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Part 1: Document Description
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Citation |
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Title: |
Dataset for supporting the net agronomic assessment of yield limiting factors in maize production in Machakos county, Kenya |
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Identification Number: |
doi:10.34725/DVN/KKHVOF |
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Distributor: |
World Agroforestry (ICRAF) |
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Date of Distribution: |
2022-07-25 |
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Version: |
1 |
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Bibliographic Citation: |
Tamba, Yvonne; Chacha, Robin; Mboi, Damaris; Aynekulu, Ermias; Luedeling, Eike; Shepherd, Keith, 2022, "Dataset for supporting the net agronomic assessment of yield limiting factors in maize production in Machakos county, Kenya", https://doi.org/10.34725/DVN/KKHVOF, World Agroforestry (ICRAF), V1, UNF:6:QZ+UN2QU5x8NcdqNy+AySg== [fileUNF] |
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Citation |
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Title: |
Dataset for supporting the net agronomic assessment of yield limiting factors in maize production in Machakos county, Kenya |
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Identification Number: |
doi:10.34725/DVN/KKHVOF |
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Authoring Entity: |
Tamba, Yvonne (World Agroforestry (ICRAF)) |
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Chacha, Robin (World Agroforestry (ICRAF)) |
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Mboi, Damaris (World Agroforestry (ICRAF)) |
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Aynekulu, Ermias (World Agroforestry (ICRAF)) |
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Luedeling, Eike (World Agroforestry (ICRAF)) |
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Shepherd, Keith (World Agroforestry (ICRAF)) |
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Other identifications and acknowledgements: |
World Agroforestry (ICRAF) |
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Other identifications and acknowledgements: |
CGIAR Research Program on Water, Land and Ecosystems |
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Other identifications and acknowledgements: |
Bill and Melinda Gates Foundation |
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Other identifications and acknowledgements: |
Technoserve- Innovations in Outcome Measurement |
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Producer: |
World Agroforestry |
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Distributor: |
World Agroforestry (ICRAF) |
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Distributor: |
World Agroforestry |
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Access Authority: |
Aynekulu, Ermias |
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Depositor: |
Karari, Valentine |
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Date of Deposit: |
2022-03-31 |
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Study Scope |
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Keywords: |
Agricultural Sciences, Earth and Environmental Sciences, Social Sciences, Crop modelling, Decision analysis, Agronomics |
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Abstract: |
This dataset is used for a holistic analysis of the costs, benefits, and risks of on-farm soil and plant health management. The dataset was produced in 2017 by a combination of field measurements and farmer surveys. It was collected for a research study aimed at identifying and testing accurate, consistent, and cost-effective measurement tools and methodologies for evaluating the outcomes of agricultural projects. Soils data was analysed by wet spectral methods to generate estimates of the Nitrogen (N), Phosphorus (K), and Potassium (P) levels in the soils which was then used as inputs for a stochastic crop production model. The decision model consisted of two main sections targeting interactions between biotic factors (rainfall variability, availability of soil nutrients, risk of drought and temperature) and abiotic factors (farm management practices/intensity of farm management). With the two datasets, we ran a risk-return model to project the productivity of maize production and highlight yield-limiting factors. The project was funded by Bill & Melinda Gates Foundation and TechnoServe under the Innovation in Outcome Measurement (IOM) program |
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Time Period: |
2017-01-01-2017-12-31 |
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Country: |
Kenya |
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Geographic Coverage: |
Machakos County |
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Unit of Analysis: |
Farm scale |
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Kind of Data: |
Biophysical and Social-economics data |
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Methodology and Processing |
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Data Collector: |
World Agroforestry (ICRAF) |
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Sampling Procedure: |
We conducted a household survey to collect primary qualitative and quantitative information. A structured questionnaire which was pretested to evaluate the questions that covered a wide range of relevant agronomic and soil management topics was dispensed. A total of 134 households, comprising 58 females (43%) and 76 males (57%) were interviewed. |
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Mode of Data Collection: |
To clarify the decision problem and identify variables of interest in soil and plant health management, stakeholder engagement targeted Machakos county government officials, officials from fertilizer companies, agricultural research organizations and other development partners in a stakeholder workshop held in Nairobi on the 8-9 march, 2017. We used the insights generated during this workshop to design both the household survey used to collect sample data and the conceptual model used to project the decision’s outcomes. The model was scripted in R programming language and ran using the ‘decisionSupport’ package. We ran 100,000 monte carlo iterations to produce distributions of output variables i.e. actual yield, projected yield and farm profits. |
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Type of Research Instrument: |
Structured questionnaire and interviews |
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Sources Statement |
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Data Access |
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Notes: |
CC0 Waiver |
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Other Study Description Materials |
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Related Materials |
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Bene JG, Beall HW, and Côté A. 1977. Trees, Food and People: Land Management in the Tropics. International Development Research Center: Ottawa, Canada. |
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Coe R, Njoloma J, and Sinclair F. 2019. Loading the dice in favour of the farmer: reducing the risk of adopting agronomic innovations. Experimental Agriculture 55(S1):67–83. |
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Vanlauwe B, Coe R, and Giller KE. 2019. Beyond averages: New approaches to understand heterogeneity and risk of technology success or failure in smallholder farming. Experimental Agriculture 55(S1):84–106. |
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Sinclair F & Coe R. 2019. The options by context approach: A paradigm shift in agronomy. Experimental Agriculture, 55(S1), 1-13. doi:10.1017/S0014479719000139 |
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Raintree JB. 1987. The state of the art of agroforestry diagnosis and design. In Agroforestry Systems (Vol. 5). https://doi.org/10.1007/BF00119124 |
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File Description--f11451 |
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File: maize_production_input_table.tab |
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Notes: |
UNF:6:3NGzj+pkeuV+iCnDEZzwCQ== |
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File Description--f11449 |
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File: Maize_production_legend.tab |
