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<strong>AgriStats</strong><br />

IPNI Member Company<br />

<strong>Manual</strong><br />

<strong>International</strong> <strong>Plant</strong> <strong>Nutrition</strong> Institute,<br />

Sept, 2010


<strong>AgriStats</strong> <strong>Manual</strong> <strong>–</strong> <strong>MC</strong> <strong>Edition</strong><br />

ACKNOWLEDGEMENTS<br />

The <strong>AgriStats</strong> development team would like to acknowledge past and present contributors to <strong>AgriStats</strong>. .<br />

<strong>AgriStats</strong> 3.0 is based upon the design work provided by S. Couch, T. Fairhurst, A. Gfroerer-Kerstan (PT<br />

Agrisoft-Systems Indonesia), E. Mutert, J. Pasuquin, G. Sulewski, and C. Witt, which led to the<br />

development of previous versions of related software.<br />

The system's current design is a product of contributions from Members of the Nutrient Use and Cycling<br />

Work Group and the software development team at PAQ InterActive Inc. Data and its interpretation are<br />

provided by Regional IPNI Staff.<br />

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<strong>AgriStats</strong> <strong>Manual</strong> <strong>–</strong> <strong>MC</strong> <strong>Edition</strong><br />

Contents<br />

ACKNOWLEDGEMENTS ................................................................................................................................. 2<br />

OVERVIEW ..................................................................................................................................................... 4<br />

HOME SECTION ............................................................................................................................................. 4<br />

User Account Management ...................................................................................................................... 4<br />

Editing Your Profile ................................................................................................................................... 5<br />

Custom Region Management ................................................................................................................... 5<br />

CROP PROFILE SECTION ................................................................................................................................ 6<br />

Features within Crop Profile Tables .......................................................................................................... 7<br />

• Column Sorting ................................................................................................................................ 7<br />

• Data Export ...................................................................................................................................... 7<br />

• Records per Page ............................................................................................................................. 7<br />

PROJECTIONS SECTION ................................................................................................................................. 8<br />

Data exporting Options (NEW) ................................................................................................................. 9<br />

Explanation of the Agronomic Market Development Scenarios ............................................................ 10<br />

MOTION CHARTS SECTION (NEW) .............................................................................................................. 11<br />

Crop-centric comparisons ....................................................................................................................... 11<br />

Region-centric comparisons ................................................................................................................... 12<br />

MAPS SECTION ............................................................................................................................................ 13<br />

DOCS SECTION ............................................................................................................................................ 15<br />

GLOSSARY SECTION ..................................................................................................................................... 16<br />

NOTES.......................................................................................................................................................... 19<br />

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<strong>AgriStats</strong> <strong>Manual</strong> <strong>–</strong> <strong>MC</strong> <strong>Edition</strong><br />

OVERVIEW<br />

Welcome to <strong>AgriStats</strong> - an entirely<br />

web-based data management system<br />

<strong>–</strong> available to IPNI Staff and its<br />

authorized Members.<br />

<strong>AgriStats</strong> manages a global dataset on fertilizer use by crop. Current features include an ability to<br />

compare regional resources and crop profile data for major crops grown in regions where IPNI conducts<br />

its Programs. Currently, the geographic scale of the data is at the Country level.<br />

<strong>AgriStats</strong> provides access to data on current, attainable, and potential yields, related nutrient use data<br />

as well as the associated gaps between estimates for current farm practice and that which is realistically<br />

attainable. Most data can be selected for projection on a global map.<br />

A unique analysis tool also provides a boundary analysis approach to constructing medium to long-term<br />

Chart Projections of agronomic fertilizer market development.<br />

A newest feature is the Motion Chart section that will allow users to visualize trends in the data over<br />

time.<br />

The manual below assumes users will be familiar with basic navigation functions available in a web<br />

browser. Please contact gsulewski@ipni.net if any questions arise from this manual or the website.<br />

HOME SECTION<br />

The Home section provides all the navigation links and convenient quick links to help guide new users.<br />

The Home section also provides access to the systems required for managing user accounts, defining<br />

custom regions, and managing data submissions into <strong>AgriStats</strong> (IPNI Staff only).<br />

User Account Management<br />

<strong>AgriStats</strong> uses a tiered system of account access designed to provide the typical requirements for each<br />

user group that has access to <strong>AgriStats</strong>. As a Register Guest, your account grants access to the functions<br />

outlined in the following Table.<br />

Registered Guests Can:<br />

• edit own profile<br />

• manage own custom regions<br />

• access and export data<br />

• change your password<br />

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Editing Your Profile<br />

Registration begins the process of building your profile with a<br />

minimum requirement of a full name, email address, and<br />

affiliation. Once registered, users may view this profile, add<br />

other contact or password data, or edit any existing data as<br />

required.<br />

Custom Region Management<br />

Users are provided with the option of creating custom regions<br />

to allow for quick, personalized comparisons across a specific<br />

group of geographic regions.<br />

• Custom regions are only required to have a name, and be activated (shown below).<br />

• Next select the desired group of sub-regions that will<br />

be associated with each Custom Region.<br />

This custom region will now be available from the User Defined<br />

Region pick list (shown below) when using the Crop Profile<br />

Section (see section in manual for more).<br />

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CROP PROFILE SECTION<br />

The crop profile section provides access to a set of formatted Tables, the contents of which are<br />

dependent upon a user’s query selections.<br />

• Queries are constructed by selecting a combination of: 1) a geographic region or regions, 2) a<br />

single year of range of years, and 3) a crop or crops.<br />

• Since the year and crop selectors are optional, users are able to generate all available data for a<br />

the particular region(s) of interest if these two selections are left blank.<br />

Please note: Users should try to avoid queries that might generate tables of excessive size since this<br />

increases the risk excessive response times from the web-based query generator.<br />

Also note that query response time will be highly dependant upon the connection speed available.<br />

The individual Tables have been organized to provide a range of regional data including:<br />

1. Regional resources - selected indicators of resource availability, demographics and the<br />

dependence of regional populations on agriculture.<br />

2. Crop production - crop yields, harvested areas and production data, as well as respective<br />

average annual growth rates for each.<br />

3. Crop productivity - actual, attainable, and potential yields averaged over the last 10 years, as<br />

well as respective average annual growth rates.<br />

4. Yield gaps - actual crop yield averages and respective estimates of : (1) the portion of yield<br />

which is realistically exploitable (2), that portion which remains due to regional constraints<br />

related to climate, soil productivity, crop genetics or and common agronomic practices, and (3)<br />

the full yield gap (1+2).<br />

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5. Current nutrient use - crop-wise fertilizer consumption and nutrient removal, which considers<br />

both the current harvested product and an estimate of crop residue removal from the field.<br />

Nutrient removal to use ratios are also provided.<br />

6. Attainable nutrient use - crop-wise fertilizer consumption and nutrient removal based on ,<br />

which considers both the harvested product from attainable yields and an estimate of crop<br />

residue removal from the field. Nutrient removal to use ratios are also provided.<br />

7. Current fertilizer use - an outline of actual crop-wise fertilizer application rates, percent crop<br />

area fertilized, and the resulting fertilizer consumption.<br />

8. Attainable fertilizer use - an outline of crop-wise fertilizer application rates required for the<br />

attainable yield estimates, percent crop area fertilized that is also realistically attainable for the<br />

region, and the resulting fertilizer consumption.<br />

9. Fertilizer gaps - an outline of the differences between the realistically attainable and actual<br />

fertilizer use scenarios.<br />

Features within Crop Profile Tables<br />

Column Sorting<br />

All Tables allow for column sorting by clicking on the column header. Multiple column sorting is also<br />

possible by using shift +click.<br />

Data Export<br />

Table results can be exported directly to an Excel worksheet for the purposes<br />

of using <strong>AgriStats</strong> data externally.<br />

Records per Page<br />

The default view is set to show 10 records per screen page. Users<br />

may adjust this to show up to 40 records per screen page<br />

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PROJECTIONS SECTION<br />

The projections section provides the ability to construct Agronomic Market Development Scenarios for<br />

fertilizer consumption. The set of scenarios are designed to provide realistic boundaries for current and<br />

future fertilizer use by crop and region.<br />

• Each set of scenarios is user generated through their selection of: 1) geographic region, crop<br />

(optional), and average annual growth rate (AAGR) of choice.<br />

• The default AAGR is based on the past 10 years of historical data, but can be changed to<br />

construct the projections on IPNI Staff estimations, or a third option is to specify your own<br />

AAGR.<br />

• Leaving the crop selection blank will result in the generation of fertilizer use projections for all<br />

crops available for the region(s).<br />

Example set of Agronomic Market Development Charts produced for fertilizer consumption for wheat<br />

grown in Russia.<br />

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Data exporting Options (NEW)<br />

Users are now able to directly export the projection results to their PCs in various formats.<br />

1. Users can obtain a copy of each individual nutrient projection by right clicking within the area of<br />

the map of choice and<br />

selecting on the option<br />

provided (see example below).<br />

2. Users can also obtain a copy of the set of 5 projection figures by finding the Print/Save Chart<br />

link at the top right<br />

corner of the projection<br />

box and following the<br />

instruction to save a local<br />

copy of the projection<br />

charts.<br />

3. Users also have the ability to export<br />

the data used to construct the<br />

projections by finding the Export to<br />

Excel link below each projection chart<br />

and by following the dialogue boxes<br />

for saving an excel sheet to your PC.<br />

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Explanation of the Agronomic Market Development Scenarios<br />

The boundary analysis for each region and crop is comprised of four models which expand from<br />

historical/current consumption trends to deliver a medium to long-term projection range.<br />

1. Historical/Current: Actual Consumption - portrays estimates of consumption up to the most recent<br />

year (red line in example chart) based on current fertilizer application rates, harvested area, and<br />

percent fertilized area.<br />

2. Current: Intensification Potential - portrays the currently attainable shift (blue line in example<br />

chart) in crop fertilization, the "current market development potential", based on attainable<br />

fertilizer application rates, actual harvested area, and attainable percent fertilized area.<br />

3. Future: Area Expansion Model - portrays future estimates of consumption based on current<br />

expectations for fertilization practices and realistic expectations for future harvested areas (green<br />

line in example chart). Assumes<br />

current knowledge and<br />

application rates would not<br />

change and incentives for<br />

farmers to apply fertilizer<br />

remain constant.<br />

4. Future: Intensification x Area<br />

Expansion Model - portrays<br />

future estimates of consumption<br />

based attainable improvements<br />

in fertilizer use and expected<br />

changes in harvested area (pink<br />

line in example chart), or the<br />

"future market development<br />

potential".<br />

Note: Constraints to realizing the agronomic market development potential include among<br />

others unfavorable economics (e.g., commodity prices), resource availability (e.g., fertilizer), or<br />

lack of knowledge and technologies. The actual market development is expected to take place<br />

between the portrayed boundaries of intensification and area expansion.<br />

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MOTION CHARTS SECTION (NEW)<br />

The motion charts section is a new area designed to allow users to make visual comparisons with the<br />

available data set in order to identify trends of interest.<br />

The section is arranged to construct either Crop-centric or Region-centric comparisons through a three<br />

step data filtering process.<br />

Crop-centric comparisons<br />

A crop-centric comparison is constructed through the selection of: (1) a geographic region or regions, (2)<br />

a range of years (data for all available years will be shown if you do not choose from the list), and (3) a<br />

single crop. Submit the query to obtain the motion chart.<br />

The default chart is a scatter plot that can project all data associated with the combination of crop and<br />

geographic regions selected.<br />

To change the data displayed on<br />

each axis, choose a new selection<br />

from the drop downs on the<br />

bottom and left sides. You may<br />

make similar choices for color and<br />

size along the right side.<br />

To highlight a particular crop or<br />

region, you may check them in the<br />

list on the right side. All the labels<br />

can be positioned as desired.<br />

To operate the motion chart, click<br />

the Play button in the lower left to<br />

watch the changes in the data as it<br />

moves through the tie series available.<br />

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The second option is to project the<br />

data as a bar chart by selecting the<br />

middle tab located on the upper right<br />

corner of the Motion chart. Individual<br />

series can be identified by clicking<br />

their respective boxes or by mousingover<br />

the chart itself.<br />

The third option is to project the data<br />

as a line chart by selecting the third<br />

tab.<br />

To change the data selection, find the ‘expand/collapse parameters’<br />

toggle text at the top right corner of the screen.<br />

Region-centric comparisons<br />

A region-centric comparison is constructed through the selection of: (1) a single geographic region of<br />

choice, (2) a range of years (data for all available years will be shown if you do not choose from the list),<br />

and (3) a single crop or range of crops (data for all available crops will be shown if you do not choose a<br />

crop from the list). As with crop-centric comparisons, submit the query to obtain the motion chart.<br />

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MAPS SECTION<br />

The maps section provides an ability to project most data from the Crop Profile Tables on a World map.<br />

• Each map is generated by the user through a required selection of: 1) a geographic region or<br />

regions, 2) year, and 3) a crop.<br />

• Users then can select one or more data types available from the categorized pick lists to<br />

simultaneously generate one map per category.<br />

• Map results are viewed by clicking on the corresponding Tabs provided.<br />

• Maps of crop data will only be provided where data is available.<br />

Example of map output of the exploitable yield gap for maize<br />

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• Users also have the option to select a geographic zoom level in order to focus on an area of<br />

choice (shown below).<br />

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DOCS SECTION<br />

The docs section provides access to a collection of notes on <strong>AgriStats</strong>, news on data updates, and brief<br />

regional interpretations.<br />

• Users can select a desired report by scrolling through the growing list of documents available, or<br />

by using the column sorting feature that allows reports to be arranged by Title, IPNI Region,<br />

Crop, Submitter, or Date.<br />

• Users are also provided with the option to make their selection through the available pick lists<br />

that will query the database to by IPNI Region or Crop (see below).<br />

• A screen version of any reports is available by selecting the report title.<br />

• Users are also able to export any report to a <strong>pdf</strong> file by using the export<br />

button located at the top of the report window.<br />

Example screen version of an <strong>AgriStats</strong> report<br />

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GLOSSARY SECTION<br />

Resources : Selected indicators of resource availability, demographics and the dependence of regional<br />

populations on agriculture. Data is provided from 1961 to the most recent year available. Sources: FAO<br />

and Government websites.<br />

• Population (POP), total<br />

• % Ag Population, total population that is economically active in agriculture.<br />

• Land Area (TLA), total ('000 ha)<br />

• Arable Land (ArA), total ('000 ha) primarily including annual crop lands, temporary meadows<br />

and pastures.<br />

• Arable Land per Person, Arable land/Total Population (ha)<br />

• Agricultural Area (AA), total ('000 ha) including arable land, permanent crop land (long-term<br />

multi-harvest crops) and permanent pastures (five years or more).<br />

• Irrigated Area (IA), total ('000 ha)<br />

• % Irrigated Area, total (%) Irrigated area/Agricultural Area<br />

• Forested Area (FA), total ('000 ha)<br />

Crop Production : Crop yields, harvested areas and production data, as well as respective average<br />

annual growth rates for each. Data is provided from 1961 to the most recent year available. Sources:<br />

FAO and Government websites.<br />

• Area (A), harvested area (ha)<br />

• Production (P), total (t)<br />

• Yield (Y), Production/Area (kg/ha)<br />

Crop Productivity :Actual, realistically attainable, and potential crop yields, as well as respective annual<br />

growth rate averages for each. Sources: IPNI expert knowledge, field study, crop models.<br />

• Attainable Yield (Ya), yield (kg/ha) of a modern variety that can be achieved in farmers' fields<br />

with good crop management and ample nutrient supply. Attainable yield is limited by the<br />

region's yield potential (see definition below) and other yield limiting factors in the growing<br />

environment that could currently not be easily overcome by management (e.g., water limitation<br />

to yield or low productivity on sandy soils). Investments in infrastructure (e.g., irrigation<br />

facilities) or soil improvement could substantially increase attainable yield. The maximum<br />

economic yield is often closely related to the attainable yield.<br />

• Potential Yield (Yp), yield (kg/ha) assumed to be only limited by variety (modern, high yielding)<br />

and climate (solar radiation, temperature). Note that by definition, potential yield is not water<br />

limited. Potential yield represents the upper yield boundary for the currently available genetic<br />

material.<br />

Yield Gaps : Quantifies the portion of yield which is realistically exploitable and that which is not<br />

exploitable due to regional constraints related to climate, soil productivity, crop genetics or and<br />

common agronomic practices. Sources: IPNI expert knowledge, field study, crop models.<br />

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• Exploitable Gap (Ya - Y), defined as the difference between Attainable Yield and Actual Yield,<br />

this portion of yield (kg/ha) is limited by advancements in knowledge and technologies,<br />

including adoption rate, that are expected to be surpassed.<br />

• Remaining Gap (Yp - Ya), defined as the difference between Potential Yield and Attainable Yield,<br />

this portion of yield (kg/ha) is limited by unfavorable economics (high inputs required following<br />

the law of diminishing return), high risks of crop failure (increasing pest and disease pressure,<br />

crop lodging, etc.), environmental limitations to high yield including water availability and poor<br />

soil productivity, or unforeseen advances in crop production technology.<br />

• Full Gap (Yp - Y), defined as the difference between Potential Yield and Actual Yield, this portion<br />

of yield (kg/ha) is the sum of the exploitable and remaining Yield Gaps.<br />

Current Nutrient Use: Crop-wise fertilizer consumption and nutrient removal which considers both the<br />

harvested product and an estimate of crop residue removal from the field. Nutrient removal to use<br />

ratios are also provided. Sources: FAO and Government websites.<br />

• Fertilizer Use (FC), Crop-wise fertilizer (N, P 2 O 5 , K 2 O, S, MgO) consumption (t).<br />

• Nutrient Removal (NR), Crop nutrients (N, P 2 O 5 , K 2 O, S, MgO) removed within harvested<br />

products from crops receiving fertilizer and, where applicable, quantities of crop residues<br />

commonly removed from field (t).<br />

• Nutrient Removal-to-Use Ratio (NR/FC), Nutrient Removal/Fertilizer Use<br />

Attainable Nutrient Use: Crop-wise fertilizer consumption and nutrient removal which considers both<br />

the harvested product from attainable yields and an estimate of crop residue removal from the field.<br />

Nutrient removal to use ratios are also provided. Sources: IPNI Staff, FAO and Government websites.<br />

• Fertilizer Use (FCa), Crop-wise fertilizer (N, P 2 O 5 , K 2 O, S, MgO) consumption (t).<br />

• Nutrient Removal (NRa), Crop nutrients (N, P 2 O 5 , K 2 O, S, MgO) removed within harvested<br />

products from crops receiving fertilizer and, where applicable, quantities of crop residues<br />

commonly removed from field (t).<br />

• Nutrient Removal-to-Use Ratio (NRa/FCa), Nutrient Removal/Fertilizer Use<br />

Current Fertilizer Use: Estimates of the scope and intensity of current average fertilization practices and<br />

the resulting fertilizer consumption. Sources: IPNI expert knowledge.<br />

• Current Fertilizer Use (FX), Average N, P 2 O 5 , K 2 O, S, MgO application rates (kg/ha) which<br />

correspond to the crop area that receives fertilizer.<br />

• Current Fertilized Area (AF), Estimated crop area (%) currently receiving fertilizer.<br />

• Current Fertilizer Consumption (FC), Crop-wise fertilizer (N, P 2 O 5 , K 2 O, S, MgO) consumption (t).<br />

Attainable Fertilizer Use: Estimates of the scope and intensity of crop fertilization required for<br />

attainable yield estimates and the resulting fertilizer consumption. Sources: IPNI expert knowledge.<br />

• Attainable Fertilizer Use (FXa), Estimates of N, P 2 O 5 , K 2 O, S, MgO application rates (kg/ha) which<br />

correspond to those suited for attainable yield levels.<br />

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• Attainable Fertilized Area (AFa), Estimates of crop area (%) reflecting reasonable expectations<br />

for medium to long-term change in fertilized area of a specific crop.<br />

• Attainable Fertilizer Consumption (FCa), Crop-wise fertilizer (N, P 2 O 5 , K 2 O, S, MgO) consumption<br />

(t).<br />

Fertilizer Gaps: An outline of the differences between the realistically attainable and actual fertilizer use<br />

scenarios. Sources: IPNI expert knowledge.<br />

• Fertilizer Use Gap (FXa - FX)<br />

• Fertilized Area Gap (AFa - AF)<br />

• Fertilizer Consumption Gap (FCa - FC)<br />

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NOTES<br />

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