Replication Data for: Assessment of Marketing Nodes and Structure for Fish Trade along Nigeria-Cameroon-Chad Border (doi:10.7910/DVN/TAG3RZ)

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Replication Data for: Assessment of Marketing Nodes and Structure for Fish Trade along Nigeria-Cameroon-Chad Border

doi:10.7910/DVN/TAG3RZ

Harvard Dataverse

2018-09-04

1

Ojo, Deborah Olufunke, 2018, "Replication Data for: Assessment of Marketing Nodes and Structure for Fish Trade along Nigeria-Cameroon-Chad Border", https://doi.org/10.7910/DVN/TAG3RZ, Harvard Dataverse, V1, UNF:6:C0uzk3E0tYRdovrX5CFvGA== [fileUNF]

Replication Data for: Assessment of Marketing Nodes and Structure for Fish Trade along Nigeria-Cameroon-Chad Border

doi:10.7910/DVN/TAG3RZ

Ojo, Deborah Olufunke (University of Ibadan, Nigeria)

European Union

WorldFish

University of Ibadan, Nigeria

2016-10

Harvard Dataverse

WorldFish

Muliro, Jacquie

WorldFish RDM Team

2018-09-04

https://doi.org/10.7910/DVN/TAG3RZ

Social Sciences, Marketing nodes, Fish Trade, Profitability, Gini coefficient, Herfindahl index

Better integration of intra-regional fish trade into nation-state policy agenda is reported as a tool for improving food and nutritional security; and poverty reduction in Africa. However, critical information on market structure and value of intra-regional fish trade needed to ensure food security in the West African corridor are very limited. This study therefore investigated the marketing nodes and structure for fish trade along Nigeria-Cameroon-Chad border. Akwa Ibom, Cross River, Benue, Taraba, Adamawa and Borno States along Nigeria-Cameroon Chad border were selected for this study. Snowball sampling technique was employed for data collection. The election of respondents was based on their involvement in fishing and fish marketing activities and their acceptance to provide the primary data for this research. Structured questionnaires were administered to 900 respondents comprising 300 producers, 300 processors and 300 marketers. The questionnaire was used to obtain data on socio-economic characteristics, marketing operations, market structure, fish distribution and cross border trade in the study area. Data were analysed using descriptive statistics, budgetary analysis, Herfindahl index, Gini coefficient, stochastic production frontier model, linear regression analysis and ANOVA at α0.05. The results of the study revealed that males 93.3% dominated the production node, while females dominated the processing (55.0%) and marketing (56.0%) nodes. Majority of the producers (34.3%), processors (34.0%) and marketers (39.7%) were within the age bracket of 41-50 years. Majority of the respondents were married; 87.7%, 88.3% and 85.3% and secondary school leavers; 31.7%, 40.7% and 43.7% and they Majority of the respondents were members of marketers’ associations; 51.3%, 65.7% and 67.7% with marketing experiences (> 15 years for producers, 11-15 years for processors and 6-10 years for marketers). The empirical findings on Gini coefficients for actors in fresh fish production node (0.63, 0.53) and marketing node (0.43, 0.43); smoked fish processing node (0.68) and marketing node (0.46, 0.39); dried fish processing node (0.69) and marketing node (0.51, 0.34) and frozen fish marketing node (0.36, 0.25) revealed an imperfect competitive market structure. Herfindahl index was highest for fresh (0.72), smoked (0.80) and dried (0.99) fish markets in Borno, Cross River and Adamawa States, respectively and frozen (1.00) fish markets in Akwa Ibom, Cross River and Borno States. Linear regression coefficient was positive in majority of the fish markets assessed. Processing node had the highest gross margin (₦371559.91±282965.56) and marketing margin (₦405394.09±392255.64), and marketing node had the highest marketing efficiency of 87.69±84.86. Fresh fish (564.13±552.27kg) was the highest volume of fish sold in intra-State marketing. The bulk of inter State and intra-regional inflow and outflow trade came from the quantity of fresh (1250.64±703.53kg and 1719.44±638.63kg, respectively) and dried (2098.00±306.88kg and 2205.11±987.43kg, respectively) fish products traded. The processing node is the most profitable, the marketing node is the most efficient of the fish marketing nodes identified, and the marketing participants in the various nodes exhibited partial inequality and equality in the share of their monthly revenue. Hence, people should be encouraged to go into fish marketing as a source of livelihood being an efficient business venture.

Nigeria, Cameroon, Chad

<a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0</a>

Ojo, D. O. (2016). Assessment Of Marketing Nodes And Structure For Fish Trade Along Nigeria-Cameroon-Chad Border. Department Of Aquaculture And Fisheries Management, Faculty Of Agriculture And Forestry, University Of Ibadan.

https://www.worldfishcenter.org/sites/default/files/u24/Annex-4-Fish-Trade-Market-Structures-along-Nigeria_Cameroon_Chad-Border.pdf

Ojo, D. O. (2016). Assessment Of Marketing Nodes And Structure For Fish Trade Along Nigeria-Cameroon-Chad Border. Department Of Aquaculture And Fisheries Management, Faculty Of Agriculture And Forestry, University Of Ibadan.

• Number of cases: 900

• No. of variables per record: 805

• Type of File: text/tab-separated-values

UNF:6:C0uzk3E0tYRdovrX5CFvGA==

Data set for the assessment of marketing nodes and structure for fish trade along Nigeria Cameroon chad border

• Country - Country
• Geopolitical - Geopolitical Zone
• sn
• Ref - Reference No
• State - State
• Fish_purchase1 - Name of fish purchased
• Fish_purchase2 - Name of fish purchased
• Price_purchase2 - Price of fish purchased
• Fish_purchase3 - Name of fish purchased
• Price_purchase3 - Price of fish purchased
• Price_purchase1 - Price of fish purchased
• Occupations - What is your main occupation 2
• Price_sales1 - Price of fish sold
• Price_sales2 - Price of fish sold
• Sex - Respondent sex
• Years_in_sales - Years of selling
• Education - Highest Education
• AgeOfRespondentsbanded - Age of respondent (Banded)
• Fish_Species1 - Name of fish species1- catch or harvest
• Weight1 - Weight of harvested fish1
• Weight2 - Weight of harvested fish2
• Fish_species2 - Name of fish species2
• Season2 - Season of catch
• Fish_species3 - Name of fish species3
• Weight3 - Weight of harvested fish3
• Season3 - Season of catch
• Fish_species4 - Name of fish species4
• Weight4 - Weight of harvested fish4
• Season4 - Season of catch
• Fish_species5 - Name of fish species5
• Weight5 - Weight of harvested fish5
• Season5 - Season of catch
• Fish_species6 - Name of fish species6
• Weight6 - Weight of harvested fish6
• Season6 - Season of catch
• Fish_species7 - Name of fish species7
• Weight7 - Weight of harvested fish7
• Season7 - Season of catch
• Wholesalers_Purchased1 - Purchase by wholesalers
• Retailers_purchased2 - Purchase by retailers
• Processors_purchased3 - Purchase by processors
• Consumers_purchased4 - Purchase by consumers
• Purchase_Aquaculturist - Fish purchased from fish farmer
• Nigeria_farmer - State within Nigeria- Fish farmer
• Country_farmer - Country- Fish farmer
• WeightKG_farmer - Kg of fish purchased
• WeightCARTON_farmer - Cartons of fish purchased
• WeightBAG_farmer - Bags of fish purchased
• WeightBASKET_farmer - Baskets of fish purchased
• WeightBASIN_farmer - Basins of fish purchased
• WeightPIECES_farmer - Pieces of fish purchased
• Purchase_Fishermen - Fish purchased from fishermen
• Nigeria_fishermen - Fish bought from fishermen within Nigeria
• Country_fishermen - Fish bought from fishermen outside Nigeria
• WeightKG_fishermen - Kg of fish purchased
• WeightCARTON_fishermen - Cartons of fish purchased
• WeightBAG_fishermen - Bags of fish purchased
• WeighBASKET_fishermen - Baskets of fish purchased
• WeightBASIN_fishermen - Basins of fish purchased
• WeightPIECES_fishermen - Pieces of fish purchased in Local measure
• Purchase_Processors - Fish purchased from fish processors
• Nigeria_processors - Fish bought from processors within Nigeria
• Country_processors - Fish bought from processors outside Nigeria
• WeightKG_processor - Kg of fish purchased
• WeightCARTON_processor - Cartons of fish purchased
• WeightBAG_processor - Bags of fish purchased
• WeightBASKET_processor - Baskets of fish purchased
• WeightBASIN_processor - Basins of fish purchased
• WeightPIECES_processor - Pieces of fish purchased
• Purchase_frozen - Fish purchased from cold room
• Nigeria_coldroom - Fish bought from cold room within Nigeria
• Country_coldroom - Fish bought from cold room outside Nigeria
• WeightKG_coldroom - Kg of fish purchased
• WeightCARTON_Coldroom - Cartons of fish purchased
• WeightBAG_coldroom - Bags of fish purchased
• WeightBASKET_coldroom - Baskets of fish purchased
• WeightBASIN_coldroom - Basins of fish purchased
• WeightPIECES_coldroom - Pieces of fish purchased
• Value_farmer - Buying Price of fish purchased from fish farmers
• Value_fishermen - Buying Price of fish purchased from fishermen
• Value_processor - Buying Price of fish purchased from processors
• Value_coldroom - Buying Price of fish purchased from the cold room
• Value_FISHtraders - Buying Price of fish purchased from other fish traders
• Value_other_distributors - Buying Price of fish purchased from other fish distributors
• Purchase_Traders - Fish bought from fish traders
• Nigeria_traders - Fish bought from fish traders within Ngeria
• Country_traders - Fish bought from fish traders outside Nigeria
• WeightKG_Traders - Kg of fish purchased
• WeightCARTON_Traders - Cartons of fish purchased
• WeightBAG_Traders - Bags of fish purchased
• WeightBASKET_Traders - Baskets of fish purchased
• WeigthBASIN_traders - Basins of fish purchased
• WeightPIECES_Traders - Pieces of fish purchased
• Purchase_other_distributors - Fish bought from other distributors
• Nigeria_other_distributors - Fish bought from other distributors within Ngeria
• Country_other_distributors - Fish bought from other distributors outside Nigeria
• WeightKG_other_distributors - Kg of fish purchased
• WeightCARTON_other_distributors - Cartons of fish purchased
• WeightBAG_other_distributors - Bags of fish purchased
• WeightBASKET_other_distributors - Baskets of fish purchased
• WeightBASIN_other_distridutors - Basins of fish purchased
• WeightPIECES_other_distributors - Pieces of fish purchased
• Periodic_Sales - Do you have high and low period of sales
• Peak_from_sales - Peak period of sales starts from
• Peak_to_sales - Peak period of sales ends at
• Low_from_sales - Low period of sales starts from
• Low_to_sales - Low period of sales ends at
• Kg_purchse1 - Kg of fish purchased
• Carton_purch_kg - Cartons of fish purchased (Kg)
• Carton_purchase1 - Cartons of fish purchased
• Bag_purchase1 - Bags of fish purchased
• Basket_purchase1 - Baskets of fish purchased
• Basin_purchase1 - Basins of fish purchased
• Pieces_purchase1 - Pieces of fish purchased
• Kg_purchase2 - Kg of fish purchased
• Carton_purchase2 - Cartons of fish purchased
• Bag_purchase2 - Bags of fish purchased
• Basket_purchase2 - Baskets of fish purchased
• Basin_purchase2 - Basins of fish purchased
• Pieces_purchase2 - Pieces of fish purchased
• Kg_purchase3 - Kg of fish purchased
• Carton_purchase3 - Cartons of fish purchased
• Bag_purchase3 - Bags of fish purchased
• Basket_purchase3 - Baskets of fish purchased
• Basin_purchase3 - Basins of fish purchased
• Pieces_purchase3 - Pieces of fish purchased
• Fish_purchase4 - Name of fish purchased
• Kg_purchase4 - Kg of fish purchased
• Carton_purchase4 - Cartons of fish purchased
• Bag_purchase4 - Bags of fish purchased
• Basket_puchase4 - Baskets of fish purchased
• Basin_purchase4 - Basins of fish purchased
• Pieces_purchase4 - Pieces of fish purchased
• Price_purchase4 - Price of fish purchased
• Fish_purchase5 - Name of fish purchased
• Kg_purchase5 - Kg of fish purchased
• Carton_purchase5 - Cartons of fish purchased
• Bag_Purchase5 - Bags of fish purchased
• Basket_purchase5 - Baskets of fish purchased
• Basin_purchase5 - Basins of fish purchased
• Pieces_purchase5 - Pieces of fish purchased
• Price_purchase5 - Price of fish purchased
• Fish_purchase6 - Name of fish purchased
• Kg_purchase6 - Kg of fish purchased
• Carton_purchase6 - Cartons of fish purchased
• Bag_purchase6 - Bags of fish purchased
• Basket_purchase6 - Baskets of fish purchased
• Basin_purchase6 - Basins of fish purchased
• Pieces_purchase6 - Pieces of fish purchased
• Price_purchase6 - Price of fish purchased
• Kg_sales1 - Kg of fish sold
• Carton_sales1 - Cartons of fish sold
• Bag_sales1 - Bags of fish sold
• Basket_sales1 - Baskets of fish sold
• Basin_sales1 - Basins of fish sol
• Pieces_sales1 - Pieces of fish sold
• Fish_sales2 - Name of fish sold
• Kg_sales2 - Kg of fish sold
• Carton_sales2 - Cartons of fish sold
• Bag_sales2 - Bags of fish sold
• Basket_sales2 - Baskets of fish sold
• Basin_sales2 - Basins of fish sol
• Pieces_sales2 - Pieces of fish sold
• Fish_sales3 - Name of fish sold
• Kg_sales3 - Kg of fish sold
• Carton_sales3 - Cartons of fish sold
• Bag_sales3 - Bags of fish sold
• Basket_sales3 - Baskets of fish sold
• Basin_sales3 - Basins of fish sol
• Pieces_sales3 - Pieces of fish sold
• Price_slaes3 - Price of fish sold
• Fish_sales4 - Name of fish sold
• Kg_sales4 - Kg of fish sold
• Carton_sales4 - Cartons of fish sold
• Bag_sales4 - Bags of fish sold
• Basket_sales4 - Baskets of fish sold
• Basin_sales4 - Basins of fish sol
• Pieces_sales4 - Pieces of fish sold
• Price_sales4 - Price of fish sold
• Fish_sales5 - Name of fish sold
• Kg_sales5 - Kg of fish sold
• Carton_sales5 - Cartons of fish sold
• Bag_sales5 - Bags of fish sold
• Basket_sales5 - Baskets of fish sold
• Basin_sales5 - Basins of fish sol
• Pieces_sales5 - Pieces of fish sold
• Price_sales5 - Price of fish sold
• Fish_sales6 - Name of fish sold
• Kg_sales6 - Kg of fish sold
• Carton_sales6 - Cartons of fish sold
• Bag_sales6 - Bags of fish sold
• Basket_sales6 - Baskets of fish sold
• Basin_sales6 - Basins of fish sold
• Pieces_sales6 - Pieces of fish sold
• Price_sales6 - Price of fish sold
• Canoe - Ownership of canoe
• Year_purchase - Year/month of purchase
• Canoe_lifespan - Expected lifespan
• Canoe_localcost - Cost of canoe at the time of purchase in local currency
• Source1 - Source of capital
• Outboard_engine - Ownership of outboard engine
• Engine_year - Year/month of purchase
• Engine_lifespan - Expected lifespan
• Engine_localcost - Cost of the outboard engine at the time of purchase in local currency
• Source2 - Source of capital
• Ponds - Constructed ponds
• Pond_year - Year/month of purchase
• Pond_lifespan - Expected lifespan
• Pond_localcost - Cost of pond construction at time of purchase in local currency