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Notes: |
UNF:6:KCxNZ0VMFa07JTxt7hHvlQ== |
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File Description--f11450 |
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File: SoilTissueGrainYieldHS4_Soil agronomy.tab |
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Notes: |
UNF:6:EVsQeYn+uNB66kGVGlJIog== |
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File Description--f11447 |
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File: Variables Description_Soil agronomy.tab |
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Notes: |
UNF:6:UILnXtuyIvPTSZHLfGoL4w== |
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List of Variables: |
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Variables |
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f11451 Location: |
Variable Format: character Notes: UNF:6:6LgeYcx8NYu5nsrrvkfwqA== |
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f11451 Location: |
Variable Format: character Notes: UNF:6:ZkQoFA13DeelpYLu/xJo2w== |
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f11451 Location: |
Variable Format: character Notes: UNF:6:J61EtO5t1qDw1r2hkZMPNA== |
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f11451 Location: |
Summary Statistics: Min. 0.001; Max. 8500.0; Valid 85.0; StDev 1071.112603498283; Mean 290.24555294117647 Variable Format: numeric Notes: UNF:6:/0/7rlq7LnhLntRiSh3OhA== |
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f11451 Location: |
Summary Statistics: StDev NaN; Mean NaN; Valid 0.0; Min. NaN; Max. NaN Variable Format: numeric Notes: UNF:6:gL1ctanKNdzeodWbXxd49A== |
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f11451 Location: |
Summary Statistics: Mean 557.9127058823528; Valid 85.0; Min. 0.04; StDev 1718.178040096536; Max. 12500.0 Variable Format: numeric Notes: UNF:6:9WTurt3s7SZwQlt3Kz71Vw== |
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f11451 Location: |
Variable Format: character Notes: UNF:6:73GbTtfYQZ7GP5FCZU8hig== |
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f11449 Location: |
Variable Format: character Notes: UNF:6:cu4BsqJBg921l2uadbdI8g== |
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f11449 Location: |
Variable Format: character Notes: UNF:6:fs/QTc7z+kP3lQJDT9riLg== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:CQ2SrzDPo7nh5W04EHNTOw== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:kVG8OK+JPGewwUBVzZfVNw== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:g5XAo2vAM9CSned4TQ8OdA== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:jZSNdbHFNSwNcrCzte8ooQ== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:dT+vS8C3AUD4vEHLEIxZ5Q== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:yOGy7rto4Bfg0iod+IJRcA== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:9zZ5YMlO6SBpDtQR2Xr51g== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:Nb1uYkjyHWmoFIFRegssxA== |
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f11450 Location: |
Summary Statistics: Min. 1.0; Valid 152.0; Max. 14.0; Mean 5.703947368421053; StDev 2.618929602358993; Variable Format: numeric Notes: UNF:6:p8C2V84PHP8izaR+OjYH7w== |
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f11450 Location: |
Summary Statistics: Min. 0.0; Mean 1.625; Valid 152.0; StDev 1.0536125178396203; Max. 6.0; Variable Format: numeric Notes: UNF:6:pQE7Owmss3E5HQm97y1GZA== |
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f11450 Location: |
Summary Statistics: Min. 0.0; Valid 152.0; Mean 1.5592105263157894; StDev 0.9187780009272087; Max. 6.0 Variable Format: numeric Notes: UNF:6:wqoaCUe3VJmL6FuXSLR4ig== |
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f11450 Location: |
Summary Statistics: StDev 1.023597494089297; Max. 5.0; Mean 0.3421052631578947; Min. 0.0; Valid 152.0 Variable Format: numeric Notes: UNF:6:mQfSkCof3GH4xZRhJOk1uA== |
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f11450 Location: |
