{"type":"survey","doc_desc":{"title":"ZAF_2014-2015_GGP-P_v01_M_v01_A_OCS","idno":"DDI_ZAF_2014-2015_GGP-P_v01_M_v01_A_OCS","producers":[{"name":"Office of Chief Statistician","abbreviation":"OCS","affiliation":"Food and Agriculture Organization","role":"Metadata producer"},{"name":"Development Economics Data Group","abbreviation":"DECDG","affiliation":"The World Bank","role":"Metadata adapted for World Bank Microdata Library"}],"prod_date":"2022-11-17","version_statement":{"version":"Version 01 (November 2022): This metadata was downloaded from the FAO website (https:\/\/microdata.fao.org\/index.php\/catalog) and it is identical to FAO version (ZAF_2014-2015_GGP-P_v01_EN_M_A_OCS). The following two metadata fields were edited - Document ID and Survey ID."}},"study_desc":{"title_statement":{"idno":"ZAF_2014-2015_GGP-P_v01_M_v01_A_OCS","title":"Good Growth Plan 2014-2015","alt_title":"GGP-P 2014-15"},"authoring_entity":[{"name":"Syngenta","affiliation":""}],"production_statement":{"producers":[{"name":"Kynetec","affiliation":"","role":"Technical assistance"}]},"distribution_statement":{"contact":[{"name":"The Good Growth Plan team","affiliation":"Syngenta","email":"goodgrowthplan.data@syngenta.com","uri":"https:\/\/www.syngenta.com\/en\/sustainability\/good-growth-plan"}]},"series_statement":{"series_name":"Agricultural Survey [ag\/oth]"},"study_info":{"keywords":[{"keyword":"Input efficiency","vocab":"","uri":""},{"keyword":"Crop productivity","vocab":"","uri":""},{"keyword":"Agriculture","vocab":"","uri":""},{"keyword":"The Good Growth Plan","vocab":"","uri":""}],"topics":[{"topic":"Agriculture & Rural Development","vocab":"FAO","uri":""},{"topic":"Environment","vocab":"FAO","uri":""},{"topic":"Agricultural input efficiency","vocab":"FAO","uri":""}],"abstract":"Syngenta is committed to increasing crop productivity and to using limited resources such as land, water and inputs more efficiently. Since 2014, Syngenta has been measuring trends in agricultural input efficiency on a global network of real farms. The Good Growth Plan dataset shows aggregated productivity and resource efficiency indicators by harvest year. The data has been collected from more than 4,000 farms and covers more than 20 different crops in 46 countries. The data (except USA data and for Barley in UK, Germany, Poland, Czech Republic, France and Spain) was collected, consolidated and reported by Kynetec (previously Market Probe), an independent market research agency. It can be used as benchmarks for crop yield and input efficiency.","coll_dates":[{"start":"2014","end":"2015","cycle":""}],"nation":[{"name":"South Africa","abbreviation":"ZAF"}],"geog_coverage":"National coverage","analysis_unit":"Agricultural holdings","data_kind":"Sample survey data [ssd]","notes":"Data was collected on the usage of inputs, such as crop protection products, chemical fertilizer, seeding rates, labor hours, machinery usage hours, and marketable crop yield on a per hectare basis."},"method":{"data_collection":{"sampling_procedure":"A. Sample design \nFarms are grouped in clusters, which represent a crop grown in an area with homogenous agro- ecological conditions and include comparable types of farms. The sample includes reference and benchmark farms. The reference farms were selected by Syngenta and the benchmark farms were randomly selected by Kynetec within the same cluster.\n\nB. Sample size\nSample sizes for each cluster are determined with the aim to measure statistically significant increases in crop efficiency over time. This is done by Kynetec based on target productivity increases and assumptions regarding the variability of farm metrics in each cluster. The smaller the expected increase, the larger the sample size needed to measure significant differences over time. Variability within clusters is assumed based on public research and expert opinion. In addition, growers are also grouped in clusters as a means of keeping variances under control, as well as distinguishing between growers in terms of crop size, region and technological level. A minimum sample size of 20 interviews per cluster is needed. The minimum number of reference farms is 5 of 20. The optimal number of reference farms is 10 of 20 (balanced sample).\n\nC. Selection procedure\nThe respondents were picked randomly using a \u201cquota based random sampling\u201d procedure. Growers were first randomly selected and then checked if they complied with the quotas for crops, region, farm size etc. To avoid clustering high number of interviews at one sampling point, interviewers were instructed to do a maximum of 5 interviews in one village.\n\nScreening of South Africa BF:\n\n(a) maize growers\nLocation: Free State\t\nGrowers have to use pre-emergent and post-emergent herbicides\t\nGrowers have to use at least one fungicide and at least one insecticide\t\n> for maize 2 growers : Location: Mpumalanga\t\n\n(b) potato growers\nLocation: Limpopo\t\nGrowers have to use at least 4 insecticide applications and at least 4 fungicide applications\n> for potato 2 growers: Location: Free State","coll_mode":["Face-to-face [f2f]"],"research_instrument":"Data collection tool for 2019 covered the following information:\n\n(A) PRE- HARVEST INFORMATION\nPART I: Screening \nPART II: Contact Information\nPART III: Farm Characteristics \n a. Biodiversity conservation\n b. Soil conservation\n c. Soil erosion\n d. Description of growing area\n e. Training on crop cultivation and safety measures\nPART IV: Farming Practices - Before Harvest \n a. Planting and fruit development - Field crops \n b. Planting and fruit development - Tree crops\n c. Planting and fruit development - Sugarcane\n d. Planting and fruit development - Cauliflower \n e. Seed treatment \n\n(B) HARVEST INFORMATION\nPART V: Farming Practices - After Harvest \n a. Fertilizer usage\n b. Crop protection products\n c. Harvest timing & quality per crop - Field crops\n d. Harvest timing & quality per crop - Tree crops\n e. Harvest timing & quality per crop - Sugarcane \n f. Harvest timing & quality per crop - Banana\n g. After harvest\nPART VI - Other inputs - After Harvest \n a. Input costs\n b. Abiotic stress\n c. Irrigation\n\nSee all questionnaires in external materials tab","cleaning_operations":"Data processing:\nKynetec uses SPSS (Statistical Package for the Social Sciences) for data entry, cleaning, analysis, and reporting. After collection, the farm data is entered into a local database, reviewed, and quality-checked by the local Kynetec agency. In the case of missing values or inconsistencies, farmers are re-contacted. In some cases, grower data is verified with local experts (e.g. retailers) to ensure data accuracy and validity. After country-level cleaning, the farm-level data is submitted to the global Kynetec headquarters for processing. In the case of missing values or inconsistences, the local Kynetec office was re-contacted to clarify and solve issues. \n\nQuality assurance \nVarious consistency checks and internal controls are implemented throughout the entire data collection and reporting process in order to ensure unbiased, high quality data. \n\n\u2022 Screening: Each grower is screened and selected by Kynetec based on cluster-specific criteria to ensure a comparable group of growers within each cluster. This helps keeping variability low. \n\n\u2022 Evaluation of the questionnaire: The questionnaire aligns with the global objective of the project and is adapted to the local context (e.g. interviewers and growers should understand what is asked). Each year the questionnaire is evaluated based on several criteria, and updated where needed. \n\n\u2022 Briefing of interviewers: Each year, local interviewers - familiar with the local context of farming -are thoroughly briefed to fully comprehend the questionnaire to obtain unbiased, accurate answers from respondents. \n\n\u2022 Cross-validation of the answers: \n o Kynetec captures all growers' responses through a digital data-entry tool. Various logical and consistency checks are automated in this tool (e.g. total crop size in hectares cannot be larger than farm size) \n o Kynetec cross validates the answers of the growers in three different ways: \n 1. Within the grower (check if growers respond consistently during the interview) \n 2. Across years (check if growers respond consistently throughout the years) \n 3. Within cluster (compare a grower's responses with those of others in the group) \n\n o All the above mentioned inconsistencies are followed up by contacting the growers and asking them to verify their answers. The data is updated after verification. All updates are tracked. \n\n\u2022 Check and discuss evolutions and patterns: Global evolutions are calculated, discussed and reviewed on a monthly basis jointly by Kynetec and Syngenta. \n\n\u2022 Sensitivity analysis: sensitivity analysis is conducted to evaluate the global results in terms of outliers, retention rates and overall statistical robustness. The results of the sensitivity analysis are discussed jointly by Kynetec and Syngenta.