• Source3 - Source of capital
• Building - Buildings
• Building_year - Year/month of construction
• Building_lifespan - Expected lifespan
• Building_localcost - Cost of building construction at time of construction in local currency
• Source4 - Source of capital
• Smoking_kiln - Ownership of smoking kiln for processors
• Kiln_year - Year/month of purchase
• Kiln_lifespan - Expected lifespan
• Kiln_localcost - Cost of the smoking kiln and wire in local currency at the time of purchase
• Source5 - Source of capital
• Generator - Ownership of generator
• Generator_year - Year/month of purchase
• Generator_lifespan - Expected lifespan
• Generator_localcost - Cost of the generator in local currency at the time of purchase
• Source6 - Source of capital
• Bowls_basins - Ownership of bowls and basin by fishermen
• Bowl_basin_year - Year/month of purchase
• Bowl_basin_lifespan - Expected lifespan
• Bowl_basin_localcost - Cost of bowls and/or basin in local currency at time of purchase
• Source7 - Source of capital
• Beach_Seine - Ownership of Beach seine nets
• Beach_Seine_year - Year/month of purchase
• Beach_Seine_lifespan - Expected lifespan
• Beach_Seine_localcost - Cost of gillnets at the time of purchase in local currency
• Source8 - Source of capital
• Castnet - Ownership of castnets
• Castnet_year - Year/month of purchase
• Castnet_lifespan - Expected lifespan
• Castnet_localcost - Cost of castnets at the time of purchase in local currency
• Source9 - Source of capital
• Drag_net - Ownership of drag net
• Dragnet_year - Year/month of purchase
• Drag_net_lifespan - Expected lifespan
• Drag_net_localcost - Cost of drag net at the time of purchase in local currency
• Source10 - Source of capital
• Trap - Ownership of trap "mali"
• Trap_year - Year/month of purchase
• Trap_lifespan - Expected lifespan
• Trap_localcost - Cost of trap at the time of purchase in local currency
• Source11 - Source of capital
• Gourd - Ownership of Gourd
• Gourd_year - Year/month of purchase
• Gourd_lifespan - Expected lifespan
• Gourd_localcost - Cost of gourd at the time of purchase in local currency
• Source12 - Source of capital
• Concrete_Tanks - Constructed concrete tanks
• Concrete_tanks_year - Year/month of purchase/construction
• Concrete_tanks_lifespan - Expected lifespan
• Concrete_tanks_localcost - Cost of concrete tanks construction at time of purchase in local currency
• Source13 - Source of capital
• Plastic_tanks - Ownership of plastic tanks
• Plastic_tanks_year - Year/month of purchase
• Plastic_tanks_lifespan - Expected lifespan
• Plastic_tanks_localcost - Cost of plastic tanks at time of purchase in local currency
• Source14 - Source of capital
• Hatchery_Farm_facilities - Ownership of hatchery/farm facilities
• Hatch_farm_fac_year - Year/month of purchase
• Hatch_farm_fac_lifespan - Expected lifespan
• Hatch_farm_fac_localcost - Cost of hatchery/farm facilities at time of purchase in local currency
• Source15 - Source of capital
• Scoopnets - Ownership of scoop nets
• Scoopnets_year - Year/month of purchase
• Scoopnets_lifespan - Expected lifespan
• Scoopnets_localcost - Cost of scoop nets at time of purchase in local currency
• Source16 - Source of capital
• Hook_line - Ownership of hook and line
• Hook_line_year - Year/month of purchase
• Hook_lifespan - Expected lifespan
• Hook_localcost - Cost of hook and line at time of purchase in local currency
• Source17 - Source of capital
• Borehole - Ownership of borehole water supply
• Borehole_year - Year/month of construction
• Borehole_lifespan - Expected lifespan
• Borehole_localcost - Cost of borehole at time of construction in local currency
• Source18 - Source of capital
• Basket - Ownership of baskets
• Basket_year - Year/month of purchase
• Basket_lifespan - Expected lifespan
• Basket_localcost - Cost of baskets at time of purchase in local currency
• Source19 - Source of capital
• Mats - Ownership of mats
• Mats_year - Year/month of purchase
• Mats_lifespan - Expected lifespan
• Mats_localcost - Cost of mats at time of purchase in local currency
• Source20 - Source of capital
• Floating_net - Ownership of flooting nets
• Flooting_net_year - Year/month of purchase
• Flooting_net_lifespan - Expected lifespan
• Flooting_net_localcost - Cost of flooting nets at time of purchase in local currency
• Source21 - Source of capital
• Store - Ownership of store
• Store_year - Year/month of purchase
• Store_lifespan - Expected lifespan
• Store_localcost - Cost of store at time of purchase in local currency
• Source22 - Source of capital
• Furniture - Ownership of furniture
• Furniture_year - Year/month of purchase
• Furniture_lifespan - Expected lifespan
• Furniture_localcost - Cost of furniture at time of purchase in local currency
• Source23 - Source of capital
• Land_Acquisition - Ownership of land
• Land_acq_year - Year/month of purchase
• Land_lifespan - Expected lifespan
• Land_localcost - Cost of land acquisition at time of purchase in local currency
• Source24 - Source of capital
• Business_Registration - Ownership of business
• Biz_reg_year - Year/month of purchase
• Biz_reg_lifespan - Expected lifespan
• Biz_reg_localcost - Cost of business registration at time of purchase in local currency
• Source25 - Source of capital
• Deep_freezer - Ownership of deep freezer
• Deep_Freezer_year - Year/month of purchase
• Deep_freezer_lifespan - Expected lifespan
• Deep_freezer_localcost - Cost of deep freezer at time of purchase
• Source26 - Source of capital
• Operational_transport - Operational cost- transportation
• Transport_source - Source of fund
• Transport_current_transact - Cost for current transaction- local currency
• Transport_last_transact - Cost for last transaction- local currency
• Transport_cost_month - Cost per month- local currency (Transport)
• Labour_cost_month - Cost per month- local currency (Labour)
• Fuel_cost_month - Cost per month- local currency (Fuel)
• Maintenance_cost_month - Cost per month- local currency (Maintenance)
• Feed_cost_month - Cost per month- local currency (Feed)
• Fingerlings_cost_month - Cost per month- local currency (Fingerlings)
• Drugs_cost_month - Cost per month- local currency (Drugs)
• Firewood_cost_month - Cost per month- local currency (Firewood)
• Carton_cost_month - Cost per month- local currency (Carton)
• Ice_cost_month - Cost per month- local currency (Ice)
• Length_time - Length of time
• Labour - Operational cost- labour
• Labour_source - Source of fund
• Labour_current_transact - Cost for current transaction- local currency
• Labour_last_transact - Cost for last transaction- local currency
• Labour_length_time - Length of time
• Fuel - Operational cost- fuel
• Fuel_source - Source of fund
• Fuel_current_transact - Cost for current transaction- local currency
• Fuel_last_transact - Cost for last transaction- local currency
• Fuel_length_time - Length of time
• Maintenance - Operational cost- maintenance
• Maintenance_source - Source of fund
• Maintenance_current_transact - Cost for current transaction- local currency
• Maintenance_last_transact - Cost for last transaction- local currency
• Length_time_maintenance - Length of time
• Fish_feed - Operational cost- fish feed
• Feed_source - Source of fund
• Feed_current_transact - Cost for current transaction- local currency
• Feed_last_transact - Cost for last transaction- local currency
• Feed_time_length - Length of time
• Fingerlings - Operational cost- fingerlings
• Fingerlings_source - Source of fund
• Fingerlings_current_transact - Cost for current transaction- local currency
• Fingerlings_last_transact - Cost for last transaction- local currency
• Fingerlings_time_length - Length of time
• Drugs - Operational cost- fish drugs
• Drugs_source - Source of fund
• Drugs_current_transact - Cost for current transaction- local currency
• Drugs_last_transact - Cost for last transaction- local currency
• Drugs_time_length - Length of time
• Firewood - Operational cost- purchase of firewood
• Firewood_fund - Source of fund
• Firewood_current_transact - Cost for current transaction- local currency
• Firewood_last_transact - Cost for last transaction- local currency
• Firewood_time - Length of time
• Carton - Operational cost- carton
• Carton_fund - Source of fund
• Carton_current_transact - Cost for current transaction- local currency
• Carton_last_transact - Cost for last transaction- local currency
• Carton_time - Length of time
• Ice_blocks - Operational cost- Ice blocks
• Ice_blocks_fund - Source of fund
• Ice_current_transact - Cost for current transaction- local currency
• Ice_last_transact - Cost for last transaction- local currency
• Ice_blocks_time - Length of time
• Fish_species1_fish - Revenue- fish1
• Price_kg_fish1 - Price per kg sold
• Price_carton_fish1 - Price per carton sold
• Price_bag_fish1 - Price per bag sold
• Price_basket_fish1 - Price per basket sold
• Price_piece_fish1 - Price per piece sold
• Price_basin_fish1 - Price per basin sold
• Volume_kg_fish1 - Volume of kg sold
• VAR00016 - Volume of cartons sold (kg)
• Volume_cartons_fish1 - Volume of cartons sold
• VAR00017 - Volume of bags sold (kg)
• Volume_bags_fish1 - Volume of bags sold
• VAR00018 - Volume of baskets sold (kg)
• Volume_baskets_fish1 - Volume of baskets sold
• VAR00019 - Volume of basins sold (kg)
• Volume_basins_fish1 - Volume of basins sold
• VAR00020 - Volume of pieces sold (kg)
• Volume_piece_freshfish - Volume of pieces sold
• Current_transact_freshfish - Revenue from current transaction
• Last_transact_fish1 - Revenue from last transaction
• Fish_species2_fish - Revenue- fish2
• Source_fish2 - Source of the fish
• Destination_fish2 - Buyers of the fish
• Price_kg_fish2 - Price per kg sold
• Price_carton_fish2 - Price per carton sold
• Price_bags_fish2 - Price per bag sold
• Price_baskets_fish2 - Price per basket sold
• Price_basins_fish2 - Price per basin sold
• Price_piece_fish2 - Price per piece sold
• Volume_kg_fish2 - Volume of kg sold
• Volume_cartons_fish2 - Volume of cartons sold
• Volume_bags_fish2 - Volume of bags sold
• Volume_baskets_fish2 - Volume of baskets sold
• Volume_basins_fish2 - Volume of basins sold
• Volume_pieces_fish2 - Volume of pieces sold
• Current_transact_fish2 - Revenue from current transaction
• Last_transact_fish2 - Revenue from last transaction
• Fish_species3_fish - Revenue- fish3
• Source_fish3 - Source of the fish
• Destination_fish3 - Buyers of the fish
• Price_kg_fish3 - Price per kg sold
• Price_carton_fish3 - Price per carton sold
• Price_bag_fish3 - Price per bag sold
• Price_basket_fish3 - Price per basket sold
• Price_basin_fish3 - Price per basin sold
• Price_piece_fish3 - Price per piece sold
• Volume_kg_fish3 - Volume of kg sold
• Volume_carton_fish3 - Volume of cartons sold
• Volume_bags_fish3 - Volume of bags sold
• Volume_baskets_fish3 - Volume of baskets sold
• Volume_basins_fish3 - Volume of basins sold
• Volume_piece_fish3 - Volume of pieces sold
• Current_transact_fish3 - Revenue from current transaction
• Last_transact_fish3 - Revenue from last transaction
• Fish_species4_fish - Revenue- fish4
• Source_fish4 - Source of the fish
• Destination_fish4 - Buyers of the fish
• Price_fkg_ish4 - Price per kg sold
• Price_carton_fish4 - Price per carton sold
• Price_bag_fish4 - Price per bag sold
• Price_baskets_fish4 - Price per basket sold
• Price_basins_fish4 - Price per basin sold
• Price_piece_fish4 - Price per piece sold
• Volume_kg_fish4 - Volume of kg sold
• Volume_carton_fish4 - Volume of cartons sold
• Volume_bags_fish4 - Volume of bags sold
• Volume_baskets_fish4 - Volume of baskets sold
• Volume_basins_fish4 - Volume of basins sold
• Volume_piece_fish4 - Volume of pieces sold
• Current_transact_fish4 - Revenue from current transaction
• Last_transact_fish4 - Revenue from last transaction
• Fish_species5_fish - Revenue- fish5
• Source_fish5 - Source of the fish
• Destination_fish5 - Buyers of the fish
• Price_kg_fish5 - Price per kg sold
• Price_carton_fish5 - Price per carton sold
• Price_bag_fish5 - Price per bag sold
• Price_basket_fish5 - Price per basket sold
• Price_basin_fish5 - Price per basin sold
• Price_piece_fish5 - Price per piece sold
• Volume_kg_fish5 - Volume of kg sold
• Volume_cartons_fish5 - Volume of cartons sold
• Volume_bags_fish5 - Volume of bags sold
• Volume_baskets_fish5 - Volume of baskets sold
• Volume_basins_fish5 - Volume of basins sold
• Volume_pieces_fish5 - Volume of pieces sold
• Current_transact_fish5 - Revenue from current transaction
• Last_transact_fish5 - Revenue from last transaction
• Fish_species6_fish - Revenue- fish6
• Source_fish6 - Source of the fish
• Destination_fish6 - Buyers of the fish
• Price_kg_fish6 - Price per kg sold
• Price_carton_fish6 - Price per carton sold
• Price_bag_fish6 - Price per bag sold
• Price_basket_fish6 - Price per basket sold
• Price_basin_fish6 - Price per basin sold
• Price_piece_fish6 - Price per piece sold
• Volume_kg_fish6 - Volume of kg sold
• Volume_cartons_fish6 - Volume of cartons sold
• Volume_bags_fish6 - Volume of bags sold
• Volume_baskets_fish6 - Volume of baskets sold
• Volume_basins_fish6 - Volume of basins sold
• Volume_pieces_fish6 - Volume of pieces sold
• Current_transact_fish6 - Revenue from current transaction
• Last_transact_fish6 - Revenue from last transaction
• Monthly_revenue_fish1 - Total revenue per month
• Monthly_revenue_fish2 - Total revenue per month
• Monthly_revenue_fish3 - Total revenue per month
• Monthly_revenue_fish4 - Total revenue per month
• Monthly_revenue_fish5 - Total revenue per month
• Monthly_revenue_fish6 - Total revenue per month
• Loan_obtainment - From which of these sectors do you obtain your loan
• Loan_criteria - Collateral and Interest rate
• Capital_inputs - Who determines the price of capital inputs
• Capital_problem1 - Problems encountered in capital investments
• Capital_problem2 - Problems encountered in capital investments
• Capital_problem3 - Problems encountered in capital investments
• Capital_problem_4 - Problems encountered in capital investements
• Operational_inputs - Who determines the price of operational inputs
• Operational_problem1 - Problems encountered in operational costs
• Operational_problem2 - Problems encountered in operational costs
• Operational_problem3 - Problems encountered in operational costs
• Operational_problem4 - Problems encountered in operational costs
• Revenue_problem1 - Problems around the issue of revenue
• Revenue_problem2 - Problems around the issue of revenue
• Revenue_problem3 - Probelms around the issue of revenue
• Operation_month_January - Intensity of operation in January
• Operation_month_February - Intensity of operation in February
• Operation_month_March - Intensity of operation in March
• Operation_month_April - Intensity of operation in April
• Operation_month_May - Intensity of operation in May
• Operation_month_June - Intensity of operation in June
• Operation_month_July - Intensity of operation in July
• Operation_month_August - Intensity of operation in August
• Operation_month_September - Intensity of operation in September
• Operation_month_October - Intensity of operation in October
• Operation_month_November - Intensity of operation in November
• Operation_month_December - Intensity of Operation in December
• Challenge1 - Challenge1
• Challenge2 - Challenge2
• Challenge3 - Challenge3
• Challenge4 - Challenge4
• Challenge5 - Challenge5
• Challenge6 - Challenge6
• Challenge7 - Challenge7
• Challenge8 - Challenge8
• Solution_chal1 - Solution to challenge1
• Solution_chal2 - Solution to challenge2
• Solution_chal3 - Solution to challenge3
• Solution_chal4 - Solution to challenge4
• Solution_chal5 - Solution to challenge5
• Solution_chal6 - Solution to challenge6
• Solution_chal7 - Solution to challenge7
• Solution_chal8 - Solution to challenge8
• ICBT_Country - Which country abroad do you send fish to
• ICBT_Purpose - Is the sent fish fro sale or consumption
• ICBT_Interval - How often do you send fish abroad
• Export - Do you export fish abroad
• Exporting_Dues - Do you pay legal export dues
• Expotrans_fee - How much do you pay per Kg of fish transported
• Exported_Species - What are the species of fish you export out of the country
• Tilapia_exported - Name of species exported
• Tilapia_weight - Weight of Tilapia exported
• Tilapia_price - Price of the weight of Tilapia exported
• Catfish_exported - Name of species exported
• Catfish_weight - Weight of Catfish exported
• Catfish_price - Price of the weight of Catfish exported
• Heterotis_exported - Name of species exported
• Heterotis_weight - Weight of Heterotis exported
• Heterotis_price - Price of the weight of Heterotis exported
• Mormyrus_exported - Name of species exported
• Mormyrus_weight - Weight of Mormyrus exported
• Mormyrus_price - Price of the weight of Mormyrus exported
• Synodontis_exported - Name of species exported
• Synodontis_weight - Weight of Synodontis exported
• Synodontis_price - Price of the weight of Synodontis exported
• Protopterus_exported - Name of species exported
• Protopterus_weight - Weight of Protopterus exported
• Protopterus_pice - Price of the weight of Protopterus exported
• Labeo_exported - Name of species exported
• Labeo_weight - Weight of Labeo exported
• Labeo_price - Price of the weight of Labeo exported
• Lates_exported - Name of species exported
• Lates_weight - Weight of Lates exported
• Lates_price - Price of the weight of Lates exported
• Schilbe_exported - Name of species exported
• Schilbe_weight - Weight of Schilbe exported
• Schilbe_price - Price of the weight of Tilapia exported
• Tilapia_imported - Name of species imported
• Tilapia_weightimpo - Weight of Tilapia imported
• Tilapia_priceimpo - Price of the weight of Tilapia imported
• Catfish_imported - Name of species imported
• Catfish_weightimpo - Weight of Catfish imported
• Catfish_priceimpo - Price of the weight of Catfish imported
• Heterotis_imported - Name of species exported
• Heterotis_weightimpo - Weight of Heterotis imported
• Heterotis_priceimpo - Price of the weight of Heterotis imported
• Mormyrus_imported - Name of species imported
• Mormyrus_weightimpo - Weight of Mormyrus imported
• Mormyrus_priceimpo - Price of the weight of Mormyrus imported
• Synodontis_imported - Name of species imported
• Synodontis_weightimpo - Weight of Synodontis imported
• Synodontis_priceimpo - Price of the weight of Synodontis imported
• Protopterus_imported - Name of species imported
• Protopterus_weightimpo - Weight of Protopterus imported
• Protopterus_priceimpo - Price of the weight of Protopterus imported
