This post has been updated with a link to a new GIST which now provides a tool by which all states may be visualized
AG DATA
Since leaving a position at an agriculture organization prior to attending Dickinson College, I found my interest has only grown within the space of agriculture. With that, I recently discovered what is a fun new hobby of data science after taking a class on it. Therefore, I thought why not marry the two and visualize AG data by county. Through using AG data from the USDA census and survey, I created the below notebook to employ a call to the USDA FTP server and retrieve economic data and then clean it for the display on a Plotly map. The notebook offers interactive widgets for the selection of data but does require some tinkering to update the plot.
Example
You can see, in the below chart, an example of AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED) - ACRES 2012.
What are the variables?
Variables
- 'LABOR, HIRED, GE 150 DAYS - NUMBER OF WORKERS'
- 'LABOR, HIRED, LT 150 DAYS - NUMBER OF WORKERS'
- 'LABOR, UNPAID - NUMBER OF WORKERS'
- 'AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / ACRE'
- 'LABOR, HIRED - NUMBER OF WORKERS'
- 'ANIMAL TOTALS - EXPENSE, MEASURED IN $' 'FEED - EXPENSE, MEASURED IN $'
- 'CHEMICAL TOTALS - EXPENSE, MEASURED IN $'
- 'INTEREST - EXPENSE, MEASURED IN $'
- 'SEEDS & PLANTS TOTALS - EXPENSE, MEASURED IN $'
- 'AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $'
- 'AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / OPERATION'
- 'AG LAND, INCL BUILDINGS - OPERATIONS WITH ASSET VALUE'
- 'SELF PROPELLED, COMBINE - INVENTORY'
- 'SELF PROPELLED, COMBINE - OPERATIONS WITH INVENTORY'
- 'SELF PROPELLED, COMBINE, GE 5 YEARS OLD - INVENTORY'
- 'SELF PROPELLED, COMBINE, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'SELF PROPELLED, COMBINE, LT 5 YEARS OLD - INVENTORY'
- 'SELF PROPELLED, COMBINE, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER - INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER - OPERATIONS WITH INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER, GE 5 YEARS OLD - INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER, LT 5 YEARS OLD - INVENTORY'
- 'SELF PROPELLED, FORAGE HARVESTER, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'MACHINERY, OTHER, BALER - INVENTORY'
- 'MACHINERY, OTHER, BALER - OPERATIONS WITH INVENTORY'
- 'MACHINERY, OTHER, BALER, GE 5 YEARS OLD - INVENTORY'
- 'MACHINERY, OTHER, BALER, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'MACHINERY, OTHER, BALER, LT 5 YEARS OLD - INVENTORY'
- 'MACHINERY, OTHER, BALER, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'MACHINERY TOTALS - ASSET VALUE, MEASURED IN $'
- 'MACHINERY TOTALS - ASSET VALUE, MEASURED IN $ / OPERATION'
- 'MACHINERY TOTALS - OPERATIONS WITH ASSET VALUE' 'TRACTORS - INVENTORY'
- 'TRACTORS - OPERATIONS WITH INVENTORY'
- 'TRACTORS, GE 5 YEARS OLD - INVENTORY'
- 'TRACTORS, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, LT 5 YEARS OLD - INVENTORY'
- 'TRACTORS, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, 40-99 PTO HP - INVENTORY'
- 'TRACTORS, 40-99 PTO HP - OPERATIONS WITH INVENTORY'
- 'TRACTORS, 40-99 PTO HP, GE 5 YEARS OLD - INVENTORY'
- 'TRACTORS, 40-99 PTO HP, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, 40-99 PTO HP, LT 5 YEARS OLD - INVENTORY'
- 'TRACTORS, 40-99 PTO HP, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, GE 100 PTO HP - INVENTORY'
- 'TRACTORS, GE 100 PTO HP - OPERATIONS WITH INVENTORY'
- 'TRACTORS, GE 100 PTO HP, GE 5 YEARS OLD - INVENTORY'
- 'TRACTORS, GE 100 PTO HP, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, GE 100 PTO HP, LT 5 YEARS OLD - INVENTORY'
- 'TRACTORS, GE 100 PTO HP, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, LT 40 PTO HP - INVENTORY'
- 'TRACTORS, LT 40 PTO HP - OPERATIONS WITH INVENTORY'
- 'TRACTORS, LT 40 PTO HP, GE 5 YEARS OLD - INVENTORY'
- 'TRACTORS, LT 40 PTO HP, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRACTORS, LT 40 PTO HP, LT 5 YEARS OLD - INVENTORY'
- 'TRACTORS, LT 40 PTO HP, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRUCKS, INCL PICKUPS - INVENTORY'
- 'TRUCKS, INCL PICKUPS - OPERATIONS WITH INVENTORY'
- 'TRUCKS, INCL PICKUPS, GE 5 YEARS OLD - INVENTORY'
- 'TRUCKS, INCL PICKUPS, GE 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'TRUCKS, INCL PICKUPS, LT 5 YEARS OLD - INVENTORY'
- 'TRUCKS, INCL PICKUPS, LT 5 YEARS OLD - OPERATIONS WITH INVENTORY'
- 'DEPRECIATION - EXPENSE, MEASURED IN $'
- 'DEPRECIATION - OPERATIONS WITH EXPENSE'
- 'AG SERVICES, MACHINERY RENTAL - EXPENSE, MEASURED IN $'
- 'AG SERVICES, MACHINERY RENTAL - OPERATIONS WITH EXPENSE'
- 'AG SERVICES, UTILITIES - EXPENSE, MEASURED IN $'
- 'AG SERVICES, UTILITIES - OPERATIONS WITH EXPENSE'
- 'AG SERVICES, CUSTOMWORK - EXPENSE, MEASURED IN $'
- 'AG SERVICES, CUSTOMWORK - OPERATIONS WITH EXPENSE'
- 'ANIMAL TOTALS - OPERATIONS WITH EXPENSE'
- 'ANIMAL TOTALS, BREEDING - EXPENSE, MEASURED IN $'
- 'ANIMAL TOTALS, BREEDING - OPERATIONS WITH EXPENSE'
- 'ANIMAL TOTALS, (EXCL BREEDING) - EXPENSE, MEASURED IN $'
- 'ANIMAL TOTALS, (EXCL BREEDING) - OPERATIONS WITH EXPENSE'
- 'FEED - OPERATIONS WITH EXPENSE'
- 'FERTILIZER TOTALS, INCL LIME & SOIL CONDITIONERS - EXPENSE, MEASURED IN $'
- 'FERTILIZER TOTALS, INCL LIME & SOIL CONDITIONERS - OPERATIONS WITH EXPENSE'
- 'INTEREST - OPERATIONS WITH EXPENSE'
- 'LABOR, MIGRANT - OPERATIONS WITH WORKERS'
- 'LABOR, CONTRACT - EXPENSE, MEASURED IN $'
- 'LABOR, CONTRACT - OPERATIONS WITH EXPENSE'
- 'LABOR, HIRED - EXPENSE, MEASURED IN $'
- 'LABOR, HIRED - OPERATIONS WITH EXPENSE'
- 'LABOR, HIRED - OPERATIONS WITH WORKERS'
- 'LABOR, HIRED, GE 150 DAYS - EXPENSE, MEASURED IN $'
- 'LABOR, HIRED, GE 150 DAYS - OPERATIONS WITH WORKERS'
- 'LABOR, HIRED, LT 150 DAYS - EXPENSE, MEASURED IN $'
- 'LABOR, HIRED, LT 150 DAYS - OPERATIONS WITH WORKERS'
- 'CHEMICAL TOTALS - OPERATIONS WITH EXPENSE'
- 'SEEDS & PLANTS TOTALS - OPERATIONS WITH EXPENSE'
- 'COMMODITY TOTALS - SALES, MEASURED IN $'
- 'COMMODITY TOTALS - SALES, MEASURED IN $ / OPERATION'
- 'COMMODITY TOTALS - OPERATIONS WITH SALES'
- 'CCC LOANS - RECEIPTS, MEASURED IN $'
- 'CCC LOANS - OPERATIONS WITH RECEIPTS'
- 'GOVT PROGRAMS, FEDERAL - RECEIPTS, MEASURED IN $ / OPERATION'
- 'GOVT PROGRAMS, FEDERAL - OPERATIONS WITH RECEIPTS'
- 'INCOME, NET CASH FARM, OF OPERATIONS - GAIN, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF OPERATIONS - OPERATIONS WITH GAIN'
- 'INCOME, NET CASH FARM, OF OPERATIONS - LOSS, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF OPERATIONS - OPERATIONS WITH LOSS'
- 'INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $'
- 'INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF OPERATIONS - OPERATIONS WITH NET INCOME'
- 'INCOME, NET CASH FARM, OF OPERATORS - GAIN, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF OPERATORS - OPERATIONS WITH GAIN'
- 'INCOME, NET CASH FARM, OF OPERATORS - LOSS, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF OPERATORS - OPERATIONS WITH LOSS'
- 'INCOME, NET CASH FARM, OF OPERATORS - NET INCOME, MEASURED IN $'
- 'INCOME, NET CASH FARM, OF OPERATORS - NET INCOME, MEASURED IN $ / OPERATION'
- 'AG LAND, IRRIGATED - ACRES' 'AG LAND, IRRIGATED - NUMBER OF OPERATIONS'
- 'AG LAND, CROP INSURANCE - ACRES'
- 'AG LAND, CROP INSURANCE - NUMBER OF OPERATIONS'
- 'LAND AREA, INCL NON-AG - ACRES' 'FARM OPERATIONS - ACRES OPERATED'
- 'FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION'
- 'FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION, MEDIAN'
- 'FARM OPERATIONS - NUMBER OF OPERATIONS'
- 'GOVT PROGRAMS, FEDERAL - RECEIPTS, MEASURED IN $'
- 'COMMODITY TOTALS, RETAIL, HUMAN CONSUMPTION - SALES, MEASURED IN $'
- 'COMMODITY TOTALS, RETAIL, HUMAN CONSUMPTION - OPERATIONS WITH SALES'
- 'AG LAND - ACRES' 'AG LAND - NUMBER OF OPERATIONS'
- 'ENERGY - OPERATIONS WITH PRODUCTION'
- 'AG LAND, CROPLAND, HARVESTED, IRRIGATED - ACRES'
- 'AG LAND, CROPLAND, HARVESTED, IRRIGATED - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND - ACRES' 'AG LAND, CROPLAND - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED) - ACRES'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED) - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), ALL CROPS FAILED - ACRES'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), ALL CROPS FAILED - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), CULTIVATED SUMMER FALLOW - ACRES'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), CULTIVATED SUMMER FALLOW - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), IDLE - ACRES'
- 'AG LAND, CROPLAND, (EXCL HARVESTED & PASTURED), IDLE - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, HARVESTED - ACRES'
- 'AG LAND, CROPLAND, HARVESTED - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, PASTURED ONLY - ACRES'
- 'AG LAND, CROPLAND, PASTURED ONLY - NUMBER OF OPERATIONS'
- 'AG LAND, (EXCL CROPLAND & PASTURELAND & WOODLAND) - ACRES'
- 'AG LAND, (EXCL CROPLAND & PASTURELAND & WOODLAND) - NUMBER OF OPERATIONS'
- 'AG LAND, PASTURELAND - ACRES'
- 'AG LAND, PASTURELAND - NUMBER OF OPERATIONS'
- 'AG LAND, (EXCL HARVESTED CROPLAND), IRRIGATED - ACRES'
- 'AG LAND, (EXCL HARVESTED CROPLAND), IRRIGATED - NUMBER OF OPERATIONS'
- 'AG LAND, PASTURELAND, (EXCL CROPLAND & WOODLAND) - ACRES'
- 'AG LAND, PASTURELAND, (EXCL CROPLAND & WOODLAND) - NUMBER OF OPERATIONS'
- 'AG LAND, WOODLAND - ACRES' 'AG LAND, WOODLAND - NUMBER OF OPERATIONS'
- 'AG LAND, WOODLAND, (EXCL PASTURED) - ACRES'
- 'AG LAND, WOODLAND, (EXCL PASTURED) - NUMBER OF OPERATIONS'
- 'AG LAND, WOODLAND, PASTURED - ACRES'
- 'AG LAND, WOODLAND, PASTURED - NUMBER OF OPERATIONS'
- 'AG SERVICES, OTHER - EXPENSE, MEASURED IN $'
- 'AG SERVICES, OTHER - OPERATIONS WITH EXPENSE'
- 'COMMODITY TOTALS, RETAIL, COMMUNITY SUPPORTED AG - OPERATIONS WITH SALES'
- 'COMMODITY TOTALS, VALUE-ADDED PRODUCTS - OPERATIONS WITH SALES'
- 'EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $'
- 'EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $ / OPERATION'
- 'EXPENSE TOTALS, OPERATING - OPERATIONS WITH EXPENSE'
- 'EXPENSE TOTALS, OPERATING, PAID BY LANDLORD - EXPENSE, MEASURED IN $'
- 'EXPENSE TOTALS, OPERATING, PAID BY LANDLORD - OPERATIONS WITH EXPENSE'
- 'FUELS, INCL LUBRICANTS - EXPENSE, MEASURED IN $'
- 'FUELS, INCL LUBRICANTS - OPERATIONS WITH EXPENSE'
- 'GOVT PROGRAMS, FEDERAL, CONSERVATION & WETLANDS - ACRES'
- 'GOVT PROGRAMS, FEDERAL, CONSERVATION & WETLANDS - NUMBER OF OPERATIONS'
- 'INCOME, FARM-RELATED, AG SERVICES, CUSTOMWORK & OTHER - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, AG SERVICES, CUSTOMWORK & OTHER - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, AG TOURISM & RECREATIONAL SERVICES - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, AG TOURISM & RECREATIONAL SERVICES - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, CROP & ANIMAL INSURANCE PAYMENTS - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, CROP & ANIMAL INSURANCE PAYMENTS - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, FOREST PRODUCTS, (EXCL CHRISTMAS TREES & SHORT TERM WOODY CROPS & MAPLE SYRUP) - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, FOREST PRODUCTS, (EXCL CHRISTMAS TREES & SHORT TERM WOODY CROPS & MAPLE SYRUP) - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, GOVT PROGRAMS, STATE & LOCAL - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, GOVT PROGRAMS, STATE & LOCAL - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, GOVT PROGRAMS, STATE & LOCAL - RECEIPTS, MEASURED IN $ / OPERATION'
- 'INCOME, FARM-RELATED - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED - RECEIPTS, MEASURED IN $ / OPERATION'
- 'INCOME, FARM-RELATED, OTHER - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, OTHER - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, PATRONAGE DIVIDENDS & REFUNDS FROM COOPERATIVES - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, PATRONAGE DIVIDENDS & REFUNDS FROM COOPERATIVES - RECEIPTS, MEASURED IN $'
- 'INCOME, FARM-RELATED, RENT, LAND & BUILDINGS - OPERATIONS WITH RECEIPTS'
- 'INCOME, FARM-RELATED, RENT, LAND & BUILDINGS - RECEIPTS, MEASURED IN $'
- 'INTEREST, NON-REAL ESTATE - EXPENSE, MEASURED IN $'
- 'INTEREST, NON-REAL ESTATE - OPERATIONS WITH EXPENSE'
- 'INTEREST, REAL ESTATE - EXPENSE, MEASURED IN $'
- 'INTEREST, REAL ESTATE - OPERATIONS WITH EXPENSE'
- 'PRACTICES, HAD A BARN BUILT PRIOR TO 1960 - NUMBER OF OPERATIONS'
- 'PRACTICES, ROTATIONAL OR MGMT INTENSIVE GRAZING - NUMBER OF OPERATIONS'
- 'PRACTICES, CONSERVATION METHODS USED - NUMBER OF OPERATIONS'
- 'RENT, CASH, LAND & BUILDINGS - EXPENSE, MEASURED IN $'
- 'RENT, CASH, LAND & BUILDINGS - OPERATIONS WITH EXPENSE'
- 'RENT, CASH, CROPLAND, IRRIGATED - EXPENSE, MEASURED IN $ / ACRE'
- 'RENT, CASH, CROPLAND, NON-IRRIGATED - EXPENSE, MEASURED IN $ / ACRE'
- 'RENT, CASH, PASTURELAND - EXPENSE, MEASURED IN $ / ACRE'
- 'SUPPLIES & REPAIRS, (EXCL LUBRICANTS) - EXPENSE, MEASURED IN $'
- 'SUPPLIES & REPAIRS, (EXCL LUBRICANTS) - OPERATIONS WITH EXPENSE'
- 'TAXES, PROPERTY, REAL ESTATE & NON-REAL ESTATE, (EXCL PAID BY LANDLORD) - EXPENSE, MEASURED IN $'
- 'TAXES, PROPERTY, REAL ESTATE & NON-REAL ESTATE, (EXCL PAID BY LANDLORD) - OPERATIONS WITH EXPENSE'
- 'GOVT PROGRAMS, FEDERAL, (EXCL CONSERVATION & WETLANDS) - RECEIPTS, MEASURED IN $'
- 'GOVT PROGRAMS, FEDERAL, (EXCL CONSERVATION & WETLANDS) - RECEIPTS, MEASURED IN $ / OPERATION'
- 'GOVT PROGRAMS, FEDERAL, (EXCL CONSERVATION & WETLANDS) - OPERATIONS WITH RECEIPTS'
- 'GOVT PROGRAMS, FEDERAL, CONSERVATION & WETLANDS - RECEIPTS, MEASURED IN $'
- 'GOVT PROGRAMS, FEDERAL, CONSERVATION & WETLANDS - RECEIPTS, MEASURED IN $ / OPERATION'
- 'GOVT PROGRAMS, FEDERAL, CONSERVATION & WETLANDS - OPERATIONS WITH RECEIPTS'
- 'AG LAND, PASTURELAND, (EXCL WOODLAND) - ACRES'
- 'AG LAND, PASTURELAND, (EXCL WOODLAND) - NUMBER OF OPERATIONS'
- 'COMMODITY TOTALS, ORGANIC - OPERATIONS WITH SALES'
- 'COMMODITY TOTALS, ORGANIC - SALES, MEASURED IN $'
- 'FARM OPERATIONS, ORGANIC - NUMBER OF OPERATIONS'
- 'AG LAND, ORGANIC - ACRES' 'AG LAND, ORGANIC - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, HARVESTED, ORGANIC - ACRES'
- 'AG LAND, CROPLAND, HARVESTED, ORGANIC - NUMBER OF OPERATIONS'
- 'AG LAND, PASTURELAND, ORGANIC - ACRES'
- 'AG LAND, PASTURELAND, ORGANIC - NUMBER OF OPERATIONS'
- 'AG LAND, CROPLAND, ORGANIC - ACRES'
- 'AG LAND, CROPLAND, ORGANIC - NUMBER OF OPERATIONS'
- 'AG LAND, ORGANIC, TRANSITIONING - ACRES'
- 'AG LAND, ORGANIC, TRANSITIONING - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, NO-TILL - ACRES'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, (EXCL NO-TILL) - ACRES'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, NO-TILL - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, (EXCL NO-TILL) - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, NO-TILL - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, CROPLAND, CONSERVATION TILLAGE, (EXCL NO-TILL) - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, CROPLAND, CONVENTIONAL TILLAGE - ACRES'
- 'PRACTICES, LAND USE, CROPLAND, CONVENTIONAL TILLAGE - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, CROPLAND, CONVENTIONAL TILLAGE - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, CROPLAND, COVER CROP PLANTED, (EXCL CRP) - ACRES'
- 'PRACTICES, LAND USE, CROPLAND, COVER CROP PLANTED, (EXCL CRP) - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, CROPLAND, COVER CROP PLANTED, (EXCL CRP) - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, CONSERVATION EASEMENT - ACRES'
- 'PRACTICES, LAND USE, CONSERVATION EASEMENT - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, CONSERVATION EASEMENT - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, DRAINED BY ARTIFICIAL DITCHES - ACRES'
- 'PRACTICES, LAND USE, DRAINED BY ARTIFICIAL DITCHES - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, DRAINED BY ARTIFICIAL DITCHES - NUMBER OF OPERATIONS'
- 'PRACTICES, LAND USE, DRAINED BY TILE - ACRES'
- 'PRACTICES, LAND USE, DRAINED BY TILE - AREA, MEASURED IN ACRES / OPERATION'
- 'PRACTICES, LAND USE, DRAINED BY TILE - NUMBER OF OPERATIONS'
- 'PRACTICES, ALLEY CROPPING & SILVAPASTURE - NUMBER OF OPERATIONS'
- 'ENERGY, RENEWABLE, HARVEST BIOMASS FOR PRODUCTION - NUMBER OF OPERATIONS'
- 'CCC LOANS - REPAYMENTS, MEASURED IN $'
- 'CCC LOANS - OPERATIONS WITH REPAYMENTS'
- 'COMMODITY TOTALS, WHOLESALE, DIRECT TO RETAILER - OPERATIONS WITH SALES'
- 'LABOR, UNPAID - OPERATIONS WITH WORKERS'
- 'LABOR, MIGRANT - NUMBER OF WORKERS'
- 'SEEDS, FOR COVER CROPS - OPERATIONS WITH EXPENSE'
- 'SEEDS, FOR COVER CROPS - EXPENSE, MEASURED IN $'
- 'AG SERVICES, CUSTOM SERVICES FOR LIVESTOCK, INCL MEDICAL SUPPLIES & VETERINARY - OPERATIONS WITH EXPENSE'
- 'AG SERVICES, CUSTOM SERVICES FOR LIVESTOCK, INCL MEDICAL SUPPLIES & VETERINARY - EXPENSE, MEASURED IN $'
- 'INCOME, NET CASH FARM, OF PRODUCERS - NET INCOME, MEASURED IN $'
- 'INCOME, NET CASH FARM, OF PRODUCERS - NET INCOME, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF PRODUCERS - OPERATIONS WITH GAIN'
- 'INCOME, NET CASH FARM, OF PRODUCERS - GAIN, MEASURED IN $ / OPERATION'
- 'INCOME, NET CASH FARM, OF PRODUCERS - OPERATIONS WITH LOSS'
- 'INCOME, NET CASH FARM, OF PRODUCERS - LOSS, MEASURED IN $ / OPERATION'
- 'FARM OPERATIONS, AWARE OF RIGHT TO APPEAL ADVERSE DECISIONS TO USDA NAD - NUMBER OF OPERATIONS'
- 'COMMODITY TOTALS, INCL VALUE-ADDED, RETAIL, DIRECTLY MARKETED, HUMAN CONSUMPTION - OPERATIONS WITH SALES'
- 'COMMODITY TOTALS, INCL VALUE-ADDED, RETAIL, DIRECTLY MARKETED, HUMAN CONSUMPTION - SALES, MEASURED IN $'
- 'COMMODITY TOTALS, INCL VALUE-ADDED, WHOLESALE, DIRECT TO RETAILERS & INSTITUTIONS & FOOD HUBS, LOCAL OR REGIONALLY BRANDED PRODUCTS, HUMAN CONSUMPTION - OPERATIONS WITH SALES'
- 'COMMODITY TOTALS, INCL VALUE-ADDED, WHOLESALE, DIRECT TO RETAILERS & INSTITUTIONS & FOOD HUBS, LOCAL OR REGIONALLY BRANDED PRODUCTS, HUMAN CONSUMPTION - SALES, MEASURED IN $'
- 'COMMODITY TOTALS, PRODUCED AND SOLD VALUE-ADDED PRODUCTS - OPERATIONS WITH SALES'
- 'COMMODITY TOTALS, PRODUCED AND SOLD VALUE-ADDED PRODUCTS - SALES, MEASURED IN $'
See and explore for yourself!
You can see the notebook below and by clicking the line open in CoLab it will take you to your own notebook through google to run. If you have any questions, please feel free to email me.