\n\n\u2022 It is recommended that users interested in using the administrative level 1 variable in the location dataset use this variable with care and crosscheck it with the postal code variable."},"analysis_info":{"data_appraisal":"Due to the above mentioned checks, irregularities in fertilizer usage data were discovered which had to be corrected: \n\nFor data collection wave 2014, respondents were asked to give a total estimate of the fertilizer NPK-rates that were applied in the fields. From 2015 onwards, the questionnaire was redesigned to be more precise and obtain data by individual fertilizer products. The new method of measuring fertilizer inputs leads to more accurate results, but also makes a year-on-year comparison difficult. 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When have the young plants been planted for cauliflower?","var_imputation":null,"var_security":null,"var_resp_unit":null,"var_analysis_unit":null,"var_qstn_preqtxt":null,"var_qstn_qstnlit":null,"var_qstn_postqtxt":null,"var_qstn_ivuinstr":null,"var_universe":null,"var_universe_clusion":null,"var_sumstat":[{"value":"0","type":"vald","wgtd":null},{"value":"0","type":"invd","wgtd":null}],"var_txt":null,"var_catgry":[{"value":"2014-01-02","labl":"2014-01-02","is_missing":null,"stats":[]},{"value":"2014-01-07","labl":"2014-01-07","is_missing":null,"stats":[]},{"value":"2014-01-09","labl":"2014-01-09","is_missing":null,"stats":[]},{"value":"2014-01-10","labl":"2014-01-10","is_missing":null,"stats":[]},{"value":"2014-01-15","labl":"2014-01-15","is_missing":null,"stats":[]},{"value":"2014-01-18","labl":"2014-01-18","is_missing":null,"stats":[]},{"value":"2014-01-19","labl":"2014-01-19","is_missing":null,"stats":[]},{"value":"2014-01-20","labl":"2014-01-20","is_missing":null,"stats":[]},{"value":"2014-01-21","labl":"2014-01-21","is_missing":null,"stats":[]},{"value":"2014-01-25","labl":"2014-01-25","is_missing":null,"stats":[]},{"value":"2014-01-28","labl":"2014-01-28","is_missing":null,"stats":[]},{"value":"2014-01-30","labl":"2014-01-30","is_missing":null,"stats":[]},{"value":"2014-01-31","labl":"2014-01-31","is_missing":null,"stats":[]},{"value":"2014-02-03","labl":"2014-02-03","is_missing":null,"stats":[]},{"value":"2014-02-06","labl":"2014-02-06","is_missing":null,"stats":[]},{"value":"2014-02-15","labl":"2014-02-15","is_missing":null,"stats":[]},{"value":"2014-02-20","labl":"2014-02-20","is_missing":null,"stats":[]},{"value":"2014-03-15","labl":"2014-03-15","is_missing":null,"stats":[]},{"value":"2014-03-16","labl":"2014-03-16","is_missing":null,"stats":[]},{"value":"2014-03-17","labl":"2014-03-17","is_missing":null,"stats":[]},{"value":"2014-04-01","labl":"2014-04-01","is_missing":null,"stats":[]},{"value":"2014-04-10","labl":"2014-04-10","is_missing":null,"stats":[]},{"value":"2014-04-13","labl":"2014-04-13","is_missing":null,"stats":[]},{"value":"2014-04-15","labl":"2014-04-15","is_missing":null,"stats":[]},{"value":"2014-04-16","labl":"2014-04-16","is_missing":null,"stats":[]},{"value":"2014-04-18","labl":"2014-04-18","is_missing":null,"stats":[]},{"value":"2014-04-27","labl":"2014-04-27","is_missing":null,"stats":[]},{"value":"2014-05-01","labl":"2014-05-01","is_missing":null,"stats":[]},{"value":"2014-05-15","labl":"2014-05-15","is_missing":null,"stats":[]},{"value":"2014-06-22","labl":"2014-06-22","is_missing":null,"stats":[]},{"value":"2014-07-15","labl":"2014-07-15","is_missing":null,"stats":[]},{"value":"2014-07-16","labl":"2014-07-16","is_missing":null,"stats":[]}],"var_codinstr":null,"var_concept":[],"var_format":{"type":"character","schema":"other","category":null,"name":null},"var_notes":null,"var_val_range":{"min":null,"max":null},"fid":"F4"},{"file_id":"F4","vid":"V174","name":"q399","var_intrvl":"discrete","var_dcml":null,"var_wgt":null,"var_is_wgt":null,"loc_start_pos":null,"loc_end_pos":null,"loc_width":"12","loc_rec_seg_no":"1","labl":"Q399. Please explain why you follow or do not follow the crop program and\/or recommendations.","var_imputation":null,"var_security":null,"var_resp_unit":null,"var_analysis_unit":null,"var_qstn_preqtxt":null,"var_qstn_qstnlit":null,"var_qstn_postqtxt":null,"var_qstn_ivuinstr":null,"var_universe":null,"var_universe_clusion":null,"var_sumstat":[{"value":"0","type":"vald","wgtd":null},{"value":"0","type":"invd","wgtd":null}],"var_txt":null,"var_catgry":[{"value":"Beacause it is working. Put something with the program if something doesn't look rigth","labl":"Beacause it is working. Put something with the program if something doesn't look rigth","is_missing":null,"stats":[]},{"value":"Beacuase of the high cost of poison","labl":"Beacuase of the high cost of poison","is_missing":null,"stats":[]},{"value":"Because it is working and the price is good","labl":"Because it is working and the price is good","is_missing":null,"stats":[]},{"value":"Because of the high price of poisen","labl":"Because of the high price of poisen","is_missing":null,"stats":[]},{"value":"Because of their knowledge they are able to turn problems into achievement","labl":"Because of their knowledge they are able to turn problems into achievement","is_missing":null,"stats":[]},{"value":"Best results for better growing","labl":"Best results for better growing","is_missing":null,"stats":[]},{"value":"Better results when harvesting","labl":"Better results when harvesting","is_missing":null,"stats":[]},{"value":"Better results when potatoes are growing","labl":"Better results when potatoes are growing","is_missing":null,"stats":[]},{"value":"Better results with growing of plants","labl":"Better results with growing of plants","is_missing":null,"stats":[]},{"value":"Better yield","labl":"Better yield","is_missing":null,"stats":[]},{"value":"Check the condition","labl":"Check the condition","is_missing":null,"stats":[]},{"value":"Depends on rain fall","labl":"Depends on rain fall","is_missing":null,"stats":[]},{"value":"Depends on the weed pressure.","labl":"Depends on the weed pressure.","is_missing":null,"stats":[]},{"value":"Didn't receive anything in this year going to follow it knowwhen we have planted","labl":"Didn't receive anything in this year going to follow it knowwhen we have planted","is_missing":null,"stats":[]},{"value":"Doesn't spray if it is not necessary","labl":"Doesn't spray if it is not necessary","is_missing":null,"stats":[]},{"value":"Don't know","labl":"Don't know","is_missing":null,"stats":[]},{"value":"Follow the program and spray where necassary","labl":"Follow the program and spray where necassary","is_missing":null,"stats":[]},{"value":"Gain more knowledge and get good resulta from planting","labl":"Gain more knowledge and get good resulta from planting","is_missing":null,"stats":[]},{"value":"Good preventing program","labl":"Good preventing program","is_missing":null,"stats":[]},{"value":"Good quality planting material","labl":"Good quality planting material","is_missing":null,"stats":[]},{"value":"Good yield and quality of product","labl":"Good yield and quality of product","is_missing":null,"stats":[]},{"value":"Great value to produce a good yield","labl":"Great value to produce a good yield","is_missing":null,"stats":[]},{"value":"Helpful for a better quality of potato","labl":"Helpful for a better quality of potato","is_missing":null,"stats":[]},{"value":"I am adjusting if I see it is necessary","labl":"I am adjusting if I see it is necessary","is_missing":null,"stats":[]},{"value":"I am getting good results","labl":"I am getting good results","is_missing":null,"stats":[]},{"value":"I am satisfied with the spray program","labl":"I am satisfied with the spray program","is_missing":null,"stats":[]},{"value":"I am still learning about growing potatoes","labl":"I am still learning about growing potatoes","is_missing":null,"stats":[]},{"value":"I am using my own knowledge, it is working for me","labl":"I am using my own knowledge, it is working for me","is_missing":null,"stats":[]},{"value":"If you don't follow it you will have losses","labl":"If you don't follow it you will have losses","is_missing":null,"stats":[]},{"value":"If you don't follow the program then you will have losses","labl":"If you don't follow the program then you will have losses","is_missing":null,"stats":[]},{"value":"If you don't use the spray program what is the use for it then","labl":"If you don't use the spray program what is the use for it then","is_missing":null,"stats":[]},{"value":"It depends on the results of the soil tests, and the rain fall","labl":"It depends on the results of the soil tests, and the rain fall","is_missing":null,"stats":[]},{"value":"It depends on the results of the soil tests.","labl":"It depends on the results of the soil tests.","is_missing":null,"stats":[]},{"value":"It helps to have a good quality of plant. You do things by order","labl":"It helps to have a good quality of plant. You do things by order","is_missing":null,"stats":[]},{"value":"It is a very good program","labl":"It is a very good program","is_missing":null,"stats":[]},{"value":"It is a winner","labl":"It is a winner","is_missing":null,"stats":[]},{"value":"It is better to follow the protocol because it is giving me knowledge of planting step by step","labl":"It is better to follow the protocol because it is giving me knowledge of planting step by step","is_missing":null,"stats":[]},{"value":"It is cheaper and working good","labl":"It is cheaper and working good","is_missing":null,"stats":[]},{"value":"It is the program that I bought","labl":"It is the program that I bought","is_missing":null,"stats":[]},{"value":"It is the program that I have bought","labl":"It is the program that I have bought","is_missing":null,"stats":[]},{"value":"It is the right way to wet","labl":"It is the right way to wet","is_missing":null,"stats":[]},{"value":"It is too expensive to do everything according to the program","labl":"It is too expensive to do everything according to the program","is_missing":null,"stats":[]},{"value":"It is working 100%","labl":"It is working 100%","is_missing":null,"stats":[]},{"value":"It is working good","labl":"It is working good","is_missing":null,"stats":[]},{"value":"It is working very good","labl":"It is working very good","is_missing":null,"stats":[]},{"value":"It is working veryu good","labl":"It is working veryu good","is_missing":null,"stats":[]},{"value":"It's according to the book because it's too expensive to do on my own. I don't want to throw extra fertilizers so I do as they say","labl":"It's according to the book because it's too expensive to do on my own. I don't want to throw extra fertilizers so I do as they say","is_missing":null,"stats":[]},{"value":"It's easy to follow protocol because of the irrigation","labl":"It's easy to follow protocol because of the irrigation","is_missing":null,"stats":[]},{"value":"Most economic program it is also safe for following crops","labl":"Most economic program it is also safe for following crops","is_missing":null,"stats":[]},{"value":"My program is working and is cheaper than the good growth plan","labl":"My program is working and is cheaper than the good growth plan","is_missing":null,"stats":[]},{"value":"NA","labl":"NA","is_missing":null,"stats":[]},{"value":"Otherwise it won't be effective","labl":"Otherwise it won't be effective","is_missing":null,"stats":[]},{"value":"Pro active management","labl":"Pro active management","is_missing":null,"stats":[]},{"value":"Proven Progam","labl":"Proven Progam","is_missing":null,"stats":[]},{"value":"Quality declared planting material","labl":"Quality declared planting material","is_missing":null,"stats":[]},{"value":"Quality. 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Equipment up to standard","is_missing":null,"stats":[]},{"value":"So I can get good and healthy maize","labl":"So I can get good and healthy maize","is_missing":null,"stats":[]},{"value":"So I can get proper looking good plants","labl":"So I can get proper looking good plants","is_missing":null,"stats":[]},{"value":"So can use the co-cultivation of healthy and transgenic maize plants for my crop","labl":"So can use the co-cultivation of healthy and transgenic maize plants for my crop","is_missing":null,"stats":[]},{"value":"The area is dry, depends on rain and this might influence the application of chemicals on area","labl":"The area is dry, depends on rain and this might influence the application of chemicals on area","is_missing":null,"stats":[]},{"value":"These people have the know how of crop development","labl":"These people have the know how of crop development","is_missing":null,"stats":[]},{"value":"They advise me and I get a good quality crop","labl":"They advise me and I get a good quality crop","is_missing":null,"stats":[]},{"value":"They are experts of crop growing and have lots of experience in crop development","labl":"They are experts of crop growing and have lots of experience in crop development","is_missing":null,"stats":[]},{"value":"They are fruitful and build experience for farming","labl":"They are fruitful and build experience for farming","is_missing":null,"stats":[]},{"value":"They have the knowledge to grow and develop crops","labl":"They have the knowledge to grow and develop crops","is_missing":null,"stats":[]},{"value":"To avoid cross contamination through quality declared planting material","labl":"To avoid cross contamination through quality declared planting material","is_missing":null,"stats":[]},{"value":"To extremely have general knowledge and skills","labl":"To extremely have general knowledge and skills","is_missing":null,"stats":[]},{"value":"To gain the skills, knowledge on what to do when extremely hot or cold","labl":"To gain the skills, knowledge on what to do when extremely hot or cold","is_missing":null,"stats":[]},{"value":"To get good results on my maize. How to assess soil structure and organic conditions. Protect soil from erosion","labl":"To get good results on my maize. How to assess soil structure and organic conditions. Protect soil from erosion","is_missing":null,"stats":[]},{"value":"To get profit and quality plants","labl":"To get profit and quality plants","is_missing":null,"stats":[]},{"value":"To have nice plants for harvesting","labl":"To have nice plants for harvesting","is_missing":null,"stats":[]},{"value":"To prevent early rust","labl":"To prevent early rust","is_missing":null,"stats":[]},{"value":"To protect the maize from different pests. Get the knowledge and gain skills that I need","labl":"To protect the maize from different pests. Get the knowledge and gain skills that I need","is_missing":null,"stats":[]},{"value":"To receive good planting results","labl":"To receive good planting results","is_missing":null,"stats":[]},{"value":"Very good program","labl":"Very good program","is_missing":null,"stats":[]},{"value":"We follow the guideline manuals for better results","labl":"We follow the guideline manuals for better results","is_missing":null,"stats":[]},{"value":"We have to be 100% on point all the time and many samples can be carried out within limited spce and time","labl":"We have to be 100% on point all the time and many samples can be carried out within limited spce and time","is_missing":null,"stats":[]},{"value":"With maize we can carry 100 sample in 30 minutes consistency. Growing healthy plants and following the protocol precisely is key","labl":"With maize we can carry 100 sample in 30 minutes consistency. Growing healthy plants and following the protocol precisely is key","is_missing":null,"stats":[]},{"value":"Working good","labl":"Working good","is_missing":null,"stats":[]},{"value":"You must check what is going on on the fields and squarting accordingly to what you see","labl":"You must check what is going on on the fields and squarting accordingly to what you see","is_missing":null,"stats":[]},{"value":"beacause it is working","labl":"beacause it is working","is_missing":null,"stats":[]},{"value":"because it is worked out and tested by specialist","labl":"because it is worked out and tested by specialist","is_missing":null,"stats":[]},{"value":"because it is worked out and tested by specialists","labl":"because it is worked out and tested by specialists","is_missing":null,"stats":[]},{"value":"because it is working","labl":"because it is working","is_missing":null,"stats":[]},{"value":"check the condition","labl":"check the condition","is_missing":null,"stats":[]},{"value":"climate","labl":"climate","is_missing":null,"stats":[]},{"value":"depends on rain fall","labl":"depends on rain fall","is_missing":null,"stats":[]},{"value":"follow the program to get better quality","labl":"follow the program to get better quality","is_missing":null,"stats":[]},{"value":"follow to my best for optimum","labl":"follow to my best for optimum","is_missing":null,"stats":[]},{"value":"get control","labl":"get control","is_missing":null,"stats":[]},{"value":"it deliver good results","labl":"it deliver good results","is_missing":null,"stats":[]},{"value":"it is a very good program","labl":"it is a very good program","is_missing":null,"stats":[]},{"value":"it is a winner","labl":"it is a winner","is_missing":null,"stats":[]},{"value":"it is effective","labl":"it is effective","is_missing":null,"stats":[]},{"value":"it is recommended like that","labl":"it is recommended like that","is_missing":null,"stats":[]},{"value":"it is the right way to wet","labl":"it is the right way to wet","is_missing":null,"stats":[]},{"value":"it is working good","labl":"it is working good","is_missing":null,"stats":[]},{"value":"pro active management","labl":"pro active management","is_missing":null,"stats":[]},{"value":"relies on the many years of experience I have","labl":"relies on the many years of experience I have","is_missing":null,"stats":[]},{"value":"rely on the advisor's knowledge","labl":"rely on the advisor's knowledge","is_missing":null,"stats":[]},{"value":"to act preventatively","labl":"to act preventatively","is_missing":null,"stats":[]},{"value":"to get total crop protection","labl":"to get total crop protection","is_missing":null,"stats":[]},{"value":"to manage disease pressure and keep it low for product use and crises control and better harvest","labl":"to manage disease pressure and keep it low for product use and crises control and better harvest","is_missing":null,"stats":[]},{"value":"to manage disease pressure and keep it low to avoid product use for crises controls and better harvest","labl":"to manage disease pressure and keep it low to avoid product use for crises controls and better harvest","is_missing":null,"stats":[]},{"value":"to prevent early rust","labl":"to prevent early rust","is_missing":null,"stats":[]},{"value":"very good program","labl":"very good program","is_missing":null,"stats":[]},{"value":"we are using our own program because it is more relevant","labl":"we are using our own program because it is more relevant","is_missing":null,"stats":[]},{"value":"we are using our own program it is more relevant","labl":"we are using our own program it is more relevant","is_missing":null,"stats":[]},{"value":"you must check what is going on on the fields and accordingly to that you must squart","labl":"you must check what is going on on the fields and accordingly to that you must squart","is_missing":null,"stats":[]}],"var_codinstr":null,"var_concept":[],"var_format":{"type":"character","schema":"other","category":null,"name":null},"var_notes":null,"var_val_range":{"min":null,"max":null},"fid":"F4"},{"file_id":"F4","vid":"V175","name":"q397","var_intrvl":"discrete","var_dcml":"0","var_wgt":null,"var_is_wgt":null,"loc_start_pos":null,"loc_end_pos":null,"loc_width":"12","loc_rec_seg_no":"1","labl":"Q397. Received a recommended growing protocol or crop program from an agricultural advisor?","var_imputation":null,"var_security":null,"var_resp_unit":null,"var_analysis_unit":null,"var_qstn_preqtxt":null,"var_qstn_qstnlit":null,"var_qstn_postqtxt":null,"var_qstn_ivuinstr":null,"var_universe":null,"var_universe_clusion":null,"var_sumstat":[{"value":"0","type":"vald","wgtd":null},{"value":"0","type":"invd","wgtd":null}],"var_txt":null,"var_catgry":[{"value":"1","labl":"yes","is_missing":null,"stats":[]},{"value":"2","labl":"no","is_missing":null,"stats":[]}],"var_codinstr":null,"var_concept":[],"var_format":{"type":"numeric","schema":"other","category":null,"name":null},"var_notes":null,"var_val_range":{"min":"1","max":"2"},"fid":"F4"},{"file_id":"F4","vid":"V176","name":"q397c","var_intrvl":"discrete","var_dcml":"0","var_wgt":null,"var_is_wgt":null,"loc_start_pos":null,"loc_end_pos":null,"loc_width":"12","loc_rec_seg_no":"1","labl":"Q397C. 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