• Labeo_imported - Name of species imported
• Labeo_weightimpo - Weight of Labeo imported
• Labeo_priceimpo - Price of the weight of Labeo imported
• Lates_imported - Name of species imported
• Lates_weightimpo - Weight of Lates imported
• Lates_priceimpo - Price of the weight of Lates imported
• Schilbe_imported - Name of species imported
• Schilbe_weightimpo - Weight of Schilbe imported
• Schilbe_priceimpo - Price of the weight of Schile imported
• Owned_Transport - Do you have your own means of transportation
• Trekking_form - Trekking
• Trekking_number - Trekking - number
• Trekking_year - Trekking- Year of acquisition
• Trekking_cost - Trekkibg- Cost of aquisition
• Trekking_lifespan - Trekking- Expected life span in years
• Trekking_repairs - Trekking- cost of repair/months
• Trekking_fuelling - Trekking- cost of fuelling/week
• Trekking_others - Trekking- other costs
• Trekking_maintenance - Trekking- maintenance cost
• Animal_form - Animal owned
• Animal_number - Number of animals owned
• Animal_Year - Animal- Year of acquisition
• Animal_Cost - Animal- Cost of acquisition
• Life_span - Animal- Expected life span (years)
• Repair_cost - Cost of repair per month
• Fuelling - Cost of fuelling per week
• Other_cost - Animal- Other cost
• Animal_maintenance - Animal- maintenance costs
• Bicycle_form - Ownership of bicycle
• Bicycle_number - Number of bicycles owned
• Bicycle_year - Bicycle- year of acquisition
• Bicycle_cost - Bicycle- cost of aquisition
• Bicycle_lifespan - Bicycle- expected life span in years
• Bicycle_repairs - Cost of repairs of bicycle per month
• Bicycle_fuelling - Cost of fuelling per week
• Bicycle_others - Bicycle- Other costs
• Bicycle_maintenance - Cost of maintenance of bicycle
• Motorbike_form - Do you own a motor bike
• Motorbike_number - Number of motor bikes owned
• Motorbike_year - Year of acquisition
• Motorbike_cost - Cost of acquisition
• Motorbike_lifespan - Expected life span of the motor bike
• Motorbike_repairs - Cost of repair of motor bike per month
• Motorbike_fuelling - Cost of fuelling per week
• Motorbike_othercosts - Other costs
• Motorbike_maintenance - Cost of maintenance of motor bike
• Pickup_Van - Pick-up van ownership
• Pickup_number - Number of pick-up vans
• Pickup_year - Pickup_year of acquisitions
• Pickup_costs - Pickup- cost of acquisition
• Pickup_lifespan - Expected life span of pick-up van
• Pickup_repairs - Cost of repair in months
• Pickup_fuelling - Cost of fuelling per week
• Pickup_othercosts - Pick-up van- other costs
• Pickup_maintenance - Pick-up van- cost of maintenance
• Lorry_form - Do you own a lorry
• Lorry_number - How many lorries do you have
• Lorry_year - Lorry- years of acquisition
• Lorry_cost - Lorry- cost of acquisition
• Lorry_lifespan - Expected life span of the lorry
• Lorry_repairs - Cost of repairs in month
• Lorry_fuelling - Cost of fueling per week
• Lorry_othercosts - Lorry- other costs
• Lorry_maintenance - Cost of maintenance of lorry
• Bus_ownership - Ownership of a bus
• Bus_number - Number of buses owned
• Bus_year - Year of acquisition
• Bus_cost - Cost of acquisition
• Bus_lifespan - Expected life span of the bus
• Bus_repairs - Cost of repairs per month
• Bus_fuelling - Cost of fuelling per week
• Bus_othercosts - Bus- other costs
• Bus_maintenance - Cost of bus maintenance
• Car_ownership - Ownership of a car
• Car_number - Number of buses owned
• Car_year - Year of acquisition
• Car_cost - Cost of acquisition
• Car_lifespan - Expected life span of the car
• Car_repairs - Cost of repairs per month
• Car_fuelling - Cost of fuelling per week
• Car_othercosts - Car- other costs
• Car_maintenance - Cost of Car maintenance
• Farmto_market - Movement from farm to market
• Time - Time taken from farm to market
• Distance - Distance travelled from farm to market in Km
• Head - Cost of transportation by head
• Animal - Cost of transportation by animal
• Bicycle - Cost of transportation by bicycle
• Motorbike - Cost of transportation by motor bike
• Pickup - Cost of transportation by pick-up van
• Bus - Cost of transportation by bus
• Lorry - Cost of transportation by lorry
• Train - Cost of transportation by train
• Landingsiteto_market - Movement from landing site to market
• Time_taken - Time taken from farm to market
• Distance_travelled - Distance travelled from farm to market in Km
• Head_trekking - Cost of transportation by head
• Anmal_trans - Cost of transportation by animal
• Bicycle_trans - Cost of transportation by bicycle
• Motorbike_trans - Cost of transportation by motor bike
• Pickup_trans - Cost of transportation by pick-up van
• Bus_trans - Cost of transportation by bus
• Lorry_trans - Cost of transportation by lorry
• Train_trans - Cost of transportation by train
• Coldroomto_market - Movement from cold room to market
• Coldroom_time - Time taken from cold room to market
• Coldroom_distance - Distance travelled from cold room to market in Km
• Coldroom_head - Cost of transportation by head
• Coldroom_animal - Cost of transportation by animal
• Coldroom_bicycle - Cost of transportation by bicycle
• Coldroom_motrobike - Cost of transportation by motor bike
• Coldroom_pickup - Cost of transportation by pick-up van
• Coldroom_bus - Cost of transportation by bus
• Coldroom_lorry - Cost of transportation by lorry
• Coldroom_train - Cost of transportation by train
• Processorto_store - Movement from processor to store
• Timeto_store - Time taken from processor to store
• Distanceto_store - Distance travelled from processor to store n Km
• Trans_head - Cost of transportation by head
• Trans_animal - Cost of transportation by animal
• Trans_bicycle - Cost of transportation by bicycle
• Trans_motorbike - Cost of transportation by motor bike
• Trans_pickup - Cost of transportation by pick-up van
• Trans_bus - Cost of transportation by bus
• Trans_lorry - Cost of transportation by lorry
• Trans_train - Cost of transportation by train
• Packaging_materials - What are the materials used to package your fish for sales
• Marketing - Do you carry out any other marketing activity
• Marketing_activity1 - What are the marketing activities you carry out
• Marketing_activity2 - What are the marketing activities you carry out
• Marketing_activity3 - What are the marketing activities you carry out
• Cost_of_marketing_acts - Total cost of all the additional marketing activities you carry out
• cost_of_marketing_acts2 - Total cost of all the additional marketing acts
• Packaging_cost - What is the cost of packaging
• HouseholdSzBanded - Household size (Banded)
• HosueholdSzFemalebanded - Household size- Female (Banded)
• HosueholdSizebandedmale - Household size- Male (Banded)
• YearsSpentBanded - Years spent in the association (Banded)
• ROccupat - Rank of Occupation by Geopolitical
• VAR00021
• TR_Range - Total Revenue monthly (Binned)
• Fish_sales1 - Name of fish sold
• Occupation - What is your main occupation
• Market_Node - Market Node
• Market_Class - What is your market class
• VAR00002 - Form of fish sold
• VAR00001 - Market Node
• Source_fish1 - Source of the fish
• Fish_buyers - Who are the buyers of your fish
• Destination_fish1 - Buyers of the fish
• Another_market - At which other markets do you sell your fish
• Market_Location - Market location
• Market_Name - Name of Market
• ICBT - Do you send fish abroad
• Fish_forms_sale - Form of fish sold
• TF2 - Trade Flow (Inflow)
• TF - Trade Flow (Outflow)
• NTQS_kg - Total Quantity Sold (Kg)
• Buy_Price_Kg - Buying Price (Per Kg)
• Sell_Price_kg - Selling Price (Per Kg)
• TPurchasCst - Total Purchase Cost
• newMarkt_Cost - Total Marketing Cost
• OOPerat_Cost - Other operational costs
• TVC - Total Variable Cost
• Fixed_cost_1 - Fixed Cost (Depreciated)
• TPC - Total Production Cost
• TotalRevenue - Total Monthly Revenue
• GM - Gross Margin
• GM_kg - Gross Margin/kg
• NR - Net Return
• NR_kg - Net Return/kg
• MM - Marketing Margin
• MM_kg - Marketing Margin/kg
• ME - Marketing Efficiency
• TR_Bin - Total Monthly Revenue (Binned)
• InRev - LnRevenue
• lnTPurCst - LnTotal Purchase Cost
• lnMC - LnTotal Marketing Cost
• lnOOp - LnOther operational costs
• lnFc - LnFixed Cost (Depreciated)
• RES_1 - Unstandardized Residual
• ZRE_1 - Standardized Residual
• PRE_1 - Unstandardized Predicted Value
• ZPR_1 - Standardized Predicted Value
• RES_2 - Unstandardized Residual
• COV_1 - COVRATIO
• DFF_1 - DFFIT
• SDF_1 - Standardized DFFIT
• DFB0_1 - DFBETA Intercept
• DFB1_1 - DFBETA lnTPurCst
• DFB2_1 - DFBETA lnMC
• DFB3_1 - DFBETA lnOOp
• DFB4_1 - DFBETA lnFc
• SDB0_1 - Standardized DFBETA Intercept
• SDB1_1 - Standardized DFBETA lnTPurCst
• SDB2_1 - Standardized DFBETA lnMC
• SDB3_1 - Standardized DFBETA lnOOp
• SDB4_1 - Standardized DFBETA lnFc
• RES_3 - Unstandardized Residual
• COV_2 - COVRATIO
• DFF_2 - DFFIT
• SDF_2 - Standardized DFFIT
• DFB0_2 - DFBETA Intercept
• DFB1_2 - DFBETA Years_in_sales
• DFB2_2 - DFBETA Education
• DFB3_2 - DFBETA AgeOfRespondentsbanded
• DFB4_2 - DFBETA HouseholdSzBanded
• DFB5_2 - DFBETA Sex
• SDB0_2 - Standardized DFBETA Intercept
• SDB1_2 - Standardized DFBETA Years_in_sales
• SDB2_2 - Standardized DFBETA Education
• SDB3_2 - Standardized DFBETA AgeOfRespondentsbanded
• SDB4_2 - Standardized DFBETA HouseholdSzBanded
• SDB5_2 - Standardized DFBETA Sex

f3213724 Location:

Variable Format: character

Notes: UNF:6:/ueiHzPFVmFq2TkzBIFI7Q==

f3213724 Location:

Summary Statistics: Max. 3.0; StDev 0.8980265101338758; Mean 2.166666666666666; Min. 1.0; Valid 900.0;

Variable Format: numeric

Notes: UNF:6:zent3DQWeFC7DIU9gxh6Ng==

f3213724 Location:

Summary Statistics: Valid 900.0; Mean 450.5; StDev 259.95191863111916; Max. 900.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:ze8svdSogH3ct05crli0rg==

f3213724 Location:

Variable Format: character

Notes: UNF:6:gagoKMFIkhwHzKMQAGtoHA==

f3213724 Location:

Summary Statistics: StDev 1.7087747107901081; Min. 1.0; Mean 3.5; Max. 6.0; Valid 900.0

Variable Format: numeric

Notes: UNF:6:J9XISupJ0nZrCq6VRgX5/w==

f3213724 Location:

Summary Statistics: Max. 40.0; Valid 589.0; Min. 1.0; Mean 4.3514431239388776; StDev 5.736304493346055;

Variable Format: numeric

Notes: UNF:6:W8QJ3viiCtkDKE1S4RWxsQ==

f3213724 Location:

Summary Statistics: Max. 41.0; StDev 7.86722853155409; Mean 7.578680203045688; Min. 1.0; Valid 394.0

Variable Format: numeric

Notes: UNF:6:S42L3d7aGTEEN2AMHtXG9Q==

f3213724 Location:

Summary Statistics: Min. 0.0; Max. 640000.0; Valid 896.0; Mean 16258.069196428587; StDev 47626.209212757276;

Variable Format: numeric

Notes: UNF:6:XzhIbEADwqAL3kZPRa9saQ==

f3213724 Location:

Summary Statistics: Max. 42.0; Min. 1.0; Valid 284.0; Mean 11.64788732394366; StDev 9.322033766406854;

Variable Format: numeric

Notes: UNF:6:XKk98nSZgZQ7AVNs28te6w==

f3213724 Location:

Summary Statistics: Mean 8926.573971078962; StDev 28879.037604651076; Max. 320000.0; Min. 0.0; Valid 899.0;

Variable Format: numeric

Notes: UNF:6:LnN5cvpZ8hITIfdIjpTMJQ==

f3213724 Location:

Summary Statistics: Max. 4860000.0; Min. 0.0; Valid 900.0; Mean 68291.06666666684; StDev 273489.15756099246;

Variable Format: numeric

Notes: UNF:6:s17Ll9rO6i5kw8tGxJ8dJA==

f3213724 Location:

Summary Statistics: Mean 2.864444444444461; Valid 900.0; Max. 4.0; Min. 1.0; StDev 1.027682589197865;

Variable Format: numeric

Notes: UNF:6:nf6NwIP5Nbom9O2wgozAYw==

f3213724 Location:

Summary Statistics: Max. 1.0E7; Min. 0.0; StDev 702283.507678756; Valid 899.0; Mean 218912.98665183465;

Variable Format: numeric

Notes: UNF:6:10JFw71mwmNHCc5CkrZAlA==

f3213724 Location:

Summary Statistics: Mean 25192.066666666644; StDev 61178.51474371513; Valid 900.0; Max. 675000.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:/g6pry19nTybYLrlZwvLwA==

f3213724 Location:

Summary Statistics: Mean 1.392222222222223; Max. 2.0; Valid 900.0; Min. 1.0; StDev 0.4885172630542977;

Variable Format: numeric

Notes: UNF:6:J3bnPHR4ZWlsDx5upIg3KQ==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 3.656666666666667; StDev 1.0811922311559121; Valid 900.0; Max. 5.0;

Variable Format: numeric

Notes: UNF:6:XZrCKzqB6f8qCXPm3FvReA==

f3213724 Location:

Summary Statistics: Max. 5.0; StDev 1.119384045007575; Min. 1.0; Mean 2.2877777777777784; Valid 900.0;

Variable Format: numeric

Notes: UNF:6:CJhMObWJ5r+eMCD0HVUaVg==

f3213724 Location:

Summary Statistics: Max. 7.0; Min. 1.0; Valid 900.0; StDev 1.0756665189626875; Mean 3.7422222222222215

Variable Format: numeric

Notes: UNF:6:UKoNTWDsqpvczLlehJpjJg==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 4.666666666666667; StDev 6.621233125341071; Max. 34.0; Valid 294.0;

Variable Format: numeric

Notes: UNF:6:QcokAAcluf0JeZBQ+wD+RA==

f3213724 Location:

Variable Format: character

Notes: UNF:6:2StnvestPcFoygNo3kUN1g==

f3213724 Location:

Variable Format: character

Notes: UNF:6:1qosCaeSk0YCsbKoknB/xw==

f3213724 Location:

Summary Statistics: Mean 6.988888888888889; Min. 1.0; StDev 7.466864522518218; Max. 34.0; Valid 180.0;

Variable Format: numeric

Notes: UNF:6:0umpBgSgbedw59c0GwBgHw==

f3213724 Location:

Summary Statistics: Min. 1.0; StDev 1.1363697577134382; Max. 12.0; Mean 2.1463414634146343; Valid 164.0;

Variable Format: numeric

Notes: UNF:6:wPvYD2BxcnS5VCj0peeDhA==

f3213724 Location:

Summary Statistics: Mean 9.221374045801529; StDev 7.441350245895598; Max. 41.0; Min. 1.0; Valid 131.0;

Variable Format: numeric

Notes: UNF:6:Gx4S/DRxvrkaCnX3gBBLAg==

f3213724 Location:

Variable Format: character

Notes: UNF:6:vanZDVDcbF/nFGiorlCrrg==

f3213724 Location:

Summary Statistics: Max. 12.0; StDev 1.2181804404250518; Mean 2.1416666666666666; Min. 1.0; Valid 120.0

Variable Format: numeric

Notes: UNF:6:F4sAKnvg7mGeIuPz5add2g==

f3213724 Location:

Summary Statistics: StDev 6.634509696523975; Mean 9.77272727272727; Min. 1.0; Valid 88.0; Max. 26.0

Variable Format: numeric

Notes: UNF:6:zZqM+qKbG9Bpa0eqAh/SiA==

f3213724 Location:

Variable Format: character

Notes: UNF:6:gxJs83cr2eBOiWAnXW6PUQ==

f3213724 Location:

Summary Statistics: Valid 83.0; StDev 1.3867260398540044; Min. 1.0; Mean 2.253012048192771; Max. 12.0

Variable Format: numeric

Notes: UNF:6:0o4FlhhhU3kcrhVZ/Z/Gag==

f3213724 Location:

Summary Statistics: Max. 23.0; Min. 1.0; Valid 38.0; StDev 6.669445840818642; Mean 10.289473684210526

Variable Format: numeric

Notes: UNF:6:E3ZioxiLh+nTHd5DPali1g==

f3213724 Location:

Variable Format: character

Notes: UNF:6:xJqAk2vPpNfFfcktV6+p8g==

f3213724 Location:

Summary Statistics: Valid 39.0; StDev 1.8045526471705549; Mean 2.1794871794871797; Min. 1.0; Max. 12.0;

Variable Format: numeric

Notes: UNF:6:gTTs4F16rupbBEGWxETfeg==

f3213724 Location:

Summary Statistics: Min. 17.0; Valid 3.0; Mean 17.0; StDev 0.0; Max. 17.0

Variable Format: numeric

Notes: UNF:6:qrprwSu29YTKaLo7g2rlMQ==

f3213724 Location:

Variable Format: character

Notes: UNF:6:8WdfxrRrPwYDKPmJhVXVXQ==

f3213724 Location:

Summary Statistics: Max. 2.0; Mean 2.0; Min. 2.0; Valid 3.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:vfhghzRpq8h5qA//3qC5mQ==

f3213724 Location:

Summary Statistics: StDev 0.0; Valid 1.0; Max. 29.0; Mean 29.0; Min. 29.0

Variable Format: numeric

Notes: UNF:6:f9nbO5WCeIcg08XPyhZgcw==

f3213724 Location:

Variable Format: character

Notes: UNF:6:HgeogoXjNwXxnPEklWu6Ww==

f3213724 Location:

Summary Statistics: Valid 1.0; Mean 12.0; StDev 0.0; Max. 12.0; Min. 12.0;

Variable Format: numeric

Notes: UNF:6:7G6Gydctm0XMFb6AAh+R4g==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 3.1681034482758625; StDev 3.4756069982908286; Max. 13.0; Valid 232.0

Variable Format: numeric

Notes: UNF:6:LgMpkNKl9Dr1Kr1wQNIheg==

f3213724 Location:

Summary Statistics: Max. 13.0; StDev 1.8594973989890158; Min. 1.0; Valid 472.0; Mean 2.133474576271188;

Variable Format: numeric

Notes: UNF:6:NeAgMp7hLiWH5jD15e0dmA==

f3213724 Location:

Summary Statistics: Mean 2.128440366972475; Max. 13.0; StDev 3.305074766979037; Min. 1.0; Valid 218.0

Variable Format: numeric

Notes: UNF:6:0TWGVyBwB+Rl7CRjZ34M7g==

f3213724 Location:

Summary Statistics: Max. 13.0; Mean 2.084848484848486; Valid 495.0; Min. 1.0; StDev 1.570500038756296;

Variable Format: numeric

Notes: UNF:6:9BsfhvAovTIivVJQUeU6lw==

f3213724 Location:

Summary Statistics: StDev 0.37482471075476753; Mean 1.1626506024096386; Max. 3.0; Min. 1.0; Valid 498.0

Variable Format: numeric

Notes: UNF:6:tAN0lR6+ec91UQ6fOaxnMQ==

f3213724 Location:

Summary Statistics: Valid 146.0; Mean 1.767123287671233; StDev 0.4241193047897297; Max. 2.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:FHJsyYHFsr1B2JKkaIytQw==

f3213724 Location:

Summary Statistics: Mean 7.219512195121939; Max. 500.0; Valid 82.0; StDev 55.09139978820022; Min. 1.0

Variable Format: numeric

Notes: UNF:6:6CUYJQ9uv8iuSHsNwr1R9A==

f3213724 Location:

Summary Statistics: StDev 2667.5788691569946; Valid 34.0; Mean 1334.6470588235297; Min. 1.0; Max. 12000.0;

Variable Format: numeric

Notes: UNF:6:UmIcAuhMU36fpjQBdswVbQ==

f3213724 Location:

Summary Statistics: Mean 171.0; Min. 8.0; Valid 3.0; Max. 405.0; StDev 207.80519724010753

Variable Format: numeric

Notes: UNF:6:v6Bjnht598NA5jVh2uI0HA==

f3213724 Location:

Summary Statistics: Mean 6.0; Min. 2.0; Valid 2.0; StDev 5.656854249492381; Max. 10.0;

Variable Format: numeric

Notes: UNF:6:/+fw4pt8xEg1lclfmG3xOw==

f3213724 Location:

Summary Statistics: Mean 1663.5333333333338; Min. 1.0; Valid 15.0; Max. 10200.0; StDev 2919.0940587465707

Variable Format: numeric

Notes: UNF:6:RlRT3oKK/OQuN+JRFEn0wQ==

f3213724 Location:

Summary Statistics: Max. 4400.0; Min. 1.0; StDev 1383.5849730962595; Valid 10.0; Mean 468.3999999999999;

Variable Format: numeric

Notes: UNF:6:gfxM5iF1MAiDz3q9eUC+zQ==

f3213724 Location:

Summary Statistics: Max. 26000.0; Mean 3314.762711864406; Min. 40.0; StDev 3761.3901563439003; Valid 59.0

Variable Format: numeric

Notes: UNF:6:5r3IGuPzTkWYzhw6975rbg==

f3213724 Location:

Summary Statistics: Mean 1.4219554030874777; Min. 1.0; Max. 2.0; Valid 583.0; StDev 0.494295588278807;

Variable Format: numeric

Notes: UNF:6:CIlwwb4uV0/ImD7sDi1eGw==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 1.9794238683127572; Valid 243.0; Max. 2.0; StDev 0.1422534018469871;

Variable Format: numeric

Notes: UNF:6:W84pq6r70tCkdvDAjD6YSQ==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 1.0; Max. 1.0; Valid 150.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:ITPHkuPCj8dFMCwMY7nDoA==

f3213724 Location:

Summary Statistics: Valid 66.0; StDev 33.60465699911207; Min. 1.0; Max. 157.0; Mean 43.86818181818182

Variable Format: numeric

Notes: UNF:6:IxqtqUBhnZvsSL9ZihuR9w==

f3213724 Location:

Summary Statistics: Valid 24.0; StDev 74.59494484951006; Max. 250.0; Min. 5.0; Mean 59.66666666666667;

Variable Format: numeric

Notes: UNF:6:VTL6ibxt0SYH3io8KuF6sA==

f3213724 Location:

Summary Statistics: StDev 27.874719729532707; Max. 55.0; Mean 23.0; Valid 3.0; Min. 4.0

Variable Format: numeric

Notes: UNF:6:NJHfLy99rPasrrARBpNEbA==

f3213724 Location:

Summary Statistics: Max. 80.0; StDev 11.932351578450993; Valid 108.0; Min. 1.0; Mean 6.546296296296297;

Variable Format: numeric

Notes: UNF:6:ToicgEdfjlv2t3HrhV8Vmg==

f3213724 Location:

Summary Statistics: Mean 13.877551020408163; Max. 100.0; Valid 49.0; Min. 1.0; StDev 20.554432463037045;

Variable Format: numeric

Notes: UNF:6:poXtYyauataXdhO4hcHrvg==

f3213724 Location:

Summary Statistics: StDev 151188.4278841676; Valid 26.0; Min. 2.0; Max. 737500.0; Mean 39610.38461538461

Variable Format: numeric

Notes: UNF:6:1ObDu1/eJhcjo75fwzooQw==

f3213724 Location:

Summary Statistics: StDev 0.3739569252588399; Valid 495.0; Min. 1.0; Mean 1.1676767676767683; Max. 2.0

Variable Format: numeric

Notes: UNF:6:gp1kuUX7gPyRFJhZ4ac3sw==

f3213724 Location:

Summary Statistics: Min. 2.0; Valid 83.0; Max. 2.0; Mean 2.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:65zhGPkvxa3h1ZPaffJS7Q==

f3213724 Location:

Summary Statistics: StDev 0.12126781251816655; Valid 68.0; Max. 2.0; Mean 1.0147058823529411; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:45Rwjltg5yHHyAIq74NUGQ==

f3213724 Location:

Summary Statistics: StDev 30.285768956202833; Max. 186.0; Valid 44.0; Mean 52.06818181818182; Min. 11.0

Variable Format: numeric

Notes: UNF:6:BDYDLbdsTm3zadeF6mFnDQ==

f3213724 Location:

Summary Statistics: Max. 600.0; StDev 146.0103737402452; Valid 19.0; Min. 1.0; Mean 68.15789473684212

Variable Format: numeric

Notes: UNF:6:bVCcN298ek0p7vBe5hJi8A==

f3213724 Location:

Summary Statistics: StDev 2.1213203435596424; Valid 2.0; Max. 6.0; Min. 3.0; Mean 4.5

Variable Format: numeric

Notes: UNF:6:Q3tIaU7/hTpjA0oY8cVidw==

f3213724 Location:

Summary Statistics: Mean 7.285714285714286; Valid 14.0; StDev 8.023317666254178; Min. 1.0; Max. 30.0;

Variable Format: numeric

Notes: UNF:6:KITMDYAah1sprJOY1OPrvw==

f3213724 Location:

Summary Statistics: Mean 8.0; Min. 4.0; Valid 4.0; StDev 6.164414002968976; Max. 17.0

Variable Format: numeric

Notes: UNF:6:U3ww1ZwgReNDMM9C2viAYA==

f3213724 Location:

Summary Statistics: StDev 181.7486359416947; Max. 450.0; Min. 1.0; Valid 6.0; Mean 79.16666666666666;

Variable Format: numeric

Notes: UNF:6:L+HKqpAt+VKATESU0SSR6Q==

f3213724 Location:

Summary Statistics: Mean 1.0103950103950106; Max. 2.0; Valid 481.0; Min. 1.0; StDev 0.10153021869564405;

Variable Format: numeric

Notes: UNF:6:90HcAs8ZNx2rs03OBPnEtg==

f3213724 Location:

Summary Statistics: Mean 2.0; Valid 6.0; Max. 2.0; StDev 0.0; Min. 2.0;

Variable Format: numeric

Notes: UNF:6:LFU1U3Oq8G1PoULs/WmT4g==

f3213724 Location:

Summary Statistics: Max. 1.0; Min. 1.0; StDev 0.0; Valid 2.0; Mean 1.0;

Variable Format: numeric

Notes: UNF:6:zwVyyroN2S4sYSTIIoxLnA==

f3213724 Location:

Summary Statistics: Mean 54.0; Min. 54.0; StDev 0.0; Max. 54.0; Valid 1.0

Variable Format: numeric

Notes: UNF:6:Y9HLOHbGByxNQoSuikTAbQ==

f3213724 Location:

Summary Statistics: StDev 4.618802153517006; Mean 6.0; Min. 2.0; Max. 10.0; Valid 4.0;

Variable Format: numeric

Notes: UNF:6:VCPpY2vCZ4NT/Z7hxNHEtg==

f3213724 Location:

Summary Statistics: Min. NaN; Max. NaN; Mean NaN; Valid 0.0; StDev NaN

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213724 Location:

Summary Statistics: Mean NaN; Min. NaN; StDev NaN; Valid 0.0; Max. NaN;

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213724 Location:

Summary Statistics: StDev 0.0; Min. 16.0; Max. 16.0; Mean 16.0; Valid 1.0

Variable Format: numeric

Notes: UNF:6:7spL9OiBQY+TQD5+uY/4DA==

f3213724 Location:

Summary Statistics: Mean 5.0; Max. 5.0; Valid 1.0; Min. 5.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:JGekqOXQ4YJFV+dtTbEP+g==

f3213724 Location:

Summary Statistics: Valid 900.0; Min. 0.0; Max. 996000.0; StDev 70073.45743813868; Mean 15294.388888888809

Variable Format: numeric

Notes: UNF:6:kEJ8brhCAk5UT6VC/zM3og==

f3213724 Location:

Summary Statistics: Max. 4860000.0; StDev 270625.2959862748; Valid 899.0; Min. 0.0; Mean 46063.57063403792

Variable Format: numeric

Notes: UNF:6:inheASbgHtX+3s1JzuYEDA==

f3213724 Location:

Summary Statistics: Valid 898.0; Mean 14051.971046770459; Max. 1390000.0; StDev 90399.62696627891; Min. 0.0

Variable Format: numeric

Notes: UNF:6:Lbha5r0+8+Gnnvros4lFzg==

f3213724 Location:

Summary Statistics: Max. 680000.0; Valid 900.0; Mean 1201.4444444444205; Min. 0.0; StDev 23625.850930105113

Variable Format: numeric

Notes: UNF:6:NM5kJv8WHDSQnxZ94GvVOg==

f3213724 Location:

Summary Statistics: Max. 5400000.0; Valid 898.0; StDev 199965.3305348485; Mean 27337.10467706033; Min. 0.0

Variable Format: numeric

Notes: UNF:6:wUdlzLuTQMr9H0RFzQBxqw==

f3213724 Location:

Summary Statistics: StDev 12861.963403116926; Mean 835.5555555555511; Min. 0.0; Max. 344000.0; Valid 900.0

Variable Format: numeric

Notes: UNF:6:LThLtIrK5HoQhEaBJJS7oA==

f3213724 Location:

Summary Statistics: Max. 2.0; StDev 0.36195669124194546; Mean 1.1547945205479455; Valid 730.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:J+iXct+eFtGziUsIr7H/AA==

f3213724 Location:

Summary Statistics: Min. 1.0; Valid 103.0; Max. 2.0; Mean 1.9902912621359223; StDev 0.09853292781642926

Variable Format: numeric

Notes: UNF:6:M/KrF+ftLUTI821kHb3daw==

f3213724 Location:

Summary Statistics: Valid 57.0; StDev 0.18563715383027585; Min. 1.0; Max. 2.0; Mean 1.0350877192982457

Variable Format: numeric

Notes: UNF:6:riBNphOn0uZCG5AIJF3x8Q==

f3213724 Location:

Summary Statistics: Valid 15.0; Max. 708.0; Min. 10.0; Mean 108.80000000000001; StDev 177.81418873162434;

Variable Format: numeric

Notes: UNF:6:4qvZ6iHJt5zn8gPaj+WOYw==

f3213724 Location:

Summary Statistics: StDev 41.34653558214716; Valid 42.0; Max. 250.0; Mean 31.309523809523817; Min. 2.0

Variable Format: numeric

Notes: UNF:6:wh/dhDcqJtQU0R7lLQ6hVg==

f3213724 Location:

Summary Statistics: Mean 8.0; StDev 12.328828005937952; Min. 1.0; Valid 5.0; Max. 30.0

Variable Format: numeric

Notes: UNF:6:1wpaIqI4BVUrln/D6nAiWA==

f3213724 Location:

Summary Statistics: Max. 40.0; StDev 7.976327154260592; Valid 27.0; Mean 5.5555555555555545; Min. 0.5

Variable Format: numeric

Notes: UNF:6:7t0BhTbUBTZPmr6JaplDAw==

f3213724 Location:

Summary Statistics: StDev 18.04755622554715; Max. 61.0; Min. 1.0; Valid 21.0; Mean 18.71428571428571

Variable Format: numeric

Notes: UNF:6:3VOBaS5LiFmg0BouU1Eozw==

f3213724 Location:

Summary Statistics: Mean NaN; Min. NaN; Valid 0.0; StDev NaN; Max. NaN

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213724 Location:

Summary Statistics: StDev 0.08794546165341534; Valid 899.0; Mean 1.0077864293659622; Min. 1.0; Max. 2.0;

Variable Format: numeric

Notes: UNF:6:xeuxqJL27dmSqaUesgEUwg==

f3213724 Location:

Summary Statistics: StDev 0.0; Max. 2.0; Min. 2.0; Valid 7.0; Mean 2.0

Variable Format: numeric

Notes: UNF:6:FOFzh+RrOYMK9AO5EDFlcA==

f3213724 Location:

Summary Statistics: StDev 0.0; Mean 1.0; Min. 1.0; Max. 1.0; Valid 7.0

Variable Format: numeric

Notes: UNF:6:BBCbONT/l34Kqfwa01vh4A==

f3213724 Location:

Summary Statistics: Max. NaN; Min. NaN; StDev NaN; Valid 0.0; Mean NaN

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213724 Location:

Summary Statistics: Min. 4.0; StDev 73.69735409090343; Max. 172.0; Mean 57.6; Valid 5.0;

Variable Format: numeric

Notes: UNF:6:6BIhUJplWeLg7rrMZfkCiA==

f3213724 Location:

Summary Statistics: Valid 1.0; StDev 0.0; Max. 1.0; Min. 1.0; Mean 1.0

Variable Format: numeric

Notes: UNF:6:C9Y+A0W8sj8HtNIMRmy0PQ==

f3213724 Location:

Summary Statistics: Max. 4.0; Mean 3.5; StDev 0.7071067811865476; Valid 2.0; Min. 3.0

Variable Format: numeric

Notes: UNF:6:ohB+crB3EY4LMEm0f7O9iQ==

f3213724 Location:

Summary Statistics: StDev NaN; Valid 0.0; Mean NaN; Max. NaN; Min. NaN;

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213724 Location:

Summary Statistics: Valid 1.0; Mean 150.0; Min. 150.0; StDev 0.0; Max. 150.0;

Variable Format: numeric

Notes: UNF:6:ZuZoN02OmzWwmf9cpT9njQ==

f3213724 Location:

Summary Statistics: StDev 0.4056645765831145; Max. 10.0; Min. 1.0; Valid 849.0; Mean 1.9128386336866907

Variable Format: numeric

Notes: UNF:6:T7JL/H6Z2oBBYp9Q0zmH7Q==

f3213724 Location:

Summary Statistics: StDev 2.9550248152176364; Mean 8.914110429447858; Valid 815.0; Max. 12.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:6yjP8CSZL6fyZLslCyqfeA==

f3213724 Location:

Summary Statistics: Min. 1.0; Mean 9.329643296432964; StDev 3.6644436530527957; Valid 813.0; Max. 12.0;

Variable Format: numeric

Notes: UNF:6:AZuUGaGOfJ8EdXEF/H32LQ==

f3213724 Location:

Summary Statistics: Mean 4.213759213759213; Valid 814.0; StDev 3.3428166263349306; Min. 1.0; Max. 12.0;

Variable Format: numeric

Notes: UNF:6:5RfzyKW52YOLGahNKqRILA==

f3213724 Location: