,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"(2021 minus Year)+1","tyr"]
["Non-Powered Dam (NPD)","NPD3","lgEFlow",0.87673886375279897,4.1765845392157601E-2,20.991766251125,1.35913171446356E-66,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"40 year ","dmy40"]
["Non-Powered Dam (NPD)","NPD3","lgHead",0.74423107566848201,7.2969027321131003E-2,10.1992736232207,7.0770536892967303E-22,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,">40 years","dmy40x"]
["Non-Powered Dam (NPD)","NPD3","C",0.41401445146858701,8.3834037709859893E-2,4.9385006708306696,1.1564750777703099E-6,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Intercept Term","(Intercept)"]
["Non-Powered Dam (NPD)","NPD3","E",0.175543109593225,8.7333033932835397E-2,2.0100424969574302,4.5094287217758697E-2,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Nat Log of Capacity","lgCapacity"]
["Non-Powered Dam (NPD)","NPD3","Hd30",-0.125106425292632,0.16221023831852799,-0.77126096718360804,0.44100535270930702,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Nat Log of Added Capacity","lgAdded_Capacity"]
["Non-Powered Dam (NPD)","NPD3","Hd60",-0.175941187260717,0.11908918992966699,-1.4773900751581801,0.14035408636278601,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Nat Log of Head","lgHead"]
["Non-Powered Dam (NPD)","NPD3","Hd100",-0.12762399609734801,0.100233365655954,-1.2732685893778199,0.20365852729227801,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Nat Log of Eflow","lgEFlow"]
["Non-Powered Dam (NPD)","NPD3","Cap1",-0.2228361461626,0.21680781116173301,-1.02780497145636,0.30465959796667302,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Nat Log of tyr","lgtyr"]
["Non-Powered Dam (NPD)","NPD3","Cap10",-0.19188342707225101,0.131921425665215,-1.45452814889376,0.14658026505145699,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Construction (Yes=1; No=0)","C"]
["Non-Powered Dam (NPD)","NPD3","Cap30",-0.215096003140367,9.8631590881489595E-2,-2.1808023293349801,2.97770959141225E-2,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"Engineering (Yes=1; No=0)","E"]
["Non-Powered Dam (NPD)","NPD3","dmy40",0.33513759833331502,7.8557304315139506E-2,4.2661545130021397,2.4822865675167699E-5,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"NOTE: Eflow is calculated from Capacity & Head using the equation below:"]
["Non-Powered Dam (NPD)","NPD3","dmy40x",0.51820014590465702,5.9309311271684199E-2,8.7372477405931193,6.5315160459170298E-17,0.87677992878968303,0.88035152505664904,415,1.2655051798905399,0.79685279126182795,49657.984500695697,51199.8386814162,null,null,"3.28084*35.3147*1000*Capacity/(0.9*9.81*Head"]
["Non-Powered Dam (NPD)","NPD4","(Intercept)",0.34640511464431401,0.63281662061621002,0.54740204880680798,0.58442389611754098,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902]
["Non-Powered Dam (NPD)","NPD4","lgEFlow",0.88397824271236503,4.09288690052114E-2,21.597915217246999,4.4970299832300398E-68,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Column Description","Column Name"]
["Non-Powered Dam (NPD)","NPD4","lgHead",0.79709236590172905,7.1087005744919093E-2,11.212912367724799,2.1137645788899E-25,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Project Category","Type"]
["Non-Powered Dam (NPD)","NPD4","C",0.35080770539566902,8.2283428497443495E-2,4.2634065181978702,2.54307131992202E-5,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Equation identifier","Equation"]
["Non-Powered Dam (NPD)","NPD4","E",0.172031143656732,8.4799092702094903E-2,2.02869085240203,4.3186634501892897E-2,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Variable identifier (see above table)","Variable"]
["Non-Powered Dam (NPD)","NPD4","Hd30",-3.9175072108089799E-2,0.15738794978211099,-0.24890769695090401,0.80356665508439595,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Estimated model parameter","Estimate"]
["Non-Powered Dam (NPD)","NPD4","Hd60",-9.0942708353250606E-2,0.11541395282278,-0.78796979159785496,0.431205620186417,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Standard error of parameter","Std. Error"]
["Non-Powered Dam (NPD)","NPD4","Hd100",-8.3964995642565293E-2,9.7321926685447993E-2,-0.86275517246947497,0.388816252592869,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"T-Statistics value of parameter","t value"]
["Non-Powered Dam (NPD)","NPD4","Cap1",-0.23309950588567999,0.21423950389257901,-1.0880323266737899,0.27727042829167597,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Probability Statistics of parameter","Pr(>|t|)"]
["Non-Powered Dam (NPD)","NPD4","Cap10",-0.14652060851412499,0.12870944748841801,-1.1383827012955701,0.25567789884046299,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Default model R-Squared (<=100%)","R2"]
["Non-Powered Dam (NPD)","NPD4","Cap30",-0.18376278589799799,9.5923159355177298E-2,-1.91572908079033,5.6149731530455001E-2,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Generalized model R-Squared (<=100%)","pseudoR2"]
["Non-Powered Dam (NPD)","NPD4","dmy40",0.32203662932882299,7.5990548640614497E-2,4.2378510892432901,2.8356689565703001E-5,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Number of data points in model","ssiz"]
["Non-Powered Dam (NPD)","NPD4","dmy40x",0.470404230087692,5.78568247928209E-2,8.1304881796081698,6.1083388385209903E-15,0.88388566086692599,0.88744018145263204,393,1.2620867493635901,0.83861413509368898,49618.044584885203,53352.055287402902,null,null,"Bias-correction scaling value for log-log model","scal"]
["New Stream Development (NSD)","NSD1","(Intercept)",-4.6119817372543599,1.7139469255977799,-2.69085446484628,8.7157794062981998E-3,0.89077232800931905,0.90533601760807603,91,1.5381239221437699,0.64100906149898895,409076.245008739,409076.24500873999,null,null,"Alternative model scaling value for log-log model","mult0"]
["New Stream Development (NSD)","NSD1","lgEFlow",1.1822056668776,0.109999936461527,10.747330452241499,4.7166867253611802E-17,0.89077232800931905,0.90533601760807603,91,1.5381239221437699,0.64100906149898895,409076.245008739,409076.24500873999,null,null,"Model root-mean squared error","RMSE"]
["New Stream Development (NSD)","NSD1","lgHead",1.2736257697601701,0.14680330827215901,8.6757293466370307,4.5974045200670995E-13,0.89077232800931905,0.90533601760807603,91,1.5381239221437699,0.64100906149898895,409076.245008739,409076.24500873999,null,null,"Model root means squared error applied to all valid data","RMSEAll"]
["New Stream Development (NSD)","NSD1","C",7.3924346803170393E-2,0.158941546193473,0.46510398680270298,0.64315287181556902,0.89077232800931905,0.90533601760807603,91,1.5381239221437699,0.64100906149898895,409076.245008739,409076.24500873999]
["New Stream Development (NSD)","NSD1","E",-0.23627263538929999,0.18746949616849701,-1.2603257608210501,0.21130930083041599,0.89077232800931905,0.90533601760807603,91,1.5381239221437699,0.64100906149898895,409076.245008739,409076.24500873999]
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["Capacity Expansion","KXP3","E",-0.25194614095349399,0.36361502991064099,-0.692892538065355,0.49282303853301401,0.79464115726507001,0.84270386513920204,48,1.47615395522952,"NA",31996.094829126199,"NA"]
["Capacity Expansion","KXP3","Hd30",-0.65413241103731001,0.50880695382662,-1.28562002959616,0.20678444890015199,0.79464115726507001,0.84270386513920204,48,1.47615395522952,"NA",31996.094829126199,"NA"]
["Capacity Expansion","KXP3","Hd60",0.25363959046665502,0.36666228653044802,0.69175260119257598,0.49353023335228302,0.79464115726507001,0.84270386513920204,48,1.47615395522952,"NA",31996.094829126199,"NA"]
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["Generator Rewind","GRW1","(Intercept)",8.5828083351033708,1.5231375046206299,5.6349530551682498,5.5645685200250097E-6,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","lgCapacity",0.57058714378206399,0.24973244339497,2.2847938218409198,3.0404855778486801E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","lgHead",-0.21140948746483701,9.3323846210421404E-2,-2.2653319172911401,3.1725508559547901E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","C",-0.59084818369237002,0.23771309504530699,-2.4855516839733101,1.94228254219646E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","E",-0.79165087727283501,0.32642749211462802,-2.42519670186002,2.2263784600106699E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","Cap30",-0.78200706757231098,0.66798471685854399,-1.1706960471341299,0.25195020482185398,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW1","Cap100",-0.560163522754482,0.40888831118423702,-1.3699670727493201,0.18198276402649699,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","(Intercept)",8.5828083351033708,1.5231375046206299,5.6349530551682498,5.5645685200250097E-6,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","lgCapacity",0.57058714378206399,0.24973244339497,2.2847938218409198,3.0404855778486801E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","lgHead",-0.21140948746483701,9.3323846210421404E-2,-2.2653319172911401,3.1725508559547901E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","C",-0.59084818369237002,0.23771309504530699,-2.4855516839733101,1.94228254219646E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","E",-0.79165087727283501,0.32642749211462802,-2.42519670186002,2.2263784600106699E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","Cap30",-0.78200706757231098,0.66798471685854399,-1.1706960471341299,0.25195020482185398,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW2","Cap100",-0.560163522754482,0.40888831118423702,-1.3699670727493201,0.18198276402649699,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","(Intercept)",8.5828083351033708,1.5231375046206299,5.6349530551682498,5.5645685200250097E-6,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","lgCapacity",0.57058714378206399,0.24973244339497,2.2847938218409198,3.0404855778486801E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","lgHead",-0.21140948746483701,9.3323846210421404E-2,-2.2653319172911401,3.1725508559547901E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","C",-0.59084818369237002,0.23771309504530699,-2.4855516839733101,1.94228254219646E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","E",-0.79165087727283501,0.32642749211462802,-2.42519670186002,2.2263784600106699E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","Cap30",-0.78200706757231098,0.66798471685854399,-1.1706960471341299,0.25195020482185398,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW3","Cap100",-0.560163522754482,0.40888831118423702,-1.3699670727493201,0.18198276402649699,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","(Intercept)",8.5828083351033708,1.5231375046206299,5.6349530551682498,5.5645685200250097E-6,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","lgCapacity",0.57058714378206399,0.24973244339497,2.2847938218409198,3.0404855778486801E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","lgHead",-0.21140948746483701,9.3323846210421404E-2,-2.2653319172911401,3.1725508559547901E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","C",-0.59084818369237002,0.23771309504530699,-2.4855516839733101,1.94228254219646E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","E",-0.79165087727283501,0.32642749211462802,-2.42519670186002,2.2263784600106699E-2,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","Cap30",-0.78200706757231098,0.66798471685854399,-1.1706960471341299,0.25195020482185398,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]
["Generator Rewind","GRW4","Cap100",-0.560163522754482,0.40888831118423702,-1.3699670727493201,0.18198276402649699,0.67269354169919604,0.73220380684479602,34,1.00921976573048,0.89205513151578697,10288.5737982151,10288.5737982151]

{"sheet":"Calc","index":4,"n_rows":103,"n_cols":31,"rows_kept":103,"cut":false,"hidden":true,"merged":[[0,0,0,8],[0,10,0,30]]}
["Input Data",null,null,null,null,null,null,null,null,"Capital Expenditure Model","Endogenous Variable Calculations"]
["Unique Project Name","Project Type (Drop-down)","Project Capacity (MW)","Added Capacity (MW)","Project Head (ft)","Project Stage","Year ( Fixed at 2021)","Construction (Yes=1; No=0)","Engineering (Yes=1; No=0)","Estimated Capital Expenditure (2020$million)","Model Equation","Estimated Flow (cfs)","<= 1MW  Capacity Indicator",">1MW & <= 10MW  Capacity Indicator",">10MW & <= 30MW  Capacity Indicator",">30MW & <= 100MW  Capacity Indicator","<= 1MW  Capacity Indicator",">1MW & <= 10MW  Capacity Indicator",">10MW & <= 30MW  Capacity Indicator","<= 30ft Head Indicator",">30ft & <= 60ft Head Indicator",">60ft & <= 100ft Head Indicator","(2021 minus Year)+1","40 year ",">40 years","Intercept Term","Nat Log of Capacity","Nat Log of Added Capacity","Nat Log of Head","Nat Log of Eflow","Nat Log of tyr"]
["Project Name","Type","Capacity","Added_Capacity","Head","Stage","Year","C","E","CapEx","Equation","Eflow","Cap1","Cap10","Cap30","Cap100","addCap1","addCap10","addCap30","Hd30","Hd60","Hd100","tyr","dmy40","dmy40x","(Intercept)","lgCapacity","lgAdded_Capacity","lgHead","lgEFlow","lgtyr"]
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