Summary Statistics: StDev 1.86078760164386; Max. 12.0; Valid 152.0; Mean 2.18421052631579; Min. 0.0 Variable Format: numeric Notes: UNF:6:dCwhDhrp20FcKW71X1UOrQ== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Mean 3.5091447368421056; Max. 17.5; Min. 0.0; StDev 2.8481356616433193 Variable Format: numeric Notes: UNF:6:9dvNY7d3JysOPORXfM1W4Q== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:+GTAKMybVteSGMbrfig0IQ== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:S758gUFZlYdNeZfWTedVxw== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:51ACfLC7KG/OLc6Daa5l2g== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:5f+77/olwOYE1EjbXmdE9g== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:VaZAiJTOb6wCDc/siMMHQg== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:9ILKAsK8DT+H/55IlLopOA== |
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f11450 Location: |
Summary Statistics: Min. 1086.0; Mean 1271.125; Max. 1593.0; StDev 110.25817460045837; Valid 152.0; Variable Format: numeric Notes: UNF:6:wWCxoyQDKH+vVaAUqUbz+A== |
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f11450 Location: |
Summary Statistics: Mean 535.7547953947368; Min. 0.0; StDev 510.94204334144126; Max. 1906.5634; Valid 152.0; Variable Format: numeric Notes: UNF:6:0S8uSjHE3yGUjeK4+rladQ== |
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f11450 Location: |
Summary Statistics: Min. 0.026; Mean 2.0316146788990825; StDev 1.2331871077600096; Max. 5.185; Valid 109.0 Variable Format: numeric Notes: UNF:6:ey6I43C7TQzmTP+SN9rsWQ== |
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f11450 Location: |
Summary Statistics: Min. 0.0; Mean 188.70960526315795; StDev 196.44104468835872; Max. 1080.0; Valid 152.0; Variable Format: numeric Notes: UNF:6:ONZ9YCTc9iZuMXGuYGDr8w== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:P5D7WEEb9KTlQFCehugeEQ== |
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f11450 Location: |
Variable Format: character Notes: UNF:6:2KKY7OlzEhTW1pHnejBCig== |
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f11450 Location: |
Summary Statistics: Mean 0.11592105263157894; Min. 0.06; Valid 152.0; Max. 0.24; StDev 0.029886213862198724; Variable Format: numeric Notes: UNF:6:4M7C2pi1jCz6a52AIztKDQ== |
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f11450 Location: |
Summary Statistics: StDev 6.981128722849158; Max. 46.309; Valid 152.0; Min. 4.821; Mean 13.796006578947368 Variable Format: numeric Notes: UNF:6:N79XiloFdZIctulCalanyw== |
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f11450 Location: |
Summary Statistics: StDev 0.3734783781500955; Mean 0.6310197368421053; Valid 152.0; Min. 0.193; Max. 1.725; Variable Format: numeric Notes: UNF:6:b1W+sONqFC32gXcO4rhBtA== |
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f11450 Location: |
Summary Statistics: StDev 1.4547335888641384; Min. 0.063; Valid 152.0; Mean 0.8209999999999998; Max. 8.834; Variable Format: numeric Notes: UNF:6:8Gf3N712guIuQjjYOxgXdQ== |
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f11450 Location: |
Summary Statistics: Min. 0.586; StDev 2.218046519687478; Max. 9.533; Mean 3.2524144736842104; Valid 152.0; Variable Format: numeric Notes: UNF:6:PKAItsNvEUNL2I77atyQbQ== |
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f11450 Location: |
Summary Statistics: Min. 4.408; StDev 37.13472989953002; Mean 23.207631578947368; Max. 287.418; Valid 152.0; Variable Format: numeric Notes: UNF:6:cyqwQeFFEMi3nHWD6iQL/g== |
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f11450 Location: |
Summary Statistics: Min. 48.86; Mean 134.08279605263158; StDev 41.71834945531775; Max. 259.044; Valid 152.0 Variable Format: numeric Notes: UNF:6:AXXZOdEIygCb7k0hZ+fUeQ== |
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f11450 Location: |
Summary Statistics: Min. 1.075; StDev 0.685316987459673; Max. 5.497; Valid 152.0; Mean 2.1998684210526314 Variable Format: numeric Notes: UNF:6:jSRzG6dFMUZdAsbEeuQJqQ== |
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f11450 Location: |
Summary Statistics: Min. 50.209; Mean 122.3287697368421; StDev 22.545406661433482; Max. 206.454; Valid 152.0 Variable Format: numeric Notes: UNF:6:5cBvPyh0to77b4BIQPwD/g== |
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f11450 Location: |
Summary Statistics: Mean 65401.20723684211; Max. 105450.5; Min. 23787.5; Valid 152.0; StDev 20965.320637577603; Variable Format: numeric Notes: UNF:6:XVIj6yz2T7EAXPtJhWxjPA== |
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f11450 Location: |
Summary Statistics: Max. 139.2; Min. 17.6; Valid 152.0; StDev 20.5568112476622; Mean 44.34473684210526 Variable Format: numeric Notes: UNF:6:i5auyxc+TOyxT0p9DUOp4A== |
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f11450 Location: |
Summary Statistics: Min. 11218.3; Max. 83035.7; StDev 14329.195405767901; Valid 152.0; Mean 33540.91184210526; Variable Format: numeric Notes: UNF:6:d9TdrEroQYOpIuNzZGb6DQ== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Max. 4083.1; Min. 193.6; StDev 880.7619189458122; Mean 818.296052631579; Variable Format: numeric Notes: UNF:6:I7SElNV1WS0anzZ5z1gJ9w== |
|
f11450 Location: |
Summary Statistics: Mean 647.2578947368421; StDev 150.02929141214804; Min. 311.4; Valid 152.0; Max. 1541.0 Variable Format: numeric Notes: UNF:6:cHl20ny95Ub9NCWqPb61XA== |
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f11450 Location: |
Summary Statistics: StDev 522.3397217585541; Mean 931.1723684210526; Min. 224.8; Valid 152.0; Max. 2537.4 Variable Format: numeric Notes: UNF:6:qRKzs3FLxpcV0/ixxfHLKg== |
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f11450 Location: |
Summary Statistics: StDev 26.174929860587827; Min. 82.4; Max. 200.1; Valid 152.0; Mean 126.39934210526316 Variable Format: numeric Notes: UNF:6:rVZJXmIsnIF0Gr10XzZGKw== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Max. 2.805; Mean 1.261625; Min. 0.311; StDev 0.48945605451831503; Variable Format: numeric Notes: UNF:6:Ipr6Yl5pcNUBP2GfZGwWuA== |
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f11450 Location: |
Summary Statistics: Mean 0.09361184210526315; StDev 0.03302839423470733; Max. 0.179; Min. 0.019; Valid 152.0 Variable Format: numeric Notes: UNF:6:jCBM6SRU5Ul0PbuPACPrdQ== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Mean 16.571644736842103; Min. 3.81; Max. 118.8; StDev 22.42582807449024 Variable Format: numeric Notes: UNF:6:O0NT354R1TTvfyt+Ac7i6Q== |
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f11450 Location: |
Summary Statistics: StDev 0.706754742151901; Valid 152.0; Min. 5.336; Mean 6.064861842105263; Max. 8.37; Variable Format: numeric Notes: UNF:6:OAj5jTBciykS3DGFj4MtTA== |
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f11450 Location: |
Summary Statistics: Min. 0.043; Valid 152.0; Mean 0.1457763157894737; Max. 1.326; StDev 0.2065703285261373; Variable Format: numeric Notes: UNF:6:1mWsU8giQDdYljdRZnLKJA== |
|
f11450 Location: |
Summary Statistics: StDev 0.2866075655908028; Min. 0.212; Max. 1.323; Valid 152.0; Mean 0.6907236842105263 Variable Format: numeric Notes: UNF:6:T2FmrKgMIMHJipQ/cWGSyA== |
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f11450 Location: |
Summary Statistics: StDev 15.864796284173718; Valid 152.0; Min. 2.517; Mean 14.22408552631579; Max. 78.653 Variable Format: numeric Notes: UNF:6:MIprNJSESQrlXPGgctmHjA== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Mean 9.280907894736842; Max. 62.893; StDev 10.866677888047766; Min. 1.424 Variable Format: numeric Notes: UNF:6:DYCp6JghoTt2KCWcgvKwFw== |
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f11450 Location: |
Summary Statistics: Min. 0.647; Mean 4.198756578947368; StDev 5.357911454314481; Valid 152.0; Max. 24.835 Variable Format: numeric Notes: UNF:6:+5ojKa8Y57XsZPa+H869HQ== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Max. 5.197; StDev 0.7588294488554931; Mean 0.45449999999999996; Min. 0.087 Variable Format: numeric Notes: UNF:6:Y8sbhwSp6wT8zqA0HD+DhA== |
|
f11450 Location: |
Summary Statistics: Mean 1053.569585526316; Max. 1832.045; Min. 460.201; Valid 152.0; StDev 294.41416750014025; Variable Format: numeric Notes: UNF:6:2NDzymuSmzL8uhoYPpfY5w== |
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f11450 Location: |
Summary Statistics: StDev 14.99554794799837; Valid 152.0; Min. 5.5; Max. 91.4; Mean 26.490131578947366; Variable Format: numeric Notes: UNF:6:GMC6MSkekZGerbE0jlW1hQ== |
|
f11450 Location: |
Summary Statistics: Valid 152.0; StDev 0.492011571379737; Min. 0.319; Max. 2.646; Mean 1.2974342105263157 Variable Format: numeric Notes: UNF:6:UehPMEeh0RXfhYkU5pbv3w== |
|
f11450 Location: |
Summary Statistics: StDev 0.03302332899526624; Mean 0.09055263157894737; Min. 0.017; Valid 152.0; Max. 0.17 Variable Format: numeric Notes: UNF:6:vSr9oZ3+Txlf2xYSe1+fIg== |
|
f11450 Location: |
Summary Statistics: Valid 152.0; Max. 180.056; Mean 86.12681578947368; Min. 11.7; StDev 37.21788713277654 Variable Format: numeric Notes: UNF:6:fBfs99PWx+Mz2tMKuAIcyg== |
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f11450 Location: |
Summary Statistics: StDev 17.329239218252155; Max. 78.114; Min. 17.747; Mean 47.689223684210525; Valid 152.0 Variable Format: numeric Notes: UNF:6:oCTaN1kRvcTILNGBJ8mqrQ== |
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f11450 Location: |
Summary Statistics: Valid 152.0; Max. 28.506; StDev 4.305047856367794; Min. 9.714; Mean 17.30491447368421; Variable Format: numeric Notes: UNF:6:JjVVXdfZKYl73aXx2QvM+A== |
|
f11450 Location: |
Summary Statistics: Mean 36.29357894736842; Max. 66.442; Min. 7.368; Valid 152.0; StDev 15.311017243804654 Variable Format: numeric Notes: UNF:6:iWKs2EvzmWe1yY2rueufiw== |
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f11450 Location: |
Summary Statistics: Mean 2.2945045045045047; Valid 111.0; Max. 2.76; StDev 0.1977130093606237; Min. 1.66 Variable Format: numeric Notes: UNF:6:mA3ReAjbyzY8Ck8etxvBdA== |
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f11450 Location: |
Summary Statistics: Valid 111.0; Mean 0.17225225225225224; Max. 0.26; Min. 0.1; StDev 0.03867544874711002 Variable Format: numeric Notes: UNF:6:trVs4ZfkUw0ehI9n7o1Uuw== |
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f11450 Location: |
Summary Statistics: Max. 2.4; StDev 0.2620058079643339; Mean 1.9050450450450451; Valid 111.0; Min. 1.13 Variable Format: numeric Notes: UNF:6:QLzGzPCbzuKJFZXbB0USHQ== |
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f11450 Location: |
Summary Statistics: Valid 111.0; StDev 8.050747519736017; Min. 10.1; Mean 22.272972972972973; Max. 47.4 Variable Format: numeric Notes: UNF:6:yK0fzsdjyO9C0FvG3Nmr4w== |
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f11450 Location: |
Summary Statistics: Min. 6.48; Valid 111.0; Max. 14.8; Mean 9.525405405405406; StDev 1.4561841690364354; Variable Format: numeric Notes: UNF:6:KuiN5bwdLtwhn2VqKN1ftg== |
|
f11450 Location: |
Summary Statistics: Valid 111.0; StDev 0.017381869926144364; Mean 0.14387387387387388; Min. 0.11; Max. 0.21 Variable Format: numeric Notes: UNF:6:mfwzZ1QK80exyJN0Huk+ZA== |
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f11450 Location: |
Summary Statistics: Min. 53.2; Max. 203.0; StDev 31.223158654492924; Mean 109.0; Valid 111.0 Variable Format: numeric Notes: UNF:6:t1kzTrOlT5WS/sct20rB6g== |
|
f11450 Location: |
Summary Statistics: Mean 27.593693693693695; Min. 13.7; Max. 44.8; StDev 5.626710314195049; Valid 111.0; Variable Format: numeric Notes: UNF:6:Kelp54HS2ut5SFeZz7YOuA== |
|
f11450 Location: |
Summary Statistics: StDev 151.7678741799055; Mean 375.5315315315315; Min. 193.0; Valid 111.0; Max. 1180.0 Variable Format: numeric Notes: UNF:6:YVjtHLtY9FkBORz9dKI/kA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:tZSqMnOW/utuVYH0uie87g== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Summary Statistics: Mean 459.21621621621625; StDev 180.73894561470826; Valid 111.0; Max. 1441.5; Min. 270.5; Variable Format: numeric Notes: UNF:6:QLswBzU4bCAnfZIqH3xWbQ== |
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f11450 Location: |
Summary Statistics: Mean 166.95495495495496; StDev 46.22433192149846; Max. 322.0; Min. 84.0; Valid 111.0 Variable Format: numeric Notes: UNF:6:mOddfD6EXz+UaMfFZhsB5g== |
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f11450 Location: |
Summary Statistics: Valid 111.0; Max. 2120.5; Min. 902.0; StDev 320.759086998158; Mean 1531.6216216216217 Variable Format: numeric Notes: UNF:6:Q8z4Wd6AL6TpM07xSNCtjw== |
|
f11450 Location: |
Summary Statistics: Valid 111.0; Mean 48.13063063063063; Min. 23.0; StDev 13.332412949396483; Max. 94.0 Variable Format: numeric Notes: UNF:6:V0tyPhsZvXcRw7Oq6Sd93Q== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:0uMkd/WnMRU05BzNZ7jODQ== |
|
f11450 Location: |
Summary Statistics: Min. 46.15683663; Mean 49.72136584504504; Max. 50.99725012; Valid 111.0; StDev 0.7105387463899582 Variable Format: numeric Notes: UNF:6:rXt4lDrf95HjXvREFwVmKA== |
|
f11450 Location: |
Summary Statistics: Mean 2.4191080206306306; Valid 111.0; StDev 0.10161965512026008; Min. 2.210114069; Max. 2.769047192; Variable Format: numeric Notes: UNF:6:1CTLN59Col2LoE5UW8nu2A== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Summary Statistics: Min. 4031.5; Mean 5975.418918918919; StDev 753.5463113612151; Valid 111.0; Max. 7681.0 Variable Format: numeric Notes: UNF:6:LB4YSrNDxgiOPsf3xL2Hbw== |
|
f11450 Location: |
Summary Statistics: StDev 0.0; Valid 111.0; Min. 2.0; Mean 2.0; Max. 2.0 Variable Format: numeric Notes: UNF:6:Ex/1R1IIVHOIgJ4G9I9jWw== |
|
f11450 Location: |
Summary Statistics: StDev 826.12295395615; Max. 4392.5; Min. 131.5; Valid 111.0; Mean 1604.6306306306305 Variable Format: numeric Notes: UNF:6:nN9gkk7vysXDx70VNDGT6A== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:nuaFWeibeShjLicAJ3NRcw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Summary Statistics: StDev 2734.5600538223125; Max. 23763.5; Min. 9845.0; Mean 18143.554054054053; Valid 111.0 Variable Format: numeric Notes: UNF:6:gZ2ve3JIwScDNu/pMwoRlQ== |
|
f11450 Location: |
Summary Statistics: Valid 111.0; Min. 0.43; Max. 0.82; Mean 0.635945945945946; StDev 0.09453598043629526 Variable Format: numeric Notes: UNF:6:lWLoEkvs7FQPK1chnIkINg== |
|
f11450 Location: |
Summary Statistics: Max. 0.71; Mean 0.31261261261261264; Min. 0.17; Valid 111.0; StDev 0.0921432847818273 Variable Format: numeric Notes: UNF:6:ak5fGOXVqtGS4QiPOWKKrg== |
|
f11450 Location: |
Summary Statistics: StDev 0.8903784294242237; Mean 1.548126126126126; Valid 111.0; Max. 4.92; Min. 0.001 Variable Format: numeric Notes: UNF:6:9HQQwX/5aX2Osz76dMkoDQ== |
|
f11450 Location: |
Summary Statistics: Max. 256.0; StDev 65.67077489155031; Valid 111.0; Mean 117.90720720720721; Min. 40.6 Variable Format: numeric Notes: UNF:6:eR1lbGpHTA7fhg1F+Cm4gg== |
|
f11450 Location: |
Summary Statistics: Max. 4553.0; Min. 1326.0; Mean 2113.5855855855852; Valid 111.0; StDev 543.9858281654783 Variable Format: numeric Notes: UNF:6:avCTSOFpkXDbDjLJF4pCLg== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:9nBKyd0aVsnjv8B43UEEew== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:+IvIdDNp2kjSklVHoebxRQ== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:T66PhsaXQF9mF8z0GQ/YFQ== |
|
f11450 Location: |
Summary Statistics: Mean 22.045045045045047; Max. 34.5; StDev 5.942355497745726; Min. 10.5; Valid 111.0 Variable Format: numeric Notes: UNF:6:ofkhmQimAwSGQlDhr2oF9g== |
|
f11450 Location: |
Summary Statistics: Mean 1424.945945945946; Valid 111.0; StDev 138.09773139061124; Max. 1805.0; Min. 1100.5 Variable Format: numeric Notes: UNF:6:K6NYgoRuTHOropPs/jL2sA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:ZEkpUzEOg0Mzc0BnwnV1VA== |
|
f11450 Location: |
Summary Statistics: Valid 111.0; Mean 82.49099099099098; StDev 21.687552146333108; Min. 26.5; Max. 155.5; Variable Format: numeric Notes: UNF:6:aeNanjFTMsiXOjQYf250XA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:mGmwinrYX5yNtrhgzlp6mw== |
|
f11450 Location: |
Summary Statistics: Max. 2.05; Valid 109.0; StDev 0.2287627196970861; Mean 1.5455045871559634; Min. 1.12 Variable Format: numeric Notes: UNF:6:nZ/4COyTnAv9YtYHhY4oVg== |
|
f11450 Location: |
Summary Statistics: Max. 0.53; StDev 0.08715215310805206; Min. 0.14; Valid 109.0; Mean 0.2753211009174312 Variable Format: numeric Notes: UNF:6:Jm/IT/v5b9F9qQKhIacaKQ== |
|
f11450 Location: |
Summary Statistics: StDev 0.09737272463348462; Valid 109.0; Mean 0.43018348623853214; Min. 0.22; Max. 0.76 Variable Format: numeric Notes: UNF:6:NtMl0I8qoGtL1ZxGlBtRdg== |
|
f11450 Location: |
Summary Statistics: Max. 5.89; StDev 0.940670835518518; Valid 109.0; Min. 0.74; Mean 2.270642201834862 Variable Format: numeric Notes: UNF:6:yMfpPdQBSd6jCL6jrUXWGA== |
|
f11450 Location: |
Summary Statistics: StDev 0.854057175797435; Mean 3.21348623853211; Valid 109.0; Max. 6.88; Min. 1.69 Variable Format: numeric Notes: UNF:6:3ks6VWArf1C092W6BAIQ/A== |
|
f11450 Location: |
Summary Statistics: StDev 0.010710116335176474; Max. 0.12; Valid 109.0; Min. 0.066; Mean 0.09424770642201835; Variable Format: numeric Notes: UNF:6:ltm/VezF7anWs5Kdj0EM1w== |
|
f11450 Location: |
Summary Statistics: Max. 18.8; Min. 5.06; Mean 9.169357798165137; Valid 109.0; StDev 2.447103077650583 Variable Format: numeric Notes: UNF:6:EpzCi4quE3kXGOQIHzq38w== |
|
f11450 Location: |
Summary Statistics: Min. 13.8; StDev 8.302165669752622; Valid 109.0; Mean 29.324770642201834; Max. 55.9 Variable Format: numeric Notes: UNF:6:nJ7gZFncp/LHVs+juGL9GQ== |
|
f11450 Location: |
Summary Statistics: Min. 20.3; StDev 12.092150918237245; Max. 117.0; Valid 109.0; Mean 37.34862385321101 Variable Format: numeric Notes: UNF:6:MK3LSr4H1liuXudIrjt3zg== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: StDev 11.295439061628862; Valid 109.0; Mean 41.600917431192656; Max. 112.5; Min. 21.5; Variable Format: numeric Notes: UNF:6:b0X/4xxrVb9g5SWBdwyT1g== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:/iSnUEOFn5DN8TGdt27sVA== |
|
f11450 Location: |
Summary Statistics: StDev 871.9857330420894; Mean 3832.2477064220184; Valid 109.0; Max. 6979.0; Min. 2073.0 Variable Format: numeric Notes: UNF:6:4Cp2bUocB7c2JaE2KtZXNA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: Valid 109.0; Min. 14.0; Mean 35.06422018348625; Max. 62.0; StDev 10.681435287587625 Variable Format: numeric Notes: UNF:6:0npdg1tHYZVYRC4C7MaqZQ== |
|
f11450 Location: |
Summary Statistics: Valid 109.0; Max. 52.53792044; StDev 3.1448283385902926; Min. 42.10092364; Mean 48.03648157568807; Variable Format: numeric Notes: UNF:6:c0/ZomcWFVVnetfVC/9sqA== |
|
f11450 Location: |
Summary Statistics: Mean 1.5439851618807339; Max. 1.924982889; StDev 0.11015260817232582; Valid 109.0; Min. 1.28611723 Variable Format: numeric Notes: UNF:6:rdpGObWScFXtXXjvXTI5xA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: Max. 2.0; StDev 0.1332441087802185; Mean 1.9724770642201834; Min. 1.0; Valid 109.0; Variable Format: numeric Notes: UNF:6:I74vBvmEWkaDFbnlrqpMCA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:1FgDjCLKqFWY6U0rO+jl2A== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: StDev 0.4901770398653381; Max. 4.5; Mean 3.3807339449541285; Min. 2.5; Valid 109.0 Variable Format: numeric Notes: UNF:6:vNiDubkEVPFtvKdc7NOA2Q== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: Valid 109.0; StDev 994.3290519913651; Mean 4650.4495412844035; Min. 2198.0; Max. 7684.0 Variable Format: numeric Notes: UNF:6:7kK8SU59lCMNbXK1E0DC8w== |
|
f11450 Location: |
Summary Statistics: Max. 0.001; Min. 0.001; Mean 0.001; Valid 109.0; StDev 0.0 Variable Format: numeric Notes: UNF:6:R3elGRqDX7qMNJTDoLEZaw== |
|
f11450 Location: |
Summary Statistics: StDev 0.035838615877840714; Min. 0.064; Max. 0.21; Mean 0.12889908256880733; Valid 109.0 Variable Format: numeric Notes: UNF:6:J/2G9LsBnG9jIT0nA2//5g== |
|
f11450 Location: |
Summary Statistics: Valid 109.0; Min. 0.001; StDev 0.5334671094011102; Mean 0.49613761467889905; Max. 2.02 Variable Format: numeric Notes: UNF:6:R/g/FhlmqQrx77KQ0GuFoA== |
|
f11450 Location: |
Summary Statistics: Max. 63.0; Min. 2.43; Mean 28.310366972477066; Valid 109.0; StDev 14.096773332312708 Variable Format: numeric Notes: UNF:6:HdbDfI1C5naRYDIO8R0Rvg== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:PeyPQIT9S4i+S+TDhqu1aA== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:naxRiaj/YqIFdlDqDSkA9w== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Summary Statistics: Min. 1.0; Max. 30.5; Valid 109.0; Mean 7.243119266055045; StDev 6.193864451758288 Variable Format: numeric Notes: UNF:6:GDFdPORM3pFDLnaenr+OWw== |
|
f11450 Location: |
Summary Statistics: Max. 1267.0; StDev 118.31835126474455; Min. 707.0; Mean 990.5917431192661; Valid 109.0; Variable Format: numeric Notes: UNF:6:xVTASO2xlSq2FIL3E1AaSQ== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:/vwSPvrRBsU4qVZSS9cOEQ== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:LsJY14s7rWj7OiwS/7CAIw== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:XsMEfB8v74F2sR+0fGxmbg== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:Do9cTjfCCnrO2sAckveYTg== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:63e3f7O5GVUHhvBymu8mWQ== |
|
f11450 Location: |
Variable Format: character Notes: UNF:6:OybxMLDK2a7MtLk25eUdQw== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:jTLgslJM2Om12fwt+OqIew== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:nwotMgLQtmbu7o1jCf8LXA== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:zNnegH60XIREnV+kaGP8Ug== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:PUxD1fhCBazK0QAhSaFf1A== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:llSL4Xup89Ib8MY/DTaQIQ== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:miefcMuB40Bjo/YRXHrMcQ== |
|
f11447 Location: |
Variable Format: character Notes: UNF:6:5+cZd3xC5CRK7JpxtW7YtA== |
|
f11447 Location: |
Summary Statistics: StDev 0.0; Min. 2017.0; Max. 2017.0; Mean 2017.0; Valid 62.0 Variable Format: numeric Notes: UNF:6:m5Yh+nNvFQ/37nhDVGjTCA== |
|
Label: |
maize_production_8_17.R |
|
Notes: |
type/x-r-syntax |