Economic analysis of fish markets and trade flow of fish products along Nigerian borders (doi:10.7910/DVN/VYTJBX)

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Economic analysis of fish markets and trade flow of fish products along Nigerian borders

doi:10.7910/DVN/VYTJBX

Harvard Dataverse

2018-09-04

2

Falaye, A. E.; Omitoyin, B. O.; Ajani, E. K., 2018, "Economic analysis of fish markets and trade flow of fish products along Nigerian borders", https://doi.org/10.7910/DVN/VYTJBX, Harvard Dataverse, V2, UNF:6:C0uzk3E0tYRdovrX5CFvGA== [fileUNF]

Economic analysis of fish markets and trade flow of fish products along Nigerian borders

doi:10.7910/DVN/VYTJBX

Falaye, A. E. (University of Ibadan, Nigeria)

Omitoyin, B. O. (University of Ibadan, Nigeria)

Ajani, E. K. (University of Ibadan, Nigeria)

Harvard Dataverse

WorldFish

Muliro, Jacquie

Chimatiro, Sloans

Kakwasha, Keagan

WorldFish RDM Team

2018-08-07

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

Social Sciences, Market Structure, Profitability, Gini coefficient, Intra-regional fish trade

Fish products are highly traded and global fish trade has been increasing very rapidly in recent decades with an estimated 45% of the world catch now traded internationally. West Africa has a huge potential for trade in intra-regional terms and vibrant markets for fish and fish products in Nigeria, Ghana and the Ivory Coast being the three major importers of fish products in the region. Intra-regional fish trade is important in improving food and nutritional security; and poverty eradication in Africa. However, trade has so far not served as an effective tool for the achievement of rapid and sustainable economic growth and development for many of the countries of the continent because, there is paucity of information on market structure and value of intra-regional fish trade. This information is needed to ensure the proper integration of intraregional fish trade into the nation-state policy agenda. This study therefore investigated the marketing structure, profitability and trade flow along the borders of Nigeria. In this study, Nigeria was divided into four major areas according to the countries at her borders viz: Nigeria-Cameroon-Chad, Nigeria-Niger, and Nigeria-Benin border and the Lake Kainjiinland fisheries with multi-stage experimental design adopted. Sixteen States including Akwa Ibom, Cross River, Benue, Taraba, Adamawa, Borno, Sokoto, Katsina, Jigawa, Yobe, Kebbi, Kwara, Oyo, Ogun, Lagos and Niger States along the borders were sampled. One hundred and eight (108) Local Governments Areas in the States were sampled based on the prevalence of fishing activities in these areas. Structured questionnaires were administered to a total of 814 producers, 814 processors and 814 marketers randomly selected based on their active involvement in fish marketing. Information on socio-economic characteristics, quantity and values of fish products marketed, trade flow and market structure were collected. Data collected were subjected to descriptive statistics, budgetary analysis, Gini coefficient, linear regression and ANOVA at α0.05. The results showed that fish production was dominated by males along the three borders with the highest percentage recorded in Sokoto and Katsina (100.0%), while more females were involved in processing and marketing in four States (Cross River, Akwa Ibom, Taraba and Benue States) along the Nigeria-Cameroon-Chad border with the highest percentage in Cross River (90.0% and 90.0%). About 1.69% of the fishermen along Nigeria-Cameroon border import fresh while 0.67% of the fish marketers import smoked and dried fish into Nigerian fish market. Marketers and processors of 1.51% were involved in cross-border importation of smoked fish into Nigeria through Nigeria-Benin border while 0.81% of the sampled marketers engaged in importation of fresh and dried fish products. 0.40% of the marketers and processors along Nigeria-Niger border and Lake Kainji-inland fisheries were involved in cross-border trade of dried and fried fish products. About 1.19% of the fish marketers export fried fish from Nigeria to Niger Republic through Nigeria-Niger border. Exportation of smoked fish of about 2008.22±856.51kg (₦3,260,028.25±1,231,860.25) was recorded in Jigawa State while dried fish of 1,800.00±0.00kg (₦4,606,200±0.00) and 2,500.00±0.00kg (₦4,425,000.00±0.00) were observed among respondents in Yobe and Niger States, respectively along Nigeria-Niger border and Lake Kainjiinland fisheries. Along Nigeria-Cameroon-Chad border smoked fish of 1,278.06±0.00kg (N2,581,672.22±0.00) and 951.56±214.34kg (₦2,136,666.84±306,413.18) were exported from Benue and Borno State, respectively. In Lagos State, 20.56% (1,088.75±292.76kg) and 31.69% (441.00±241.83kg) of the total smoked and dried fish, respectively traded in the State were supplied through the cross-border trade while 14.67% (2,300.00±424.26kg) and 4.50% (150.88±97.21kg) of fresh and smoked fish, respectively were imported from Benin Republic through cross-border trade in Ogun State. The Gini coefficient value for most of the actors in the States along the Nigeria-Niger border and Lake Kainji-inland fisheries was 0.34, 0.45, 0.41, and 0.43 for wholesalers of smoked fish, retailers of spiced fish, wholesalers and retailers of frozen fish respectively. The linear regression (b) coefficient for all the forms of fish were positive except for dried and fried whose b values were -7.66 and -5.15 respectively. Gini coefficients were 0.63, 0.70, 0.71 and 0.59 for fresh, smoked, dried and frozen fish markets in the States along the Nigeria-Cameroon-Chad border and the linear regression coefficient was positive for all forms of fish. The linear regression coefficient for all forms of fish marketed along the Nigeria-Benin border were positive except for fried fish with b value of -485.89. In conclusion, the fish markets along Nigeria-Niger border, Lake Kainji-inland fisheries, the Northern part of the Nigeria-Cameroon-Chad and the Nigeria-Benin border which includes Kebbi, Borno, Adamawa and Taraba States were dominated by males, while there were more females involved mainly in fish marketing and processing in the Southern part (Cross River, Akwa Ibom, Lagos and Ogun States) of these borders. Most respondents involved in fish marketing along the borders of Nigeria were married and in their economic active age with household sizes varying from medium to large. The fish markets in Nigeria-Niger border region and Lake Kainji-inland fisheries showed partial inequality in the revenue distribution of fresh smoked dried fried spiced and frozen fish; except for wholesalers of smoked, retailers of spiced, wholesalers and retailers of frozen fish. In addition, there was barrier to entry into fried and dried fish markets. Along Nigeria-Cameroon-Chad border, the fish markets exhibited partial equality in fresh, smoked, dried and frozen fish markets; except producers in fresh, processors in smoked and dried and wholesalers in dried fish markets. Evident from this study, informal cross-border trade (ICBT) of fish products were recorded across Nigeria-Cameroon-Chad, Nigeria-Benin and Nigeria-Niger Borders. The percentage of the respondents involved in ICBT were extremely low when compared to the percentage that engaged in inter-state and intra-state trade of fish products in the study areas. This is an indication that inter-regional fish trade between actors involved in fish marketing (value-chain) in Nigeria with the neighbouring countries is not a popular practice. Therefore, there is need to enhance inter-regional trade in Nigeria in order to enhance fish production in addressing food insecurity and poverty in the entire region. Dried fish was recorded as the most traded fish product across the regional borders. Therefore, structures should be put in place to enhance intraregional trade in Nigeria.

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

• Number of cases: 900

• No. of variables per record: 805

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

UNF:6:C0uzk3E0tYRdovrX5CFvGA==

Dataset (stata) for 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

f3213521 Location:

Variable Format: character

Notes: UNF:6:/ueiHzPFVmFq2TkzBIFI7Q==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:zent3DQWeFC7DIU9gxh6Ng==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:ze8svdSogH3ct05crli0rg==

f3213521 Location:

Variable Format: character

Notes: UNF:6:gagoKMFIkhwHzKMQAGtoHA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:J9XISupJ0nZrCq6VRgX5/w==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:W8QJ3viiCtkDKE1S4RWxsQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:S42L3d7aGTEEN2AMHtXG9Q==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:XzhIbEADwqAL3kZPRa9saQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:XKk98nSZgZQ7AVNs28te6w==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:LnN5cvpZ8hITIfdIjpTMJQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:s17Ll9rO6i5kw8tGxJ8dJA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:nf6NwIP5Nbom9O2wgozAYw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:10JFw71mwmNHCc5CkrZAlA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:/g6pry19nTybYLrlZwvLwA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:J3bnPHR4ZWlsDx5upIg3KQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:XZrCKzqB6f8qCXPm3FvReA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:CJhMObWJ5r+eMCD0HVUaVg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:UKoNTWDsqpvczLlehJpjJg==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

Variable Format: character

Notes: UNF:6:2StnvestPcFoygNo3kUN1g==

f3213521 Location:

Variable Format: character

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:0umpBgSgbedw59c0GwBgHw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:wPvYD2BxcnS5VCj0peeDhA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:Gx4S/DRxvrkaCnX3gBBLAg==

f3213521 Location:

Variable Format: character

Notes: UNF:6:vanZDVDcbF/nFGiorlCrrg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:F4sAKnvg7mGeIuPz5add2g==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

Variable Format: character

Notes: UNF:6:gxJs83cr2eBOiWAnXW6PUQ==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:E3ZioxiLh+nTHd5DPali1g==

f3213521 Location:

Variable Format: character

Notes: UNF:6:xJqAk2vPpNfFfcktV6+p8g==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:gTTs4F16rupbBEGWxETfeg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:qrprwSu29YTKaLo7g2rlMQ==

f3213521 Location:

Variable Format: character

Notes: UNF:6:8WdfxrRrPwYDKPmJhVXVXQ==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:f9nbO5WCeIcg08XPyhZgcw==

f3213521 Location:

Variable Format: character

Notes: UNF:6:HgeogoXjNwXxnPEklWu6Ww==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:LgMpkNKl9Dr1Kr1wQNIheg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:NeAgMp7hLiWH5jD15e0dmA==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:9BsfhvAovTIivVJQUeU6lw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:tAN0lR6+ec91UQ6fOaxnMQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:FHJsyYHFsr1B2JKkaIytQw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:6CUYJQ9uv8iuSHsNwr1R9A==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:UmIcAuhMU36fpjQBdswVbQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:v6Bjnht598NA5jVh2uI0HA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:/+fw4pt8xEg1lclfmG3xOw==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:gfxM5iF1MAiDz3q9eUC+zQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:5r3IGuPzTkWYzhw6975rbg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:CIlwwb4uV0/ImD7sDi1eGw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:W84pq6r70tCkdvDAjD6YSQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:ITPHkuPCj8dFMCwMY7nDoA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:IxqtqUBhnZvsSL9ZihuR9w==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:VTL6ibxt0SYH3io8KuF6sA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:NJHfLy99rPasrrARBpNEbA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:ToicgEdfjlv2t3HrhV8Vmg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:poXtYyauataXdhO4hcHrvg==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:gp1kuUX7gPyRFJhZ4ac3sw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:65zhGPkvxa3h1ZPaffJS7Q==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:45Rwjltg5yHHyAIq74NUGQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:BDYDLbdsTm3zadeF6mFnDQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:bVCcN298ek0p7vBe5hJi8A==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:Q3tIaU7/hTpjA0oY8cVidw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:KITMDYAah1sprJOY1OPrvw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:U3ww1ZwgReNDMM9C2viAYA==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:90HcAs8ZNx2rs03OBPnEtg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:LFU1U3Oq8G1PoULs/WmT4g==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:zwVyyroN2S4sYSTIIoxLnA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:Y9HLOHbGByxNQoSuikTAbQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:VCPpY2vCZ4NT/Z7hxNHEtg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:kEJ8brhCAk5UT6VC/zM3og==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:NM5kJv8WHDSQnxZ94GvVOg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:wUdlzLuTQMr9H0RFzQBxqw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:LThLtIrK5HoQhEaBJJS7oA==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:riBNphOn0uZCG5AIJF3x8Q==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:wh/dhDcqJtQU0R7lLQ6hVg==

f3213521 Location:

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

Variable Format: numeric

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

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:7t0BhTbUBTZPmr6JaplDAw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:3VOBaS5LiFmg0BouU1Eozw==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:xeuxqJL27dmSqaUesgEUwg==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:FOFzh+RrOYMK9AO5EDFlcA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:BBCbONT/l34Kqfwa01vh4A==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:6BIhUJplWeLg7rrMZfkCiA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:C9Y+A0W8sj8HtNIMRmy0PQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:ohB+crB3EY4LMEm0f7O9iQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:pH7qyint9mbLKUJf4aN4ww==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:ZuZoN02OmzWwmf9cpT9njQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:T7JL/H6Z2oBBYp9Q0zmH7Q==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:6yjP8CSZL6fyZLslCyqfeA==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:AZuUGaGOfJ8EdXEF/H32LQ==

f3213521 Location:

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

Variable Format: numeric

Notes: UNF:6:5RfzyKW52YOLGahNKqRILA==

f3213521 Location: